$ [%]',fontsize=14) +# cbar.ax.tick_params(labelsize=14) +# fig.tight_layout(rect=(0,0,1,1),h_pad=0.1,w_pad=0.1,pad=0.1) \ No newline at end of file diff --git a/reanalysis_data/anomalies_summer_1950_2020/anomalies_summer_monthly_averaged_v2.py b/reanalysis_data/anomalies_summer_1950_2020/anomalies_summer_monthly_averaged_v2.py new file mode 100644 index 0000000..6835489 --- /dev/null +++ b/reanalysis_data/anomalies_summer_1950_2020/anomalies_summer_monthly_averaged_v2.py @@ -0,0 +1,156 @@ +#!/usr/bin/env python2 +# -*- coding: utf-8 -*- +""" +Created on Thu Feb 13 23:36:21 2020 + +@author: ziga +""" + +# https://jakevdp.github.io/PythonDataScienceHandbook/04.13-geographic-data-with-basemap.html +# https://jakevdp.github.io/PythonDataScienceHandbook/04.14-visualization-with-seaborn.html + +import numpy as np +import netCDF4 +import matplotlib.pyplot as plt +# from mpl_toolkits.basemap import Basemap +import matplotlib.pyplot as plt +from datetime import datetime +from matplotlib.cm import ScalarMappable +# import matplotlib.cm as cm + + +isLeap = lambda x: x % 4 == 0 and (x % 100 != 0 or x % 400 == 0) + +# READ DATA +data_t2m = netCDF4.Dataset("summers_t2m_monthly_1940_2023.nc") +data_prec = netCDF4.Dataset("summers_prec_monthly_1940_2023.nc") + +lat = data_t2m.variables['latitude'][:] +lon = data_t2m.variables['longitude'][:] +lon, lat = np.meshgrid(lon, lat) + + + + +#%% + +t2m = (data_t2m.variables["t2m"][:,0,:,:]).reshape((84,3,49,49)).mean(axis=1) +prec = (data_prec.variables["tp"][:,0,:,:]).reshape((84,3,49,49)).mean(axis=1)*(30+31+31)*1000 + + +t2m_dev = t2m - t2m[41:71].mean(axis=0) +prec_dev = prec - prec[41:71].mean(axis=0) + + +# 21:27,17:31 Slovenia +t2m_dev_slo = t2m_dev[:,21:27,17:31].mean(axis=(1,2)) +prec_dev_slo = prec_dev[:,21:27,17:31].mean(axis=(1,2)) + + +t2m_dev_slo_trend = np.polyfit(np.arange(0,84),t2m_dev_slo,1) +prec_dev_slo_trend = np.polyfit(np.arange(0,84),prec_dev_slo,1) + +def moving_average(a, n=5) : + ret = np.cumsum(a, dtype=float) + ret[n:] = ret[n:] - ret[:-n] + return ret[n - 1:] / n + +t2m_dev_slo_ma = moving_average(t2m_dev_slo,10) +prec_dev_slo_ma = moving_average(prec_dev_slo,10) +#%% +fig=plt.figure(figsize=(9,6.2)) +plt.plot([-3,3.5],[0,0],"k-",linewidth=2) +plt.plot([0,0],[-240,240],"k-",linewidth=2) + +# plt.plot(t2m_dev_slo[0:10],prec_dev_slo[0:10],"s",label="1940-1949",markersize=5,color="lightblue") +# plt.plot(t2m_dev_slo[10:20],prec_dev_slo[10:20],"s",label="1950-1959",markersize=5,color="green") +# plt.plot(t2m_dev_slo[20:30],prec_dev_slo[20:30],"s",label="1960-1969",markersize=5,color="lightgreen") +# plt.plot(t2m_dev_slo[30:40],prec_dev_slo[30:40],"s",label="1970-1979",markersize=5,color="wheat") +# plt.plot(t2m_dev_slo[40:50],prec_dev_slo[40:50],"s",label="1980-1989",markersize=5,color="orange") +# plt.plot(t2m_dev_slo[50:60],prec_dev_slo[50:60],"s",label="1990-1999",markersize=5,color="red") +# plt.plot(t2m_dev_slo[60:70],prec_dev_slo[60:70],"s",label="2000-2009",markersize=5,color="darkred") +# plt.plot(t2m_dev_slo[70:80],prec_dev_slo[70:80],"s",label="2010-2019",markersize=5,color="darkviolet") +# plt.plot(t2m_dev_slo[80:84],prec_dev_slo[80:84],"s",label="2020-2023",markersize=5,color="black") + +# Create a ScalarMappable to map colors to data values +cmap = cm.get_cmap('Blues') +years=list(range(1940,2024)) +sm = ScalarMappable(cmap=cmap, norm=plt.Normalize(vmin=min(years), vmax=max(years))) + +# plt.plot(t2m_dev_slo_ma,prec_dev_slo_ma,"g-") + + +for (i,year) in enumerate(years): + color = cmap(i / len(years)) + plt.plot(t2m_dev_slo[i],prec_dev_slo[i],"s",markersize=10,markeredgecolor='black',color=color,label=str(year)) +ax=plt.gca() +ax.tick_params(axis='x', labelsize=14) +ax.tick_params(axis='y', labelsize=14) +cbar = plt.colorbar(sm) +cbar.set_label('Leto',fontsize=14) # Set label for the colorbar +cbar.ax.tick_params(labelsize=14) + +# Add a legend to distinguish each year +# plt.legend() + +# plt.legend(loc=8,ncol=3) +plt.grid() +plt.text(-2.4,200,"hladno in mokro",fontsize=16) +plt.text(1.7,200,"vroče in mokro",fontsize=16) +plt.text(1.7,-210,"vroče in suho",fontsize=16) +plt.text(-2.4,-210,"hladno in suho",fontsize=16) +plt.xlim([-2.5,3.2]) +plt.ylim([-220,220.]) +plt.xlabel(r"Odstopanje temperature od 1981-2010 [$^\circ$C]",fontsize=14) +plt.ylabel("Odstopanje padavin od 1981-2010 [mm]",fontsize=14) +plt.title("ERA5 poletje 1940-2023, Slovenija",fontsize=18) +fig.tight_layout(rect=(0,0,1,1),h_pad=0.1,w_pad=0.1,pad=0.1) +plt.savefig("porazdelitev.png",dpi=300) + +# #%% +# #set up the map + +# t2m_dev[-30,23:26,20:26] = -3 + + +# fig = plt.figure(1,figsize=(8, 7)) +# m = Basemap(projection='cyl', llcrnrlat=40,urcrnrlat=52,\ +# llcrnrlon=9,urcrnrlon=21,resolution='h') +# im=m.contourf(lon, lat, t2m_dev[-30], np.arange(-5,5.01,0.25),latlon=True, cmap='RdBu_r') +# m.contour(lon, lat, t2m_dev[-1], np.arange(-5,5.01,1.),latlon=True, colors="gray",linewidths=0.8) +# m.drawcountries(linewidth=1.5, color='black', zorder=3) +# m.drawcoastlines(linewidth=1.2,color='gray') +# plt.title('June 2020 Temperature Anomaly vs 2015-2019 (ERA5)',fontsize=16) +# plt.text("") +# cbar=plt.colorbar(im,ticks=np.arange(-5,5.01,1.),fraction=0.046, pad=0.04,extend='both',boundaries=[-6]+list(np.arange(-5,5.01,1)+[6])) +# cbar.set_label(r'$\Delta T$ [$^\circ$C]',fontsize=14) +# cbar.ax.tick_params(labelsize=14) +# fig.tight_layout(rect=(0,0,1,1),h_pad=0.1,w_pad=0.1,pad=0.1) + +#%% +# fig = plt.figure(2,figsize=(8, 7)) +# m = Basemap(projection='cyl', llcrnrlat=40,urcrnrlat=52,\ +# llcrnrlon=9,urcrnrlon=21,resolution='h') +# im=m.contourf(lon, lat, t2m_dev[0], np.arange(-200,200.1,5.),latlon=True, cmap='BrBG') +# # m.contour(lon, lat, tp_season[-2] - tp_season_clim, np.arange(-200,200.01,20.),latlon=True, colors="gray",linewidths=0.8) +# m.drawcountries(linewidth=1.5, color='black', zorder=3) +# m.drawcoastlines(linewidth=1.2,color='gray') +# plt.title('June 2020 Temperature Anomaly vs 2015-2019 (ERA5)',fontsize=16) +# cbar=plt.colorbar(im,ticks=np.arange(-200,200.01,20.),fraction=0.046, pad=0.04,extend='both',boundaries=[-6]+list(np.arange(-5,5.01,1)+[6])) +# cbar.set_label(r'$\Delta P$ [mm]',fontsize=14) +# cbar.ax.tick_params(labelsize=14) +# fig.tight_layout(rect=(0,0,1,1),h_pad=0.1,w_pad=0.1,pad=0.1) + + +# fig = plt.figure(3,figsize=(8, 7)) +# m = Basemap(projection='cyl', llcrnrlat=40,urcrnrlat=52,\ +# llcrnrlon=9,urcrnrlon=21,resolution='h') +# im=m.contourf(lon, lat, rel_anomalies, np.arange(-0.5,0.51,0.025),latlon=True, cmap='BrBG') +# # m.contour(lon, lat, tp_season[-2] - tp_season_clim, np.arange(-200,200.01,20.),latlon=True, colors="gray",linewidths=0.8) +# m.drawcountries(linewidth=1.5, color='black', zorder=3) +# m.drawcoastlines(linewidth=1.2,color='gray') +# plt.title('June-July-August Mean Precipitation Change 1981-2019 (ERA5)',fontsize=16) +# cbar=plt.colorbar(im,ticks=np.arange(-0.5,0.501,0.1),fraction=0.046, pad=0.04,extend='both',boundaries=[-6]+list(np.arange(-5,5.01,1)+[6])) +# cbar.set_label(r'$\Delta P/
$ [%]',fontsize=14)
+# cbar.ax.tick_params(labelsize=14)
+# fig.tight_layout(rect=(0,0,1,1),h_pad=0.1,w_pad=0.1,pad=0.1)
\ No newline at end of file
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diff --git a/reanalysis_data/anomalies_summer_1950_2020/save_data_summers_t2m_monthly.py b/reanalysis_data/anomalies_summer_1950_2020/save_data_summers_t2m_monthly.py
new file mode 100644
index 0000000..29aa22d
--- /dev/null
+++ b/reanalysis_data/anomalies_summer_1950_2020/save_data_summers_t2m_monthly.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python2
+# -*- coding: utf-8 -*-
+
+"""
+Created on Tue Feb 11 00:20:13 2020
+
+@author: ziga
+"""
+
+
+import cdsapi
+
+c = cdsapi.Client()
+
+c.retrieve(
+ 'reanalysis-era5-single-levels-monthly-means',
+ {
+ 'product_type': 'monthly_averaged_reanalysis',
+ 'format': 'netcdf',
+ 'year': [str(year) for year in range(1940,2024)],
+ 'month': ['06','07','08'],
+ 'variable': [
+ 'total_precipitation'
+ ],
+
+ 'time': '00:00',
+ 'area': [52, 9, 40, 21], # North, West, South, East. Default: global
+ 'grid' : [0.25, 0.25], # Latitude/longitude grid: east-west (longitude) and north-south resolution (latitude). Default: 0.25 x 0.25
+
+ },
+ 'summers_prec_monthly_1940_2024.nc')
+
+
+
+
diff --git a/reanalysis_data/anomalies_summer_1950_2020/summers_prec_monthly_1940_2023.nc b/reanalysis_data/anomalies_summer_1950_2020/summers_prec_monthly_1940_2023.nc
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diff --git a/reanalysis_data/anomalies_summer_1950_2020/summers_t2m_monthly_2021_2024.nc b/reanalysis_data/anomalies_summer_1950_2020/summers_t2m_monthly_2021_2024.nc
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diff --git a/reanalysis_data/climate_belts_change/cmip5/geopotential_cartopy.py b/reanalysis_data/climate_belts_change/cmip5/geopotential_cartopy.py
new file mode 100644
index 0000000..97bb359
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/cmip5/geopotential_cartopy.py
@@ -0,0 +1,58 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Fri Nov 26 01:51:22 2021
+
+@author: ziga
+"""
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+import cartopy.crs as ccrs
+from netCDF4 import *
+from datetime import *
+
+file = Dataset("geopotential_2020.nc")["geopotential"]
+
+
+d = datetime(2020,1,1)
+
+for i in range(366):
+ print(i)
+ data = file[i]
+
+ X=data[:,0]
+ X=np.reshape(X,(X.size,1))
+ data = np.concatenate((data[:,:],X),axis=1)
+
+ ln = np.arange(0,360.1,1.)
+ lt = np.arange(-90,90.1,1)
+ lons,lats = np.meshgrid(ln,lt)
+
+ fig = plt.figure(figsize=(5.9, 5))
+ ax = fig.add_subplot(1, 1, 1, projection=ccrs.Robinson())#ccrs.Orthographic(-10, 62))
+ filled_c = ax.contourf(lons, lats, data,np.arange(45,60.5,0.5)*10**3,
+ transform=ccrs.PlateCarree(),
+ cmap='nipy_spectral')
+
+ line_c = ax.contour(lons, lats, data, levels=filled_c.levels,linewidths=0.4,
+ colors=['black'],
+ transform=ccrs.PlateCarree())
+ line_c2 = ax.contour(lons, lats, data, levels=[55*10**3],linewidths=2,
+ colors=['black'],
+ transform=ccrs.PlateCarree())
+
+ ax.set_title(d.strftime("%d%b%Y"))
+
+ ax.coastlines()
+ ax.set_global()
+
+ fig.colorbar(filled_c,ax=ax,fraction=0.025)#0.045)
+ fig.tight_layout()
+ plt.savefig("animation_figs/geopotential_robinson_{0:03d}.png".format(i),dpi=300)
+ plt.clf()
+ d = d + timedelta(days=1)
+
+
+
diff --git a/reanalysis_data/climate_belts_change/cmip5/podnebnik_plot_data_climate_belts_delo.py b/reanalysis_data/climate_belts_change/cmip5/podnebnik_plot_data_climate_belts_delo.py
new file mode 100644
index 0000000..a646b4e
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/cmip5/podnebnik_plot_data_climate_belts_delo.py
@@ -0,0 +1,203 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+from scipy import interpolate
+# import MEMD_all as memd
+
+# load model orography and land-sea mask data
+
+data = Dataset("../lsm_orog.nc","r")
+lsm = data.variables["lsm"]
+orog = data.variables["z"] # orography
+lons_surf = data.variables["longitude"][:]
+lats_surf = data.variables["latitude"][:]
+
+# lons_surf1 = lons_surf1[arg_lon1:arg_lon2+1]
+# lats_surf1 = lats_surf1[arg_lat1:arg_lat2+1]
+# lsm = lsm[:,arg_lat1:arg_lat2+1,arg_lon1:arg_lon2+1]
+# orog = orog[:,arg_lat1:arg_lat2+1,arg_lon1:arg_lon2+1]
+
+var_all=["ensmean","perc25","perc75"]
+for var in var_all:
+ # load CMIP6 ensmean data 1850-2099 ensmean was obtained from anomalous tas from CMIP6 models and then ERA5 1981-2010 climatology was added on top
+ data = Dataset("ensmean_perc25_perc75_18502099.nc","r")
+ t2m = data.variables[var][:]
+ lons_surf = data.variables["lon"][:]
+ lats_surf = data.variables["lat"][:]
+ # arg_lat1 = memd.findNearestIndex(lats_surf, 30.)
+ # arg_lat2 = memd.findNearestIndex(lats_surf, 55.)
+ # arg_lon1 = memd.findNearestIndex(lons_surf, 0.)
+ # arg_lon2 = memd.findNearestIndex(lons_surf, 30.)
+ # lons_surf = lons_surf[arg_lon1:arg_lon2+1]
+ # lats_surf = lats_surf[arg_lat1:arg_lat2+1]
+
+ # t2m = t2m[:,arg_lat1:arg_lat2+1,arg_lon1:arg_lon2+1]
+
+ # merge data and transform from kelvin to celsius scale
+ t2m = t2m - 273.15
+ n = t2m.shape[0]
+
+ # compute 10-year running means
+ data = t2m
+ data1 = np.reshape(data,(len(data[:,0,0]),len(data[0,:,0])*len(data[0,0,:]))) # reshape 4D to 2D data
+ df = pd.DataFrame(data1) # get dataframe
+ data1 = df.rolling(window=10,min_periods=1,axis=0,center=True).mean().iloc[:,:].values # running mean
+ data_10yrt = np.reshape(data1,(len(data[:,0,0]),len(data[0,:,0]),len(data[0,0,:]))) # 2D data back to 4D data
+
+
+ #%% create own colormap
+ import matplotlib as mpl
+ from mpl_toolkits.axes_grid1 import make_axes_locatable
+
+ # create colormap
+ # ---------------
+
+ # create a colormap that consists of
+ # - 1/5 : custom colormap, ranging from white to the first color of the colormap
+ # - 4/5 : existing colormap
+
+ # set upper part: 4 * 256/4 entries
+ cmap = mpl.cm.jet(np.arange(256))
+
+ cmap[200:210,0:3] = 0.5
+ cmap = mpl.colors.ListedColormap(cmap, name='myColorMap', N=cmap.shape[0])
+ # # set lower part: 1 * 256/4 entries
+ # # - initialize all entries to 1 to make sure that the alpha channel (4th column) is 1
+ # lower = np.ones((int(256/4),4))
+ # # - modify the first three columns (RGB):
+ # # range linearly between white (1,1,1) and the first color of the upper colormap
+ # for i in range(3):
+ # lower[:,i] = np.linspace(1, upper[0,i], lower.shape[0])
+
+ # # combine parts of colormap
+ # cmap = np.vstack(( lower, upper ))
+
+ # # convert to matplotlib colormap
+ # cmap = mpl.colors.ListedColormap(cmap, name='myColorMap', N=cmap.shape[0])
+
+ #%% 8-9°C belts
+
+ import os
+
+ # set all values lower than 0 to 0
+ # data_10yrt[data_10yrt<0] = 0
+
+ # T to T+1 °C temperature belt
+ T = 16
+ if not os.path.exists(path+var+"_difference_{:02d}".format(T)):
+ os.mkdir(path+var+"_difference_{:02d}".format(T))
+
+ for i in range(5,n+5,10):
+ fig=plt.figure(5,figsize=(12,8))
+ plt.title("Povprečna letna temperatura na 2 metrih, {0:4d}-{1:4d}".format(1850+i-5,1850+9+i-5),fontsize=16)
+ plt.contour(lons_surf1,lats_surf1,lsm[0],[0.5],color="black",linewidth=4)
+ plt.contourf(lons_surf,lats_surf,data_10yrt[i],np.arange(0,22,1), cmap = cmap,extend="both",hatches=(T+1)*[None]+['.']+5*[None])
+ cbar = plt.colorbar()
+ cbar.set_label("Temperatura [°C]",fontsize=16)
+ for t in cbar.ax.get_yticklabels():
+ t.set_fontsize(16)
+
+ plt.contour(lons_surf,lats_surf,data_10yrt[i], [T,T+1], colors="grey")
+ # plt.contourf(lons_surf,lats_surf,data_10yrt[i], np.arange(T,T+1.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+ plt.grid()
+
+ plt.xlim([0,30])
+ plt.ylim([30,54])
+ plt.xlabel("Geografska dolžina [°]",fontsize=16)
+ plt.ylabel("Geografska širina [°]",fontsize=16)
+
+ fig.tight_layout()
+ plt.savefig(path+var+"_difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1850+i-5,1850+9+i-5),dpi=300)
+ plt.clf()
+
+
+ #%% 8-9°C belts
+
+ import os
+ from matplotlib.colors import LinearSegmentedColormap
+
+
+ colors = np.array([(203, 235, 246),\
+ (167, 191, 217),\
+ (140, 153, 188),\
+ (151, 78, 168),\
+ (131, 15, 116),\
+ (11, 20, 79),\
+ (14, 38, 128),\
+ (34, 59, 151),\
+ (28, 73, 154),\
+ (40, 89, 165),\
+ (27, 106, 163),\
+ (29, 155, 196),\
+ (28, 164, 188),\
+ (100, 198, 199),\
+ (134, 202, 187),\
+ (145, 224, 167),\
+ (199, 238, 191),\
+ (246, 253, 209),\
+ (253, 236, 167),\
+ (248, 218, 119),\
+ (252, 179, 77),\
+ (252, 140, 68),\
+ (248, 81, 39),\
+ (245, 47, 38),\
+ (209, 11, 38),\
+ (156, 4, 42),\
+ (118, 3, 36),\
+ (24,0,12)])/256.
+
+
+ cmap = LinearSegmentedColormap.from_list("col_temp", colors, N=100)
+
+ var = "ensmean"
+
+ # T to T+1 °C temperature belt
+ T = 20
+ if not os.path.exists(var+"_2difference_{:02d}".format(T)):
+ os.mkdir(var+"_2difference_{:02d}".format(T))
+ j=0
+ for i in range(5,n+5,10):
+ print(i)
+ fig=plt.figure(5,figsize=(12,8))
+ plt.title("Povprečna letna temperatura na 2 metrih, {0:4d}-{1:4d}".format(1850+i-5,1850+9+i-5),fontsize=16)
+
+ # perform interpolation
+ xx = np.arange(0,360,0.25)
+ yy = np.arange(0,180.1,0.25)
+
+ tint = interpolate.interp2d(lons_surf,lats_surf,data_10yrt[i],kind='cubic')
+ t2m_int = tint(xx,yy)
+
+ plt.contour(lons_surf1,lats_surf1,lsm[0],[0.5],color="black",linewidth=4)
+ plt.contourf(xx,yy,t2m_int,np.arange(0,23,1), cmap = cmap,extend="both",hatches=(T+1)*[None]+['//']+5*[None])
+ cbar = plt.colorbar()
+ cbar.set_label("Temperatura [°C]",fontsize=16)
+ for t in cbar.ax.get_yticklabels():
+ t.set_fontsize(16)
+
+ plt.contour(xx,yy,t2m_int, [T,T+1], colors="grey")
+ # plt.contourf(lons_surf,lats_surf,data_10yrt[i], np.arange(T,T+1.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+ plt.grid()
+
+ plt.xlim([0,30])
+ plt.ylim([30,54])
+ plt.xlabel("Geografska dolžina [°]",fontsize=16)
+ plt.ylabel("Geografska širina [°]",fontsize=16)
+
+ fig.tight_layout()
+ j+=1
+ # plt.savefig(var+"_2difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1850+i-5,1850+9+i-5),dpi=300)
+ plt.savefig(var+"_2difference_{0:02d}/difference_{1:02d}.png".format(T,j),dpi=300)
+ plt.clf()
+
+
+
\ No newline at end of file
diff --git a/reanalysis_data/climate_belts_change/cmip5/podnebnik_plot_data_climate_belts_sphere.py b/reanalysis_data/climate_belts_change/cmip5/podnebnik_plot_data_climate_belts_sphere.py
new file mode 100644
index 0000000..d2c95d0
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/cmip5/podnebnik_plot_data_climate_belts_sphere.py
@@ -0,0 +1,219 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+from scipy import interpolate
+import matplotlib.ticker as mticker
+import cartopy.crs as ccrs
+
+from cartopy.mpl.ticker import (LongitudeFormatter, LatitudeFormatter,
+ LatitudeLocator)
+
+import cartopy.feature as cf
+import pandas as pd
+
+
+#%%
+import os
+from matplotlib.colors import LinearSegmentedColormap
+
+colors = np.array([(203, 235, 246),\
+ (167, 191, 217),\
+ (140, 153, 188),\
+ (151, 78, 168),\
+ (131, 15, 116),\
+ (11, 20, 79),\
+ (14, 38, 128),\
+ (34, 59, 151),\
+ (28, 73, 154),\
+ (40, 89, 165),\
+ (27, 106, 163),\
+ (29, 155, 196),\
+ (28, 164, 188),\
+ (100, 198, 199),\
+ (134, 202, 187),\
+ (145, 224, 167),\
+ (199, 238, 191),\
+ (246, 253, 209),\
+ (253, 236, 167),\
+ (248, 218, 119),\
+ (252, 179, 77),\
+ (252, 140, 68),\
+ (248, 81, 39),\
+ (245, 47, 38),\
+ (209, 11, 38),\
+ (156, 4, 42),\
+ (118, 3, 36),\
+ (24,0,12)])/256.
+
+
+cmap = LinearSegmentedColormap.from_list("col_temp", colors, N=100)
+
+
+#%%
+# load model orography and land-sea mask data
+
+data = Dataset("../lsm_orog.nc","r")
+lsm = data.variables["lsm"]
+orog = data.variables["z"] # orography
+lons_surf = data.variables["longitude"][:]
+lats_surf = data.variables["latitude"][:]
+
+# T to T+1 °C temperature belt
+T = 20
+
+
+var_all=["ensmean"]#,"perc25","perc75"]
+
+for var in var_all:
+
+ try:
+ os.mkdir(var+"_2difference_sphere_{:02d}_limited".format(T))
+ except FileExistsError:
+ pass
+
+ # load CMIP6 ensmean data 1850-2099 ensmean was obtained from anomalous tas from CMIP6 models and then ERA5 1981-2010 climatology was added on top
+ file = Dataset("ensmean_perc10_perc90_one_per_centre_18502099.nc","r")
+ t2m = file.variables[var][:]
+ lons_surf = file.variables["lon"][:]
+ lats_surf = file.variables["lat"][:]
+
+ # merge data and transform from kelvin to celsius scale
+ t2m = t2m - 273.15
+ n = t2m.shape[0]
+
+ # compute 10-year running means
+ data = t2m
+ data1 = np.reshape(data,(len(data[:,0,0]),len(data[0,:,0])*len(data[0,0,:]))) # reshape 4D to 2D data
+ df = pd.DataFrame(data1) # get dataframe
+ data1 = df.rolling(window=10,min_periods=1,axis=0,center=True).mean().iloc[:,:].values # running mean
+ data_10yrt = np.reshape(data1,(len(data[:,0,0]),len(data[0,:,0]),len(data[0,0,:]))) # 2D data back to 4D data
+
+
+ j=0# 0. 5
+ for i in range(6,n+5,10):
+ print(i)
+
+ # perform interpolation
+ xx = np.arange(0,360,0.25)
+ yy = np.arange(-90.,90.1,0.25)
+
+ tint = interpolate.interp2d(lons_surf,lats_surf,data_10yrt[i],kind='cubic')
+ t2m_int = tint(xx,yy)
+ data = t2m_int[:]
+ X=data[:,0]
+ X=np.reshape(X,(X.size,1))
+ data = np.concatenate((data[:,:],X),axis=1)
+
+ ln = np.arange(0,360.1,0.25)
+ lt = np.arange(-90,90.1,0.25)
+ lons,lats = np.meshgrid(ln,lt)
+
+# plt.figure(figsize=(9, 9))
+# ax = plt.axes(projection=cartopy.crs.TransverseMercator(32))
+# ax.add_feature(cartopy.feature.BORDERS, linestyle='-', alpha=1)
+# ax.coastlines(resolution='110m')
+# ax.add_feature(cartopy.feature.OCEAN, facecolor=(0.5,0.5,0.5))
+# ax.gridlines()
+# ax.set_extent ((-7.5, 50, 34, 69), cartopy.crs.PlateCarree())
+# plt.show()
+
+# obmocje = np.arange(-8,28.,1.)
+ obmocje = np.arange(-2,26.,1.)
+ hatches = [None if x != T else '////' for x in obmocje]
+
+ fig = plt.figure(figsize=(9, 9))
+ ax = fig.add_subplot(1, 1, 1, projection=ccrs.TransverseMercator(32))#ccrs.Orthographic(-10, 42))
+ filled_c = ax.contourf(lons, lats, data, obmocje,
+ transform=ccrs.PlateCarree(),
+ cmap=cmap,extend='both',hatches=hatches)
+
+ # line_c = ax.contour(lons, lats, data, levels=filled_c.levels,linewidths=0.4,
+ # colors=['black'],
+ # transform=ccrs.PlateCarree())
+ # line_c2 = ax.contour(lons, lats, data, levels=[55*10**3],linewidths=2,
+ # colors=['black'],
+ # transform=ccrs.PlateCarree())
+
+ ax.set_title("Povprečna letna temperatura na 2 metrih, {0:4d}-{1:4d}".format(1850+i-5,1850+9+i-5),fontsize=14)
+
+ bodr = cf.NaturalEarthFeature(category='cultural',
+ name='admin_0_boundary_lines_land', scale='10m', facecolor='none', alpha=0.7)
+ # https://stackoverflow.com/questions/62308857/borders-and-coastlines-interfering-in-python-cartopy
+
+ ax.coastlines(resolution='10m')
+ ax.add_feature(bodr, linestyle='-')
+ # ax.set_global()
+ # ax.add_feature(cf.OCEAN,facecolor=(0.5,0.5,0.5))
+
+ ax.set_extent ((-7.5, 50, 26, 69), ccrs.PlateCarree())
+ # ax.set_extent ((-7.5, 40, 29, 62), ccrs.PlateCarree())
+
+ # ax.set_xticks([-15,0,15,30,45,60], ccrs.PlateCarree())
+ # ax.set_xticklabels([120., 140., 160., 180., -160., -140., -120.], color='red', weight='bold')
+ # ax.set_yticks([30,40,50,60], ccrs.PlateCarree())
+ # ax.gridlines(draw_labels=True, dms=True, x_inline=False, y_inline=False)
+
+
+ gl = ax.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,
+ linewidth=1, color='white', alpha=0.5, linestyle='-')
+ gl.top_labels = False
+ gl.left_labels = False
+ # gl.xlines = False
+ gl.xlocator = mticker.FixedLocator([-15,0,15,30,45,60])
+ gl.ylocator = LatitudeLocator()
+ gl.xformatter = LongitudeFormatter()
+
+
+ fig.colorbar(filled_c,ax=ax,fraction=0.025,pad=0.07,label="°C")#0.045)
+ fig.tight_layout()
+
+
+ j+=1
+ # plt.savefig(var+"_2difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1850+i-5,1850+9+i-5),dpi=300)
+ plt.savefig(var+"_2difference_sphere_{0:02d}_limited_highres/difference_{1:03d}.png".format(T,j),dpi=600)
+ plt.clf()
+
+
+
+ # fig=plt.figure(5,figsize=(12,8))
+
+
+ # # perform interpolation
+ # xx = np.arange(0,360,0.25)
+ # yy = np.arange(0,180.1,0.25)
+
+ # tint = interpolate.interp2d(lons_surf,lats_surf,data_10yrt[i],kind='cubic')
+ # t2m_int = tint(xx,yy)
+
+ # plt.contour(lons_surf1,lats_surf1,lsm[0],[0.5],color="black",linewidth=4)
+ # plt.contourf(xx,yy,t2m_int,np.arange(0,23,1), cmap = cmap,extend="both",hatches=(T+1)*[None]+['//']+5*[None])
+ # cbar = plt.colorbar()
+ # cbar.set_label("Temperatura [°C]",fontsize=16)
+ # for t in cbar.ax.get_yticklabels():
+ # t.set_fontsize(16)
+
+ # plt.contour(xx,yy,t2m_int, [T,T+1], colors="grey")
+ # # plt.contourf(lons_surf,lats_surf,data_10yrt[i], np.arange(T,T+1.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+ # plt.grid()
+
+ # plt.xlim([0,30])
+ # plt.ylim([30,54])
+ # plt.xlabel("Geografska dolžina [°]",fontsize=16)
+ # plt.ylabel("Geografska širina [°]",fontsize=16)
+
+ # fig.tight_layout()
+ # j+=1
+ # # plt.savefig(var+"_2difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1850+i-5,1850+9+i-5),dpi=300)
+ # plt.savefig(var+"_2difference_{0:02d}/difference_{1:02d}.png".format(T,j),dpi=300)
+ # plt.clf()
+
+
+
\ No newline at end of file
diff --git a/reanalysis_data/climate_belts_change/download_climate_data.py b/reanalysis_data/climate_belts_change/download_climate_data.py
new file mode 100644
index 0000000..c3aecab
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/download_climate_data.py
@@ -0,0 +1,60 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Wed Jan 27 20:16:26 2021
+
+@author: ziga
+"""
+
+# import cdsapi
+
+# c = cdsapi.Client()
+
+# c.retrieve(
+# 'projections-cmip5-monthly-single-levels',
+# {
+# 'ensemble_member': 'r1i1p1',
+# 'format': 'zip',
+# 'variable': '2m_temperature',
+# 'experiment': 'historical',
+# 'model': 'cesm1_cam5',
+# 'period': '185001-200512',
+# },
+# 'download.zip')
+
+import cdsapi
+
+c = cdsapi.Client()
+
+# c.retrieve(
+# 'projections-cmip5-monthly-single-levels',
+# {
+# 'ensemble_member': 'r1i1p1',
+# 'format': 'zip',
+# 'variable': '2m_temperature',
+# 'experiment': 'rcp_4_5',
+# 'model': 'cesm1_cam5',
+# 'period': '200601-210012',
+# },
+# 'download_future_rcp45.zip')
+
+
+
+# 'area': [
+# 49, 11, 43,
+# 19,
+# ],
+c.retrieve(
+ 'reanalysis-era5-single-levels-monthly-means',
+ {
+ 'format': 'netcdf',
+ 'product_type': 'monthly_averaged_reanalysis',
+ 'variable': [
+ 'land_sea_mask', 'orography',
+ ],
+ 'year': '1979',
+ 'month': '01',
+ 'time': '00:00',
+ 'grid': [0.25, 0.25]
+ },
+ 'lsm_orog.nc')
\ No newline at end of file
diff --git a/reanalysis_data/climate_belts_change/download_era5_data.py b/reanalysis_data/climate_belts_change/download_era5_data.py
new file mode 100644
index 0000000..f5a8095
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/download_era5_data.py
@@ -0,0 +1,113 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Wed Jan 27 20:16:26 2021
+
+@author: ziga
+"""
+
+# import cdsapi
+
+# c = cdsapi.Client()
+
+# c.retrieve(
+# 'reanalysis-era5-single-levels-monthly-means',
+# {
+# 'format': 'netcdf',
+# 'product_type': 'monthly_averaged_reanalysis',
+# 'variable': '2m_temperature',
+# 'year': [
+# '1979', '1980', '1981',
+# '1982', '1983', '1984',
+# '1985', '1986', '1987',
+# '1988', '1989', '1990',
+# '1991', '1992', '1993',
+# '1994', '1995', '1996',
+# '1997', '1998', '1999',
+# '2000', '2001', '2002',
+# '2003', '2004', '2005',
+# '2006', '2007', '2008',
+# '2009', '2010', '2011',
+# '2012', '2013', '2014',
+# '2015', '2016', '2017',
+# '2018', '2019', '2020'
+# ],
+# 'month': [
+# '01', '02', '03',
+# '04', '05', '06',
+# '07', '08', '09',
+# '10', '11', '12',
+# ],
+ # 'area': [
+ # 54, 0, 30,
+ # 30,
+ # ],
+# 'grid': [0.25, 0.25],
+# 'time': '00:00',
+# },
+# 'download.nc')
+
+
+
+import cdsapi
+
+c = cdsapi.Client()
+
+# c.retrieve(
+# 'reanalysis-era5-single-levels-monthly-means-preliminary-back-extension',
+# {
+# 'format': 'netcdf',
+# 'variable': '2m_temperature',
+# 'product_type': 'reanalysis-monthly-means-of-daily-means',
+# 'year': [
+# '1950', '1951', '1952',
+# '1953', '1954', '1955',
+# '1956', '1957', '1958',
+# '1959', '1960', '1961',
+# '1962', '1963', '1964',
+# '1965', '1966', '1967',
+# '1968', '1969', '1970',
+# '1971', '1972', '1973',
+# '1974', '1975', '1976',
+# '1977', '1978',
+# ],
+# 'month': [
+# '01', '02', '03',
+# '04', '05', '06',
+# '07', '08', '09',
+# '10', '11', '12',
+# ],
+# 'area': [
+# 54, 0, 30,
+# 30,
+# ],
+# 'grid': [0.25, 0.25],
+# 'time': '00:00',
+# },
+# 'era5_1950_1978.nc')
+
+
+
+
+# 'area': [
+# 49, 11, 43,
+# 19,
+# ],
+c.retrieve(
+ 'reanalysis-era5-single-levels-monthly-means',
+ {
+ 'format': 'netcdf',
+ 'product_type': 'monthly_averaged_reanalysis',
+ 'variable': [
+ 'land_sea_mask', 'orography',
+ ],
+ 'year': '1979',
+ 'month': '01',
+ 'time': '00:00',
+ 'area': [
+ 54, 0, 30,
+ 30,
+ ],
+ 'grid': [0.25, 0.25]
+ },
+ 'lsm_orog.nc')
\ No newline at end of file
diff --git a/reanalysis_data/climate_belts_change/era5_1950_1978.nc b/reanalysis_data/climate_belts_change/era5_1950_1978.nc
new file mode 100644
index 0000000..70e5f8a
Binary files /dev/null and b/reanalysis_data/climate_belts_change/era5_1950_1978.nc differ
diff --git a/reanalysis_data/climate_belts_change/era5_1979_2020.nc b/reanalysis_data/climate_belts_change/era5_1979_2020.nc
new file mode 100644
index 0000000..8245e94
Binary files /dev/null and b/reanalysis_data/climate_belts_change/era5_1979_2020.nc differ
diff --git a/reanalysis_data/climate_belts_change/lsm_orog.nc b/reanalysis_data/climate_belts_change/lsm_orog.nc
new file mode 100644
index 0000000..8d86992
Binary files /dev/null and b/reanalysis_data/climate_belts_change/lsm_orog.nc differ
diff --git a/reanalysis_data/climate_belts_change/optical_flow.py b/reanalysis_data/climate_belts_change/optical_flow.py
new file mode 100644
index 0000000..a555dc5
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/optical_flow.py
@@ -0,0 +1,47 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Sun Mar 14 02:24:11 2021
+
+@author: ziga
+"""
+
+import matplotlib.pyplot as plt
+
+import cv2 as cv
+import numpy as np
+
+lsm = np.load("lsm.npy")
+t2m = np.load("t2m.npy")
+lons = np.load("lons.npy")
+lats = np.load("lats.npy")
+data_cv = np.load("data_cv.npy")
+data_10yrt = np.load("data_10yrt.npy")
+
+data_10yrt = 255/data_10yrt.max()*data_10yrt//1
+
+#flow = cv.calcOpticalFlowFarneback(data_10yrt[20], data_10yrt[61], None, 0.5, 3, 30, 20, 7, 1.2, 0)
+flow = cv.calcOpticalFlowFarneback(data_cv[0,35], data_cv[61,35], None, 0.5, 3, 3, 20, 7, 1.5, 0)
+#for i in range(1,60):
+# print(i)
+# flow = flow + cv.calcOpticalFlowFarneback(data_cv[i,30], data_cv[i+1,30], None, 0.5, 3, 15, 3, 5, 1.2, 0)
+
+
+# # plot 2m-temperature
+# plt.figure(1)
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,t2m2[-120:].mean(axis=0) - t2m1[:120].mean(axis=0),np.arange(0,3.5,0.1), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.colorbar()
+
+# plt.figure(2,figsize=(12,8))
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,t2m1[:120].mean(axis=0)-273,np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.colorbar()
+
+plt.figure(3,figsize=(12,8))
+plt.contour(lons,lats,lsm,[0.5],color="black",lw=2)
+plt.contourf(lons,lats,t2m[-120:].mean(axis=0),np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+plt.colorbar()
+
+plt.quiver(lons,lats,flow[:,:,0],flow[:,:,1])
+plt.savefig("blah.png",dpi=300)
\ No newline at end of file
diff --git a/reanalysis_data/climate_belts_change/plot_data.py b/reanalysis_data/climate_belts_change/plot_data.py
new file mode 100644
index 0000000..e3440c9
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/plot_data.py
@@ -0,0 +1,261 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+
+# data = Dataset("tas_Amon_CESM1-CAM5_historical_r1i1p1_185001-200512.nc","r")
+
+# lons = data.variables["lon"][:]
+# lats = data.variables["lat"][:]
+
+# t2m = data.variables["tas"]
+# # evap = data.variables["e"]
+
+# plt.contourf(lons,lats,t2m[-360:].mean(axis=0)-t2m[:360].mean(axis=0));plt.colorbar()
+
+data = Dataset("lsm_orog.nc","r")
+lons_surf = data.variables["longitude"][:]
+lats_surf = data.variables["latitude"][:]
+lsm = data.variables["lsm"]
+orog = data.variables["z"] # orography
+
+# # plot land sea mask
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contour(lons_surf,lats_surf,orog[0],np.array([200,500,1000,1500,2000,2500])* 9.806,color="gray",lw=0.5)
+
+data1 = Dataset("era5_1950_1978.nc","r")
+t2m1 = data1.variables["t2m"]
+
+data2 = Dataset("era5_1979_2020.nc","r")
+t2m2 = data2.variables["t2m"]
+
+# # plot 2m-temperature
+# plt.figure(1)
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,t2m2[-120:].mean(axis=0) - t2m1[:120].mean(axis=0),np.arange(0,3.5,0.1), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.colorbar()
+
+# plt.figure(2,figsize=(12,8))
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,t2m1[:120].mean(axis=0)-273,np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.colorbar()
+
+# plt.figure(3,figsize=(12,8))
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,t2m2[-120:].mean(axis=0)-273,np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.colorbar()
+
+t2m = np.concatenate((t2m1,t2m2),axis=0) - 273
+n = t2m.shape[0]
+
+# data_cv = np.zeros((62,52,97,121))
+
+# data_cv_ref = np.zeros((52,97,121))
+
+# for t in range(0,52):
+# data_cv_ref[t] = (t2m[:120].mean(axis=0) > t/2)
+
+
+# for i in range(0,n-120+1,12):
+# print(i,i//12)
+# for t in range(0,52):
+# data_cv[i//12,t] = (t2m[i:i+120].mean(axis=0) > t/2)
+
+
+data_10yrt = np.zeros((62,97,121))
+for i in range(0,n-120+1,12):
+ data_10yrt[i//12] = t2m[i:i+120].mean(axis=0)
+
+
+# plt.figure(1)
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,data_10yrt[61] - data_10yrt[60],np.arange(0,1,0.05), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.colorbar()
+
+
+plt.figure(2)
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[61],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.contourf(lons_surf,lats_surf,data_10yrt[61] - data_10yrt[15],np.arange(0,3.5,0.1), cmap = plt.get_cmap("gist_rainbow_r"))
+plt.colorbar()
+u,v = np.gradient(data_10yrt[0])
+plt.quiver(lons_surf,lats_surf,v,-u,angles='xy',scale=100)
+plt.savefig("blah.png",dpi=300)
+
+#%%
+T2 = data_10yrt[61]
+T1 = data_10yrt[0]
+gradTy,gradTx = np.gradient(data_10yrt.mean(axis=0))
+
+gradTabs = np.maximum((gradTy**2+gradTx**2)**0.5,np.zeros((97,121))+0.1)
+xabs = (T2-T1)/gradTabs
+
+dx = gradTx/ gradTabs*xabs
+dy = gradTy/ gradTabs*xabs
+
+length = np.sqrt(dx**2 + dy**2)
+
+plt.figure(3,figsize=(14,10))
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[61],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+# plt.contourf(lons_surf,lats_surf,data_10yrt[61] - data_10yrt[15],np.arange(0,3.5,0.1), cmap = plt.get_cmap("gist_rainbow_r"))
+plt.colorbar()
+
+# plt.quiver(lons_surf,lats_surf,-dx,dy,angles='xy',scale_units='xy',scale=5,color="gray",width=0.001)
+
+lw = (3 * length / length.max())
+plt.streamplot(lons_surf,lats_surf,-dx,dy,color="black",density=5,zorder=3,linewidth=lw,arrowstyle="fancy")
+
+plt.xlim([0,30])
+plt.ylim([30,54])
+
+
+plt.savefig("blah2.png",dpi=300)
+
+#%%
+offset = 0.001
+dyear = 5
+
+n = 61//dyear
+
+lons_year = np.zeros((n,97,121))
+lats_year = np.zeros((n,97,121))
+
+lons_year[:,:] = lons_surf
+for i in range(97):
+ lats_year[:,i,:] = lats_surf[i]
+
+
+j = 0
+for i in range(0,61-dyear,dyear):
+ print(i)
+ T2 = data_10yrt[i+dyear]
+ T1 = data_10yrt[i]
+ gradTy,gradTx = np.gradient((data_10yrt[i]+data_10yrt[i+dyear])/2.)
+
+ gradTabs = np.maximum((gradTy**2+gradTx**2)**0.5,np.zeros((97,121))+offset)
+ xabs = (T2-T1)/gradTabs
+
+ dx = gradTx/ gradTabs*xabs
+ dy = gradTy/ gradTabs*xabs
+
+ lons_year[j] = lons_year[j] +- dx
+ lats_year[j] = lats_year[j] + dy
+
+ j+=1
+
+# def runningMeanFast(x, N):
+# return np.convolve(x, np.ones((N,))/N)[(N-1):]
+
+# lons_year_smooth = np.zeros((n,97,121))
+# lats_year_smooth = np.zeros((n,97,121))
+# for j in range(0,97):
+# for i in range(0,121):
+# lons_year_smooth[:,j,i] = runningMeanFast(lons_year[:,j,i], 3)
+# lats_year_smooth[:,j,i] = runningMeanFast(lats_year[:,j,i], 3)
+
+#%%
+
+plt.figure(3)
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[61],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.contourf(lons_surf,lats_surf,data_10yrt[61] - data_10yrt[15],np.arange(0,3.5,0.1), cmap = plt.get_cmap("gist_rainbow_r"))
+plt.colorbar()
+
+# for j in range(0,97,2):
+# for i in range(0,121,2):
+# plt.plot(lons_year[:,j,i],lats_year[:,j,i],"k-",lw=0.05)
+# plt.plot(lons_year[:,10,20],lats_year[:,10,20],"k-",lw=0.5)
+# plt.plot(lons_year[:,80,77],lats_year[:,80,73],"k-",lw=0.5)
+
+# plt.plot(lons_year_smooth[:,10,20],lats_year_smooth[:,10,20],"r-",lw=0.05)
+# plt.plot(lons_year_smooth[:,80,77],lats_year_smooth[:,80,77],"r-",lw=0.05)
+
+plt.quiver(lons_surf,lats_surf,\
+ lons_year[-1]-lons_year[0],\
+ lats_year[-1]-lats_year[0],\
+ angles='xy')
+
+
+plt.xlim([0,30])
+plt.ylim([30,54])
+
+# u,v = np.gradient(data_10yrt[0])
+# plt.quiver(lons_surf,lats_surf,-dx,dy,angles='xy',scale=200)
+plt.savefig("translation.png",dpi=300)
+
+
+
+# gradTy = -gradTy
+
+# def fun_min(dX,T2,T1,gradTx,gradTy):
+# dy,dx = dX.reshape(2,97,121)
+# return np.sum((T2-T1 + dx*gradTx + dy*gradTy)**2)
+
+# # def jac_fun(dX,T2,T1,gradTx,gradTy):
+# # dy,dx = dX
+# # return 2*(T2-T1 + dx*gradTx + dy*gradTy)*
+
+# dx0 = np.array((np.zeros((97,121)),np.zeros((97,121))))
+
+# from scipy.optimize import minimize
+# result = minimize(fun_min,dx0.flatten(),args=(T2,T1,gradTx,gradTy),options={'disp':True})
+
+# dy,dx = (result.x).reshape(2,97,121)
+
+
+# for i in range(0,61,5):
+# u,v = np.gradient(data_10yrt[i])
+
+# np.save("lsm",np.array(lsm[0]))
+# np.save("t2m",np.array(t2m))
+# np.save("lons",np.array(lons_surf))
+# np.save("lats",np.array(lats_surf))
+# np.save("data_10yrt",data_10yrt)
+# np.save("data_cv",data_cv)
+
+# plt.colorbar()
+# plt.xlabel("geografska dolžina")
+# plt.ylabel("geografska širina")
+# plt.title("Mean 2-meter temperature, October 2020")
+
+
+#%%
+
+plt.figure(4,figsize=(14,10))
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[60],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+plt.colorbar()
+
+plt.contour(lons_surf,lats_surf,data_10yrt[60], [9,10], colors="grey")
+plt.contourf(lons_surf,lats_surf,data_10yrt[60], np.arange(9,10.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+
+
+plt.xlim([0,30])
+plt.ylim([30,54])
+
+plt.savefig("difference4_2010s.png",dpi=300)
+
+
+#%%
+
+plt.figure(5,figsize=(14,10))
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[50],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+plt.colorbar()
+
+plt.contour(lons_surf,lats_surf,data_10yrt[50], [9,10], colors="grey")
+plt.contourf(lons_surf,lats_surf,data_10yrt[50], np.arange(9,10.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+
+
+plt.xlim([0,30])
+plt.ylim([30,54])
+
+plt.savefig("difference4_2000s.png",dpi=300)
diff --git a/reanalysis_data/climate_belts_change/plot_data_climate_belts.py b/reanalysis_data/climate_belts_change/plot_data_climate_belts.py
new file mode 100644
index 0000000..a6bdcca
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/plot_data_climate_belts.py
@@ -0,0 +1,138 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+
+# load model orography and land-sea mask data
+data = Dataset("lsm_orog.nc","r")
+lons_surf = data.variables["longitude"][:]
+lats_surf = data.variables["latitude"][:]
+lsm = data.variables["lsm"]
+orog = data.variables["z"] # orography
+
+# load ERA5 reanalysis data 1950-1978
+data1 = Dataset("era5_1950_1978.nc","r")
+t2m1 = data1.variables["t2m"]
+
+# load ERA5 reanalysis data 1979-2020
+data2 = Dataset("era5_1979_2020.nc","r")
+t2m2 = data2.variables["t2m"]
+
+# merge data and transform from kelvin to celsius scale
+t2m = np.concatenate((t2m1,t2m2),axis=0) - 273.15
+n = t2m.shape[0]
+
+# compute 10-year running means
+data_10yrt = np.zeros((62,97,121))
+for i in range(0,n-120+1,12):
+ data_10yrt[i//12] = t2m[i:i+120].mean(axis=0)
+
+
+#%% plot temperature gradients
+plt.figure(1)
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[61],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_rainbow_r"))
+# plt.contourf(lons_surf,lats_surf,data_10yrt[61] - data_10yrt[15],np.arange(0,3.5,0.1), cmap = plt.get_cmap("gist_rainbow_r"))
+plt.colorbar()
+u,v = np.gradient(data_10yrt[0])
+plt.quiver(lons_surf,lats_surf,v,-u,angles='xy',scale=100)
+plt.savefig("gradients.png",dpi=300)
+
+#%% plot climate belt translation length
+T2 = data_10yrt[61]
+T1 = data_10yrt[0]
+gradTy,gradTx = np.gradient(data_10yrt.mean(axis=0))
+
+gradTabs = np.maximum((gradTy**2+gradTx**2)**0.5,np.zeros((97,121))+0.1)
+xabs = (T2-T1)/gradTabs
+
+dx = gradTx/ gradTabs*xabs
+dy = gradTy/ gradTabs*xabs
+
+length = np.sqrt(dx**2 + dy**2)
+
+plt.figure(2,figsize=(14,10))
+plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+plt.contourf(lons_surf,lats_surf,data_10yrt[61],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+plt.colorbar()
+
+lw = (5 * length / length.max())
+plt.streamplot(lons_surf,lats_surf,-dx,dy,color="black",density=5,zorder=3,linewidth=lw,arrowstyle="fancy")
+# clr = 5*length/(0.1*length.max())
+# plt.streamplot(lons_surf,lats_surf,-dx,dy,color=clr,density=5,zorder=3,linewidth=1,arrowstyle="fancy",cmap=plt.get_cmap("binary"))
+
+plt.xlim([0,30])
+plt.ylim([30,54])
+
+plt.savefig("climate_translation.png",dpi=300)
+
+
+#%%
+
+# plt.figure(3,figsize=(14,10))
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,data_10yrt[60],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+# plt.colorbar()
+
+# plt.contour(lons_surf,lats_surf,data_10yrt[60], [9,10], colors="grey")
+# plt.contourf(lons_surf,lats_surf,data_10yrt[60], np.arange(9,10.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+
+# plt.xlim([0,30])
+# plt.ylim([30,54])
+
+# plt.savefig("difference4_2010s.png",dpi=300)
+
+
+# #%%
+
+# plt.figure(4,figsize=(14,10))
+# plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+# plt.contourf(lons_surf,lats_surf,data_10yrt[50],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+# plt.colorbar()
+
+# plt.contour(lons_surf,lats_surf,data_10yrt[50], [9,10], colors="grey")
+# plt.contourf(lons_surf,lats_surf,data_10yrt[50], np.arange(9,10.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+
+
+# plt.xlim([0,30])
+# plt.ylim([30,54])
+
+# plt.savefig("difference4_2000s.png",dpi=300)
+
+
+#%% 8-9°C belts
+
+import os
+
+# set all values lower than 0 to 0
+data_10yrt[data_10yrt<0] = 0
+
+# T to T+1 °C temperature belt
+T = 18
+if not os.path.exists("difference_{:02d}".format(T)):
+ os.mkdir("difference_{:02d}".format(T))
+
+for i in range(62):
+ plt.figure(5,figsize=(14,10))
+ plt.title("2m mean temperature {0:4d}-{1:4d}, 18-19°C temperature belt".format(1950+i,1950+9+i),fontsize=16)
+ plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",lw=2)
+ plt.contourf(lons_surf,lats_surf,data_10yrt[i],np.arange(0,26,0.5), cmap = plt.get_cmap("gist_ncar"))
+ plt.colorbar()
+
+ plt.contour(lons_surf,lats_surf,data_10yrt[i], [18,19], colors="grey")
+ plt.contourf(lons_surf,lats_surf,data_10yrt[i], np.arange(18,19.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+
+
+ plt.xlim([0,30])
+ plt.ylim([30,54])
+
+ plt.savefig("difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1950+i,1950+9+i),dpi=300)
+ plt.clf()
+
\ No newline at end of file
diff --git a/reanalysis_data/climate_belts_change/plot_data_climate_belts_delo.py b/reanalysis_data/climate_belts_change/plot_data_climate_belts_delo.py
new file mode 100644
index 0000000..2512f67
--- /dev/null
+++ b/reanalysis_data/climate_belts_change/plot_data_climate_belts_delo.py
@@ -0,0 +1,175 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+
+# load model orography and land-sea mask data
+data = Dataset("lsm_orog.nc","r")
+lons_surf = data.variables["longitude"][:]
+lats_surf = data.variables["latitude"][:]
+lsm = data.variables["lsm"]
+orog = data.variables["z"] # orography
+
+# load ERA5 reanalysis data 1950-1978
+data1 = Dataset("era5_1950_1978.nc","r")
+t2m1 = data1.variables["t2m"]
+
+# load ERA5 reanalysis data 1979-2020
+data2 = Dataset("era5_1979_2020.nc","r")
+t2m2 = data2.variables["t2m"]
+
+# merge data and transform from kelvin to celsius scale
+t2m = np.concatenate((t2m1,t2m2),axis=0) - 273.15
+n = t2m.shape[0]
+
+# compute 10-year running means
+data_10yrt = np.zeros((62,97,121))
+for i in range(0,n-120+1,12):
+ data_10yrt[i//12] = t2m[i:i+120].mean(axis=0)
+
+
+
+
+#%% create own colormap
+import matplotlib as mpl
+from mpl_toolkits.axes_grid1 import make_axes_locatable
+
+# create colormap
+# ---------------
+
+# create a colormap that consists of
+# - 1/5 : custom colormap, ranging from white to the first color of the colormap
+# - 4/5 : existing colormap
+
+# set upper part: 4 * 256/4 entries
+cmap = mpl.cm.jet(np.arange(256))
+
+cmap[200:210,0:3] = 0.5
+cmap = mpl.colors.ListedColormap(cmap, name='myColorMap', N=cmap.shape[0])
+# # set lower part: 1 * 256/4 entries
+# # - initialize all entries to 1 to make sure that the alpha channel (4th column) is 1
+# lower = np.ones((int(256/4),4))
+# # - modify the first three columns (RGB):
+# # range linearly between white (1,1,1) and the first color of the upper colormap
+# for i in range(3):
+# lower[:,i] = np.linspace(1, upper[0,i], lower.shape[0])
+
+# # combine parts of colormap
+# cmap = np.vstack(( lower, upper ))
+
+# # convert to matplotlib colormap
+# cmap = mpl.colors.ListedColormap(cmap, name='myColorMap', N=cmap.shape[0])
+
+#%% 8-9°C belts
+
+import os
+
+# set all values lower than 0 to 0
+# data_10yrt[data_10yrt<0] = 0
+
+# T to T+1 °C temperature belt
+T = 16
+if not os.path.exists("difference_{:02d}".format(T)):
+ os.mkdir("difference_{:02d}".format(T))
+
+for i in range(1,62,10):
+ fig=plt.figure(5,figsize=(12,8))
+ plt.title("Povprečna letna temperatura na 2 metrih, {0:4d}-{1:4d}".format(1950+i,1950+9+i),fontsize=16)
+ plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",linewidth=4)
+ plt.contourf(lons_surf,lats_surf,data_10yrt[i],np.arange(0,22,1), cmap = cmap,extend="both",hatches=(T+1)*[None]+['.']+5*[None])
+ cbar = plt.colorbar()
+ cbar.set_label("Temperatura [°C]",fontsize=16)
+ for t in cbar.ax.get_yticklabels():
+ t.set_fontsize(16)
+
+ plt.contour(lons_surf,lats_surf,data_10yrt[i], [T,T+1], colors="grey")
+ # plt.contourf(lons_surf,lats_surf,data_10yrt[i], np.arange(T,T+1.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+ plt.grid()
+
+ plt.xlim([0,30])
+ plt.ylim([30,54])
+ plt.xlabel("Geografska dolžina [°]",fontsize=16)
+ plt.ylabel("Geografska širina [°]",fontsize=16)
+
+ fig.tight_layout()
+ plt.savefig("difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1950+i,1950+9+i),dpi=300)
+ plt.clf()
+
+
+#%% 8-9°C belts
+
+import os
+from matplotlib.colors import LinearSegmentedColormap
+
+
+colors = np.array([(203, 235, 246),\
+ (167, 191, 217),\
+ (140, 153, 188),\
+ (151, 78, 168),\
+ (131, 15, 116),\
+ (11, 20, 79),\
+ (14, 38, 128),\
+ (34, 59, 151),\
+ (28, 73, 154),\
+ (40, 89, 165),\
+ (27, 106, 163),\
+ (29, 155, 196),\
+ (28, 164, 188),\
+ (100, 198, 199),\
+ (134, 202, 187),\
+ (145, 224, 167),\
+ (199, 238, 191),\
+ (246, 253, 209),\
+ (253, 236, 167),\
+ (248, 218, 119),\
+ (252, 179, 77),\
+ (252, 140, 68),\
+ (248, 81, 39),\
+ (245, 47, 38),\
+ (209, 11, 38),\
+ (156, 4, 42),\
+ (118, 3, 36),\
+ (24,0,12)])/256.
+
+
+
+
+cmap = LinearSegmentedColormap.from_list("col_temp", colors, N=100)
+
+# T to T+1 °C temperature belt
+T = 17
+if not os.path.exists("2difference_{:02d}".format(T)):
+ os.mkdir("2difference_{:02d}".format(T))
+
+for i in range(1,62,10):
+ fig=plt.figure(5,figsize=(12,8))
+ plt.title("Povprečna letna temperatura na 2 metrih, {0:4d}-{1:4d}".format(1950+i,1950+9+i),fontsize=16)
+ plt.contour(lons_surf,lats_surf,lsm[0],[0.5],color="black",linewidth=4)
+ plt.contourf(lons_surf,lats_surf,data_10yrt[i],np.arange(0,22,1), cmap = cmap,extend="both",hatches=(T+1)*[None]+['//']+5*[None])
+ cbar = plt.colorbar()
+ cbar.set_label("Temperatura [°C]",fontsize=16)
+ for t in cbar.ax.get_yticklabels():
+ t.set_fontsize(16)
+
+ plt.contour(lons_surf,lats_surf,data_10yrt[i], [T,T+1], colors="grey")
+ # plt.contourf(lons_surf,lats_surf,data_10yrt[i], np.arange(T,T+1.1,1), cmap=plt.get_cmap("Greys"),alpha=0.8, hatches='.')
+ plt.grid()
+
+ plt.xlim([0,30])
+ plt.ylim([30,54])
+ plt.xlabel("Geografska dolžina [°]",fontsize=16)
+ plt.ylabel("Geografska širina [°]",fontsize=16)
+
+ fig.tight_layout()
+ plt.savefig("2difference_{0:02d}/difference_{1:4d}_{2:4d}.png".format(T,1950+i,1950+9+i),dpi=300)
+ plt.clf()
+
+
+
\ No newline at end of file
diff --git a/reanalysis_data/dewpoint_trends/download.nc b/reanalysis_data/dewpoint_trends/download.nc
new file mode 100644
index 0000000..1d4785b
Binary files /dev/null and b/reanalysis_data/dewpoint_trends/download.nc differ
diff --git a/reanalysis_data/dewpoint_trends/download_data.py b/reanalysis_data/dewpoint_trends/download_data.py
new file mode 100644
index 0000000..b6a6e99
--- /dev/null
+++ b/reanalysis_data/dewpoint_trends/download_data.py
@@ -0,0 +1,69 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Wed Jan 27 20:16:26 2021
+
+@author: ziga
+"""
+
+import cdsapi
+
+c = cdsapi.Client()
+
+c.retrieve(
+ 'reanalysis-era5-single-levels-monthly-means',
+ {
+ 'format': 'netcdf',
+ 'product_type': 'monthly_averaged_reanalysis',
+ 'variable': '2m_dewpoint_temperature',
+ 'year': [
+ '1979', '1980', '1981',
+ '1982', '1983', '1984',
+ '1985', '1986', '1987',
+ '1988', '1989', '1990',
+ '1991', '1992', '1993',
+ '1994', '1995', '1996',
+ '1997', '1998', '1999',
+ '2000', '2001', '2002',
+ '2003', '2004', '2005',
+ '2006', '2007', '2008',
+ '2009', '2010', '2011',
+ '2012', '2013', '2014',
+ '2015', '2016', '2017',
+ '2018', '2019', '2020',
+ '2021',
+ ],
+ 'month': [
+ '01', '02', '03',
+ '04', '05', '06',
+ '07', '08', '09',
+ '10', '11', '12',
+ ],
+ 'area': [
+ 49, 11, 43,
+ 19,
+ ],
+ 'time': '00:00',
+ },
+ 'download.nc')
+
+
+
+c.retrieve(
+ 'reanalysis-era5-single-levels-monthly-means',
+ {
+ 'format': 'netcdf',
+ 'product_type': 'monthly_averaged_reanalysis',
+ 'variable': [
+ 'land_sea_mask', 'orography',
+ ],
+ 'year': '1979',
+ 'month': '01',
+ 'time': '00:00',
+ 'area': [
+ 49, 11, 43,
+ 19,
+ ],
+ 'grid': [0.1, 0.1]
+ },
+ 'lsm_orog.nc')
\ No newline at end of file
diff --git a/reanalysis_data/dewpoint_trends/lsm_orog.nc b/reanalysis_data/dewpoint_trends/lsm_orog.nc
new file mode 100644
index 0000000..60944dd
Binary files /dev/null and b/reanalysis_data/dewpoint_trends/lsm_orog.nc differ
diff --git a/reanalysis_data/dewpoint_trends/plot_data.py b/reanalysis_data/dewpoint_trends/plot_data.py
new file mode 100644
index 0000000..bdd0895
--- /dev/null
+++ b/reanalysis_data/dewpoint_trends/plot_data.py
@@ -0,0 +1,50 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+
+data = Dataset("download.nc","r")
+
+lons = data.variables["longitude"][:]
+lats = data.variables["latitude"][:]
+
+td = data.variables["d2m"][:504,0,10:14,12:20].mean(axis=2).mean(axis=1)
+blah_yr = []
+for i in range(0,504,12):
+ blah_yr.append(td[i:i+12].mean())
+
+blah_JJA = []
+for i in range(0,504,12):
+ blah_JJA.append(td[i+5:i+8].mean())
+
+# plt.plot(np.arange(1979,2021,1),np.array(blah_yr)-273,label="year")
+plt.plot(np.arange(1979,2021,1),np.array(blah_JJA)-273,label="JJA")
+plt.ylabel("dew point T [°C]")
+plt.xlabel("year")
+plt.title("Mean dew point temperature LAT 45.5N-46.5N, LON 14E-16E")
+
+
+# data = Dataset("lsm_orog.nc","r")
+# lsm = data.variables["lsm"]
+# orog = data.variables["z"] # orography
+# lons_orog = data.variables["longitude"][:]
+# lats_orog = data.variables["latitude"][:]
+
+# # # plot land sea mask
+# plt.contour(lons_orog,lats_orog,lsm[0],[0.5],color="black",lw=2)
+# plt.contour(lons_orog,lats_orog,orog[0],np.array([200,500,1000,1500,2000,2500])* 9.806,color="gray",lw=0.5)
+
+# # # plot 2m-temperature
+# plt.contourf(lons,lats,t2m[0]-273, np.arange(268,292,1) - 273, cmap = plt.get_cmap("gist_rainbow_r"))
+
+# # plt.colorbar()
+# # plt.xlabel("geografska dolžina")
+# # plt.ylabel("geografska širina")
+# # plt.title("Mean 2-meter temperature, October 2020")
diff --git a/reanalysis_data/dewpoint_trends/trends_td.png b/reanalysis_data/dewpoint_trends/trends_td.png
new file mode 100644
index 0000000..2e47b32
Binary files /dev/null and b/reanalysis_data/dewpoint_trends/trends_td.png differ
diff --git a/reanalysis_data/example/download.nc b/reanalysis_data/example/download.nc
new file mode 100644
index 0000000..2d1fc95
Binary files /dev/null and b/reanalysis_data/example/download.nc differ
diff --git a/reanalysis_data/example/download_data.py b/reanalysis_data/example/download_data.py
new file mode 100644
index 0000000..3204ec8
--- /dev/null
+++ b/reanalysis_data/example/download_data.py
@@ -0,0 +1,49 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Wed Jan 27 20:16:26 2021
+
+@author: ziga
+"""
+
+import cdsapi
+
+c = cdsapi.Client()
+
+c.retrieve(
+ 'reanalysis-era5-land-monthly-means',
+ {
+ 'format': 'netcdf',
+ 'variable': [
+ '2m_temperature', 'total_evaporation',
+ ],
+ 'year': '2020',
+ 'month': '10',
+ 'time': '00:00',
+ 'area': [
+ 49, 11, 43,
+ 19,
+ ],
+ 'product_type': 'monthly_averaged_reanalysis',
+ },
+ 'download.nc')
+
+
+c.retrieve(
+ 'reanalysis-era5-single-levels-monthly-means',
+ {
+ 'format': 'netcdf',
+ 'product_type': 'monthly_averaged_reanalysis',
+ 'variable': [
+ 'land_sea_mask', 'orography',
+ ],
+ 'year': '1979',
+ 'month': '01',
+ 'time': '00:00',
+ 'area': [
+ 49, 11, 43,
+ 19,
+ ],
+ 'grid': [0.1, 0.1]
+ },
+ 'lsm_orog.nc')
\ No newline at end of file
diff --git a/reanalysis_data/example/lsm_orog.nc b/reanalysis_data/example/lsm_orog.nc
new file mode 100644
index 0000000..8d86992
Binary files /dev/null and b/reanalysis_data/example/lsm_orog.nc differ
diff --git a/reanalysis_data/example/plot_data.py b/reanalysis_data/example/plot_data.py
new file mode 100644
index 0000000..94c7679
--- /dev/null
+++ b/reanalysis_data/example/plot_data.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Jan 28 01:06:16 2021
+
+@author: ziga
+"""
+
+from netCDF4 import Dataset
+import matplotlib.pyplot as plt
+import numpy as np
+
+data = Dataset("download.nc","r")
+
+lons = data.variables["longitude"][:]
+lats = data.variables["latitude"][:]
+
+t2m = data.variables["t2m"]
+evap = data.variables["e"]
+
+data = Dataset("lsm_orog.nc","r")
+lsm = data.variables["lsm"]
+orog = data.variables["z"] # orography
+
+# plot land sea mask
+plt.contour(lons,lats,lsm[0],[0.5],color="black",lw=2)
+plt.contour(lons,lats,orog[0],np.array([200,500,1000,1500,2000,2500])* 9.806,color="gray",lw=0.5)
+
+# plot 2m-temperature
+plt.contourf(lons,lats,t2m[0]-273, np.arange(268,292,1) - 273, cmap = plt.get_cmap("gist_rainbow_r"))
+
+plt.colorbar()
+plt.xlabel("geografska dolžina")
+plt.ylabel("geografska širina")
+plt.title("Mean 2-meter temperature, October 2020")
diff --git a/t2m_daily_mean/README.md b/t2m_daily_mean/README.md
new file mode 100644
index 0000000..e88d123
--- /dev/null
+++ b/t2m_daily_mean/README.md
@@ -0,0 +1,25 @@
+How to use the 2m temperature package?
+
+1. Set up Climate Data Store (CDS) API:
+https://cds.climate.copernicus.eu/api-how-to
+
+2. Install Climate Data Operators (CDO):
+https://code.mpimet.mpg.de/projects/cdo/wiki
+https://anaconda.org/conda-forge/cdo
+
+3. Install xarray (to open netcdf files):
+https://anaconda.org/anaconda/xarray
+
+4. Install Dask:
+https://anaconda.org/conda-forge/dask
+
+5. Set up a cron-job for:
+
+a) daily download of ERA5 reanalysis data up to day t-7, which updates NetCDF files in ./sources:
+./scripts/download_daily_data.py
+
+b) constructing the time series and saving them to .csv files in ./data:
+./scripts/construct_time_series.py
+
+c) plotting the data, saved in ./data:
+./scripts/plot.py
diff --git a/t2m_daily_mean/aux_files/slovenia_mask.npy b/t2m_daily_mean/aux_files/slovenia_mask.npy
new file mode 100644
index 0000000..753c38a
Binary files /dev/null and b/t2m_daily_mean/aux_files/slovenia_mask.npy differ
diff --git a/t2m_daily_mean/blah1.png b/t2m_daily_mean/blah1.png
new file mode 100644
index 0000000..b745301
Binary files /dev/null and b/t2m_daily_mean/blah1.png differ
diff --git a/t2m_daily_mean/data/t2m.csv b/t2m_daily_mean/data/t2m.csv
new file mode 100644
index 0000000..263d30f
--- /dev/null
+++ b/t2m_daily_mean/data/t2m.csv
@@ -0,0 +1,31048 @@
+Date,t2m
+1940-01-01,266.0118400378105
+1940-01-02,261.626707419371
+1940-01-03,260.9906522310697
+1940-01-04,267.1841892340244
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diff --git a/t2m_daily_mean/data/t2m_annual_means.csv b/t2m_daily_mean/data/t2m_annual_means.csv
new file mode 100644
index 0000000..f66edd0
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_annual_means.csv
@@ -0,0 +1,85 @@
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diff --git a/t2m_daily_mean/data/t2m_ma_15day.csv b/t2m_daily_mean/data/t2m_ma_15day.csv
new file mode 100644
index 0000000..fd783b1
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_ma_15day.csv
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diff --git a/t2m_daily_mean/data/t2m_ma_7day.csv b/t2m_daily_mean/data/t2m_ma_7day.csv
new file mode 100644
index 0000000..e4a21ca
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_ma_7day.csv
@@ -0,0 +1,31045 @@
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diff --git a/t2m_daily_mean/data/t2m_table_doy.csv b/t2m_daily_mean/data/t2m_table_doy.csv
new file mode 100644
index 0000000..3b62e66
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy.csv
@@ -0,0 +1,366 @@
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1941_1970 b/t2m_daily_mean/data/t2m_table_doy_1941_1970
new file mode 100644
index 0000000..670410b
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1941_1970
@@ -0,0 +1,366 @@
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1941_1970.csv b/t2m_daily_mean/data/t2m_table_doy_1941_1970.csv
new file mode 100644
index 0000000..670410b
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1941_1970.csv
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1951_1980 b/t2m_daily_mean/data/t2m_table_doy_1951_1980
new file mode 100644
index 0000000..72ec19b
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1951_1980
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1951_1980.csv b/t2m_daily_mean/data/t2m_table_doy_1951_1980.csv
new file mode 100644
index 0000000..72ec19b
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1951_1980.csv
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1961_1990 b/t2m_daily_mean/data/t2m_table_doy_1961_1990
new file mode 100644
index 0000000..bad41d0
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1961_1990
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1961_1990.csv b/t2m_daily_mean/data/t2m_table_doy_1961_1990.csv
new file mode 100644
index 0000000..bad41d0
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1961_1990.csv
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1971_2000 b/t2m_daily_mean/data/t2m_table_doy_1971_2000
new file mode 100644
index 0000000..a095817
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1971_2000
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1971_2000.csv b/t2m_daily_mean/data/t2m_table_doy_1971_2000.csv
new file mode 100644
index 0000000..a095817
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1971_2000.csv
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1981_2010 b/t2m_daily_mean/data/t2m_table_doy_1981_2010
new file mode 100644
index 0000000..b29fb34
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1981_2010
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1981_2010.csv b/t2m_daily_mean/data/t2m_table_doy_1981_2010.csv
new file mode 100644
index 0000000..b29fb34
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1981_2010.csv
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1991_2020 b/t2m_daily_mean/data/t2m_table_doy_1991_2020
new file mode 100644
index 0000000..12c4261
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1991_2020
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diff --git a/t2m_daily_mean/data/t2m_table_doy_1991_2020.csv b/t2m_daily_mean/data/t2m_table_doy_1991_2020.csv
new file mode 100644
index 0000000..12c4261
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_1991_2020.csv
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diff --git a/t2m_daily_mean/data/t2m_table_doy_ma_15day.csv b/t2m_daily_mean/data/t2m_table_doy_ma_15day.csv
new file mode 100644
index 0000000..645a9cb
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_ma_15day.csv
@@ -0,0 +1,366 @@
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diff --git a/t2m_daily_mean/data/t2m_table_doy_ma_31day.csv b/t2m_daily_mean/data/t2m_table_doy_ma_31day.csv
new file mode 100644
index 0000000..0a0fa62
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_ma_31day.csv
@@ -0,0 +1,366 @@
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diff --git a/t2m_daily_mean/data/t2m_table_doy_ma_61day.csv b/t2m_daily_mean/data/t2m_table_doy_ma_61day.csv
new file mode 100644
index 0000000..5223753
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_ma_61day.csv
@@ -0,0 +1,366 @@
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diff --git a/t2m_daily_mean/data/t2m_table_doy_ma_7day.csv b/t2m_daily_mean/data/t2m_table_doy_ma_7day.csv
new file mode 100644
index 0000000..4a4798c
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_doy_ma_7day.csv
@@ -0,0 +1,366 @@
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diff --git a/t2m_daily_mean/data/t2m_table_monthly_means.csv b/t2m_daily_mean/data/t2m_table_monthly_means.csv
new file mode 100644
index 0000000..e9a682d
--- /dev/null
+++ b/t2m_daily_mean/data/t2m_table_monthly_means.csv
@@ -0,0 +1,86 @@
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+2001,275.3968188062593,276.413322197212,280.8411594640134,281.8225559593266,289.2570215671688,289.77404980781745,293.0921740914495,294.07626741597034,286.07923941326953,286.22452327453766,276.2143809261485,270.202148260806
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+2003,271.4573224921972,270.3081832159133,278.817134784607,281.7689259586171,289.92459697108114,294.8696873591496,294.0642395271951,295.92333227114995,287.4600510556474,281.01355775591753,280.164244118715,274.470951354829
+2004,271.7795746884531,274.4585972321339,276.70210002334375,282.70674167209205,285.73795971740265,290.35071364182687,292.32600502537935,292.35915413249904,287.73945111657815,285.1813134886786,278.38889332306684,274.204856853627
+2005,272.43802970337214,271.32148499541233,276.68246565977336,282.53158204168335,288.0082115507796,291.3075894608457,292.58261025099836,290.3253143790145,288.47172679412057,283.72497073947346,277.33953946105436,272.8829398458906
+2006,270.0115687872773,272.7050643473754,276.37790502606595,283.37975051749464,287.0697696203038,291.56709766877,295.17941491164083,289.97342645914915,289.56979975252074,285.4625883015648,280.36117462419037,276.29880300920985
+2007,277.00302424403236,277.9418764219179,280.14291164754735,285.86378121661323,289.03619339330027,292.5991825984074,293.7182238809918,292.17409394850307,286.4879846034906,282.1424131180453,277.256350134173,272.98738828900434
+2008,275.4103864317989,276.1649080493075,278.2422742062703,282.7483723697499,288.54951940241483,292.0441620394715,293.08640467893787,292.71112254910275,287.1151595678085,284.29366797864486,278.95945844079694,274.8224917680788
+2009,271.76985972414735,274.64245594290145,278.51018446550773,285.25055424616886,289.5037033548032,290.48264311439976,293.3183304224259,293.7229777321133,289.57221444936897,283.20330189593676,279.81511355669073,274.26252102911025
+2010,270.91425292564884,273.64622251629396,277.9642242103494,283.2349206647302,287.3089858844716,291.74621647239746,294.63855649381753,292.02468609553523,286.80998490814466,281.5392125132065,280.12921061719584,272.4246299623753
+2011,273.81843719608634,273.87945676810574,278.7110425067204,285.2049292670356,288.3915210152776,291.72202524038465,292.5292385659797,294.14035059421684,291.3571824815539,282.36490766779264,276.6779320089226,275.69873357351605
+2012,273.55831126677685,269.9422001262288,281.38277612627786,283.2948850974058,287.76509999163983,292.9715139014089,294.23855853337113,294.63896061823914,289.12304439707697,283.7020178858754,280.8137554722973,273.25228778343734
+2013,273.7950469238685,273.05858338184845,275.95976723039126,283.9540949373164,286.85478469179714,291.2773764325004,294.88708930256155,293.93120850720027,288.1303681724092,285.05473831214624,279.33400904989657,275.66766054517876
+2014,277.11130540719984,277.15430022858004,281.4865388957009,284.7559177496494,287.0129005299608,291.4876604911608,292.6655018745718,291.45677792128697,288.1702784350794,285.6523935524662,281.50032126923907,275.84941094763724
+2015,275.1491771663291,274.35898925445895,279.19933271763045,283.4343992314787,288.45742174374163,292.0815984481421,295.5288797509482,294.229495519444,288.5266233004056,283.1075879168767,279.5474452874599,275.7608016071683
+2016,273.499515454566,277.79932590806004,279.1500020748924,284.2400010589861,287.2273259947771,291.6733836377788,294.39575682483104,292.31038456893936,290.08494993030513,282.59049125778665,279.0541665623331,273.22653546581785
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+2018,276.9056803385416,271.85939914577614,276.5362033891323,286.8394889375084,289.90581043581017,292.2489422659589,293.71415588025525,294.53023451433586,289.55528786162023,285.32760137994984,280.2336486033904,274.7382191294378
+2019,273.00595244225434,276.9732379005069,280.7495852486963,283.6298606155266,284.8901762224802,294.7786810720069,294.1345572522892,294.25103224635217,288.9407431578025,285.35802215500445,280.8454023833968,276.420399226464
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+2024,274.16006876122765,,,,,,,,,,,
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diff --git a/t2m_daily_mean/scripts/cdstoolbox.py b/t2m_daily_mean/scripts/cdstoolbox.py
new file mode 100644
index 0000000..231f097
--- /dev/null
+++ b/t2m_daily_mean/scripts/cdstoolbox.py
@@ -0,0 +1,19 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Sep 18 00:07:36 2021
+
+@author: zaplotnikz
+"""
+
+import __main__
+import cdsapi
+import sys
+
+c = cdsapi.Client()
+
+with open(__main__.__file__) as f:
+ code = f.read()
+
+print(c.download(c.workflow(code)))
+sys.exit(0)
\ No newline at end of file
diff --git a/t2m_daily_mean/scripts/compute_mask_slovenia.py b/t2m_daily_mean/scripts/compute_mask_slovenia.py
new file mode 100644
index 0000000..b69fc44
--- /dev/null
+++ b/t2m_daily_mean/scripts/compute_mask_slovenia.py
@@ -0,0 +1,46 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Wed Mar 15 00:44:17 2023
+
+@author: ziga
+"""
+import requests
+import numpy as np
+import xarray as xr
+import matplotlib.pyplot as plt
+
+def point_in_slovenia(lat,lon):
+ """Return True if point is in Slovenia, else return False. Extremely slow!"""
+
+ url = "https://nominatim.openstreetmap.org/reverse"
+ params = {
+ "format": "json",
+ "lat": lat,
+ "lon": lon
+ }
+ response = requests.get(url, params=params).json()
+ try:
+ if "Slovenija" in response['address']['country']:
+ return True
+ else:
+ return False
+ except KeyError:
+ return False
+
+
+# define area of slovenia
+ds = xr.open_dataset("../sources/t2m_1940.nc")
+lons = ds["lon"].values
+lats = ds["lat"].values
+lons_grid,lats_grid = np.meshgrid(lons,lats)
+# plt.contourf(lons_grid,lats_grid,ds["t2m"].values[0])
+
+slovenia_mask = np.zeros(lons_grid.shape)
+
+for (i,lon) in enumerate(lons):
+ for (j,lat) in enumerate(lats):
+ slovenia_mask[j,i] = point_in_slovenia(lat,lon)
+ print(i,j,slovenia_mask[j,i])
+
+np.save("../aux_files/slovenia_mask.npy",slovenia_mask)
diff --git a/t2m_daily_mean/scripts/construct_time_series.py b/t2m_daily_mean/scripts/construct_time_series.py
new file mode 100644
index 0000000..a59b517
--- /dev/null
+++ b/t2m_daily_mean/scripts/construct_time_series.py
@@ -0,0 +1,288 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Nov 5 20:07:55 2022
+
+@author: ziga
+"""
+
+
+import numpy as np
+import netCDF4
+import matplotlib.pyplot as plt
+from datetime import datetime
+import pandas as pd
+import xarray as xr
+import requests
+import os
+
+#%% FUNCTIONS
+
+isLeap = lambda x: x % 4 == 0 and (x % 100 != 0 or x % 400 == 0)
+
+#%% SCRIPT
+
+folder_path = '../sources'
+file_list = [f for f in os.listdir(folder_path) if f.endswith('.nc')]
+
+# arbitrary dates which get rewritten
+first_archived_day = np.datetime64('2200-01-01')
+last_archived_day = np.datetime64('1800-01-01')
+
+
+for file_path in file_list:
+ ds = xr.open_dataset(os.path.join(folder_path, file_path))
+ first_day_file = ds.time.values[0]
+ last_day_file = ds.time.values[-1]
+
+ if first_day_file < first_archived_day:
+ first_archived_day = first_day_file
+
+ if last_day_file > last_archived_day:
+ last_archived_day = last_day_file
+
+
+first_archived_day_year = np.datetime64(str(first_archived_day.astype('datetime64[Y]'))) - np.timedelta64(0, 'D')
+last_archived_day_year = np.datetime64(str(last_archived_day.astype('datetime64[Y]'))) + np.timedelta64(1, 'Y') \
+ - np.timedelta64(1, 'D')
+
+dates_array = np.arange(first_archived_day_year, last_archived_day_year+np.timedelta64(1, 'D'), np.timedelta64(1, 'D'))
+dates_array = pd.to_datetime(dates_array) # transform to pandas
+t2m_array = np.zeros(dates_array.shape)
+# t2m_array_rec = np.zeros(dates_array.shape)
+
+# search for start_year and end_year of the dataset
+start_year = dates_array[0].year
+end_year = dates_array[-1].year
+
+
+# load mask for Slovenia
+slovenia_mask = np.load("../aux_files/slovenia_mask.npy")
+n_points_slo = np.sum(slovenia_mask)
+
+# loop through years from start year to end year
+d = 0
+for yyyy in range(start_year,end_year+1):
+ print(yyyy)
+ data = xr.open_dataset("../sources/t2m_{0:04d}.nc".format(yyyy))
+
+ nd_data = data["t2m"].shape[0]
+
+ for k in range(0,nd_data):
+ t2m_array[d] = np.sum(data["t2m"].values[k]*slovenia_mask)/n_points_slo
+ # t2m_array_rec[d] = data["t2m"].values[k,21:27,17:31].mean()
+ d += 1
+
+t2m_array[d:] = np.nan
+
+#%% Smooth the data
+# three options: raw-daily, 7-day moving average, 15-day moving average
+t2m_array_7 = np.convolve(t2m_array, np.ones(7)/7, mode='same') # 3 day shift
+t2m_array_15 = np.convolve(t2m_array, np.ones(15)/15, mode='same') # 7 day shift
+t2m_array_31 = np.convolve(t2m_array, np.ones(31)/31, mode='same') # 15 day shift
+t2m_array_61 = np.convolve(t2m_array, np.ones(61)/61, mode='same') # 30 day shift
+
+# Create boolean mask to filter out al February 29ths
+mask1 = np.logical_and(dates_array.month == 2, dates_array.day == 29)
+# mask2 = np.logical_or(dates_array.year == end_year, dates_array.year == start_year)
+mask = mask1 #np.logical_or(mask1,mask2)
+
+# Filter out February 29th dates using boolean mask
+filtered_dates = dates_array[~mask]
+filtered_t2m_array = t2m_array[~mask]
+filtered_t2m_array_7 = t2m_array_7[~mask]
+filtered_t2m_array_15 = t2m_array_15[~mask]
+filtered_t2m_array_31 = t2m_array_31[~mask]
+filtered_t2m_array_61 = t2m_array_61[~mask]
+
+#%% EXPORT DATA
+
+# export raw time series
+df = pd.DataFrame({'Date': dates_array, 't2m': t2m_array})
+df = df.set_index('Date')
+df.to_csv('../data/t2m.csv')
+
+
+# export 7-day smoothed time-series
+df = pd.DataFrame({'Date': dates_array[3:], 't2m': t2m_array_7[3:]})
+df = df.set_index('Date')
+df.to_csv('../data/t2m_ma_7day.csv')
+
+df = pd.DataFrame({'Date': dates_array[7:], 't2m': t2m_array_15[7:]})
+df = df.set_index('Date')
+df.to_csv('../data/t2m_ma_15day.csv')
+
+
+# export table of t2m for day_of_year for each year
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+
+df_dict = {'Day_of_year': np.arange(1,366)}
+i = 0
+for yyyy in range(start_year,end_year+1):
+ key = f"{yyyy}"
+ value = t2m_matrix[i,:]
+ df_dict[key] = value
+ i += 1
+
+df = pd.DataFrame(df_dict)
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy.csv')
+
+
+# export table of smoothed t2m for day_of_year for each year
+t2m_matrix = filtered_t2m_array_7.reshape((end_year-start_year+1,365))
+
+df_dict = {'Day_of_year': np.arange(1,366)}
+i = 1
+for yyyy in range(start_year+1,end_year+1):
+ key = f"{yyyy}"
+ value = t2m_matrix[i,:]
+ df_dict[key] = value
+ i += 1
+
+df = pd.DataFrame(df_dict)
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_ma_7day.csv')
+
+
+t2m_matrix = filtered_t2m_array_15.reshape((end_year-start_year+1,365))
+
+df_dict = {'Day_of_year': np.arange(1,366)}
+i = 1
+for yyyy in range(start_year+1,end_year+1):
+ key = f"{yyyy}"
+ value = t2m_matrix[i,:]
+ df_dict[key] = value
+ i += 1
+
+df = pd.DataFrame(df_dict)
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_ma_15day.csv')
+
+
+t2m_matrix = filtered_t2m_array_31.reshape((end_year-start_year+1,365))
+
+df_dict = {'Day_of_year': np.arange(1,366)}
+i = 1
+for yyyy in range(start_year+1,end_year+1):
+ key = f"{yyyy}"
+ value = t2m_matrix[i,:]
+ df_dict[key] = value
+ i += 1
+
+df = pd.DataFrame(df_dict)
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_ma_31day.csv')
+
+
+t2m_matrix = filtered_t2m_array_61.reshape((end_year-start_year+1,365))
+
+df_dict = {'Day_of_year': np.arange(1,366)}
+i = 1
+for yyyy in range(start_year+1,end_year+1):
+ key = f"{yyyy}"
+ value = t2m_matrix[i,:]
+ df_dict[key] = value
+ i += 1
+
+df = pd.DataFrame(df_dict)
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_ma_61day.csv')
+
+# export table of t2m monthly-means for each year
+
+df_dict = {'Year': np.arange(start_year,end_year+1)}
+i = 0
+for mm in range(1,13):
+ key = f"{mm}"
+ t2m_monthly_means = np.zeros((end_year-start_year+1))
+ j = 0
+ for yyyy in range(start_year,end_year+1):
+ t2m_monthly_means[j] = filtered_t2m_array[np.logical_and(filtered_dates.month==mm, filtered_dates.year==yyyy)].mean()
+ j += 1
+ value = t2m_monthly_means
+ df_dict[key] = value
+ i += 1
+
+df = pd.DataFrame(df_dict)
+df = df.set_index('Year')
+df.to_csv('../data/t2m_table_monthly_means.csv')
+
+
+# export table of t2m seasonal-means for each year
+# ddf_dict = {'Year': np.arange(start_year,end_year+1)}
+# i = 0
+# for season in [[12,1,2]]:
+# key = f"{mm}"
+# t2m_monthly_means = np.zeros((end_year-start_year+1))
+# j = 0
+# for yyyy in range(start_year+1,end_year+1):
+# t2m_monthly_means[j] = filtered_t2m_array[np.logical_and(np.logical_or(filtered_dates.month==mm%12,\
+# filtered_dates.month==mm%12,
+# filtered_dates.month==mm%12),\
+# filtered_dates.year==yyyy)].mean()
+# j += 1
+# value = t2m_monthly_means.mean()
+# df_dict[key] = value
+# i += 1
+
+# df = pd.DataFrame(df_dict)
+# df = df.set_index('Year')
+# df.to_csv('../data/t2m_table_seasonal_means.csv')
+
+# define climatological averages for different n-year periods for each of 365 calendar days
+# 1941-1970
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+t2m_clima = t2m_matrix[1941-start_year:1970-start_year+1,:].mean(axis=0)
+df = pd.DataFrame({'Day_of_year': np.arange(1,366),'t2m': t2m_clima})
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_1941_1970.csv')
+
+# 1951-1980
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+t2m_clima = t2m_matrix[1951-start_year:1980-start_year+1,:].mean(axis=0)
+df = pd.DataFrame({'Day_of_year': np.arange(1,366),'t2m': t2m_clima})
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_1951_1980.csv')
+
+# 1961-1990
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+t2m_clima = t2m_matrix[1961-start_year:1990-start_year+1,:].mean(axis=0)
+df = pd.DataFrame({'Day_of_year': np.arange(1,366),'t2m': t2m_clima})
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_1961_1990.csv')
+
+# 1971-2000
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+t2m_clima = t2m_matrix[1971-start_year:2000-start_year+1,:].mean(axis=0)
+df = pd.DataFrame({'Day_of_year': np.arange(1,366),'t2m': t2m_clima})
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_1971_2000.csv')
+
+# 1981-2010
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+t2m_clima = t2m_matrix[1981-start_year:2010-start_year+1,:].mean(axis=0)
+df = pd.DataFrame({'Day_of_year': np.arange(1,366),'t2m': t2m_clima})
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_1981_2010.csv')
+
+# 1991-2020
+t2m_matrix = filtered_t2m_array.reshape((end_year-start_year+1,365))
+t2m_clima = t2m_matrix[1991-start_year:2020-start_year+1,:].mean(axis=0)
+df = pd.DataFrame({'Day_of_year': np.arange(1,366),'t2m': t2m_clima})
+df = df.set_index('Day_of_year')
+df.to_csv('../data/t2m_table_doy_1991_2020.csv')
+
+# annual means
+t2m_annual_means = np.zeros((end_year-start_year))
+i = 0
+for yyyy in range(start_year,end_year):
+ t2m_annual_means[i] = t2m_array[dates_array.year == yyyy].mean()
+ i += 1
+
+df_dict = {'Year': np.arange(start_year,end_year),}
+df = pd.DataFrame({'Year': np.arange(start_year,end_year),'t2m_annual': t2m_annual_means})
+df = df.set_index('Year')
+df.to_csv('../data/t2m_annual_means.csv')
+
+
diff --git a/t2m_daily_mean/scripts/download_data_daily.py b/t2m_daily_mean/scripts/download_data_daily.py
new file mode 100644
index 0000000..bf1f566
--- /dev/null
+++ b/t2m_daily_mean/scripts/download_data_daily.py
@@ -0,0 +1,73 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Mon Mar 13 03:12:49 2023
+
+@author: ziga
+"""
+
+import xarray as xr
+import os
+import numpy as np
+from subprocess import call
+import pandas as pd
+import time
+
+
+def replace_line(file_name, line_num, text):
+ lines = open(file_name, 'r').readlines()
+ lines[line_num] = text
+ out = open(file_name, 'w')
+ out.writelines(lines)
+ out.close()
+
+
+folder_path = '../sources'
+file_list = [f for f in os.listdir(folder_path) if f.endswith('.nc')]
+
+# set initial time to 01-01-1900
+last_archived_day = np.datetime64('1900-01-01T00:00:00.000000000')
+
+for file_path in file_list:
+ ds = xr.open_dataset(os.path.join(folder_path, file_path))
+ last_day_file = ds.time.values[-1]
+ if last_day_file > last_archived_day:
+ last_archived_day = last_day_file
+
+# download all data from (last_archived_day + 1 day) until (today - 7 days)
+start_date = last_archived_day + np.timedelta64(1, 'D')
+end_date = np.datetime64('today') - np.timedelta64(5, 'D') + np.timedelta64(1, 'D')
+
+if start_date < end_date:
+ print("Download data from {0} to {1}".format(start_date.astype('datetime64[D]'),end_date.astype('datetime64[D]')))
+else:
+ print("No data to download.")
+
+
+for curr_date in np.arange(start_date, end_date, np.timedelta64(1, 'D')):
+ print(curr_date)
+
+ year = curr_date.astype('datetime64[Y]').astype(int) + 1970
+ month = curr_date.astype('datetime64[M]').astype(int) % 12 + 1
+ day = (curr_date.astype('datetime64[D]') - curr_date.astype('datetime64[M]') + 1).astype(int)
+
+ print(year, month,day)
+
+ # download daily data from ERA5
+ replace_line("workflow_daily.py", 16, "year = {:03d}\n".format(year))
+ replace_line("workflow_daily.py", 17, "month = {:2d}\n".format(month))
+ replace_line("workflow_daily.py", 18, "day = {:2d}\n".format(day))
+ call("python workflow_daily.py",shell=True)
+ time.sleep(5)
+ if day == 1 and month == 1:
+ call("mv *.nc ../sources/t2m_{0}.nc".format(year),shell=True)
+ else:
+ call("mv *.nc ../temp/t2m_append.nc",shell=True)
+
+ # Open and concatenate the files along the "time" dimension
+ ds = xr.open_mfdataset(["../sources/t2m_{0}.nc".format(year),"../temp/t2m_append.nc"], combine="nested", concat_dim="time")
+
+ # Save the concatenated file
+ ds.to_netcdf("../temp/new.nc".format(year))
+ call("mv ../temp/new.nc ../sources/t2m_{0}.nc".format(year),shell=True)
+ call("rm ../temp/*",shell=True)
diff --git a/t2m_daily_mean/scripts/download_data_historical.py b/t2m_daily_mean/scripts/download_data_historical.py
new file mode 100644
index 0000000..2b5282d
--- /dev/null
+++ b/t2m_daily_mean/scripts/download_data_historical.py
@@ -0,0 +1,21 @@
+import numpy as np
+import os,sys
+from subprocess import call
+import time
+
+def replace_line(file_name, line_num, text):
+ lines = open(file_name, 'r').readlines()
+ lines[line_num] = text
+ out = open(file_name, 'w')
+ out.writelines(lines)
+ out.close()
+
+
+for year in list(range(1940,2023)):
+ print(year)
+ replace_line("workflow.py", 19, " for yr in ['{0}']:\n".format(year))
+ call("python workflow.py",shell=True)
+ time.sleep(5)
+ call("mv *.nc t2m_{0}.nc".format(year),shell=True)
+ call("mv t2m_{0}.nc ../sources/".format(year),shell=True)
+
diff --git a/t2m_daily_mean/scripts/plots.py b/t2m_daily_mean/scripts/plots.py
new file mode 100644
index 0000000..cdb017b
--- /dev/null
+++ b/t2m_daily_mean/scripts/plots.py
@@ -0,0 +1,625 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Thu Mar 16 13:13:29 2023
+
+@author: ziga
+"""
+
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+from datetime import date
+import matplotlib.dates as mdates
+
+today = date.today()
+day_of_year = (today - date(today.year, 1, 1)).days + 1
+
+#%% plot annual mean 2m temperature in Slovenia between 1940 and 2022
+
+t2m_annual_means = pd.read_csv("../data/t2m_annual_means.csv")
+
+# Get today's date and day of year
+today = date.today()
+day_of_year = (today - date(today.year, 1, 1)).days + 1
+
+# Read in annual mean 2m temperature data for Slovenia
+with open("../data/t2m_annual_means.csv", "r") as f:
+ data = pd.read_csv(f)
+
+# Plot the data
+fig, ax = plt.subplots(figsize=(8, 5))
+ax.plot(data["Year"].values, data["t2m_annual"].values - 273.15, "r-")
+ax.set_xlabel("Year")
+ax.set_ylabel("Average annual temperature at 2m (°C)")
+ax.set_title("Annual mean 2m temperature in Slovenia (1940-2022)")
+ax.grid()
+plt.tight_layout()
+
+
+#%% contour plot of daily 2m temperature in Slovenia
+
+t2m_daily = pd.read_csv("../data/t2m_table_doy.csv")
+cols = list(range(1,85)) # columns 1, 3, and 4 (0-indexed)
+data = t2m_daily.iloc[:, cols].values
+
+fig = plt.figure(2,figsize=(10,3.5))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(range(1940,2024),t2m_daily["Day_of_year"].values,data-273.15,np.arange(-10,23,2.,),\
+ cmap=plt.get_cmap("nipy_spectral"),extend='both',interpolation='none')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Dan v letu",fontsize=14)
+ax.grid()
+cbar = fig.colorbar(cnt,pad=0.01)
+cbar.ax.set_ylabel(r'Povprečna dnevna T na 2 m [$^\circ$C]')
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_daily_raw.png",dpi=300)
+
+#%% contour plot of daily 2m temperature in Slovenia
+import numpy.ma as ma
+# Load data from CSV
+t2m_daily = pd.read_csv("../data/t2m_table_doy.csv")
+cols = list(range(1, 85)) # columns 1 to 84 (0-indexed)
+data = t2m_daily.iloc[:, cols].values
+
+# Create a figure and axis
+fig, ax = plt.subplots(figsize=(20,6))
+
+# Define x (years) and y (day of year) values
+years = np.arange(1940, 2024)
+doys= t2m_daily["Day_of_year"].values
+
+# Define the levels for the color contour
+levels = np.arange(-10, 23, 2)
+
+data = data-273.15
+
+
+# Create a pcolormesh plot
+pcm = ax.pcolormesh(years, doys, data, cmap=plt.get_cmap("nipy_spectral"), vmin=-10, vmax=22)
+
+# Set labels and title
+ax.set_xlabel("Leto", fontsize=14)
+ax.set_ylabel("Dan v letu", fontsize=14)
+ax.grid()
+
+# Add a colorbar
+cbar = fig.colorbar(pcm, pad=0.01,extend='both')
+cbar.ax.set_ylabel(r'Povprečna dnevna T na 2 m [$^\circ$C]')
+
+# Save the figure
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_daily_raw_pcolormesh.png")
+
+# Show the plot (optional)
+plt.show()
+
+#%% contour plot of daily 2m temperature in Slovenia - 15-day moving average
+
+t2m_daily = pd.read_csv("../data/t2m_table_doy_ma_7day.csv")
+cols = list(range(1,84)) # columns 1, 3, and 4 (0-indexed)
+data = t2m_daily.iloc[:, cols].values
+
+fig = plt.figure(3,figsize=(20,6))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(range(1941,2024),t2m_daily["Day_of_year"].values,data-273.15,np.arange(-10,23,2.,),cmap=plt.get_cmap("nipy_spectral"),extend='both')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Dan v letu",fontsize=14)
+ax.grid()
+cbar = fig.colorbar(cnt,pad=0.01)
+cbar.ax.set_ylabel(r'Povprečna dnevna T na 2 m [$^\circ$C]')
+fig.tight_layout()
+fig.savefig("../plots/t2m_slovenia_daily_7dayma.png")
+
+
+
+#%% contour plot of daily 2m temperature in Slovenia - 15-day moving average
+
+t2m_daily = pd.read_csv("../data/t2m_table_doy_ma_15day.csv")
+cols = list(range(1,84)) # columns 1, 3, and 4 (0-indexed)
+data = t2m_daily.iloc[:, cols].values
+
+fig = plt.figure(4,figsize=(20,6))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(range(1941,2024),t2m_daily["Day_of_year"].values,data-273.15,np.arange(-10,23,2.,),cmap=plt.get_cmap("nipy_spectral"),extend='both')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Dan v letu",fontsize=14)
+ax.grid()
+cbar = fig.colorbar(cnt,pad=0.01)
+cbar.ax.set_ylabel(r'Povprečna dnevna T na 2 m [$^\circ$C]')
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_daily_15dayma.png")
+
+
+
+#%% contour plot of daily 2m temperature in Slovenia - 31-day moving average
+
+t2m_daily = pd.read_csv("../data/t2m_table_doy_ma_31day.csv")
+cols = list(range(1,84)) # columns 1, 3, and 4 (0-indexed)
+data = t2m_daily.iloc[:, cols].values
+
+fig = plt.figure(4,figsize=(20,6))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(range(1941,2024),t2m_daily["Day_of_year"].values,data-273.15,np.arange(-10,23,2.,),cmap=plt.get_cmap("nipy_spectral"),extend='both')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Dan v letu",fontsize=14)
+ax.grid()
+cbar = fig.colorbar(cnt,pad=0.01)
+cbar.ax.set_ylabel(r'Povprečna dnevna T na 2 m [$^\circ$C]')
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_daily_31dayma.png")
+
+
+
+#%% contour plot of daily 2m temperature in Slovenia - 31-day moving average + change of average day with 10°C daily mean temperature
+
+# add lines which mark average day_of_year with 10°C mean daily T
+def find_day(x,y,value):
+ # Perform linear interpolation
+ for i in range(len(x)-1):
+ # print(i,y[i],value,y[i+1])
+ if y[i] <= value <= y[i+1] or y[i] >= value >= y[i+1]:
+ x_value = x[i] + (value-y[i])*(x[i+1]-x[i])/(y[i+1]-y[i])
+ break
+ return x_value
+
+t2m_daily = pd.read_csv("../data/t2m_table_doy_ma_61day.csv")
+cols = list(range(1,84)) # columns 1, 3, and 4 (0-indexed)
+data = t2m_daily.iloc[:, cols].values
+
+data_half1 = data[:183,:]
+data_half2 = data[183:,:]
+doy1 = np.arange(1,184)
+doy2 = np.arange(184,366)
+
+# Value to interpolate
+value = 281 # K = 10°C
+
+day_value1 = np.zeros(83)
+day_value2 = np.zeros(83)
+
+for k in range(83):
+ day_value1[k] = find_day(doy1,data_half1[:,k],value)
+ day_value2[k] = find_day(doy2,data_half2[:,k],value)
+
+times = np.arange(1941,2024)
+c10_1 = np.polyfit(times, day_value1, 1)
+c10_2 = np.polyfit(times, day_value2, 1)
+
+
+fig = plt.figure(5,figsize=(10,3.5))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(range(1941,2024),t2m_daily["Day_of_year"].values,data-273.15,np.arange(-10,23,2.,),cmap=plt.get_cmap("nipy_spectral"),extend='both')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Dan v letu",fontsize=14)
+ax.grid()
+ax.set_xlim([1940,2023])
+ax.plot(times, times*c10_1[0]+c10_1[1],"k--")
+ax.plot(times, times*c10_2[0]+c10_2[1],"k--")
+cbar = fig.colorbar(cnt,pad=0.01)
+cbar.ax.set_ylabel(r'Povprečna dnevna T na 2 m [$^\circ$C]')
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_daily_61dayma.png",dpi=300)
+
+
+#%% contour plot of monthly-mean 2m temperature in Slovenia
+
+t2m_monthly_means = pd.read_csv("../data/t2m_table_monthly_means.csv")
+cols = list(range(1,13)) # columns 1, 3, and 4 (0-indexed)
+data = t2m_monthly_means.iloc[:, cols].values
+
+fig = plt.figure(6,figsize=(20,6))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(t2m_monthly_means["Year"].values,range(1,13),data.T-273.15,np.arange(-10,23,2.,),cmap=plt.get_cmap("nipy_spectral"),extend='both')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Mesec",fontsize=14)
+ax.grid()
+cbar = fig.colorbar(cnt)
+cbar.ax.set_ylabel(r'Povprečna mesečna T na 2 m [$^\circ$C]')
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_monthly_means.png")
+
+#%%
+# Create a figure and axis
+fig, ax = plt.subplots(figsize=(10,3.2))
+
+# Define x (years) and y (day of year) values
+years = np.arange(1940, 2024)
+cols = list(range(1,13)) # columns 1, 3, and 4 (0-indexed)
+data = (t2m_monthly_means.iloc[:, cols].values[:-1,:]).T
+
+# Define the levels for the color contour
+levels = np.arange(-10, 23, 2)
+
+data = data-273.15
+
+
+# Create a pcolormesh plot
+pcm = ax.pcolormesh(years, cols, data, cmap=plt.get_cmap("nipy_spectral"), vmin=-10, vmax=22)
+
+# Set labels and title
+ax.set_xlabel("Leto", fontsize=12)
+ax.set_ylabel("Mesec", fontsize=12)
+ax.set_title("Povprečna mesečna T na 2 m")
+ax.grid()
+
+# Add a colorbar
+cbar = fig.colorbar(pcm, pad=0.01,extend='both')
+cbar.ax.set_ylabel(r'T [$^\circ$C]')
+
+# Save the figure
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_monthly_raw_pcolormesh.png")
+
+# Show the plot (optional)
+plt.show()
+
+#%%
+# Create a figure and axis
+fig, ax = plt.subplots(figsize=(14,3.2))
+
+# Define x (years) and y (day of year) values
+years = np.arange(1940, 2025)
+cols = list(range(1,13)) # columns 1, 3, and 4 (0-indexed)
+data = (t2m_monthly_means.iloc[:, cols].values[:-1,:])
+data = data - data[21:51,:].mean(axis=0)
+data = data.T
+
+# Create a pcolormesh plot
+pcm = ax.pcolormesh(years, np.arange(0,13), data, cmap=plt.get_cmap("seismic"), vmin=-5, vmax=5)
+
+
+# set ticks
+yticks = np.arange(data.shape[0]) + 0.5
+xticks = np.arange(1940,2024,10) + 0.5
+
+# Set x and y ticks
+plt.yticks(yticks, np.arange(1,13))
+plt.xticks(xticks, np.arange(1940,2024,10))
+
+# Set labels and title
+ax.set_xlabel("Leto", fontsize=12)
+ax.set_ylabel("Mesec", fontsize=12)
+ax.set_title("Odstopanje povprečne mesečne T na 2 m od povprečja 1961-1990 (Slovenija, ECMWF ERA5)")
+# ax.grid()
+
+# Add a colorbar
+cbar = fig.colorbar(pcm, pad=0.01,extend='both')
+cbar.ax.set_ylabel(r'$\Delta$T [$^\circ$C]')
+
+# Save the figure
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_monthly_anomaly_raw_pcolormesh.png")
+
+# Show the plot (optional)
+plt.show()
+
+
+
+#%%
+stevilo_let = t2m_monthly_means.shape[0]-2
+
+for m in range(1,13):
+ mesto = (np.where((np.argsort(t2m_monthly_means.values[:-1,:],axis=0)==stevilo_let)[:,m][::-1]==True))[0][0]+1
+ print("{0}. mesec je bil {1}. najtoplješi.".format(m,mesto))
+
+
+#%% contour plot of monthly-mean 2m temperature deviations from 1981-2010 climate mean
+
+# compute deviations from 1981-2010
+
+years = t2m_monthly_means["Year"].values
+ind1 = np.argwhere(years==1981)[0,0]
+ind2 = np.argwhere(years==2010)[0,0]
+
+t2m_mean = data[ind1:ind2+1,:].mean(axis=0)
+
+fig = plt.figure(7,figsize=(20,6))
+ax = fig.add_subplot(111)
+cnt=ax.contourf(t2m_monthly_means["Year"].values,range(1,13),data.T-t2m_mean.reshape((-1, 1)),np.arange(-7,7.1,1.,),cmap=plt.get_cmap("seismic"),extend='both')
+ax.set_xlabel("Leto",fontsize=14)
+ax.set_ylabel(r"Mesec",fontsize=14)
+
+#indicate reference period
+# ax.contourf(t2m_monthly_means["Year"].values,range(1,13), z, n_levels, colors='none',
+# hatches=['\\\\'],
+# extend='lower')
+
+ax.grid()
+cbar = fig.colorbar(cnt)
+cbar.ax.set_ylabel(r'Odstopanje povprečne mesečne T na 2 m [$^\circ$C]')
+plt.tight_layout()
+fig.savefig("../plots/t2m_slovenia_monthly_means_deviations.png")
+
+
+#%% plot of temperatures for the last 12 months - comparison to 1981-2010 mean and percentiles
+
+isLeap = lambda x: x % 4 == 0 and (x % 100 != 0 or x % 400 == 0)
+
+t2m_daily = pd.read_csv('../data/t2m.csv')
+t2m_daily["Date"] = pd.to_datetime(t2m_daily['Date'])
+
+t2m_daily_7dayma = pd.read_csv('../data/t2m_ma_7day.csv')
+t2m_daily_7dayma["Date"] = pd.to_datetime(t2m_daily_7dayma['Date'])
+
+ndays = t2m_daily.shape[0]
+last_year = t2m_daily["Date"].dt.year[ndays-1]
+
+ind1 = ndays-2*365+day_of_year
+ind2 = ndays-365+day_of_year
+
+
+t2m_daily_filtered = pd.read_csv('../data/t2m_table_doy_ma_7day.csv')
+year1 = 1961
+year2 = 1990
+col1 = np.argwhere(t2m_daily_filtered.columns==str(year1))[0,0]
+col2 = np.argwhere(t2m_daily_filtered.columns==str(year2))[0,0]
+cols = list(range(col1,col2+1)) # columns 1, 3, and 4 (0-indexed)
+t2m_mean = (t2m_daily_filtered.iloc[:, cols].values).mean(axis=1)
+t2m_mean_shifted = np.concatenate((t2m_mean[day_of_year:],t2m_mean[:day_of_year]))
+
+fig = plt.figure(8,figsize=(14,6))
+ax = fig.add_subplot(111)
+ax.plot(t2m_daily["Date"][ind1:ind2],t2m_daily["t2m"][ind1:ind2]-273.,"k-",label="$T$")
+# ax.plot(t2m_daily_7dayma["Date"][ndays-365:ndays],t2m_daily_7dayma["t2m"][ndays-365:ndays],"k-",label="$T_7$")
+ax.plot(t2m_daily["Date"][ind1:ind2],t2m_mean_shifted-273.,"r-",label="$\overline{T}$ (1961-1990)")
+
+ax.fill_between(t2m_daily["Date"][ind1:ind2], t2m_mean_shifted-273., t2m_daily["t2m"][ind1:ind2]-273., t2m_mean_shifted-273.>t2m_daily["t2m"][ind1:ind2]-273.,
+ color='blue', alpha=.4)
+ax.fill_between(t2m_daily["Date"][ind1:ind2], t2m_mean_shifted-273., t2m_daily["t2m"][ind1:ind2]-273., t2m_mean_shifted-273.