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aod_WRF_CAMS_MERRA_seasonal.py
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#====== Code for AOD plot WRF-CAMS-MERRA-2 ===========================
import numpy as np
import matplotlib.pyplot as plt
from matplotlib.cm import get_cmap
from matplotlib.colors import from_levels_and_colors
from cartopy import crs
from cartopy.feature import NaturalEarthFeature, COLORS
from netCDF4 import Dataset
from wrf import (getvar,smooth2d, to_np, get_cartopy, latlon_coords, vertcross,ALL_TIMES,
cartopy_xlim, cartopy_ylim, interpline, CoordPair)
import cmaps
import matplotlib.ticker as ticker
from matplotlib.ticker import MaxNLocator
from matplotlib.ticker import StrMethodFormatter
import matplotlib.gridspec as gridspec
from mpl_toolkits.basemap import Basemap
from netCDF4 import Dataset
from matplotlib.patches import Patch
from pylab import *
from matplotlib.pyplot import figure
import matplotlib as mpl
import scipy as sp
import scipy.ndimage
#========= Load WRF data ================================
#========= Winter=======================================
nc1 = Dataset("wrfout_d01_2017-01-01_00_00_00")
nc2 = Dataset("wrfout_d01_2017-02-01_00_00_00")
nc3 = Dataset("wrfout_d01_2017-12-01_00_00_00")
#====== Spring =========================================
nc4 = Dataset("wrfout_d01_2017-03-01_00_00_00.nc")
nc5 = Dataset("wrfout_d01_2017-04-01_00_00_00.nc")
nc6 = Dataset("wrfout_d01_2017-05-01_00_00_00.nc")
#=======Summer ========================================
nc7 = Dataset("wrfout_d01_2017-06-01_00_00_00")
nc8 = Dataset("wrfout_d01_2017-07-01_00_00_00")
nc9 = Dataset("wrfout_d01_2017-08-01_00_00_00")
#======= Autumn ========================================
nc10 = Dataset("wrfout_d01_2017-09-01_00_00_00")
nc11 = Dataset("wrfout_d01_2017-10-01_00_00_00")
nc12 = Dataset("wrfout_d01_2017-11-01_00_00_00")
#====== Get Extinction Profile for all Months ======
jan = getvar(nc1, "EXTCOF55", timeidx=0)
feb = getvar(nc2, "EXTCOF55", timeidx=0)
dec = getvar(nc12, "EXTCOF55", timeidx=0)
mar = getvar(nc3, "EXTCOF55", timeidx=0)
apr = getvar(nc4, "EXTCOF55", timeidx=0)
may = getvar(nc5, "EXTCOF55", timeidx=0)
jun = getvar(nc6, "EXTCOF55", timeidx=0)
jul = getvar(nc7, "EXTCOF55", timeidx=0)
aug = getvar(nc8, "EXTCOF55", timeidx=0)
sep = getvar(nc9, "EXTCOF55", timeidx=0)
oct = getvar(nc10, "EXTCOF55", timeidx=0)
nov = getvar(nc11, "EXTCOF55", timeidx=0)
#======= Get geopotential Height and ======
ph1 = getvar(nc1, "PH", timeidx=0)
ph2 = getvar(nc2, "PH", timeidx=0)
ph3 = getvar(nc3, "PH", timeidx=0)
ph4 = getvar(nc4, "PH", timeidx=0)
ph5 = getvar(nc5, "PH", timeidx=0)
ph6 = getvar(nc6, "PH", timeidx=0)
ph7 = getvar(nc7, "PH", timeidx=0)
ph8 = getvar(nc8, "PH", timeidx=0)
ph9 = getvar(nc9, "PH", timeidx=0)
ph10 = getvar(nc10, "PH", timeidx=0)
ph11 = getvar(nc11, "PH", timeidx=0)
ph12 = getvar(nc12, "PH", timeidx=0)
#===== Get Pertubed geoptential Height=======
phb1 = getvar(nc1, "PHB", timeidx=0)
phb2 = getvar(nc2, "PHB", timeidx=0)
phb3 = getvar(nc3, "PHB", timeidx=0)
phb4 = getvar(nc4, "PHB", timeidx=0)
phb5 = getvar(nc5, "PHB", timeidx=0)
phb6 = getvar(nc6, "PHB", timeidx=0)
phb7 = getvar(nc7, "PHB", timeidx=0)
phb8 = getvar(nc8, "PHB", timeidx=0)
phb9 = getvar(nc9, "PHB", timeidx=0)
phb10 = getvar(nc10, "PHB", timeidx=0)
phb11 = getvar(nc11, "PHB", timeidx=0)
phb12 = getvar(nc12, "PHB", timeidx=0)
#===== Calculate thikness /depth of the layer =====
z = (ph1+phb1)/9.81
b = (ph2+phb2)/9.81
c = (ph3+phb3)/9.81
d = (ph4+phb4)/9.81
e = (ph5+phb5)/9.81
f = (ph6+phb6)/9.81
g = (ph7+phb7)/9.81
h = (ph8+phb8)/9.81
i = (ph9+phb9)/9.81
j = (ph10+phb10)/9.81
k = (ph11+phb11)/9.81
l = (ph12+phb12)/9.81
#======= Get in each model layers =====
z0 = z[:,0,:,:]
z1 = z[:,1,:,:]
z2 = z[:,2,:,:]
z3 = z[:,3,:,:]
z4 = z[:,4,:,:]
z5 = z[:,5,:,:]
z6 = z[:,6,:,:]
z7 = z[:,7,:,:]
z8 = z[:,8,:,:]
z9 = z[:,9,:,:]
z10 = z[:,10,:,:]
z11 = z[:,11,:,:]
z12 = z[:,12,:,:]
z13 = z[:,13,:,:]
z14 = z[:,14,:,:]
z15 = z[:,15,:,:]
z16 = z[:,16,:,:]
z17 = z[:,17,:,:]
z18 = z[:,18,:,:]
z19 = z[:,19,:,:]
z20 = z[:,20,:,:]
z21 = z[:,21,:,:]
z22 = z[:,22,:,:]
z23 = z[:,23,:,:]
z24 = z[:,24,:,:]
z25 = z[:,25,:,:]
z26 = z[:,26,:,:]
z27 = z[:,27,:,:]
z28 = z[:,28,:,:]
z29 = z[:,29,:,:]
z30 = z[:,30,:,:]
z31 = z[:,31,:,:]
z32 = z[:,32,:,:]
z33 = z[:,33,:,:]
z34 = z[:,34,:,:]
z35 = z[:,35,:,:]
z36 = z[:,36,:,:]
z37 = z[:,37,:,:]
z38 = z[:,38,:,:]
z39 = z[:,39,:,:]
b0 = b[:,0,:,:]
b1 = b[:,1,:,:]
b2 = b[:,2,:,:]
b3 = b[:,3,:,:]
b4 = b[:,4,:,:]
b5 = b[:,5,:,:]
b6 = b[:,6,:,:]
b7 = b[:,7,:,:]
b8 = b[:,8,:,:]
b9 = b[:,9,:,:]
b10 = b[:,10,:,:]
b11 = b[:,11,:,:]
b12 = b[:,12,:,:]
b13 = b[:,13,:,:]
b14 = b[:,14,:,:]
b15 = b[:,15,:,:]
b16 = b[:,16,:,:]
b17 = b[:,17,:,:]
b18 = b[:,18,:,:]
b19 = b[:,19,:,:]
b20 = b[:,20,:,:]
b21 = b[:,21,:,:]
b22 = b[:,22,:,:]
b23 = b[:,23,:,:]
b24 = b[:,24,:,:]
b25 = b[:,25,:,:]
b26 = b[:,26,:,:]
b27 = b[:,27,:,:]
b28 = b[:,28,:,:]
b29 = b[:,29,:,:]
b30 = b[:,30,:,:]
b31 = b[:,31,:,:]
b32 = b[:,32,:,:]
b33 = b[:,33,:,:]
b34 = b[:,34,:,:]
b35 = b[:,35,:,:]
b36 = b[:,36,:,:]
b37 = b[:,37,:,:]
b38 = b[:,38,:,:]
b39 = b[:,39,:,:]
c0 = c[:,0,:,:]
c1 = c[:,1,:,:]
c2 = c[:,2,:,:]
c3 = c[:,3,:,:]
c4 = c[:,4,:,:]
c5 = c[:,5,:,:]
c6 = c[:,6,:,:]
c7 = c[:,7,:,:]
c8 = c[:,8,:,:]
c9 = c[:,9,:,:]
c10 = c[:,10,:,:]
c11 = c[:,11,:,:]
c12 = c[:,12,:,:]
c13 = c[:,13,:,:]
c14 = c[:,14,:,:]
c15 = c[:,15,:,:]
c16 = c[:,16,:,:]
c17 = c[:,17,:,:]
c18 = c[:,18,:,:]
c19 = c[:,19,:,:]
c20 = c[:,20,:,:]
c21 = c[:,21,:,:]
c22 = c[:,22,:,:]
c23 = c[:,23,:,:]
c24 = c[:,24,:,:]
c25 = c[:,25,:,:]
c26 = c[:,26,:,:]
c27 = c[:,27,:,:]
c28 = c[:,28,:,:]
c29 = c[:,29,:,:]
c30 = c[:,30,:,:]
c31 = c[:,31,:,:]
c32 = c[:,32,:,:]
c33 = c[:,33,:,:]
c34 = c[:,34,:,:]
c35 = c[:,35,:,:]
c36 = c[:,36,:,:]
c37 = c[:,37,:,:]
c38 = c[:,38,:,:]
c39 = c[:,39,:,:]
d0 = d[:,0,:,:]
d1 = d[:,1,:,:]
d2 = d[:,2,:,:]
d3 = d[:,3,:,:]
d4 = d[:,4,:,:]
d5 = d[:,5,:,:]
d6 = d[:,6,:,:]
d7 = d[:,7,:,:]
d8 = d[:,8,:,:]
d9 = d[:,9,:,:]
d10 = d[:,10,:,:]
d11 = d[:,11,:,:]
d12 = d[:,12,:,:]
d13 = d[:,13,:,:]
d14 = d[:,14,:,:]
d15 = d[:,15,:,:]
d16 = d[:,16,:,:]
d17 = d[:,17,:,:]
d18 = d[:,18,:,:]
d19 = d[:,19,:,:]
d20 = d[:,20,:,:]
d21 = d[:,21,:,:]
d22 = d[:,22,:,:]
d23 = d[:,23,:,:]
d24 = d[:,24,:,:]
d25 = d[:,25,:,:]
d26 = d[:,26,:,:]
d27 = d[:,27,:,:]
d28 = d[:,28,:,:]
d29 = d[:,29,:,:]
d30 = d[:,30,:,:]
d31 = d[:,31,:,:]
d32 = d[:,32,:,:]
d33 = d[:,33,:,:]
d34 = d[:,34,:,:]
d35 = d[:,35,:,:]
d36 = d[:,36,:,:]
d37 = d[:,37,:,:]
d38 = d[:,38,:,:]
d39 = d[:,39,:,:]
e0 = e[:,0,:,:]
e1 = e[:,1,:,:]
e2 = e[:,2,:,:]
e3 = e[:,3,:,:]
e4 = e[:,4,:,:]
e5 = e[:,5,:,:]
e6 = e[:,6,:,:]
e7 = e[:,7,:,:]
e8 = e[:,8,:,:]
e9 = e[:,9,:,:]
e10 =e[:,10,:,:]
e11 = e[:,11,:,:]
e12 = e[:,12,:,:]
e13 = e[:,13,:,:]
e14 = e[:,14,:,:]
e15 = e[:,15,:,:]
e16 = e[:,16,:,:]
e17 = e[:,17,:,:]
e18 = e[:,18,:,:]
e19 = e[:,19,:,:]
e20 = e[:,20,:,:]
e21 = e[:,21,:,:]
e22 = e[:,22,:,:]
e23 = e[:,23,:,:]
e24 = e[:,24,:,:]
e25 = e[:,25,:,:]
e26 = e[:,26,:,:]
e27 = e[:,27,:,:]
e28 = e[:,28,:,:]
e29 = e[:,29,:,:]
e30 = e[:,30,:,:]
e31 = e[:,31,:,:]
e32 = e[:,32,:,:]
e33 = e[:,33,:,:]
e34 = e[:,34,:,:]
e35 = e[:,35,:,:]
e36 = e[:,36,:,:]
e37 = e[:,37,:,:]
e38 = e[:,38,:,:]
e39 = e[:,39,:,:]
f0 = f[:,0,:,:]
f1 = f[:,1,:,:]
f2 = f[:,2,:,:]
f3 = f[:,3,:,:]
f4 = f[:,4,:,:]
f5 = f[:,5,:,:]
f6 = f[:,6,:,:]
f7 = f[:,7,:,:]
f8 = f[:,8,:,:]
f9 = f[:,9,:,:]
f10 = f[:,10,:,:]
f11 = f[:,11,:,:]
f12 = f[:,12,:,:]
f13 = f[:,13,:,:]
f14 = f[:,14,:,:]
f15 = f[:,15,:,:]
f16 = f[:,16,:,:]
f17 = f[:,17,:,:]
f18 = f[:,18,:,:]
f19 = f[:,19,:,:]
f20 = f[:,20,:,:]
f21 = f[:,21,:,:]
f22 = f[:,22,:,:]
f23 = f[:,23,:,:]
f24 = f[:,24,:,:]
f25 = f[:,25,:,:]
f26 = f[:,26,:,:]
f27 = f[:,27,:,:]
f28 = f[:,28,:,:]
f29 = f[:,29,:,:]
f30 = f[:,30,:,:]
f31 = f[:,31,:,:]
f32 = f[:,32,:,:]
f33 = f[:,33,:,:]
f34 = f[:,34,:,:]
f35 = f[:,35,:,:]
f36 = f[:,36,:,:]
f37 = f[:,37,:,:]
f38 = f[:,38,:,:]
f39 = f[:,39,:,:]
g0 = g[:,0,:,:]
g1 = g[:,1,:,:]
g2 = g[:,2,:,:]
g3 = g[:,3,:,:]
g4 = g[:,4,:,:]
g5 = g[:,5,:,:]
g6 = g[:,6,:,:]
g7 = g[:,7,:,:]
g8 = g[:,8,:,:]
g9 = g[:,9,:,:]
g10 = g[:,10,:,:]
g11 = g[:,11,:,:]
g12 = g[:,12,:,:]
g13 = g[:,13,:,:]
g14 = g[:,14,:,:]
g15 = g[:,15,:,:]
g16 = g[:,16,:,:]
g17 = g[:,17,:,:]
g18 = g[:,18,:,:]
g19 = g[:,19,:,:]
g20 = g[:,20,:,:]
g21 = g[:,21,:,:]
g22 = g[:,22,:,:]
g23 = g[:,23,:,:]
g24 = g[:,24,:,:]
g25 = g[:,25,:,:]
g26 = g[:,26,:,:]
g27 = g[:,27,:,:]
g28 = g[:,28,:,:]
g29 = g[:,29,:,:]
g30 = g[:,30,:,:]
g31 = g[:,31,:,:]
g32 = g[:,32,:,:]
g33 = g[:,33,:,:]
g34 = g[:,34,:,:]
g35 = g[:,35,:,:]
g36 = g[:,36,:,:]
g37 = g[:,37,:,:]
g38 = g[:,38,:,:]
g39 = g[:,39,:,:]
h0 = h[:,0,:,:]
h1 = h[:,1,:,:]
h2 = h[:,2,:,:]
h3 = h[:,3,:,:]
h4 = h[:,4,:,:]
h5 = h[:,5,:,:]
h6 = h[:,6,:,:]
h7 = h[:,7,:,:]
h8 = h[:,8,:,:]
h9 = h[:,9,:,:]
h10 = h[:,10,:,:]
h11 = h[:,11,:,:]
h12 = h[:,12,:,:]
h13 = h[:,13,:,:]
h14 = h[:,14,:,:]
h15 = h[:,15,:,:]
h16 = h[:,16,:,:]
h17 = h[:,17,:,:]
h18 = h[:,18,:,:]
h19 = h[:,19,:,:]
h20 = h[:,20,:,:]
h21 = h[:,21,:,:]
h22 = h[:,22,:,:]
h23 = h[:,23,:,:]
h24 = h[:,24,:,:]
h25 = h[:,25,:,:]
h26 = h[:,26,:,:]
h27 = h[:,27,:,:]
h28 = h[:,28,:,:]
h29 = h[:,29,:,:]
h30 = h[:,30,:,:]
h31 = h[:,31,:,:]
h32 = h[:,32,:,:]
h33 = h[:,33,:,:]
h34 = h[:,34,:,:]
h35 = h[:,35,:,:]
h36 = h[:,36,:,:]
h37 = h[:,37,:,:]
h38 = h[:,38,:,:]
h39 = h[:,39,:,:]
i0 = i[:,0,:,:]
i1 = i[:,1,:,:]
i2 = i[:,2,:,:]
i3 = i[:,3,:,:]
i4 = i[:,4,:,:]
i5 = i[:,5,:,:]
i6 = i[:,6,:,:]
i7 = i[:,7,:,:]
i8 = i[:,8,:,:]
i9 = i[:,9,:,:]
i10 = i[:,10,:,:]
i11 = i[:,11,:,:]
i12 = i[:,12,:,:]
i13 = i[:,13,:,:]
i14 = i[:,14,:,:]
i15 = i[:,15,:,:]
i16 = i[:,16,:,:]
i17 = i[:,17,:,:]
i18 = i[:,18,:,:]
i19 = i[:,19,:,:]
i20 = i[:,20,:,:]
i21 = i[:,21,:,:]
i22 = i[:,22,:,:]
i23 = i[:,23,:,:]
i24 = i[:,24,:,:]
i25 = i[:,25,:,:]
i26 = i[:,26,:,:]
i27 = i[:,27,:,:]
i28 = i[:,28,:,:]
i29 = i[:,29,:,:]
i30 = i[:,30,:,:]
i31 = i[:,31,:,:]
i32 = i[:,32,:,:]
i33 = i[:,33,:,:]
i34 = i[:,34,:,:]
i35 = i[:,35,:,:]
i36 = i[:,36,:,:]
i37 = i[:,37,:,:]
i38 = i[:,38,:,:]
i39 = i[:,39,:,:]
j0 = j[:,0,:,:]
j1 = j[:,1,:,:]
j2 = j[:,2,:,:]
j3 = j[:,3,:,:]
j4 = j[:,4,:,:]
j5 = j[:,5,:,:]
j6 = j[:,6,:,:]
j7 = j[:,7,:,:]
j8 = j[:,8,:,:]
j9 = j[:,9,:,:]
j10 = j[:,10,:,:]
j11 = j[:,11,:,:]
j12 = j[:,12,:,:]
j13 = j[:,13,:,:]
j14 = j[:,14,:,:]
j15 = j[:,15,:,:]
j16 = j[:,16,:,:]
j17 = j[:,17,:,:]
j18 = j[:,18,:,:]
j19 = j[:,19,:,:]
j20 = j[:,20,:,:]
j21 = j[:,21,:,:]
j22 = j[:,22,:,:]
j23 = j[:,23,:,:]
j24 = j[:,24,:,:]
j25 = j[:,25,:,:]
j26 = j[:,26,:,:]
j27 = j[:,27,:,:]
j28 = j[:,28,:,:]
j29 = j[:,29,:,:]
j30 = j[:,30,:,:]
j31 = j[:,31,:,:]
j32 = j[:,32,:,:]
j33 = j[:,33,:,:]
j34 = j[:,34,:,:]
j35 = j[:,35,:,:]
j36 = j[:,36,:,:]
j37 = j[:,37,:,:]
j38 = j[:,38,:,:]
j39 = j[:,39,:,:]
k0 = k[:,0,:,:]
k1 = k[:,1,:,:]
k2 = k[:,2,:,:]
k3 = k[:,3,:,:]
k4 = k[:,4,:,:]
k5 = k[:,5,:,:]
k6 = k[:,6,:,:]
k7 = k[:,7,:,:]
k8 = k[:,8,:,:]
k9 = k[:,9,:,:]
k10 = k[:,10,:,:]
k11 = k[:,11,:,:]
k12 = k[:,12,:,:]
k13 = k[:,13,:,:]
k14 = k[:,14,:,:]
k15 = k[:,15,:,:]
k16 = k[:,16,:,:]
k17 = k[:,17,:,:]
k18 = k[:,18,:,:]
k19 = k[:,19,:,:]
k20 = k[:,20,:,:]
k21 = k[:,21,:,:]
k22 = k[:,22,:,:]
k23 = k[:,23,:,:]
k24 = k[:,24,:,:]
k25 = k[:,25,:,:]
k26 = k[:,26,:,:]
k27 = k[:,27,:,:]
k28 = k[:,28,:,:]
k29 = k[:,29,:,:]
k30 = k[:,30,:,:]
k31 = k[:,31,:,:]
k32 = k[:,32,:,:]
k33 = k[:,33,:,:]
k34 = k[:,34,:,:]
k35 = k[:,35,:,:]
k36 = k[:,36,:,:]
k37 = k[:,37,:,:]
k38 = k[:,38,:,:]
k39 = k[:,39,:,:]
l0 = l[:,0,:,:]
l1 = l[:,1,:,:]
l2 = l[:,2,:,:]
l3 = l[:,3,:,:]
l4 = l[:,4,:,:]
l5 = l[:,5,:,:]
l6 = l[:,6,:,:]
l7 = l[:,7,:,:]
l8 = l[:,8,:,:]
l9 = l[:,9,:,:]
l10 = l[:,10,:,:]
l11 = l[:,11,:,:]
l12 = l[:,12,:,:]
l13 = l[:,13,:,:]
l14 = l[:,14,:,:]
l15 = l[:,15,:,:]
l16 = l[:,16,:,:]
l17 = l[:,17,:,:]
l18 = l[:,18,:,:]
l19 = l[:,19,:,:]
l20 = l[:,20,:,:]
l21 = l[:,21,:,:]
l22 = l[:,22,:,:]
l23 = l[:,23,:,:]
l24 = l[:,24,:,:]
l25 = l[:,25,:,:]
l26 = l[:,26,:,:]
l27 = l[:,27,:,:]
l28 = l[:,28,:,:]
l29 = l[:,29,:,:]
l30 = l[:,30,:,:]
l31 = l[:,31,:,:]
l32 = l[:,32,:,:]
l33 = l[:,33,:,:]
l34 = l[:,34,:,:]
l35 = l[:,35,:,:]
l36 = l[:,36,:,:]
l37 = l[:,37,:,:]
l38 = l[:,38,:,:]
l39 = l[:,39,:,:]
#==== Get level wise exticntion coef. ==========
##====== January =================
jan0 = jan[:,0,:,:]
jan1 = jan[:,1,:,:]
jan2 = jan[:,2,:,:]
jan3 = jan[:,3,:,:]
jan4 = jan[:,4,:,:]
jan5 = jan[:,5,:,:]
jan6 = jan[:,6,:,:]
jan7 = jan[:,7,:,:]
jan8 = jan[:,8,:,:]
jan9 = jan[:,9,:,:]
jan10 = jan[:,10,:,:]
jan11 = jan[:,11,:,:]
jan12 = jan[:,12,:,:]
jan13 = jan[:,13,:,:]
jan14 = jan[:,14,:,:]
jan15 = jan[:,15,:,:]
jan16 = jan[:,16,:,:]
jan17 = jan[:,17,:,:]
jan18 = jan[:,18,:,:]
jan19 = jan[:,19,:,:]
jan20 = jan[:,20,:,:]
jan21 = jan[:,21,:,:]
jan22 = jan[:,22,:,:]
jan23 = jan[:,23,:,:]
jan24 = jan[:,24,:,:]
jan25 = jan[:,25,:,:]
jan26 = jan[:,26,:,:]
jan27 = jan[:,27,:,:]
jan28 = jan[:,28,:,:]
jan29 = jan[:,29,:,:]
jan30 = jan[:,30,:,:]
jan31 = jan[:,31,:,:]
jan32 = jan[:,32,:,:]
jan33 = jan[:,33,:,:]
jan34 = jan[:,34,:,:]
jan35 = jan[:,35,:,:]
jan36 = jan[:,36,:,:]
jan37 = jan[:,37,:,:]
jan38 = jan[:,38,:,:]
#===== February =================
feb0 = feb[:,0,:,:]
feb1 = feb[:,1,:,:]
feb2 = feb[:,2,:,:]
feb3 = feb[:,3,:,:]
feb4 = feb[:,4,:,:]
feb5 = feb[:,5,:,:]
feb6 = feb[:,6,:,:]
feb7 = feb[:,7,:,:]
feb8 = feb[:,8,:,:]
feb9 = feb[:,9,:,:]
feb10 = feb[:,10,:,:]
feb11 = feb[:,11,:,:]
feb12 = feb[:,12,:,:]
feb13 = feb[:,13,:,:]
feb14 = feb[:,14,:,:]
feb15 = feb[:,15,:,:]
feb16 = feb[:,16,:,:]
feb17 = feb[:,17,:,:]
feb18 = feb[:,18,:,:]
feb19 = feb[:,19,:,:]
feb20 = feb[:,20,:,:]
feb21 = feb[:,21,:,:]
feb22 = feb[:,22,:,:]
feb23 = feb[:,23,:,:]
feb24 = feb[:,24,:,:]
feb25 = feb[:,25,:,:]
feb26 = feb[:,26,:,:]
feb27 = feb[:,27,:,:]
feb28 = feb[:,28,:,:]
feb29 = feb[:,29,:,:]
feb30 = feb[:,30,:,:]
feb31 = feb[:,31,:,:]
feb32 = feb[:,32,:,:]
feb33 = feb[:,33,:,:]
feb34 = feb[:,34,:,:]
feb35 = feb[:,35,:,:]
feb36 = feb[:,36,:,:]
feb37 = feb[:,37,:,:]
feb38 = feb[:,38,:,:]
#=== March =======================
mar0 = mar[:,0,:,:]
mar1 = mar[:,1,:,:]
mar2 = mar[:,2,:,:]
mar3 = mar[:,3,:,:]
mar4 = mar[:,4,:,:]
mar5 = mar[:,5,:,:]
mar6 = mar[:,6,:,:]
mar7 = mar[:,7,:,:]
mar8 = mar[:,8,:,:]
mar9 = mar[:,9,:,:]
mar10 =mar[:,10,:,:]
mar11 = mar[:,11,:,:]
mar12 = mar[:,12,:,:]
mar13 = mar[:,13,:,:]
mar14 = mar[:,14,:,:]
mar15 = mar[:,15,:,:]
mar16 = mar[:,16,:,:]
mar17 = mar[:,17,:,:]
mar18 = mar[:,18,:,:]
mar19 = mar[:,19,:,:]
mar20 = mar[:,20,:,:]
mar21 = mar[:,21,:,:]
mar22 = mar[:,22,:,:]
mar23 = mar[:,23,:,:]
mar24 = mar[:,24,:,:]
mar25 = mar[:,25,:,:]
mar26 = mar[:,26,:,:]
mar27 = mar[:,27,:,:]
mar28 = mar[:,28,:,:]
mar29 = mar[:,29,:,:]
mar30 = mar[:,30,:,:]
mar31 = mar[:,31,:,:]
mar32 = mar[:,32,:,:]
mar33 = mar[:,33,:,:]
mar34 = mar[:,34,:,:]
mar35 = mar[:,35,:,:]
mar36 = mar[:,36,:,:]
mar37 = mar[:,37,:,:]
mar38 = mar[:,38,:,:]
#=== April ================
apr0 = apr[:,0,:,:]
apr1 = apr[:,1,:,:]
apr2 = apr[:,2,:,:]
apr3 = apr[:,3,:,:]
apr4 = apr[:,4,:,:]
apr5 = apr[:,5,:,:]
apr6 = apr[:,6,:,:]
apr7 = apr[:,7,:,:]
apr8 = apr[:,8,:,:]
apr9 = apr[:,9,:,:]
apr10 = apr[:,10,:,:]
apr11 = apr[:,11,:,:]
apr12 = apr[:,12,:,:]
apr13 = apr[:,13,:,:]
apr14 = apr[:,14,:,:]
apr15 = apr[:,15,:,:]
apr16 = apr[:,16,:,:]
apr17 = apr[:,17,:,:]
apr18 = apr[:,18,:,:]
apr19 = apr[:,19,:,:]
apr20 = apr[:,20,:,:]
apr21 = apr[:,21,:,:]
apr22 = apr[:,22,:,:]
apr23 = apr[:,23,:,:]
apr24 = apr[:,24,:,:]
apr25 = apr[:,25,:,:]
apr26 = apr[:,26,:,:]
apr27 = apr[:,27,:,:]
apr28 = apr[:,28,:,:]
apr29 = apr[:,29,:,:]
apr30 = apr[:,30,:,:]
apr31 = apr[:,31,:,:]
apr32 = apr[:,32,:,:]
apr33 = apr[:,33,:,:]
apr34 = apr[:,34,:,:]
apr35 = apr[:,35,:,:]
apr36 = apr[:,36,:,:]
apr37 = apr[:,37,:,:]
apr38 = apr[:,38,:,:]
#=== May ==============
may0 = may[:,0,:,:]
may1 = may[:,1,:,:]
may2 = may[:,2,:,:]
may3 = may[:,3,:,:]
may4 = may[:,4,:,:]
may5 = may[:,5,:,:]
may6 = may[:,6,:,:]
may7 = may[:,7,:,:]
may8 = may[:,8,:,:]
may9 = may[:,9,:,:]
may10 =may[:,10,:,:]
may11 = may[:,11,:,:]
may12 = may[:,12,:,:]
may13 = may[:,13,:,:]
may14 = may[:,14,:,:]
may15 = may[:,15,:,:]
may16 = may[:,16,:,:]
may17 = may[:,17,:,:]
may18 = may[:,18,:,:]
may19 = may[:,19,:,:]
may20 = may[:,20,:,:]
may21 = may[:,21,:,:]
may22 = may[:,22,:,:]
may23 = may[:,23,:,:]
may24 = may[:,24,:,:]
may25 = may[:,25,:,:]
may26 = may[:,26,:,:]
may27 = may[:,27,:,:]
may28 = may[:,28,:,:]
may29 = may[:,29,:,:]
may30 = may[:,30,:,:]
may31 = may[:,31,:,:]
may32 = may[:,32,:,:]
may33 = may[:,33,:,:]
may34 = may[:,34,:,:]
may35 = may[:,35,:,:]
may36 = may[:,36,:,:]
may37 = may[:,37,:,:]
may38 = may[:,38,:,:]
##===== June ==============
jun0 = jun[:,0,:,:]
jun1 = jun[:,1,:,:]
jun2 = jun[:,2,:,:]
jun3 = jun[:,3,:,:]
jun4 = jun[:,4,:,:]
jun5 = jun[:,5,:,:]
jun6 = jun[:,6,:,:]
jun7 = jun[:,7,:,:]
jun8 = jun[:,8,:,:]
jun9 = jun[:,9,:,:]
jun10 =jun[:,10,:,:]
jun11 = jun[:,11,:,:]
jun12 = jun[:,12,:,:]
jun13 = jun[:,13,:,:]
jun14 = jun[:,14,:,:]
jun15 = jun[:,15,:,:]
jun16 = jun[:,16,:,:]
jun17 = jun[:,17,:,:]
jun18 = jun[:,18,:,:]
jun19 = jun[:,19,:,:]
jun20 = jun[:,20,:,:]
jun21 = jun[:,21,:,:]
jun22 = jun[:,22,:,:]
jun23 = jun[:,23,:,:]
jun24 = jun[:,24,:,:]
jun25 = jun[:,25,:,:]
jun26 = jun[:,26,:,:]
jun27 = jun[:,27,:,:]
jun28 = jun[:,28,:,:]
jun29 = jun[:,29,:,:]
jun30 = jun[:,30,:,:]
jun31 = jun[:,31,:,:]
jun32 = jun[:,32,:,:]
jun33 = jun[:,33,:,:]
jun34 = jun[:,34,:,:]
jun35 = jun[:,35,:,:]
jun36 = jun[:,36,:,:]
jun37 = jun[:,37,:,:]
jun38 = jun[:,38,:,:]
##=== July ==============
jul0 = jul[:,0,:,:]
jul1 = jul[:,1,:,:]
jul2 = jul[:,2,:,:]
jul3 = jul[:,3,:,:]
jul4 = jul[:,4,:,:]
jul5 = jul[:,5,:,:]
jul6 = jul[:,6,:,:]
jul7 = jul[:,7,:,:]
jul8 = jul[:,8,:,:]
jul9 = jul[:,9,:,:]
jul10 = jul[:,10,:,:]
jul11 = jul[:,11,:,:]
jul12 = jul[:,12,:,:]
jul13 = jul[:,13,:,:]
jul14 = jul[:,14,:,:]
jul15 = jul[:,15,:,:]
jul16 = jul[:,16,:,:]
jul17 = jul[:,17,:,:]
jul18 = jul[:,18,:,:]
jul19 = jul[:,19,:,:]
jul20 = jul[:,20,:,:]
jul21 = jul[:,21,:,:]
jul22 = jul[:,22,:,:]
jul23 = jul[:,23,:,:]
jul24 = jul[:,24,:,:]
jul25 = jul[:,25,:,:]
jul26 = jul[:,26,:,:]
jul27 = jul[:,27,:,:]
jul28 = jul[:,28,:,:]
jul29 = jul[:,29,:,:]
jul30 = jul[:,30,:,:]
jul31 = jul[:,31,:,:]
jul32 = jul[:,32,:,:]
jul33 = jul[:,33,:,:]
jul34 = jul[:,34,:,:]
jul35 = jul[:,35,:,:]
jul36 = jul[:,36,:,:]
jul37 = jul[:,37,:,:]
jul38 = jul[:,38,:,:]
##===== August ========
aug0 = aug[:,0,:,:]
aug1 = aug[:,1,:,:]
aug2 = aug[:,2,:,:]
aug3 = aug[:,3,:,:]
aug4 = aug[:,4,:,:]
aug5 = aug[:,5,:,:]
aug6 = aug[:,6,:,:]
aug7 = aug[:,7,:,:]
aug8 = aug[:,8,:,:]
aug9 = aug[:,9,:,:]
aug10 = aug[:,10,:,:]
aug11 = aug[:,11,:,:]
aug12 = aug[:,12,:,:]
aug13 = aug[:,13,:,:]
aug14 = aug[:,14,:,:]
aug15 = aug[:,15,:,:]
aug16 = aug[:,16,:,:]
aug17 = aug[:,17,:,:]
aug18 = aug[:,18,:,:]
aug19 = aug[:,19,:,:]
aug20 = aug[:,20,:,:]
aug21 = aug[:,21,:,:]
aug22 = aug[:,22,:,:]
aug23 = aug[:,23,:,:]
aug24 = aug[:,24,:,:]
aug25 = aug[:,25,:,:]
aug26 = aug[:,26,:,:]
aug27 = aug[:,27,:,:]
aug28 = aug[:,28,:,:]
aug29 = aug[:,29,:,:]
aug30 = aug[:,30,:,:]
aug31 = aug[:,31,:,:]
aug32 = aug[:,32,:,:]
aug33 = aug[:,33,:,:]
aug34 = aug[:,34,:,:]
aug35 = aug[:,35,:,:]
aug36 = aug[:,36,:,:]
aug37 = aug[:,37,:,:]
aug38 = aug[:,38,:,:]
###==== September =========
sep0 = sep[:,0,:,:]
sep1 = sep[:,1,:,:]
sep2 = sep[:,2,:,:]
sep3 = sep[:,3,:,:]
sep4 = sep[:,4,:,:]
sep5 = sep[:,5,:,:]
sep6 = sep[:,6,:,:]
sep7 = sep[:,7,:,:]
sep8 = sep[:,8,:,:]
sep9 = sep[:,9,:,:]
sep10 = sep[:,10,:,:]
sep11 = sep[:,11,:,:]
sep12 = sep[:,12,:,:]
sep13 = sep[:,13,:,:]
sep14 = sep[:,14,:,:]
sep15 = sep[:,15,:,:]
sep16 = sep[:,16,:,:]
sep17 = sep[:,17,:,:]
sep18 = sep[:,18,:,:]
sep19 = sep[:,19,:,:]
sep20 = sep[:,20,:,:]
sep21 = sep[:,21,:,:]
sep22 = sep[:,22,:,:]
sep23 = sep[:,23,:,:]
sep24 = sep[:,24,:,:]
sep25 = sep[:,25,:,:]
sep26 = sep[:,26,:,:]
sep27 = sep[:,27,:,:]
sep28 = sep[:,28,:,:]
sep29 = sep[:,29,:,:]
sep30 = sep[:,30,:,:]
sep31 = sep[:,31,:,:]
sep32 = sep[:,32,:,:]
sep33 = sep[:,33,:,:]
sep34 = sep[:,34,:,:]
sep35 = sep[:,35,:,:]
sep36 = sep[:,36,:,:]
sep37 = sep[:,37,:,:]
sep38 = sep[:,38,:,:]
##===== Ocotber ==============
oct0 = oct[:,0,:,:]
oct1 = oct[:,1,:,:]
oct2 = oct[:,2,:,:]
oct3 = oct[:,3,:,:]
oct4 = oct[:,4,:,:]
oct5 = oct[:,5,:,:]
oct6 = oct[:,6,:,:]
oct7 = oct[:,7,:,:]
oct8 = oct[:,8,:,:]
oct9 = oct[:,9,:,:]
oct10 =oct[:,10,:,:]
oct11 = oct[:,11,:,:]
oct12 = oct[:,12,:,:]
oct13 = oct[:,13,:,:]
oct14 = oct[:,14,:,:]
oct15 = oct[:,15,:,:]
oct16 = oct[:,16,:,:]
oct17 = oct[:,17,:,:]
oct18 = oct[:,18,:,:]
oct19 = oct[:,19,:,:]
oct20 = oct[:,20,:,:]
oct21 = oct[:,21,:,:]
oct22 = oct[:,22,:,:]
oct23 = oct[:,23,:,:]
oct24 = oct[:,24,:,:]
oct25 = oct[:,25,:,:]
oct26 = oct[:,26,:,:]
oct27 = oct[:,27,:,:]
oct28 = oct[:,28,:,:]
oct29 = oct[:,29,:,:]
oct30 = oct[:,30,:,:]
oct31 = oct[:,31,:,:]
oct32 = oct[:,32,:,:]
oct33 = oct[:,33,:,:]
oct34 = oct[:,34,:,:]
oct35 = oct[:,35,:,:]
oct36 = oct[:,36,:,:]
oct37 = oct[:,37,:,:]
oct38 = oct[:,38,:,:]
##=== November ===============