diff --git a/agnpy/data/mwl_seds/Mrk421_2011.ecsv b/agnpy/data/mwl_seds/Mrk421_2011.ecsv index 4d3dde53..dfc7a7cb 100644 --- a/agnpy/data/mwl_seds/Mrk421_2011.ecsv +++ b/agnpy/data/mwl_seds/Mrk421_2011.ecsv @@ -1,4 +1,4 @@ -# %ECSV 0.9 +# %ECSV 1.0 # --- # datatype: # - {name: e_ref, unit: eV, datatype: float64} diff --git a/agnpy/data/mwl_seds/PKS1510-089_2012.ecsv b/agnpy/data/mwl_seds/PKS1510-089_2012.ecsv deleted file mode 100644 index 8f11129e..00000000 --- a/agnpy/data/mwl_seds/PKS1510-089_2012.ecsv +++ /dev/null @@ -1,53 +0,0 @@ -# %ECSV 0.9 -# --- -# datatype: -# - {name: e_ref, unit: eV, datatype: float64} -# - {name: e2dnde, unit: erg / (cm2 s), datatype: float64} -# - {name: e2dnde_errn, unit: erg / (cm2 s), datatype: float64} -# - {name: e2dnde_errp, unit: erg / (cm2 s), datatype: float64} -# meta: !!omap -# - {SED_TYPE: e2dnde} -# - {source: PKS1510-089} -# - {period: '2012'} -# - {reference: 'https://ui.adsabs.harvard.edu/abs/2014A%26A...569A..46A/abstract'} -# - {redshift: 0.361} -# schema: astropy-2.0 -e_ref e2dnde e2dnde_errn e2dnde_errp -1.0918162719878986e-05 7.564e-14 6.336e-16 8.712e-16 -2.0057988330080714e-05 2.18e-13 2.037e-15 2.668e-15 -3.4532825269314225e-05 4.308e-13 2.505e-15 7.348e-15 -4.321772743285432e-05 5.352e-13 4.493e-15 1.003e-14 -6.038074837508834e-05 7.198e-13 7.884e-15 2.978e-14 -9.532714041409496e-05 9.787e-13 2.973e-14 8.091e-14 -0.0001323413663015635 1.23e-12 4.928e-14 1.069e-13 -0.0001530197047861828 1.757e-12 5.92e-14 5.92e-14 -0.0003566599821827136 3.748e-12 1.337e-13 1.337e-13 -0.0005885055132722651 4.705e-12 2.932e-13 2.932e-13 -0.7460744525250641 1.009e-11 4.539e-13 4.074e-13 -1.0037265500434207 9.946e-12 4.301e-13 6.428e-13 -1.9371467492391354 8.839e-12 1.693e-13 1.876e-12 -2.2874378031685865 9.824e-12 6.789e-13 6.784e-13 -2.855264977956232 1.11e-11 4.997e-13 5.018e-13 -3.582315359075446 1.208e-11 4.984e-13 5.024e-13 -4.847002540794763 1.258e-11 5.163e-13 5.173e-13 -5.533523378484123 1.37e-11 5.742e-13 5.73e-13 -6.0835671821749955 1.316e-11 4.41e-13 4.406e-13 -844.9169104815444 1.75e-12 1.742e-13 1.742e-13 -1105.0504086180551 1.948e-12 1.763e-13 1.763e-13 -1370.1467079908743 2.438e-12 2.206e-13 2.206e-13 -1665.0198147815456 2.794e-12 2.528e-13 2.528e-13 -2100.0920564979356 2.824e-12 2.811e-13 2.811e-13 -2720.028644266822 3.201e-12 3.473e-13 3.473e-13 -3469.8251977191176 4.527e-12 4.631e-13 4.631e-13 -4400.350429526986 5.457e-12 5.744e-13 5.744e-13 -6236.586886961179 6.327e-12 7.09e-13 7.09e-13 -137097384.15302593 7.145e-10 2.097e-11 2.097e-11 -303144442.1845189 6.139e-10 1.787e-11 1.787e-11 -670391733.6713575 4.628e-10 1.844e-11 1.844e-11 -1482223302.577511 2.942e-10 1.922e-11 1.922e-11 -3278757350.1212354 2.096e-10 2.272e-11 2.272e-11 -7253961140.404448 7.157e-11 1.977e-11 1.977e-11 -16046390664.064571 8.435e-11 3.19e-11 3.19e-11 -117946999943.67642 1.27292e-11 4.63772e-12 4.63772e-12 -191519000142.73785 7.79888e-12 2.89844e-12 2.89844e-12 -310007000011.98553 4.28141e-12 2.58648e-12 2.58648e-12 diff --git a/agnpy/data/mwl_seds/PKS1510-089_2015a.ecsv b/agnpy/data/mwl_seds/PKS1510-089_2015a.ecsv deleted file mode 100644 index 9b0f2de2..00000000 --- a/agnpy/data/mwl_seds/PKS1510-089_2015a.ecsv +++ /dev/null @@ -1,36 +0,0 @@ -# %ECSV 0.9 -# --- -# datatype: -# - {name: e_ref, unit: eV, datatype: float64} -# - {name: e2dnde, unit: erg / (cm2 s), datatype: float64} -# - {name: e2dnde_errn, unit: erg / (cm2 s), datatype: float64} -# - {name: e2dnde_errp, unit: erg / (cm2 s), datatype: float64} -# meta: !!omap -# - {SED_TYPE: e2dnde} -# - {source: PKS1510-089} -# - {period: '2015, A'} -# - {reference: 'https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..29A/abstract'} -# - {redshift: 0.361} -# schema: astropy-2.0 -e_ref e2dnde e2dnde_errn e2dnde_errp -0.000153032 7.5516e-13 9.46837e-14 9.46837e-14 -1.93565 1.11709e-11 1.74894e-13 1.74894e-13 -3.57785 1.60063e-11 3.64347e-13 3.72833e-13 -6.02623 1.42985e-11 3.5761e-13 3.66783e-13 -485.0 1.34429e-12 5.27981e-13 5.27981e-13 -790.0 1.8538e-12 3.28493e-13 3.28493e-13 -1020.0 1.9126e-12 2.69963e-13 2.69963e-13 -1220.0 2.53415e-12 2.97719e-13 2.97719e-13 -1435.0 2.35679e-12 2.95712e-13 2.95712e-13 -1745.0 2.60314e-12 3.6221e-13 3.6221e-13 -2320.0 2.57534e-12 4.92738e-13 4.92738e-13 -3095.0 4.51499e-12 6.96508e-13 6.96508e-13 -4230.0 4.11999e-12 8.21658e-13 8.21658e-13 -136673000.0 7.11164e-10 8.29884e-11 8.29884e-11 -304365000.0 6.32652e-10 8.76826e-11 8.76826e-11 -677807000.0 5.7073e-10 1.00911e-10 1.00911e-10 -1509450000.0 6.50915e-10 1.45958e-10 1.45958e-10 -3361480000.0 5.01149e-10 1.9414e-10 1.9414e-10 -130409000000.0 3.70354e-11 4.98141e-12 4.98141e-12 -198210000000.0 1.66412e-11 4.85439e-12 4.85439e-12 -301262000000.0 1.03659e-11 5.01836e-12 5.01836e-12 diff --git a/agnpy/data/mwl_seds/PKS1510-089_2015b.ecsv b/agnpy/data/mwl_seds/PKS1510-089_2015b.ecsv index 38d2f2dd..8cc16d48 100644 --- a/agnpy/data/mwl_seds/PKS1510-089_2015b.ecsv +++ b/agnpy/data/mwl_seds/PKS1510-089_2015b.ecsv @@ -1,10 +1,11 @@ -# %ECSV 0.9 +# %ECSV 1.0 # --- # datatype: # - {name: e_ref, unit: eV, datatype: float64} # - {name: e2dnde, unit: erg / (cm2 s), datatype: float64} # - {name: e2dnde_errn, unit: erg / (cm2 s), datatype: float64} # - {name: e2dnde_errp, unit: erg / (cm2 s), datatype: float64} +# - {name: instrument, datatype: string} # meta: !!omap # - {SED_TYPE: e2dnde} # - {source: PKS1510-089} @@ -12,46 +13,46 @@ # - {reference: 'https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..29A/abstract'} # - {redshift: 0.361} # schema: astropy-2.0 -e_ref e2dnde e2dnde_errn e2dnde_errp -0.000153032 6.99043e-13 3.2562e-14 3.2562e-14 -1.01705 2.10364e-11 9.68761e-14 9.68761e-14 -0.761227 2.11454e-11 1.86966e-12 1.86966e-12 -0.761227 1.88459e-11 3.47154e-14 3.47154e-14 -0.566575 1.77191e-11 4.73277e-13 4.73277e-13 -2.87689 1.57645e-11 1.0131e-13 1.01966e-13 -2.24627 1.5805e-11 1.01571e-13 1.02228e-13 -1.90175 1.68016e-11 1.54038e-13 1.55464e-13 -0.993543 1.76775e-11 1.62068e-13 1.63567e-13 -0.566183 3.06088e-11 2.52677e-13 2.5478e-13 -1.01746 1.81106e-11 4.33206e-13 4.33206e-13 -1.01746 1.79611e-11 6.11396e-13 6.11396e-13 -0.761024 1.69365e-11 5.60938e-13 5.60938e-13 -0.761024 1.80811e-11 6.82019e-13 6.82019e-13 -0.566632 1.86909e-11 8.59783e-13 8.59783e-13 -0.566632 1.86222e-11 5.48237e-13 5.48237e-13 -1.93565 1.10888e-11 1.73611e-13 1.73611e-13 -1.93565 1.54914e-11 2.28269e-13 2.28269e-13 -2.28719 1.65687e-11 5.25596e-13 5.82262e-13 -2.85176 1.7918e-11 4.07864e-13 3.75194e-13 -3.57785 1.8505e-11 4.62817e-13 4.31037e-13 -4.79814 1.70329e-11 3.87717e-13 3.96748e-13 -5.51957 1.67606e-11 4.19189e-13 3.90405e-13 -6.02623 1.55342e-11 3.53602e-13 3.61839e-13 -435.0 1.76867e-12 5.6252e-13 5.6252e-13 -680.0 2.23289e-12 3.91068e-13 3.91068e-13 -885.0 2.10229e-12 2.68017e-13 2.68017e-13 -1095.0 1.77311e-12 2.2218e-13 2.2218e-13 -1320.0 2.13266e-12 2.31034e-13 2.31034e-13 -1600.0 2.07225e-12 2.61614e-13 2.61614e-13 -1995.0 2.80442e-12 3.70419e-13 3.70419e-13 -2665.0 2.92998e-12 5.29552e-13 5.29552e-13 -3925.0 3.00231e-12 6.57167e-13 6.57167e-13 -136673000.0 3.38927e-10 5.28275e-11 5.28275e-11 -304365000.0 4.30519e-10 6.1813e-11 6.1813e-11 -677807000.0 4.28777e-10 7.49836e-11 7.49836e-11 -1509450000.0 1.54187e-10 6.24507e-11 6.24507e-11 -3361480000.0 1.90394e-10 9.50969e-11 9.50969e-11 -7485880000.0 2.13595e-10 1.50767e-10 1.50767e-10 -88649700000.0 3.28934e-11 1.36366e-11 1.36366e-11 -123079000000.0 7.89316e-12 3.39887e-12 3.39887e-12 -170854000000.0 6.76786e-12 2.34705e-12 2.34705e-12 +e_ref e2dnde e2dnde_errn e2dnde_errp instrument +0.000153032 1.1199903607612619e-12 3.2562e-14 3.2562e-14 Metsahovi +1.01705 3.3704028543477595e-11 9.68761e-14 9.68761e-14 NICS1 +0.761227 3.38786657965836e-11 1.86966e-12 1.86966e-12 NICS1 +0.761227 3.01944606267006e-11 3.47154e-14 3.47154e-14 NICS2 +0.566575 2.8389127995509397e-11 4.73277e-13 4.73277e-13 NICS2 +2.87689 2.5257513546692996e-11 1.0131e-13 1.01966e-13 SMART1 +2.24627 2.5322401700369998e-11 1.01571e-13 1.02228e-13 SMART1 +1.90175 2.6919130933814395e-11 1.54038e-13 1.55464e-13 SMART1 +0.993543 2.8322477447534995e-11 1.62068e-13 1.63567e-13 SMART1 +0.566183 4.904070415477919e-11 2.52677e-13 2.5478e-13 SMART1 +1.01746 2.9016380147720397e-11 4.33206e-13 4.33206e-13 TCS1 +1.01746 2.8776854740937398e-11 6.11396e-13 6.11396e-13 TCS2 +0.761024 2.7135264561741e-11 5.60938e-13 5.60938e-13 TCS3 +0.761024 2.8969115937017397e-11 6.82019e-13 6.82019e-13 TCS4 +0.566632 2.99461232484306e-11 8.59783e-13 8.59783e-13 TCS5 +0.566632 2.98360537136748e-11 5.48237e-13 5.48237e-13 TCS6 +1.93565 1.77662162590992e-11 1.73611e-13 1.73611e-13 KVA1 +1.93565 2.4819959107947597e-11 2.28269e-13 2.28269e-13 KVA2 +2.28719 2.6545983995755797e-11 5.25596e-13 5.82262e-13 UVOT +2.85176 2.8707800928011997e-11 4.07864e-13 3.75194e-13 UVOT +3.57785 2.9648278612169995e-11 4.62817e-13 4.31037e-13 UVOT +4.79814 2.7289714389258595e-11 3.87717e-13 3.96748e-13 UVOT +5.51957 2.6853441691820398e-11 4.19189e-13 3.90405e-13 UVOT +6.02623 2.48885322678828e-11 3.53602e-13 3.61839e-13 UVOT +435.0 2.83372174725678e-12 5.6252e-13 5.6252e-13 Swift-XRT +680.0 3.57748418429226e-12 3.91068e-13 3.91068e-13 Swift-XRT +885.0 3.3682399158918595e-12 2.68017e-13 2.68017e-13 Swift-XRT +1095.0 2.8408354115117397e-12 2.2218e-13 2.2218e-13 Swift-XRT +1320.0 3.4168980202664397e-12 2.31034e-13 2.31034e-13 Swift-XRT +1600.0 3.3201105298065e-12 2.61614e-13 2.61614e-13 Swift-XRT +1995.0 4.493176195922279e-12 3.70419e-13 3.70419e-13 Swift-XRT +2665.0 4.694345494087319e-12 5.29552e-13 5.29552e-13 Swift-XRT +3925.0 4.81023093002454e-12 6.57167e-13 6.57167e-13 Swift-XRT +136673000.0 5.430209200317179e-10 5.28275e-11 5.28275e-11 Fermi-LAT +304365000.0 6.89767482293046e-10 6.1813e-11 6.1813e-11 Fermi-LAT +677807000.0 6.86976490596618e-10 7.49836e-11 7.49836e-11 Fermi-LAT +1509450000.0 2.47034808666558e-10 6.24507e-11 6.24507e-11 Fermi-LAT +3361480000.0 3.05044818053796e-10 9.50969e-11 9.50969e-11 Fermi-LAT +7485880000.0 3.4221691813923e-10 1.50767e-10 1.50767e-10 Fermi-LAT +88649700000.0 5.27010368928156e-11 1.36366e-11 1.36366e-11 MAGIC +123079000000.0 1.2646236520423438e-11 3.39887e-12 3.39887e-12 MAGIC +170854000000.0 1.0843307154183239e-11 2.34705e-12 2.34705e-12 MAGIC diff --git a/agnpy/data/mwl_seds/PKS1510-089_low.ecsv b/agnpy/data/mwl_seds/PKS1510-089_low.ecsv deleted file mode 100644 index e67e9f13..00000000 --- a/agnpy/data/mwl_seds/PKS1510-089_low.ecsv +++ /dev/null @@ -1,59 +0,0 @@ -# %ECSV 0.9 -# --- -# datatype: -# - {name: e_ref, unit: eV, datatype: float64} -# - {name: e2dnde, unit: erg / (cm2 s), datatype: float64} -# - {name: e2dnde_err, unit: erg / (cm2 s), datatype: float64} -# meta: !!omap -# - {SED_TYPE: e2dnde} -# - {source: PKS1510-089} -# - {period: 2012-2017} -# - {reference: 'https://ui.adsabs.harvard.edu/abs/2018A%26A...619A.159M/abstract'} -# - {redshift: 0.361} -# schema: astropy-2.0 -e_ref e2dnde e2dnde_err -6.204e-05 6.555e-13 1.74e-13 -0.000153032 1.4282e-12 4.255e-13 -0.00039292 2.052e-12 1.14e-13 -0.000355696 2.7004e-12 7.31e-13 -0.000947144 4.0304e-12 9.389e-13 -0.570768 1.00878e-11 3.7122e-12 -0.756888 7.7958e-12 4.392e-12 -1.00918 5.6364e-12 2.4888e-12 -1.93565 7.254e-12 2.7144e-12 -2.28336 7.0665e-12 3.53325e-12 -2.84826 8.40153e-12 3.09892e-12 -3.57747 9.87715e-12 2.11799e-12 -4.79238 9.61008e-12 2.35492e-12 -5.51536 1.13788e-11 2.43713e-12 -6.01953 1.05411e-11 2.26722e-12 -490.0 1.36808e-12 5.33653e-13 -810.0 1.76952e-12 2.93619e-13 -1055.0 1.93643e-12 2.26066e-13 -1290.0 2.18395e-12 2.22577e-13 -1545.0 2.61505e-12 2.53782e-13 -1870.0 3.11469e-12 3.42797e-13 -2355.0 3.76559e-12 4.98013e-13 -3125.0 3.85521e-12 6.08323e-13 -4340.0 4.58843e-12 8.0639e-13 -14000.0 9.0922e-12 1.79341e-12 -18218.8 1.08756e-11 1.74617e-12 -23708.8 1.30089e-11 1.62316e-12 -30853.2 1.55606e-11 1.4155e-12 -40150.5 1.86128e-11 1.16224e-12 -52249.4 2.22637e-11 1.09985e-12 -67994.2 2.66307e-11 1.6629e-12 -88483.6 3.18543e-11 2.8977e-12 -115147.0 3.81026e-11 4.75416e-12 -149846.0 4.55764e-11 7.31764e-12 -195000.0 5.45162e-11 1.07532e-11 -126073000.0 1.19968e-10 1.36642e-11 -214995000.0 1.02462e-10 1.16932e-11 -366638000.0 7.49373e-11 1.00358e-11 -625238000.0 6.59073e-11 1.05933e-11 -1066240000.0 3.67824e-11 9.68155e-12 -1818280000.0 2.83754e-11 9.61962e-12 -81189200000.0 8.8779e-12 1.4009e-12 -131833000000.0 4.71956e-12 7.89803e-13 -214068000000.0 3.1779e-12 6.76583e-13 -347598000000.0 2.03598e-12 7.71184e-13 diff --git a/agnpy/data/mwl_seds/original/Mrk421_2011.txt b/agnpy/data/mwl_seds/original/Mrk421_2011.txt index eac09082..76c5654e 100644 --- a/agnpy/data/mwl_seds/original/Mrk421_2011.txt +++ b/agnpy/data/mwl_seds/original/Mrk421_2011.txt @@ -1,4 +1,5 @@ -# nu / Hz, nuFnu / (erg cm-2 s-1), nuFnu_err / (erg cm-2 s-1) +# Frequency [Hz] EnergyFlux [erg/cm2/s] +# Xval Yval YvalError 2.299540e+09 1.340900e-14 3.910000e-16 2.639697e+09 1.793088e-14 3.231099e-26 4.799040e+09 2.313600e-14 2.400000e-16 diff --git a/agnpy/data/mwl_seds/original/PKS1510-089_2015a.txt b/agnpy/data/mwl_seds/original/PKS1510-089_2015a.txt deleted file mode 100644 index 19570360..00000000 --- a/agnpy/data/mwl_seds/original/PKS1510-089_2015a.txt +++ /dev/null @@ -1,22 +0,0 @@ -# E / eV, nuFnu / (erg cm-2 s-1), nuFnu_err_low / (erg cm-2 s-1), nuFnu_err_high / (erg cm-2 s-1) -0.000153032 7.5516e-13 9.46837e-14 9.46837e-14 -1.93565 1.11709e-11 1.74894e-13 1.74894e-13 -3.57785 1.60063e-11 3.64347e-13 3.72833e-13 -6.02623 1.42985e-11 3.5761e-13 3.66783e-13 -485 1.34429e-12 5.27981e-13 5.27981e-13 -790 1.8538e-12 3.28493e-13 3.28493e-13 -1020 1.9126e-12 2.69963e-13 2.69963e-13 -1220 2.53415e-12 2.97719e-13 2.97719e-13 -1435 2.35679e-12 2.95712e-13 2.95712e-13 -1745 2.60314e-12 3.6221e-13 3.6221e-13 -2320 2.57534e-12 4.92738e-13 4.92738e-13 -3095 4.51499e-12 6.96508e-13 6.96508e-13 -4230 4.11999e-12 8.21658e-13 8.21658e-13 -1.36673e+08 7.11164e-10 8.29884e-11 8.29884e-11 -3.04365e+08 6.32652e-10 8.76826e-11 8.76826e-11 -6.77807e+08 5.7073e-10 1.00911e-10 1.00911e-10 -1.50945e+09 6.50915e-10 1.45958e-10 1.45958e-10 -3.36148e+09 5.01149e-10 1.9414e-10 1.9414e-10 -1.30409e+11 3.70354e-11 4.98141e-12 4.98141e-12 -1.9821e+11 1.66412e-11 4.85439e-12 4.85439e-12 -3.01262e+11 1.03659e-11 5.01836e-12 5.01836e-12 \ No newline at end of file diff --git a/agnpy/data/mwl_seds/original/PKS1510-089_2015b.txt b/agnpy/data/mwl_seds/original/PKS1510-089_2015b.txt index 3ef958d0..bf4cad12 100644 --- a/agnpy/data/mwl_seds/original/PKS1510-089_2015b.txt +++ b/agnpy/data/mwl_seds/original/PKS1510-089_2015b.txt @@ -1,44 +1,45 @@ -# E / eV, nuFnu / (erg cm-2 s-1), nuFnu_err_low / (erg cm-2 s-1), nuFnu_err_up / (erg cm-2 s-1) -0.000153032 6.99043e-13 3.2562e-14 3.2562e-14 -1.01705 2.10364e-11 9.68761e-14 9.68761e-14 -1.01705 1.66024e-11 1.52914e-14 1.52914e-14 -0.761227 2.11454e-11 1.86966e-12 1.86966e-12 -0.761227 1.88459e-11 3.47154e-14 3.47154e-14 -0.566575 1.77191e-11 4.73277e-13 4.73277e-13 -2.87689 1.57645e-11 1.0131e-13 1.01966e-13 -2.24627 1.5805e-11 1.01571e-13 1.02228e-13 -1.90175 1.68016e-11 1.54038e-13 1.55464e-13 -0.993543 1.76775e-11 1.62068e-13 1.63567e-13 -0.566183 3.06088e-11 2.52677e-13 2.5478e-13 -1.01746 1.81106e-11 4.33206e-13 4.33206e-13 -1.01746 1.79611e-11 6.11396e-13 6.11396e-13 -0.761024 1.69365e-11 5.60938e-13 5.60938e-13 -0.761024 1.80811e-11 6.82019e-13 6.82019e-13 -0.566632 1.86909e-11 8.59783e-13 8.59783e-13 -0.566632 1.86222e-11 5.48237e-13 5.48237e-13 -1.93565 1.10888e-11 1.73611e-13 1.73611e-13 -1.93565 1.54914e-11 2.28269e-13 2.28269e-13 -2.28719 1.65687e-11 5.25596e-13 5.82262e-13 -2.85176 1.7918e-11 4.07864e-13 3.75194e-13 -3.57785 1.8505e-11 4.62817e-13 4.31037e-13 -4.79814 1.70329e-11 3.87717e-13 3.96748e-13 -5.51957 1.67606e-11 4.19189e-13 3.90405e-13 -6.02623 1.55342e-11 3.53602e-13 3.61839e-13 -435 1.76867e-12 5.6252e-13 5.6252e-13 -680 2.23289e-12 3.91068e-13 3.91068e-13 -885 2.10229e-12 2.68017e-13 2.68017e-13 -1095 1.77311e-12 2.2218e-13 2.2218e-13 -1320 2.13266e-12 2.31034e-13 2.31034e-13 -1600 2.07225e-12 2.61614e-13 2.61614e-13 -1995 2.80442e-12 3.70419e-13 3.70419e-13 -2665 2.92998e-12 5.29552e-13 5.29552e-13 -3925 3.00231e-12 6.57167e-13 6.57167e-13 -1.36673e+08 3.38927e-10 5.28275e-11 5.28275e-11 -3.04365e+08 4.30519e-10 6.1813e-11 6.1813e-11 -6.77807e+08 4.28777e-10 7.49836e-11 7.49836e-11 -1.50945e+09 1.54187e-10 6.24507e-11 6.24507e-11 -3.36148e+09 1.90394e-10 9.50969e-11 9.50969e-11 -7.48588e+09 2.13595e-10 1.50767e-10 1.50767e-10 -8.86497e+10 3.28934e-11 1.36366e-11 1.36366e-11 -1.23079e+11 7.89316e-12 3.39887e-12 3.39887e-12 -1.70854e+11 6.76786e-12 2.34705e-12 2.34705e-12 \ No newline at end of file +# POINTS FOR MJD=57164-57166 +# E[eV], flux [TeV cm^-2 s^-1], dflux_low [TeV cm^-2 s^-1], dflux_high [TeV cm^-2 s^-1], instrument +0.000153032 6.99043e-13 3.2562e-14 3.2562e-14 Metsahovi +1.01705 2.10364e-11 9.68761e-14 9.68761e-14 NICS1 +0.761227 2.11454e-11 1.86966e-12 1.86966e-12 NICS1 +1.01705 1.66024e-11 1.52914e-14 1.52914e-14 NICS2 +0.761227 1.88459e-11 3.47154e-14 3.47154e-14 NICS2 +0.566575 1.77191e-11 4.73277e-13 4.73277e-13 NICS2 +2.87689 1.57645e-11 1.0131e-13 1.01966e-13 SMART1 +2.24627 1.5805e-11 1.01571e-13 1.02228e-13 SMART1 +1.90175 1.68016e-11 1.54038e-13 1.55464e-13 SMART1 +0.993543 1.76775e-11 1.62068e-13 1.63567e-13 SMART1 +0.566183 3.06088e-11 2.52677e-13 2.5478e-13 SMART1 +1.01746 1.81106e-11 4.33206e-13 4.33206e-13 TCS1 +1.01746 1.79611e-11 6.11396e-13 6.11396e-13 TCS2 +0.761024 1.69365e-11 5.60938e-13 5.60938e-13 TCS3 +0.761024 1.80811e-11 6.82019e-13 6.82019e-13 TCS4 +0.566632 1.86909e-11 8.59783e-13 8.59783e-13 TCS5 +0.566632 1.86222e-11 5.48237e-13 5.48237e-13 TCS6 +1.93565 1.10888e-11 1.73611e-13 1.73611e-13 KVA1 +1.93565 1.54914e-11 2.28269e-13 2.28269e-13 KVA2 +2.28719 1.65687e-11 5.25596e-13 5.82262e-13 UVOT +2.85176 1.7918e-11 4.07864e-13 3.75194e-13 UVOT +3.57785 1.8505e-11 4.62817e-13 4.31037e-13 UVOT +4.79814 1.70329e-11 3.87717e-13 3.96748e-13 UVOT +5.51957 1.67606e-11 4.19189e-13 3.90405e-13 UVOT +6.02623 1.55342e-11 3.53602e-13 3.61839e-13 UVOT +435 1.76867e-12 5.6252e-13 5.6252e-13 Swift-XRT +680 2.23289e-12 3.91068e-13 3.91068e-13 Swift-XRT +885 2.10229e-12 2.68017e-13 2.68017e-13 Swift-XRT +1095 1.77311e-12 2.2218e-13 2.2218e-13 Swift-XRT +1320 2.13266e-12 2.31034e-13 2.31034e-13 Swift-XRT +1600 2.07225e-12 2.61614e-13 2.61614e-13 Swift-XRT +1995 2.80442e-12 3.70419e-13 3.70419e-13 Swift-XRT +2665 2.92998e-12 5.29552e-13 5.29552e-13 Swift-XRT +3925 3.00231e-12 6.57167e-13 6.57167e-13 Swift-XRT +1.36673e+08 3.38927e-10 5.28275e-11 5.28275e-11 Fermi-LAT +3.04365e+08 4.30519e-10 6.1813e-11 6.1813e-11 Fermi-LAT +6.77807e+08 4.28777e-10 7.49836e-11 7.49836e-11 Fermi-LAT +1.50945e+09 1.54187e-10 6.24507e-11 6.24507e-11 Fermi-LAT +3.36148e+09 1.90394e-10 9.50969e-11 9.50969e-11 Fermi-LAT +7.48588e+09 2.13595e-10 1.50767e-10 1.50767e-10 Fermi-LAT +8.86497e+10 3.28934e-11 1.36366e-11 1.36366e-11 MAGIC +1.23079e+11 7.89316e-12 3.39887e-12 3.39887e-12 MAGIC +1.70854e+11 6.76786e-12 2.34705e-12 2.34705e-12 MAGIC \ No newline at end of file diff --git a/agnpy/data/mwl_seds/original/PKS1510-089_low.txt b/agnpy/data/mwl_seds/original/PKS1510-089_low.txt deleted file mode 100644 index dff56828..00000000 --- a/agnpy/data/mwl_seds/original/PKS1510-089_low.txt +++ /dev/null @@ -1,46 +0,0 @@ -# E / eV, nuFnu / (erg cm-2 s-1), nuFnu_err / (erg cm-2 s-1) -6.204e-05 6.555e-13 1.74e-13 -0.000153032 1.4282e-12 4.255e-13 -0.00039292 2.052e-12 1.14e-13 -0.000355696 2.7004e-12 7.31e-13 -0.000947144 4.0304e-12 9.389e-13 -0.570768 1.00878e-11 3.7122e-12 -0.756888 7.7958e-12 4.392e-12 -1.00918 5.6364e-12 2.4888e-12 -1.93565 7.254e-12 2.7144e-12 -2.28336 7.0665e-12 3.53325e-12 -2.84826 8.40153e-12 3.09892e-12 -3.57747 9.87715e-12 2.11799e-12 -4.79238 9.61008e-12 2.35492e-12 -5.51536 1.13788e-11 2.43713e-12 -6.01953 1.05411e-11 2.26722e-12 -490 1.36808e-12 5.33653e-13 -810 1.76952e-12 2.93619e-13 -1055 1.93643e-12 2.26066e-13 -1290 2.18395e-12 2.22577e-13 -1545 2.61505e-12 2.53782e-13 -1870 3.11469e-12 3.42797e-13 -2355 3.76559e-12 4.98013e-13 -3125 3.85521e-12 6.08323e-13 -4340 4.58843e-12 8.0639e-13 -14000 9.0922e-12 1.79341e-12 -18218.8 1.08756e-11 1.74617e-12 -23708.8 1.30089e-11 1.62316e-12 -30853.2 1.55606e-11 1.4155e-12 -40150.5 1.86128e-11 1.16224e-12 -52249.4 2.22637e-11 1.09985e-12 -67994.2 2.66307e-11 1.6629e-12 -88483.6 3.18543e-11 2.8977e-12 -115147 3.81026e-11 4.75416e-12 -149846 4.55764e-11 7.31764e-12 -195000 5.45162e-11 1.07532e-11 -1.26073e+08 1.19968e-10 1.36642e-11 -2.14995e+08 1.02462e-10 1.16932e-11 -3.66638e+08 7.49373e-11 1.00358e-11 -6.25238e+08 6.59073e-11 1.05933e-11 -1.06624e+09 3.67824e-11 9.68155e-12 -1.81828e+09 2.83754e-11 9.61962e-12 -8.11892e+10 8.8779e-12 1.4009e-12 -1.31833e+11 4.71956e-12 7.89803e-13 -2.14068e+11 3.1779e-12 6.76583e-13 -3.47598e+11 2.03598e-12 7.71184e-13 \ No newline at end of file diff --git a/agnpy/data/mwl_seds/standardise_mwl_sed.py b/agnpy/data/mwl_seds/standardise_mwl_sed.py index 93814a54..fc5a3129 100644 --- a/agnpy/data/mwl_seds/standardise_mwl_sed.py +++ b/agnpy/data/mwl_seds/standardise_mwl_sed.py @@ -1,4 +1,4 @@ -# standardise the MWL SED to a format readable by Gammapy's FluxPointsDataset +# standardise the MWL SED to a format readable by Gammapy's FluxPoints (at least until version 0.18.2) # SED format based on # https://gamma-astro-data-formats.readthedocs.io/en/latest/spectra/flux_points/index.html import numpy as np @@ -27,87 +27,31 @@ sed_table.meta["redshift"] = 0.03 sed_table.write("Mrk421_2011.ecsv", overwrite=True) -# - PKS1510-089 low state -sed_file = np.loadtxt("original/PKS1510-089_low.txt") -# read -E = sed_file[:, 0] * u.eV -nuFnu = sed_file[:, 1] * u.Unit("erg cm-2 s-1") -nuFnu_err = sed_file[:, 2] * u.Unit("erg cm-2 s-1") -# store in table and remove points with orders of magnitude smaller error, they are upper limits -UL = nuFnu_err < (nuFnu * 1e-3) -sed_table = Table() -sed_table["e_ref"] = E[~UL] -sed_table["e2dnde"] = nuFnu[~UL] -sed_table["e2dnde_err"] = nuFnu_err[~UL] -sed_table.meta["SED_TYPE"] = "e2dnde" -sed_table.meta["source"] = "PKS1510-089" -sed_table.meta["period"] = "2012-2017" -sed_table.meta[ - "reference" -] = "https://ui.adsabs.harvard.edu/abs/2018A%26A...619A.159M/abstract" -sed_table.meta["redshift"] = 0.361 -sed_table.write("PKS1510-089_low.ecsv", overwrite=True) -# - PKS1510-089 2012 state -sed_file = np.loadtxt("original/PKS1510-089_2012.txt") -# read -nu = sed_file[:, 0] * u.Hz -nuFnu = sed_file[:, 1] * u.Unit("erg cm-2 s-1") -nuFnu_err_low = sed_file[:, 2] * u.Unit("erg cm-2 s-1") -nuFnu_err_high = sed_file[:, 3] * u.Unit("erg cm-2 s-1") -# store in table and remove points with orders of magnitude smaller error, they are upper limits -UL = nuFnu_err_low < (nuFnu * 1e-3) -sed_table = Table() -sed_table["e_ref"] = nu.to("eV", equivalencies=u.spectral())[~UL] -sed_table["e2dnde"] = nuFnu[~UL] -sed_table["e2dnde_errn"] = nuFnu_err_low[~UL] -sed_table["e2dnde_errp"] = nuFnu_err_high[~UL] -sed_table.meta["SED_TYPE"] = "e2dnde" -sed_table.meta["source"] = "PKS1510-089" -sed_table.meta["period"] = "2012" -sed_table.meta[ - "reference" -] = "https://ui.adsabs.harvard.edu/abs/2014A%26A...569A..46A/abstract" -sed_table.meta["redshift"] = 0.361 -sed_table.write("PKS1510-089_2012.ecsv", overwrite=True) +# - PKS1510-089 2015, Period B +sed_file = np.loadtxt( + "original/PKS1510-089_2015b.txt", + dtype={ + "names": ("E", "sed", "sed_err_low", "sed_err_high", "instrument"), + "formats": (float, float, float, float, "|S15"), + }, +) -# - PKS1510-089 2015, Period A -sed_file = np.loadtxt("original/PKS1510-089_2015a.txt") # read -E = sed_file[:, 0] * u.eV -nuFnu = sed_file[:, 1] * u.Unit("erg cm-2 s-1") -nuFnu_err_low = sed_file[:, 2] * u.Unit("erg cm-2 s-1") -nuFnu_err_high = sed_file[:, 3] * u.Unit("erg cm-2 s-1") -# store in table and remove points with orders of magnitude smaller error, they are upper limits -UL = nuFnu_err_low < (nuFnu * 1e-3) -sed_table = Table() -sed_table["e_ref"] = E[~UL] -sed_table["e2dnde"] = nuFnu[~UL] -sed_table["e2dnde_errn"] = nuFnu_err_low[~UL] -sed_table["e2dnde_errp"] = nuFnu_err_high[~UL] -sed_table.meta["SED_TYPE"] = "e2dnde" -sed_table.meta["source"] = "PKS1510-089" -sed_table.meta["period"] = "2015, A" -sed_table.meta[ - "reference" -] = "https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..29A/abstract" -sed_table.meta["redshift"] = 0.361 -sed_table.write("PKS1510-089_2015a.ecsv", overwrite=True) +E = sed_file["E"] * u.eV +nuFnu = sed_file["sed"] * u.Unit("TeV cm-2 s-1") +nuFnu_err_low = sed_file["sed_err_low"] * u.Unit("erg cm-2 s-1") +nuFnu_err_high = sed_file["sed_err_high"] * u.Unit("erg cm-2 s-1") +instruments = sed_file["instrument"] -# - PKS1510-089 2015, Period B -sed_file = np.loadtxt("original/PKS1510-089_2015b.txt") -# read -E = sed_file[:, 0] * u.eV -nuFnu = sed_file[:, 1] * u.Unit("erg cm-2 s-1") -nuFnu_err_low = sed_file[:, 2] * u.Unit("erg cm-2 s-1") -nuFnu_err_high = sed_file[:, 3] * u.Unit("erg cm-2 s-1") # store in table and remove points with orders of magnitude smaller error, they are upper limits UL = nuFnu_err_low < (nuFnu * 1e-3) sed_table = Table() sed_table["e_ref"] = E[~UL] -sed_table["e2dnde"] = nuFnu[~UL] -sed_table["e2dnde_errn"] = nuFnu_err_low[~UL] -sed_table["e2dnde_errp"] = nuFnu_err_high[~UL] +sed_table["e2dnde"] = nuFnu.to("erg cm-2 s-1")[~UL] +sed_table["e2dnde_errn"] = nuFnu_err_low.to("erg cm-2 s-1")[~UL] +sed_table["e2dnde_errp"] = nuFnu_err_high.to("erg cm-2 s-1")[~UL] +sed_table["instrument"] = instruments[~UL] sed_table.meta["SED_TYPE"] = "e2dnde" sed_table.meta["source"] = "PKS1510-089" sed_table.meta["period"] = "2015, B" diff --git a/docs/tutorials/ec_dt_gammapy_fit.ipynb b/docs/tutorials/ec_dt_gammapy_fit.ipynb index 785b08bc..c4f3c253 100644 --- a/docs/tutorials/ec_dt_gammapy_fit.ipynb +++ b/docs/tutorials/ec_dt_gammapy_fit.ipynb @@ -238,7 +238,7 @@ "outputs": [ { "data": { - "image/png": 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0t1WJmZl1QOWlqrwGzxttjHgngKQvRMTvVhxaJemuXNJkzGMeZjaIZhy0b+7v0cpU3WnJFugASJoF9MV+H17nYWaDaGzbCwyNrGbdk1uB0uD50MjqTO/k2cpsq6XAHZKeSB4PUbodrZmZ9aAZB+3L3SNzdxs8z1rT4hERtybrO34zaXokIl7KPImZmfWNVrdkP4pSj2Nv4F2SiIirGr/EzMy6La91Hk2Lh6SrgbdQ2hzxlaQ5qLjBU6/ygLmZDbq8Bs9b6XkMA2+PPlxNGBGrgFXDw8OLu53FzKxIWplt9SCldR5mZmZAaz2P1wM/knQPpf2tAK8wNzMbZK0UjwvzDmFmZv2llam6d3YiSB48YG5mlo+6Yx6Snpf0XL2vToZsl1eYm5nlo9HeVvsDSPo88DPgakDAGcD+HUlnZmY9qZUxj9+PiGMqHn9F0jrgv+eUyczM2tTuvTvSaqV4vCLpDOBaSosDT+O1xYJmZtaj8iwkrazzOB04BfjX5OvjSZuZmQ2oVmZbbQZOzD+KmZn1i4Y9D0m/L2mRpDdXtZ+Vb6xsSFogaeX4+Hi3o5iZFUqjqbp/A1wAvBO4XdKnKg5/Mu9gWfBUXTOzfDTqeSwAfi8i/hOlLdn/QNLy5JhyT2ZWUAtXjLJwxWi3Y5hNSKPisXdE7ASIiO2UiskBkr4JTO5EODMz602NisePJX2g/CAiXomIRcCjwNtyT2ZWIO5tWNE0Kh4fB+6pboyIzwGH5ZbIbACMbXuh2xHMJqRu8YiIFyPiRZX8saT/AiBpJjC9YwnNCqKyYDy9fUcXk5hNXCuLBL8MHEtpZTnA88BluSUyK4iFK0Z537K1ux67YFiRtLI9yTER8R5JPwSIiG2S+mLA3FuyW7dVF4yhkdV7fH/u3NksnTeno7nMJqqV4vGypEmU9rVC0jTg1VxTZcT3MLdeUFkwKm1eNr/DScyy08plq0uA/w28QdIXge8Cf5NrKrM+tnzNJoZGVrPuya17HNu8bD7HzDq4C6nMstW0eETEN4DzgIuAZ4CPRsQ38w5m1q+WzpuzW5GoVTCmHzilG9HMMtPKZSsi4hHgkZyzmPWN8pqNNFteVxaMGQftm3kms05q5bKVmbXJBcOKqqWeh5ntqdlCv07d0c2sG1w8zNr09PYde1y+WrhilLFtL3D3yNzdnutCYkXj4mHWgkZjHNU9kHJRqVVE6p3DrN94zMMsheppuOue3MrT23ewfM2mPZ7rFeVWZC4eZilUT8OtnIJbXVSAmkXFrAhcPMzaUL5UVS4SF699DID9f2PSbs+7eO1jDI2sdhGxwin0mIf3trK8lKfdzjhoX9Y9uXW3Hkj58bont3oLEiusQvc8fA9zy1L1wHj1uo3yca8et0FQ6OJhlqV6A+DlYvH09h1cd/axu2ZYuYhYkRX6spVZXqqn21bfYtbTca3oFBHdzpC74eHh2LBhQ7djWB9avmbTrsHwSuV7cDQ7btbPJG2MiOGax1w8zJpbuGK04QB4s+Nm/ahR8fCYh5mZpebiYdaiZgPgHiC3QeIBc7MWNdpS3QPkNmjc8zAzs9RcPMzMLDUXDzMzS83Fw8zMUnPxMDOz1Fw8zMwsNU/VNWuBp+Ka7c49DzMzS83Fw8zMUuuL4iHpcElfk3RDRdtHJV0h6UZJH+5mPjOzQZN78ZB0paQtkh6saj9e0qOSHpc00ugcEfFERCyqavs/EbEYOBNYmHlwMzOrqxMD5l8HLgWuKjdImgRcBswDxoD1km4CJgEXVb3+rIjY0uD8n0vOZWZmHZJ78YiIuyQNVTUfDTweEU8ASLoWODEiLgI+0sp5JQlYBvxzRPygxvElwBKAmTNntp3fzMz21K0xj+nAUxWPx5K2miQdIuly4EhJ5yfNnwI+BJws6Zzq10TEyogYjojhadOmZRjdzMy6tc5DNdrq3tIwIp4FzqlquwS4JONcZmbWgm71PMaAwyoezwB+mvWbSFogaeX4+HjWpzYzG2jdKh7rgdmSZkmaDJwK3JT1m0TEqohYMnXq1KxPbWY20DoxVfcaYBR4q6QxSYsiYifwSeA24GHg+oh4KO8sZmaWjU7MtjqtTvstwC15v7+ZmWWvL1aYt8tjHmZm+Sh08chqzGP5mk0ZJTIzK4ZCF48sLFwxysVrH+t2DDOznuLiYWZmqRX6ZlCSFgALjjjiiNSvXb5m0249jqGR1QCcO3c2S+fNySqimVlfUkTdhd2FMTw8HBs2bGj79UMjq9m8bH6GiczMep+kjRExXOuYL1uZmVlqLh4tOHfu7G5HMDPrKYUuHlmt8/AYh5nZ7gpdPLy3lZlZPgpdPMzMLB8uHmZmlpqLh5mZpebiYWZmqRW6eHhXXTOzfAzECnNJPwf+XxcjvB74RRffvxW9ntH5Jq7XM/Z6Puj9jFnne3NETKt1YCCKR7dJ2lBviX+v6PWMzjdxvZ6x1/NB72fsZL5CX7YyM7N8uHiYmVlqLh6dsbLbAVrQ6xmdb+J6PWOv54Pez9ixfB7zMDOz1NzzMDOz1Fw8zMwsNRcPMzNLzcWjSyQdLulrkm6oaDtO0nckXS7puC7Gq5fvbUm2GyR9ogfz7dHWCyS9XdL1kr4i6eRu56lF0u8k/7ZflfS9buep1kufjVp66bNRT9afDxePNki6UtIWSQ9WtR8v6VFJj0saaXSOiHgiIhZVNwO/BKYAY72WLyIejohzgFOAthci5Ziv1t/phGSRFfgD4B8i4hPAn2SZL6uMEfGd5N/2ZuAfey0fGX028sqX1Wcj54zZfj4iwl8pv4DfBd4DPFjRNgn4MXA4MBm4D3g78E5KH8jKrzdUvO6Giu/3Sv58I/CNXsuXPD4B+B5wei/mq9fWzazJ12XAl4C7e/z/x+uBA3otX1afjTz//rL4bHTrM9NWpqz/IwflCxiq+oc8Frit4vH5wPktnKfWD7/JE/0HzjNf0r66V/Nl9eHIIesk4MYss2WZEZgJXNGr+ZLnTfizkWe+5LkT+mx04O8wk78/X7bKznTgqYrHY0lbTZIOkXQ5cKSk85O2kyStAK4GLu3BfMdJuiTJeEsP5tujLSdpsw5JWglcRan30QmpMiYWAf8jt0S7S/t3mOdno5a0+fL8bNQz4c/MROw90RPYLqrRVncFZkQ8C5xT1fYt4FsZ5yrLIt8dwB2ZpnpNFvn2aMtJ2qybgSW5paktVUaAiPivOWWpJe3fYZ6fjVrS5ruD/D4b9Uz4MzMR7nlkZww4rOLxDOCnXcpSi/Nlpx+y9npG55u4rmZ08cjOemC2pFmSJgOnAjd1OVMl58tOP2Tt9YzON3HdzZjHwE7Rv4BrgGeAlylV/0VJ+x8CmyjNgLjA+fozX79l7fWMzlfMjN4Y0czMUvNlKzMzS83Fw8zMUnPxMDOz1Fw8zMwsNRcPMzNLzcXDzMxSc/EwAyS9Iuneiq9mW4R3hEpul/Tmimw/k/R0xePJVa85U9I1VW2vl/RzSb8h6VpJszv7X2JF43UeZoCkX0bEv8n4nHtHxM4JnmM+8KGIWFrRdiHwy4j42zqvOQB4ApgZES8kbecA742IRZI+APxxRCyeSDYbbO55mDUgabOkv5b0A0kPSPrNpH2/5AY96yX9UNKJSfuZkr4paRXwL5L2VekugvdLuk7SOknDkhZJWl7xPosl/V2NCGcANzbId5SkOyVtlHSbpEMj4jngLmBBxVNPpbRKGeA7wIckeWNUa5uLh1nJ66ouWy2sOPaLiHgP8BXgr5K2C4DbI+K9wAeBL0naLzl2LPAfI+L3gD8DtkXEbwNfAI5KnnMtcIKkfZLHf0rt7dDfB2ysFTh57T8AJ0fEUcCVwBeTw9dQKhhIehMwB/g2QES8CjwOvKuFvxezmvybh1nJixHx7jrHyluBbwROSr7/MKUf/uViMoXSzZQA1kTE1uT79wMXA0TEg5LuT77/laTbgY9IehjYJyIeqPHeB0fE83VyvRX4LWCNJCjdbOqZ5NjNwJeTS1inULoB0CsVr90CvIk6hcmsGRcPs+ZeSv58hdc+MwI+FhGPVj5R0jHAryqbGpz3q8BngUeofxOmnZL2SnoL1QQ8FBHHVh+IiBcl3Qr8EaUeyNKqp0wBXmyQzawhX7Yya89twKeU/Mov6cg6z/supd/8kVS+vzQAEbGO0v0YTue18Yhqj1K6R3W9Y9MkHZucfx9J76g4fg3waUr3/f5+1WvnAA/VOa9ZUy4eZiXVYx7Lmjz/C8A+wP2SHkwe1/JlSj/g7wc+A9wPjFccvx64OyK21Xn9auC4Wgci4tfAycB/k3QfcC/w7yue8i+ULk1dFxXTKiW9kdJlumcwa5On6prlSNIkSuMZOyS9BVgLzEl+8CPpZmB5RKyt8/pDgasiYl6GmZYCz0XE17I6pw0ej3mY5Wtf4NvJzCgBn4iIX0s6ELgHuK9e4QCIiGckXSHpgGQKbha2A1dndC4bUO55mJlZah7zMDOz1Fw8zMwsNRcPMzNLzcXDzMxSc/EwM7PUXDzMzCy1/w+HJxPlrQV4+gAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -412,15 +412,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in expm1\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in expm1\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: invalid value encountered in multiply\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: invalid value encountered in multiply\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] } @@ -444,55 +444,60 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in expm1\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in expm1\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in multiply\n", - " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in multiply\n", + " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:67: RuntimeWarning: overflow encountered in true_divide\n", + " return np.where(tau < 1e-3, 1, 3 * u / tau)\n", + "Info: VariableMetricBuilder: Tolerance is not sufficient, continue the minimization\n", + "Info in Current Edm is : edm = 0.0128911\n", + "Info in Required Edm is : edmval = 0.0002\n", + "Info in matrix forced pos-def by adding to diagonal : padd = 0.0041343\n", + "Info: MnHesse: matrix was forced pos. def. \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "------------------------------------------------------------------\n", - "| FCN = 202.1 | Ncalls=197 (197 total) |\n", - "| EDM = 4.45E-06 (Goal: 1E-05) | up = 1.0 |\n", - "------------------------------------------------------------------\n", - "| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n", - "------------------------------------------------------------------\n", - "| True | True | False | False |\n", - "------------------------------------------------------------------\n", - "| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n", - "------------------------------------------------------------------\n", - "| False | True | False | False | True |\n", - "------------------------------------------------------------------\n", + "┌──────────────────────────────────┬──────────────────────────────────────┐\n", + "│ FCN = 230.5 │ Nfcn = 488 (488 total) │\n", + "│ EDM = 7.37e-06 (Goal: 0.0002) │ │\n", + "├───────────────┬──────────────────┼──────────────────────────────────────┤\n", + "│ Valid Minimum │ Valid Parameters │ No Parameters at limit │\n", + "├───────────────┴──────────────────┼──────────────────────────────────────┤\n", + "│ Below EDM threshold (goal x 10) │ Below call limit │\n", + "├───────────────┬──────────────────┼───────────┬─────────────┬────────────┤\n", + "│ Hesse ok │ Has Covariance │APPROXIMATE│NOT pos. def.│ FORCED │\n", + "└───────────────┴──────────────────┴───────────┴─────────────┴────────────┘\n", "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", - "\tnfev : 197\n", - "\ttotal stat : 202.07\n", + "\tnfev : 488\n", + "\ttotal stat : 230.45\n", "\n", " name value unit min max frozen error \n", "--------------- ----------- ----- ---------- --------- ------ ---------\n", - " log10_k_e -1.2990e+00 -2.000e+01 2.000e+00 False 6.004e-02\n", - " p1 1.7528e+00 1.000e+00 5.000e+00 False 5.398e-02\n", - " p2 3.1290e+00 1.000e+00 5.000e+00 False 3.037e-02\n", - " log10_gamma_b 2.7000e+00 1.000e+00 6.000e+00 False 1.936e-02\n", + " log10_k_e -2.0588e+00 -2.000e+01 2.000e+00 False 5.371e-02\n", + " p1 2.0037e+00 1.000e+00 5.000e+00 False 2.341e-02\n", + " p2 3.1622e+00 1.000e+00 5.000e+00 False 2.945e-02\n", + " log10_gamma_b 3.0111e+00 1.000e+00 6.000e+00 False 1.797e-02\n", "log10_gamma_min 0.0000e+00 0.000e+00 4.000e+00 True 0.000e+00\n", "log10_gamma_max 4.4771e+00 3.000e+00 8.000e+00 True 0.000e+00\n", " z 3.6100e-01 1.000e-02 1.000e+00 True 0.000e+00\n", - " d_L 6.1250e+27 cm 1.000e+25 1.000e+33 True 0.000e+00\n", + " d_L 6.1289e+27 cm 1.000e+25 1.000e+33 True 0.000e+00\n", " delta_D 2.5000e+01 1.000e+00 4.000e+01 True 0.000e+00\n", - " log10_B -4.2923e-01 -3.000e+00 1.000e+00 False 1.869e-02\n", + " log10_B -4.2148e-01 -3.000e+00 1.000e+00 False 1.480e-02\n", " t_var 4.3200e+04 s 1.000e+01 3.142e+07 True 0.000e+00\n", " mu_s 9.9925e-01 0.000e+00 1.000e+00 True 0.000e+00\n", " log10_r 1.7778e+01 1.600e+01 2.000e+01 True 0.000e+00\n", @@ -504,8 +509,8 @@ " xi_dt 6.0000e-01 0.000e+00 1.000e+00 True 0.000e+00\n", " T_dt 1.0000e+03 K 1.000e+02 1.000e+04 True 0.000e+00\n", " R_dt 6.4700e+18 cm 1.000e+17 1.000e+19 True 0.000e+00\n", - "CPU times: user 2min 6s, sys: 12 s, total: 2min 18s\n", - "Wall time: 2min 19s\n" + "CPU times: user 2min 42s, sys: 49 s, total: 3min 31s\n", + "Wall time: 3min 34s\n" ] } ], @@ -536,21 +541,21 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in expm1\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in expm1\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in multiply\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in multiply\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "data": { - "image/png": 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\n", 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E813gMTPboPJmaYvx09+KO4TCtGoJzLge+g+Hz58UdzQ5qWraAno/2p/eG+8DoPfYKfQeO0V//EQgpa4zd8/58RiRouUOU38IGJz4m+JdNDOJymH9qdxtLvz9PHpvvI/F40bEHVLRSCnRmNn/AU+5+5rE6+2BIe7+cJjBtZWqznJD1bQF27Rkeo+dAsCYof2oHNY/rrAKx2sPwVtPBHNmtt8j7mhyW/3CmhIpS2VqjJm94u4HNTn2srsfHFpkWVRRUeGzZ8+OOwwhSDL6SzKLNqyCPx4K3XrCt6dDSWncEeW2pS/CHcdyarubeejKr8cdTc4zsznuXtHW66RaddbcWI4K9EXi9sRVsH4lfP0hJZlUJFZwPrrL0pgDKS6pFgPMNrPfmdneZtbHzKqAOWEGJoVpzNCc310if7zzHLx8DxxxCex+YNzR5IdENV6nupqYAykuqSaaS4HNwAPAJGADQSWaSFo0JpMlWzfBo9+HHXrD0WPjjiZ/JBJNZ18XcyDFJdWqsxqCvWlEJBf8uwpWLAy6zNp3ijua/NGuHErKOOuLKgqIUqstGjObYGYHtPBeZzM718y+Fk5okpfWLQv+2k6ifu6C5jBkYPlCeO63sP9p0Hdo3NHkFzPtSRODZF1ntwBXmdkbZvY3M7vFzO40s+eA5wnWO3sw9Cgl97nDv38PN/aDG/vDlB/C+y83e+ro22c2lDtrAmea3GFKJbTrCMdfH3c0+UmJJnLJdth8BTjdzLoAFcDuBOMzb7j7mxHEJ/mgdkswYXDOXfD5UVDaHl76K7z4JzjkmzCiSqsIZ8vcSfDOszDit7DdrsnPl88q7xZspSCRSXWMZh0wI9xQJC9t3QT3nwULn4SjfgDHXAklJbBhdTCO8J/fB0vWf/Uuqp55r9mJm61N4KyatkAFBPXWr4THfwo9KmDAuXFHk7/KtflZ1FKtOstLZjbKzCasWaNvqtBMuzpIMqPGBysGlyS+pTpuD8N+DiN/H7x/1wgqDw7eq5+wWV/qvHjcCBaPG7FNQqkfu1HXWiOP/xQ2roaTbvr06yzpU9dZ5Ar6u1X70YTszcdg1q0w8GIYcHbz51ScA2fcB8v+R1XVr4BPWzD1SaRxQUDVtAUNS9bU74JYf6yoLXwSXp0IR1bCrl+IO5r8pkQTuVa7zszscuAxd29+VFeK1ycfwD+/E2wXPOznrZ46esb2zFp3R4vvj5/+FuOnv8XAXZ1ZH326IOSsd1Y2vF+vKLvRNq2DyZWwUz846odxR5P/OnSFTRqjiVKyFs07wBgze9nM7jKz0Wa2QxSBSQ6rq4N/XAhbNsBpd0K7Dq2efnifnZJeckzp3zl8+UOtn/TWNHh7RlB8UEye/hWseTfoMisrjzua/Fe+PWxZD1s3xx1J0Wg10bj7/e5+dmLxzPFAH+AhM3vWzH5mZodFEqXklhduhneegeG/hu7JWxiVw/qzeNyIFpefGbjXjoyvPY3xtae1ep3x7/am94Qaqm64CtZ+lFHoead6TtA9OeAc6HVE3NEUhvpN4dSqiUzKYzTu/rK7X+/uxwAjgdeAb4cWmeSmj16D6b+AfUfCwd9I61Pru70ar948cK8deeDCQa0mocYWn1VDZd3d8JfhsLrAF0as3QKPXBpszZyke1LSkFhYU+M00cmoGMDdP3H3v7v7BdkOSHLY1k3w0AVB18OomzLaYKtxQhkztB8PXDjoM/vVNFY/TlOv932d6b32z1StGBgkmxWL0o4hbzx/Eyx7LZgzo62Zs6f+a6lEExnNopPUPXUdfDQfzvobdE4+7tKc+lZN4zkzlcP6Nzyvr0iDT1s+jUudG1pDH/SEex6Hu0fB+U/BdrtlFE/OWr4QZvwa9jsZ9tX+PVmlRBO5gi5vlixa8jw8/weoOBf6H9fmy7VWPda0G61xImqw+xfhGw8HE0Mnngmb17c5ppxRVweTxwQLQA6/Ie5oCo8STeSSLar5upldYWZ7RxWQ5KBN6+AfFwVL0g+7NtRb1bd0mhuz+cyx3Q+E0/4UrKn28MXBL+hC8PI9sOTfcNwvCq+llgs6JMZoVAwQmWQtmjOBLsATZjbLzL5vZp+LIC7JJdOugtXvwim3Qocuod6qcXdaS+9tY98RMOwX8PrD8PR1ocYWibUfBV/vXkfCId+KO5rCpBZN5JKVN7/q7pe7+97AGKAX8IKZPWVm50cSocRr4XSYfWewi2OvQaHfLqMVAI64NPil/NxvgxWk89ljP4EtG2HU7zMqtpAUtO8CVqJEE6F0yptfcPdK4JvADsAfQ4tKcsOG1UF57c77BItlRiCjtc3MYGRVsD/Lk1fDC7dlP7AovPkYvPYP+NKPYGdteR2akhLosJ1WcI5QSlVnZnYoQTfaacBiYALwt/DC2ubefYArgG7u/pWWjkkIpv0M1n4A334y92ekl5TC/90elGA/9pNgtYKKc+KOKnWb1sGUH0D3z8PgMXFHU/i03lmkkhUD/MrMFgG3Au8Dg939aHe/1d2XJ7t4YpO0ZWY2v8nxE8zsTTNbaGatbhHt7m+7+3nJjkmWvfMsvHQ3DLoEegwI9VZV0xbQe+yUbbYN6D12SvrdaKVl8JW/QN9hwf44770UQrQheWYcfFIdrILdrn3c0RQ+JZpIJWvRbAKGu3umS+feRdDF9tf6A2ZWCtwMDAOqgRfN7BGgFGi6ZeC57r4sw3tLpjavh0e+BzvsBUMuD/12TefRNF45IG3t2geVaLcOhofOhwufhfadsxRpSD6cDzNvCTaJ23Ng3NEUhw5KNFFKVgzwc3dfYGadzOwqM/sTgJn1M7ORyS7u7s8CK5scPgxYmGiVbAbuB05293nuPrLJI+MkY2YXmNlsM5v98ccfZ3qZ4jTjelj1TrCIY/tOcUeTvo47BBVyKxbCE1fFHU3r6upgymXB/j3HapmZyJR3Y8n7HzRsRSHhSrUY4C8ErZv6sqNqINNa0h5A40WqqhPHmmVmO5nZbcDBiW0Lmj3WlLtPcPcKd6/o3r17hqEWofdfgZl/DKq49vpS5Ldvac2ztPU5Ouj2m30HLHgiO9cMw8v3wNJZwfykTjsmP1+yo30nOvjGuKMoGqkuQbO3u482szMB3H2DWca1l819nrd0sruvAC5KdkyyoK4WHq2ETjsHc1NikNX9Zr58FSx6GiZ/D8a8mnQ7g8jVLA+q5HoNhoPOijua4lJSRgm1cUdRNFJt0Ww2s44kEkJipYBNGd6zGtij0eueBIUGWaetnNP00t3w/ktw/K+Crpx8V1YOx/8yqJybF0mRZHqeuDKoNhvxO82ZiVpJKe28lupVBbR0UQ5LVnVW3+dwDfAYsIeZ3QtMB36c4T1fBPqZ2V5m1h44A3gkw2u1Sls5p2Hdx/Dkz6H3UXBAAVWM9xkCu+4PM28Gb7HhHL13ng22Zh78Pdhl37ijKT6lQYvmvdXqPotCshZNdwB3fwI4FTgbmAhUuPuMZBc3s4nATGAfM6s2s/PcfStwCfA48AYwyd1fy/hfINnx5NWwuSZYkr6Q/ro2C8Zqlr0Oi6bHHU1g66agi3KH3sHkTIleSTva+VYARt8+U0UBIUs2RtPNzE5t5viXzAx3b3XvXXc/s4XjU4GpKcaYMTMbBYzq27dv2LfKb0tmwiv3wpGXQfd94o4m+/Y/Dab/PFh9uu+xcUcTLJOzYiF8/e9Q1jHuaIpO1bQFjH92CDAE+HTPo6ppC7I7RigNkrVouhHspjmqmUfS8ua4qessBXW18K8fQ9ce8KUfxh1NONq1h8MugLdnwIfz4o1lxaJgTbYvnJobSa8IVQ7rz+Ivv8CC8rOBT3dxVZIJT7IWzRJ3PzeSSCQer9wLH86F0+7I/YmNbVFxDjx7YzBW838xrYXmHqxY0K4DnNB0brJEqqSdqs4ilKxFk9ed9ao6S2LjGpj+C9jj8KB7qZB13AEO/hrMezC+xRRffxgWPQVfvlL7zMSttIw/bDkF+LTrLOOljySpZInmG5FEERJ1nSXxzA3BXI7h4wqrAKAlXzgV6rbEUxSw8RN47HLY7UCo0DJ9sStpR2XZ3xnUu1tD19nicSNYPG6EutBCkCzRjEt2ATN7NEuxSJSWL4RZt8HBX4fPHRx3NNHY4zDouCO8+a/o7z1jHKz9MNjOoDTVedISmpLg/6CUrTEHUhySfccfmVjwsiUG7JfFeLJKVWetmH5NsCf90J/FHUl0Skqh/wnw5lSo3RrdL/wP5wdJfcC3oGdFNPeU1tUnGq9li0GP7XN8G4w8l+wn7eQUrrE5G4GEwd0nA5MrKiq0G2hj1bPhjcnBysxddok7mmjtMxxevQ+WvgC9jwz/fvUFAOXdYOjV4d9PUlNaBsDd3zqY0fe8Sc8d8nDx2DzSaqJx92eiCkQi4g7Trg7WMxv03bijid7eX4bS9kH3WRSJZu4D8O5MGHWTFs3MJYkWDXWqPIuCOouLzcInYcm/YfgNwXa2xaZDF9jraPjfFDjuunCLIDauCbYp6DEADs7ruprC05BotvDAhYNaP1faLNVFNaUQ1NUF65lt3wsG5NE2x9m2z/Bgv53lIZexzhgHNR/DiTcG+9RL7mhINCoGiEJK3/1m9pmOfDPL+bVKNI+midcego/mBcvnF/N2wf1PCD6+GeIqSMvegFm3w4Czocch4d1HMpMYo6F2S7xxFIlU/8x6zsxOr39hZj8A/hFOSNmjeTSNuMPzN8HO/Qt/cmYy3XrA7geFV+bsHsyZ6dAlSOqSezRGE6lUE80Q4Btm9jczexboT7Als+SLJf+BD16Fwy9WNw4ErZql/4UNq7J/7QWPwdtPB1V9nXfK/vWl7RqN0Uj4UvqN4+4fEOxHMwjoDfzV3deFGJdk28xbgsmKB54RdyS5Ya+jAId3Z2X3uls3w+NXwE794NBvZ/fakj0ao4lUqmM004CBwP7AiUCVmd0YZmCSRSsWBeMRFedCe80XAIJKsJKyoKWXTf+9HVYuCnYprR8HkNzTMEajRBOFVPtQbnb3b7r7anefDxwB5PwIu4oBEmbdFvwFd5jmrTYo6xgkm3ezuOFVzfJg/bi+x0L/47J3Xcm+ktLgo1o0kUi16+zhJq+3uvu14YSUPSoGIBiDePleOOCrWjG4qV6D4P2Xg51Fs+HpXwbXOv5X2bmehKck0aLRGE0kUu06W2tmnyQeG82s1syKvJmQJ169H7bUBEUAsq09jwj+oq2e3fZrffQazLkrGJcpxF1KC43GaCKV0soA7r7NFHIzOwVVneWHBY9D98/D7gfGHUnu2XMgYEH3WZ+jM79OQzlzVxgyNmvhSYg0RhOpjOpcE11pX85yLJJtWzYEv0T31n9Vs8q7wW77t7kgoOqBqfDOM/yl/RkMvunlLAUnodIYTaRSatGY2amNXpYAFYCHEpFkz7szYetG2PuYuCPJXb0Gw5y7g7LkNFdLqJq2gBcXfcjzi6GyZ3+mtRvJe8ti2r1T0qMxmkil2qIZ1ehxPLCW1LYQkDgteipYqbjXEXFHkrv2HARbNwSTWdMw+vaZjJ/+FsetnxIcOO6X1JrWqM0bGqOJVKpjNHm5AmPRb3y26GnY83Bo3znuSHJXfRJ+93nY49CUP6161XoArln2JQB637kF+HTveYAxQ/tpW+BcpTGaSLWaaMzsD7TSRebu38t6RFlU1Bufrf0QPpoPx14TdyS5rcsusFNfWDITBo9JenrVtAWMn/7WZ46PGdqPF95ewax3VrJ43IgwIpVs0hhNpJJ1nc0G5rTykFz19ozgowoBkut1RNCiqatLemrlsP4sHjeCk/bYCMCdO9zdcFzyiMZoIpWs6+xed1fKz0eLng520dz1gLgjyX29joSX/hpsobD7F1P6lJu6/5NHlo7my9+5iTEvBAUAD1w4iKppIe9xI9mhMZpIJWvR/Lf+SaIbTfKBe1AI0GeIVmpORf0cmkVPf+at0bfPZPC46dsefPcFeP2fjOm7DLbbbZvWjFo2eUJjNJFK9luo8T63g8MMRLLoo9egZpm6zVK13W6wy37B0v7NeG/1xk9bKu5UTXyUqpJvUfnN05s9X/KAxmgilSzRaK5MPqr/han5M6nrMyQoCNiyodm36wsAqsbfwPhVgxi//nhV8+UzjdFEKlmi2edkl4YAABAZSURBVNfM5prZvEbP55rZPDObG0WAkoFl/4Muu0HXz8UdSf7ocwzUbgq6xQiqy3qPncKsd1Y2nNJ77BTWrXgvrgglmzRGE6lkxQCfjyQKya7VS2CHXnFHkV96HRH8lfv204x+shwISpabljLfseX4hueaL5PHNEYTqVYTjbsviSqQMBTthM1VS4KJmpK6Dl1gj8MSZeHDqV61nsphg6gc1r8hoSze4btUlZ7L+OUDgteaL5O/LNGZoxZNJAq6JKko96Op3QKfVMMOveOOJP/0OQY+mMt2dWt4b/XGhsNjhvYDoG7DmoYkI3nOLGjBaowmEgWdaIrSmqXgdeo6y8TexwDO/pte2eZw5RfWM6bdQzzRKWjBjBnaryH5SB4raacWTUSSrnVmZge6+1wzO8Dd50URlLTBqkRv5/ZKNOmqer0L4zfeBx8Gr+u7zAaWL2XW1lPrlzLbZtxGYzN5rLRMYzQRSaVFc66Z9QPOCzsYyYLViUSjFk3aKo/bl8UH3ceLnb8PBGMwi7/6MQ/wExafuZaBe+346fFxI5Rk8l1JqVo0EWk10ZjZ1YlzXgBKzOxnkUQlmVu1JOgS6Noj7kjy074j6V67LHh+90nw5DXBnjUHjuaBCwfFGppkWUk7jdFEJFnV2c/N7KTEeU+6+yPRhCUZW70EuvX8dOazpOeLZ3DdsysZvup1WLcs2BDtxBuDwWPQ2EwhKSlTiyYiqexHM9Ddv2Nm1wJKNLlu1RKNz7SFGfM6HAK7ARf+KFjRudF6ceouKyAl7TRGE5Gkicbdr0h8vCr8cKTNVi+BfYbHHUVe26aLTIuSFq5SVZ1FRT9FhWRzDdR8rBaNSCpU3hwZJZpCsvrd4KMma4okpzGayCjRFBLNoRFJncqbI5OsvLnUzC40s2vNbHCT964MNzRJ26rFwUfNoRFJrrQsWLJJQpesRXM7cDSwArjJzH7X6L1TQ4uqCTPrY2Z3mNmDjY6dYmZ/MrN/mtlxUcWS01YvgbJO0Ll73JGI5D6N0UQmWaI5zN3PcvffAwOBLmb2kJl1YNvdN1tkZnea2TIzm9/k+Alm9qaZLTSzsa1dw93fdvfzmhx72N3PB84GRqcSS8GrL222lP5rRIqbxmgikyzRtK9/4u5b3f0C4BXgKaBLive4Czih8QEzKwVuBoYD+wFnmtl+ZnaAmT3a5LFLkutfmbiWaB8akdRpjCYyyebRzDazE9z9sfoD7v4LM3sfuDWVG7j7s2bWu8nhw4CF7v42gJndD5zs7tcDI1O5rpkZMA74l7u/lMrnFDT3oEXTa3Dyc0UkGKPZtDbuKIpCqy0ad/964yTT6Pif3b2sDfftASxt9Lo6caxZZraTmd0GHGxmlycOXwocC3zFzC5q5nMuMLPZZjb7448/bkOoeWLDKti8Vi0akVRpjCYyyarOftzo+VebvPerNty3uUEEb+lkd1/h7he5+96JVg/ufpO7D0gcv62Zz5ng7hXuXtG9exEMjtdXnKm0WSQ1SjSRSTZGc0aj55c3ee8EMlcN7NHodU/g/TZcr1lmNsrMJqxZsybbl8492h5AJD1KNJFJlmishefNvU7Hi0A/M9vLzNoTJLSsL9hZVFs5a7KmSHo0jyYyyRKNt/C8udfNMrOJwExgHzOrNrPz3H0rcAnwOPAGMMndX0sxZmnOmqVQ3g3Ku8YdiUh+KGkHdbVxR1EUklWdfdHMPiFovXRMPCfxujyVG7j7mS0cnwpMTTXQTJjZKGBU3759w7xNqKqmLUhtafqaj6FzskpwEWmgjc8ik6zqrNTdu7r7du7eLvG8/nVbqs4iUQhdZ433p29VzQrovHO4wYgUEo3RREaLauaw0bfPTP3k9cuh007hBSNSaDRGE5lUdtjMW/nadVY1bcE2LZneY6cAwTbCLXaj1SyHPQ+PIjyRwqAxmsgUdKJx98nA5IqKivPjjiUdlcP6NySU3mOnsHjciNY/oa4ONqyETuo6E0mZxmgio66zQrBhFXidxmhE0qExmsgo0eS4MUP7JT9p/fLgo1o0IqkrTaze7CnN1JA2KOhEUwgrA6RW2pxINJ1VDCCSspLEyIHGaUJX0ImmEMqbU6IWjUj6GhKNxmnCVtCJpmg0tGiUaERS1pBoNE4TNiWaQrB+RfBR82hEUleamHOuuTShK+hEUwhjNCmpWQ4dukK7DnFHIpI/NEYTmYJONEU1RqPWjEh6NEYTmYJONEWjZrnGZ0TSpTGayCjRFIL1K1RxJpIujdFERommENQs1xwakXRpjCYyBZ1oiqIYwF0tGpFMlJQGHzVGE7qCTjRFUQywcU3wg6IxGpH0lCS6zjRGE7qCTjRFoWEOjRKNSFrqu85qlWjCpkST77QqgEhmSlV1FhUlmnzXsM6ZigFE0qJ5NJFRosl3atGIZEZjNJFRosl3WrlZJDMao4lMQSeaoihvrlkBZZ2gfae4IxHJLxqjiUxBJ5qiKG9ev1ytGZFMaIwmMgWdaIqCVgUQyYzGaCKjRJPv1KIRyYzGaCKjRJPvalZA5+5xRyGSfzRGExklmnzmHrRo1HUmkj6N0URGiSafba6BrRvVdSaSCY3RREaJJp+t12RNkYxpjCYySjT5rEYLaopkTGM0kVGiyWdq0YhkTmM0kSnoRFPwKwPUaEFNkYxpjCYyBZ1oCn5lALVoRDKnMZrIFHSiKXg1y6G0A7TvEnckIvmnYStnJZqwKdHks/Urgm4zs7gjEck/ZkGrRmM0oVOiyWfrV2qypkhblJSpRRMBJZp8tn4FdNwx7ihE8ldJO43RRECJJp9tWKmKM5G2KG2nFk0ElGjy2foV0EktGpGMaYwmEko0+aquFjasVotGpC00RhMJJZp8tWE14Eo0Im2hMZpIKNHkq/WJdc5UDCCSOY3RREKJJl9tWBl81BiNSOY0RhOJnE80ZtbHzO4wswcbHfu8md1mZg+a2cVxxheb+haNus5EMldSFox3SqhCTTRmdqeZLTOz+U2On2Bmb5rZQjMb29o13P1tdz+vybE33P0i4HSgIvuR54GGRKMWjUjGSkqhVi2asIXdorkLOKHxATMrBW4GhgP7AWea2X5mdoCZPdrksUtLFzazk4B/A9PDCz+Hra/vOlOLRiRjpao6i0K7MC/u7s+aWe8mhw8DFrr72wBmdj9wsrtfD4xM49qPAI+Y2RTgvuxEnEfWrwgW1CzrFHckIvlLYzSRCDXRtKAHsLTR62pgYEsnm9lOwC+Bg83scne/3syGAKcCHYCpLXzeBcAFiZfrzOzNLMSerp2B5aHe4WdZbZSGH2/25FOskF/xFl+sZ0e2MG2+fW17ZeNCcSSa5v5HvaWT3X0FcFGTYzOAGa3dxN0nABPSDy97zGy2u+fNGFI+xZtPsUJ+xatYw5NP8SZi7Z2Na8VRdVYN7NHodU/g/RjiEBGRCMSRaF4E+pnZXmbWHjgDeCSGOEREJAJhlzdPBGYC+5hZtZmd5+5bgUuAx4E3gEnu/lqYccQo1q67DORTvPkUK+RXvIo1PPkUb9ZiNfcWh0dERETaLOdXBhARkfymRCMiIqFSohERkVAp0cTEzIaY2XOJxUGHxB1Pa8zsFDP7k5n908yOizue5jS3+GouM7POZjbHzFJeDSMuZnZU4vv0z2b2fNzxNKeFxXc7m9ndie/dr8UZX2P5tlBwC/GWmNkvzewPZvatZNdQoslANhYLJZikug4oJ5hblLOxuvvD7n4+cDYwOqxYm0on9uYWX41SBl/nnwCToo1ym7jS+do+l1jE9lHg7hyNsbn//1OBBxPfuyflcqxRLxScha/tyQSrvGwhld9f7q5Hmg/gS8AhwPxGx0qBRUAfoD3wKsGioQcQ/IA2fuwClCQ+b1fg3lyOtdHn/RY4JBe/zo3efzAPvieOJZg/djYwMtfjbfT+JKBrjsf4YKPnlwMHJZ7fl8uxJl6fBDwPnJUHX9uxwIXN/Tuae8SxBE3e8+wuFrqKYM22UGQjVjMzYBzwL3d/KaxYm0onduD1qOJqTpqxdgE6EySdDWY21d3rIgw37a+tme0JrHH3T3I1xmYuUU2w8sgrhNx7k43vVY9woeAsfW03J54n3dBHXWfZ09xioT1aOtnMTjWz24F7gD+GHFtTacUKXErwV/hXzOyiVs6LQrOxm9lOZnYbicVX4wntM5qN1d2vcPfvE/wy+VPUSaYVrX1fnAf8JfKIPiud//+HgNPM7FZgcsRxQhqxWjBme1Pid0KzCwVHIN2v7fFm9gfg2WQXVosme9JdLPQhgv+sOKQb603ATeGFk5ZmY/dmFl/NAa1+nd39ruhCSUmL8br71RHH0pKU///dvQY4J5KompdOrDNIslBwBNKJdz3BHx8pUYsme/JpsdB8irWpfIo9n2KF/Ig3H2Ksl0+xQojxKtFkTz4tFppPsTaVT7HnU6yQH/HmQ4z18ilWCDPesKsbCvEBTAQ+4NPSvvMSx08EFhBUblwRd5z5Fms+x55PseZLvPkQYz7GGke8WlRTRERCpa4zEREJlRKNiIiESolGRERCpUQjIiKhUqIREZFQKdGIiEiolGhEGjGzWjN7pdEj2XYPkWgU1+daOecaM7u+ybGDzOyNxPOnzWydmYW+DL1IY5pHI9KIma1z9y5ZvmY7d9/axmskjcvM9iFYYbtPo2PjgBp3vzbxegbwQ3ef3ZZ4RNKhFo1ICsxssZn93MxeMrN5ZrZv4njnxCZSL5rZy2Z2cuL42Wb2NzObDDxhZp3MbJKZzTWzB8xslplVmNl5ZlbV6D7nm9nvUojnODObmYjnb2bWxd3fBFab2cBGp54O3J/dr4ZIepRoRLbVsUnXWeMdRZe7+yHArcAPE8euAJ5y90OBY4DfmFnnxHuDgG+5+5eB7wCr3P1A4FpgQOKc+4GTzKws8fockizHb2Y7A1cCxybimQ1clnh7IsEaVZjZ4cAKd38r/S+DSPZomwCRbW1w94NaeK9+W4c5BNsEAxxHkCjqE085sGfi+TR3X5l4fiQwHsDd55vZ3MTzGjN7ChiZGEspc/d5SWI8nGDTtP8Ee9LRHpiZeO9+4Hkz+wFBwpmY7B8sEjYlGpHUbUp8rOXTnx0DTkt0WzVIdF/VND7UynX/DPwU+B+pbS5mBEnszKZvuPtSM1sMHA2cRtCqEomVus5E2uZx4NLEdteY2cEtnPdvgvESzGw/4ID6N9x9FsE+IGeRWgvkBWCwmfVNXK+TmfVv9P5EoApY5O7V6f1zRLJPiUZkW03HaMYlOf9aoAyYa2bzE6+bcwvQPdFl9hNgLrCm0fuTgP+4+6pkAbr7x8DZwMTE9V4A9m10yt+AL6AiAMkRKm8WiYCZlRKMv2w0s72B6UB/d9+ceP9RoMrdp7fw+Vkpu1Z5s8RBLRqRaHQC/m1mrwL/AC52981mtr2ZLSAoQmg2ySR8kmzCZjJm9jTQh2CzK5HIqEUjIiKhUotGRERCpUQjIiKhUqIREZFQKdGIiEiolGhERCRUSjQiIhKq/w9SB3vFWFHoGAAAAABJRU5ErkJggg==\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -622,19 +627,18 @@ " - Gamma (blob Lorentz factor): 2.00e+01\n", " - Beta (blob relativistic velocity): 9.99e-01\n", " - theta_s (jet viewing angle): 2.22e+00 deg\n", - " - B (magnetic field tangled to the jet): 3.72e-01 G\n", + " - B (magnetic field tangled to the jet): 3.79e-01 G\n", " - xi (coefficient for 1st order Fermi acceleration) : 1.00e+00\n", "* electron spectrum\n", " - broken power law\n", - " - k_e: 5.02e-02 1 / cm3\n", - " - p1: 1.75\n", - " - p2: 3.13\n", - " - gamma_b: 5.01e+02\n", + " - k_e: 8.73e-03 1 / cm3\n", + " - p1: 2.00\n", + " - p2: 3.16\n", + " - gamma_b: 1.03e+03\n", " - gamma_min: 1.00e+00\n", " - gamma_max: 3.00e+04\n", - "\n", - "jet power in particles: 1.78e+45 erg / s\n", - "jet power in B: 2.35e+44 erg / s\n", + "jet power in particles: 2.52e+45 erg / s\n", + "jet power in B: 2.43e+44 erg / s\n", "* Shakura Sunyaev accretion disk:\n", " - M_BH (central black hole mass): 1.14e+41 g\n", " - L_disk (disk luminosity): 6.70e+45 erg / s\n", @@ -712,15 +716,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: divide by zero encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", + "/Users/cosimo/work/agnpy/agnpy/synchrotron/synchrotron.py:66: RuntimeWarning: invalid value encountered in true_divide\n", " u = 1 / 2 + np.exp(-tau) / tau - (1 - np.exp(-tau)) / np.power(tau, 2)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in expm1\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in expm1\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", - "/home/cosimo/software/miniconda3/envs/gammapy-0.18.2/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: overflow encountered in multiply\n", + "/Users/cosimo/software/miniconda3/lib/python3.8/site-packages/astropy/units/quantity.py:486: RuntimeWarning: overflow encountered in multiply\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] } @@ -742,13 +746,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "723ffa23", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -825,7 +829,7 @@ "ax.set_xlabel(sed_x_label)\n", "ax.set_ylabel(sed_y_label)\n", "ax.set_xlim([1e9, 1e29])\n", - "ax.set_ylim([10 ** (-13.5), 10 ** (-7.5)])\n", + "ax.set_ylim([10 ** (-13), 10 ** (-7)])\n", "ax.legend(\n", " loc=\"upper center\", fontsize=9, ncol=2,\n", ")\n", @@ -838,7 +842,7 @@ "hash": "a5cf2102067dc15f2ebf0f2821ba443678c455e87ade8e96a896230febab46ba" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -852,7 +856,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/docs/tutorials/ec_dt_sherpa_fit.ipynb b/docs/tutorials/ec_dt_sherpa_fit.ipynb index 36e0d5bd..c01aa755 100644 --- a/docs/tutorials/ec_dt_sherpa_fit.ipynb +++ b/docs/tutorials/ec_dt_sherpa_fit.ipynb @@ -421,20 +421,20 @@ "-- fit succesful? True\n", "Method = levmar\n", "Statistic = chi2\n", - "Initial fit statistic = 2656.51\n", - "Final fit statistic = 201.087 at function evaluation 51\n", + "Initial fit statistic = 4756.21\n", + "Final fit statistic = 230.45 at function evaluation 69\n", "Data points = 41\n", "Degrees of freedom = 36\n", - "Probability [Q-value] = 7.99618e-25\n", - "Reduced statistic = 5.58575\n", - "Change in statistic = 2455.42\n", - " ec.log10_k_e -2.26028 +/- 0.471578 \n", - " ec.p1 2.0403 +/- 0.0886314 \n", - " ec.p2 3.13238 +/- 0.0344635 \n", - " ec.log10_gamma_b 3.01111 +/- 0.159761 \n", - " ec.log10_B -0.434054 +/- 0.0259184 \n", - "CPU times: user 27.8 s, sys: 2.5 s, total: 30.3 s\n", - "Wall time: 30.4 s\n" + "Probability [Q-value] = 3.32878e-30\n", + "Reduced statistic = 6.40138\n", + "Change in statistic = 4525.76\n", + " ec.log10_k_e -2.05812 +/- 0.339208 \n", + " ec.p1 2.00362 +/- 0.0801181 \n", + " ec.p2 3.16213 +/- 0.0313775 \n", + " ec.log10_gamma_b 3.01083 +/- 0.114209 \n", + " ec.log10_B -0.42144 +/- 0.0186765 \n", + "CPU times: user 21.1 s, sys: 6.36 s, total: 27.4 s\n", + "Wall time: 27.5 s\n" ] } ], @@ -453,7 +453,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -469,14 +469,14 @@ "x = np.logspace(11, 27, 200)\n", "plt.errorbar(sed.x, sed.y, yerr=sed.get_error(), marker=\".\", ls=\"\", color=\"k\")\n", "plot_sed(x, agnpy_ec(x), ls=\"-\", color=\"crimson\")\n", - "plt.ylim([1e-16, 1e-8])\n", + "plt.ylim([1e-14, 1e-8])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -490,7 +490,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/docs/tutorials/ssc_gammapy_fit.ipynb b/docs/tutorials/ssc_gammapy_fit.ipynb index 66fd4dfa..fd94b147 100644 --- a/docs/tutorials/ssc_gammapy_fit.ipynb +++ b/docs/tutorials/ssc_gammapy_fit.ipynb @@ -172,7 +172,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -315,42 +315,40 @@ "name": "stdout", "output_type": "stream", "text": [ - "------------------------------------------------------------------\n", - "| FCN = 271.2 | Ncalls=313 (313 total) |\n", - "| EDM = 3.79E-05 (Goal: 1E-05) | up = 1.0 |\n", - "------------------------------------------------------------------\n", - "| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n", - "------------------------------------------------------------------\n", - "| True | True | False | False |\n", - "------------------------------------------------------------------\n", - "| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n", - "------------------------------------------------------------------\n", - "| False | True | True | True | False |\n", - "------------------------------------------------------------------\n", + "┌──────────────────────────────────┬──────────────────────────────────────┐\n", + "│ FCN = 271.2 │ Nfcn = 327 (327 total) │\n", + "│ EDM = 2.44e-06 (Goal: 0.0002) │ │\n", + "├───────────────┬──────────────────┼──────────────────────────────────────┤\n", + "│ Valid Minimum │ Valid Parameters │ No Parameters at limit │\n", + "├───────────────┴──────────────────┼──────────────────────────────────────┤\n", + "│ Below EDM threshold (goal x 10) │ Below call limit │\n", + "├───────────────┬──────────────────┼───────────┬─────────────┬────────────┤\n", + "│ Hesse ok │ Has Covariance │ Accurate │ Pos. def. │ Not forced │\n", + "└───────────────┴──────────────────┴───────────┴─────────────┴────────────┘\n", "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", - "\tnfev : 313\n", - "\ttotal stat : 271.16\n", + "\tnfev : 327\n", + "\ttotal stat : 271.17\n", "\n", " name value unit min max frozen error \n", "--------------- ----------- ---- ---------- --------- ------ ---------\n", - " log10_k_e -7.8911e+00 -2.000e+01 1.000e+01 False 7.117e-02\n", - " p1 2.0566e+00 -2.000e+00 5.000e+00 False 2.505e-02\n", - " p2 3.5438e+00 -2.000e+00 5.000e+00 False 6.194e-02\n", + " log10_k_e -7.8914e+00 -2.000e+01 1.000e+01 False 7.119e-02\n", + " p1 2.0566e+00 -2.000e+00 5.000e+00 False 2.519e-02\n", + " p2 3.5441e+00 -2.000e+00 5.000e+00 False 6.239e-02\n", " log10_gamma_b 4.9914e+00 1.000e+00 6.000e+00 False 2.421e-02\n", "log10_gamma_min 2.6990e+00 0.000e+00 4.000e+00 True 0.000e+00\n", "log10_gamma_max 6.0000e+00 4.000e+00 8.000e+00 True 0.000e+00\n", " z 3.0800e-02 1.000e-02 1.000e+00 True 0.000e+00\n", - " d_L 4.3045e+26 cm 1.000e+25 1.000e+33 True 0.000e+00\n", - " delta_D 1.9734e+01 0.000e+00 4.000e+01 False 7.440e-01\n", - " log10_B -1.3260e+00 -4.000e+00 2.000e+00 False 4.935e-02\n", + " d_L 4.3094e+26 cm 1.000e+25 1.000e+33 True 0.000e+00\n", + " delta_D 1.9743e+01 0.000e+00 4.000e+01 False 7.560e-01\n", + " log10_B -1.3260e+00 -4.000e+00 2.000e+00 False 5.009e-02\n", " t_var 8.6400e+04 s 1.000e+01 3.142e+07 True 0.000e+00\n", - "CPU times: user 2min 31s, sys: 56.7 s, total: 3min 27s\n", - "Wall time: 3min 29s\n" + "CPU times: user 1min 35s, sys: 30 s, total: 2min 5s\n", + "Wall time: 2min 6s\n" ] } ], @@ -379,7 +377,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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xsScLgDOBM1X1D2/dsMbCiEhTVV3tGTr/p6odPUOnO24cxrdxD4NiVX00XPv19l0ujkZE7gLm4Ab+/i/ueHwrLqD/RuBAVf2xumNg8Vz1g4i0BY7GdeMJsFlVh3vepf8DeuGMrPNxXdITcV3mhwAXAiXh7NaTyslDlwJXejGtx+NiBW/RgEHkReRNXPLQFZGI5xJXNuZHoAlwgKr+XZ/7NxoGZoVHCYGGljf9CC7+5xsRGSsiTUWkPbAJmKWuojm4B/vI+lVr+NEoKIkQ4HVb7c3qANwkIo1xRtaLqtoLyMR55H7w1qvSuxaM163iA05Vb1fV/+G6xncFmnmLWgGfV2do+btZPW+ihBJbZlSPd2hjVHWJ52F/AFdH7kAR6aaqv6rqaThDvT2wDy6+6w+cEbYrsGvFONQQ9Piv4ekBxkptkof+z1t/S/KQuEHl64MOuIzkO4BbRKRTPe3XaEBYNmIU4j1gYlR1JXCmiLT1PBbFQGdcphkiMgyXwTNuG9u6ADhYVS+qe+U7H57BEOlMwUqGjre95tTS0FGvor7fyAnGIPR7F7x9rPSMzmNF5HRcjKG/aGYMXtZbAPuLyH44z+0yb3vm5Qoz3vFU/7FV1QJc1t8HwHsiMgEXJzofd87W4OJL/4VLwliIy7490dteKYR+DQdcOxWThwT3srDd5CFcrbALgTYi8rKqPlVbPTVFROKA4bjr9XkReTGY72/s+Fg3YhQT6BL3Hn6NcV6sQlz3zF3AGYEu9QrrN8bFX4xQ1TeljmvmGFsRVxJhg6qeJS5T8AqcZ8tfEuEt4D1V/UC8kggB6wZtXFQwdFRc1uqxuEyv04HW6gqlVjUQ90FAnRk64uLXslT17mr23wgXlL0fLlj7L+Am//6DfZDvDITz2Hjn4SRgNHAgLvnifziP0nvA7ao6yWvbEbgbN1j6M+HYv7fdIbig/Ytw3rVrcIOyfxhwT7wM50k+KOAauR9IxsUFzsMN8H5egNc3rIjIWcAwVe1bYb7/99cW6KCq39XF/o2Gg3UjRjGBHgvv7XMNLiU6D8gCLlLVqdvoarkUF8vwprcNM7TqEImiTEH/NlT1fVW9EDfM0B3bMLQa4a6XS4FnROTBQENLQsiiDOgiGqGqd3uzyyq0icU92NsAx6vqybiMtJNFpJu3vhlaFZAwD7XjXRv56mpvFeI8sWtxmYHX4WKTZnttBVgB3ATsIyJviUhGOLp+teEkDx2N69qsqN//G94XOENcXJexE2PdiA2IgIfkdTVo2xn31neOuIKbpwBTVfWrOpZZa0LpsoomLVpFpiDuLbsmmYJf4IycvHC+BcvWQrojAmZvz9D5XUTG4wydP1R1TiiGTsBxCfSsiogEHufWwInAR97+WwLdcIHYR4hIb+BE9Wqg+TcQDddMJPCu0964SuvpOM/PocAJIvKMqs4KZruB59k7tiNFpInnLY3DebD8XqJ7ccZYHvAEcDVuIPewnBNVHQ2MloDkIVVdKyIZuALD+ar6bcAqZ+BGdpjnGZ9H4spJTAqHnmp4Dze80XLPQAXK3avX4zI8C735/YCfVLXIm7YCrTsJ5tlqQHg3EAl8c/R+1FXd3C4E9gD+jbsRriUKz7e4MQXVc7mHVIMqWrRoFJVECDR0AmaXu4bYtqFzled1a+Wt2EhELvaMxNrSR0ReFpFWGlBSQ1x8znG4+mXPem1vxY2Zd5eqXoLL5mwW+F2i4ZqJIIfjgsJX4+ryvY2LVfoLCEs2XMCLxxpv1nRccdGDReQU3FA/1+HuLeNw8aNNqtuOiHQNxuuldZA8FA7vm6flY9yLypQK8/1G61BgiroyMKcCj+Eq5qd57czQ2kmIuoevsW0CjIEsEUnXKopliis/cBTuLe9bVT1GVZ9X1fHVbDYieDqni8g1ItIi4LtkytZCipHW0kFCKBgrYcwU9B5WRwQpJVRDx38M1uOMwka1FaCqPwGjcAHYN3vzyry3/BXAG6pa5L39dwFeB9aISBegFMgSkUTgUhHxZ5/tdF2LUn6onXtV9TFcd1kz3O99Q5i68rTC9JtAR1xWYgtgjLrxRV8HxuDGEM0JXMfvfRRXk+sxYKaInBOsJu9dM1ZVV6rqmcBV3m9rDTVMHvK/oIrIYSIyS0SCesERkTgR2UVVN6vqXE9bTMDybJwhPMN7yRoM3KaqnwCHiMhPInJcMPs2Gh5mbDVc2uJuXJdBuWKZcbgYihE4j9YB3vwa3Xzry1Pg7edu3I17EzDRc/uDe0MfKyKPR4GW84FJ4upG1ZqKb64afEmEdFzQ8mVB6gjF0CkD0sXFyTwGJGj5LMoa30dUdQLOY7ZGRH4XkT28+e+p6ntes5tw3r45uFi3o4EyVR2vqptxY/elicgUEekZuP1weSyinIpD7fQGCoBJqjoFto5+4C3vIyK3hvICU8HI2Yjr9t5VRP6HqyPXCG/oqsBzEHAdn4vzjD2EG85qggRRid571/QFvMQs8fYXj3sReFJEzsV1aT6sqkuq2IbfQP8vsAiXVfmKuLjF2pAI3C0iH4tIF09bmWwtX7IcVyj2aVy9sodUdZy3/DvgEuA6zxDbwk5yDe90mLHVQFHVabhig5nejet4b34pLnD+edxbVQtxcQFVxlGISIK4YSb8g1zXl6fgX7iH9jGe1i9wXh9U9QNct8jV4rq0IqYFl/5+ENBZRJ4IZScBDz9RV9bDXxLhHdzDyF+eo6rfZTdcjM6WbpHa3pSDNHSOwhWu/AEYgEvBXysix4jIId76ZbXRoq68xAu4shiBQ1P5tzEMeMm7ZvcEBuIeiAd6Hq17cENV/Q9o7q3b3Nv2zhDDVXGondO9/7+Hct1/fkP/NCAdFzsYFH4jJ2B6gaoejPOGfgn8oG68zi3nIOB674G7dqer6luqeiyu2+1IgkSDTB7yXkYRkUtxxX1PAI7A/eZOrKWGQlU9GzeY9jsi8oCIJAe8+HbCvSAV4AqxThKR04CHcYbpYbiyEbt77ZuJi2v0Hz8zunYgzNhqwKhqsarehwuEP0lEmnsP8iXe29NmqsjGCbgJ7oErH9EPV4zvU6mHMRbFdaE9gEvz92fCrWRrVxW4G98t6rLn6uymU4WWjApa1qrqOlwgbLLXJqShdvw3U61dpuAwoAfwb++mXl2s3vY01NbQGQA87V0rPXAPifW4rsZLReRJEdk3SC3rA9cLOC5/qOoKcZl2h+OSC/7BDQA+H1eC4H1c0seu3up3isjhgduP1MNKXEzT0DrcReBQO+8Ag3BB139BJa/WMbguv09UdWm4BAR4byap6o04b2NFr5bfIDoHV4bh54BNTAGuFNctHBY9nqf2OlV9RFW/rqJNjKqWiit2ejfOO9oP52WejyvcWmvUlbzoj4tXeyJg/gKcx/psdV27rXFe2nk4AzgF+Ao35BC4ONv3ReRYb/2d4cVhp8GMrR0AVc1T1cGei9//wPJ50ydQIWA24CZ4PXA8rkrzcTjX9oB6kHwBrsDnT970Hrg0f39K+Zm4zLjHPb11edOpqKUbriL1TG/fJeLiTfYA1ouLkwt35fealETogLtpn4AzlIKN3cLbZ00MnSOAPFX9GTdAcR5uDLtrvP/fBGbhgqbbhaKnGo0lwIPALTjPzHRVfVtVH8c9LItxRjC4+By/h6BD4HeKAH8A+4nIj56xE1Y8T84duAf217i4pC1eLe+Fq0xc1fUTgWl4v60wavBJQMiBuszaGJznM/CF7iicp+m7CsZeJ1x29GYJsfp8gB4JNPaqeCHxL3sWZ+Qcg/My/Y7r7nvdWy+YIP4CVR2C675ERGK9/W8M+N65uOu4VF335hxgtareKyK74roVlwDniciDtdVgRDdW+mEHRkRSvB+7P+04sEjqbribz2DgIhGZDLQD/NXH6yStXlzNpPNxb4CPichaT8csVf3Ia3YrcLd3I66z9P4qtOTjvIE/q4ut2BPnPTkYNzDuG6q6Plz715qVRGgGXAy8q6ozvbfyldTxi5JnZD4ApIrIYThj83Gc0Xck8B9Vne4JPsKb/084NXjXq09E1gBJQJmIfIMzhA/GFV9d4TWfiOvq/RSIFZFRqvp6OPXUFHVdxOeLizl8R0TuVdWwPTw9Y0C8B/YIEclSLwHD82r5jYWzcYkF33ve2bAS0F12FfC1qvpflmK985aIK8fwFc4L5y+42wnYBZeQEu8Z1eHQ4+9+ywI2+n+rAV44n3ffOwHYTd2oHAcAL+KK5xYEbidIDUX+fVWlT0RG4TzCnYEbcPcfcOfqa1W93NOcEqwGIzoxz9aOTWsReVPcgK7+2Br/2+hSXLzL/IA3sneBGV7buvIKDMR1eTwG/AfnGbnV2zfiBuDOUdV361hHVVpm4AZJbiQiL3r/N8UNMj1MVX+pIx3VZQqm4LwXR+LGrQPXJbyUCh6wcOM3dLwH0HTgf56H626cN+VPr10/XPfitHBr0IBuV1XdpKqnAtfiSg1sAJ70NJyNO3+XAKNV9ahIGVoi0klc0c3RuBEfLsDzmIQL73iUiUiaiCSoywj0Z8fFeNdPO5xH9FtcF1ld8hnwXxF5XAIypHFdaLvg4pY0wKP+b5wncmq4DK0KVEoeCtD0JLBUt2YHZ+FGWEiuAx2VUNWxqnokboSEiar6hvcb6g08BVuMw6L60GPUHzZczw6Od9N9AsjHpR0v9eYnefNTcPFCC735dT4kSsW3Wa8b4X5c8HYXoKeqLq1Lr9Y2tLTAGRIbcWNKLghYVpdetsOAO3GxNfcHzD8Gl4E4xtN1IS7Nfbi6rLB6Q1wV7IeBx1R1rjfvG+ADVX2yjvdd7roUFxDfF1dFPBnXldYFuNLzYNRrsUjvAXkLrtvuLVy33RQtP45fuPe5K65L7H9avmit/6XlaOAcVV0e0GVdJ8fE86Ydixur8CFVfcObn4SLCx2EO0ddcV1212n5gqTh1pOAqwE2ADd24kfe/N1xA0Y3w73ADAX+VNV/18c1U6F3wf/i+xKuu/7Guty3EWFU1T47wQeXUTcVOLnC/NtxgdL/AmLrWZNUmL4OZ0g8iMsOjKSWi3Fdh3fX13HBve1fgosh2SNgfjOcd2S8t7xdhK8l/0va1bjaSvW575iA/1OAnjhjawCuW7HSuawnXWm4citLgb3qcb9JuOzML4CBAfM7ApNw3trD6lFPAi7Wr3HgecAlMvzHW1Zv1y/Oc/UKzosfqOd43MgNwyJwrUiF67gLkOH9H1PfeuxTPx/zbO1EeG+3merG59sSJyQuA7FU6/AtfHu6dOvbXiPgcuAdDfAq1aOWwOOSgUur/1S9gZnrSUM6bhBrrXBsmujWat71TsU3f3FlGKar6qcR0FLOyyhuwN8PgQFaB/FJtdB1FHAzrrjmMFXdUE/7bY3zOo7CjSPov2bOxBljo1T19vrQUkFXJY9afXist6VHq/BeRVKTsXNgxtZOTECgbcSHjPC0xGiUVASvj+7UmlLfXWINFRHZR1V/joYHp4gcrhEYsUG8pJgKSReISHtVXRypYxMN5yQQ+00Z9Y0ZW0ZUEW03ZaNq7GHVMIimlwbD2JkxY8swDMMwDKMOsdIPhmEYhmEYdYgZW4ZhGIZhGHWIGVuGYRiGYUQdXrHnFSJS5XBT4nhKROaLyK8islfAsqNE5E9v2U31p7pqzNgyEJEhkdYQSDTpMS3VE016TEv1RJMe01I90aYnSngVOGoby4/G1Snrgitw/BxsKRj7jLd8D+AsEdmjTpVuBzO2DHAXaTQRTXpMS/VEkx7TUj3RpMe0VE+06Yk46kYZ2FZtwROA19XxE5ApIi2BfXFD0S1Q1WLgHa9txDBjyzAMwzCMhkhrYEnAdI43r7r5ESMukjs3QqdkXYEWzJob0jbmfTOZ1ZOmhFQDJKPn7vhS01kZhhr0s/9cypJVwdckad7I/V1dELqWOfOWsnR1aPVRmmVASUkZC3M2h6Rl6vSF/DZvY0haOrZJJDkRiouLQ9ICsGjRIjZt2hS0noSEBCA6tIRTTzRpCYcev5aCTSFL4a8FOazd4Avp2KQlxxBLGSWbQxO0eOECNm/cEJKW+EQ3fvXmKDlPixctpNMunSVkMdtg75hULQhT6bb5bJ5D+UG3R2iFcT63Q1XfVbcxP2KYsdXAKR0yN/MAACAASURBVJg1lx8HnhdpGez/1ets7LYv700Ox/WcTSi/i9MOcr+zj6aGQQotQ97CiX1hzerN3PrYP2HQE9o27v1POzq3FZblLg2DFkLaTstWrUPeRri0QHj1RJOWULfj1zJjYTiUNOGfDaEZJr07JpASs4nVS/4OaTtxwOolob2RNW27CwDLli0PaTt+wnGe6poC9fFEXPuwbOvY0nlFqtonhE3kAG0DptsAubgxOquaHzHM2DIMwzAMo2YISHyYnGel22+yHT4CrhCRd4C+QL6qLhORlUAXEemIGxz+TODskPcWAmZsGYZhGIYRdYjI20A/oJmI5AB3APEAqvo8MA44BpgPbAQGe8tKReQK4AsgFnhZVefU+xcIwIwtwzAMwzBqhIgQE1enYWFbUNWztrNcgcurWTYOZ4xFBWZsGYZhGIZRMwQk3goZ1BY7YoZhGIZhGHWIebYMwzAMw6gZQr11I+5ImLFlGIZhGEbNCGc24k6EdSMahmEYhmHUIebZMgzDMAyjRtRnNuKOhBlbhmEYhmHUDOtGDArrRjQMwzAMw6hDzNjagenx4n0cnvsDh8z8uNo23R6/lf5/fMkh0z8io/ceW+Y3P/Jg+s35nP5/fMkuN/w7LHpUlbEjr+a+oV15ZFgvcv6evs327794FTeflbFleuOGtbzywMk8MqwXT1y/H8sWzw5Zz3vPX8Xwi7tw3+U9WTJ/23refe5K/nNKerl5836dyP1X9Oaeod154sZ+IWmZ/f29fPX2kUx87wTWray62PHKnB+ZNOZkJo0+ickfnkNh/mIA5s98iUmjT2LS6JOY+O5xfDyiG8VF64LSMmnStxx2+BH0HzCQ559/oUqtd951F/0HDOSYQccye/acGq/bkLVEm55o0uLf39MPXMu5g7pz8Sn7Mu/3GVW2u++mwZx/XE8uOqkPD99+CaUlJQD8s/BPrvhXP47aO5N3X30iJC2JKem06LgrLTruRlqTFlW2yWjRihYdd6N5h65bBpSOjU+kefuuWz7ZnbuT2rhZSFqi7TyFjJeNGI7PzoQZWzswOa+/z5RBF1e7vMXRh5DapQPf7HYEvw79P/Z8ZrhbEBND96duZ+qxFzNxz0G0PuNY0nbfJWQ9f0z/jFW5f3Hzs39y2tDnGfNClYV/AVgyfxpFheWNha9G30+rjr247omZnHX1q3zw0jUh6fl92meszJ3PHS/O46wrX+CdZy6rtu3iv6axqTC/3LyNG9bx7rOXc8ntH3Lbc7O56OZ3g9ayYsm3bMhfzIAzP6fnIXfy2+S7qmz32+Q72WvAwxx66ljadB7EvOnPA9C510UceupYDj11LLvt+x+attyHhKTMWuvw+XwMHz6cl18ayReff8bHn3zCX3/9Va7NxEmTWLRoMV9/NYF777mb2++4vcbrNlQt0aYnmrT4mTr5C3IWz+f1T37jP7c/zZP3XF1lu4GDzuDVj2Yy8v2f2VxUxLj3XwEgPaMxV9z0CKedX/V6taFRVmtW5yxkxcI/SU7PJC4hsdzyxNR04uITWbHwD9Ytz6FRlhvE2VeymZWL5235qJZRtD6/ql3UiGg8T6EigMRKWD47Ezu8sSUiG0JY9woRmS8iKiLNAuaLiDzlLftVRPbaxjY6iEhoLpggWfPdNErWVH+jyDpuIDlvfADAuimziG+UQWJ2czL37UHh34vZuDAHLSlh6bufknX8wJD1zJ76EXv3PxcRof2u+7GpcB0Fa5ZValfm8/Hxazdy7HkPlpufl/M7XfYc4LS32Y21Kxaxfl1e0Hp+/elD9h3g9HTczenJr0bPBy/dwIkXltczbeIoeh5wEk1atAMgPbPqN+iasHzR17TtegIiQuOsXpRsLqCocEUVLYXSYndJlxRvICml8j5z//6U1p2PCUrHrFm/0r59e9q1a0dCQgLHDhrEhAlflWszYcIETjrpRESE3r17U1CwnhUrVtRo3YaqJdr0RJMWP99/8wlHHHcOIsIePfdlw/p8Vq+s/Hvqe/BRiAgiwm579mFl3lIAGjdtwW7d+xAXFx+SjvikFEpLivGVFAPKpvXrSEprVK5NUlojNhWsBaCkaCMxsbHExJYPYU5MScNXUoyvtCRoLdF4nozIsMMbWyHyPXAYsLjC/KOBLt5nCPBcPesKC0mts9iUs3zLdNHS5SS1ziK5VRZFSwLm5+SR3Cor5P3lr15KZtO2W6YbNW1D/pqlldpNHvcM3fY5jowmLcvNb9WhJ7/9NBaAf+ZNZe3KxaxbnRO0nnWrc2ncfKuezGZtWLe6sp5JnzzNnn2Po1EFPSty57Fxw1qeuKk/D17VhylfvR60lqLCPJJSs7dMJ6dmU7SxsrHV89C7mfLZJYx/sx858z6ic+/yXbylJZtYsWQyLTseEZSOvLzltGy59XtmZ2eTl5dXoU0erSq0WZ6XV6N1G6qWaNMTTVr8rFqRS/PsNlumm2e1ZtWK3Grbl5aUMP7jUexzYHDXanXExsV7hpbDV1pCbAUDLjYuvpwR5Sup3CY5ozEbPYMsWKLxPIWMQEyshOWzM7HTGFueN+phEZktIr+JyBne/BgReVZE5ojIJyIyTkROBVDVGaq6qIrNnQC8ro6fgEwRaVlFu4oaOonIDBHZp5rlsZ7Gnz2P2SXBf+MaIFVc7KpVznfjfYZKFduosK/8NbnM+mE0Bw26olLTASffyKbCtTx6zV5MHvc0rTv1JjYmhITaKr6TUF7PutW5zJg8mkOPv7JS2zJfKUvmT2fo8E+4/O7P+fyde8hbOi9YMVXMq3weFvz6Gn2PfoHD/zWRtruexO8/PlBued7ib2iS1TuoLkSo8pBUOkdVXQsiUqN1G6qWaNMTTVq2JUq2sd0n772aHnsfRI+9Dwx939uh9ncvITE1I6QuRIjS8xQygsSE57MzsTOVfjgZ6AX0BJoBP4vIt8CBQAdgT6AFMBd4eTvbag0sCZjO8eZV9pl7iMiuwDvAYFWdWU2zi4B8Vd1HRBKB70XkS1VdWGFbQ3AeNR699ia6bkdsdRTlLCe5TTb+d7ek1tkU5a5AEuJJarvVy5LUJouiZVV1aW2fyeOeZcr4kQC07dyHdau3Hrb81Tk0atyqXPulC2awevl87h/qvlXJ5o3cN7Qrtzw3j6SUDM680p0aVeXeS3ahSVbHWumZ9Mkz/PC509O+ax/WrtyqZ92qHBo1La8n5+8ZrMydz50Xd9miZ/jFXRg+8i8ym7YhNaMZiUmpJCal0rnbwSxdMIus1jU7Iwtnv8U/f4wGILN5d4oKt3oTNxUuJymlebn2mzetoWDNnzTO6glAq12OZsq4IeXa5P49jladB9Vo/1WRnZ3NsmVbL+Ply5eT1aJFpTa5VbQpKS7Z7roNVUu06YkWLR+88zzjxriYq1277c3K5Vs9zSvzltK0edXvoK8/dy/r1q7iztufDmq/28JXWkJsfMKW6di4eMoqdAVW9HbFxpf3dCWlpVOyeRNlvtKQtETLeTIiz07j2QIOAt5WVZ+q5gGTgH28+e+papmqLge+qcG2qjLJt/Xy1Bz4EPjXNgwtgCOA80RkJjAFaIrrqiy/I9URqtpHVfucf9yJNZBbNXmffE2bc936mX17Ulqwns3LV5L/82+kdu5Acoc2SHw8rU8fRN7HXwe1j4OOuYxrH5/OtY9Pp3vfE/jlmzdQVRb/+RNJKY0qdRXu0WcQw1/J5bYRC7htxALiE1O45TnnLdpUuI5Sr3tgyviRdOp2MEkpGZX2uS0OPfZybn56Bjc/PYMe+53I1K+dnoV//ERyaqNKXYXd9x3E/W8t465XFnLXKwuJT0xh+EgXpNpjvxP4e85kfL5Sios2smjeVLLb7l5jLR27n7MlqD27w0CWzPsQVWVt3kziE9JJSi1/Y41PzKCkeD0b1jnbe9XSH0hr3GnL8pLN61m9bBrZHQbU6pgE0qPHnixavIglS5ZQXFzMJ59+ysCB5eP1Dhs4kLFjP0BVmTFjBunp6bRo0aJG6zZULdGmJ1q0nHjmpYx4bwoj3pvCgQOO48uP30JV+X3WVFLTM6o0tj4d8wo//zCB2x58jZiY8D+CSoo2Ehef4BlcQnJ6JkUbynuoijbkk5zRGHAxXmW+snKGVXJ65paYrlCIlvMUVgQkNiYsn52JncmzVZ3PMhhfZg7QNmC6DVB9cALk4zxhBwJV5/Rv1XKlqn4RhKZK9H7zUZoeui8JzRozcNEk5t35XyTenfJ/RrzDinGTaHHUofT/czy+jZuYdfEtAKjPx5yr76LvuJFIbCxLXh3Dht/nh6xn972PYe4vn3H/0K7EJ6Zw5pUvbVn24t2DOP3yF2nUpFW16+ctmcvbT12AxMSS3WZ3Tr9iZEh6uu1zDHOmjePOi7sQn5jCv67Z6tB89o5BnH3Vi2Q2rV5Pdrvd2WPvI7n/8p5ITAwHHHERrTp0D0pLi3aHsuKfb/n6nSOJjUuiV7/7tiybMm4IPQ+9h6TUFvQ85C6mjb8aIYb4xAx69rt3S7vliybQvM0BxMWnBKUBIC4ujjvuuIMLBl9Imc/HqaedSteuXRg1ahQAZ599Nv369WPixEkMGDCQpORkHnzwgW2uuyNoiTY90aTFT9+Dj2LKd19w7qDuJCWlcP3dz29ZdvNlJ3Lt8Gdp1qIVT9xzFVkt23Hluf0AOGjgCZx36S2sWbWcoWcexMbC9UhMDGPefJqXP5hOalrtXqgA8lcspWkb9yKyMX8NpcWbSWnU1JtezebC9SSlZtCi426olrFu2VYPt4iQmJrOurzg40H9RON5ChWBnS7eKhxIeGJxohcR2aCqaSJyMnAJcAzQBJgG9AUOBs4Hjsd5oOYCQ1R1dMA2FgF9VHWVNz0IuMLbVl/gKVXdt5r9dwA+8dp9ATyrqqOqaTvE2+ZpqloiIl2BpapaWN33Wz1piv448LyaHYw6ZP+vXmdjt315b3Lkr6fTDnI3go+mRliIx4l9Yc3qTdz62D+RlsK9/2lH57bCstzKiQD1TctWLt0+GrRAdOmJRi0/hv6+FRZ6d0wgJWYTq5f8HWkpNG3rSuIsXbZ8Oy3rnpatWrMsdymddulcp5bQ7qmp+kr3bmHZ1v5Tf/5FVfuEZWNRzs7k2RoL7A/MwnX53aCqy0VkDDAQmA3Mw3Xf5QOIyFXADUA28KuIjFPVi4FxOKNoPrARGLy9natqoYgcC4wXkUJV/bCKZiNx8WPTxUWWrgSC7yc0DMMwjHAi7HTB7eFghze2VDXN+6vA9d4ncHmZiFynqhtEpCkwFfjNW/YU8FQV21Sg+oqc5dsuArp7/6/DxYlV17YMuMX7GIZhGEaUsfOVbQgHO7yxVUM+EZFMIAG42wuUNwzDMAzDCBkztgBV7RfqNjyvWFXlfQeq6uoKbY8EHqzQbqGqnhSqDsMwDMOoK0TY6YbaCQdmbIUJz6DqVcO2X+CC5Q3DMAyjQSF1ULJjR8eOmGEYhmEYRh1ini3DMAzDMGqGZSMGhRlbhmEYhmHUEMtGDAbrRjQMwzAMw6hDzLNlGIZhGEaNEOtGDArzbBmGYRiGYdQh5tkyDMMwDKPGWOmH2rPDD0S9o1OyrkALZs2NtAwyeu6OLzWdlfmRVgLNG7m/qwsiq8NPswwoKSljYc7mSEuhY5tEkhOhuLg40lJISEgAokMLRJeeaNRSsCnCQjzSkmOIpYySzZEXFJ+YDMDmKDlPixctrPOBqLtlpus7B4Vn7Ogen060gaiNhoEvNZ2N3faNtAxSUyG2cD0pcyJv+MX23B2ArE0rIqzEEZvWmvgYZbeEJZGWQmxMW5TESMswGiAFhdHhzUhOgNiyzcSsyo20FGjRxvvHYpiMbWPGVgNnZT68Nzny3snTDhJS5szlx4HnRVoK+3/1OgDxM9+NsBJHyilD0VIf+a8+HGkpNLrgekqz2rEsd2mkpdCyVWuAqNAC0aUnGrW88XV8hJU4zh0QS6vNOWwY9WSkpZB29tUALCuJvCHqP091j5V+CAYztgzDMAzDqBGWjRgckTfHDcMwDMMwdmDMs2UYhmEYRo2xbMTaY8aWYRiGYRg1w7oRg8LMU8MwDMMwjDrEPFuGYRiGYdQQMc9WEJixZRiGYRhGjTFjq/ZYN6JhGIZhGEYdYp4twzAMwzBqhKuzVX9+GhE5CngSiAVGquoDFZZfD5zjTcYBuwPNVXWNiCwC1gM+oDSSQwOZsWUYhmEYRo2prwryIhILPAMcDuQAP4vIR6r6u7+Nqj4MPOy1Pw64RlXXBGymv6quqhfB28C6EQ3DMAzDiEb2Bear6gJVLQbeAU7YRvuzgLfrRVktMWNrB0dVGTvyau4b2pVHhvUi5+/p22z//otXcfNZGVumN25YyysPnMwjw3rxxPX7sWzx7KC19HjxPg7P/YFDZn5cbZtuj99K/z++5JDpH5HRe48t85sfeTD95nxO/z++ZJcb/h20Bj+x7Xcl9bwbSTv/ZhL6DKi8vPUupF96D6ln/4fUs/9Dwr6Hb1mWNvhWUs+5zi07c1jIWgDiO3cj84p7aHzVfSQfdHTVbTrsSualt5N52Z00uuB6AGIyGpNx/nVkXn43mZfdSVLfgSFrmTTpWw47/Aj6DxjI88+/UGm5qnLnXXfRf8BAjhl0LLNnz6nxug1ZS7TpiSYt/v19+towHr9mN56+sTe5C6u+17z//IU8enUXnrl5b565eW+WLZoJwMLfJ3HPRU23zP/m/XuC1hLXcQ8y/n07GZcMJ3G/wysvb9eFzGGPkD74ZtIH30zSgVt/c4l9+pFx0a1kXHQbiX36B63BT7Sdp5ARl40Yjk8NaA0sCZjO8eZVIUtSgKOAMQGzFfhSRH4RkSFBfuOwYN2IUYSIXAEMA3bB9TmH7Pr8Y/pnrMr9i5uf/ZN/5k1hzAuXc/VDP1bZdsn8aRQVris376vR99OqYy8G3/Q+eTl/8P6IKxl61/igtOS8/j6Lnn2TXq88WOXyFkcfQmqXDnyz2xFk9u3Jns8M5/sDToeYGLo/dTtTjhrMppw8Dv5pNHkff82GuX8HpQMRkvudTOHYF9AN+aSeOYzSBXMoW5NXrllp7kI2ffRSlZvYOOY5tKgwuP1XoSftmHPIf+MxygrWkvnv2yj+cya+lcu2NklKJnXQORS8+QRl+WuQ1HQAtKyMwi/fxbfsHyQhkcxL/o+SBb+XW7c2+Hw+hg8fzmuvvUp2djYnnXwKAwcOoEuXLlvaTJw0iUWLFvP1VxOYOXMmt99xO++PGVOjdRuqlmjTE01a/Pw183NWL5/PsMfmkjN/Ch+/fAWX3P1DlW2PPPsBuvc9pdL89rsdxLnXfxiSDkRIOeJ0NrzzX8rWryP9ghso+es3ylYvL9esJGc+haOfLzcvpllLEnseSMFrD4HPR9oZl1Py92zK1q4MSko0nqdwEMaYrWYiMi1geoSqjgjcVRXraDXbOg74vkIX4oGqmisiLYDxIvKHqn4bouagMM9WdPE9cBiwOFwbnD31I/bufy4iQvtd92NT4ToK1lR+EJf5fHz82o0ce155Qygv53e67Ok8P1ltdmPtikWsX5dXaf2asOa7aZSsya92edZxA8l54wMA1k2ZRXyjDBKzm5O5bw8K/17MxoU5aEkJS9/9lKzjg/fgxGa1oyx/NVqwBsp8lMybQVynbkFvL1TiWnfEt2YFZWtXgc/H5tlTSdi1V7k2iXv2pXjudMry3X1EC9e7vxvy8S37x/1fvJnSlcuISW8ctJZZs36lffv2tGvXjoSEBI4dNIgJE74q12bChAmcdNKJiAi9e/emoGA9K1asqNG6DVVLtOmJJi1+5v7yEb0O/hciQtsu+7FpYz7r1wZn9IdCbMsOlK1dSVn+avf7/v0XErr0qNm6TbMpzV0IpSWgZZT+8xfxXXsGrSUaz1OUsUpV+wR8RlRYngO0DZhuA+RWs60zqdCFqKq53t8VwFhct2REMGMrAohIBxH5Q0ReE5FfRWS0iKSo6gxVXRTOfeWvXkpm063XaqOmbchfs7RSu8njnqHbPseR0aRlufmtOvTkt5/GAvDPvKmsXbmYdatzwilxC0mts9iUs/Xts2jpcpJaZ5HcKouiJQHzc/JIbpUV9H4krRFl67d68HRDPjFpjSq1i81uT+rZ15JywsXENAnYnyopJw0h9cxhxHffL2gdfmIyGlNWsHbLdFnBWmIyyhtMsU2zkKQUGl1wPZlD/o/EnvtX3k5mU+JatqN06YKgteTlLadly63XQHZ2Nnl5eRXa5NGqQpvleXk1Wrehaok2PdGkxU/B2lwaNWmzZbpRk9YUrK18rwGY8O7tPH1jb8a9cS2lJZu3zF/y1088fdNevP7gseTlzKly3e0Rk55J2fqA39P6dUh6ZqV2ca07kn7hzaSddhkxzdzx8K3KJa5tZyQpFeLiid+lW6XfYm2IxvMUKuIN11NP3Yg/A11EpKOIJOAMqo8qa5JGwKHAhwHzUkUk3f8/cAQQfBxMiFg3YuTYFbhIVb8XkZeBy4BHwr+bKjyuUv4iz1+Ty6wfRnPZPV9Xajrg5Bv54KVhPHrNXrRs353WnXoTG1NHl41U8eNTrXK+anWe5CCpsDnfyhw2vHIPlBQT12E3ko8bTOFrLuO48L2n0cICJDmNlJMuoWzNCny5wRs4VeupICgmlrhW7cl/7VEkPoHMi26mJGcBZau9m29CIhmnX0bh5/9DNxeFbbdApeNf1bEXkRqt21C1RJueaNKyHVGV5hx+xr2kZWbjKy3mw5GX8t3HD9P/5Nto2aE31z71N4lJacyb8RmjHj2Vax6fG7ouJ67cVOnyJeQ/ezuUbCauUzfSTh5CwYg7KVudR9FP40k78wq0pBjfiqVQVhb8XqPxPIWB+ipqqqqlXnjNF7jSDy+r6hwRudRb7u8HPgn4UlUDYzuygLHijlkcMEpVP68X4VVgxlbkWKKq33v/vwlcRQ2NLS/QbwjA/Y8+T0Kn8gHjk8c9y5TxIwFo27kP61ZvjS/MX51Do8atyrVfumAGq5fP5/6hXQEo2byR+4Z25Zbn5pGUksGZV74MuJvCvZfsQpOsjrX9rjWiKGc5yW2y8b+TJrXOpih3BZIQT1Lb7C3tktpkUbRsRdD70Q35xAS86UpaI8oKK3RvFm992y5d9AdJ/WORpFS0qBAtLHDb2bSB0r9/Iza7XUjGVkVPVkxG43KeN3+bko0boKQYLSmmZPE84rLaULw6D2JiyTh9KEW//UTx3G0nQGyP7Oxsli3b2vWzfPlyslq0qNQmt4o2JcUl2123oWqJNj3RomXKl88y7RsX19i6Ux/y12z1euevWUpGhXsNQHpj562Ji09kr0MvYPKnjwGQlLI1Madr76P5+JUrKSxYRWpGs1ppKlu/rlxXekx6Jrq+4u976wtJ6YI5EHsGkpyKbiqk+NcfKf7VxbUmHXI8GuAlqy3Rcp4aMqo6DhhXYd7zFaZfBV6tMG8BEHwfcJixbsTIUfG9pcauGlUd4e/jPue8ygkWBx1zGdc+Pp1rH59O974n8Ms3b6CqLP7zJ5JSGlXqKtyjzyCGv5LLbSMWcNuIBcQnpnDLc/MA2FS4jtKSYgCmjB9Jp24Hl7sphpO8T76mzbknApDZtyelBevZvHwl+T//RmrnDiR3aIPEx9P69EHkfVzZC1dTfHlLiMlshmQ0gZhY4rv2djfcACQlfcv/MVltQcQFxMclQHyiWxCXQGy7XfGtDi0upTR3EbFNs4jJbAaxsSR235fiP2eVa1P8x0zi2nWBmBiITyCuTSd8q9x+0044H9+qZRT9GFziQiA9euzJosWLWLJkCcXFxXzy6acMHFg+Pu6wgQMZO/YDVJUZM2aQnp5OixYtarRuQ9USbXqiRUvfIy7j8vt/4fL7f2H3Picw87s3UVWW/PUTSckZWwyrQPxxXKrK3GkfktXGxUuuX7d8i5cnZ/5UVMtISW9aa02+ZYuJadKCmEZN3e97j70pnv9buTaSuvUeFtuyPYKgm5xTRFLS3N+MxiTs2pPi36cRLNFynsKLIDExYfnsTJhnK3K0E5H9VfVHXG2QyXWxk933Poa5v3zG/UO7Ep+YwplXbs2ue/HuQZx++Ys0alL57dNP3pK5vP3UBUhMLNltduf0K0YGraX3m4/S9NB9SWjWmIGLJjHvzv8i8e4S/GfEO6wYN4kWRx1K/z/H49u4iVkX3wKA+nzMufou+o4bicTGsuTVMWz4fX7QOtAyiia+T8qJQxARin+fStmaPOL3dHFQJb/9SFznHiT0OADKytDSEjZ99ibgbsQpxw5224mJoeTP6fgW/xm8FoCyMjaMG0Wjc4eBxFA043t8K3NJ6nMoAEXTJuFbtYyS+bPJHDocVCma/h2+FbnEtetMUs8DKM3LIfPS2wEo/GosJX/9to0dVk9cXBx33HEHFwy+kDKfj1NPO5WuXbswatQoAM4++2z69evHxImTGDBgIEnJyTz44APbXDdYoklLtOmJJi1+uvY6mnkzP+Pxa3YjPjGZky/Zeq94/cHjOHHIC2Q0bsV7z5xH4fqVoJDdvgfHX/QsAHOmjGHqhBHExMYSn5DM6Ve+iQTTbaZlbPzyXdLOuBwkhuJff6Rs1TISeh0EQPHMySTs2pvE3gej6oOSEjZ89PKW1VNP+jcxyalomY+NX76Lbt4U9DGJxvMUMmJjIwaDhD32xdguItIB5xb9FjgA+As4F7gYuAHIBlYA41T14m1ta8kq1fcmR/4cnnaQkDJnKj8OPC/SUtj/q9cBiJ/5boSVOFJOGYqW+sh/9eFIS6HRBddTmtWOZblVBy7XJy1buXI50aAFoktPNGp59IP4CCtxnDsgllab/2LDqCcjLYW0s68GYElJ5L00LVu1ZlnuUjrt0rlOLaEeLRrrp6dWrk0YDO2ee/+XSA6hU5+YZytylKnqpRXmPeV9DMMwDCMKkZ2uCzAcmLFlGIZhGEbNAI3C1AAAIABJREFUiZKsyIaEGVsRwKul1T3SOgzDMAzDqHvM2DIMwzAMo0aIBcgHhRlbhmEYhmHUGIvZqj12xAzDMAzDMOoQ82wZhmEYhlEzpMbjGhoBmLFlGIZhGEaNsW7E2mNHzDAMwzAMow4xz5ZhGIZhGDXGuhFrjxlbhmEYhmHUCCv9EBzWjWgYhmEYhlGHmGfLMAzDMIwaImAB8rVGVDXSGowQKCpRXZkfaRXQvBHEFq6nYNbcSEsho+fuAMiGFRFW4oht3hpVxbd8SaSlEJvdFo1PpLi4ONJSSEhIAIgKLRBdeqJRS86q6HjAZjWGhLJN+FbkRFoKsS3aALBZI9+tlpCQwOJFC+m0S+c6FdOrZTMdf9FxYdlWi3tf/UVV+4RlY1GOebYaOAJEQ/e5AHHJ8TTapWmkpRCbHA/AmlmrI6zEkZHWgtiEWHzFpZGWQmyZvVwZwVFSWhZpCQCoxqC+MkoLiyIthRifd0xiYiMrxIh6zNhq4KwqgA+mRFoFnNgXsjYtZeOY5yIthZRThgLw48DzIqzEsf9Xr5PaMo2VT94RaSk0v/pOtG0nluUujbQUWrZqDRAVWiC69ESjlmfG+iKsxHH5Scm0LljA0vtujrQUWt9yPwDLElIirGTreapzxOpsBYMdMcMwDMMwjDrEPFuGYRiGYdQQG64nGMzYMgzDMAyjZgiWjRgEdsQMwzAMwzDqEPNsGYZhGIZRY6wbsfaYsWUYhmEYRo0QBBHrFKstdsQMwzAMwzDqEPNsGYZhGIZRM6KlknYDw4wtwzAMwzBqjBU1rT12xAzDMAzDMOoQ82wZhmEYhlFjLBux9pixtYOjqox+4WrmTPuMhMQUzr3mFdp23qva9u8+dyU/TXiVx8as3zJv3q8TGTPiGny+EtIymjHswYlBaYltvytJh56ISAzFc6ZQPO3r8stb70LKcYMpK1gDQMn83yieOh6AtMG3osWbQcugrIzCd54ISoOfHi/eR9agfmxesZpve1U9gn23x2+lxdGH4ttYxMyLbqJgxu8AND/yYLo9disSG8M/L7/H3w+9GJIWgKQ9epF56mCIiaHw+69YP/6DcsvTDzuelH0OBkBiYonLbk3ujRdRtnHDdtetLZMmfcvd99yDz+fjjNNP59JLLym3XFW56+67mThxEsnJyTz04IN0796tRus2ZC3RpieatPj3N2nMDSyc8yXxCckc8a/nadG2V5XtfvjkLv6aMRaJiaXHQRfTu58bz3TJX98xacyNlPlKSE5rymlXfx6UlpQ996bZuUMgJoaCiV+y7pP3yi3PPOZk0g/o7yZiY0ho1ZaFl51NWeEGYlJSaXHRVSS0aQ8KK0Y+QdH8P4LSAdF3nkJGBCwbsdaYsRVFiMhbQB+gBJgKXKL/z96dx0dV3f8ff30myZCExSCQBRBQwZVVEdwJBDegKlb7tVirVksX/db2W7Xtt98Korb6s9a6I25gLbYqYhHRalCCUhf21QWEIJCNHQKBSSaf3x9zEybJTJhJJpk78Hk+HveRufeec+97Zkg4c86Ze1Urm3PMNYveYWvROiY8+zWFX33GP578OXc+8mnIshvXLqJi3+462/aX7+LVp27l55Pe4djMHuzdVda0ICKk5V7FvpnPoOW7aXvtL6lav5rqHaV1ilUVbaBi1vMhD7F/xtPogX1NO389m196g8KnXmbgiw+G3J952YW07dOLD0+5mIyhA+j35EQWnPs98Hjo+9jdfHbpTVRsLuWCT1+n9K0PKP/im6aHEQ8dv3cLZY9Pwr9rB1l3PUDFykVUlWyuLbI3fxZ782cBkNr3TNqPGEP1/vKI6kbD7/czceJEpk2bSnZ2NmOv+i55eSPo06dPbZl5BQUUFm7kg7n5LFu2jLsn3M0bM2ZEVDdRs7gtj5uy1Chc8x47y77hxruXUVK4kLn//BXfv+PDBuXWfPYy5Tu3cMP/LUE8Hvbv3QrAgf27+PDVX3Hlz2bS4djjardHTTx0ueFnbHnw/6jasY3jJj3CviWfUlm0qbbIrjlvsGvOGwCkDxpCxqVXUr2vHIDOPxjP/hWLKXn8T5CUjKdNm6blwJ3vk4kPa566y9+BU4B+QBpwS3MPuOLTfzFkxPWICMefcjYV+3axe0dxg3LVfj9vPn8XV/6obuNj0bzpDDh3LMdm9gCgfUZmk3IkZfWgevd2dM8OqPZT+fVSkk84vUnHioUdHy2icsfusPuzvpPH5r8Feoh2fbaclGM60Ca7CxlD+rPvm43s37AZraxky6tvk3V5XrOyeHv1pnJrCf7tZeCvYv/iBaT1Pyts+fTB57N/0YIm1T2c5ctX0LNnT3r06IHX62XM6NHk58+tUyY/P5+xY69ERBg0aBB79uylrKwsorqJmsVtedyUpcY3K9/m1CHfR0TIOX4Ivopd7Ntd0qDcio+eZ+hlv6mdZJ3evgsAXy16jd4DLqfDscfV2R6t1BNPorK0iKqtJeCvovzT+bQ78+yw5dufPYzyTwoAkNQ00k7py56C9wI7/VVU72/6Bzw3vk+xIB6JyXI0scZWHIhILxH5UkSmicgKEXldRNJVdY46CPRsdW/uuXZtL6Jjl+Nq1zM6d2fX9i0NyhXMfoJ+Q7/DMcfm1NleVvQ1+8t38tffDufBXwzms7kvNSmHtDuG6r27ate1fDeedsc0KJeU3ZO2435N+hW34Dk269AOVdLHjqfttb8kpW/4P5yxktoti4rNh/6jOLClhNRuWaR1zeLApqDtm0tJ65oV6hARS8o4Fv/ObbXr/l3bSco4NmRZSfGSetpAKpZ9GnXdSJSWlpCTc+jfQHZ2NqWlpfXKlNK1XpmS0tKI6iZqFrflcVOWGvt2FdG+Y7fa9XYZ3SjfXdSg3O5t6/l6yRtM/38XMvOpq9hZtg6AnVvXcWD/Ll579DKm/78LWPPZ9CblSOrYicodh34nqnZsI6ljp5BlxduG9P5nUr4w8OElJTMH/57dZI7/Fcfd+xhdbv4F0oyeLTe+TzHh8cRmOYocXc/WXU4Gpqhqf2AP8POaHSKSAlwPhJywICLjRWSRiCx6edqUxs+i2rA+dT9R7NpexNKPX2fY5f/doGy1v4pN65bws4mzufXed3n3H/dRuuXrwz23yNSL5t+6mfIX72Pf9IfxLf+YtO/cVLtv32tPsO+VR9j/r+fw9j+PpK4nxCZDOBLiU5dqyO0a4jWO8mShzxVCar/B+NZ/FRhCjLJuJEJWrfecQz1fEYmobqJmcVseN2Vp7Hyh/n36q3wkJbdh3F3z6XfuDbz/98CfPvVXUbZpKVf+9HXG/nwmn//7/7GzbG30QUL+7oYu2nbQEA6sXVM7hChJHtr06s3uuXPY9IdfoAcP0HHMNdFnqDmtC98nEx82Zyt+NqnqAufxy8AvgD87608B81X1o1AVVXUKMAVgy3bVNz+ru79g9pP8593nAOh50mB2bg2aq7BtM8d06lqn/OZvlrK1aB333BKYC1B5cD8Tb+nDxOfWktGpO207dKZNalvapLal9+kXsGX9crK6nRTVk9Xy3XjaZ9SuS7tjqK43PwzfwdqHVYVfkjo8CUltix7Yh+7bEzhORTlV36wkKbsH/qL1UWWIxoHNJaR1z2ans57aLZsDRWWIN4XU47Jry6V2z+JAcRPnsTn8u7aT1LFz7XpSRif8u3eGLJt+5nnsX/Rxk+pGIjs7m+LiQ8PMJSUlZGVmNihTFKJMpa/ysHUTNYvb8rgly/L5U1j5n6mB8/U4g707D/Wal+/aQrtjchrUaZfRld4DrwDgxAGX857T2GqX0ZXUdp1IadOWlDZt6XbiuWzdsoqOmdHNUfLv2EbKsYd+J5KP7Yx/1/aQZdudfSF7nSFEgKod26nasY2D33wVeA6fL6Djd5re2HLL+xRLIoJYoy9q1rMVP/U/tyiAiEwAugD/09QDDxtzK797Yim/e2Ip/c++ks8/+BuqyoYvPyWt7TENhgr7DhnNn/5ezKQXNzDpxQ2ktEln4nOBT5T9z76Cb1Z/jN9fhe/Afgq//pzs406NOpO/dBOejM5Ih2PBk0TKSYOoWr+6ThlJb1/72JN1HIgEJsQneyHF6cpP9pLU42T82xvOO4ul0tkf0P36KwHIGDqAqj17OViyld0LV9K2dy/SenVHUlLo9r3RlL71wWGO1jjfxnWkZOaQ1CkTkpJJP/M8KlYubFBOUtNp0+c0KlYsjLpupPr370fhxkI2bdqEz+dj9ttvk5dXd07ayLw8Zs58E1Vl6dKltG/fnszMzIjqJmoWt+VxS5YBF47nB7/9Dz/47X84sf8Yvvj8FVSV4g2f4009hrbHZDeoc2L/MWz+OtDA2bzuYzpm9na2j6bom/9Q7a+i0refko2LODbr5KgzHVj/NSnZ3UjukgVJybQ7+0L2LfmsQTlPWjppp/Rj35JDXxjy795J1Y6tpGQHhkPTTx+Ab8u3UWeo4Zb3KeZsGDFq1rMVPz1E5BxV/QT4PvCxiNwCXALkqWp1LE5y+lmjWL1oDvfc0oeUNun84Fcv1O57asJoxv3iWTLq9XQFy+5xKqedeQl/unUA4vFw7sU307VX3+iDaDUH5r1B+pXjERF8az6nekcpKf3OAaBy5Sck9+6Pt/+5UF2NVlVS8c7LAEh6O9LHOEOKHg+VXy3Bv/Gr6DMEGfTyw3QaNgRv547kFRbw9T2PIymBX4dvp/yDsjkFZF46jOFfvY9/fwXLb/nfwNPw+1l9+ySGznkOSUpi09QZlK9Z16wsVFez89Xn6HLr/yEeD+WffEBV8Wbann8xAPs+DkzWTRs4hINfrAhcAuMwdZsqOTmZCRMmcONNP6La7+fqa67mpJP6MH16YP7MuHHjyM3NZd68AkaMyCM1LY0HH3yg0bpHQha35XFTlhq9Tr+EDWveY+qkASSnpHHxD56u3ffm099l5LgnaHdMDoMv+h/enXYzSz58kpQ2bRn5/ScAODb7FHqeOpKXHzgbEQ+nn3MDnbueFn2Q6mq2vvQ0Xe+8F/F42DP/fXxbvqXDiMsA2PPBOwC0HXwu+1ctQQ8erFN960vPkPWzO5HkZCq3llA2pemXmXHj+2TiQ5o/38RES0R6AXOA+cC5wFoCc7T2ABuBmotcvaGqkxo7VqhhxHi4cihkVXzD/hlPH75wC0v/buCaPe/2Gh3nJAHnzH2Jtjnt2ProhHhHocvt96DHnUBxUcMvSbS2nK6B3gM3ZAF35XFjlv993h/nJAG3jk2j257VbPnj7+IdhW7/+ycAir3pcU4SeJ+Ki7Zwwom9W3SM74we2Tr/Nz+MybHa3/bQYlUdHJODuZz1bMVPtar+tN42ez+MMca4l13UtEnsFTPGGGOMK4nIpSLylYisE5HfhtifKyK7RWSZs9wdad3WZD0pcaCqhUATJj4ZY4wxcdZKFyQVkSTgSeAiYDOwUERmqeqaekU/UtUxTazbKqxnyxhjjDERE/HEZInAEGCdqq5XVR/wD+CKCGM2p27MWWPLGGOMMfHQueYC3c4yvt7+bsCmoPXNzrb6zhGR5SLyjojU3Acu0rqtwoYRjTHGGBMZIZbDiNsO823EUCeqfwmFJUBPVS0XkVHAm0CfCOu2GuvZMsYYY0yEBPF4YrJEYDNwXNB6d6DODTdVdY+qljuP5wApItI5krqtyRpbxhhjjHGjhUAfETleRLzAtcCs4AIiki3O/YNEZAiBds32SOq2JhtGNMYYY0zkWuneiKpaJSK3Af8GkoAXVHW1iPzU2T8ZuBr4mYhUARXAtRq4WnvIuq0SPARrbBljjDEmMkKr3tfQGRqcU2/b5KDHTwBPRFo3XmwY0RhjjDGmBVnPljHGGGMiJK02jHgksRtRJ7iDlarb9sQ7BXTuAN7qA/i3xv/GuUldApdS2fHpijgnCegw4FSSvEn4NhfGOwre7r3QNqn4fL54R8Hr9QK4Igu4K48bs2woiXMQR7fOHrxV+/B9uz7eUfD2OAEAnycpzkkC79PGwg0tfyPq47vpgkk/i8mx0n/4B7sRtUkMlZXV7Nh+MN4xOCatDSkeRav88Y5CzQeItjnt4pwkIMmbhN/nZ19xebyjkJTpx9Mm3ilMIuqS4Y4P5inJ4Elqg7dr13hHwdPG+WWqrIpvEON61thKcBs2H+T3f/k23jG4/396cIp3E7unPhTvKBxz450AbH10QpyTBHS5/R72FZfzSd4P4x2Fc+a+RPqQ/hQXxb8HMqdroAfSDVnAXXncmGXlRnc0KPr1TKNd1W4q1iyIdxTSTjsPgOJtu+Kc5ND71OIEiOxWOyaINbaMMcYYEyFptRtRH0mseWqMMcYY04KsZ8sYY4wxERFAbBgxatbYMsYYY0xkYnsj6qOGNU+NMcYYY1qQ9WwZY4wxJkJi30ZsAmtsGWOMMSZydgX5qFnz1BhjjDGmBVnPljHGGGMi57F+mmjZK2aMMcYY04KsZ8sYY4wxkRGbIN8U9ood4VSVVQvuZ+4rlzDvtSvYtXV1yHJbN39CwYyrKHh9LB//6zr27d4IwLplz1Pw+lgKXh/LvFe/w1tTTsd3oGn3AUvpfToZt91Hx1/8kbTzLwtdptfJZPz0bjJ+fk/tPQ49HTrS4YY7yLj1XjJ+fg+pQ/OadP5gqacNJPvuR8me+DjtL7qywf72Iy8n63cPkfW7h8j+/V/o/vg/8aS3i6hutPo/+0cuKvoPFy57K2yZ0x/5PcO/fI8Ll8yiw6DTard3ueQCcle/y/Av3+PEu37c7CwABQXzGXnRxQwfkcfkyc802K+q3DNpEsNH5DFq9BhWrVodcd1EzuK2PG7KUnO+v/7xTq69dAA3jD2Hr9YsC1luxt+f4dpLB3DB6R3YtXN77fbpLzzKTVedx01XnccPrxjKsH4Z7Nm1o0lZkjIySR+YR/qgPFK69mmwP7lzd9L65waWvhfgSe8Q2CEe0vpdGNg+YDje7ic36fzB3PY+xYRHYrMcRaxn6whXtmk+5bs3MuLad9lVtpyVH0/igrH/bFBu5cf3cNYlT9K+44kUrp7O10smM2j4n+g98GZ6D7wZgJLCD1m/chre1Izog4jQbtR17P7bX6jes5OMH/8fvq+W4d9afKhIahptR1/Hnpf/SvXuHUjb9gBodTX73nsVf/G3iLcNGT/5A5Xr19SpG10WDx2/dwtlj0/Cv2sHWXc9QMXKRVSVbK4tsjd/FnvzZwGQ2vdM2o8YQ/X+8ojqRmvzS29Q+NTLDHzxwZD7My+7kLZ9evHhKReTMXQA/Z6cyIJzvwceD30fu5vPLr2Jis2lXPDp65S+9QHlX3zT5Cx+v5+JEycybdpUsrOzGXvVd8nLG0GfPof+w5pXUEBh4UY+mJvPsmXLuHvC3bwxY0ZEdRM1i9vyuClLjU8/eo/NG7/hlXeWsWbFQh6e9Cum/OPDBuX6nXE25+Zeyi9uHF1n+7gf3c64H90OwIIP3+HVl56kQ8axTcrS5vj+VKz5D+qrIK3fMKp2lqAVe2v3Vx/YR8XqBeCvJCkjkzYnDKRi1XzQ6sD2aj+IkHb6BXh2lVFdvrNJOdz4Ppn4aPGeLREpb0bd20RknYioiHQO2i4i8pizb4WInBGbtPElIrkiMjuWxywp/IDjTroCEaFj1kAqD+7hwL6yUGenyhd4qyp95aSmZzYoUfTN23TrPapJOZK7HY9/RxnVO7eB38/BVZ/jPXlgnTJt+g3F98USqncHPs3qvsAfRy3fjb/428Bj30Gqthbjad+xSTkAvL16U7m1BP/2MvBXsX/xAtL6nxW2fPrg89m/aEGT6kZix0eLqNyxO+z+rO/ksflvbwKw67PlpBzTgTbZXcgY0p9932xk/4bNaGUlW159m6zLm9frt3z5Cnr27EmPHj3wer2MGT2a/Py5dcrk5+czduyViAiDBg1iz569lJWVRVQ3UbO4LY+bstT4+IM5XHr59xERTh8whPK9u9m2taRBuZNOHUBOt56NHit/zmvkjbq6STk87TpSfWAfenA/qFK1bQvJHbPrlKku3wn+SgD8e3cibVKDdvoDP8XT7EscuPF9ignxxGY5irj92S4ARgIb622/DOjjLOOBp1s5V8I4sK+U1LaH/tCktc3mwP6Gja0Bw+7ls3d+wvsv57L561n0HlR3SKqqsoKyTR+Tc/zFTcrh6dCR6j2HPh1W79mJp0PdBlNSpywkNZ1jbryTjPF/oM2AcxoeJ6MTyTk9qNqyvkk5AJIyjsW/c1vtun/XdpLCfIKWFC+ppw2kYtmnUdeNldRuWVRsPvSf1oEtJaR2yyKtaxYHNgVt31xKWtesZp2rtLSEnJyc2vXs7GxKS0vrlSmla70yJaWlEdVN1Cxuy+OmLDW2lhWRmd29dr1LVje2lRZFfZwDFfv57ON8ci+6vEk5xJuKHqyoXVdfRd3GVD0pmT3w76z7NzGtfy5tB1+Kf/fWJvdqgTvfp5gQic1yFGm1xpbTG/WQiKwSkZUi8l/Odo+IPCUiq0VktojMEZGrAVR1qaoWhjjcFcBLGvApkCEiOSHK1Zz7DyLypYi8LyKviMgdzvYfi8hCEVkuIjNEJN3ZPlVEnhaRD0VkvYgME5EXROQLEZkadNxyEXlQRBaLSL6IDBGReU6dy50yvUTkIxFZ4iznHual6iAiM0VkjYhMlmbf8VNDvSINtqxfMY2hlz3DRT+Yx3Enj2XNJw/U2V+68UOOzRrUtCHEsNHqZfMkkdy1J7v//ii7X36E9AvH4OkU1HjwtqHD937Ovnf/iR480IwTh/glr5/FkdpvML71XwWGEKOsGzOh/iiphtyuzcwSsnq984Q6h4hEVDdRs7gtj5uyHO580Vow7x36DTq7yUOIoX9HQ5dM6tCZlMyeHPy27lzWihXz2Lf433jaZeBJa9/EHO58n0x8tOacrauAgcAAoDOwUETmA+cBvYB+QCbwBfDCYY7VDdgUtL7Z2dZgEo+IDAa+Cwwi8HyXAIud3W+o6rNOufuAm4HHnX0dgRHA5cBbTs5bnNwDVXUZ0BaYp6q/EZGZwH3ARcBpwDRgFlAGXKSqB0SkD/AKMLiR5zbEqb8ReJfA6/Z6vec0nkCPHndPepxA598hG1b9nW+/DFTJ6NKXA/sO9X5U7CshNb1LnfIHK3awZ8dXdMwaAEDXEy/jsznj65Qp+mYOXXvXnWMRjfo9WZ4OHaneu6tBmcr95VDpQyt9VG78muSs7vi2l4IniQ7f+xkHVn6K74slTc4BTm9Ux9pRaZIyOuHfHfrTa/qZ57F/0cdNqhsrBzaXkNY9m5qzpHbL5kBRGeJNIfW4Q72Wqd2zOFAcaog4ctnZ2RQXH/o1KikpISszs0GZohBlKn2Vh62bqFnclsctWd6YPoW3Xp8GwCl9z6AsaO7i1tItdMoM+xk4rLnvzGBkE4cQoaYnK612XbxpqK/hhzNPegfanDiQii8+garKhgfyV+Hfs52kjEyqg+Z7RcMt71NMidh1tpqgNV+x84FXVNWvqqVAAXCWs/01Va1W1RKg4YzKhkI178N9pD8f+JeqVqjqXgINpxp9nV6nlcB1wOlB+97SwEeOlUCpqq5U1WpgNYHGIYCPQIMIp1yBqlY6j2vKpADPOud4jUBDqjGfq+p6VfUTaJid3+CJqk5R1cGqOvjq//pRgwMc3/c6hl09k2FXzyS7Vx6bvv4XqsrO0mWkeNuT2rbuL2xKmw5U+vZSvmsDANu2/Id2HU+o3V95cC/bixeR3WvEYaKHV1VUSFKnLDwZnSEpiTZ9h+D7anmdMr4vl5Hco0/gFznFS3L3E/BvC/yxaXfFDfi3FXPgk/ebnKH2PBvXkZKZQ1KnTEhKJv3M86hYubBBOUlNp02f06hYsTDqurFUOvsDul8f+NZjxtABVO3Zy8GSrexeuJK2vXuR1qs7kpJCt++NpvStD5p1rv79+1G4sZBNmzbh8/mY/fbb5OXVnQc2Mi+PmTPfRFVZunQp7du3JzMzM6K6iZrFbXnckuWqceN58Y0FvPjGAi7IG827s15BVVm9/HPatetA5y7Zhz9IkPK9u1m28GPOH9GMD3blu/CktkXapIMIyZ274d9Zd+6YeNNIPfksDqxdjB7Yd2hHsheSnD4Ij4fkY7pQXdHkaceueZ9izoYRo9aaPVvhXtmmvOKbgeOC1rsD4SYHNHb8qcCVqrpcRG4EcoP2HXR+Vgc9rlmved0q9VAfcG05Va0WkZoyvwJKCfToeYDDjX/VbzQ2a1wos8cwyr6dzwf/uISk5FQG5v6xdt9nc8YzYNh9pLbNZMCFk1j0/u0IHlLadGBA7v215UoK8+nS/VySU9KbHqS6mvI50znm+l+CeDiwdAH+rUWkDh4GwIFFBfi3FVO5bhUZP5sIqhxY8hH+siKSe/QmdcC5VJVuJuOndwOwb+5MKteubHKWna8+R5db/w/xeCj/5AOqijfT9vzAfLR9H78HQNrAIRz8YgXqO3jYus0x6OWH6TRsCN7OHckrLODrex5HUgL/fL6d8g/K5hSQeekwhn/1Pv79FSy/5X8BUL+f1bdPYuic55CkJDZNnUH5mnXNypKcnMyECRO48aYfUe33c/U1V3PSSX2YPn06AOPGjSM3N5d58woYMSKP1LQ0HnzwgUbrHglZ3JbHTVlqnHPhJXw6/z2uvWwAqanp/O6+p2r33fnT7/KbSU/QOTOH119+mukvPMqObaXcOPYczr7wYn476QkA5ufP5qzzRpCW3rYZSZSDG1aQduo5IEJl2bdUV+wlOasXAFWlhXi7n4wke2lzwgCnilKxsgCPN5U2vQcRuNmyULV9C/5dTZ8n5cb3ycSHNHeOx2FPIFKuqu1E5CrgJ8Ao4FhgETAUuAC4gcBwXRcCw4jjVfX1oGMUAoNVdZuzPhq4zTnWUOAxVR0S5vxnAc8A5xJoJC0GnlXVP4vINgI9TTuBOcAWVb3RmZc1W1VfF5FezuO+zvH7qiDgAAAgAElEQVSC95Wrajtn+0SgXFX/XO95PwJsVtWHReQm4AVVDdkAFJFc4B0ODSO+A0xR1RnhXt+VX+/X3//l23C7W839/9ODU7yb2D31oXhHqb0+V8lDv49zkoAut9/DvuJyPsn7YbyjcM7cl0gf0p/ioi3xjkJO124ArsgC7srjxiyLN1TFOUlAv55ptKvaRcWaBfGOQtpp5wGwcVvTrj0YSzldu1FctIUTTuzdol1GZ/bpqQsejc3f1rTRP1msqo1NqzlitGbP1kzgHGA5gd6au1S1RERmAHnAKuBr4DNgN4CI/AK4C8gGVojIHFW9hUDDaBSwDtgP3BTupKq6UERmOefdSKCRV/M9+z8459tIYOiv6TMhw3sKmCEi1xAYIt13mPKfAA8QmMM2n8DrZowxxsSfzdlqkhZvbNX0/DjDbXc6S/D+ahG5Q1XLRaQT8DmBhg+q+hjwWIhjKnBrFDH+rKoTnW8bzgcedo7zNCEuG6GqNwY9LgT6htnXLujxxHrHqHnea4H+Qbt+Fy6kqs4D5kXwfIwxxhiTINxyBfnZIpIBeIF7nYnysTRFRE4DUoFpqtq8r7MZY4wxR6ujbHJ7LLiisaWquc09htMrFuryunmqOq65x48lEekH/K3e5oOqOjQeeYwxxpiIHWVXf48FVzS2YkFVtxO4jpfrqepKEiSrMcYYY5rniGlsGWOMMaalHX3XyIoFa2wZY4wxJjKCfRuxCewVM8YYY4xpQdazZYwxxpiIKKA2jBg1a2wZY4wxJkJi30ZsAnvFjDHGGGNakPVsGWOMMSZy1rMVtRa/EbVpWeX7/bph88F4x+D47m1I9xzEX7Ip3lFIyj4OAN+3G+KcJMDbvRd+n589y7+IdxQ6DDgVT/u2+Hy+eEfB6/UCuCILuCuPG7OUH3DH/xVtU5NI0iqq9+0+fOEW5ml7DAAHKuN/k26v18vGwg0tfiPqM04+QT+e8seYHKtt7vftRtQmMaS1gd7HxX+yotcLShuqsnrEOwqelMB/DnrcCXFOEqBeL542kD6k/+ELtzCP8x+nMdHyeirjHQEAQagWDz5v23hHwWs9PCZC1thKcD6fj+KiLfGOQU7XbgCWJQQ35bEs4bkpj2UJz0153JilxUnrTpAXkUuBR4Ek4DlVfaDe/uuA3zir5cDPVHW5s68Q2Av4gap49qJZY8sYY4wxkWulSz+ISBLwJHARsBlYKCKzVHVNULENwDBV3SkilwFTgOD7DA9X1W2tErgR1gdqjDHGGDcaAqxT1fWq6gP+AVwRXEBV/6OqO53VT4HurZwxItbYMsYYY0zkPJ7YLIfXDQj+1tVmZ1s4NwPvBK0r8J6ILBaR8VE/zxiyYURjjDHGREhieQX5ziKyKGh9iqpOqXOyhkJ+LVZEhhNobJ0ftPk8VS0SkUzgfRH5UlXnNzt1E1hjyxhjjDHxsO0wk9Y3A8cFrXcHiuoXEpH+wHPAZaq6vWa7qhY5P8tEZCaBYcm4NLZsGNEYY4wxkREC30aMxXJ4C4E+InK8iHiBa4FZdeKI9ADeAK5X1a+DtrcVkfY1j4GLgVWxeRGiZz1bxhhjjImYttKlH1S1SkRuA/5N4NIPL6jqahH5qbN/MnA30Al4SgLDmzWXeMgCZjrbkoHpqvpuqwQPwRpbxhhjjHElVZ0DzKm3bXLQ41uAW0LUWw8MaPGAEbLGljHGGGMiJK12na0jiTW2jDHGGBOx1hpGPJLYK2aMMcYY04KssXWEKyiYz8iLLmb4iDwmT36mwX5V5Z5Jkxg+Io9Ro8ewatXqiOtalthkcVsey5IYeSxLYuRxU5aYEYnNchSxxtYRzO/3M3HiRF54/jn+/e47vDV7NmvXrq1TZl5BAYWFG/lgbj7333cvd0+4O+K6lqX5WdyWx7IkRh7Lkhh53JQlZmpuRN06l344YkT1bEWkvKknEpHbRGSdiKiIdA7aLiLymLNvhYic0dRzJCIR+amI/LAljr18+Qp69uxJjx498Hq9jBk9mvz8uXXK5OfnM3bslYgIgwYNYs+evZSVlUVU17I0P4vb8liWxMhjWRIjj5uymPhqzablAmAksLHe9suAPs4yHni6FTPFnapOVtWXWuLYpaUl5OTk1K5nZ2dTWlpar0wpXeuVKSktjaiuZWl+FrflsSyJkceyJEYeN2WJFQVUJCbL0aRJjS2nN+ohEVklIitF5L+c7R4ReUpEVovIbBGZIyJXA6jqUlUtDHG4K4CXNOBTIENEckKUqzn3H0TkSxF5X0ReEZE7nO0/FpGFIrJcRGaISLqzfaqIPC0iH4rIehEZJiIviMgXIjI16LjlIvKgc8PKfBEZIiLznDqXO2V6ichHIrLEWc5tJGeuiBSIyKsi8rWIPCAi14nI585rdqJTbmLQc5jnZPjcqXNBVG9MPRrqDlL1/oFriEIiElFdy9L8LG7LY1kSI49lSYw8bspi4qupl364ChhI4IJhnYGFIjIfOA/oBfQDMoEvgBcOc6xwd/Uurl9QRAYD3wUGOdmXAIud3W+o6rNOufsI3JDycWdfR2AEcDnwlpPzFif3QFVdBrQF5qnqb5x7KN0HXAScBkwjcIuAMuAiVT0gIn2AV4DG7us0ADgV2AGsB55T1SEicjvw38AvQ9RJdsqMAiYQ6A2s/zqMJ9ALyOOPP86oyy4NefLs7GyKiw+9jCUlJWRlZjYoUxSiTKWv8rB1o2FZEiOPZUmMPJYlMfK4KUtMHWXzrWKhqa/Y+cArqupX1VKgADjL2f6aqlaragnwYQTHiviu3s7x/6WqFaq6l0DDqUZfp9dpJXAdcHrQvrc08PFhJVCqqitVtRpYTaBxCOADai7lvxIoUNVK53FNmRTgWeccrxFoiDVmoaoWq+pB4BvgvaDj9wpT5w3n5+JwZVR1iqoOVtXBN998c9iT9+/fj8KNhWzatAmfz8fst98mLy+vTpmReXnMnPkmqsrSpUtp3749mZmZEdWNhmVJjDyWJTHyWJbEyOOmLLGkSEyWo0lTe7bCvUpNefUiuqt3BMefClypqstF5EYgN2jfQednddDjmvWa16BSD/Xn1pZT1WoRqSnzK6CUQI+VBzjQSJ7g89Y/d/B5w9XxN1ImIsnJyUyYMIEbb/oR1X4/V19zNSed1Ifp06cDMG7cOHJzc5k3r4ARI/JITUvjwQcfaLSuZYltFrflsSyJkceyJEYeN2Ux8SWhxovDFhYpV9V2InIV8BNgFHAssAgYClwA3EBguK4LgWHE8ar6etAxCoHBqrrNWR8N3OYcayjwmKoOCXP+s4BngHMJNEQWA8+q6p9FZBuBnqadBO6jtEVVb3TmZc1W1ddFpJfzuK9zvOB95araztk+EShX1T/Xe96PAJtV9WERuYnATTFDNgBFJBe4Q1XHOOvznPVFwfuCz1WvTGdgkar2auw9qaio0OKiLY0VaRU5XbsBYFkaclMeyxKem/JYlvDclMdtWYqLtnDCib1btMto0Gkn64d/j8332DqekbfYuWn0Ea+pPSczgXOA5QSG/O5S1RIRmQHkAauAr4HPgN0AIvIL4C4gG1ghInOcG0jOIdDQWgfsB24Kd1JVXSgis5zzbiTQyNvt7P6Dc76NBIbp2jfxuTXmKWCGiFxDYIh0XwucwxhjjHEvm7MVtagaWzU9P85w253OEry/WkTuUNVyEekEfE6g4YOqPgY8FuKYCtwaRYw/q+pE59uG84GHneM8TYjLRqjqjUGPC4G+Yfa1C3o8sd4xap73WqB/0K7fhQupqvOAeUHruaH2BZ+rXplthJ/XZYwxxpgE0RI3op4tIhmAF7jXmSgfS1NE5DQgFZimqktifHxjjDHGhCIcddfIioWYN7aCe2eayukVC3Wp3DxVHdfc48eSiPQD/lZv80FVHRqPPMYYY0xLUQS1YcSotUTPVrOp6nYC1/FyPVVdSYJkNcYYY0zrc2VjyxhjjDEuZcOIAIjICA5d03OVqoa9tqg1towxxhgTsaN9GFFEsglclcFH4KoIAN8VkfuBsc7F3uuwxpYxxhhjTOQeJXD7veeDN4rIj4G/At+vX+Hobp4aY4wxJgqxuVVPgt+u58z6DS0A5/7MZ4WqYD1bxhhjjInY0T6MCFQ0si/kbfyO+lfMGGOMMSYKhSLS4DZDItIfKAxVwXq2jDHGGBMZwb6NCL8ErhOR6wjcsvBjVX2DwG0CfxmqgjW2jDHGGBMhQW1QbDyBW/f901n/iYico6p3hqsggVsTmkTl9/vV5/PFOwZerxcAy9KQm/JYlvDclMeyhOemPG7LsrFwAyec2LtFu50G9j1N33v1pZgcK+v0sxaraoPhOLcTkZXAAFWtDt6mqv3C1bGeLWOMMcZERLF7IwLVQCdgK4CIZDrbwrLGVoLz+XwUF22JdwxyunYDsCwhuCmPZQnPTXksS3huyuPGLK3Bvo3IvcDnIvIRgfZnLhB2CBGssWWMMcYYEzFVfV1E5gNDnE13hbpqfDBrbBljjDEmYgl+QdJmE5FhzsO9zs9TROQUVS0IV8caW8YYY4yJkNgwIvw66HFbAj1cC4ER4SpYY8sYY4wxJkKqennwuoj0AP7UWB1rbBljjDEmYvZtxLpU9VsRGSAinuDLQQSzxpYxxhhjIqLYnK2gOVvBbg3X0AJrbBljjDHGRMPmbBljjDGmhYhNkLc5W8YYY4xpUUf7MGJ9NmfLGGOMMSaGRESAW4BLCExjew/op43cbPro7gs0xhhjTFRUPDFZEth9wCjgGaAf0AV4sLEKCf1szeEVFMxn5EUXM3xEHpMnP9Ngv6pyz6RJDB+Rx6jRY1i1anXEdS1LbLK4LY9lSYw8liUx8rgpS6woEpMlgX0HuEZV3wcqVPWPQKhvKNayxtYRzO/3M3HiRF54/jn+/e47vDV7NmvXrq1TZl5BAYWFG/lgbj7333cvd0+4O+K6lqX5WdyWx7IkRh7Lkhh53JQlUYnIpSLylYisE5HfhtgvIvKYs3+FiJwRad3mxFLVqqDzeIE2jVU4bGNLRMqbnEbkNudJqoh0Dtoe9sUxsbN8+Qp69uxJjx498Hq9jBk9mvz8uXXK5OfnM3bslYgIgwYNYs+evZSVlUVU17I0P4vb8liWxMhjWRIjj5uyxIo6t+tpjWFEEUkCngQuA04Dvi8ip9UrdhnQx1nGA09HUbepykSkj/O4A7DAOVdYLd2ztQAYCWystz3ki2Niq7S0hJycnNr17OxsSktL65UppWu9MiWlpRHVtSzNz+K2PJYlMfJYlsTI46YssdSKw4hDgHWqul5VfcA/gCvqlbkCeEkDPgUyRCQnwrpNdSWw2Xn8E+BqVX22sQoRN7ac3qiHRGSViKwUkf9ytntE5CkRWS0is0VkjohcDaCqS1W1MMThwr044c79BxH5UkTeF5FXROQOZ/uPRWShiCwXkRkiku5snyoiT4vIhyKyXkSGicgLIvKFiEwNOm65iDwoIotFJF9EhojIPKfO5U6ZXiLykYgscZZzG8mZKyIFIvKqiHwtIg+IyHUi8rnzmp3olPuOiHwmIkud82Y52x8Tkbudx5eIyHyRhs1/ERkvIotEZNHzzz8f9j0L+b2IerdZCPXlCRGJqG40LEti5LEsiZHHsiRGHjdlcanONf+XOcv4evu7AZuC1jc72yIpE0ndpjoWyBSRnsBaABHpWbOEqhDNpR+uAgYCA4DOwEIRmQ+cB/QiMCM/E/gCeOEwxwr3IhTXLygig4HvAoOcvEuAxc7uN2pakyJyH3Az8LizryOBq7leDrzl5LzFyT1QVZcRuPLrPFX9jYjMJPANg4sIdDlOA2YBZcBFqnrA6TZ8BRjcyHMbAJwK7ADWA8+p6hARuR34b+CXwMfA2aqqInILcBeBK9L+1sn3EfAYMCrUNTtUdQowBaCiokKLi7aEDJKdnU1x8aGXtKSkhKzMzAZlikKUqfRVHrZuNCxLYuSxLImRx7IkRh43ZYmlGN4bcZuqNvb/aagT1W+GhisTSd2mequRfUKgPVRHNMOI5wOvqKpfVUuBAuAsZ/trqlqtqiXAhxEcK5oX4XzgX6paoap7qfsk+zq9TiuB64DTg/a95VzzYiVQqqornYbLagKNQwAf8K7zeCVQoKqVzuOaMinAs845XiPQEGvMQlUtVtWDwDcErr9Rc/yaY3YH/u0c886a3Kq6H/gx8D7whKp+c5hzNap//34Ubixk06ZN+Hw+Zr/9Nnl5eXXKjMzLY+bMN1FVli5dSvv27cnMzIyormVpfha35bEsiZHHsiRGHjdliSVVickSgc3AcUHr3YGiCMtEUrdJVLV/I0uDhhZE17MV7pVpShM3mhehseNPBa5U1eUiciOQG7TvoPOzOuhxzXrN864MughZbTlVrRaRmjK/AkoJ9Fh5gAON5Ak+b/1zB5/3ceAvqjpLRHKBiUF1+gHbga6HOc9hJScnM2HCBG686UdU+/1cfc3VnHRSH6ZPnw7AuHHjyM3NZd68AkaMyCM1LY0HH3yg0bqWJbZZ3JbHsiRGHsuSGHnclCVBLQT6iMjxwBbgWmBcvTKzgNtE5B/AUGC3qhaLyNYI6jaJiPQGfg7sBh4BKoFMVa0/P/1QnUYueFpz0HJVbSciVxGYCDaKwHjlIgJP7ALgBgLDdV0IDCOOV9XXg45RCAxW1W3O+mjgNudYQ4HHVHVImPOfReDCYecSaKwsBp5V1T+LyDYCPU07gTnAFlW90ZmXNVtVXxeRXs7jvs7xgveVq2o7Z/tEoFxV/1zveT8CbFbVh0XkJuAFDdMkdxpOd6jqGGd9nrO+KHifiCwFblHVxSLyInC8quY6Y73vE2g0zgF+oqqfNfb+NDaM2JpyugaGwi1LQ27KY1nCc1MeyxKem/K4LUtx0RZOOLF3i07s6tevv77xZmOjaJE7qXevxYcZRkRERgF/BZII/P97v4j8FEBVJ4uIAE8AlwL7gZtUdVG4urHILSLLCXT25ADZBKYo5avqheHqRNOzNRM4B1hOYMjvLlUtEZEZQB6wCvga+IxAaw8R+QWB+UjZwAoRmaOqtxBoSIwC1uG8OOFOqqoLRWSWc96NBBp5u53df3DOt5HAMF37KJ5PpJ4CZojINQSGSPfF4JgTgddEZAvwKXC88w/meQINsiIRuRmYKiJnqerhetOMMcaYI46qziHQZgjeNjnosQK3Rlo3Rvap6iMAIrJCVX01X9AL57CNrZqeH+cJ3ekswfurReQOVS0XkU7A5wQaPqjqYwQmetc/ZtgXJ4w/q+pE58nMBx52jvM0IS4boao3Bj0uBPqG2dcu6PHEeseoed5rgf5Bu34XLqSqzgPmBa3nhtqnqv8C/hXiECODyi8mxCQ7Y4wxJl4UuxE18KEz0vUS4HeGFRsVqxtRzxaRDMAL3OtMlI+lKRK4GFkqME1Vl8T4+MYYY4yJgDW2+G8CVzN4hsAX7V4hMDUqrJg0toJ7cJrK6RULdXncPFWNyaS2WBGRfsDf6m0+qKpD45HHGGOMMa1DVTtEWydWPVvNpqrbCVzHy/VUdSUJktUYY4yJpaO9Z8u5WkF/6s4Tf4DANKMNob6V6JrGljHGGGPcLuJb7RzJ3iXwDce9QdtOIXBx8uk0vEWhNbaMMcYYY6LQSVUHBW8QkSWq+p1wFayxZYwxxpiIRXj19yPZ1BDbpjVWwRpbxhhjjImIXfoBgGUiMqz+NgAROdO5dFMd1tgyxhhjjIncr0NsEwL3jL6ewJ1u6rDGljHGGGMidrT3bKnq5Y3s+2Wo7Z6Wi2OMMcaYI40630hs7pKoRKSjiDwqIktFZImIPCYiHRurYz1bCc7r9dbeDDXeOQDLEoKb8liW8NyUx7KE56Y8bsxiWsWLBO7TPNZZvx54IWi9AWtsGWOMMSZCYt9GhONV9cqg9XtFZHljFayxleB8Ph/FRVviHaP2k51lachNeSxLeG7KY1nCc1MeN2ZpaQpUJ/AQYIzsE5FcVZ0HICLDgX2NVbDGljHGGGNM5H4MvCQinZ31HQSGEsOyxpYxxhhjIpbIk9tjQVVXA2eKSDtAVHXv4epYY8sYY4wxkVG7gryITKi3DoCq3hOujjW2jDHGGGMiF9yT1QYYDXzVWAVrbBljjDEmYjaMqH8JXheRh4D3G6tjjS1jjDHGRMgu/RDCMcBxjRWwxpYxxhhjTIREZAXUdu95gCwg7HwtsMaWMcYYYyKk2DAiMCbocRVQqqr+xipYY8sYY4wxETvahxFV9dto69iNqI0xxhhjWpD1bBljjDEmYtXxDpCArGfrCFdQMJ+RF13M8BF5TJ78TIP9qso9kyYxfEQeo0aPYdWq1RHXtSyxyeK2PJYlMfJYlsTI46YssaIqMVmOJtbYOoL5/X4mTpzIC88/x7/ffYe3Zs9m7dq1dcrMKyigsHAjH8zN5/777uXuCXdHXNeyND+L2/JYlsTIY1kSI4+bspj4ssbWEWz58hX07NmTHj164PV6GTN6NPn5c+uUyc/PZ+zYKxERBg0axJ49eykrK4uormVpfha35bEsiZHHsiRGHjdliRVFYrYcTayx5TIi8lMRWeYsG0Tkw6Yeq7S0hJycnNr17OxsSktL65UppWu9MiWlpRHVtSzNz+K2PJYlMfJYlsTI46YssWTDiNGzxpbLqOpkVR0InAVsBv5ymCqNHCvERpF6ZRoWEpGI6lqW5mdxWx7Lkhh5LEti5HFTFhNf9m1E93oU+EBV36q/Q0TGA+MBHn/8cUZddmnIA2RnZ1NcXFy7XlJSQlZmZoMyRSHKVPoqD1s3GpYlMfJYlsTIY1kSI4+bssTS0TYEGAvWs+VCInIj0JMwl/9X1SmqOlhVB998881hj9O/fz8KNxayadMmfD4fs99+m7y8vDplRublMXPmm6gqS5cupX379mRmZkZUNxqWJTHyWJbEyGNZEiOPm7LEjEJ1jJajifVsuYyInAncAVygqs26nElycjITJkzgxpt+RLXfz9XXXM1JJ/Vh+vTpAIwbN47c3FzmzStgxIg8UtPSePDBBxqta1lim8VteSxLYuSxLImRx01ZTHxJqPFiEz8i8iJwCVDmbFqkqreEK19RUaHFRVtaJVtjcrp2A8CyNOSmPJYlPDflsSzhuSmP27IUF23hhBN7t+gY38mnn6FTXv04JsfK7dt2saoOjsnBXM56tlxGVW+KdwZjjDEmnKPtm4SxYHO2jDHGGGNakPVsGWOMMSZiNvsoetbYMsYYY0yEhGq79EPUbBjRGGOMMaYFWWPLGGOMMRFR3HG7HhE5VkTeF5G1zs+OIcocJyIfisgXIrJaRG4P2jdRRLYE3R5vVLMCHYY1towxxhiTaH4LzFXVPsBcZ72+KuDXqnoqcDZwq4icFrT/EVUd6CxzWjKsNbaMMcYYEzHV2CzNdAUwzXk8DbiyYU4tVtUlzuO9wBdAt2afuQmssWWMMcaYiCkSk6WZslS1GAKNKqDRG0eKSC9gEPBZ0ObbRGSFiLwQahgylqyxZYwxxph46Cwii4KW8cE7RSRfRFaFWK6I5iQi0g6YAfxSVfc4m58GTgQGAsXAwzF4PmHZpR+MMcYYE5nY3kR6W2O361HVkeH2iUipiOSoarGI5HDoFnf1y6UQaGj9XVXfCDp2aVCZZ4HZTXkCkbKeLWOMMcZExC3fRgRmATc4j28A/lW/gIgI8Dzwhar+pd6+nKDVscCq5gZqjN2IOsH5/X71+XzxjoHX6wXAsjTkpjyWJTw35bEs4bkpj9uybCzc0OI3ou5z2pn62N8/jcmxRp3hbfKNqEWkE/Aq0AP4FrhGVXeISFfgOVUdJSLnAx8BK4Fqp+r/quocEfkbgSFEBQqBn9TMAWsJNoxojDHGmIi5oY9GVbcDeSG2FwGjnMcfQ+iZ+Kp6fYsGrMcaWwnO5/NRXLQl3jHI6Rr4Nq1lachNeSxLeG7KY1nCc1MeN2ZpDXa7nujZnC1jjDHGmBZkPVvGGGOMiZgbhhETjTW2jDHGGBMRJSbfJDzq2DCiMcYYY0wLsp4tY4wxxkQmthc1PWpYY8sYY4wxEbM5W9GzYURjjDHGmBZkPVvGGGOMiZjadbaiZo0tY4wxxkREsTlbTWHDiMYYY4wxLch6towxxhgTMZsgHz3r2TrCFRTMZ+RFFzN8RB6TJz/TYL+qcs+kSQwfkceo0WNYtWp1xHUtS2yyuC2PZUmMPJYlMfK4KUusqMZmOZpYY+sI5vf7mThxIi88/xz/fvcd3po9m7Vr19YpM6+ggMLCjXwwN5/777uXuyfcHXFdy9L8LG7LY1kSI49lSYw8bspi4ssaW61MRCaKyB1h9k0Vkatjda7ly1fQs2dPevTogdfrZczo0eTnz61TJj8/n7Fjr0REGDRoEHv27KWsrCyiupal+VnclseyJEYey5IYedyUJVZUoVolJsvRxBpbR7DS0hJycnJq17OzsyktLa1XppSu9cqUlJZGVNeyND+L2/JYlsTIY1kSI4+bssSSDSNGzxpbrUBEfi8iX4lIPnBya5035D9mkXplGhYSkYjqWpbmZ3FbHsuSGHksS2LkcVMWE1/2bcQWJiJnAtcCgwi83kuAxc085nhgPMDjjz/OqMsuDVkuOzub4uLi2vWSkhKyMjMblCkKUabSV3nYutGwLImRx7IkRh7Lkhh53JQllo62XqlYsJ6tlncBMFNV96vqHmBWcw+oqlNUdbCqDr755pvDluvfvx+FGwvZtGkTPp+P2W+/TV5eXp0yI/PymDnzTVSVpUuX0r59ezIzMyOqGw3Lkhh5LEti5LEsiZHHTVliqVpjsxxNrGerdcTln1VycjITJkzgxpt+RLXfz9XXXM1JJ/Vh+vTpAIwbN47c3FzmzStgxIg8UtPSePDBBxqta1lim8VteSxLYuSxLImRx01ZTHxJqPFiEzsicgYwFRjKoWHEZ1T1zyHKTgVmq+rrkR6/oqJCi4u2xCZsM+R07YMty/UAACAASURBVAaAZWnITXksS3huymNZwnNTHrdlKS7awgkn9m7RiV3HnzJYJ01ZFJNj/XCYLFbVwTE5mMtZz1YLU9UlIvJPYBmwEfjoMFWeEZG/Oo83qeo5LRrQGGOMidRR+E3CWLDGVitQ1fuB+yMod2PLpzHGGGNMa7LGljHGGGMidrRNbo8Fa2zFgYg8CZxXb/OjqvpiPPIYY4wxkVBsGLEprLEVB6p6a7wzGGOMMaZ1WGPLGGOMMRGznq3oWWPLGGOMMRGzOVvRsyvIG2OMMca0IOvZMsYYY0xk7DpbTWKNLWOMMcZERIHq6ninSDw2jGiMMcYY04KsZ8sYY4wxEbNhxOhZz5YxxhhjTAuynq0E5/V6a+88H+8cgGUJwU15LEt4bspjWcJzUx43ZmkN1rMVPWtsJbhqPBzwt94vWTjJePD7oWxParyjkNUx8HPLjvi/LgDdOntISQZfdUq8o5CCB8Fmt5ro7f98RbwjAJA84FQOpqSzrtAX7yj07hX4nU46isaIVO06W01hja0EV15RzdIN8f+jM+h4L3v2efjbB/54R+H6EUkAPDmzIs5JAm4dm0aXDGXlxvjn6dczDa+nkuKiLfGOUtsb4IYs4K48bszySd4P45wk4Jy5L7Gp8yn8csKaeEfhr/ecBkCH1K1xTuKO3jUTnjW2jDHGGBMxtXHEqFljyxhjjDERs7ZW9I6ikWZjjDHGmNZnPVvGGGOMiZgbriAvIscC/wR6AYXA91R1Z4hyhcBewA9UqergaOrHivVsGWOMMSYiqrFbmum3wFxV7QPMddbDGa6qA2saWk2o32zW2DLGGGNMorkCmOY8ngZc2cr1o2KNLWOMMcZErFpjszRTlqoWAzg/M8OUU+A9EVksIuObUD8mbM6WMcYYYyIWw28jdhaRRUHrU1R1Ss2KiOQD2SHq/T6Kc5ynqkUikgm8LyJfqur8JuZtMmtsGWOMMSYettWbR1WHqo4Mt09ESkUkR1WLRSQHKAtzjCLnZ5mIzASGAPOBiOrHig0jGmOMMSZiWq0xWZppFnCD8/gG4F/1C4hIWxFpX/MYuBhYFWn9WLKeLWOMMcZExEX3RnwAeFVEbga+Ba4BEJGuwHOqOgrIAmaKCATaO9NV9d3G6rcU69k6wqkqTzzwa64f3ZdbvjuEr9csDVnuj7+9iRu+M4Cbxw7mobt/QlVlJQDfbviK236Qy6VnZvDq1L82O8vb037JI786hSd+M4iiDUtClntj8o94+PY+PPm7M3nyd2dSXLgMgA1rCrjv5k612z98475m55n3+p28eM8AXv7T2ZRtWha23IK37mHqpIFMu+9Mls57unbfprUf8fID5/LS/Wfx2qOXNivLX/94J9deOoAbxp7DV2tCZ5nx92e49tIBXHB6B3bt3F67ffoLj3LTVedx01Xn8cMrhjKsXwZ7du1oUpaCgvmMvOhiho/IY/LkZ0JmvWfSJIaPyGPU6DGsWrU64rqJnMVtedyUpf+zf+Siov9w4bK3wpY5/ZHfM/zL97hwySw6DDqtdnuXSy4gd/W7DP/yPU6868fNzgKB575u2V/47N1rWPT+9ezd+VXIcjvL/n97dx4fVXX/f/z1mclMMtlIWLKyye7CpghuIBJUEDdcW+qC2lKrtra/1lZrH4CoX5faqrhUsV8VpNSqqF9FVAybiorsuwgUMHsIIRtZZjJzfn/MJGSZwGSSOBP9PB+PeZB77zn3vpkbmDPnnHvvejYsn866T37GN+sexHhq67eVHNrI+sybWbfsZ2xefUfQWcLpPP2QGGMOG2MyjDEDfX8W+9bn+hpaGGP+a4wZ7nudaox5+ET1O4r2bP3Aff35x2Qf3MuCJdvYtXUdTz90N88taj43MGPK9dz3yMsAPPyn6Sx9+xUuv34GcfGJ3HXvE6xZ0fJ/ooHas/kjDufv5bd/30X23rW8//Jd/PLBL/yWvXjao5w25upm6/sMOY8b72mf3t4DO5dxpHAf02duJv/AOpb/53f89A8rm5XbuXYhFUdyuPkvGxGLhcpy70NnqytLWPnG77jyV+8Q37VX/fpgfPXZMrIP7uPfH25m59Z1/G3O75j3evMsQ08/i3PGT+I306c0Wj/t1ruZduvdAKxZ+SFvLHiO+ISurc7hdruZPXs28+e/SkpKClOvupqMjAkMHDiwvsyq1as5cOAgK5ZnsnnzZmbOmsnbixcHVLezZgm3POGUBSB7wdsceH4hI155zO/2pMnjiBnYl5VDLiJhzHCGPjebNedcBxYLp82dydpJt1CVXcDYr96i4P0VVOzaF3QWgOL8L6msyGb0xW9QXryDPZv+yukT/tmojDEedq9/iGFj5xId15v9O14i/+CHpJ50GbXOcvZseoKh5/2dqOgUnNXBfQ6H23lqL/q4ntbTnq3jEJHZIvKHQLaLyHRf92Uwx3lVRPaLyBYR+VZEFohIuzzCfc3KJVx02c8QEU4ZPpqK8lIOH8prVm7M2EmICCLCkKGjOFSQA0BitySGnDaKiAhbm7Ps2vAeI8begIjQa+BZVFWWUn6keZbvy75tH3Dy6J8iIqSeNBpnVQlHS/Obldv62f8yZvKfEIv3n0t0XA8Adq9/kwHDLye+a69G64Px+YqlTLrcm+VU33kqOtQ8y6CTh5Oa3ue4+8pc+iYZl1wTVI4tW7bSp08fevfujd1u59IpU8jMXN54/5mZTJ16JSLCyJEjKSsrp7CwMKC6nTVLuOUJpywAxZ+tx1Vc2uL25MsyyH7tXQBK1m7B1iWeyJQeJIwextF9B6ncn41xuch54wOSL89oUxaAw3mfkdLH+39afLfTqHVVUFNV1KiMy1mKWGxEx/UGIDH5TIpyVgFQkLWM7unnExXtvRDOHtX6Ly4QfuepvXg8pl1ePyba2Go/04GgGls+9xhjhgODgU3AShGxtzVUUWEuPVJ61i/3SE6nqDC3xfK1LhefvL+IM8+9qK2HbqbsSC5duh7L0qVrOmVHcvyWzXxjJs/+aSRLX/s9ta6a+vVZe77i2XtPZ8Fjl1KQvcNv3UAdLcklLvFYmzY2IZ2K0ubvTWnRf/l249ssenwc7zx/FUcK9wJw5NBeqitLePPpySx6fCw71y4KOsuhwlySmp6ngpbPU0uqqypZ+3km4y+8PKgcBQX5pKam1i+npKRQUFDQpEwBaU3K5BcUBFS3s2YJtzzhlCUQUenJVGUf+/JQnZNPVHoyjrRkqrMarM8uwJGW3Obj1VQdItJxbD+Rjh44qxv3PNvsCRhTS/mRXQAUZa+kpsr7PlRVZFHrLGfz6jvZsPwW8g9+GFSOznaeVMfRxlYTInK/iOz23d9jsG9dfxH5yHdTtM9EZEiTOtcAo4B/ichmEXGIyEwRWSci20Vknvhm6J2I8XoSyAcmt5BxhoisF5H1r7780ol26K9+i8Wffvhuhp1xHsPOODeQuK3jt++5eZYLr3+Yu5/Yzu0PfUVVRTGfvf9XAFL7juT3c/dx16MbOeuiO1n0t+B6b47FCSyPu9aJNSKSaX/8lKHn3Mwn//LO3zDuWgqzNnHl7W8x9Y53+PrjxzlSuKfdsgT4K9PImlUfMnTkWUENIXpz+FnZJEdLWQOp21mzhFuecMoSEH/7N8bvev//LlvrxP+2RYSTR89h75a5bFxxG1ZbNCJWb22Pm/KS3Qw99wmGnfck3+16hcry71qforOdpwAYwuZxPZ2KztlqQETOAH4CjMT73mwENgDzgNuNMXtEZAzwPDChrp4x5i0RuQv4gzFmvW9fzxpj5vh+fg24FGjNxKeNwBD8XI7qu+nbPIAjFW6zab+z0fZ3X3+BpYtfAWDwqWdwKD+7ftuhghy69UjFnwX/eJiSI0U8MPPZVsQ8vrXLnmf9yv8FIL3fKEqLj2UpLc4hPrF5Z2BcojdfhC2S08+fzucf/B2AqOj4+jKDRk7m/Vd+zdGyImLiuwecZ8un89j2xasApPQ+nfIGPWsVJTnEdmn+3sQmpDFgxBUA9B9+Oct8ja3YhDSiYrthi4zBFhlDev9zOJSzncSkwOZUvL1oHu+/5X1axJDTTqew6XlK8n+ejmf5h4uZGOQQIni/PeflHRvazc/PJzkpqVmZXD9lXE7XCet21izhliecsgSiOjsfR88U6p7yG5WeQnVuIWK3EdXr2D0ro3omU50X3O2OcvYtJm//ewDEJQ6p76UCb0+XPar5/xNdug1l5HjvBS/FBWupKs8CIDK6B7bILlgjHFgjHHTpMYKjpXvrhxwD1dnOU0B+hA2l9qA9W42NBd4xxlQaY8rw3ocjCjgHeFNENgMvAoF8Cl4gImtFZBvehtmprcwS9FeYK39yO/PeXMu8N9dy7oTLWPb+vzDGsHPL18TExfttbH2w+BXWfZHJXx6bj8XSfr8WYy66gzsf2cCdj2zg5FFXsPmzhRhjyNrzFVGO+PqGVUN187iMMexa/38k9/S+deUl+fXfArP3fo0xHqLjurUqz/BxM7jh3i+44d4v6D/sUnZ9/W+MMeTt/xp7VBdiujS/WXH/YZeS/e1q33E/JzFpgG/9FHL3fYHHXYvLWUn+wfV0TR4ccJarps3glbfX8MrbaxibMYWP3vNm2bHla2Jj4+new9+Nk1tWUV7K5nWfc96EKScu3IJhw4Zy4OABsrKycDqdLPngAzIyGs+hmZiRwTvvvIsxhk2bNhEXF0dSUlJAdTtrlnDLE05ZAlGwZAU9b/Q+ei5hzHBqy8qpyT9E6bptxAzoi6NvT8RmI/26KRS8vyKoY6T3v5pRE+czauJ8uqeNI//gRxhjKDu8nQhbDJGO5o2tuonvHreTrN0LSe3nzdgtdRylRVswnlrctdWUFe8gOu74cyX96WznSXUc7dlqrmmb3QKUGGNGBLoDEYnC2/s1yhiTJSKz8TbaWmMk3ieRt8mYsZNY+9nH3DjlNKKiornnwRfqt913x5X8fvbzdE9K46mHfkNyam9+feN4AM7LuIKbbv8zxUX5/Oon51F5tByxWFi88FlefncjMbHxLRyxZYNGTObbzR/y5O+GYIt0cNUvj10dtOCxy7hyxovEJ6bx5nM3cbT8EBhI6TOMy297HoAdaxfzdeY8LFYrNruD6369MKihtjp9T72Y/TuX8eqc4UTYHFx0w7FbOrz7j6uZOO1ZYrukMurC/8dH829j48rnsEXGMPGn3p6/rilD6HPyRBY+ehYiFk49+2a6p53S0uGO6+xxF/PVp8v4yeThREVFc99Dz9dvu+f2q/nTnGfpnpTKWwv/waKXn6a4qIDpU8/mrHEXce8cb55PM5dw5rkTcETHBP2eREREMGvWLKbfciset5trrr2GQYMGsmiRdz7atGnTGD9+PKtWrWbChAyiHA4ee+zR49b9IWQJtzzhlAVg5MK/0e380di7J5JxYDXfPvAMYvN+vHw373UKl64madL5XLD7E9yVVWz5+Z8BMG43O+6ew5il/0SsVrJeXUzFzr1tygLQNeUcivO/5OuPr8VqjWLwqGNPd9n2+e8ZdMa9RDp6kPXtIorz12CMIa3fVBKTvDczj4nvS9fks1ifeROIkNr3cmK69G91jnA7T+3D4NGurVaT9hkf/2EQkdOBV4ExHBtGfBG4CnjSGPOmb+7VMGPMFl8jqsIY84SIvA/83RizUkQSgN1AX8AKfAW8ZYyZ3cJxXwWW+IYjBfi173WqMcbpr04df8OIoTDyJDtlRy28tsId6ijcOME77+KpN4+GOInXnVMd9EgwbDtYFeooDO3jwG5xkZfr/8KE71NqmvfihHDIAuGVJxyzLI8L+Ptmhzp7+QKyug/ht7N2hjoKTz3g/XIVHxX8bV/aS2paOnm5OfTrP6BDJ3al9zvD/PLBte2yr1k32DYc73E9PyQ6jNiAMWYj8B9gM7AY+My36WfAbSKyBdgBXOGn+qvAC76hxhrgJWAb8C6wLoDD/9W3/2+BM4ELTtTQUkoppVT402HEJnx3mH3Yz6Zmtwdv2FNljFmMt4FW5y++VyDHnN6qkEoppVQIeK9G1BGx1tLGllJKKaUCY8DjCXWIzkcbW98jEXkOaHoDq6eNMa+EIo9SSimlOp42tr5Hxpg7Q51BKaWUagsdRmw9bWwppZRSKiAG+JE91rBd6NWISimllFIdSHu2lFJKKRUYA0a7tlpNG1tKKaWUCphO2Wo9HUZUSimllOpA2rOllFJKqYB5dBix1bSxpZRSSqmAGGP01g9B0AdRd3IutzEVVaG/nW+sw4LbDQVHQp0EkhO9f2YfCv37ApDe3YItAo5Wh/4h3TFRVgQPTmfoH7tpt9sBwiILhFeecMxS8vn6ECfxih9+MjW2aPYeCP2D5gf0jQHAanGFOIn3PB08sL/DH0Sd0ud0c/P9a9plX4//MvpH8yBq7dnq5Kx4iLZUhToGVhxYPTWk1WSHOgpWT08A0sv2hjiJlz2hHxZrJLG1paGOgsV0wSM6VVO1Xlb3IaGOAMAAWzSRrkp6FX0T6ihEpp8MQG2kLcRJvl8mPL7Hdira2OrkXDVVHM7aF+oYdOvVH0tRLhWLng51FGKn3Q1Azv/cF+IkXul/fgR7WhpVO9vn22BbOE45F6c9hrzcnFBHITUtHSAsskB45QnHLL+dtTPESbyeeuAUehV9w5cZN4U6CmcvXwBAac9uIU5y7Dx9Hzw6ItZq+hVXKaWUUqoDac+WUkoppQKmc71bTxtbSimllAqIMXrrh2DoMKJSSimlVAfSni2llFJKBUxHEVtPe7aUUkoppTqQ9mwppZRSKmBG52y1mja2lFJKKRUQY4zeZysIOoyolFJKKdWBtGdLKaWUUgHTYcTW08aWUkoppQKmja3W02HEH7jI6DiSThpM0klDiO2a5LdMfFIaSScNoUffQdgiHQBYbZH06DOo/pUy4DRiEru3KUvESacQ/4uZxP9yNpFnXdh8e++BJPz2CeJuuY+4W+4j6tzJx/4eo8YTf9v9xN/2FyJHXdCmHADRQ8+g9+Mv0vuJl0i49Npm2xMuuYpeDz3jfT3yHP3nv4clJhYAS3QMKb++j96PvUDvR18gakDbH9BrTUgiekQG0SMzsKUNbLY9ontPHMPGe1+njcUSHe/dIBYcQ8d51w+/AHvPwW3Osnr1p0y88CIumJDBCy+82Gy7MYYH5szhggkZXDLlUrZv3xFw3c6cJdzyhFOWuuPt3fx31n50Les/uZHyI7v9ljtSuJ4Ny6ez7pOf8c26BzGe2vptJYc2sj7zZtYt+xmbV98RVI5hL/0PF+Z+wbjN77dY5tQn7+eCb5YxbuN7xI88pX59j4vHMn7HR1zwzTL6//EXQR2/qXA7Tyo0tGfrB65LcjqHs/+L2+WiR5+BVFeUUuusqd8eGRNHhC2Swv3fYIuKpktyOkXf7cXtquHQwW/ryyX3P4Xq8tLgg4gQfdF1VLz+DJ7yEuKm/xHXnm14Duc3KubK3svRt15otM7SPZXI4edSNv9xcLuJvf5OXPu24zlyKMgsFnrc/CtyHvsLtcVF9JrzJEc3foUrN6u+SMnStylZ+jYA0SNHkzDpSjxHKwDofsMMKrduIP+ZR8AagSUyMrgcDUSeNIyqnV9gnFU4hp5P7ZF8TFV5/XZP9VGqdqwBtwtrQhKR/UZQtf1TMB7veo8bRHCcOhZLSSGeiiNB5XC73cyePZv5818lJSWFqVddTUbGBAYOPNYAXLV6NQcOHGTF8kw2b97MzFkzeXvx4oDqdtYs4ZYnnLLUKc7/ksqKbEZf/AblxTvYs+mvnD7hn43KGONh9/qHGDZ2LtFxvdm/4yXyD35I6kmXUessZ8+mJxh63t+Jik7BWV0cVI7sBW9z4PmFjHjlMb/bkyaPI2ZgX1YOuYiEMcMZ+txs1pxzHVgsnDZ3Jmsn3UJVdgFjv3qLgvdXULFrX1A5IDzPU5sZ0I6t1tOeLR8RqWhD3btEZK+IGBHp3mC9iMhc37atInL6CfbjFpHNIrJFRDaKyDnBZgKwRUVT63LidjkBQ1V5CVGxXRqViYrtQlWZ94PZVV2JxWrFYm3cBo+MjsXtcuKudQWdxZraF8+RQ3hKD4PHjWvnBuwDhwVWt1sKtbn7odYFxkPtd3uwDRoedJao/oNwFeRSeygf3LVUfPUpsWec1WL5uLPOp+LL1QBIlAPHkNMoW73Mu9Fdi6fyaNBZACyxiXiqj2JqKsEYaotyiEhMaVTGU3EE3N73311+BImMarDR7f1TLCDSpixbtmylT58+9O7dG7vdzqVTppCZubxRmczMTKZOvRIRYeTIkZSVlVNYWBhQ3c6aJdzyhFOWOofzPiOlzyREhPhup1HrqqCmqqhRGZezFLHYiI7rDUBi8pkU5awCoCBrGd3Tzycq2vu7b4/qGlSO4s/W4ypu+Yth8mUZZL/2LgAla7dg6xJPZEoPEkYP4+i+g1Tuz8a4XOS88QHJl2cElaFOOJ6ntjJ4hxHb4/Vjoo2t9rEGmAgcbLJ+MjDQ95oB/OME+6kyxowwxgwH7gMeaUsoa4TN19Dycte6sEbYmpdp0Ihyu5qXccQnUlkWXE9JHUtcAp7yY/vwlJcgcQnNykWkn0TcrfcRe+0dWLqnejMV5RLRawASFQMRNmz9T8USnxh0FmtiN1zFxz4EaouLsCZ281tW7JFEDzuDinVrALAlpeIuKyVpxu/o9eBcetz2G6SNPVtij8LUVNUvG2dV48ZUE7ak3riPFDZa5xg2nphRk3CXHgq6VwugoCCf1NTU+uWUlBQKCgqalCkgrUmZ/IKCgOp21izhliecstSpqTpEpCO5fjnS0QNndePeZ5s9AWNqKT+yC4Ci7JXUVHmPXVWRRa2znM2r72TD8lvIP/hhmzP5E5WeTFX2sR716px8otKTcaQlU53VYH12AY60ZH+7CFg4nicVGjqM2ISICPA43oaSAR4yxvxHRCzAs8D5wH68DdWXjTFvGWM2+eo23d0VwALjfUT6VyKSICKpxpi8AKLEA21r4fjR+u8SQmRMPGWHAonctjS1+VmUPj8TXDVE9DuV2KtmUDbvATyHC6j+6hNif3IXxuXEXZgDHk/wh/XX+9PCGxMzcjTVe3bWDyGK1UJk3wEceu1FavbtpvsNM0i89FqKFy8MPg+B57HGd8eW1IfKHZ81Wl+1dRVYI4gaPBqLIw5PgyHI1vB7+5wm75fxU0hEAqrbWbOEW55wytLgiP523Oz4J4+ew94tczEeJ4nJoxGxemt73JSX7Gb42Ll43DVsWjmD+K6n1veCtRu///6N3/X+3sPWCM/z1Famze/Lj5E2tpq7ChgBDAe6A+tE5FPgXKAvMBRIAnYBL59gX+lAVoPlbN+6llouDhHZDEQBqcAEf4VEZAbenjKefeZppl54vt+duWtdWG32+mVrhA1Pk6HApr1dVlvjnq6o2DhcNVV43LW0hae8BEvcsd4oS1wCpukcMGd1/Y+1/90B1usRRwym6ijOrV/i3PqlN9O4yzHlwbdD3cVF2Loem+wf0bU77pLDfsvGnjWOct8QIkBt8WFqi4uo2eed/Fvx9RoSL2s+wb41vD1ZjvplsTswDd6LOpboeCL7j6Bq15feIdWm3LW4yw5jTUgKurGVkpJCXt6xX8/8/HySk5Kalcn1U8bldJ2wbmfNEm55wiVLzr7F5O1/D4C4xCH1vVTg7emyRzW/qKZLt6GMHO/t5C8uWEtVufe/yMjoHtgiu2CNcGCNcNClxwiOlu5t98ZWdXY+jp4p9d9ko9JTqM4tROw2onodG76P6plMdV6h/50EKFzOU7sy4AmDIUAR6Qr8B+/n8gHgOmPMkSZlBvvK1OkHzDTGPCUis4FfAHXdr382xiztqLw6jNjcecC/jTFuY0wBsBo407f+TWOMxxiTD6wMYF/+voYc77e0bhhxCDAJWCB+usuMMfOMMaOMMaN+fuutLe7MVV1JhM3ua3AJjrgEqisaN3CqK0px+IbkbFHReNyeRg0rR1xC/ZyutnDnHcTSNQlLl25gsWI75Qyce7c1KiMx8fU/W1P7IAimyjsfSqK9VwJKfCL2wcNx7lwfdJbq/36LLSWdiB7JYI0g9qxxHN24tlk5iyMax5ChHN341bG/R+kRaosPYUtJByD61OE4c74LOguAp6IES1QMEhkNIkR0T8d9pPGFA2J3EDX4TKr3bMBUN5gjFmGHujl2FgsRXXrgqQp6+iHDhg3lwMEDZGVl4XQ6WfLBB2RkNJ63MjEjg3feeRdjDJs2bSIuLo6kpKSA6nbWLOGWJ1yypPe/mlET5zNq4ny6p40j/+BHGGMoO7ydCFsMkY7mja26ie8et5Os3QtJ7XclAN1Sx1FatAXjqcVdW01Z8Q6i4/oElet4CpasoOeN3mMmjBlObVk5NfmHKF23jZgBfXH07YnYbKRfN4WC91e06Vjhcp5+oO4FlhtjBgLLfcuNGGN2+z5TRwBnAJXAOw2KPFm3vSMbWqA9W/601E8bTP9tNtCrwXJPIDeQisaYL32T7XsAQX+9Ki3MoVvPfgBUlhZT66whuks33/Jhao6WExUTT9JJQzDGQ0nesY44ESEyJo6SguxgD3+M8VC57A1ir78TxIJz65d4ivKwjzgPAOfmz7EPHknkyLEY4waXi4r3jnUcxkz9BRZHDMbjpnLZG43mOLWax8OhBf8g7Z4HEYuFsk8/wZnzHfETvLeaKFvhnSsSM+ocKrdvxNTUNKp+aMGLJP/qHiQiAtehfArnPRV8FgAMNfu34jj5bBDBVfgdnqpyIpL7AlBbcAB7z8FIhJ3Ifr4LA4yhattqLPYoIgeMBAREqD2cg7sk+HkdERERzJo1i+m33IrH7eaaa69h0KCBLFq0CIBp06Yxfvx4Vq1azYQJGUQ5HDz22KPHrftDyBJuecIpS52uKedQnP8lX398LVZrFINH3V+/bdvnv2fQGfcS6ehB1reLKM5fgzGGe6cbcAAACr5JREFUtH5TSUwaBUBMfF+6Jp/F+sybQITUvpcT06V/q3OMXPg3up0/Gnv3RDIOrObbB55BbN6Puu/mvU7h0tUkTTqfC3Z/gruyii0//zMAxu1mx91zGLP0n4jVStari6nYubdN70k4nqf2ECbDiFcA430/zwdWAX86TvkMYJ8xpunc6u+FhMmbFnIiUmGMiRWRq4BfApcAXYH1wBhgLHAzcDneBtAuYIYx5q0G+zgAjDLGFPmWpwB3+fY1BphrjBl9ogy+n4cAnwPJxhh3S3VqKivM4azgL01uL9169cdSlEvFoqdDHYXYaXcDcPD+34U4iVf6nx/BnpZG1c41oY6C45RzcdpjyMvNCXUUUtO8vYPhkAXCK084Zpl84+YQJ/F66oFT6FX0DV9m3BTqKJy9fAEApT39X2DzfUpNSycvN4d+/Qd06MSu7ukjzBW3f9Iu+3p5ZtIGY8yoYOqKSIkxJqHB8hFjTItXTonIy8BGY8yzvuXZwHSgDO/n/O+bDkO2J+3Zau4d4GxgC94hvz8aY/JFZDHelvF24FtgLVAKICK/Af4IpABbRWSpMebnwFK8Da29eLsvbznBsevmbIG3J+3m4zW0lFJKqU6su4g0nBMyzxgzr25BRDLxfq42db+fdS0SETvejpL7Gqz+B/Ag3s/5B4G/AS3Py2kjbWz51PUo+a4cvMf3arjdIyJ/MMZUiEg34Gtgm2/bXGCun30a4M5WZLAG/zdQSimlOphp18f1FB2vZ8sYM7GlbSJSUHd1v4ikcvzpNpPx9mrVz7Fo+LOIvAQsaV301tHGVussEZEEwA486Jsor5RSSv1IGDzhMf3oPbxTex71/fl/xyn7U+DfDVc0uQ3TVLyjVh1GG1utYIwZ39Z9+HrF/N0GOMMY4//+A0oppZRq6FHgDRG5DfgOuBZARNKAfxpjLvEtRwMX4p2L3dDjIjIC7zDiAT/b25U2tr5nvgbViFDnUEoppYIRDo/a8X2WNrsXhjEmF+9c6brlSqDZFQzGmBs7NGAT2thSSimlVEAMYXPrh05Fb2qqlFJKKdWBtGdLKaWUUoEJk8f1dDba2FJKKaVUwMJhzlZno8OISimllFIdSHu2lFJKKRUgoxPkg6CNLaWUUkoFxBgwHk+oY3Q6+iDqTs7jdhtXTVWoY2CLdICrBndhdqijYE3qCUDN/r0hTuJl790PS2QknqOloY6CJaYLHrHgdDpDHQW73Q4QFlkgvPKEY5Zt31SEOInXgL4xRLoqKduyK9RRiB9+MgC1kbYQJ/Gep4MH9nf4g6i7pgwzF9/UPk+2ef2vfYJ+EHVnoz1bSimllAqYXo3YetrY6uRqnE7y8kL/iMbUtHRAyHOF/pqLVOP9Ypdnjw5xEq9UixVcteQVlYQ6Cqn2GADycnNCnKTudyY8skB45QnHLPFRh0KcxMtqsVMbaaO0Z7Obgn/von09WuF0nr4POiLWeqH/ZFRKKaWU+gHTni2llFJKBcYYvc9WELSxpZRSSqmAGPSmpsHQYUSllFJKqQ6kPVtKKaWUCpjH6H22WksbW0oppZQKjNFhxGDoMKJSSimlVAfSni2llFJKBcSgVyMGQxtbSimllAqY3tS09XQYUSmllFKqA2nPllJKKaUCY8Dj0asRW0t7tn7gVq/+lIkXXsQFEzJ44YUXm203xvDAnDlcMCGDS6ZcyvbtOwKuq1naJ0u45dEsnSOPZukcecIpiwodbWy1kYgkiMgdoc7hj9vtZvbs2bz8v//k448+5P0lS9izZ0+jMqtWr+bAgYOsWJ7Jww89yMxZMwOuq1naniXc8miWzpFHs3SOPOGUpT0Zj2mX14+JNrbaLgHokMaWiFjbUn/Llq306dOH3r17Y7fbuXTKFDIzlzcqk5mZydSpVyIijBw5krKycgoLCwOqq1naniXc8miWzpFHs3SOPOGUpb0YDMZ42uX1Y6KNrbZ7FOgvIptF5K9NN4rIf0TkkgbLr4rI1SLSV0Q+E5GNvtc5vu3jRWSliCwCtrUlWEFBPqmpqfXLKSkpFBQUNClTQFqTMvkFBQHV1SxtzxJueTRL58ijWTpHnnDKokJLJ8i33b3AacaYES1sfx24HlgqInYgA/gVIMCFxphqERkI/BsY5asz2rfP/W0J5vfqXJEmZZoXEpGA6mqWtmcJtzyapXPk0SydI084ZWk3egf5oGhjq+N9CMwVkUhgEvCpMaZKRLoAz4rICMANDGpQ5+vjNbREZAYwA+CZZ57hksmT/JZLSUkhLy+vfjk/P5/kpKRmZXL9lHE5XSes2xqapXPk0SydI49m6Rx5wilLe9LGVuvpMGIHM8ZUA6uAi/H2cL3u2/Q7oAAYjrdHy96g2tET7HOeMWaUMWbUbbfd1mK5YcOGcuDgAbKysnA6nSz54AMyMjIalZmYkcE777yLMYZNmzYRFxdHUlJSQHVbQ7N0jjyapXPk0SydI084ZVGhpT1bbVcOxJ2gzOvAz/E2qqb71nUBso0xHhG5GWjTZHh/IiIimDVrFtNvuRWP2801117DoEEDWbRoEQDTpk1j/PjxrFq1mgkTMohyOHjssUePW1eztG+WcMujWTpHHs3SOfKEU5b2Y/D8yCa3twfR2+63nW8y+zDgQ2PMPX6224B84D1jzC2+dQOBxUAlsBL4tTEmVkTGA38wxlwayLGrqqpMXm5O+/xF2iA1LR0AzdJcOOXRLC0LpzyapWXhlCfcsuTl5tCv/4AOndgV3+0Uc9Yl/2qXfX2y8PQNxphRJy7Z+WnPVjswxkw7wXYX0K3Juj14G2h17vOtX4V32FEppZRSPwDa2FJKKaVUwIw+rqfVtLHVTkRkKPBak9U1xpgxocijlFJKtTu99UNQtLHVTowx24CW7rWllFJKqR8pbWwppZRSKkDmR/eonfagjS2llFJKBcQAHh1GbDW9qalSSimlVAfSni2llFJKBcbo1YjB0MaWUkoppQJk9GrEIOgwolJKKaVUB9LGllJKKaUCZoynXV5tISLXisgOEfGISIuP/BGRSSKyW0T2isi9DdZ3FZFPRGSP78/ENgU6AW1sKaWUUiowvpuatserjbYDVwGftlRARKzAc8Bk4BTgpyJyim/zvcByY8xAYLlvucNoY0sppZRSnYoxZpcxZvcJio0G9hpj/muMcQKvA1f4tl0BzPf9PB+4smOSeukE+U7ObrfXP3k+1DkAzeJHOOXRLC0LpzyapWXhlCccs3Q0g+lMVyOmA1kNlrOBukfoJRtj8gCMMXkiktSRQbSx1clZrVZxOByhjlFPs7QsnPJolpaFUx7N0rJwyhMuWfr1H9Dhxzha+u3Ha5aM795Ou4sSkfUNlucZY+bVLYhIJpDip979xpj/C2D/4mddSC6l1MaWUkoppQJijJn0PR5rYht3kQ30arDcE8j1/VwgIqm+Xq1UoLCNxzounbOllFJKqR+idcBAETlJROzAT4D3fNveA272/XwzEEhPWdC0saWUUkqpTkVEpopINnA28IGIfOxbnyYiSwGMMbXAXcDHwC7gDWPMDt8uHgUuFJE9wIW+5Y7La4zeCVYppZRSqqNoz5ZSSimlVAfSxpZSSimlVAfSxpZSSimlVAfSxpZSSimlVAfSxpZSSimlVAfSxpZSSimlVAfSxpZSSimlVAfSxpZSSimlVAf6/5Dp/aWdFR07AAAAAElFTkSuQmCC\n", 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" ] @@ -445,7 +443,7 @@ " - R_b (radius of the blob): 4.96e+16 cm\n", " - V_b (volume of the blob): 5.11e+50 cm3\n", " - z (source redshift): 0.03\n", - " - d_L (source luminosity distance):4.30e+26 cm\n", + " - d_L (source luminosity distance):4.31e+26 cm\n", " - delta_D (blob Doppler factor): 1.97e+01\n", " - Gamma (blob Lorentz factor): 1.97e+01\n", " - Beta (blob relativistic velocity): 9.99e-01\n", @@ -454,13 +452,12 @@ " - xi (coefficient for 1st order Fermi acceleration) : 1.00e+00\n", "* electron spectrum\n", " - broken power law\n", - " - k_e: 1.29e-08 1 / cm3\n", + " - k_e: 1.28e-08 1 / cm3\n", " - p1: 2.06\n", " - p2: 3.54\n", " - gamma_b: 9.80e+04\n", " - gamma_min: 5.00e+02\n", " - gamma_max: 1.00e+06\n", - "\n", "jet power in particles: 1.24e+44 erg / s\n", "jet power in B: 1.60e+43 erg / s\n" ] @@ -522,7 +519,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -591,7 +588,7 @@ "hash": "a5cf2102067dc15f2ebf0f2821ba443678c455e87ade8e96a896230febab46ba" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -605,7 +602,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/docs/tutorials/ssc_sherpa_fit.ipynb b/docs/tutorials/ssc_sherpa_fit.ipynb index 6887ec22..59a48f28 100644 --- a/docs/tutorials/ssc_sherpa_fit.ipynb +++ b/docs/tutorials/ssc_sherpa_fit.ipynb @@ -284,21 +284,21 @@ "-- fit succesful? True\n", "Method = levmar\n", "Statistic = chi2\n", - "Initial fit statistic = 2111.18\n", - "Final fit statistic = 271.162 at function evaluation 43\n", + "Initial fit statistic = 2124.06\n", + "Final fit statistic = 271.165 at function evaluation 43\n", "Data points = 86\n", "Degrees of freedom = 80\n", - "Probability [Q-value] = 1.2871e-22\n", - "Reduced statistic = 3.38953\n", - "Change in statistic = 1840.01\n", - " ssc.log10_k_e -7.89124 +/- 0.0696152 \n", - " ssc.p1 2.05608 +/- 0.0231011 \n", - " ssc.p2 3.54263 +/- 0.0518991 \n", - " ssc.log10_gamma_b 4.99115 +/- 0.0227775 \n", - " ssc.delta_D 19.755 +/- 0.619958 \n", - " ssc.log10_B -1.32726 +/- 0.0395709 \n", - "CPU times: user 16.6 s, sys: 1.51 s, total: 18.1 s\n", - "Wall time: 18.1 s\n" + "Probability [Q-value] = 1.28559e-22\n", + "Reduced statistic = 3.38957\n", + "Change in statistic = 1852.9\n", + " ssc.log10_k_e -7.89139 +/- 0.0696218 \n", + " ssc.p1 2.05619 +/- 0.023082 \n", + " ssc.p2 3.54295 +/- 0.0518201 \n", + " ssc.log10_gamma_b 4.99117 +/- 0.0227736 \n", + " ssc.delta_D 19.7605 +/- 0.618367 \n", + " ssc.log10_B -1.32711 +/- 0.039423 \n", + "CPU times: user 11.5 s, sys: 4.03 s, total: 15.5 s\n", + "Wall time: 15.6 s\n" ] } ], @@ -317,7 +317,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -340,7 +340,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -354,7 +354,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.10" } }, "nbformat": 4,