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#!/usr/bin/env python3
"""
Name:
there.py : learn how to change, for the better
Version:
0.2
Usage:
there [options]
Options:
-h Help.
-v Verbose.
-r=f Function to run.
-s=n Set random number seed [default: 1].
-k=n Speed in knots [default: 10].
Examples:
- Installation: `sh INSTALL.md`
- Unit tests. 'pytest.py there.py'
- One Unit test. `pytest.py -s -k tion1 there.py`
- Continual tests: `rerun 'pytest there.py'`
- Documentation: `sh DOC.md`
- Add some shell tricks: `sh SH.md`
Notes:
Simplest to tricky-est, this code divides
into `OTHER`,`BINS`,`TABLE`.
- `OTHER` contains misc utilities.
- `ROW` manages sets of rows.
- `BINS` does discretization.
Author:
Tim Menzies
timm@ieee.org
http://menzies.us
Copyright:
(c) 2020 Tim Menzies,
MIT license,
https://opensource.org/licenses/MIT
"""
from collections import defaultdict
import re
import sys
import math
import copy
import bisect
import pprint
from docopt import docopt
from random import random, seed, choice
from random import shuffle as rshuffle
# ---------------------------------------------
# Misc, lib functions
def opt(d, **types):
"""Coerce dictionaries into simple keys
random.seed(1)
whose values are of known `types`."""
d = {re.sub(r"^[-]+", "", k): v for k, v in d.items()}
for k, f in types.items():
d[k] = f(d[k])
return o(**d)
def ako(x, c): return isinstace(x, c)
def same(x): return x
def first(a): return a[0]
def last(a): return a[-1]
def shuffle(a): rshuffle(a); return a
class o:
"""LIB: Class that can pretty print; that
can `inc`rement and `__add__` their values."""
def __init__(i, **d):
i.__dict__.update(**d)
def __repr__(i):
"Pretty print. Hide private keys (those starting in `_`)"
def dicts(x, seen=None):
if isinstance(x, (tuple, list)):
return [dicts(v, seen) for v in i]
if isinstance(x, dict):
return {k: dicts(x[k], seen)
for k in x if str(k)[0] != "_"}
if isinstance(x, o):
seen = seen or {}
j = id(x) % 128021 # ids are LONG; show them shorter.
if x in seen:
return f"#:{j}"
seen[x] = x
d = dicts(x.__dict__, seen)
d["#"] = j
return d
return x
# -----------------------
return re.sub(r"'", ' ',
pprint.pformat(dicts(i.__dict__), compact=True))
class Col(o):
"Summarize columns. Ignore '?' unknown values."
def __init__(i, pos=0, txt="", w=1, all=[]):
i.n, i.w, i.pos, i.txt = 0, w, pos, txt
i.also()
[i + x for x in all]
def __add__(i, x):
if x == "?":
return x
i.n += 1
i.add(x)
return x
def norm(i, x):
if x == "?":
return x
return i.norm1(x)
def norm1(i, x): return x
def dist(i, x, y):
return 1 if x == "?" and y == "?" else i.dist1(x, y)
class Num(Col):
"Summarize numeric columns"
def also(i, most=sys.maxsize):
i.mu, i.m2, i.sd, i.lo, i.hi = 0, 0, 0, most, -most
def add(i, x):
i.lo = min(x, i.lo)
i.hi = max(x, i.hi)
d = x - i.mu
i.mu += d/i.n
i.m2 += d*(x - i.mu)
if i.m2 < 0:
i.sd = 0
elif i.n <= 1:
i.sd = 0
else:
i.sd = (i.m2/(i.n-1))**0.5
def dist1(i, x, y):
if x == "?":
y = i.norm(y)
x = 0 if y > 0.5 else 1
elif y == "?":
x = i.norm(x)
y = 0 if x > 0.5 else 1
else:
x, y = i.norm(x), i.norm(y)
return abs(x-y)
def like(i, x, *_):
v = i.sd**2 + 10**-64
nom = math.e**(-1*(x-i.mu)**2/(2*v)) + 10**-64
denom = (2*math.pi*v)**.5
return nom/(denom + 10**-64)
def norm(i, x):
if x == "?":
return x
return (x - i.lo)/(i.hi - i.lo + 10**-64)
class Sym(Col):
"Summarize symbolic columns"
def also(i):
i.seen, i.most, i.mode = {}, 0, None
def add(i, x):
i.seen[x] = i.seen.get(x, 0) + 1
if i.seen[x] > i.most:
i.most, i.mode = i.seen[x], x
def dist1(i, x, y):
return 0 if x == y else 1
def like(i, x, prior=1, m=1):
return (i.seen.get(x, 0) + m*prior)/(i.n + m)
class Row(o):
"""
Holds one example from a set of `rows`
in 'cells' (and, if the row has been descretized,
in 'bins').
"""
def __init__(i, rows, cells):
i._rows = rows
i.cells = cells
i.bins = cells[:]
i.seen = False
i.dom = 0
def __getitem__(i, k):
return i.cells[k]
def better(i, j):
c = i._rows.cols
s1, s2, n = 0, 0, len(c.y) + 0.0001
for col in c.y:
x = i.bins[col.pos]
y = j.bins[col.pos]
s1 -= math.e**(col.w * (x - y) / n)
s2 -= math.e**(col.w * (y - x) / n)
return s1 / n < s2 / n
def dist(i, j, what="x"):
d, n = 0, 0
for col in i._rows.cols[what]:
a, b = i[col.pos], j[col.pos]
n += 1
inc = col.dist(a, b)
d += inc ** 2
return (d / (n + 0.001))**0.5
def status(i):
return [i[col.pos] for col in i._rows.cols.y]
class Rows(o):
"""
Holds many examples in `rows`. Also, `cols` stores
type descriptions for each column (and `cols` is built from the
names in the first row).
"""
def __init__(i, src=None):
"""
Create from `src`, which could be a list,
a `.csv` file name, or a string.
"""
i.all = []
i.cols = o(all=[], names={}, klass=None,
x=[], y=[], syms=[], nums=[])
if src:
[i.add(row) for row in csv(src)]
def clone(i, all=[]):
tmp = Rows()
tmp.header([col.txt for col in i.cols.all])
[tmp.row(one) for one in all]
return tmp
def add(i, row):
"The first `row` goes to the header. All the rest got to `rows`."
i.row(row) if i.cols.all else i.header(row)
ch = o(klass="!", num="$",
less="<", more=">", skip="?",
nums="><$", goal="<>!,")
def header(i, lst):
"""
Using the magic characters from `Rows.ch`, divide the columns
into the symbols, the numbers, the x cols, the y cols, the
klass col. Also, store them all in the `all` list.
"""
c, ch = i.cols, Rows.ch
c.klass = -1
for pos, txt in enumerate(lst):
w = -1 if ch.less in txt else 1
col = (Num if txt[0] in ch.nums else Sym)(pos, txt, w)
(c.nums if txt[0] in ch.nums else c.syms).append(col)
(c.y if txt[0] in ch.goal else c.x).append(col)
if ch.klass in txt:
c.klass = col
c.all += [col]
i.cols.names[txt] = col
def row(i, z):
"add a new row"
z = z.cells if isinstance(z, Row) else z
[col + val for col, val in zip(i.cols.all, z)]
i.all += [Row(i, z)]
def bins(i, goal=None, cohen=.2):
"""
Divide ranges into ranges that best select for `goal`. If
`goal=None` then just divide into sqrt(N) bins, that differ
by more than a small amount (at least `.2*sd`).
"""
def apply2Numerics(lst, x):
if x == "?":
return x
for pos, bin in enumerate(lst):
if x < bin.xlo:
break
if bin.xlo <= x < bin.xhi:
break
return round((pos + 1) / len(lst), 2)
# ----------------
bins = {}
for col in i.cols.nums:
x = col.pos
bins[x] = Bins.nums(i.all, x=x, goal=goal,
cohen=cohen, y=i.cols.klass.pos)
for row in i.all:
old = row.bins[x]
new = apply2Numerics(bins[x], row[x])
row.bins[x] = new
for col in i.cols.syms:
x = col.pos
bins[x] = Bins.syms(i.all, x=x, goal=goal,
y=i.cols.klass.pos)
return bins
def like(i, row, n, m, k, nh):
prior = (len(i.all) + k) / (n + k*nh)
out = math.log(prior)
for col in i.cols.x:
val = row[col.pos]
if val != "?":
inc = col.like(val, prior, m)
out += math.log(inc)
return out
class Bin(o):
"""A `bin` is a core data structure in DUO. It
runs from some `lo` to `hi` value in a column, It is
associated with some `ys` values. Some bins have higher
`val`ue than others (i.e. better predict for any
known goal."""
def __init__(i, z="__alll__", x=0):
i.xlo = i.xhi = z
i.x, i.val = x, 0
i.ys = {}
def selects(i, row):
"""Bin`s know the `x` index of the column
they come from (so `bin`s can be used to select rows
whose `x` values fall in between `lo` and `hi`."""
tmp = row[i.x]
return tmp != "?" and i.xlo <= row[i.x] <= row[i.xhi]
def score(i, all, e=0.00001):
"Score a bin by prob*support that it selects for the goal."
yes = i.ys.get(1, 0) / (all.ys.get(1, 0) + e)
no = i.ys.get(0, 0) / (all.ys.get(0, 0) + e)
tmp = round(yes**2 / (yes + no + e), 3)
i.val = tmp if tmp > 0.01 else 0
return i
def __add__(i, j):
"Add together the numeric values in `i` and `j`."
k = Bin(x=i.x)
k.xlo, k.xhi = i.xlo, j.xhi
for x, v in i.ys.items():
k.ys[x] = v
for x, v in j.ys.items():
k.ys[x] = v + k.ys.get(x, 0)
return k
def inc(i, y, want):
k = y == want
i.ys[k] = i.ys.get(k, 0) + 1
class Bins:
"Bins is a farcade holding code to manage `bin`s."
def syms(lst, x=0, y=-1, goal=None):
"Return bins for columns of symbols."
all = Bin(x=x)
bins = {}
for z in lst:
xx, yy = z[x], z[y]
if xx != "?":
if xx not in bins:
bins[xx] = Bin(xx, x)
now = bins[xx]
now.inc(yy, goal)
all.inc(yy, goal)
return [bin.score(all) for bin in bins.values()]
def nums(lst, x=0, y=-1, goal=None, cohen=.3,
enough=.5, trivial=.05):
"""
Return bins for columns of numbers. Combine two bins if
they are separated by too small amount or if
they predict poorly for the goal.
"""
def split():
xlo, bins, n = 0, [Bin(0, x)], len(lst)**enough
while n < 4 and n < len(lst) / 2:
n *= 1.2
for xhi, z in enumerate(lst):
xx, yy = z[x], z[y]
if xhi - xlo >= n: # split when big enough
if len(lst) - xhi >= n: # split when enough remains after
if xx != lst[xhi - 1][x]: # split when values differ
bins += [Bin(xhi, x)]
xlo = xhi
now = bins[-1]
now.xhi = xhi + 1
all.xhi = xhi + 1
now.inc(yy, goal)
all.inc(yy, goal)
return [bin.score(all) for bin in bins]
def merge(bins):
j, tmp = 0, []
while j < len(bins):
a = bins[j]
if j < len(bins) - 1:
b = bins[j + 1]
ab = (a + b).score(all)
tooLittleDifference = (mid(b) - mid(a)) < cohen
notBetterForGoal = goal and ab.val >= a.val and ab.val >= b.val
if tooLittleDifference or notBetterForGoal:
a = ab
j += 1
tmp += [a]
j += 1
return bins if len(tmp) == len(bins) else merge(tmp)
def mid(z): return (n(z.xlo) + n(z.xhi)) / 2
def per(z=0.5): return lst[int(len(lst) * z)][x]
def n(z): return lst[min(len(lst) - 1, z)][x]
def finalize(z): z.xlo, z.xhi = n(z.xlo), n(z.xhi); return z
# --------------------------------------------------------------
lst = sorted((z for z in lst if z[x] != "?"), key=lambda z: z[x])
all = Bin(0, x)
cohen = cohen * (per(.9) - per(.1)) / 2.54
return [finalize(bin) for bin in merge(split())]
class Abcd:
"""Track set of actual and predictions, report precsion, accuracy,
false alarm, recall,...
"""
def __init__(i, db="all", rx="all"):
i.db = db
i.rx = rx
i.yes = i.no = 0
i.known = {}
i.a = {}
i.b = {}
i.c = {}
i.d = {}
i.all = {}
def __call__(i, actual, predict):
i.knowns(actual)
i.knowns(predict)
if actual == predict:
i.yes += 1
else:
i.no += 1
for x in i.known:
if actual == x:
if predict == actual:
i.d[x] += 1
else:
i.b[x] += 1
else:
if predict == x:
i.c[x] += 1
else:
i.a[x] += 1
def knowns(i, x):
if not x in i.known:
i.known[x] = i.a[x] = i.b[x] = i.c[x] = i.d[x] = 0.0
i.known[x] += 1
if (i.known[x] == 1):
i.a[x] = i.yes + i.no
def report(i):
print("")
print('{0:20s} {1:10s} {2:3s} {3:3s} {4:3s} {5:3s} {6:3s} {7:3s} {8:3s} {9:3s} {10:3s} {11:3s} {12:3s} {13:10s}'.format(
"db", "rx", "n", "a", "b", "c", "d", "acc", "pd", "pf", "prec", "f", "g", "class"))
print('-'*85)
def p(y): return int(100*y + 0.5)
def n(y): return int(y)
pd = pf = pn = prec = g = f = acc = 0
order = sorted([(-1*(i.b[k] + i.d[k]), k)
for k in i.known])
for _, x in order:
a = i.a[x]
b = i.b[x]
c = i.c[x]
d = i.d[x]
if (b+d):
pd = 1.0*d / (b+d)
if (a+c):
pf = 1.0*c / (a+c)
if (a+c):
pn = 1.0*(b+d) / (a+c)
if (c+d):
prec = 1.0*d / (c+d)
if (1-pf+pd):
g = 2.0*(1-pf)*pd / (1-pf+pd)
if (prec+pd):
f = 2.0*prec*pd/(prec+pd)
if (i.yes + i.no):
acc = 1.0*i.yes/(i.yes+i.no)
i.all[x] = o(pd=pd, pf=pf, prec=prec, g=g, f=f, acc=acc)
print('{0:20s} {1:10s} {2:3d} {3:3d} {4:3d} {5:3d} {6:3d} {7:3d} {8:3d} {9:3d} {10:3d} {11:3d} {12:3d} {13:10s}'.format(
i.db, i.rx, n(b + d), n(a), n(b), n(c), n(d), p(acc), p(pd), p(pf), p(prec), p(f), p(g), x))
class Seen(o):
def __init__(i, rows, m=2, k=1):
i.rows, i.m, i.k = rows, m, k
i.ys, i.n = {}, 0
def train(i, row):
y = row[i.rows.cols.klass.pos]
if y not in i.ys:
i.ys[y] = i.rows.clone()
i.n += 1
i.ys[y].row(row)
def guess(i, row):
all, ybest, most = [], None, -10**64
for y in i.ys:
tmp = i.ys[y].like(row, i.n, i.m, i.k, len(i.ys))
all += [[tmp, y, row]]
if tmp > most:
ybest, most = y, tmp
return ybest, all
def acquire(i, lst):
"minimze frequent, maximize strength, minimize convinction"
def down(z): return -z[0]
scores, frequents, strengths, convictions = [], Num(), Num(), Num()
for row in lst:
frequent = i.rows.like(row, i.n, i.m, i.k, len(i.ys))
guesses = sorted(i.guess(row)[1], key=down)
strength0 = guesses[0][0]
conviction = 1
if len(guesses) > 1:
conviction = strength0 - guesses[1][0]
frequents + frequent
strengths + strength0
convictions + conviction
scores += [[0, frequent, strength0, conviction, row]]
for one in scores:
one[1] = f = frequents.norm(one[1])
one[2] = s = strengths.norm(one[2])
one[3] = c = convictions.norm(one[3])
w1 = 0
w2 = 0
w3 = 3
one[0] = w = (
(w1*(1-f)**2 + w2*s**2 + w3*(1-c)**2)/(w1+w2+w3))**0.5
scores = sorted(scores, key=first)
#print(scores[0][0], scores[int(len(scores)/2)][0], scores[-1][0])
return [last(one) for one in scores]
def csv(src=None, f=sys.stdin):
"""Read from stdio or file or string or list. Kill whitespace or
comments. Coerce number strings to numbers."Ignore columns if,
on line one, the name contains '?'."""
def items(z):
for y in z:
yield y
def strings(z):
for y in z.splitlines():
yield y
def csv(z):
with open(z) as fp:
for y in fp:
yield y
def rows(z):
for y in f(z):
if isinstance(y, str):
y = re.sub(r'([\n\t\r ]|#.*)', '', y).strip()
if y:
yield y.split(",")
else:
yield y
def floats(a): return a if a == "?" else float(a)
def nums(z):
funs, num = None, Rows.ch.nums
for a in z:
if funs:
yield [fun(a1) for fun, a1 in zip(funs, a)]
else:
funs = [floats if a1[0] in num else str for a1 in a]
yield a
def cols(src, todo=None):
for a in src:
todo = todo or [n for n, a1 in enumerate(a) if "?" not in a1]
yield [a[n] for n in todo]
if src:
if isinstance(src, (list, tuple)):
f = items
elif isinstance(src, str):
if src[-3:] == 'csv':
f = csv
else:
f = strings
for row in nums(cols(rows(src))):
yield row
from .there import *
import random
def test_struct():
y = o(b=2, _c=3, f=10)
assert(y.b == 2)
assert(y._c == 3)
assert(y.f == 10)
def test_csv():
n = 0
for row in csv(auto93):
n += 1
assert len(row) == 7
assert n == 399
def test_num():
n = Num(all=[9, 2, 5, 4, 12, 7, 8, 11, 9, 3,
7, 4, 12, 5, 4, 10, 9, 6, 9, 4])
assert(n.mu == 7)
assert(3.06 <= n.sd <= 3.07)
def test_rows():
r = Rows(auto93)
print(r.cols.nums[1])
assert len(r.cols.all) == 7
assert len(r.all) == 398
def test_tab2():
r = Rows(auto93)
bins = r.bins(40.0)
for x, bs in bins.items():
print("")
for n, b in enumerate(bs):
print(x, n, r.cols.all[x],
b.x, b.xlo, b.xhi, b.val)
def seed0(csv, m=20):
random.seed(1)
r = Rows(csv)
s = Seen(r)
a = Abcd("seed0", "Seen")
for one in shuffle(r.all):
if s.n > m:
a(one[-1], s.guess(one)[0])
s.train(one)
a.report()
def test_seen1(): seed0(diabetes)
def test_seen2(): seed0(weather, m=2)
def test_seen3(): seed0(soybean, m=20)
def doubt(csv, m=10, n=26):
seed0(csv)
random.seed(1)
r = Rows(csv)
s = Seen(r)
a = Abcd("al", "Seen")
rows = shuffle(r.all)[:]
while rows:
s.train(rows.pop())
if s.n >= m:
break
while rows and n > 0:
rows = s.acquire(rows)
row = rows.pop()
a(row[-1], s.guess(row)[0])
s.train(row)
n -= 1
if n < 1:
break
for row in rows:
a(row[-1], s.guess(row)[0])
a.report()
def test_doubt(): doubt(diabetes)
def worker1(csv, goal=None, m=20):
print("\n------", 10)
random.seed(1)
r = Rows(csv)
bins = r.bins()
s = Seen()
a = Abcd()
for n, one in enumerate(shuffle(r.all)):
if n > m:
a(one.bins[-1], s.likes(one)[0])
s.train(one)
a.header()
a.report()
def rest_train1(): worker1(diabetes, m=32)
def rest_train2(): worker1(weather, m=4, goal='yes')
def test_abcd():
a = Abcd()
y, n, m = "yes", "no", "maybe"
for _ in range(6):
a(y, y)
for _ in range(2):
a(n, n)
for _ in range(5):
a(m, m)
a(m, n)
# a.header()
a.report()
assert(0.92 <= a.all[y].acc <= 0.93)
assert(0.83 <= a.all[m].pd <= 0.84)
assert(0.08 <= a.all[n].pf <= 0.09)
"""
db rx n a b c d acc pd pf prec f g class
-------------------------------------------------------------------------------------
all all 6 8 0 0 6 93 100 0 100 100 100 yes
all all 2 11 0 1 2 93 100 8 67 80 96 no
all all 6 8 1 0 5 93 83 0 100 91 91 maybe
"""
def test_dom(n=20):
t = Rows(auto93)
t.bins(goal=40)
for r1 in t.all:
r1.dom = 0
for _ in range(n):
r1.dom += r1.better(choice(t.all)) / n
t.all = sorted(t.all, key=lambda r: r.dom)
assert(t.all[0].dom < t.all[-1].dom)
for row in t.all[0::n]:
print(row.status(), round(row.dom, 2))
# -------------------------------------------
weather = """
outlook,$temperature,$humidity,windy,!play
sunny,85,85,FALSE,no
sunny,80,90,TRUE,no
overcast,83,86,FALSE,yes
rainy,70,96,FALSE,yes
rainy,68,80,FALSE,yes
rainy,65,70,TRUE,no
overcast,64,65,TRUE,yes
sunny,72,95,FALSE,no
sunny,69,70,FALSE,yes
rainy,75,80,FALSE,yes
sunny,75,70,TRUE,yes
overcast,72,90,TRUE,yes
overcast,81,75,FALSE,yes
"""
# -------------------------------------------
auto93 = """
cylinders, $displacement, $horsepower, >weight,>acceleration,$model,?origin,>!mpg
8, 304.0, 193, 4732, 18.5, 70, 1, 10
8, 360, 215, 4615, 14, 70, 1, 10
8, 307, 200, 4376, 15, 70, 1, 10
8, 318, 210, 4382, 13.5, 70, 1, 10
8, 429, 208, 4633, 11, 72, 1, 10
8, 400, 150, 4997, 14, 73, 1, 10
8, 350, 180, 3664, 11, 73, 1, 10
8, 383, 180, 4955, 11.5, 71, 1, 10
8, 350, 160, 4456, 13.5, 72, 1, 10
8, 429, 198, 4952, 11.5, 73, 1, 10
8, 455, 225, 4951, 11, 73, 1, 10
8, 400, 167, 4906, 12.5, 73, 1, 10
8, 350, 180, 4499, 12.5, 73, 1, 10
8, 400, 170, 4746, 12, 71, 1, 10
8, 400, 175, 5140, 12, 71, 1, 10
8, 350, 165, 4274, 12, 72, 1, 10
8, 350, 155, 4502, 13.5, 72, 1, 10
8, 400, 190, 4422, 12.5, 72, 1, 10
8, 307, 130, 4098, 14, 72, 1, 10
8, 302, 140, 4294, 16, 72, 1, 10
8, 350, 175, 4100, 13, 73, 1, 10
8, 350, 145, 3988, 13, 73, 1, 10
8, 400, 150, 4464, 12, 73, 1, 10
8, 351, 158, 4363, 13, 73, 1, 10
8, 440, 215, 4735, 11, 73, 1, 10
8, 360, 175, 3821, 11, 73, 1, 10
8, 360, 170, 4654, 13, 73, 1, 10
8, 350, 150, 4699, 14.5, 74, 1, 10
8, 302, 129, 3169, 12, 75, 1, 10
8, 318, 150, 3940, 13.2, 76, 1, 10
8, 350, 145, 4055, 12, 76, 1, 10
8, 302, 130, 3870, 15, 76, 1, 10
8, 318, 150, 3755, 14, 76, 1, 10
8, 454, 220, 4354, 9, 70, 1, 10
8, 440, 215, 4312, 8.5, 70, 1, 10
8, 455, 225, 4425, 10, 70, 1, 10
8, 340, 160, 3609, 8, 70, 1, 10
8, 455, 225, 3086, 10, 70, 1, 10
8, 350, 165, 4209, 12, 71, 1, 10
8, 400, 175, 4464, 11.5, 71, 1, 10
8, 351, 153, 4154, 13.5, 71, 1, 10
8, 318, 150, 4096, 13, 71, 1, 10
8, 400, 175, 4385, 12, 72, 1, 10
8, 351, 153, 4129, 13, 72, 1, 10
8, 318, 150, 4077, 14, 72, 1, 10
8, 304, 150, 3672, 11.5, 73, 1, 10
8, 302, 137, 4042, 14.5, 73, 1, 10
8, 318, 150, 4237, 14.5, 73, 1, 10
8, 318, 150, 4457, 13.5, 74, 1, 10
8, 302, 140, 4638, 16, 74, 1, 10
8, 304, 150, 4257, 15.5, 74, 1, 10
8, 351, 148, 4657, 13.5, 75, 1, 10
8, 351, 152, 4215, 12.8, 76, 1, 10
8, 350, 165, 3693, 11.5, 70, 1, 20
8, 429, 198, 4341, 10, 70, 1, 20
8, 390, 190, 3850, 8.5, 70, 1, 20
8, 383, 170, 3563, 10, 70, 1, 20
8, 400, 150, 3761, 9.5, 70, 1, 20
8, 318, 150, 4135, 13.5, 72, 1, 20
8, 304, 150, 3892, 12.5, 72, 1, 20
8, 318, 150, 3777, 12.5, 73, 1, 20
8, 350, 145, 4082, 13, 73, 1, 20
8, 318, 150, 3399, 11, 73, 1, 20
6, 250, 100, 3336, 17, 74, 1, 20
6, 250, 72, 3432, 21, 75, 1, 20
6, 250, 72, 3158, 19.5, 75, 1, 20
8, 350, 145, 4440, 14, 75, 1, 20
6, 258, 110, 3730, 19, 75, 1, 20
8, 302, 130, 4295, 14.9, 77, 1, 20
8, 304, 120, 3962, 13.9, 76, 1, 20
8, 318, 145, 4140, 13.7, 77, 1, 20
8, 350, 170, 4165, 11.4, 77, 1, 20
8, 400, 190, 4325, 12.2, 77, 1, 20
8, 351, 142, 4054, 14.3, 79, 1, 20
8, 304, 150, 3433, 12, 70, 1, 20
6, 225, 105, 3439, 15.5, 71, 1, 20
6, 250, 100, 3278, 18, 73, 1, 20
8, 400, 230, 4278, 9.5, 73, 1, 20
6, 250, 100, 3781, 17, 74, 1, 20
6, 258, 110, 3632, 18, 74, 1, 20
8, 302, 140, 4141, 14, 74, 1, 20
8, 400, 170, 4668, 11.5, 75, 1, 20
8, 318, 150, 4498, 14.5, 75, 1, 20
6, 250, 105, 3897, 18.5, 75, 1, 20
8, 318, 150, 4190, 13, 76, 1, 20
8, 400, 180, 4220, 11.1, 77, 1, 20
8, 351, 149, 4335, 14.5, 77, 1, 20
6, 163, 133, 3410, 15.8, 78, 2, 20
6, 168, 120, 3820, 16.7, 76, 2, 20
8, 350, 180, 4380, 12.1, 76, 1, 20
8, 351, 138, 3955, 13.2, 79, 1, 20
8, 350, 155, 4360, 14.9, 79, 1, 20
8, 302, 140, 3449, 10.5, 70, 1, 20
6, 250, 100, 3329, 15.5, 71, 1, 20
8, 304, 150, 3672, 11.5, 72, 1, 20
6, 231, 110, 3907, 21, 75, 1, 20
8, 260, 110, 4060, 19, 77, 1, 20
6, 163, 125, 3140, 13.6, 78, 2, 20
8, 305, 130, 3840, 15.4, 79, 1, 20
8, 305, 140, 4215, 13, 76, 1, 20
6, 258, 95, 3193, 17.8, 76, 1, 20
8, 305, 145, 3880, 12.5, 77, 1, 20
6, 250, 110, 3520, 16.4, 77, 1, 20
8, 318, 140, 4080, 13.7, 78, 1, 20
8, 302, 129, 3725, 13.4, 79, 1, 20
6, 225, 85, 3465, 16.6, 81, 1, 20
6, 231, 165, 3445, 13.4, 78, 1, 20
8, 307, 130, 3504, 12, 70, 1, 20
8, 318, 150, 3436, 11, 70, 1, 20
6, 199, 97, 2774, 15.5, 70, 1, 20
6, 232, 100, 3288, 15.5, 71, 1, 20
6, 258, 110, 2962, 13.5, 71, 1, 20
6, 250, 88, 3139, 14.5, 71, 1, 20
4, 121, 112, 2933, 14.5, 72, 2, 20
6, 225, 105, 3121, 16.5, 73, 1, 20
6, 232, 100, 2945, 16, 73, 1, 20
6, 250, 88, 3021, 16.5, 73, 1, 20
6, 232, 100, 2789, 15, 73, 1, 20
3, 70, 90, 2124, 13.5, 73, 3, 20
6, 225, 105, 3613, 16.5, 74, 1, 20
6, 250, 105, 3459, 16, 75, 1, 20
6, 225, 95, 3785, 19, 75, 1, 20
6, 171, 97, 2984, 14.5, 75, 1, 20
6, 250, 78, 3574, 21, 76, 1, 20
6, 258, 120, 3410, 15.1, 78, 1, 20
8, 302, 139, 3205, 11.2, 78, 1, 20
8, 318, 135, 3830, 15.2, 79, 1, 20
6, 250, 110, 3645, 16.2, 76, 1, 20
6, 250, 98, 3525, 19, 77, 1, 20
8, 360, 150, 3940, 13, 79, 1, 20
6, 225, 110, 3620, 18.7, 78, 1, 20
6, 232, 100, 2634, 13, 71, 1, 20
6, 250, 88, 3302, 15.5, 71, 1, 20
6, 250, 100, 3282, 15, 71, 1, 20
3, 70, 97, 2330, 13.5, 72, 3, 20
4, 122, 85, 2310, 18.5, 73, 1, 20
4, 121, 112, 2868, 15.5, 73, 2, 20
6, 232, 100, 2901, 16, 74, 1, 20
6, 225, 95, 3264, 16, 75, 1, 20
6, 232, 90, 3211, 17, 75, 1, 20
4, 120, 88, 3270, 21.9, 76, 2, 20
6, 156, 108, 2930, 15.5, 76, 3, 20
6, 225, 100, 3630, 17.7, 77, 1, 20
6, 225, 90, 3381, 18.7, 80, 1, 20
6, 231, 105, 3535, 19.2, 78, 1, 20
8, 305, 145, 3425, 13.2, 78, 1, 20
8, 267, 125, 3605, 15, 79, 1, 20
8, 318, 140, 3735, 13.2, 78, 1, 20
6, 232, 90, 3210, 17.2, 78, 1, 20
6, 200, 85, 2990, 18.2, 79, 1, 20
8, 260, 110, 3365, 15.5, 78, 1, 20
4, 140, 90, 2408, 19.5, 72, 1, 20
4, 97, 88, 2279, 19, 73, 3, 20
4, 114, 91, 2582, 14, 73, 2, 20
6, 156, 122, 2807, 13.5, 73, 3, 20
6, 198, 95, 3102, 16.5, 74, 1, 20
8, 262, 110, 3221, 13.5, 75, 1, 20
6, 232, 100, 2914, 16, 75, 1, 20
6, 225, 100, 3651, 17.7, 76, 1, 20
4, 130, 102, 3150, 15.7, 76, 2, 20
8, 302, 139, 3570, 12.8, 78, 1, 20
6, 200, 85, 2965, 15.8, 78, 1, 20
6, 232, 90, 3265, 18.2, 79, 1, 20
6, 200, 88, 3060, 17.1, 81, 1, 20
5, 131, 103, 2830, 15.9, 78, 2, 20
6, 231, 105, 3425, 16.9, 77, 1, 20
6, 200, 95, 3155, 18.2, 78, 1, 20
6, 225, 100, 3430, 17.2, 78, 1, 20
6, 231, 105, 3380, 15.8, 78, 1, 20
6, 225, 110, 3360, 16.6, 79, 1, 20
6, 200, 85, 3070, 16.7, 78, 1, 20
6, 200, 85, 2587, 16, 70, 1, 20
6, 199, 90, 2648, 15, 70, 1, 20
4, 122, 86, 2226, 16.5, 72, 1, 20
4, 120, 87, 2979, 19.5, 72, 2, 20
4, 140, 72, 2401, 19.5, 73, 1, 20
6, 155, 107, 2472, 14, 73, 1, 20
6, 200, ?, 2875, 17, 74, 1, 20
6, 231, 110, 3039, 15, 75, 1, 20
4, 134, 95, 2515, 14.8, 78, 3, 20
4, 121, 110, 2600, 12.8, 77, 2, 20
3, 80, 110, 2720, 13.5, 77, 3, 20
6, 231, 115, 3245, 15.4, 79, 1, 20
4, 121, 115, 2795, 15.7, 78, 2, 20
6, 198, 95, 2833, 15.5, 70, 1, 20
4, 140, 72, 2408, 19, 71, 1, 20
4, 121, 76, 2511, 18, 72, 2, 20
4, 122, 86, 2395, 16, 72, 1, 20
4, 108, 94, 2379, 16.5, 73, 3, 20
4, 121, 98, 2945, 14.5, 75, 2, 20
6, 225, 100, 3233, 15.4, 76, 1, 20
6, 250, 105, 3353, 14.5, 76, 1, 20
6, 146, 97, 2815, 14.5, 77, 3, 20
6, 232, 112, 2835, 14.7, 82, 1, 20
4, 140, 88, 2890, 17.3, 79, 1, 20
6, 231, 110, 3415, 15.8, 81, 1, 20
6, 232, 90, 3085, 17.6, 76, 1, 20
4, 122, 86, 2220, 14, 71, 1, 20
4, 97, 54, 2254, 23.5, 72, 2, 20
4, 120, 97, 2506, 14.5, 72, 3, 20
6, 198, 95, 2904, 16, 73, 1, 20
4, 140, 83, 2639, 17, 75, 1, 20
4, 140, 78, 2592, 18.5, 75, 1, 20
4, 115, 95, 2694, 15, 75, 2, 20
4, 120, 88, 2957, 17, 75, 2, 20
8, 350, 125, 3900, 17.4, 79, 1, 20
4, 151, ?, 3035, 20.5, 82, 1, 20
4, 156, 105, 2745, 16.7, 78, 1, 20
6, 173, 110, 2725, 12.6, 81, 1, 20
4, 140, ?, 2905, 14.3, 80, 1, 20
3, 70, 100, 2420, 12.5, 80, 3, 20
4, 151, 85, 2855, 17.6, 78, 1, 20
4, 119, 97, 2405, 14.9, 78, 3, 20
8, 260, 90, 3420, 22.2, 79, 1, 20
4, 113, 95, 2372, 15, 70, 3, 20
4, 107, 90, 2430, 14.5, 70, 2, 20
4, 113, 95, 2278, 15.5, 72, 3, 20
4, 116, 75, 2158, 15.5, 73, 2, 20
4, 121, 110, 2660, 14, 73, 2, 20
4, 90, 75, 2108, 15.5, 74, 2, 20
4, 120, 97, 2489, 15, 74, 3, 20
4, 134, 96, 2702, 13.5, 75, 3, 20
4, 119, 97, 2545, 17, 75, 3, 20
6, 200, 81, 3012, 17.6, 76, 1, 20
4, 140, 92, 2865, 16.4, 82, 1, 20
6, 146, 120, 2930, 13.8, 81, 3, 20
4, 151, 90, 3003, 20.1, 80, 1, 20
4, 98, 60, 2164, 22.1, 76, 1, 20
4, 151, 88, 2740, 16, 77, 1, 20
4, 110, 87, 2672, 17.5, 70, 2, 30
4, 104, 95, 2375, 17.5, 70, 2, 30
4, 113, 95, 2228, 14, 71, 3, 30
4, 98, ?, 2046, 19, 71, 1, 30
4, 97.5, 80, 2126, 17, 72, 1, 30
4, 140, 75, 2542, 17, 74, 1, 30
4, 90, 71, 2223, 16.5, 75, 2, 30
4, 121, 115, 2671, 13.5, 75, 2, 30
4, 116, 81, 2220, 16.9, 76, 2, 30
4, 140, 92, 2572, 14.9, 76, 1, 30
6, 181, 110, 2945, 16.4, 82, 1, 30
4, 140, 88, 2720, 15.4, 78, 1, 30
5, 183, 77, 3530, 20.1, 79, 2, 30
6, 168, 116, 2900, 12.6, 81, 3, 30
4, 122, 96, 2300, 15.5, 77, 1, 30
4, 140, 89, 2755, 15.8, 77, 1, 30
4, 156, 92, 2620, 14.4, 81, 1, 30
4, 97, 46, 1835, 20.5, 70, 2, 30
4, 121, 113, 2234, 12.5, 70, 2, 30
4, 91, 70, 1955, 20.5, 71, 1, 30
4, 96, 69, 2189, 18, 72, 2, 30
4, 97, 46, 1950, 21, 73, 2, 30
4, 98, 90, 2265, 15.5, 73, 2, 30
4, 122, 80, 2451, 16.5, 74, 1, 30
4, 79, 67, 1963, 15.5, 74, 2, 30
4, 97, 78, 2300, 14.5, 74, 2, 30
4, 116, 75, 2246, 14, 74, 2, 30
4, 108, 93, 2391, 15.5, 74, 3, 30
4, 98, 79, 2255, 17.7, 76, 1, 30
4, 97, 75, 2265, 18.2, 77, 3, 30
4, 156, 92, 2585, 14.5, 82, 1, 30
4, 140, 88, 2870, 18.1, 80, 1, 30
4, 140, 72, 2565, 13.6, 76, 1, 30
4, 151, 84, 2635, 16.4, 81, 1, 30
8, 350, 105, 3725, 19, 81, 1, 30
6, 173, 115, 2700, 12.9, 79, 1, 30
4, 97, 88, 2130, 14.5, 70, 3, 30
4, 97, 88, 2130, 14.5, 71, 3, 30
4, 97, 60, 1834, 19, 71, 2, 30
4, 97, 88, 2100, 16.5, 72, 3, 30
4, 101, 83, 2202, 15.3, 76, 2, 30
4, 112, 88, 2640, 18.6, 82, 1, 30
4, 151, 90, 2735, 18, 82, 1, 30
4, 151, 90, 2950, 17.3, 82, 1, 30
4, 140, 86, 2790, 15.6, 82, 1, 30
4, 119, 97, 2300, 14.7, 78, 3, 30
4, 141, 71, 3190, 24.8, 79, 2, 30
4, 135, 84, 2490, 15.7, 81, 1, 30
4, 121, 80, 2670, 15, 79, 1, 30
4, 134, 95, 2560, 14.2, 78, 3, 30
4, 156, 105, 2800, 14.4, 80, 1, 30
4, 140, 90, 2264, 15.5, 71, 1, 30
4, 116, 90, 2123, 14, 71, 2, 30
4, 97, 92, 2288, 17, 72, 3, 30
4, 98, 80, 2164, 15, 72, 1, 30
4, 90, 75, 2125, 14.5, 74, 1, 30
4, 107, 86, 2464, 15.5, 76, 2, 30
4, 97, 75, 2155, 16.4, 76, 3, 30
4, 151, 90, 2678, 16.5, 80, 1, 30
4, 112, 88, 2605, 19.6, 82, 1, 30
4, 120, 79, 2625, 18.6, 82, 1, 30
4, 141, 80, 3230, 20.4, 81, 2, 30
4, 151, 90, 2670, 16, 79, 1, 30
6, 173, 115, 2595, 11.3, 79, 1, 30
4, 68, 49, 1867, 19.5, 73, 2, 30
4, 98, 83, 2219, 16.5, 74, 2, 30
4, 97, 75, 2171, 16, 75, 3, 30
4, 90, 70, 1937, 14, 75, 2, 30
4, 85, 52, 2035, 22.2, 76, 1, 30
4, 90, 70, 1937, 14.2, 76, 2, 30
4, 97, 78, 1940, 14.5, 77, 2, 30
4, 135, 84, 2525, 16, 82, 1, 30
4, 97, 71, 1825, 12.2, 76, 2, 30
4, 98, 68, 2135, 16.6, 78, 3, 30
4, 134, 90, 2711, 15.5, 80, 3, 30
4, 89, 62, 1845, 15.3, 80, 2, 30
4, 98, 65, 2380, 20.7, 81, 1, 30
4, 79, 70, 2074, 19.5, 71, 2, 30
4, 88, 76, 2065, 14.5, 71, 2, 30
4, 111, 80, 2155, 14.8, 77, 1, 30
4, 97, 67, 1985, 16.4, 77, 3, 30
4, 98, 68, 2155, 16.5, 78, 1, 30
4, 146, 67, 3250, 21.8, 80, 2, 30
4, 135, 84, 2385, 12.9, 81, 1, 30
4, 98, 63, 2051, 17, 77, 1, 30
4, 97, 78, 2190, 14.1, 77, 2, 30
6, 145, 76, 3160, 19.6, 81, 2, 30
4, 105, 75, 2230, 14.5, 78, 1, 30
4, 71, 65, 1773, 19, 71, 3, 30
4, 79, 67, 1950, 19, 74, 3, 30
4, 76, 52, 1649, 16.5, 74, 3, 30
4, 79, 67, 2000, 16, 74, 2, 30
4, 112, 85, 2575, 16.2, 82, 1, 30
4, 91, 68, 1970, 17.6, 82, 3, 30
4, 119, 82, 2720, 19.4, 82, 1, 30
4, 120, 75, 2542, 17.5, 80, 3, 30
4, 98, 68, 2045, 18.5, 77, 3, 30
4, 89, 71, 1990, 14.9, 78, 2, 30
4, 120, 74, 2635, 18.3, 81, 3, 30
4, 85, 65, 2020, 19.2, 79, 3, 30
4, 89, 71, 1925, 14, 79, 2, 30
4, 71, 65, 1836, 21, 74, 3, 30
4, 83, 61, 2003, 19, 74, 3, 30
4, 85, 70, 1990, 17, 76, 3, 30
4, 91, 67, 1965, 15.7, 82, 3, 30
4, 144, 96, 2665, 13.9, 82, 3, 30
4, 135, 84, 2295, 11.6, 82, 1, 30
4, 98, 70, 2120, 15.5, 80, 1, 30
4, 108, 75, 2265, 15.2, 80, 3, 30
4, 97, 67, 2065, 17.8, 81, 3, 30
4, 107, 72, 2290, 17, 80, 3, 30
4, 108, 75, 2350, 16.8, 81, 3, 30
6, 168, 132, 2910, 11.4, 80, 3, 30
4, 78, 52, 1985, 19.4, 78, 3, 30
4, 119, 100, 2615, 14.8, 81, 3, 30
4, 91, 53, 1795, 17.5, 75, 3, 30
4, 91, 53, 1795, 17.4, 76, 3, 30
4, 105, 74, 2190, 14.2, 81, 2, 30
4, 85, 70, 1945, 16.8, 77, 3, 30
4, 98, 83, 2075, 15.9, 77, 1, 30
4, 151, 90, 2556, 13.2, 79, 1, 30
4, 107, 75, 2210, 14.4, 81, 3, 30
4, 97, 67, 2145, 18, 80, 3, 30
4, 112, 88, 2395, 18, 82, 1, 30
4, 108, 70, 2245, 16.9, 82, 3, 30
4, 86, 65, 1975, 15.2, 79, 3, 30
4, 91, 68, 1985, 16, 81, 3, 30
4, 105, 70, 2200, 13.2, 79, 1, 30
4, 97, 78, 2188, 15.8, 80, 2, 30
4, 98, 65, 2045, 16.2, 81, 1, 30
4, 105, 70, 2150, 14.9, 79, 1, 30
4, 100, ?, 2320, 15.8, 81, 2, 30
4, 105, 63, 2215, 14.9, 81, 1, 30
4, 72, 69, 1613, 18, 71, 3, 40
4, 122, 88, 2500, 15.1, 80, 2, 40
4, 81, 60, 1760, 16.1, 81, 3, 40
4, 98, 80, 1915, 14.4, 79, 1, 40
4, 79, 58, 1825, 18.6, 77, 2, 40
4, 105, 74, 1980, 15.3, 82, 2, 40
4, 98, 70, 2125, 17.3, 82, 1, 40
4, 120, 88, 2160, 14.5, 82, 3, 40
4, 107, 75, 2205, 14.5, 82, 3, 40
4, 135, 84, 2370, 13, 82, 1, 40
4, 98, 66, 1800, 14.4, 78, 1, 40
4, 91, 60, 1800, 16.4, 78, 3, 40
5, 121, 67, 2950, 19.9, 80, 2, 40
4, 119, 92, 2434, 15, 80, 3, 40
4, 85, 65, 1975, 19.4, 81, 3, 40
4, 91, 68, 2025, 18.2, 82, 3, 40
4, 86, 65, 2019, 16.4, 80, 3, 40
4, 91, 69, 2130, 14.7, 79, 2, 40
4, 89, 62, 2050, 17.3, 81, 3, 40
4, 105, 63, 2125, 14.7, 82, 1, 40
4, 91, 67, 1965, 15, 82, 3, 40
4, 91, 67, 1995, 16.2, 82, 3, 40
6, 262, 85, 3015, 17, 82, 1, 40
4, 89, 60, 1968, 18.8, 80, 3, 40
4, 86, 64, 1875, 16.4, 81, 1, 40
4, 79, 58, 1755, 16.9, 81, 3, 40
4, 85, 70, 2070, 18.6, 78, 3, 40
4, 85, 65, 2110, 19.2, 80, 3, 40
4, 85, ?, 1835, 17.3, 80, 2, 40
4, 98, 76, 2144, 14.7, 80, 2, 40
4, 90, 48, 1985, 21.5, 78, 2, 40
4, 90, 48, 2335, 23.7, 80, 2, 40
4, 97, 52, 2130, 24.6, 82, 2, 40
4, 90, 48, 2085, 21.7, 80, 2, 40
4, 91, 67, 1850, 13.8, 80, 3, 40
4, 86, 65, 2110, 17.9, 80, 3, 50
"""
diabetes = """
$preg, $plas, $pres, $skin, $insu, $mass, $pedi, $age, !class
6, 148, 72, 35, 0, 33.6, 0.627, 50, tested_positive
1, 85, 66, 29, 0, 26.6, 0.351, 31, tested_negative
8, 183, 64, 0, 0, 23.3, 0.672, 32, tested_positive
1, 89, 66, 23, 94, 28.1, 0.167, 21, tested_negative
0, 137, 40, 35, 168, 43.1, 2.288, 33, tested_positive
5, 116, 74, 0, 0, 25.6, 0.201, 30, tested_negative
3, 78, 50, 32, 88, 31, 0.248, 26, tested_positive
10, 115, 0, 0, 0, 35.3, 0.134, 29, tested_negative
2, 197, 70, 45, 543, 30.5, 0.158, 53, tested_positive
8, 125, 96, 0, 0, 0, 0.232, 54, tested_positive
4, 110, 92, 0, 0, 37.6, 0.191, 30, tested_negative
10, 168, 74, 0, 0, 38, 0.537, 34, tested_positive
10, 139, 80, 0, 0, 27.1, 1.441, 57, tested_negative
1, 189, 60, 23, 846, 30.1, 0.398, 59, tested_positive
5, 166, 72, 19, 175, 25.8, 0.587, 51, tested_positive
7, 100, 0, 0, 0, 30, 0.484, 32, tested_positive
0, 118, 84, 47, 230, 45.8, 0.551, 31, tested_positive
7, 107, 74, 0, 0, 29.6, 0.254, 31, tested_positive
1, 103, 30, 38, 83, 43.3, 0.183, 33, tested_negative
1, 115, 70, 30, 96, 34.6, 0.529, 32, tested_positive
3, 126, 88, 41, 235, 39.3, 0.704, 27, tested_negative
8, 99, 84, 0, 0, 35.4, 0.388, 50, tested_negative
7, 196, 90, 0, 0, 39.8, 0.451, 41, tested_positive
9, 119, 80, 35, 0, 29, 0.263, 29, tested_positive
11, 143, 94, 33, 146, 36.6, 0.254, 51, tested_positive
10, 125, 70, 26, 115, 31.1, 0.205, 41, tested_positive
7, 147, 76, 0, 0, 39.4, 0.257, 43, tested_positive
1, 97, 66, 15, 140, 23.2, 0.487, 22, tested_negative
13, 145, 82, 19, 110, 22.2, 0.245, 57, tested_negative
5, 117, 92, 0, 0, 34.1, 0.337, 38, tested_negative
5, 109, 75, 26, 0, 36, 0.546, 60, tested_negative
3, 158, 76, 36, 245, 31.6, 0.851, 28, tested_positive
3, 88, 58, 11, 54, 24.8, 0.267, 22, tested_negative
6, 92, 92, 0, 0, 19.9, 0.188, 28, tested_negative
10, 122, 78, 31, 0, 27.6, 0.512, 45, tested_negative
4, 103, 60, 33, 192, 24, 0.966, 33, tested_negative
11, 138, 76, 0, 0, 33.2, 0.42, 35, tested_negative
9, 102, 76, 37, 0, 32.9, 0.665, 46, tested_positive
2, 90, 68, 42, 0, 38.2, 0.503, 27, tested_positive
4, 111, 72, 47, 207, 37.1, 1.39, 56, tested_positive
3, 180, 64, 25, 70, 34, 0.271, 26, tested_negative
7, 133, 84, 0, 0, 40.2, 0.696, 37, tested_negative
7, 106, 92, 18, 0, 22.7, 0.235, 48, tested_negative
9, 171, 110, 24, 240, 45.4, 0.721, 54, tested_positive
7, 159, 64, 0, 0, 27.4, 0.294, 40, tested_negative
0, 180, 66, 39, 0, 42, 1.893, 25, tested_positive
1, 146, 56, 0, 0, 29.7, 0.564, 29, tested_negative
2, 71, 70, 27, 0, 28, 0.586, 22, tested_negative
7, 103, 66, 32, 0, 39.1, 0.344, 31, tested_positive
7, 105, 0, 0, 0, 0, 0.305, 24, tested_negative
1, 103, 80, 11, 82, 19.4, 0.491, 22, tested_negative
1, 101, 50, 15, 36, 24.2, 0.526, 26, tested_negative
5, 88, 66, 21, 23, 24.4, 0.342, 30, tested_negative
8, 176, 90, 34, 300, 33.7, 0.467, 58, tested_positive
7, 150, 66, 42, 342, 34.7, 0.718, 42, tested_negative
1, 73, 50, 10, 0, 23, 0.248, 21, tested_negative
7, 187, 68, 39, 304, 37.7, 0.254, 41, tested_positive
0, 100, 88, 60, 110, 46.8, 0.962, 31, tested_negative
0, 146, 82, 0, 0, 40.5, 1.781, 44, tested_negative
0, 105, 64, 41, 142, 41.5, 0.173, 22, tested_negative
2, 84, 0, 0, 0, 0, 0.304, 21, tested_negative
8, 133, 72, 0, 0, 32.9, 0.27, 39, tested_positive
5, 44, 62, 0, 0, 25, 0.587, 36, tested_negative
2, 141, 58, 34, 128, 25.4, 0.699, 24, tested_negative
7, 114, 66, 0, 0, 32.8, 0.258, 42, tested_positive
5, 99, 74, 27, 0, 29, 0.203, 32, tested_negative
0, 109, 88, 30, 0, 32.5, 0.855, 38, tested_positive
2, 109, 92, 0, 0, 42.7, 0.845, 54, tested_negative
1, 95, 66, 13, 38, 19.6, 0.334, 25, tested_negative
4, 146, 85, 27, 100, 28.9, 0.189, 27, tested_negative
2, 100, 66, 20, 90, 32.9, 0.867, 28, tested_positive
5, 139, 64, 35, 140, 28.6, 0.411, 26, tested_negative
13, 126, 90, 0, 0, 43.4, 0.583, 42, tested_positive
4, 129, 86, 20, 270, 35.1, 0.231, 23, tested_negative
1, 79, 75, 30, 0, 32, 0.396, 22, tested_negative
1, 0, 48, 20, 0, 24.7, 0.14, 22, tested_negative
7, 62, 78, 0, 0, 32.6, 0.391, 41, tested_negative
5, 95, 72, 33, 0, 37.7, 0.37, 27, tested_negative
0, 131, 0, 0, 0, 43.2, 0.27, 26, tested_positive
2, 112, 66, 22, 0, 25, 0.307, 24, tested_negative
3, 113, 44, 13, 0, 22.4, 0.14, 22, tested_negative
2, 74, 0, 0, 0, 0, 0.102, 22, tested_negative
7, 83, 78, 26, 71, 29.3, 0.767, 36, tested_negative
0, 101, 65, 28, 0, 24.6, 0.237, 22, tested_negative
5, 137, 108, 0, 0, 48.8, 0.227, 37, tested_positive
2, 110, 74, 29, 125, 32.4, 0.698, 27, tested_negative
13, 106, 72, 54, 0, 36.6, 0.178, 45, tested_negative
2, 100, 68, 25, 71, 38.5, 0.324, 26, tested_negative
15, 136, 70, 32, 110, 37.1, 0.153, 43, tested_positive
1, 107, 68, 19, 0, 26.5, 0.165, 24, tested_negative
1, 80, 55, 0, 0, 19.1, 0.258, 21, tested_negative
4, 123, 80, 15, 176, 32, 0.443, 34, tested_negative
7, 81, 78, 40, 48, 46.7, 0.261, 42, tested_negative
4, 134, 72, 0, 0, 23.8, 0.277, 60, tested_positive
2, 142, 82, 18, 64, 24.7, 0.761, 21, tested_negative
6, 144, 72, 27, 228, 33.9, 0.255, 40, tested_negative
2, 92, 62, 28, 0, 31.6, 0.13, 24, tested_negative
1, 71, 48, 18, 76, 20.4, 0.323, 22, tested_negative
6, 93, 50, 30, 64, 28.7, 0.356, 23, tested_negative
1, 122, 90, 51, 220, 49.7, 0.325, 31, tested_positive
1, 163, 72, 0, 0, 39, 1.222, 33, tested_positive
1, 151, 60, 0, 0, 26.1, 0.179, 22, tested_negative
0, 125, 96, 0, 0, 22.5, 0.262, 21, tested_negative
1, 81, 72, 18, 40, 26.6, 0.283, 24, tested_negative
2, 85, 65, 0, 0, 39.6, 0.93, 27, tested_negative
1, 126, 56, 29, 152, 28.7, 0.801, 21, tested_negative
1, 96, 122, 0, 0, 22.4, 0.207, 27, tested_negative
4, 144, 58, 28, 140, 29.5, 0.287, 37, tested_negative
3, 83, 58, 31, 18, 34.3, 0.336, 25, tested_negative
0, 95, 85, 25, 36, 37.4, 0.247, 24, tested_positive
3, 171, 72, 33, 135, 33.3, 0.199, 24, tested_positive
8, 155, 62, 26, 495, 34, 0.543, 46, tested_positive
1, 89, 76, 34, 37, 31.2, 0.192, 23, tested_negative
4, 76, 62, 0, 0, 34, 0.391, 25, tested_negative
7, 160, 54, 32, 175, 30.5, 0.588, 39, tested_positive
4, 146, 92, 0, 0, 31.2, 0.539, 61, tested_positive
5, 124, 74, 0, 0, 34, 0.22, 38, tested_positive
5, 78, 48, 0, 0, 33.7, 0.654, 25, tested_negative
4, 97, 60, 23, 0, 28.2, 0.443, 22, tested_negative
4, 99, 76, 15, 51, 23.2, 0.223, 21, tested_negative
0, 162, 76, 56, 100, 53.2, 0.759, 25, tested_positive
6, 111, 64, 39, 0, 34.2, 0.26, 24, tested_negative
2, 107, 74, 30, 100, 33.6, 0.404, 23, tested_negative
5, 132, 80, 0, 0, 26.8, 0.186, 69, tested_negative
0, 113, 76, 0, 0, 33.3, 0.278, 23, tested_positive
1, 88, 30, 42, 99, 55, 0.496, 26, tested_positive
3, 120, 70, 30, 135, 42.9, 0.452, 30, tested_negative
1, 118, 58, 36, 94, 33.3, 0.261, 23, tested_negative
1, 117, 88, 24, 145, 34.5, 0.403, 40, tested_positive
0, 105, 84, 0, 0, 27.9, 0.741, 62, tested_positive
4, 173, 70, 14, 168, 29.7, 0.361, 33, tested_positive
9, 122, 56, 0, 0, 33.3, 1.114, 33, tested_positive
3, 170, 64, 37, 225, 34.5, 0.356, 30, tested_positive
8, 84, 74, 31, 0, 38.3, 0.457, 39, tested_negative
2, 96, 68, 13, 49, 21.1, 0.647, 26, tested_negative
2, 125, 60, 20, 140, 33.8, 0.088, 31, tested_negative
0, 100, 70, 26, 50, 30.8, 0.597, 21, tested_negative
0, 93, 60, 25, 92, 28.7, 0.532, 22, tested_negative
0, 129, 80, 0, 0, 31.2, 0.703, 29, tested_negative
5, 105, 72, 29, 325, 36.9, 0.159, 28, tested_negative
3, 128, 78, 0, 0, 21.1, 0.268, 55, tested_negative
5, 106, 82, 30, 0, 39.5, 0.286, 38, tested_negative
2, 108, 52, 26, 63, 32.5, 0.318, 22, tested_negative
10, 108, 66, 0, 0, 32.4, 0.272, 42, tested_positive
4, 154, 62, 31, 284, 32.8, 0.237, 23, tested_negative
0, 102, 75, 23, 0, 0, 0.572, 21, tested_negative
9, 57, 80, 37, 0, 32.8, 0.096, 41, tested_negative
2, 106, 64, 35, 119, 30.5, 1.4, 34, tested_negative
5, 147, 78, 0, 0, 33.7, 0.218, 65, tested_negative
2, 90, 70, 17, 0, 27.3, 0.085, 22, tested_negative
1, 136, 74, 50, 204, 37.4, 0.399, 24, tested_negative
4, 114, 65, 0, 0, 21.9, 0.432, 37, tested_negative
9, 156, 86, 28, 155, 34.3, 1.189, 42, tested_positive
1, 153, 82, 42, 485, 40.6, 0.687, 23, tested_negative
8, 188, 78, 0, 0, 47.9, 0.137, 43, tested_positive
7, 152, 88, 44, 0, 50, 0.337, 36, tested_positive
2, 99, 52, 15, 94, 24.6, 0.637, 21, tested_negative
1, 109, 56, 21, 135, 25.2, 0.833, 23, tested_negative
2, 88, 74, 19, 53, 29, 0.229, 22, tested_negative
17, 163, 72, 41, 114, 40.9, 0.817, 47, tested_positive
4, 151, 90, 38, 0, 29.7, 0.294, 36, tested_negative
7, 102, 74, 40, 105, 37.2, 0.204, 45, tested_negative
0, 114, 80, 34, 285, 44.2, 0.167, 27, tested_negative
2, 100, 64, 23, 0, 29.7, 0.368, 21, tested_negative
0, 131, 88, 0, 0, 31.6, 0.743, 32, tested_positive
6, 104, 74, 18, 156, 29.9, 0.722, 41, tested_positive
3, 148, 66, 25, 0, 32.5, 0.256, 22, tested_negative
4, 120, 68, 0, 0, 29.6, 0.709, 34, tested_negative
4, 110, 66, 0, 0, 31.9, 0.471, 29, tested_negative
3, 111, 90, 12, 78, 28.4, 0.495, 29, tested_negative
6, 102, 82, 0, 0, 30.8, 0.18, 36, tested_positive
6, 134, 70, 23, 130, 35.4, 0.542, 29, tested_positive
2, 87, 0, 23, 0, 28.9, 0.773, 25, tested_negative
1, 79, 60, 42, 48, 43.5, 0.678, 23, tested_negative
2, 75, 64, 24, 55, 29.7, 0.37, 33, tested_negative
8, 179, 72, 42, 130, 32.7, 0.719, 36, tested_positive
6, 85, 78, 0, 0, 31.2, 0.382, 42, tested_negative
0, 129, 110, 46, 130, 67.1, 0.319, 26, tested_positive
5, 143, 78, 0, 0, 45, 0.19, 47, tested_negative
5, 130, 82, 0, 0, 39.1, 0.956, 37, tested_positive
6, 87, 80, 0, 0, 23.2, 0.084, 32, tested_negative
0, 119, 64, 18, 92, 34.9, 0.725, 23, tested_negative
1, 0, 74, 20, 23, 27.7, 0.299, 21, tested_negative
5, 73, 60, 0, 0, 26.8, 0.268, 27, tested_negative
4, 141, 74, 0, 0, 27.6, 0.244, 40, tested_negative
7, 194, 68, 28, 0, 35.9, 0.745, 41, tested_positive
8, 181, 68, 36, 495, 30.1, 0.615, 60, tested_positive
1, 128, 98, 41, 58, 32, 1.321, 33, tested_positive
8, 109, 76, 39, 114, 27.9, 0.64, 31, tested_positive
5, 139, 80, 35, 160, 31.6, 0.361, 25, tested_positive
3, 111, 62, 0, 0, 22.6, 0.142, 21, tested_negative
9, 123, 70, 44, 94, 33.1, 0.374, 40, tested_negative
7, 159, 66, 0, 0, 30.4, 0.383, 36, tested_positive
11, 135, 0, 0, 0, 52.3, 0.578, 40, tested_positive
8, 85, 55, 20, 0, 24.4, 0.136, 42, tested_negative
5, 158, 84, 41, 210, 39.4, 0.395, 29, tested_positive
1, 105, 58, 0, 0, 24.3, 0.187, 21, tested_negative
3, 107, 62, 13, 48, 22.9, 0.678, 23, tested_positive
4, 109, 64, 44, 99, 34.8, 0.905, 26, tested_positive
4, 148, 60, 27, 318, 30.9, 0.15, 29, tested_positive
0, 113, 80, 16, 0, 31, 0.874, 21, tested_negative
1, 138, 82, 0, 0, 40.1, 0.236, 28, tested_negative
0, 108, 68, 20, 0, 27.3, 0.787, 32, tested_negative
2, 99, 70, 16, 44, 20.4, 0.235, 27, tested_negative
6, 103, 72, 32, 190, 37.7, 0.324, 55, tested_negative
5, 111, 72, 28, 0, 23.9, 0.407, 27, tested_negative
8, 196, 76, 29, 280, 37.5, 0.605, 57, tested_positive
5, 162, 104, 0, 0, 37.7, 0.151, 52, tested_positive
1, 96, 64, 27, 87, 33.2, 0.289, 21, tested_negative
7, 184, 84, 33, 0, 35.5, 0.355, 41, tested_positive
2, 81, 60, 22, 0, 27.7, 0.29, 25, tested_negative
0, 147, 85, 54, 0, 42.8, 0.375, 24, tested_negative
7, 179, 95, 31, 0, 34.2, 0.164, 60, tested_negative
0, 140, 65, 26, 130, 42.6, 0.431, 24, tested_positive
9, 112, 82, 32, 175, 34.2, 0.26, 36, tested_positive
12, 151, 70, 40, 271, 41.8, 0.742, 38, tested_positive
5, 109, 62, 41, 129, 35.8, 0.514, 25, tested_positive
6, 125, 68, 30, 120, 30, 0.464, 32, tested_negative
5, 85, 74, 22, 0, 29, 1.224, 32, tested_positive
5, 112, 66, 0, 0, 37.8, 0.261, 41, tested_positive
0, 177, 60, 29, 478, 34.6, 1.072, 21, tested_positive
2, 158, 90, 0, 0, 31.6, 0.805, 66, tested_positive
7, 119, 0, 0, 0, 25.2, 0.209, 37, tested_negative
7, 142, 60, 33, 190, 28.8, 0.687, 61, tested_negative
1, 100, 66, 15, 56, 23.6, 0.666, 26, tested_negative
1, 87, 78, 27, 32, 34.6, 0.101, 22, tested_negative
0, 101, 76, 0, 0, 35.7, 0.198, 26, tested_negative
3, 162, 52, 38, 0, 37.2, 0.652, 24, tested_positive
4, 197, 70, 39, 744, 36.7, 2.329, 31, tested_negative
0, 117, 80, 31, 53, 45.2, 0.089, 24, tested_negative
4, 142, 86, 0, 0, 44, 0.645, 22, tested_positive
6, 134, 80, 37, 370, 46.2, 0.238, 46, tested_positive
1, 79, 80, 25, 37, 25.4, 0.583, 22, tested_negative
4, 122, 68, 0, 0, 35, 0.394, 29, tested_negative
3, 74, 68, 28, 45, 29.7, 0.293, 23, tested_negative
4, 171, 72, 0, 0, 43.6, 0.479, 26, tested_positive
7, 181, 84, 21, 192, 35.9, 0.586, 51, tested_positive
0, 179, 90, 27, 0, 44.1, 0.686, 23, tested_positive
9, 164, 84, 21, 0, 30.8, 0.831, 32, tested_positive
0, 104, 76, 0, 0, 18.4, 0.582, 27, tested_negative
1, 91, 64, 24, 0, 29.2, 0.192, 21, tested_negative
4, 91, 70, 32, 88, 33.1, 0.446, 22, tested_negative
3, 139, 54, 0, 0, 25.6, 0.402, 22, tested_positive
6, 119, 50, 22, 176, 27.1, 1.318, 33, tested_positive
2, 146, 76, 35, 194, 38.2, 0.329, 29, tested_negative
9, 184, 85, 15, 0, 30, 1.213, 49, tested_positive
10, 122, 68, 0, 0, 31.2, 0.258, 41, tested_negative
0, 165, 90, 33, 680, 52.3, 0.427, 23, tested_negative
9, 124, 70, 33, 402, 35.4, 0.282, 34, tested_negative
1, 111, 86, 19, 0, 30.1, 0.143, 23, tested_negative
9, 106, 52, 0, 0, 31.2, 0.38, 42, tested_negative
2, 129, 84, 0, 0, 28, 0.284, 27, tested_negative
2, 90, 80, 14, 55, 24.4, 0.249, 24, tested_negative
0, 86, 68, 32, 0, 35.8, 0.238, 25, tested_negative
12, 92, 62, 7, 258, 27.6, 0.926, 44, tested_positive
1, 113, 64, 35, 0, 33.6, 0.543, 21, tested_positive
3, 111, 56, 39, 0, 30.1, 0.557, 30, tested_negative
2, 114, 68, 22, 0, 28.7, 0.092, 25, tested_negative
1, 193, 50, 16, 375, 25.9, 0.655, 24, tested_negative
11, 155, 76, 28, 150, 33.3, 1.353, 51, tested_positive
3, 191, 68, 15, 130, 30.9, 0.299, 34, tested_negative
3, 141, 0, 0, 0, 30, 0.761, 27, tested_positive
4, 95, 70, 32, 0, 32.1, 0.612, 24, tested_negative
3, 142, 80, 15, 0, 32.4, 0.2, 63, tested_negative
4, 123, 62, 0, 0, 32, 0.226, 35, tested_positive
5, 96, 74, 18, 67, 33.6, 0.997, 43, tested_negative
0, 138, 0, 0, 0, 36.3, 0.933, 25, tested_positive
2, 128, 64, 42, 0, 40, 1.101, 24, tested_negative
0, 102, 52, 0, 0, 25.1, 0.078, 21, tested_negative
2, 146, 0, 0, 0, 27.5, 0.24, 28, tested_positive
10, 101, 86, 37, 0, 45.6, 1.136, 38, tested_positive
2, 108, 62, 32, 56, 25.2, 0.128, 21, tested_negative
3, 122, 78, 0, 0, 23, 0.254, 40, tested_negative
1, 71, 78, 50, 45, 33.2, 0.422, 21, tested_negative
13, 106, 70, 0, 0, 34.2, 0.251, 52, tested_negative
2, 100, 70, 52, 57, 40.5, 0.677, 25, tested_negative
7, 106, 60, 24, 0, 26.5, 0.296, 29, tested_positive
0, 104, 64, 23, 116, 27.8, 0.454, 23, tested_negative
5, 114, 74, 0, 0, 24.9, 0.744, 57, tested_negative
2, 108, 62, 10, 278, 25.3, 0.881, 22, tested_negative
0, 146, 70, 0, 0, 37.9, 0.334, 28, tested_positive
10, 129, 76, 28, 122, 35.9, 0.28, 39, tested_negative
7, 133, 88, 15, 155, 32.4, 0.262, 37, tested_negative
7, 161, 86, 0, 0, 30.4, 0.165, 47, tested_positive
2, 108, 80, 0, 0, 27, 0.259, 52, tested_positive
7, 136, 74, 26, 135, 26, 0.647, 51, tested_negative
5, 155, 84, 44, 545, 38.7, 0.619, 34, tested_negative
1, 119, 86, 39, 220, 45.6, 0.808, 29, tested_positive
4, 96, 56, 17, 49, 20.8, 0.34, 26, tested_negative
5, 108, 72, 43, 75, 36.1, 0.263, 33, tested_negative
0, 78, 88, 29, 40, 36.9, 0.434, 21, tested_negative
0, 107, 62, 30, 74, 36.6, 0.757, 25, tested_positive
2, 128, 78, 37, 182, 43.3, 1.224, 31, tested_positive
1, 128, 48, 45, 194, 40.5, 0.613, 24, tested_positive
0, 161, 50, 0, 0, 21.9, 0.254, 65, tested_negative
6, 151, 62, 31, 120, 35.5, 0.692, 28, tested_negative
2, 146, 70, 38, 360, 28, 0.337, 29, tested_positive
0, 126, 84, 29, 215, 30.7, 0.52, 24, tested_negative
14, 100, 78, 25, 184, 36.6, 0.412, 46, tested_positive
8, 112, 72, 0, 0, 23.6, 0.84, 58, tested_negative
0, 167, 0, 0, 0, 32.3, 0.839, 30, tested_positive
2, 144, 58, 33, 135, 31.6, 0.422, 25, tested_positive
5, 77, 82, 41, 42, 35.8, 0.156, 35, tested_negative
5, 115, 98, 0, 0, 52.9, 0.209, 28, tested_positive
3, 150, 76, 0, 0, 21, 0.207, 37, tested_negative
2, 120, 76, 37, 105, 39.7, 0.215, 29, tested_negative
10, 161, 68, 23, 132, 25.5, 0.326, 47, tested_positive
0, 137, 68, 14, 148, 24.8, 0.143, 21, tested_negative
0, 128, 68, 19, 180, 30.5, 1.391, 25, tested_positive
2, 124, 68, 28, 205, 32.9, 0.875, 30, tested_positive
6, 80, 66, 30, 0, 26.2, 0.313, 41, tested_negative
0, 106, 70, 37, 148, 39.4, 0.605, 22, tested_negative
2, 155, 74, 17, 96, 26.6, 0.433, 27, tested_positive
3, 113, 50, 10, 85, 29.5, 0.626, 25, tested_negative
7, 109, 80, 31, 0, 35.9, 1.127, 43, tested_positive
2, 112, 68, 22, 94, 34.1, 0.315, 26, tested_negative
3, 99, 80, 11, 64, 19.3, 0.284, 30, tested_negative
3, 182, 74, 0, 0, 30.5, 0.345, 29, tested_positive
3, 115, 66, 39, 140, 38.1, 0.15, 28, tested_negative
6, 194, 78, 0, 0, 23.5, 0.129, 59, tested_positive
4, 129, 60, 12, 231, 27.5, 0.527, 31, tested_negative
3, 112, 74, 30, 0, 31.6, 0.197, 25, tested_positive
0, 124, 70, 20, 0, 27.4, 0.254, 36, tested_positive
13, 152, 90, 33, 29, 26.8, 0.731, 43, tested_positive
2, 112, 75, 32, 0, 35.7, 0.148, 21, tested_negative
1, 157, 72, 21, 168, 25.6, 0.123, 24, tested_negative
1, 122, 64, 32, 156, 35.1, 0.692, 30, tested_positive
10, 179, 70, 0, 0, 35.1, 0.2, 37, tested_negative
2, 102, 86, 36, 120, 45.5, 0.127, 23, tested_positive
6, 105, 70, 32, 68, 30.8, 0.122, 37, tested_negative
8, 118, 72, 19, 0, 23.1, 1.476, 46, tested_negative
2, 87, 58, 16, 52, 32.7, 0.166, 25, tested_negative
1, 180, 0, 0, 0, 43.3, 0.282, 41, tested_positive
12, 106, 80, 0, 0, 23.6, 0.137, 44, tested_negative
1, 95, 60, 18, 58, 23.9, 0.26, 22, tested_negative
0, 165, 76, 43, 255, 47.9, 0.259, 26, tested_negative
0, 117, 0, 0, 0, 33.8, 0.932, 44, tested_negative
5, 115, 76, 0, 0, 31.2, 0.343, 44, tested_positive
9, 152, 78, 34, 171, 34.2, 0.893, 33, tested_positive
7, 178, 84, 0, 0, 39.9, 0.331, 41, tested_positive
1, 130, 70, 13, 105, 25.9, 0.472, 22, tested_negative
1, 95, 74, 21, 73, 25.9, 0.673, 36, tested_negative
1, 0, 68, 35, 0, 32, 0.389, 22, tested_negative
5, 122, 86, 0, 0, 34.7, 0.29, 33, tested_negative
8, 95, 72, 0, 0, 36.8, 0.485, 57, tested_negative
8, 126, 88, 36, 108, 38.5, 0.349, 49, tested_negative
1, 139, 46, 19, 83, 28.7, 0.654, 22, tested_negative
3, 116, 0, 0, 0, 23.5, 0.187, 23, tested_negative
3, 99, 62, 19, 74, 21.8, 0.279, 26, tested_negative
5, 0, 80, 32, 0, 41, 0.346, 37, tested_positive
4, 92, 80, 0, 0, 42.2, 0.237, 29, tested_negative
4, 137, 84, 0, 0, 31.2, 0.252, 30, tested_negative
3, 61, 82, 28, 0, 34.4, 0.243, 46, tested_negative
1, 90, 62, 12, 43, 27.2, 0.58, 24, tested_negative
3, 90, 78, 0, 0, 42.7, 0.559, 21, tested_negative
9, 165, 88, 0, 0, 30.4, 0.302, 49, tested_positive
1, 125, 50, 40, 167, 33.3, 0.962, 28, tested_positive
13, 129, 0, 30, 0, 39.9, 0.569, 44, tested_positive
12, 88, 74, 40, 54, 35.3, 0.378, 48, tested_negative
1, 196, 76, 36, 249, 36.5, 0.875, 29, tested_positive
5, 189, 64, 33, 325, 31.2, 0.583, 29, tested_positive
5, 158, 70, 0, 0, 29.8, 0.207, 63, tested_negative
5, 103, 108, 37, 0, 39.2, 0.305, 65, tested_negative
4, 146, 78, 0, 0, 38.5, 0.52, 67, tested_positive
4, 147, 74, 25, 293, 34.9, 0.385, 30, tested_negative
5, 99, 54, 28, 83, 34, 0.499, 30, tested_negative
6, 124, 72, 0, 0, 27.6, 0.368, 29, tested_positive
0, 101, 64, 17, 0, 21, 0.252, 21, tested_negative
3, 81, 86, 16, 66, 27.5, 0.306, 22, tested_negative
1, 133, 102, 28, 140, 32.8, 0.234, 45, tested_positive
3, 173, 82, 48, 465, 38.4, 2.137, 25, tested_positive
0, 118, 64, 23, 89, 0, 1.731, 21, tested_negative
0, 84, 64, 22, 66, 35.8, 0.545, 21, tested_negative
2, 105, 58, 40, 94, 34.9, 0.225, 25, tested_negative
2, 122, 52, 43, 158, 36.2, 0.816, 28, tested_negative
12, 140, 82, 43, 325, 39.2, 0.528, 58, tested_positive
0, 98, 82, 15, 84, 25.2, 0.299, 22, tested_negative
1, 87, 60, 37, 75, 37.2, 0.509, 22, tested_negative
4, 156, 75, 0, 0, 48.3, 0.238, 32, tested_positive
0, 93, 100, 39, 72, 43.4, 1.021, 35, tested_negative
1, 107, 72, 30, 82, 30.8, 0.821, 24, tested_negative
0, 105, 68, 22, 0, 20, 0.236, 22, tested_negative
1, 109, 60, 8, 182, 25.4, 0.947, 21, tested_negative
1, 90, 62, 18, 59, 25.1, 1.268, 25, tested_negative
1, 125, 70, 24, 110, 24.3, 0.221, 25, tested_negative
1, 119, 54, 13, 50, 22.3, 0.205, 24, tested_negative
5, 116, 74, 29, 0, 32.3, 0.66, 35, tested_positive
8, 105, 100, 36, 0, 43.3, 0.239, 45, tested_positive
5, 144, 82, 26, 285, 32, 0.452, 58, tested_positive
3, 100, 68, 23, 81, 31.6, 0.949, 28, tested_negative
1, 100, 66, 29, 196, 32, 0.444, 42, tested_negative
5, 166, 76, 0, 0, 45.7, 0.34, 27, tested_positive
1, 131, 64, 14, 415, 23.7, 0.389, 21, tested_negative
4, 116, 72, 12, 87, 22.1, 0.463, 37, tested_negative
4, 158, 78, 0, 0, 32.9, 0.803, 31, tested_positive
2, 127, 58, 24, 275, 27.7, 1.6, 25, tested_negative
3, 96, 56, 34, 115, 24.7, 0.944, 39, tested_negative
0, 131, 66, 40, 0, 34.3, 0.196, 22, tested_positive
3, 82, 70, 0, 0, 21.1, 0.389, 25, tested_negative
3, 193, 70, 31, 0, 34.9, 0.241, 25, tested_positive
4, 95, 64, 0, 0, 32, 0.161, 31, tested_positive
6, 137, 61, 0, 0, 24.2, 0.151, 55, tested_negative
5, 136, 84, 41, 88, 35, 0.286, 35, tested_positive
9, 72, 78, 25, 0, 31.6, 0.28, 38, tested_negative
5, 168, 64, 0, 0, 32.9, 0.135, 41, tested_positive
2, 123, 48, 32, 165, 42.1, 0.52, 26, tested_negative
4, 115, 72, 0, 0, 28.9, 0.376, 46, tested_positive
0, 101, 62, 0, 0, 21.9, 0.336, 25, tested_negative
8, 197, 74, 0, 0, 25.9, 1.191, 39, tested_positive
1, 172, 68, 49, 579, 42.4, 0.702, 28, tested_positive
6, 102, 90, 39, 0, 35.7, 0.674, 28, tested_negative
1, 112, 72, 30, 176, 34.4, 0.528, 25, tested_negative
1, 143, 84, 23, 310, 42.4, 1.076, 22, tested_negative
1, 143, 74, 22, 61, 26.2, 0.256, 21, tested_negative
0, 138, 60, 35, 167, 34.6, 0.534, 21, tested_positive
3, 173, 84, 33, 474, 35.7, 0.258, 22, tested_positive
1, 97, 68, 21, 0, 27.2, 1.095, 22, tested_negative
4, 144, 82, 32, 0, 38.5, 0.554, 37, tested_positive
1, 83, 68, 0, 0, 18.2, 0.624, 27, tested_negative
3, 129, 64, 29, 115, 26.4, 0.219, 28, tested_positive
1, 119, 88, 41, 170, 45.3, 0.507, 26, tested_negative
2, 94, 68, 18, 76, 26, 0.561, 21, tested_negative
0, 102, 64, 46, 78, 40.6, 0.496, 21, tested_negative
2, 115, 64, 22, 0, 30.8, 0.421, 21, tested_negative
8, 151, 78, 32, 210, 42.9, 0.516, 36, tested_positive
4, 184, 78, 39, 277, 37, 0.264, 31, tested_positive
0, 94, 0, 0, 0, 0, 0.256, 25, tested_negative
1, 181, 64, 30, 180, 34.1, 0.328, 38, tested_positive
0, 135, 94, 46, 145, 40.6, 0.284, 26, tested_negative
1, 95, 82, 25, 180, 35, 0.233, 43, tested_positive
2, 99, 0, 0, 0, 22.2, 0.108, 23, tested_negative
3, 89, 74, 16, 85, 30.4, 0.551, 38, tested_negative
1, 80, 74, 11, 60, 30, 0.527, 22, tested_negative
2, 139, 75, 0, 0, 25.6, 0.167, 29, tested_negative
1, 90, 68, 8, 0, 24.5, 1.138, 36, tested_negative
0, 141, 0, 0, 0, 42.4, 0.205, 29, tested_positive
12, 140, 85, 33, 0, 37.4, 0.244, 41, tested_negative
5, 147, 75, 0, 0, 29.9, 0.434, 28, tested_negative
1, 97, 70, 15, 0, 18.2, 0.147, 21, tested_negative
6, 107, 88, 0, 0, 36.8, 0.727, 31, tested_negative
0, 189, 104, 25, 0, 34.3, 0.435, 41, tested_positive
2, 83, 66, 23, 50, 32.2, 0.497, 22, tested_negative
4, 117, 64, 27, 120, 33.2, 0.23, 24, tested_negative
8, 108, 70, 0, 0, 30.5, 0.955, 33, tested_positive
4, 117, 62, 12, 0, 29.7, 0.38, 30, tested_positive
0, 180, 78, 63, 14, 59.4, 2.42, 25, tested_positive
1, 100, 72, 12, 70, 25.3, 0.658, 28, tested_negative
0, 95, 80, 45, 92, 36.5, 0.33, 26, tested_negative
0, 104, 64, 37, 64, 33.6, 0.51, 22, tested_positive
0, 120, 74, 18, 63, 30.5, 0.285, 26, tested_negative
1, 82, 64, 13, 95, 21.2, 0.415, 23, tested_negative
2, 134, 70, 0, 0, 28.9, 0.542, 23, tested_positive
0, 91, 68, 32, 210, 39.9, 0.381, 25, tested_negative
2, 119, 0, 0, 0, 19.6, 0.832, 72, tested_negative
2, 100, 54, 28, 105, 37.8, 0.498, 24, tested_negative
14, 175, 62, 30, 0, 33.6, 0.212, 38, tested_positive
1, 135, 54, 0, 0, 26.7, 0.687, 62, tested_negative
5, 86, 68, 28, 71, 30.2, 0.364, 24, tested_negative
10, 148, 84, 48, 237, 37.6, 1.001, 51, tested_positive
9, 134, 74, 33, 60, 25.9, 0.46, 81, tested_negative
9, 120, 72, 22, 56, 20.8, 0.733, 48, tested_negative
1, 71, 62, 0, 0, 21.8, 0.416, 26, tested_negative
8, 74, 70, 40, 49, 35.3, 0.705, 39, tested_negative
5, 88, 78, 30, 0, 27.6, 0.258, 37, tested_negative
10, 115, 98, 0, 0, 24, 1.022, 34, tested_negative
0, 124, 56, 13, 105, 21.8, 0.452, 21, tested_negative
0, 74, 52, 10, 36, 27.8, 0.269, 22, tested_negative
0, 97, 64, 36, 100, 36.8, 0.6, 25, tested_negative
8, 120, 0, 0, 0, 30, 0.183, 38, tested_positive
6, 154, 78, 41, 140, 46.1, 0.571, 27, tested_negative
1, 144, 82, 40, 0, 41.3, 0.607, 28, tested_negative
0, 137, 70, 38, 0, 33.2, 0.17, 22, tested_negative
0, 119, 66, 27, 0, 38.8, 0.259, 22, tested_negative
7, 136, 90, 0, 0, 29.9, 0.21, 50, tested_negative
4, 114, 64, 0, 0, 28.9, 0.126, 24, tested_negative
0, 137, 84, 27, 0, 27.3, 0.231, 59, tested_negative
2, 105, 80, 45, 191, 33.7, 0.711, 29, tested_positive
7, 114, 76, 17, 110, 23.8, 0.466, 31, tested_negative
8, 126, 74, 38, 75, 25.9, 0.162, 39, tested_negative
4, 132, 86, 31, 0, 28, 0.419, 63, tested_negative
3, 158, 70, 30, 328, 35.5, 0.344, 35, tested_positive
0, 123, 88, 37, 0, 35.2, 0.197, 29, tested_negative
4, 85, 58, 22, 49, 27.8, 0.306, 28, tested_negative
0, 84, 82, 31, 125, 38.2, 0.233, 23, tested_negative
0, 145, 0, 0, 0, 44.2, 0.63, 31, tested_positive
0, 135, 68, 42, 250, 42.3, 0.365, 24, tested_positive
1, 139, 62, 41, 480, 40.7, 0.536, 21, tested_negative
0, 173, 78, 32, 265, 46.5, 1.159, 58, tested_negative
4, 99, 72, 17, 0, 25.6, 0.294, 28, tested_negative
8, 194, 80, 0, 0, 26.1, 0.551, 67, tested_negative
2, 83, 65, 28, 66, 36.8, 0.629, 24, tested_negative
2, 89, 90, 30, 0, 33.5, 0.292, 42, tested_negative
4, 99, 68, 38, 0, 32.8, 0.145, 33, tested_negative
4, 125, 70, 18, 122, 28.9, 1.144, 45, tested_positive
3, 80, 0, 0, 0, 0, 0.174, 22, tested_negative
6, 166, 74, 0, 0, 26.6, 0.304, 66, tested_negative
5, 110, 68, 0, 0, 26, 0.292, 30, tested_negative
2, 81, 72, 15, 76, 30.1, 0.547, 25, tested_negative
7, 195, 70, 33, 145, 25.1, 0.163, 55, tested_positive
6, 154, 74, 32, 193, 29.3, 0.839, 39, tested_negative
2, 117, 90, 19, 71, 25.2, 0.313, 21, tested_negative
3, 84, 72, 32, 0, 37.2, 0.267, 28, tested_negative
6, 0, 68, 41, 0, 39, 0.727, 41, tested_positive
7, 94, 64, 25, 79, 33.3, 0.738, 41, tested_negative
3, 96, 78, 39, 0, 37.3, 0.238, 40, tested_negative
10, 75, 82, 0, 0, 33.3, 0.263, 38, tested_negative
0, 180, 90, 26, 90, 36.5, 0.314, 35, tested_positive
1, 130, 60, 23, 170, 28.6, 0.692, 21, tested_negative
2, 84, 50, 23, 76, 30.4, 0.968, 21, tested_negative
8, 120, 78, 0, 0, 25, 0.409, 64, tested_negative
12, 84, 72, 31, 0, 29.7, 0.297, 46, tested_positive
0, 139, 62, 17, 210, 22.1, 0.207, 21, tested_negative
9, 91, 68, 0, 0, 24.2, 0.2, 58, tested_negative
2, 91, 62, 0, 0, 27.3, 0.525, 22, tested_negative
3, 99, 54, 19, 86, 25.6, 0.154, 24, tested_negative
3, 163, 70, 18, 105, 31.6, 0.268, 28, tested_positive
9, 145, 88, 34, 165, 30.3, 0.771, 53, tested_positive
7, 125, 86, 0, 0, 37.6, 0.304, 51, tested_negative
13, 76, 60, 0, 0, 32.8, 0.18, 41, tested_negative
6, 129, 90, 7, 326, 19.6, 0.582, 60, tested_negative
2, 68, 70, 32, 66, 25, 0.187, 25, tested_negative
3, 124, 80, 33, 130, 33.2, 0.305, 26, tested_negative
6, 114, 0, 0, 0, 0, 0.189, 26, tested_negative
9, 130, 70, 0, 0, 34.2, 0.652, 45, tested_positive
3, 125, 58, 0, 0, 31.6, 0.151, 24, tested_negative
3, 87, 60, 18, 0, 21.8, 0.444, 21, tested_negative
1, 97, 64, 19, 82, 18.2, 0.299, 21, tested_negative
3, 116, 74, 15, 105, 26.3, 0.107, 24, tested_negative
0, 117, 66, 31, 188, 30.8, 0.493, 22, tested_negative
0, 111, 65, 0, 0, 24.6, 0.66, 31, tested_negative
2, 122, 60, 18, 106, 29.8, 0.717, 22, tested_negative
0, 107, 76, 0, 0, 45.3, 0.686, 24, tested_negative
1, 86, 66, 52, 65, 41.3, 0.917, 29, tested_negative
6, 91, 0, 0, 0, 29.8, 0.501, 31, tested_negative
1, 77, 56, 30, 56, 33.3, 1.251, 24, tested_negative
4, 132, 0, 0, 0, 32.9, 0.302, 23, tested_positive
0, 105, 90, 0, 0, 29.6, 0.197, 46, tested_negative
0, 57, 60, 0, 0, 21.7, 0.735, 67, tested_negative
0, 127, 80, 37, 210, 36.3, 0.804, 23, tested_negative
3, 129, 92, 49, 155, 36.4, 0.968, 32, tested_positive
8, 100, 74, 40, 215, 39.4, 0.661, 43, tested_positive
3, 128, 72, 25, 190, 32.4, 0.549, 27, tested_positive
10, 90, 85, 32, 0, 34.9, 0.825, 56, tested_positive
4, 84, 90, 23, 56, 39.5, 0.159, 25, tested_negative
1, 88, 78, 29, 76, 32, 0.365, 29, tested_negative
8, 186, 90, 35, 225, 34.5, 0.423, 37, tested_positive
5, 187, 76, 27, 207, 43.6, 1.034, 53, tested_positive
4, 131, 68, 21, 166, 33.1, 0.16, 28, tested_negative
1, 164, 82, 43, 67, 32.8, 0.341, 50, tested_negative
4, 189, 110, 31, 0, 28.5, 0.68, 37, tested_negative
1, 116, 70, 28, 0, 27.4, 0.204, 21, tested_negative
3, 84, 68, 30, 106, 31.9, 0.591, 25, tested_negative
6, 114, 88, 0, 0, 27.8, 0.247, 66, tested_negative
1, 88, 62, 24, 44, 29.9, 0.422, 23, tested_negative
1, 84, 64, 23, 115, 36.9, 0.471, 28, tested_negative
7, 124, 70, 33, 215, 25.5, 0.161, 37, tested_negative
1, 97, 70, 40, 0, 38.1, 0.218, 30, tested_negative
8, 110, 76, 0, 0, 27.8, 0.237, 58, tested_negative
11, 103, 68, 40, 0, 46.2, 0.126, 42, tested_negative
11, 85, 74, 0, 0, 30.1, 0.3, 35, tested_negative
6, 125, 76, 0, 0, 33.8, 0.121, 54, tested_positive
0, 198, 66, 32, 274, 41.3, 0.502, 28, tested_positive
1, 87, 68, 34, 77, 37.6, 0.401, 24, tested_negative
6, 99, 60, 19, 54, 26.9, 0.497, 32, tested_negative
0, 91, 80, 0, 0, 32.4, 0.601, 27, tested_negative
2, 95, 54, 14, 88, 26.1, 0.748, 22, tested_negative
1, 99, 72, 30, 18, 38.6, 0.412, 21, tested_negative
6, 92, 62, 32, 126, 32, 0.085, 46, tested_negative
4, 154, 72, 29, 126, 31.3, 0.338, 37, tested_negative
0, 121, 66, 30, 165, 34.3, 0.203, 33, tested_positive
3, 78, 70, 0, 0, 32.5, 0.27, 39, tested_negative
2, 130, 96, 0, 0, 22.6, 0.268, 21, tested_negative
3, 111, 58, 31, 44, 29.5, 0.43, 22, tested_negative
2, 98, 60, 17, 120, 34.7, 0.198, 22, tested_negative
1, 143, 86, 30, 330, 30.1, 0.892, 23, tested_negative
1, 119, 44, 47, 63, 35.5, 0.28, 25, tested_negative
6, 108, 44, 20, 130, 24, 0.813, 35, tested_negative
2, 118, 80, 0, 0, 42.9, 0.693, 21, tested_positive
10, 133, 68, 0, 0, 27, 0.245, 36, tested_negative
2, 197, 70, 99, 0, 34.7, 0.575, 62, tested_positive
0, 151, 90, 46, 0, 42.1, 0.371, 21, tested_positive
6, 109, 60, 27, 0, 25, 0.206, 27, tested_negative
12, 121, 78, 17, 0, 26.5, 0.259, 62, tested_negative
8, 100, 76, 0, 0, 38.7, 0.19, 42, tested_negative
8, 124, 76, 24, 600, 28.7, 0.687, 52, tested_positive
1, 93, 56, 11, 0, 22.5, 0.417, 22, tested_negative
8, 143, 66, 0, 0, 34.9, 0.129, 41, tested_positive
6, 103, 66, 0, 0, 24.3, 0.249, 29, tested_negative
3, 176, 86, 27, 156, 33.3, 1.154, 52, tested_positive
0, 73, 0, 0, 0, 21.1, 0.342, 25, tested_negative
11, 111, 84, 40, 0, 46.8, 0.925, 45, tested_positive
2, 112, 78, 50, 140, 39.4, 0.175, 24, tested_negative
3, 132, 80, 0, 0, 34.4, 0.402, 44, tested_positive
2, 82, 52, 22, 115, 28.5, 1.699, 25, tested_negative
6, 123, 72, 45, 230, 33.6, 0.733, 34, tested_negative
0, 188, 82, 14, 185, 32, 0.682, 22, tested_positive
0, 67, 76, 0, 0, 45.3, 0.194, 46, tested_negative
1, 89, 24, 19, 25, 27.8, 0.559, 21, tested_negative
1, 173, 74, 0, 0, 36.8, 0.088, 38, tested_positive
1, 109, 38, 18, 120, 23.1, 0.407, 26, tested_negative
1, 108, 88, 19, 0, 27.1, 0.4, 24, tested_negative
6, 96, 0, 0, 0, 23.7, 0.19, 28, tested_negative
1, 124, 74, 36, 0, 27.8, 0.1, 30, tested_negative
7, 150, 78, 29, 126, 35.2, 0.692, 54, tested_positive
4, 183, 0, 0, 0, 28.4, 0.212, 36, tested_positive
1, 124, 60, 32, 0, 35.8, 0.514, 21, tested_negative
1, 181, 78, 42, 293, 40, 1.258, 22, tested_positive
1, 92, 62, 25, 41, 19.5, 0.482, 25, tested_negative
0, 152, 82, 39, 272, 41.5, 0.27, 27, tested_negative
1, 111, 62, 13, 182, 24, 0.138, 23, tested_negative
3, 106, 54, 21, 158, 30.9, 0.292, 24, tested_negative
3, 174, 58, 22, 194, 32.9, 0.593, 36, tested_positive
7, 168, 88, 42, 321, 38.2, 0.787, 40, tested_positive
6, 105, 80, 28, 0, 32.5, 0.878, 26, tested_negative
11, 138, 74, 26, 144, 36.1, 0.557, 50, tested_positive
3, 106, 72, 0, 0, 25.8, 0.207, 27, tested_negative
6, 117, 96, 0, 0, 28.7, 0.157, 30, tested_negative
2, 68, 62, 13, 15, 20.1, 0.257, 23, tested_negative
9, 112, 82, 24, 0, 28.2, 1.282, 50, tested_positive
0, 119, 0, 0, 0, 32.4, 0.141, 24, tested_positive
2, 112, 86, 42, 160, 38.4, 0.246, 28, tested_negative
2, 92, 76, 20, 0, 24.2, 1.698, 28, tested_negative
6, 183, 94, 0, 0, 40.8, 1.461, 45, tested_negative
0, 94, 70, 27, 115, 43.5, 0.347, 21, tested_negative
2, 108, 64, 0, 0, 30.8, 0.158, 21, tested_negative
4, 90, 88, 47, 54, 37.7, 0.362, 29, tested_negative
0, 125, 68, 0, 0, 24.7, 0.206, 21, tested_negative
0, 132, 78, 0, 0, 32.4, 0.393, 21, tested_negative
5, 128, 80, 0, 0, 34.6, 0.144, 45, tested_negative
4, 94, 65, 22, 0, 24.7, 0.148, 21, tested_negative
7, 114, 64, 0, 0, 27.4, 0.732, 34, tested_positive
0, 102, 78, 40, 90, 34.5, 0.238, 24, tested_negative
2, 111, 60, 0, 0, 26.2, 0.343, 23, tested_negative
1, 128, 82, 17, 183, 27.5, 0.115, 22, tested_negative
10, 92, 62, 0, 0, 25.9, 0.167, 31, tested_negative
13, 104, 72, 0, 0, 31.2, 0.465, 38, tested_positive
5, 104, 74, 0, 0, 28.8, 0.153, 48, tested_negative
2, 94, 76, 18, 66, 31.6, 0.649, 23, tested_negative
7, 97, 76, 32, 91, 40.9, 0.871, 32, tested_positive
1, 100, 74, 12, 46, 19.5, 0.149, 28, tested_negative
0, 102, 86, 17, 105, 29.3, 0.695, 27, tested_negative
4, 128, 70, 0, 0, 34.3, 0.303, 24, tested_negative
6, 147, 80, 0, 0, 29.5, 0.178, 50, tested_positive
4, 90, 0, 0, 0, 28, 0.61, 31, tested_negative
3, 103, 72, 30, 152, 27.6, 0.73, 27, tested_negative
2, 157, 74, 35, 440, 39.4, 0.134, 30, tested_negative
1, 167, 74, 17, 144, 23.4, 0.447, 33, tested_positive
0, 179, 50, 36, 159, 37.8, 0.455, 22, tested_positive
11, 136, 84, 35, 130, 28.3, 0.26, 42, tested_positive
0, 107, 60, 25, 0, 26.4, 0.133, 23, tested_negative
1, 91, 54, 25, 100, 25.2, 0.234, 23, tested_negative
1, 117, 60, 23, 106, 33.8, 0.466, 27, tested_negative
5, 123, 74, 40, 77, 34.1, 0.269, 28, tested_negative
2, 120, 54, 0, 0, 26.8, 0.455, 27, tested_negative
1, 106, 70, 28, 135, 34.2, 0.142, 22, tested_negative
2, 155, 52, 27, 540, 38.7, 0.24, 25, tested_positive
2, 101, 58, 35, 90, 21.8, 0.155, 22, tested_negative
1, 120, 80, 48, 200, 38.9, 1.162, 41, tested_negative
11, 127, 106, 0, 0, 39, 0.19, 51, tested_negative
3, 80, 82, 31, 70, 34.2, 1.292, 27, tested_positive
10, 162, 84, 0, 0, 27.7, 0.182, 54, tested_negative
1, 199, 76, 43, 0, 42.9, 1.394, 22, tested_positive
8, 167, 106, 46, 231, 37.6, 0.165, 43, tested_positive
9, 145, 80, 46, 130, 37.9, 0.637, 40, tested_positive
6, 115, 60, 39, 0, 33.7, 0.245, 40, tested_positive
1, 112, 80, 45, 132, 34.8, 0.217, 24, tested_negative
4, 145, 82, 18, 0, 32.5, 0.235, 70, tested_positive
10, 111, 70, 27, 0, 27.5, 0.141, 40, tested_positive
6, 98, 58, 33, 190, 34, 0.43, 43, tested_negative
9, 154, 78, 30, 100, 30.9, 0.164, 45, tested_negative
6, 165, 68, 26, 168, 33.6, 0.631, 49, tested_negative
1, 99, 58, 10, 0, 25.4, 0.551, 21, tested_negative
10, 68, 106, 23, 49, 35.5, 0.285, 47, tested_negative
3, 123, 100, 35, 240, 57.3, 0.88, 22, tested_negative
8, 91, 82, 0, 0, 35.6, 0.587, 68, tested_negative
6, 195, 70, 0, 0, 30.9, 0.328, 31, tested_positive
9, 156, 86, 0, 0, 24.8, 0.23, 53, tested_positive
0, 93, 60, 0, 0, 35.3, 0.263, 25, tested_negative
3, 121, 52, 0, 0, 36, 0.127, 25, tested_positive
2, 101, 58, 17, 265, 24.2, 0.614, 23, tested_negative
2, 56, 56, 28, 45, 24.2, 0.332, 22, tested_negative
0, 162, 76, 36, 0, 49.6, 0.364, 26, tested_positive
0, 95, 64, 39, 105, 44.6, 0.366, 22, tested_negative
4, 125, 80, 0, 0, 32.3, 0.536, 27, tested_positive
5, 136, 82, 0, 0, 0, 0.64, 69, tested_negative
2, 129, 74, 26, 205, 33.2, 0.591, 25, tested_negative
3, 130, 64, 0, 0, 23.1, 0.314, 22, tested_negative
1, 107, 50, 19, 0, 28.3, 0.181, 29, tested_negative
1, 140, 74, 26, 180, 24.1, 0.828, 23, tested_negative
1, 144, 82, 46, 180, 46.1, 0.335, 46, tested_positive
8, 107, 80, 0, 0, 24.6, 0.856, 34, tested_negative
13, 158, 114, 0, 0, 42.3, 0.257, 44, tested_positive
2, 121, 70, 32, 95, 39.1, 0.886, 23, tested_negative
7, 129, 68, 49, 125, 38.5, 0.439, 43, tested_positive
2, 90, 60, 0, 0, 23.5, 0.191, 25, tested_negative
7, 142, 90, 24, 480, 30.4, 0.128, 43, tested_positive
3, 169, 74, 19, 125, 29.9, 0.268, 31, tested_positive
0, 99, 0, 0, 0, 25, 0.253, 22, tested_negative
4, 127, 88, 11, 155, 34.5, 0.598, 28, tested_negative
4, 118, 70, 0, 0, 44.5, 0.904, 26, tested_negative
2, 122, 76, 27, 200, 35.9, 0.483, 26, tested_negative
6, 125, 78, 31, 0, 27.6, 0.565, 49, tested_positive
1, 168, 88, 29, 0, 35, 0.905, 52, tested_positive
2, 129, 0, 0, 0, 38.5, 0.304, 41, tested_negative
4, 110, 76, 20, 100, 28.4, 0.118, 27, tested_negative
6, 80, 80, 36, 0, 39.8, 0.177, 28, tested_negative
10, 115, 0, 0, 0, 0, 0.261, 30, tested_positive
2, 127, 46, 21, 335, 34.4, 0.176, 22, tested_negative
9, 164, 78, 0, 0, 32.8, 0.148, 45, tested_positive
2, 93, 64, 32, 160, 38, 0.674, 23, tested_positive
3, 158, 64, 13, 387, 31.2, 0.295, 24, tested_negative
5, 126, 78, 27, 22, 29.6, 0.439, 40, tested_negative
10, 129, 62, 36, 0, 41.2, 0.441, 38, tested_positive
0, 134, 58, 20, 291, 26.4, 0.352, 21, tested_negative
3, 102, 74, 0, 0, 29.5, 0.121, 32, tested_negative
7, 187, 50, 33, 392, 33.9, 0.826, 34, tested_positive
3, 173, 78, 39, 185, 33.8, 0.97, 31, tested_positive
10, 94, 72, 18, 0, 23.1, 0.595, 56, tested_negative
1, 108, 60, 46, 178, 35.5, 0.415, 24, tested_negative
5, 97, 76, 27, 0, 35.6, 0.378, 52, tested_positive
4, 83, 86, 19, 0, 29.3, 0.317, 34, tested_negative
1, 114, 66, 36, 200, 38.1, 0.289, 21, tested_negative
1, 149, 68, 29, 127, 29.3, 0.349, 42, tested_positive
5, 117, 86, 30, 105, 39.1, 0.251, 42, tested_negative
1, 111, 94, 0, 0, 32.8, 0.265, 45, tested_negative
4, 112, 78, 40, 0, 39.4, 0.236, 38, tested_negative
1, 116, 78, 29, 180, 36.1, 0.496, 25, tested_negative
0, 141, 84, 26, 0, 32.4, 0.433, 22, tested_negative
2, 175, 88, 0, 0, 22.9, 0.326, 22, tested_negative
2, 92, 52, 0, 0, 30.1, 0.141, 22, tested_negative
3, 130, 78, 23, 79, 28.4, 0.323, 34, tested_positive
8, 120, 86, 0, 0, 28.4, 0.259, 22, tested_positive
2, 174, 88, 37, 120, 44.5, 0.646, 24, tested_positive
2, 106, 56, 27, 165, 29, 0.426, 22, tested_negative
2, 105, 75, 0, 0, 23.3, 0.56, 53, tested_negative
4, 95, 60, 32, 0, 35.4, 0.284, 28, tested_negative
0, 126, 86, 27, 120, 27.4, 0.515, 21, tested_negative
8, 65, 72, 23, 0, 32, 0.6, 42, tested_negative
2, 99, 60, 17, 160, 36.6, 0.453, 21, tested_negative
1, 102, 74, 0, 0, 39.5, 0.293, 42, tested_positive
11, 120, 80, 37, 150, 42.3, 0.785, 48, tested_positive
3, 102, 44, 20, 94, 30.8, 0.4, 26, tested_negative
1, 109, 58, 18, 116, 28.5, 0.219, 22, tested_negative
9, 140, 94, 0, 0, 32.7, 0.734, 45, tested_positive
13, 153, 88, 37, 140, 40.6, 1.174, 39, tested_negative
12, 100, 84, 33, 105, 30, 0.488, 46, tested_negative
1, 147, 94, 41, 0, 49.3, 0.358, 27, tested_positive
1, 81, 74, 41, 57, 46.3, 1.096, 32, tested_negative
3, 187, 70, 22, 200, 36.4, 0.408, 36, tested_positive
6, 162, 62, 0, 0, 24.3, 0.178, 50, tested_positive
4, 136, 70, 0, 0, 31.2, 1.182, 22, tested_positive
1, 121, 78, 39, 74, 39, 0.261, 28, tested_negative
3, 108, 62, 24, 0, 26, 0.223, 25, tested_negative
0, 181, 88, 44, 510, 43.3, 0.222, 26, tested_positive
8, 154, 78, 32, 0, 32.4, 0.443, 45, tested_positive
1, 128, 88, 39, 110, 36.5, 1.057, 37, tested_positive
7, 137, 90, 41, 0, 32, 0.391, 39, tested_negative
0, 123, 72, 0, 0, 36.3, 0.258, 52, tested_positive
1, 106, 76, 0, 0, 37.5, 0.197, 26, tested_negative
6, 190, 92, 0, 0, 35.5, 0.278, 66, tested_positive
2, 88, 58, 26, 16, 28.4, 0.766, 22, tested_negative
9, 170, 74, 31, 0, 44, 0.403, 43, tested_positive
9, 89, 62, 0, 0, 22.5, 0.142, 33, tested_negative
10, 101, 76, 48, 180, 32.9, 0.171, 63, tested_negative
2, 122, 70, 27, 0, 36.8, 0.34, 27, tested_negative
5, 121, 72, 23, 112, 26.2, 0.245, 30, tested_negative
1, 126, 60, 0, 0, 30.1, 0.349, 47, tested_positive
1, 93, 70, 31, 0, 30.4, 0.315, 23, tested_negative
"""
soybean = """
date, plant-stand,precip,temp,hail,crop-hist,area-damaged,severity,seed-tmt,germination,plant-growth,leaves,leafspots-halo,leafspots-marg,leafspot-size,leaf-shread,leaf-malf,leaf-mild,stem,lodging,stem-cankers,canker-lesion,fruiting-bodies,external-decay,mycelium,int-discolor,sclerotia,fruit-pods,fruit-spot,seed,mold-growth,seed-discolor,seed-size,shriveling,roots,!class
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, severe, fungicide, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, severe, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, severe, none, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
october, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
september, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
august, normal, gt-norm, norm, no, same-lst-yr, scattered, pot-severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
october, normal, lt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90- \
100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
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, norm, 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, norm, charcoal-rot
september, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt- \
80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
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, norm, charcoal-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
july, normal, gt-norm, lt-norm, no, same-lst-sev-yrs, low-areas, severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
april, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, fungicide, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
april, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, fungicide, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
may, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
april, lt-normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, none, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, phytophthora-rot
may, lt-normal, 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, norm, absent, norm, 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, norm, 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, norm, absent, norm, 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, norm, 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, norm, absent, norm, 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, norm, absent, norm, 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, 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, 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, absent, norm, 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, 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, absent, norm, 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, absent, norm, 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, absent, norm, 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, 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, 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, phytophthora-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, norm, 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, absent, norm, 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, 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, norm, absent, norm, 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, absent, norm, 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, absent, norm, absent, norm, brown-stem-rot
august, normal, norm, lt-norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, lt- \
80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, lt-normal, lt-norm, lt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 80-89, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
july, lt-normal, lt-norm, lt-norm, yes, same-lst-two-yrs, scattered, severe, none, 80-89, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80- \
89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt- \
80, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, fungicide, lt- \
80, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
july, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, normal, lt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
october, normal, norm, lt-norm, no, diff-lst-year, scattered, minor, fungicide, lt-80, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
may, lt-normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, other, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
october, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, lt-80, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
august, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, other, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
october, normal, lt-norm, norm, no, same-lst-yr, low-areas, pot-severe, none, lt-80, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
june, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
october, lt-normal, lt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
september, lt-normal, lt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
may, lt-normal, lt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, other, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
october, normal, gt-norm, lt-norm, no, same-lst-two-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
june, normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
may, normal, gt-norm, norm, no, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
august, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/ \
8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
may, normal, gt-norm, lt-norm, no, diff-lst-year, scattered, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
june, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
june, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
august, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
august, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
may, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
april, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, other, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
april, lt-normal, norm, norm, no, same-lst-two-yrs, upper-areas, minor, other, 80-89, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
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, norm, 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, norm, absent, norm, 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, norm, absent, norm, 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, norm, absent, norm, 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, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, lt-normal, norm, norm, no, same-lst-two-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, colored, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, norm, norm, no, diff-lst-year, scattered, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, severe, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, severe, other, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, normal, gt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-blight
august, normal, gt-norm, gt-norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-blight
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, absent, norm, 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, absent, norm, absent, norm, 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, absent, norm, absent, norm, bacterial-blight
june, normal, norm, norm, yes, same-lst-sev-yrs, low-areas, minor, none, 90-100, norm, abnorm, yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-blight
august, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-blight
june, lt-normal, norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, galls-cysts, bacterial-pustule
july, normal, gt-norm, lt-norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, abnorm, abnorm, no-yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule
june, normal, norm, lt-norm, yes, diff-lst-year, scattered, minor, none, 90-100, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-pustule
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80, norm, abnorm, yellow-halos, w-s-marg, lt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, lt- \
norm, absent, rotted, bacterial-pustule
july, normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, none, 80-89, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, lt- \
norm, absent, rotted, bacterial-pustule
july, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, no-w-s-marg, lt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, rotted, bacterial-pustule
july, normal, norm, norm, no, same-lst-two-yrs, whole-field, minor, none, 80-89, abnorm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, lt- \
norm, absent, norm, bacterial-pustule
july, lt-normal, gt-norm, norm, yes, diff-lst-year, upper-areas, pot-severe, none, lt-80, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, lt- \
norm, absent, rotted, bacterial-pustule
august, normal, norm, norm, no, same-lst-yr, whole-field, minor, none, 80-89, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, lt- \
norm, absent, norm, bacterial-pustule
september, lt-normal, norm, norm, yes, same-lst-two-yrs, scattered, minor, fungicide, lt-80, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, rotted, bacterial-pustule
october, normal, gt-norm, lt-norm, no, same-lst-two-yrs, upper-areas, minor, none, 90- \
100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
october, normal, gt-norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
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, absent, norm, 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, norm, absent, norm, 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, absent, present, norm, absent, norm, 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, present, norm, absent, norm, 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, purple-seed-stain
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, minor, fungicide, lt-80, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, norm, present, norm, anthracnose
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
june, lt-normal, gt-norm, gt-norm, no, diff-lst-year, scattered, pot-severe, none, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, brown, absent, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, anthracnose
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, norm, absent, norm, anthracnose
august, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
october, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, anthracnose
october, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, other, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, norm, absent, norm, anthracnose
september, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
april, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, present, absent, lt-norm, absent, norm, anthracnose
october, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, absent, present, lt-norm, present, norm, anthracnose
september, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
october, lt-normal, gt-norm, gt-norm, no, diff-lst-year, scattered, pot-severe, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
october, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, other, 80-89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
july, lt-normal, norm, norm, yes, diff-lst-year, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
july, normal, lt-norm, norm, no, diff-lst-year, upper-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
july, lt-normal, norm, norm, yes, diff-lst-year, scattered, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
july, normal, lt-norm, norm, no, same-lst-two-yrs, scattered, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
july, lt-normal, norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, normal, lt-norm, norm, no, diff-lst-year, whole-field, minor, other, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
may, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, lt-normal, norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, scattered, pot-severe, fungicide, 90-100, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, lt-normal, norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, other, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
july, normal, gt-norm, norm, yes, diff-lst-year, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, norm, norm, no, same-lst-two-yrs, upper-areas, minor, other, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, diff-lst-year, whole-field, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
july, normal, gt-norm, norm, yes, diff-lst-year, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, yes, diff-lst-year, whole-field, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, diff-lst-year, whole-field, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, diff-lst-year, low-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, absent, present, lt- \
norm, present, norm, frog-eye-leaf-spot
september, normal, norm, norm, yes, same-lst-yr, whole-field, pot-severe, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, dna, present, absent, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, diff-lst-year, low-areas, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, lt-normal, norm, gt-norm, yes, same-lst-yr, low-areas, minor, other, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, ?, 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, ?, diaporthe-pod-&-stem-blight
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, cyst-nematode
?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-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, herbicide-injury
october, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
july, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, severe, fungicide, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
august, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
september, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
september, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
july, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
august, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker
august, normal, lt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80- \
89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
september, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt- \
80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
august, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80- \
89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
september, normal, lt-norm, gt-norm, yes, diff-lst-year, upper-areas, pot-severe, none, lt- \
80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
september, normal, lt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, lt- \
80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, absent, norm, charcoal-rot
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, norm, 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, absent, norm, 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, absent, norm, charcoal-rot
april, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, rotted, rhizoctonia-root-rot
april, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
april, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
august, normal, gt-norm, lt-norm, no, diff-lst-year, low-areas, severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
april, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, rhizoctonia-root-rot
june, lt-normal, norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below- \
soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, phytophthora-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, phytophthora-rot
june, lt-normal, gt-norm, norm, no, same-lst-sev-yrs, low-areas, severe, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, phytophthora-rot
may, lt-normal, gt-norm, norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, norm, absent, norm, phytophthora-rot
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, phytophthora-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, norm, 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, 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, norm, absent, norm, 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, absent, norm, absent, norm, 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, absent, norm, 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, 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, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt- \
80, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80- \
89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
july, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, scattered, severe, none, lt- \
80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, lt-normal, norm, norm, yes, same-lst-two-yrs, whole-field, severe, none, 90- \
100, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, lt-normal, lt-norm, lt-norm, yes, same-lst-two-yrs, upper-areas, severe, none, 80-89, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, lt-normal, norm, lt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt- \
80, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, lt-normal, norm, lt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, 90- \
100, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
october, lt-normal, norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80- \
89, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot
july, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80- \
89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt- \
80, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
july, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80- \
89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, normal, lt-norm, gt-norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
august, normal, lt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90- \
100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
september, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 80- \
89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-stem-rot
may, normal, lt-norm, lt-norm, no, diff-lst-year, scattered, minor, none, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
june, normal, norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
july, normal, gt-norm, lt-norm, no, same-lst-two-yrs, upper-areas, minor, none, lt-80, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
august, normal, lt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
september, normal, norm, lt-norm, no, diff-lst-year, scattered, minor, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
august, normal, norm, lt-norm, no, same-lst-two-yrs, upper-areas, minor, fungicide, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
july, lt-normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
august, lt-normal, norm, lt-norm, yes, diff-lst-year, scattered, minor, other, 90-100, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
june, lt-normal, norm, lt-norm, yes, diff-lst-year, scattered, minor, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
september, lt-normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, upper- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, powdery-mildew
july, normal, gt-norm, lt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
august, normal, gt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
september, normal, gt-norm, norm, no, same-lst-yr, scattered, pot-severe, none, 80-89, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
june, normal, gt-norm, lt-norm, no, diff-lst-year, whole-field, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
july, normal, gt-norm, norm, no, same-lst-yr, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
october, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
july, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
july, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower- \
surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
september, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, absent, norm, absent, norm, downy-mildew
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, other, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, norm, norm, no, same-lst-two-yrs, upper-areas, pot-severe, fungicide, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, other, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above- \
sec-nde, brown, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, brown-spot
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, norm, 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, absent, norm, 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, absent, norm, absent, norm, 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, norm, absent, absent, norm, absent, norm, 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, norm, absent, norm, brown-spot
may, normal, norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
april, normal, norm, norm, yes, same-lst-two-yrs, scattered, minor, other, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, low-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
august, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
may, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, abnorm, yes, above-sec- \
nde, brown, present, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, brown-spot
july, normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-blight
august, lt-normal, norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80, norm, abnorm, yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, bacterial-blight
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, absent, norm, 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, absent, norm, absent, norm, 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, norm, 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, absent, norm, absent, norm, 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, norm, absent, norm, 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, absent, norm, 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, absent, norm, absent, norm, bacterial-blight
july, normal, norm, lt-norm, no, same-lst-sev-yrs, whole-field, minor, none, 80-89, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule
may, lt-normal, norm, norm, yes, same-lst-yr, scattered, minor, fungicide, lt-80, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, lt- \
norm, absent, rotted, bacterial-pustule
june, normal, norm, gt-norm, no, same-lst-two-yrs, low-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule
july, lt-normal, norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, rotted, bacterial-pustule
june, normal, gt-norm, norm, no, same-lst-sev-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule
june, normal, gt-norm, norm, no, same-lst-yr, whole-field, pot-severe, none, 80-89, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule
may, normal, norm, norm, no, same-lst-sev-yrs, low-areas, minor, fungicide, 80-89, norm, abnorm, yellow-halos, w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, lt- \
norm, absent, norm, bacterial-pustule
june, lt-normal, gt-norm, gt-norm, yes, same-lst-yr, upper-areas, pot-severe, fungicide, lt-80, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, rotted, bacterial-pustule
september, normal, norm, gt-norm, no, diff-lst-year, low-areas, minor, none, 80-89, abnorm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule
june, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, upper-areas, pot-severe, none, lt-80, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, rotted, bacterial-pustule
september, normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, norm, no, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
october, normal, gt-norm, lt-norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
september, normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
august, normal, gt-norm, gt-norm, no, diff-lst-year, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, norm, no, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
september, normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/ \
8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
october, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt- \
80, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain
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, absent, present, norm, absent, norm, purple-seed-stain
april, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, none, 90-100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, brown, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, absent, present, lt-norm, present, norm, anthracnose
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, other, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, absent, present, lt-norm, present, norm, anthracnose
august, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, fungicide, 80-89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose
may, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, other, 80-89, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, brown, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, absent, present, norm, present, norm, anthracnose
august, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, pot-severe, none, 90-100, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, absent, lt-norm, absent, norm, anthracnose
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
october, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
october, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, lt-80, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
july, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, fungicide, lt-80, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
august, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, fungicide, 90-100, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
october, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
august, normal, gt-norm, norm, yes, same-lst-yr, low-areas, severe, none, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
august, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
october, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, abnorm, present, absent, lt- \
norm, present, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 80-89, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above- \
sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown- \
w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose
may, normal, lt-norm, norm, no, diff-lst-year, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
july, normal, lt-norm, norm, no, same-lst-two-yrs, whole-field, minor, none, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
may, lt-normal, norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, lt-normal, norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, normal, lt-norm, gt-norm, no, same-lst-yr, upper-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, normal, lt-norm, gt-norm, no, same-lst-yr, whole-field, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
july, lt-normal, norm, gt-norm, yes, same-lst-yr, scattered, minor, none, 90-100, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
august, lt-normal, norm, gt-norm, yes, same-lst-yr, upper-areas, minor, fungicide, 80-89, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
june, lt-normal, norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
august, lt-normal, norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
october, lt-normal, norm, gt-norm, no, same-lst-yr, low-areas, minor, other, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, norm, norm, no, diff-lst-year, scattered, minor, other, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, norm, no, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
october, normal, norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, present, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, gt-norm, yes, diff-lst-year, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
september, lt-normal, norm, gt-norm, no, diff-lst-year, scattered, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, norm, gt-norm, no, same-lst-two-yrs, upper-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-yr, scattered, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, scattered, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, norm, norm, no, same-lst-sev-yrs, low-areas, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, norm, norm, no, diff-lst-year, low-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dna, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, no, same-lst-two-yrs, upper-areas, minor, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, abnorm, no, above-sec- \
nde, brown, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, lt-normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, fungicide, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, no, above-soil, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, no, same-lst-two-yrs, upper-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, no, same-lst-yr, scattered, pot-severe, other, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, no, same-lst-sev-yrs, upper-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, scattered, pot-severe, none, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, scattered, pot-severe, other, lt-80, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, no, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/ \
8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, gt-norm, norm, yes, same-lst-yr, scattered, minor, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
july, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot
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, ?, diaporthe-pod-&-stem-blight
june, ?, ?, ?, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
july, ?, ?, ?, ?, same-lst-two-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
august, ?, ?, ?, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
june, ?, ?, ?, ?, same-lst-two-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
august, ?, ?, ?, ?, same-lst-sev-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
august, ?, ?, ?, ?, same-lst-sev-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
september, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
april, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
may, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
june, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
july, ?, ?, ?, ?, ?, whole-field, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
august, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
october, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
april, ?, ?, ?, ?, ?, whole-field, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
may, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
june, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
july, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
august, ?, ?, ?, ?, ?, whole-field, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
september, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
october, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
april, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
april, lt-normal, ?, lt-norm, ?, diff-lst-year, scattered, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
june, lt-normal, ?, lt-norm, ?, diff-lst-year, scattered, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
april, lt-normal, ?, lt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, abnorm, abnorm, no-yellow-halos, no-w-s-marg, gt-1/8, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
june, lt-normal, ?, lt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, abnorm, abnorm, no-yellow-halos, no-w-s-marg, gt-1/8, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
"""
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