def grid_relh(nc, ts, rs):
lats = []
lons = []
vals = []
for i in range(len(rs)):
if rs[i]['max_tmpf'] is not None and rs[i]['max_dwpf'] is not None:
lats.append( locs[rs[i]['station']]['lat'] )
lons.append( locs[rs[i]['station']]['lon'] )
vals.append( mesonet.relh( rs[i]['max_tmpf'], rs[i]['max_dwpf'] ) )
if len(vals) < 4:
print "No RELH data at all for time: %s" % (ts,)
return
grid = Ngl.natgrid(lons, lats, vals, XAXIS, YAXIS)
offset = int((ts - BASE).hours )
if grid is not None:
gt = grid.transpose()
gt = numpy.where(gt < 100.1, gt, 100.)
nc.variables['relh'][offset,:,:] = numpy.where(gt < 12., 12., gt)
else:
print "RELH gridding failed, len vals %s" % (len(vals),)
relh = []
vsby = []
raining = False
for row2 in acursor2:
if row2[3] >= maxD and row2[1] >= 100:
print row2[0], row2[3]
maxD = row2[3]
if row2[2] > 0:
raining = True
if len(times) > 10 and row2[0].hour == 0:
times.append(row2[0].hour * 60 + row2[0].minute + 1440)
else:
times.append(row2[0].hour * 60 + row2[0].minute)
if row2[0].hour in [5, 9]:
print row2
relh.append(mesonet.relh(row2[1], row2[3]))
vsby.append(row2[4])
# c = '#E8AFAF'
# if raining:
# c = 'b'
c = colors.pop()
ax.plot(times, relh, c=c, label=station)
ax2.plot(times, vsby, linestyle="--", c=c)
# ax.plot( [6*60, 10*60, 10*60, 6*60,6*60], [69,75,84,77,69] , c='black')
# ax.text(6*60, 66, "6-10 AM Diff: %.1f$^{\circ}\mathrm{F}$" % ((diff/3.,) ))
#
# ax.text(14*60, 66, "Newton, IA (KTNU AWOS)")
ax.grid(True)
#output = open('ragbrai.dat', 'w')
for sdate, edate in DATES:
acursor.execute("""
SELECT tmpf, dwpf, sknt, drct, valid from t%s WHERE station = 'DSM' and valid BETWEEN '%s 00:00' and '%s 23:59' and tmpf > 0
and dwpf > 0 and sknt >= 0 and drct >= 0 ORDER by valid ASC
""" % (sdate.year, sdate.strftime("%Y-%m-%d"), edate.strftime("%Y-%m-%d")))
cnt = 0
tot = 0
ttot = 0
utot = 0
ucnt = 0
vtot = 0
for row in acursor:
ttot += row[0]
h = mesonet.heatidx(row[0], mesonet.relh(row[0], row[1]))
if row[4].hour > 5 and row[4].hour < 22:
u, v = uv(row[2], row[3])
#output.write("%s,%s,%s,%.1f,%.2f,%.2f\n" % (row[4].strftime("%Y,%m,%d,%H,%M"), row[0], row[1], h, u, v))
utot += u
vtot += v
ucnt += 1
tot += h
cnt += 1
print "%s %3s %4.1f %4.1f %4.1f %4.1f" % (
sdate.year, cnt, ttot / float(cnt), tot / float(cnt),
utot / float(ucnt), vtot / float(ucnt))
uwnd[sdate.year - 1973] = utot / float(ucnt) * 1.15
hindex[sdate.year - 1973] = tot / float(cnt)
#output.close()
#output = open('ragbrai.dat', 'w')
for sdate,edate in DATES:
acursor.execute("""
SELECT tmpf, dwpf, sknt, drct, valid from t%s WHERE station = 'DSM' and valid BETWEEN '%s 00:00' and '%s 23:59' and tmpf > 0
and dwpf > 0 and sknt >= 0 and drct >= 0 ORDER by valid ASC
""" % (sdate.year, sdate.strftime("%Y-%m-%d"), edate.strftime("%Y-%m-%d") ))
cnt = 0
tot = 0
ttot = 0
utot = 0
ucnt = 0
vtot = 0
for row in acursor:
ttot += row[0]
h = mesonet.heatidx(row[0], mesonet.relh(row[0], row[1]))
if row[4].hour > 5 and row[4].hour < 22:
u,v = uv(row[2], row[3])
#output.write("%s,%s,%s,%.1f,%.2f,%.2f\n" % (row[4].strftime("%Y,%m,%d,%H,%M"), row[0], row[1], h, u, v))
utot += u
vtot += v
ucnt += 1
tot += h
cnt += 1
print "%s %3s %4.1f %4.1f %4.1f %4.1f" % (sdate.year, cnt, ttot / float(cnt), tot / float(cnt), utot / float(ucnt), vtot / float(ucnt))
uwnd[sdate.year-1973] = utot / float(ucnt) * 1.15
hindex[sdate.year-1973] = tot / float(cnt)
#output.close()
import matplotlib.pyplot as plt
fig = plt.figure()
sql = "SELECT *, \
case when sknt > 0 THEN sknt ELSE 0 END as sknt0,\
case when p01m > 0 THEN p01m ELSE 0 END as p,\
case when skyc > -1 THEN skyc ELSE 0 END as sk from t%s WHERE station = '%s' and tmpf > -50 and extract(year from valid) = %s ORDER by valid ASC" % (
yr, stid, yr)
rs = asos.query(sql).dictresult()
for i in range(len(rs)):
ts = mx.DateTime.strptime(rs[i]['valid'][:13], "%Y-%m-%d %H")
if (now == ts):
#print 'DUP', now
continue
tmpf = rs[i]['tmpf']
mph = rs[i]['sknt0'] / 1.18
psun = pcsun[int(rs[i]['sk'])]
phour = rs[i]['p'] * 25.4
relh = mesonet.relh(rs[i]['tmpf'], rs[i]['dwpf'])
if (relh == "M"):
relh = 65
while ((now + mx.DateTime.RelativeDateTime(hours=1)) < ts):
now += mx.DateTime.RelativeDateTime(hours=1)
#print 'MISSING', now
missing += 1
out.write(fmt %
(now.strftime("%Y%m%d%H"), tmpf, mph, psun, phour, relh))
out.write(fmt %
(ts.strftime("%Y%m%d%H"), tmpf, mph, psun, phour, relh))
now = ts
out.close()
print 'Total missing:', missing
import mx.DateTime
data = {}
sts = mx.DateTime.DateTime(2010,7,1)
ets = mx.DateTime.DateTime(2010,8,17)
interval = mx.DateTime.RelativeDateTime(days=1)
now = sts
while now < ets:
data[now.strftime("%Y%m%d")] = [0]*24
now += interval
rs = asos.query("SELECT valid, tmpf, dwpf from t2010 WHERE station = 'DSM' and valid > '2010-07-01' ORDER by valid ASC").dictresult()
for i in range(len(rs)):
ts = mx.DateTime.strptime(rs[i]['valid'][:16], '%Y-%m-%d %H:%M')
h = mesonet.heatidx(rs[i]['tmpf'], mesonet.relh(rs[i]['tmpf'], rs[i]['dwpf']))
data[ ts.strftime("%Y%m%d") ][ ts.hour ] = h
sts = mx.DateTime.DateTime(2010,7,1)
ets = mx.DateTime.DateTime(2010,8,17)
interval = mx.DateTime.RelativeDateTime(days=1)
now = sts
while now < ets:
lkp = now.strftime("%Y%m%d")
sz = 24.0
cln = []
for v in data[lkp]:
if v != 0:
cln.append(v)
print "%s,%.2f,%.2f,%.2f" % (now.strftime("%Y-%m-%d"), max(cln), sum( cln ) / float(len(cln)), min(cln) )
now = mx.DateTime.DateTime(1972,12,31,23)
for yr in range(1973,2007):
sql = "SELECT *, \
case when sknt > 0 THEN sknt ELSE 0 END as sknt0,\
case when p01m > 0 THEN p01m ELSE 0 END as p,\
case when skyc > -1 THEN skyc ELSE 0 END as sk from t%s WHERE station = '%s' and tmpf > -50 and extract(year from valid) = %s ORDER by valid ASC" % (yr,stid,yr)
rs = asos.query(sql).dictresult()
for i in range(len(rs)):
ts = mx.DateTime.strptime(rs[i]['valid'][:13], "%Y-%m-%d %H")
if (now == ts):
#print 'DUP', now
continue
tmpf = rs[i]['tmpf']
mph = rs[i]['sknt0'] / 1.18
psun = pcsun[ int(rs[i]['sk']) ]
phour = rs[i]['p'] * 25.4
relh = mesonet.relh( rs[i]['tmpf'], rs[i]['dwpf'])
if (relh == "M"):
relh = 65
while ((now + mx.DateTime.RelativeDateTime(hours=1)) < ts):
now += mx.DateTime.RelativeDateTime(hours=1)
#print 'MISSING', now
missing += 1
out.write( fmt % (now.strftime("%Y%m%d%H"),tmpf, mph, psun, phour, relh))
out.write(fmt % (ts.strftime("%Y%m%d%H"), tmpf, mph, psun, phour, relh))
now = ts
out.close()
print 'Total missing:', missing