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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRi.png b/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRi.png
index 23807cd..9819a64 100644
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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRp.png b/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRp.png
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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRp3.png b/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRp3.png
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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRp6.png b/plots/NGC1068_x274020/NGC1068_FOC_combine_FWHM020_SNRp6.png
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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_crop_region.png b/plots/NGC1068_x274020/NGC1068_FOC_crop_region.png
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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_errors_POL0_background_location.png b/plots/NGC1068_x274020/NGC1068_FOC_errors_POL0_background_location.png
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diff --git a/plots/NGC1068_x274020/NGC1068_FOC_errors_background_flux.png b/plots/NGC1068_x274020/NGC1068_FOC_errors_background_flux.png
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diff --git a/plots/NGC1068_x274020/NGC1068_K_comparison.png b/plots/NGC1068_x274020/NGC1068_K_comparison.png
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diff --git a/plots/NGC1068_x274020/NGC1068_polang.png b/plots/NGC1068_x274020/NGC1068_polang.png
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diff --git a/plots/NGC1068_x274020/NGC1068_poldeg.png b/plots/NGC1068_x274020/NGC1068_poldeg.png
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index 0000000..f512a4f
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diff --git a/plots/NGC1068_x274020/NGC1068_polflux.png b/plots/NGC1068_x274020/NGC1068_polflux.png
new file mode 100644
index 0000000..a53f6e4
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diff --git a/plots/NGC1068_x274020/NGC1068_totalflux.png b/plots/NGC1068_x274020/NGC1068_totalflux.png
new file mode 100644
index 0000000..5c18a59
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diff --git a/src/FOC_reduction.py b/src/FOC_reduction.py
index ecd43f3..3a93a84 100755
--- a/src/FOC_reduction.py
+++ b/src/FOC_reduction.py
@@ -18,12 +18,12 @@ from astropy.wcs import WCS
 
 ##### User inputs
 ## Input and output locations
-#globals()['data_folder'] = "../data/NGC1068_x274020/"
-#globals()['infiles'] = ['x274020at_c0f.fits','x274020bt_c0f.fits','x274020ct_c0f.fits',
-#   'x274020dt_c0f.fits','x274020et_c0f.fits','x274020ft_c0f.fits',
-#   'x274020gt_c0f.fits','x274020ht_c0f.fits','x274020it_c0f.fits']
-##psf_file = 'NGC1068_f253m00.fits'
-#globals()['plots_folder'] = "../plots/NGC1068_x274020/"
+globals()['data_folder'] = "../data/NGC1068_x274020/"
+globals()['infiles'] = ['x274020at_c0f.fits','x274020bt_c0f.fits','x274020ct_c0f.fits',
+   'x274020dt_c0f.fits','x274020et_c0f.fits','x274020ft_c0f.fits',
+   'x274020gt_c0f.fits','x274020ht_c0f.fits','x274020it_c0f.fits']
+#psf_file = 'NGC1068_f253m00.fits'
+globals()['plots_folder'] = "../plots/NGC1068_x274020/"
 
 #globals()['data_folder'] = "../data/IC5063_x3nl030/"
 #globals()['infiles'] = ['x3nl0301r_c0f.fits','x3nl0302r_c0f.fits','x3nl0303r_c0f.fits']
@@ -35,14 +35,14 @@ from astropy.wcs import WCS
 #   'x14w0104t_c0f.fits','x14w0105p_c0f.fits','x14w0106t_c0f.fits']
 #globals()['plots_folder'] = "../plots/NGC1068_x14w010/"
 
-globals()['data_folder'] = "../data/3C405_x136060/"
-globals()['infiles'] = ['x1360601t_c0f.fits','x1360602t_c0f.fits','x1360603t_c0f.fits']
-globals()['plots_folder'] = "../plots/3C405_x136060/"
+#globals()['data_folder'] = "../data/3C405_x136060/"
+#globals()['infiles'] = ['x1360601t_c0f.fits','x1360602t_c0f.fits','x1360603t_c0f.fits']
+#globals()['plots_folder'] = "../plots/3C405_x136060/"
 
 #globals()['data_folder'] = "../data/CygnusA_x43w0/"
-#globals()['infiles'] = ['x43w0101r_c0f.fits', 'x43w0102r_c0f.fits', 'x43w0103r_c0f.fits',
-#   'x43w0104r_c0f.fits', 'x43w0105r_c0f.fits', 'x43w0106r_c0f.fits',
-#   'x43w0107r_c0f.fits', 'x43w0108r_c0f.fits', 'x43w0109r_c0f.fits']
+##globals()['infiles'] = ['x43w0101r_c0f.fits', 'x43w0102r_c0f.fits', 'x43w0103r_c0f.fits',
+##   'x43w0104r_c0f.fits', 'x43w0105r_c0f.fits', 'x43w0106r_c0f.fits',
+##   'x43w0107r_c0f.fits', 'x43w0108r_c0f.fits', 'x43w0109r_c0f.fits']
 #globals()['infiles'] = ['x43w0201r_c0f.fits', 'x43w0202r_c0f.fits', 'x43w0203r_c0f.fits',
 #   'x43w0204r_c0f.fits', 'x43w0205r_c0f.fits', 'x43w0206r_c0f.fits']
 #globals()['plots_folder'] = "../plots/CygnusA_x43w0/"
@@ -72,7 +72,7 @@ globals()['plots_folder'] = "../plots/3C405_x136060/"
 #globals()['plots_folder'] = "../plots/MKN3_x3nl010/"
 
 #globals()['data_folder'] = "../data/MKN3_x3md010/"
-#globals()['infiles'] = ['x3md0101r_c0f.fits', 'x3md0102r_c0f.fits', 'x3md0103r_c0f.fits']
+##globals()['infiles'] = ['x3md0101r_c0f.fits', 'x3md0102r_c0f.fits', 'x3md0103r_c0f.fits']
 #globals()['infiles'] = ['x3md0104r_c0f.fits', 'x3md0105r_c0f.fits', 'x3md0106r_c0f.fits']
 #globals()['plots_folder'] = "../plots/MKN3_x3md010/"
 
@@ -128,7 +128,7 @@ def main():
     # Data binning
     rebin = True
     if rebin:
-        pxsize = 0.10
+        pxsize = 0.05
         px_scale = 'arcsec'         #pixel, arcsec or full
         rebin_operation = 'sum'     #sum or average
     # Alignement
@@ -136,7 +136,7 @@ def main():
     display_data = False
     # Smoothing
     smoothing_function = 'combine'  #gaussian_after, weighted_gaussian_after, gaussian, weighted_gaussian or combine
-    smoothing_FWHM = 0.20           #If None, no smoothing is done
+    smoothing_FWHM = 0.10           #If None, no smoothing is done
     smoothing_scale = 'arcsec'      #pixel or arcsec
     # Rotation
     rotate_stokes = True            #rotation to North convention can give erroneous results
@@ -145,8 +145,8 @@ def main():
     crop = False                    #Crop to desired ROI
     final_display = True
     # Polarization map output
-    figname = '3C405_FOC'         #target/intrument name
-    figtype = '_combine_FWHM020'    #additionnal informations
+    figname = 'NGC1068_FOC'         #target/intrument name
+    figtype = '_combine_FWHM010'    #additionnal informations
     SNRp_cut = 5.    #P measurments with SNR>3
     SNRi_cut = 50.   #I measurments with SNR>30, which implies an uncertainty in P of 4.7%.
     step_vec = 1    #plot all vectors in the array. if step_vec = 2, then every other vector will be plotted
@@ -227,6 +227,7 @@ def main():
         proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_I", plots_folder=plots_folder, display='Intensity')
         proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_P_flux", plots_folder=plots_folder, display='Pol_Flux')
         proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_P", plots_folder=plots_folder, display='Pol_deg')
+        proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_PA", plots_folder=plots_folder, display='Pol_ang')
         proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_I_err", plots_folder=plots_folder, display='I_err')
         proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_P_err", plots_folder=plots_folder, display='Pol_deg_err')
         proj_plots.polarization_map(deepcopy(Stokes_test), data_mask, SNRp_cut=SNRp_cut, SNRi_cut=SNRi_cut, step_vec=step_vec, savename=figname+figtype+"_SNRi", plots_folder=plots_folder, display='SNRi')
diff --git a/src/comparison_Kishimoto.py b/src/comparison_Kishimoto.py
index ac1b8e7..1b88d45 100755
--- a/src/comparison_Kishimoto.py
+++ b/src/comparison_Kishimoto.py
@@ -5,6 +5,7 @@ from matplotlib.colors import LogNorm
 from os.path import join as path_join
 from os import walk as path_walk
 from astropy.io import fits
+from astropy.wcs import WCS
 from re import compile as regcompile, IGNORECASE
 from scipy.ndimage import shift
 import numpy as np
@@ -26,6 +27,8 @@ for d,i in zip(['I','Q','U','P','PA','sI','sQ','sU','sP','sPA'],[0,1,2,5,8,(3,0,
             data_S[d] = f[i].data
     if i==0:
         header = f[i].header
+wcs = WCS(header)
+convert_flux = header['photflam']
 
 #zeropad data to get same size of array
 shape = data_S['I'].shape
@@ -55,13 +58,30 @@ for d in [data_S, data_K]:
     d['X'], d['Y'] = np.meshgrid(np.arange(d['I'].shape[1]), np.arange(d['I'].shape[0]))
     d['xy_U'], d['xy_V'] = np.where(d['mask'],d['P']*np.cos(np.pi/2.+d['PA']*np.pi/180.), np.nan), np.where(d['mask'],d['P']*np.sin(np.pi/2.+d['PA']*np.pi/180.), np.nan)
 
-#display both polarization maps to check consistency
-fig, ax = plt.subplots()
-im0 = ax.imshow(data_S['I'],norm=LogNorm(data_S['I'][data_S['I']>0].min(),data_S['I'][data_S['I']>0].max()),origin='lower',cmap='gray',label=r"$I_{STOKES}$ through my pipeline")
-quiv0 = ax.quiver(data_S['X'],data_S['Y'],data_S['xy_U'],data_S['xy_V'],units='xy',angles='uv',scale=0.5,scale_units='xy',pivot='mid',headwidth=0.,headlength=0.,headaxislength=0.,width=0.1,color='b',alpha=0.75, label="PA through my pipeline")
+#display both polarization maps to check consistencfig = plt.figure()
+plt.rcParams.update({'font.size': 20})
+fig = plt.figure()
+ax = fig.add_subplot(111, projection=wcs)
+fig.subplots_adjust(right=0.85)
+cbar_ax = fig.add_axes([0.88, 0.12, 0.01, 0.75])
+
+im0 = ax.imshow(data_S['I']*convert_flux,norm=LogNorm(data_S['I'][data_S['I']>0].min()*convert_flux,data_S['I'][data_S['I']>0].max()*convert_flux),origin='lower',cmap='gray',label=r"$I_{STOKES}$ through this pipeline")
+quiv0 = ax.quiver(data_S['X'],data_S['Y'],data_S['xy_U'],data_S['xy_V'],units='xy',angles='uv',scale=0.5,scale_units='xy',pivot='mid',headwidth=0.,headlength=0.,headaxislength=0.,width=0.1,color='b',alpha=0.75, label="PA through this pipeline")
 quiv1 = ax.quiver(data_K['X'],data_K['Y'],data_K['xy_U'],data_K['xy_V'],units='xy',angles='uv',scale=0.5,scale_units='xy',pivot='mid',headwidth=0.,headlength=0.,headaxislength=0.,width=0.1,color='r',alpha=0.75, label="PA through Kishimoto's pipeline")
+
 ax.set_title(r"$SNR_P \geq 5 \; & \; SNR_I \geq 30$")
-fig.legend()
+#ax.coords.grid(True, color='white', ls='dotted', alpha=0.5)
+ax.coords[0].set_axislabel('Right Ascension (J2000)')
+ax.coords[0].set_axislabel_position('b')
+ax.coords[0].set_ticklabel_position('b')
+ax.coords[1].set_axislabel('Declination (J2000)')
+ax.coords[1].set_axislabel_position('l')
+ax.coords[1].set_ticklabel_position('l')
+#ax.axis('equal')
+
+cbar = plt.colorbar(im0, cax=cbar_ax, label=r"$F_{\lambda}$ [$ergs \cdot cm^{-2} \cdot s^{-1} \cdot \AA^{-1}$]")
+plt.rcParams.update({'font.size': 15})
+ax.legend(loc='upper right')
 
 #compute integrated polarization parameters on a specific cut
 for d in [data_S, data_K]:
@@ -76,11 +96,11 @@ for d in [data_S, data_K]:
     d['sP_dil'] = np.sqrt((d['Q_dil']**2*d['sQ_dil']**2+d['U_dil']**2*d['sU_dil']**2)/(d['Q_dil']**2+d['U_dil']**2)+((d['Q_dil']/d['I_dil'])**2+(d['U_dil']/d['I_dil'])**2)*d['sI_dil']**2)/d['I_dil']
     d['PA_dil'] = princ_angle((90./np.pi)*np.arctan2(d['U_dil'],d['Q_dil']))
     d['sPA_dil'] = princ_angle((90./(np.pi*(d['Q_dil']**2+d['U_dil']**2)))*np.sqrt(d['Q_dil']**2*d['sU_dil']**2+d['U_dil']**2*d['sU_dil']**2))
-print('From my pipeline :\n', "P = {0:.2f} ± {1:.2f} %\n".format(data_S['P_dil']*100.,data_S['sP_dil']*100.), "PA = {0:.2f} ± {1:.2f} °".format(data_S['PA_dil'],data_S['sPA_dil']))
+print('From this pipeline :\n', "P = {0:.2f} ± {1:.2f} %\n".format(data_S['P_dil']*100.,data_S['sP_dil']*100.), "PA = {0:.2f} ± {1:.2f} °".format(data_S['PA_dil'],data_S['sPA_dil']))
 print("From Kishimoto's pipeline :\n", "P = {0:.2f} ± {1:.2f} %\n".format(data_K['P_dil']*100.,data_K['sP_dil']*100.), "PA = {0:.2f} ± {1:.2f} °".format(data_K['PA_dil'],data_K['sPA_dil']))
 
 #compare different types of error
-print("My pipeline : average sI/I={0:.2f} ; sQ/Q={1:.2f} ; sU/U={2:.2f} ; sP/P={3:.2f}".format(np.mean(data_S['sI'][data_S['mask']]/data_S['I'][data_S['mask']]),np.mean(data_S['sQ'][data_S['mask']]/data_S['Q'][data_S['mask']]),np.mean(data_S['sU'][data_S['mask']]/data_S['U'][data_S['mask']]),np.mean(data_S['sP'][data_S['mask']]/data_S['P'][data_S['mask']])))
+print("This pipeline : average sI/I={0:.2f} ; sQ/Q={1:.2f} ; sU/U={2:.2f} ; sP/P={3:.2f}".format(np.mean(data_S['sI'][data_S['mask']]/data_S['I'][data_S['mask']]),np.mean(data_S['sQ'][data_S['mask']]/data_S['Q'][data_S['mask']]),np.mean(data_S['sU'][data_S['mask']]/data_S['U'][data_S['mask']]),np.mean(data_S['sP'][data_S['mask']]/data_S['P'][data_S['mask']])))
 print("Kishimoto's pipeline : average sI/I={0:.2f} ; sQ/Q={1:.2f} ; sU/U={2:.2f} ; sP/P={3:.2f}".format(np.mean(data_K['sI'][data_S['mask']]/data_K['I'][data_S['mask']]),np.mean(data_K['sQ'][data_S['mask']]/data_K['Q'][data_S['mask']]),np.mean(data_K['sU'][data_S['mask']]/data_K['U'][data_S['mask']]),np.mean(data_K['sP'][data_S['mask']]/data_K['P'][data_S['mask']])))
 for d,i in zip(['I','Q','U','P','PA','sI','sQ','sU','sP','sPA'],[0,1,2,5,8,(3,0,0),(3,1,1),(3,2,2),6,9]):
     data_K[d] = np.loadtxt(path_join(root_dir_K,d+'.txt'))
diff --git a/src/lib/plots.py b/src/lib/plots.py
index 17b9a6b..0361375 100755
--- a/src/lib/plots.py
+++ b/src/lib/plots.py
@@ -53,11 +53,18 @@ def princ_angle(ang):
     """
     Return the principal angle in the 0° to 360° quadrant.
     """
-    while ang <= 0.:
-        ang += 360.
-    while ang > 360.:
-        ang -= 360.
-    return ang
+    if type(ang) != np.ndarray:
+        A = np.array([ang])
+    else:
+        A = np.array(ang)
+    while np.any(A < 0.):
+        A[A<0.] = A[A<0.]+360.
+    while np.any(A >= 360.):
+        A[A>=360.] = A[A>=360.]-360.
+    if type(ang) == type(A):
+        return A
+    else:
+        return A[0]
 
 
 def sci_not(v,err,rnd=1):
@@ -123,7 +130,8 @@ def plot_obs(data_array, headers, shape=None, vmin=0., vmax=6., rectangle=None,
         exptime = headers[i]['exptime']
         filt = headers[i]['filtnam1']
         #plots
-        im = ax.imshow(data, vmin=vmin, vmax=vmax, origin='lower', cmap='gray')
+        #im = ax.imshow(data, vmin=vmin, vmax=vmax, origin='lower', cmap='gray')
+        im = ax.imshow(data, norm=LogNorm(data[data>0.].min()/10.,data.max()), origin='lower', cmap='gray')
         if not(rectangle is None):
             x, y, width, height, angle, color = rectangle[i]
             ax.add_patch(Rectangle((x, y), width, height, angle=angle,
@@ -272,11 +280,13 @@ def polarization_map(Stokes, data_mask=None, rectangle=None, SNRp_cut=3., SNRi_c
     SNRp = pol.data/pol_err.data
     SNRp[np.isnan(SNRp)] = 0.
     pol.data[SNRp < SNRp_cut] = np.nan
+    pang.data[SNRp < SNRp_cut] = np.nan
 
     maskI = stk_cov.data[0,0] > 0
     SNRi = np.zeros(stkI.data.shape)
     SNRi[maskI] = stkI.data[maskI]/np.sqrt(stk_cov.data[0,0][maskI])
     pol.data[SNRi < SNRi_cut] = np.nan
+    pang.data[SNRi < SNRi_cut] = np.nan
 
     mask = (SNRp > SNRp_cut) * (SNRi > SNRi_cut)
 
@@ -323,6 +333,12 @@ def polarization_map(Stokes, data_mask=None, rectangle=None, SNRp_cut=3., SNRi_c
         vmin, vmax = 0., 100.
         im = ax.imshow(pol.data*100., vmin=vmin, vmax=vmax, aspect='equal', cmap='inferno', alpha=1.)
         cbar = plt.colorbar(im, cax=cbar_ax, label=r"$P$ [%]")
+    elif display.lower() in ['pa','pang','pol_ang']:
+        # Display polarization degree map
+        display='pa'
+        vmin, vmax = 0., 360.
+        im = ax.imshow(pang.data, vmin=vmin, vmax=vmax, aspect='equal', cmap='inferno', alpha=1.)
+        cbar = plt.colorbar(im, cax=cbar_ax, label=r"$\theta_P$ [°]")
     elif display.lower() in ['s_p','pol_err','pol_deg_err']:
         # Display polarization degree error map
         display='s_p'
@@ -379,7 +395,7 @@ def polarization_map(Stokes, data_mask=None, rectangle=None, SNRp_cut=3., SNRi_c
     px_sc = AnchoredSizeBar(ax.transData, 1./px_size, '1 arcsec', 3, pad=0.5, sep=5, borderpad=0.5, frameon=False, size_vertical=0.005, color='w')
     north_dir = AnchoredDirectionArrows(ax.transAxes, "E", "N", length=-0.08, fontsize=0.025, loc=1, aspect_ratio=-1, sep_y=0.01, sep_x=0.01, back_length=0., head_length=10., head_width=10., angle=-Stokes[0].header['orientat'], color='white', text_props={'ec': None, 'fc': 'w', 'alpha': 1, 'lw': 0.4}, arrow_props={'ec': None,'fc':'w','alpha': 1,'lw': 1})
 
-    if display.lower() in ['i','s_i','snri','pf','p','s_p','snrp']:
+    if display.lower() in ['i','s_i','snri','pf','p','pa','s_p','snrp']:
         if step_vec == 0:
             pol.data[np.isfinite(pol.data)] = 1./2.
             step_vec = 1
@@ -1326,7 +1342,7 @@ class pol_map(object):
         self.fig.subplots_adjust(hspace=0, wspace=0, right=0.88)
         self.ax = self.fig.add_subplot(111,projection=self.wcs)
         self.ax_cosmetics()
-        self.cbar_ax = self.fig.add_axes([0.925, 0.12, 0.01, 0.75])
+        self.cbar_ax = self.fig.add_axes([0.925, 0.13, 0.01, 0.74])
 
         #Display selected data (Default to total flux)
         self.display()
@@ -1592,14 +1608,16 @@ class pol_map(object):
         text_dump.on_submit(submit_dump)
 
         #Set axes for display buttons
-        ax_tf = self.fig.add_axes([0.925, 0.085, 0.05, 0.02])
-        ax_pf = self.fig.add_axes([0.925, 0.065, 0.05, 0.02])
-        ax_p = self.fig.add_axes([0.925, 0.045, 0.05, 0.02])
+        ax_tf = self.fig.add_axes([0.925, 0.105, 0.05, 0.02])
+        ax_pf = self.fig.add_axes([0.925, 0.085, 0.05, 0.02])
+        ax_p = self.fig.add_axes([0.925, 0.065, 0.05, 0.02])
+        ax_pa = self.fig.add_axes([0.925, 0.045, 0.05, 0.02])
         ax_snri = self.fig.add_axes([0.925, 0.025, 0.05, 0.02])
         ax_snrp = self.fig.add_axes([0.925, 0.005, 0.05, 0.02])
         b_tf = Button(ax_tf,r"$F_{\lambda}$")
         b_pf = Button(ax_pf,r"$F_{\lambda} \cdot P$")
         b_p = Button(ax_p,r"$P$")
+        b_pa = Button(ax_pa,r"$\theta_{P}$")
         b_snri = Button(ax_snri,r"$I / \sigma_{I}$")
         b_snrp = Button(ax_snrp,r"$P / \sigma_{P}$")
 
@@ -1621,6 +1639,12 @@ class pol_map(object):
             self.pol_int()
         b_p.on_clicked(d_p)
 
+        def d_pa(event):
+            self.display_selection = 'pol_ang'
+            self.display()
+            self.pol_int()
+        b_pa.on_clicked(d_pa)
+
         def d_snri(event):
             self.display_selection = 'snri'
             self.display()
@@ -1708,7 +1732,6 @@ class pol_map(object):
         norm = None
         if self.display_selection is None:
             self.display_selection = "total_flux"
-
         if self.display_selection.lower() in ['total_flux']:
             self.data = self.I*self.convert_flux
             vmin, vmax = np.min(self.data[self.cut])/10., np.max(self.data[self.data > 0.])
@@ -1722,6 +1745,10 @@ class pol_map(object):
             self.data = self.P*100.
             vmin, vmax = 0., np.max(self.data[self.data > 0.])
             label = r"$P$ [%]"
+        elif self.display_selection.lower() in ['pol_ang']:
+            self.data = self.PA
+            vmin, vmax = 0, 360.
+            label = r"$\theta_{P}$ [°]"
         elif self.display_selection.lower() in ['snri']:
             s_I = np.sqrt(self.IQU_cov[0,0])
             SNRi = np.zeros(self.I.shape)
@@ -1834,8 +1861,8 @@ class pol_map(object):
             P_reg = np.sqrt(Q_reg**2+U_reg**2)/I_reg
             P_reg_err = np.sqrt((Q_reg**2*Q_reg_err**2 + U_reg**2*U_reg_err**2 + 2.*Q_reg*U_reg*QU_reg_err)/(Q_reg**2 + U_reg**2) + ((Q_reg/I_reg)**2 + (U_reg/I_reg)**2)*I_reg_err**2 - 2.*(Q_reg/I_reg)*IQ_reg_err - 2.*(U_reg/I_reg)*IU_reg_err)/I_reg
 
-            PA_reg = princ_angle(np.degrees((1./2.)*np.arctan2(U_reg,Q_reg)))
-            PA_reg_err = princ_angle(np.degrees((1./(2.*(Q_reg**2+U_reg**2)))*np.sqrt(U_reg**2*Q_reg_err**2 + Q_reg**2*U_reg_err**2 - 2.*Q_reg*U_reg*QU_reg_err)))
+            PA_reg = princ_angle((90./np.pi)*np.arctan2(U_reg,Q_reg))
+            PA_reg_err = (90./(np.pi*(Q_reg**2+U_reg**2)))*np.sqrt(U_reg**2*Q_reg_err**2 + Q_reg**2*U_reg_err**2 - 2.*Q_reg*U_reg*QU_reg_err)
 
             new_cut = np.logical_and(self.region, self.cut)
             I_cut = self.I[new_cut].sum()
@@ -1851,8 +1878,8 @@ class pol_map(object):
             P_cut = np.sqrt(Q_cut**2+U_cut**2)/I_cut
             P_cut_err = np.sqrt((Q_cut**2*Q_cut_err**2 + U_cut**2*U_cut_err**2 + 2.*Q_cut*U_cut*QU_cut_err)/(Q_cut**2 + U_cut**2) + ((Q_cut/I_cut)**2 + (U_cut/I_cut)**2)*I_cut_err**2 - 2.*(Q_cut/I_cut)*IQ_cut_err - 2.*(U_cut/I_cut)*IU_cut_err)/I_cut
 
-            PA_cut = princ_angle(np.degrees((1./2.)*np.arctan2(U_cut,Q_cut)))
-            PA_cut_err = princ_angle(np.degrees((1./(2.*(Q_cut**2+U_cut**2)))*np.sqrt(U_cut**2*Q_cut_err**2 + Q_cut**2*U_cut_err**2 - 2.*Q_cut*U_cut*QU_cut_err)))
+            PA_cut = princ_angle((90./np.pi)*np.arctan2(U_cut,Q_cut))
+            PA_cut_err = (90./(np.pi*(Q_cut**2+U_cut**2)))*np.sqrt(U_cut**2*Q_cut_err**2 + Q_cut**2*U_cut_err**2 - 2.*Q_cut*U_cut*QU_cut_err)
 
         if hasattr(self, 'cont'):
             for coll in self.cont.collections:
diff --git a/src/lib/reduction.py b/src/lib/reduction.py
index 7fa18ce..9a3a1b5 100755
--- a/src/lib/reduction.py
+++ b/src/lib/reduction.py
@@ -44,6 +44,7 @@ import numpy as np
 import matplotlib.pyplot as plt
 import matplotlib.dates as mdates
 from matplotlib.patches import Rectangle
+from matplotlib.colors import LogNorm
 from datetime import datetime
 from scipy.ndimage import rotate as sc_rotate, shift as sc_shift
 from scipy.signal import convolve2d
@@ -71,13 +72,20 @@ globals()['sigma_theta'] = np.array([3.*np.pi/180., 3.*np.pi/180., 3.*np.pi/180.
 
 def princ_angle(ang):
     """
-    Return the principal angle in the 0-180° quadrant.
+    Return the principal angle in the 0° to 360° quadrant.
     """
-    while ang < 0.:
-        ang += 180.
-    while ang > 180.:
-        ang -= 180.
-    return ang
+    if type(ang) != np.ndarray:
+        A = np.array([ang])
+    else:
+        A = np.array(ang)
+    while np.any(A < 0.):
+        A[A<0.] =  A[A<0.]+360.
+    while np.any(A >= 360.):
+        A[A>=360.] = A[A>=360.]-360.
+    if type(ang) == type(A):
+        return A
+    else:
+        return A[0]
 
 
 def get_row_compressor(old_dimension, new_dimension, operation='sum'):
@@ -267,16 +275,32 @@ def crop_array(data_array, headers, error_array=None, data_mask=None, step=5,
 
     new_shape = np.array([v_array[1]-v_array[0],v_array[3]-v_array[2]])
     rectangle = [v_array[2], v_array[0], new_shape[1], new_shape[0], 0., 'b']
+    crop_headers = deepcopy(headers)
+    crop_array = np.zeros((data_array.shape[0],new_shape[0],new_shape[1]))
+    crop_error_array = np.zeros((data_array.shape[0],new_shape[0],new_shape[1]))
+    for i,image in enumerate(data_array):
+        #Put the image data in the cropped array
+        crop_array[i] = image[v_array[0]:v_array[1],v_array[2]:v_array[3]]
+        crop_error_array[i] = error_array[i][v_array[0]:v_array[1],v_array[2]:v_array[3]]
+        #Update CRPIX value in the associated header
+        curr_wcs = deepcopy(WCS(crop_headers[i]))
+        curr_wcs.wcs.crpix = curr_wcs.wcs.crpix - np.array([v_array[2], v_array[0]])
+        crop_headers[i].update(curr_wcs.to_header())
+        crop_headers[i]['naxis1'], crop_headers[i]['naxis2'] = crop_array[i].shape
+
     if display:
         plt.rcParams.update({'font.size': 20})
         fig, ax = plt.subplots(figsize=(10,10))
-        data = data_array[0]
+        data = deepcopy(data_array[0])
+        data[data <= data[data>0.].min()] = data[data > 0.].min()
+        crop = crop_array[0]
         instr = headers[0]['instrume']
         rootname = headers[0]['rootname']
         exptime = headers[0]['exptime']
         filt = headers[0]['filtnam1']
         #plots
-        im = ax.imshow(data, vmin=data.min(), vmax=data.max(), origin='lower', cmap='gray')
+        #im = ax.imshow(data, vmin=data.min(), vmax=data.max(), origin='lower', cmap='gray')
+        im = ax.imshow(data, norm=LogNorm(crop[crop>0.].mean()/5.,crop.max()), origin='lower', cmap='gray')
         x, y, width, height, angle, color = rectangle
         ax.add_patch(Rectangle((x, y),width,height,edgecolor=color,fill=False))
         #position of centroid
@@ -307,18 +331,6 @@ def crop_array(data_array, headers, error_array=None, data_mask=None, step=5,
                     savename=savename+'_crop_region',plots_folder=plots_folder)
         plt.show()
 
-    crop_headers = deepcopy(headers)
-    crop_array = np.zeros((data_array.shape[0],new_shape[0],new_shape[1]))
-    crop_error_array = np.zeros((data_array.shape[0],new_shape[0],new_shape[1]))
-    for i,image in enumerate(data_array):
-        #Put the image data in the cropped array
-        crop_array[i] = image[v_array[0]:v_array[1],v_array[2]:v_array[3]]
-        crop_error_array[i] = error_array[i][v_array[0]:v_array[1],v_array[2]:v_array[3]]
-        #Update CRPIX value in the associated header
-        curr_wcs = deepcopy(WCS(crop_headers[i]))
-        curr_wcs.wcs.crpix = curr_wcs.wcs.crpix - np.array([v_array[2], v_array[0]])
-        crop_headers[i].update(curr_wcs.to_header())
-        crop_headers[i]['naxis1'], crop_headers[i]['naxis2'] = crop_array[i].shape
     if not data_mask is None:
         crop_mask = data_mask[v_array[0]:v_array[1],v_array[2]:v_array[3]]
         return crop_array, crop_error_array, crop_mask, crop_headers
@@ -518,7 +530,7 @@ def get_error(data_array, headers, error_array=None, data_mask=None,
             #np.savetxt("output/s_flat.txt",err_flat)
 
     if display:
-        plt.rcParams.update({'font.size': 10})
+        plt.rcParams.update({'font.size': 15})
         convert_flux = headers[0]['photflam']
         date_time = np.array([headers[i]['date-obs']+';'+headers[i]['time-obs']
             for i in range(len(headers))])
@@ -546,6 +558,7 @@ def get_error(data_array, headers, error_array=None, data_mask=None,
         #ax.set_title("Background flux and error computed for each image")
         plt.legend()
 
+        plt.rcParams.update({'font.size': 15})
         fig2, ax2 = plt.subplots(figsize=(10,10))
         data0 = data[0]*convert_flux
         instr = headers[0]['instrume']
@@ -553,7 +566,8 @@ def get_error(data_array, headers, error_array=None, data_mask=None,
         exptime = headers[0]['exptime']
         filt = headers[0]['filtnam1']
         #plots
-        im = ax2.imshow(data0, vmin=data0.min(), vmax=data0.max(), origin='lower', cmap='gray')
+        #im = ax2.imshow(data0, vmin=data0.min(), vmax=data0.max(), origin='lower', cmap='gray')
+        im = ax2.imshow(data0, norm=LogNorm(data0[data0>0.].mean()/10.,data0.max()), origin='lower', cmap='gray')
         x, y, width, height, angle, color = rectangle[0]
         ax2.add_patch(Rectangle((x, y),width,height,edgecolor=color,fill=False))
         ax2.annotate(instr+":"+rootname, color='white', fontsize=10,
@@ -1296,8 +1310,8 @@ def compute_Stokes(data_array, error_array, data_mask, headers,
         P_diluted = np.sqrt(Q_diluted**2+U_diluted**2)/I_diluted
         P_diluted_err = (1./I_diluted)*np.sqrt((Q_diluted**2*Q_diluted_err**2 + U_diluted**2*U_diluted_err**2 + 2.*Q_diluted*U_diluted*QU_diluted_err)/(Q_diluted**2 + U_diluted**2) + ((Q_diluted/I_diluted)**2 + (U_diluted/I_diluted)**2)*I_diluted_err**2 - 2.*(Q_diluted/I_diluted)*IQ_diluted_err - 2.*(U_diluted/I_diluted)*IU_diluted_err)
 
-        PA_diluted = princ_angle(np.degrees((1./2.)*np.arctan2(U_diluted,Q_diluted)))
-        PA_diluted_err = princ_angle(np.degrees((1./(2.*(Q_diluted**2 + U_diluted**2)))*np.sqrt(U_diluted**2*Q_diluted_err**2 + Q_diluted**2*U_diluted_err**2 - 2.*Q_diluted*U_diluted*QU_diluted_err)))
+        PA_diluted = princ_angle((90./np.pi)*np.arctan2(U_diluted,Q_diluted))
+        PA_diluted_err = (90./(np.pi*(Q_diluted**2 + U_diluted**2)))*np.sqrt(U_diluted**2*Q_diluted_err**2 + Q_diluted**2*U_diluted_err**2 - 2.*Q_diluted*U_diluted*QU_diluted_err)
 
         for header in headers:
             header['P_int'] = (P_diluted, 'Integrated polarization degree')
@@ -1356,7 +1370,7 @@ def compute_pol(I_stokes, Q_stokes, U_stokes, Stokes_cov, headers):
     P = np.zeros(I_stokes.shape)
     P[mask] = I_pol[mask]/I_stokes[mask]
     PA = np.zeros(I_stokes.shape)
-    PA[mask] = (90./np.pi)*np.arctan2(U_stokes[mask],Q_stokes[mask])
+    PA[mask] = princ_angle((90./np.pi)*np.arctan2(U_stokes[mask],Q_stokes[mask]))
 
     if (P>1).any():
         print("WARNING : found {0:d} pixels for which P > 1".format(P[P>1.].size))
@@ -1555,8 +1569,8 @@ def rotate_Stokes(I_stokes, Q_stokes, U_stokes, Stokes_cov, data_mask, headers,
     P_diluted = np.sqrt(Q_diluted**2+U_diluted**2)/I_diluted
     P_diluted_err = (1./I_diluted)*np.sqrt((Q_diluted**2*Q_diluted_err**2 + U_diluted**2*U_diluted_err**2 + 2.*Q_diluted*U_diluted*QU_diluted_err)/(Q_diluted**2 + U_diluted**2) + ((Q_diluted/I_diluted)**2 + (U_diluted/I_diluted)**2)*I_diluted_err**2 - 2.*(Q_diluted/I_diluted)*IQ_diluted_err - 2.*(U_diluted/I_diluted)*IU_diluted_err)
 
-    PA_diluted = princ_angle(np.degrees((1./2.)*np.arctan2(U_diluted,Q_diluted)))
-    PA_diluted_err = princ_angle(np.degrees((1./(1.*(Q_diluted**2 + U_diluted**2)))*np.sqrt(U_diluted**2*Q_diluted_err**2 + Q_diluted**2*U_diluted_err**2 - 2.*Q_diluted*U_diluted*QU_diluted_err)))
+    PA_diluted = princ_angle((90./np.pi)*np.arctan2(U_diluted,Q_diluted))
+    PA_diluted_err = (90./(np.pi*(Q_diluted**2 + U_diluted**2)))*np.sqrt(U_diluted**2*Q_diluted_err**2 + Q_diluted**2*U_diluted_err**2 - 2.*Q_diluted*U_diluted*QU_diluted_err)
 
     for header in new_headers:
         header['P_int'] = (P_diluted, 'Integrated polarization degree')
diff --git a/src/overplot.py b/src/overplot.py
index ee86680..cf7f396 100755
--- a/src/overplot.py
+++ b/src/overplot.py
@@ -47,26 +47,26 @@ from matplotlib.colors import LogNorm
 
 data_folder1 = "../data/M87/POS1/"
 plots_folder1 = "../plots/M87/POS1/"
-basename1 = "M87_015_log_core"
-M87_1_95 = fits.open(data_folder1+"M87_POS1_1995_FOC_combine_FWHM010.fits")
-M87_1_96 = fits.open(data_folder1+"M87_POS1_1996_FOC_combine_FWHM010.fits")
-M87_1_97 = fits.open(data_folder1+"M87_POS1_1997_FOC_combine_FWHM010.fits")
-M87_1_98 = fits.open(data_folder1+"M87_POS1_1998_FOC_combine_FWHM010.fits")
-M87_1_99 = fits.open(data_folder1+"M87_POS1_1999_FOC_combine_FWHM010.fits")
+basename1 = "M87_020_log_core"
+M87_1_95 = fits.open(data_folder1+"M87_POS1_1995_FOC_combine_FWHM020.fits")
+M87_1_96 = fits.open(data_folder1+"M87_POS1_1996_FOC_combine_FWHM020.fits")
+M87_1_97 = fits.open(data_folder1+"M87_POS1_1997_FOC_combine_FWHM020.fits")
+M87_1_98 = fits.open(data_folder1+"M87_POS1_1998_FOC_combine_FWHM020.fits")
+M87_1_99 = fits.open(data_folder1+"M87_POS1_1999_FOC_combine_FWHM020.fits")
 
 H = align_pol(np.array([M87_1_95,M87_1_96,M87_1_97,M87_1_98,M87_1_99]), norm=LogNorm())
-H.plot(SNRp_cut=3.0, SNRi_cut=30.0, savename=plots_folder1+'animated_loop/'+basename1, norm=LogNorm())
+H.plot(SNRp_cut=5.0, SNRi_cut=50.0, savename=plots_folder1+'animated_loop/'+basename1, norm=LogNorm())
 command("convert -delay 50 -loop 0 {0:s}animated_loop/{1:s}*.png {0:s}animated_loop/{1:s}.gif".format(plots_folder1, basename1))
 
-#data_folder3 = "../data/M87/POS3/"
-#plots_folder3 = "../plots/M87/POS3/"
-#basename3 = "M87_005_log_star"
-#M87_3_95 = fits.open(data_folder3+"M87_POS3_1995_FOC_combine_FWHM005.fits")
-#M87_3_96 = fits.open(data_folder3+"M87_POS3_1996_FOC_combine_FWHM005.fits")
-#M87_3_97 = fits.open(data_folder3+"M87_POS3_1997_FOC_combine_FWHM005.fits")
-#M87_3_98 = fits.open(data_folder3+"M87_POS3_1998_FOC_combine_FWHM005.fits")
-#M87_3_99 = fits.open(data_folder3+"M87_POS3_1999_FOC_combine_FWHM005.fits")
-#
-#I = align_pol(np.array([M87_3_95,M87_3_96,M87_3_97,M87_3_98,M87_3_99]), norm=LogNorm())
-#I.plot(SNRp_cut=3.0, SNRi_cut=30.0, savename=plots_folder3+'animated_loop/'+basename3, norm=LogNorm())
-#command("convert -delay 20 -loop 0 {0:s}animated_loop/{1:s}*.png {0:s}animated_loop/{1:s}.gif".format(plots_folder3, basename3))
+data_folder3 = "../data/M87/POS3/"
+plots_folder3 = "../plots/M87/POS3/"
+basename3 = "M87_020_log_star"
+M87_3_95 = fits.open(data_folder3+"M87_POS3_1995_FOC_combine_FWHM020.fits")
+M87_3_96 = fits.open(data_folder3+"M87_POS3_1996_FOC_combine_FWHM020.fits")
+M87_3_97 = fits.open(data_folder3+"M87_POS3_1997_FOC_combine_FWHM020.fits")
+M87_3_98 = fits.open(data_folder3+"M87_POS3_1998_FOC_combine_FWHM020.fits")
+M87_3_99 = fits.open(data_folder3+"M87_POS3_1999_FOC_combine_FWHM020.fits")
+
+I = align_pol(np.array([M87_3_95,M87_3_96,M87_3_97,M87_3_98,M87_3_99]), norm=LogNorm())
+I.plot(SNRp_cut=5.0, SNRi_cut=50.0, savename=plots_folder3+'animated_loop/'+basename3, norm=LogNorm())
+command("convert -delay 20 -loop 0 {0:s}animated_loop/{1:s}*.png {0:s}animated_loop/{1:s}.gif".format(plots_folder3, basename3))