From eb98a187b1bc4ee8e8c962d0e5d1a3d0ae77bc35 Mon Sep 17 00:00:00 2001 From: shivesh Date: Tue, 6 Nov 2018 17:49:17 -0600 Subject: plotting --- fr.py | 19 +- misc/nufit_u.txt | 6 +- .../.ipynb_checkpoints/testing-checkpoint.ipynb | 1001 ++++++++++++++++++- "plot_llh/\\" | 236 +++++ plot_llh/angles_to_fr.py | 31 + plot_llh/bayes_contours.csv | 7 + plot_llh/command | 3 + plot_llh/make_plots.py | 2 +- plot_llh/sample.py | 82 +- plot_llh/testing.ipynb | 1005 +++++++++++++++++++- plot_llh/testing.py | 583 ++++++++++++ plot_llh/triangle.py | 258 +++++ utils/fr.py | 4 +- utils/gf.py | 6 +- utils/likelihood.py | 4 +- utils/misc.py | 8 +- utils/plot.py | 5 +- 17 files changed, 3168 insertions(+), 92 deletions(-) create mode 100644 "plot_llh/\\" create mode 100644 plot_llh/angles_to_fr.py create mode 100644 plot_llh/bayes_contours.csv create mode 100644 plot_llh/command create mode 100644 plot_llh/testing.py create mode 100644 plot_llh/triangle.py diff --git a/fr.py b/fr.py index aaf6787..b550688 100755 --- a/fr.py +++ b/fr.py @@ -46,6 +46,18 @@ def define_nuisance(): name='m3x_2', value=2.494E-21, seed=[2.46E-21, 2.53E-21], ranges=[2.399E-21, 2.593E-21], std=3.3E-23, tex=r'\Delta m_{3x}^2{\rm GeV}^{-2}', prior=g_prior, tag=tag ) + # Param(name='s_12_2', value=0.307, ranges=[0., 1.], std=20, tex=r's_{12}^2', prior=g_prior, tag=tag), + # Param(name='c_13_4', value=(1-(0.02206))**2, ranges=[0., 1.], std=20, tex=r'c_{13}^4', prior=g_prior, tag=tag), + # Param(name='s_23_2', value=0.538, ranges=[0., 1.], std=20, tex=r's_{23}^2', prior=g_prior, tag=tag), + # Param(name='dcp', value=4.08404, ranges=[0., 2*np.pi], std=20, tex=r'\delta_{CP}', tag=tag), + # Param( + # name='m21_2', value=7.40E-23, ranges=[6.80E-23, 8.02E-23], + # std=2.1E-24, tex=r'\Delta m_{21}^2{\rm GeV}^{-2}', prior=g_prior, tag=tag + # ), + # Param( + # name='m3x_2', value=2.494E-21, ranges=[2.399E-21, 2.593E-21], + # std=3.3E-23, tex=r'\Delta m_{3x}^2{\rm GeV}^{-2}', prior=g_prior, tag=tag + # ) ]) tag = ParamTag.NUISANCE nuisance.extend([ @@ -108,7 +120,9 @@ def parse_args(args=None): help='Path to output results' ) fr_utils.fr_argparse(parser) - gf_utils.gf_argparse(parser) + try: + gf_utils.gf_argparse(parser) + except: pass llh_utils.likelihood_argparse(parser) mcmc_utils.mcmc_argparse(parser) nuisance_argparse(parser) @@ -133,6 +147,9 @@ def main(): fitter = gf_utils.setup_fitter(args, asimov_paramset) else: fitter = None + print 'asimov_paramset', asimov_paramset + print 'llh_paramset', llh_paramset + ln_prob = partial( llh_utils.ln_prob, args=args, fitter=fitter, asimov_paramset=asimov_paramset, llh_paramset=llh_paramset diff --git a/misc/nufit_u.txt b/misc/nufit_u.txt index a9c9cb2..4e7433e 100644 --- a/misc/nufit_u.txt +++ b/misc/nufit_u.txt @@ -1,7 +1,7 @@ -[[ 0.73544986+0.j 0.48950332+0.j -0.31349347+0.34816928j] - [-0.16927408+0.2178619j 0.67961271+0.14500529j 0.66406513+0.j ] - [ 0.58860262+0.19116206j -0.51117311+0.12723432j 0.58268130+0.j ]] +[[ 0.82327921+0.j 0.54796108+0.j -0.09913534+0.11010079j] + [-0.30340559+0.06889398j 0.59033699+0.0458547j 0.74336952+0.j ] + [ 0.47090947+0.06045075j -0.58950774+0.04023502j 0.65226662+0.j ]] abs: [[ 0.82327921 0.54796108 0.14815532] diff --git a/plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb index 029b933..c434353 100644 --- a/plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb +++ b/plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb @@ -6,7 +6,9 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline" + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" ] }, { @@ -22,76 +24,384 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, + "outputs": [], + "source": [ + "sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", + "sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", + "sm_120 = np.load('./mcmc_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", + "\n", + "bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n", + "bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(200000, 3)\n" + "(40000, 3) (40000, 3) (10000, 3)\n" ] } ], "source": [ - "d = np.load('./mcmc_chain__0_1_0_1.0E-02_0.00_0.25_0.00.npy')\n", - "print d.shape" + "print sm_010.shape, sm_100.shape, sm_120.shape" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.37553977 0.32469747 0.29976276]\n", + " [0.35422184 0.32631003 0.31946813]\n", + " [0.35422184 0.32631003 0.31946813]\n", + " ...\n", + " [0.3765814 0.33614714 0.28727146]\n", + " [0.3765814 0.33614714 0.28727146]\n", + " [0.3765814 0.33614714 0.28727146]]\n" + ] + } + ], + "source": [ + "print sm_120" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.patches import Circle\n", + "from matplotlib.legend_handler import HandlerPatch\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "from scipy import interpolate\n", + "\n", + "import ternary" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[4.24138244e-03 3.06813681e-01 6.88944937e-01 2.34316066e-03\n", + " 6.42617953e-01 3.55038887e-01 3.98424527e-03 2.38034475e-01\n", + " 7.57981280e-01 1.85873303e-03 7.47360118e-01 2.50781149e-01]\n", + " [1.02100395e-01 2.38679390e-01 6.59220214e-01 2.26570797e-01\n", + " 4.93377801e-01 2.80051402e-01 1.09359466e-01 1.65212361e-01\n", + " 7.25428173e-01 2.35934718e-01 6.08010059e-01 1.56055223e-01]\n", + " [2.52239502e-01 1.42289922e-01 6.05470576e-01 4.15291021e-01\n", + " 3.59870470e-01 2.24838509e-01 2.33469416e-01 8.91797869e-02\n", + " 6.77350797e-01 4.52535945e-01 4.33980928e-01 1.13483126e-01]\n", + " [3.68351571e-01 8.26973453e-02 5.48951083e-01 5.92164115e-01\n", + " 1.97335547e-01 2.10500337e-01 3.26662769e-01 3.83846610e-02\n", + " 6.34952570e-01 6.48292082e-01 2.61042953e-01 9.06649650e-02]\n", + " [5.16972192e-01 1.91319942e-03 4.81114609e-01 7.41232430e-01\n", + " 1.98363517e-03 2.56783935e-01 3.86792430e-01 8.82077324e-04\n", + " 6.12325493e-01 9.06104571e-01 3.59369535e-03 9.03017336e-02]]\n" + ] + } + ], + "source": [ + "bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2)\n", + "print bc\n", + "\n", + "def swap(x):\n", + " y = x.T\n", + " return np.vstack([y[1], y[-1], y[0]]).T\n", + "\n", + "def interp(i):\n", + " x, y, z = i.T\n", + " p = np.linspace(0, 1, len(x))\n", + " q = np.linspace(0, 1, 100)\n", + " s = 0.2\n", + " x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s))\n", + " y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s))\n", + " z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s))\n", + " return np.vstack([x_, y_, z_]).T\n", + "\n", + "contour_68_upper = interp(swap(bc[:,:3]))\n", + "contour_68_lower = interp(swap(bc[:,3:6]))\n", + "contour_90_upper = interp(swap(bc[:,6:9]))\n", + "contour_90_lower = interp(swap(bc[:,9:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('./paper.mplstyle')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "class HandlerCircle(HandlerPatch):\n", + " def create_artists(self, legend, orig_handle,\n", + " xdescent, ydescent, width, height,\n", + " fontsize, trans):\n", + " r = 10\n", + " x = r + width//2 + 10\n", + " y = height//2 - 3\n", + "\n", + " # create \n", + " p = Circle(xy=(x, y), radius=r)\n", + "\n", + " # update with data from oryginal object\n", + " self.update_prop(p, orig_handle, legend)\n", + "\n", + " # move xy to legend\n", + " p.set_transform(trans)\n", + "\n", + " return [p]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "array([[0.07368225, 0.89173689, 0.03458086],\n", - " [0.07368225, 0.89173689, 0.03458086],\n", - " [0.06341465, 0.91041192, 0.02617342],\n", - " ...,\n", - " [0.06355231, 0.92517012, 0.01127757],\n", - " [0.06984286, 0.9162129 , 0.01394424],\n", - " [0.06738615, 0.91975897, 0.01285488]])" + "
" ] }, - "execution_count": 4, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "d" + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", + "tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", + "tax.scatter(sm_120, marker='.', s=0.2, alpha=0.2, color='blue')\n", + "tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", + "tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", + "\n", + "# Contour\n", + "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "\n", + "# Lines\n", + "marker_style = dict(\n", + " linestyle=' ', color='darkorange', linewidth=1.2,\n", + " markersize=14, zorder=0\n", + ")\n", + "\n", + "p1 = (0.18301213, 0.43765598, 0.37933189)\n", + "p2 = (0, 1, 0)\n", + "divisions = 46\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", + "\n", + "p1 = (0.55003613, 0.18301213, 0.26695174)\n", + "p2 = (1, 0, 0)\n", + "divisions = 35\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", + "\n", + "# Text\n", + "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=80, verticalalignment='center')\n", + "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=-23, verticalalignment='center')\n", + "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", + "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()\n", + "\n", + "# save\n", + "fig.savefig('./plots/fr_recolour.png', bbox_inches='tight', dpi=150)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "import ternary" + "import sys\n", + "sys.path.extend(['.', '..'])" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "plt.style.use('./paper.mplstyle')" + "from utils import fr as fr_utils\n", + "from utils import misc as misc_utils\n", + "from utils.enums import MixingScenario" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 0, 0] -> [0.55003613 0.18301213 0.26695174]\n", + "[0, 1, 0] -> [0.18301213 0.43765598 0.37933189]\n", + "[1, 2, 0] -> [0.30535346 0.3527747 0.34187184]\n" + ] + } + ], + "source": [ + "s = [1, 0, 0]\n", + "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", + "s = [0, 1, 0]\n", + "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", + "s = [1, 2, 0]\n", + "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "sc = np.linspace(-47, -42, 4000)\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T23, dim=6, energy=1e6)\n", + " frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100 = np.vstack(frs_100)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=1e6)\n", + " frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010 = np.vstack(frs_010)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=1e6)\n", + " frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120 = np.vstack(frs_120)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.18301213 0.43765598 0.37933189]\n" + ] + } + ], + "source": [ + "u = fr_utils.params_to_BSMu(-60, fix_mixing=MixingScenario.T13, dim=6, energy=1e6)\n", + "print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -100,7 +410,7 @@ ], "source": [ "# Figure\n", - "fig = plt.figure(figsize=(8, 8))\n", + "fig = plt.figure(figsize=(12, 12))\n", "ax = fig.add_subplot(111)\n", "ax.set_aspect('equal')\n", "\n", @@ -109,35 +419,652 @@ "fig, tax = ternary.figure(ax=ax, scale=scale)\n", "\n", "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=1.0)\n", - "tax.gridlines(color='black', multiple=scale/5.)\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.6)\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", "\n", "# Set Axis labels and Title\n", - "fontsize = 18\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize)\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", "\n", "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", "tax.clear_matplotlib_ticks()\n", "\n", "# Plot\n", - "tax.scatter(d, marker='.', s=0.1, alpha=0.05, color='red', label='test')\n", + "tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red')\n", "\n", "# Legend\n", - "tax.legend(fontsize=fontsize)\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", "\n", "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, fontsize=fontsize, tick_formats='%.1f')" + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "scen = MixingScenario.T12\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100_T12 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_100_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100_T12 = np.vstack(frs_100_T12)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010_T12 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_010_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010_T12 = np.vstack(frs_010_T12)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120_T12 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_120_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120_T12 = np.vstack(frs_120_T12)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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dsq2Q905/nwr0UNqGiIxpZlZhZrOJys2dSdpm7j4AvIyoDN0HzOyS8Hq6FA4HcPd/Jspvbgc+YWZ3AY3AZzyHkToZvdz9RqKR0C1EKRwbzczNbGNyRZbgHqIR09SfjTVEI9ip+2eS6WerlWjkc3vo29XunhidXk/0SUvqCPlaot8HiIKw9cn9C+fqGKQyxNOybCPXe9BKFPw9fc5wbCvwek8acfVzEzev4UKtoW+peeirgNVJE/iy7V+mdJ3UEd18897THVfIe6cyeAWi4FlExjR3H3D3g0Ab8LqkbZ5UTeMfgFcRfaQ6Mbz2dACdSOVITA5094fd/S3u/g9EH7P+xMMQj4wP7r7F3Ve5+xJgClFAtozo43fg6XSIFVwYXCUHNMMtbdcOZKrQsJJolDXVncB94aP+ZURvAlI9SPRx/1CGaiPfe/Bgmm2J/VMl0jJStRNVwUlttzUcsyrH/m0hCrrXpuSf35mmn/k477gi3LvmPPslKRQ8i8iYZ2YNQA/wXDObmtju56ppbCTKJf174IawzZP2S4w6D4TzVSYF0idKdBkyAqQbKfaozNgG4MXA0qSFLhKjoZlq97YD1xagWztTNyQFdxcEm+6+LgRfiX2uMbMVyQ+iYOuC8+bRRr73IFMAOmifctBKdP1Z9y8E3cuJ3nDsDIuarC9Qf9Ip9L2TAlHwLCJjnrufAX4KvJGU0bSkIPjtRGkdb00NkMxsspm9y8xeEvbtTwTSMu7cnumFkE6wnShnOFvZpm0U033uvinlkVj8pRTS3YMLRozLKHlxpC3ufjXRBMA1RAH4Uzmk3zytQNVTRvq9G5MUPIvIuODuXwEeB+5I/k/Lw2Io4dubgD8H5sB5qwzWEgVNLzItwT3eDZU3+iDnRv4SI7KZgqQWLky5yDRqmFNwlpTnO1iA9mAW+wy3jXzuQSkk2s26f2a2MhEku3uru29w90Tu+00Zjh/MUD9LI/XejXv6T0BExpP/RjTyvMrMJiU2untfKEf3C+A+4FNh+0DYfgS4wd1v04jzuJeclpHO0znEIbjcQprFMUIQ1kI0YS/V1Az75moDUem6C5jZypBWkbZ/YZ8VBWgj33tQKFNTN4SJgi1EEyVz7V+6IHk92b25aU/Zb9BjRsC9kwwUPIvIuOHuO4E4cCvwp4lR5KTKGwBfAQ6nbnf3J8rQZRl5OoAb0wWWodbxppTqDquAFWk+or8HWJWmEsS9XBgo30Q0wrgkTX8GmwS2BmhJ7Wv4PjFJ8MbQv6Vp9slmVDObNnK9B5Am6CUKNtMFnM1kvg/pFpdJbTeX/q1Jk6KxnPMn9WUKijczeI57uuOKfe8kD6YJ4iIy3pjZd4CLgZsTJZ1C5Y2+sIDBR9z9FXme24A/dvcfF67HMlKE0dQNIThczrnFMpoJi3ikOSaxCMmxsP+SsG/a4DQE4Yl9IQpC1xNGtd19ecriKYkRyrXpgqmk8yVeO698W0r/WsO1bMkQmGW6L7m0kfYepFxTB1Eu9qp01xq2Lw3nTGzf5O5rks63mShg3c75i6Sct6hKDv1LvKFYRjSK3BzOu93dt6Tp/4bk/oRzrCea9NgRrqN1qOOKce+QYVHwLCLjTshx/gWwG/iSuz+Q9NofAQvd/X/nee464A/Am939RwXorojkIRE8l3Dio4wTStsQkXEnlKhLLGn8STN7tZnNDLmsLcB3h3HubuB9wOeSJiKKiMgYoeBZRMYld/8t8F7gs8D1RMtr73X3b7t77zBP/z+JPmJ9yzDPIyL506IgUhRK2xARISpLV8hKGmb2LOCHwOXunmmRAxEpsEz5v+XtlYwlCp5FZFxLLL1dpHN/Behx91uKcX4RESk9Bc8iIkViZtOJJg++0N3/UO7+iIjI8CnnWUSkSNz9KPAxosmDVu7+iIjI8Cl4FhEpri8D84FXlrsjIiIyfErbEBEpMjN7KfAF4Ep37yl3f0REJH8aeRYRKTJ3/z7wOPDOcvdFRESGRyPPIiIlYGaXEK1qeKW7Hy53fwDCojDr3X1Jnsev5txyzC1EyyNnvaSziMhopOBZRKREzOxTQJO7v7nM/Vgfnu4E1rp7zpMZw9LHa9x9e9K2bcCNCqBFZCxT8CwiUiJmNpkofeMV7r5tBPRnKbAt1+DZzFYAq9x9eTbbRUTGEuU8i4iUiLufAD4I3D3KS9etAran2b4dWGZmTSXuj4hIySh4FhEprX8GGoDbzKy+3J3J0zVEKR/nSUrXuKa03RERKR0FzyIiJeTu/cA24BPAz0bpCHQT0D7I6y2l6oiISKkpeBYRKSEzs8bGxhsuvfRSgD8CBszMh/soYf+zSclQ2oaIjFlV5e6AiMg488aWlpbLjh07dva6666rffjhhzd2dnbeVO5O5aB5iNc7gKml6IgUTpjMeinRpwYNQB9wEHgSeMqLUF3AzFpUmSUz3Z+RS8GziEiJmFnD1KlTP11ZWcmBAwc+ZGYfXbhw4Y1mdoO7/7zc/cvSYOkaEI06HytFR2T4zOxK4NVVcP1kmNgI9dVQNQDeBV0n4cwZeMrM/hP4bqFWyAyVWRQYDq7JzFa4+6Zyd0TOp+BZRKR0Vrv7rB07dvzG3T998ODBSVOnTv2gmd1tZs9x94Fyd3Ao7t6RRZp2Ryn6IvkzswnA39fBqxbAnBnQfBl0LoEzU6C3Byp2Q9NjMH8/tByAK47AS8zsbnd/dJhtLwVaMgWFw128J8e+tBBVj4Fo1L2JlPrlRWp3yAWG3H27mS0zs6XF7o/kRsGziEgJmNnCWbNmrTl+/Dhnz5692d0HzOyuo0eP/t38+fOv3rt375uIKnGMBq0MPilQI4ojmJlNAj46G57TAvNfC0f+Eh6ZBb2p+/YDm6Hpv8O8P8DUHTDXzNa6+8+G0YW16WqBpyzeU/RJpyFwXuHua5K2LQO2mdkqd99QpHbTLjBkZhcsMOTu68L+qp0+gmjCoIhICdTV1X1m3rx5tRUVFRsTKRrufsbdVzc0NDBr1qx1IagZDbaTJq85BCO4+5aS90iyYmZVwB0L4YbrYM4GeOzdsD9d4AxQCbwUOr4Bv3899FwFz6iG283sWXm2vxLYmO41d1/l7quAUv38rHD3dSl92AKsA9YXo155SFchzUjyncD6C48AYGO4bzJCKHgWESkyM/vjefPmvfbIkSPdXV1d70l5+VsHDhz41ezZs6dVV1d/qCwdzN29wLI025dRusBH8vP66XDts2DGl+HRK6Arm4PqwD8Ae26CE5fDxcCtedYpXwXcl8dxxbAqQ1B6b/ia7md82G2S+wJD9wFr0myXMlHwLCJSRGZWWVNTc/fEiRPZv3//Onffm/y6u/uJEyduPn36NI2Nje80s4tK2L2hKmdgZheMeoVc1fbwEXeyVZzLH5URxsxmVMEbW2DRGtg5O8NocyYVwLth71VQOQcuA27Msf0moN3dR0pOfAeQLq860b8hfz/ykPMCQ+F+tYZccRkBFDyLiBTX31VWVj774Ycf3tvf37823Q7u/usdO3Z8vbe3twb4VLE7ZGZrzWwj4eNzM9uZLkgOlpImwAg5q8vNbGV4rAUuyNmUEeWls2HG8+HU9XA6nxNUA7fA7jkwh2gCYU0Oh98EbM6n3WyFn+W0v2ep3P3q5HznJIl86wcL3Sb5LzC0meKMhEseNGFQRKRIzGzy9OnT106aNImdO3e+z907B9n9/VVVVTdedtllf2Fmy929aEFGhoAh074ZKx7kch4ZEV44A6avgF3DOcnVcOYi6G+Fue3RQj+/zPLQ5WTO6y2U7aQZ2c3RKmB7DhUusmpzmAsMbUef6owYGnkWESmS6urq2OLFi5sPHz78XwyR5+nuB0+dOvWxxsZGmpqavhgmdokUhJlNroLZk6D22jxHnRMqgKVwYhI0EuU/Z6uFIldicfcbh1MlI6RGLAPeUoQ2h7PA0FAVbqSEFDyLiBSBmV2yYMGCdx49etRPnz799mxWaOvv7/9sa2vr7paWlksqKireWop+yrgxvxEmzIOuygKc7GLorIcJwPwcDhsqZWEk2EiUflSMusrDWWCoHS17P2IoeBYRKY5Pnz17tvLAgQP/ku1/xO5+tr29/daDBw9SU1MTNzMtcy2FUlMJFROi0s3DVg/9FVEMkUvOc/MImix4gTAPYE2xSi1mee1p9wnHauR5hFDwLCJSYGb20ilTprzy4MGDp86ePXtbjof/x6FDh+6vra2dUlNT89GidFDGo+4+6D8TlW4etpNQ1Q8DQHcuxxWjdnIhhAl/95ZgKey8FhgK923EvvEYbxQ8i4gUkJlVT5ky5QsLFizA3T/q7odzOd4jt06dOnVg1qxZK83sGcXqq4wre05D1z6YkFN9ugx2QEMndAK7czisneKUfxuWUGXm16mBc5FKww1ngSFVshkhFDyLiBRQRUXF2xcsWHDR/v37dw0MDNydzznc/Xf79u3bMHPmzMqGhoYvmpkVup8yvrj76X7YexK6fgqTh3OuAWAbTD4Bp4Ancji0lRGWtxtqlbdnCJyLEejnu8BQCyM/X3zcUPAsIlIgZjatubk5PjAwQFtb2zvcvSffc/X09Hxw//79J+fNm/dC4FUF7KaMXz86Ake/DTOGc5Ifw6Rd4B2wB/hNDodmWzEi76B1kHrl6fZdSrTQS4eZLQuPFWEJ7dvJcqQ3lzaHscBQ0SuVSPZUCklEpHA+cvbs2UmPPfbYFuC7wzmRux+rrKz80JkzZ+4GPm1m33f3s4XppoxTPzwIb/gVzP4+NL00jxzaLrAvwsJ9sA/4rrvnMgFxM1Gt57R5xSHvuIUwMmtmO4nSHDbnUH5uKdkHmfcTjYSnDXzdPdsVFHNpE3dfHhYqSryRWMLQCwxdS1jUSMrPsqieJCIiQzCzZy5cuPCh48eP+8mTJ5/p7n8owDmrKyoqfnPppZdesWPHjtv6+vqyXcVMJC0ze1UTvOs5cNHn4bFLc5jwNwDcDi3fAXsUHgBucfecUqjNbOdgC+9Iema2zd2vLnc/JKK0DRGRYTIza2ho+OKMGTMquru7/6kQgTOAu/cODAzc2t/fz7x58z5sZrMKcV4Z177TAT9+BPbeApf9GCZlc9AxqHw3XPR9qHkc/gB8OtfAOdhepIl4Y1a4X1ktFS6loeBZRGT4XrN48eIX7N69u6Onp+dDhTyxu2/eu3fv92bMmFFfW1urkWcZlrBYz10H4f4HofV9sPh2WPxItODJBU5A5b/AjP8GV30Xen4Hvx2AuLvnuwT2GrTMdK5WAfrdH0GUtiEiMgxmVldTU/PoggULFrW2tr69v7//y0Vo46I5c+Y82tnZWdXR0XGtu2sUSoYlLP/+uir4q3kwdzpMnwveAmeaoLcHKvbChKdgQhuc2A+HTkSjn59z9wPDbDtRU7kYq/iNKWHU+fXuvqbcfZFzFDyLiAxDVVXV+2tqaj7e09Pz+/7+/me7e18x2jGzdXV1de8bGBjY2tPTc0M2y32LDMXM5gKvAF7cAM0ToaEaqgZgoBO6T0FnX1RR43vAL9x9oEDtrnd3jUAPQfdpZFLwLCKSJzObM2vWrCebmpomPPbYY8vc/f6itBO3s3RTM+1fpzFz0kx+f8nvz/j/9MZitCXjUxiJnk9U7aIR6AP2Azvd/VQR2msCbsqhisa4E0rmbRnJS5qPVypVJyKSp9ra2nULFy6c8Mgjj3ynWIFzUEMdtP1RG/P3zqd5W3ODmTW4+5kitinjSPjE5KnwKEV7HYAC50GUYKlwyZMmDIqI5MHMrlu4cOFfHTp0qLezs/PWkjT6bHjixBMsmbmEihdWFHw0UEREhqbgWUQkR2ZWAdzd3t7O/v37PzPE4gaFUwGn/+Q0TzzxBNW/rja7xXaVpF0REXmagmcRkRyZ2V8uWrTouvb29kN9fX0fL2njC6BjXgczps6g5oGahSVtW0REFDyLiOTCzBpnzpz5qYaGBtz9tmJMphrCfpZBn/fR0tOC/Z0p71lEpIQUPIuI5KCqqur9s2fPnrl///6H3P1/lLp9j/k8mhg4fPFhJkyYwMSfTqy3D9tdpe6HiMh4peBZRCRLZra4vr7+3WfOnKGjo+Pthap5O2ibcUtXN/r5A88bYN/xfUztnwq/4X3F7oeIiEQUPIsD+77kAAAgAElEQVSIZO+TAwMDtTt27Pimu28tUZuVSc/7ATzmW6lh59FrjtLW1gb3U2Fr7Jcl6o+IyLim4FlEJAtm9ieXXnrp6+rq6rqA28rRB495VdLzi7gSuqZ1cfXlV1P5s8rnlKNPIiLjjYJnEZEhmFnl5MmTvzRp0iQ6Ojrucvf9JWk3bvsG34G7+v+snxMnTjD/4HzsZjtUin6JiIxnCp5FRIZgZm9esmTJFa2trfv7+vo+WcKm5w72osf8duawf9fkXcycMZO6B+pmWtzeUqrOiYiMRwqeRUQGYWZTampqPn7gwAGOHTt2q7t3lakrj6Tb6DGf1/eiPh5vfZy6/XXwBP9U6o7J2GCRaWa2yMzmmVlNkdtrKeb5Rzvdn5GrauhdRETGr+rq6jsaGhqmHj58+MfAt0vVrsWtPfl7j/kzM+7cyH92PLvjZfU/r6fhpw0V9iH7T/+ov6zonZRRz8wqgWuBPwMuo5JmKqnCcXrpNLPdwC+AH7p7+6Any63dFUBpVuYcvZrMbIW7byp3R+R8Cp5FRDIws8sWLFjw9urqam9vb7/V3b2EzU9Jet4/2I4e85fbh6yv9snayvkT5/PIg4+8tMh9kzHAzK4A3kkdl9LIDGqZRB1GLX0MYJyhhl6u5AzP4TR/aWb3Afe6e+8w210KtKQLCs1sNeeC6hZgk7sXPcg2s2XAendfUuy2QntDXqe7bzezZWa21N23l6Jfkh0FzyIiGdTX139+5syZlb/97W+/5u6/KVW7Frd/Sdn01iEPquKtx597fMPcR+Yy/XfTsffZ7/2TfmVxeiijmZkZcBOVvImptNDMBC7hMEvYxyR6sLBjDxXsZyKPMZ19zOU4U+jkWjOLD3MUeq27L0/Tr83AmuRA0cy2mdmNxQqgzWx9eLqTKIgtulyu093Xhf0vuF9SPlbagRQRkdHBzF6+ZMmS7/b09Jzau3fvEnc/WrK243beH2aPuWXa97zj7rBf1N1X97yrGq/iQX8Qf6Wv9JjfU5xeymhlZm+ghjcznUu5kqM8hwNUMXgwsJdGfk4LhznGcX5FFPydyKPtlQDuviFl+wpgVWpQnWl7oYXR8G3u2f2uDaOdnK8z0z2T8tGEQRGRFGGi1GePHDnC/v377yhx4JxaLWNntsf6HX5994u6+f3vf0/Vw1VwiC8XuHsyypnZs6ji75jBpfwxe7ie/UMGzgDzOc2r+ANzmMJkrgbeEUawc7UKuC/D9nSpCduBZWbWlEdbI1E+13kfsKaovZKcKHgWEUlRUVHxjiuvvPKSrq6uHQMDA18scfPnVcvwmF+U09Ez+EbnVZ20LG5hwo8mVNkddmdBeyejVnhT+E6aWcRVHOFScku9qKePl7CDZmZTw58AN+TYfhPQ7u4daV6+hjRvFJPSGK7Jqa8jV87XGe5XaxgdlxFAwbOISBIzmzF37tzYwMAAfX1973L3nhJ3Ifnvcs6LsXjM38QL6Ws/087FdRfDo6wuYN9kdHsB9VzMdGq4hoN5nWESPTyL/TQxH1iR4+jzTcDmDK81waDBfFb5yGa208zW5tCnYcuxzXyvczOwLKeOSdEoeBYRSVJbW/uJWbNmTdy9e/dmd/9eKdu2uB1J/t5jPi+vE9XztrZntgEw9ddTK+wD9v3h907GgJfQyAwu5xCVWaRqZHIlR5lIA9VcAeRSnWI5aVIWskzJyDZtYzs5pDoVSFZtDvM6txOVFJQRQMGziEhgZs+uq6v7+3379vV1dna+swxdmJ70PO88a4/5PX61b911ahc13TXwS15icXteAfono1RI2biEWiZxcY7pGqmqcebQwQQmA7lUdGkhfW3n5iGO6wCmZtOAu99Y6ol1ObQ5nOtspUTVQGRoCp5FRIjKd9XW1n7h7NmzdvDgwS+4+2MlbT9u+5K/95jPGM75/CN+/ckXnKS9vZ3a/6qFE3xneD2UUW4BNTQykR5qGRj22aZxmmoayG3kOVPKwlDBfBNwLId2RqrhXGc72Y++S5EpeBYRiaxoaWl5flNT03HgI6VsOIwKz03alHOuc1otfGPgogGeecUzqf5x9dQ0lTxk/JhEJdVMoDA5/A30UkkV0JjDUc3pJgtmmECYKpt9RrThXGc4ViPPI4SCZxEZ98xsQnNz8+cmTJjA4cOHb8vyP7lC2pL8Td65zik85m/qfXHvQFt7GwtOLIC9fKkQ55VRaQBwBihMHeNz58kpd3qQvN+h0hLGylLeeV1nuG+j/g3EWKHgWUTGvYqKivcuWbJkzs6dO3/v7l8rZdth1Lk+aVNhJzs1s273nN1MnTqV+gfqqy2m0nXj1GF6OcspJgxjquA5HdTRRzdwOIej2smc97udNPm+ZtYC4O5bLjhidBrOdY6VNxCjnoJnERnXzGxeZWXlbTt27ODEiRM3u3t/ibuQOuqcW13nIXjMbx+4YeDYwzsfpvJIJTzCGk0eHJcO0cdxunCOUzvssx1hImc5AzyZw1GtZM7bvZf0pdiWkfI7Msrle50tDJ0zLSWi4FlExrW6urpPzp07t/7EiROb3P2BUrYdcpCTR50fKUpDdfx59wu6qampofnBZuMsm4rSjoxY7u7Ar+jiGI+eV9Uldx3UcIhGOmkj/Wp5mWRMWXD3TUC7maUGlqvCIytmtjGxnHWOhqqEUZA2h3GdmSqVSBkoeBaRccvMrl+4cOEbent7e4D3laEL5y2f7TF/ZjEa8Zhv5Zl8o7upm8UzFlPx84o5Gn0el77LSY7wBNM5QU3eZ3mQuZzhCM7PcpwfsJmo1nNa7r4cWG5mK8NjLXBj0up72VhKDhVAzGytmW0ENobvd+YRgOfUZp7XeW2ij1J+Fr0ZFREZX8ysoqmpadvFF1/87IceeugTvb29Hyhp+3G7E7gtadN/esxfXtQ232z9l/z0koqzvWfZ/crdh/zzPruY7cnIElYDfD9NvIYWJvMKHs95sZQdTOEB5nOQ7Tg3u3tOlWHMbKe751LeTgAz2+buV5e7HxJR8Cwi45KZvWnevHlfb2hoaJs3b94zXvCCF/QAE8LLHUAN51IqThJ9Upcoy3UqfJ0Yvp4mqmYwKXzfCfRwLr+zC+gGpoTvuz/Gx9rqqDPD6KNvYA1rGsPxleHYM+H8VUBfaLMh9Ks/9KkeqA1tnwj9rwttHA/Pn76mz/CZj9VtrnvXjBMz+N3A7+AmVnrM78n55smoZWZTgC8yg6tpwXkxO6nOMoB+giZ+ymIO8zhn+by7/0ce7W8E7nT3XNI9xjUzWwqscves01ekuBQ8i8i4Y2YTzWxHfX39rIqKin94z3ve8++xWKyzZO1fOOr8DY/5m4rdbjwet3Un13UNbBio7evuo++v+nr86z78yWMyqpjZJRgfZSrPYDoNPI9dzOdUxiJ2nVTxS+bxBJM5xpOc5V5gg+cRQISqEmsUCGbPzNYDa3NMX5EiUs6ziIw7VVVVH7z66qtn9fb2/urUqVNfByaXuAtrkp73lyJwDmZ1Tup8R/e13Vx55ZVM/MnEGvuw3VWitmWEcPcdOGto4wH2sI/vs5hvcyW/ZA6tTOYQ9eyjkYeZzg9p4d95Jr/DOcRvOMuXyTNwDm23Ah1hNFWGEO5ThwLnkUUjzyIyrpjZkgULFjxaV1dXvWPHjuvc/VcA8Xh8TiwWO1D09uP2PeBlSZvu8pjfXux24/H4JGAgFoudtg/Y/infnDJn8bTFbJ+z3bmGGzzmW4vdBxlZzKwaWAG8kgnMo45J1NBABVU4Th9d9HCG07QxwK+Ar7v77gK1vV6jz0PTfRqZNPIsIuPKhAkTPjd79uzq3bt3fzMROAen4/F4LksN5ys5cD5VisA5aIzFYqcBqGHF8euOe09PDzMenmF0qXTdeOTuve7+LeBv6eIDHOdLHGYTB/m/HOI/aONfOMldDPAP7h4vVOAcrMmzpNy4YWYrOP9TKhkhNPIsIuOGmb148uTJW4DOEydOXOzu5400x+Px2bFY7GDR2o/bL4DkEnHXl2LEN92out1hd9b9W91tEzsmcnTJUXipJg+KiGRDI88iMi6YWdWkSZO+MDAwwIkTJz6WGjgDxGKxg/F4fHgLSGRqP1oQJTlw3lqiwLmRqHrIefwOv737T7t72tvbmfHUDDjK3cXui4jIWKDgWUTGhYqKilWLFi26vLa2di/w2UF27YrH4/kvIJHZF5OeD3jMry9CG+lUAmfTvjKbm22psWD+Aup+VDchVAEREZFBKHgWkTHPzJqnTZv28f7+ftra2m5x9+5Bdu8lqq1cuPajoDQ5IP9mIc+fSTweryKaJNif7nWP+T19f9y360DbARb0L4AdrC5Fv0RERjMFzyIyHtwxb968ybt27foJ8L8H2zEWi53l3GIohZIclJayNF1zLBY7NegeE/nLg5ce9MbGRiY8MKHCPmj/o0R9ExEZlRQ8i8iYZmZXVFVVve2xxx4bOHPmzM3Z1KeNxWJH4vH4nIK0H7d/4fy/tZ8sxHmHEo/HJxKtbDgoj/lWv9o/+dCeh6g8WQkP8tcWt+cNdZyIyHil4FlExiwzs4aGhi9ecskllZ2dnevd/ZEcDj8Tj8cbCtCNv0l6frSEpekmDjnqHPjHfY3/mfc2NTUx6w+z4BTfLnbnRERGKwXPIjKWvbKlpeVFx44dOwl8OJcDY7HYCYa58mBYECXZXwznfNnKa8GXS3h728Q2Fs5ZSNVPqmaH6iAiIpJCwbOIjElmVjtt2rTPV1ZWcvTo0Q+7e1uu54jFYgfi8fjsvNqPUh+SF0T5zxKWpstqxDmZx/ye7hd1H9l/cD8tJ1rgIJ8vQvdEREY9Bc8iMla9s7KyctGuXbueGBgY+PIwznMqHo/X5XHc/0l6PuAxf/kw+pCLOuB0XkfO4NUH5x7k7Nmz2A+szmIafRYRSaXgWUTGHDOb2dDQ8KH29nY6Ojre4e69wzhdN1CdU/tRabppSZtKVZquATgVi8XyWjrWY761/wX9u/a376ehrQEe5Z80eVBE5HwKnkUkJxb5ezP7nJn9yMzuMLP6cvcrWW1t7V1XXHHFxOrq6v909x8M51yxWKwPqIjH45U5HJZcmq6nFKXp4vF4BVAdSu3lr56/7Hthny9ZsoQpv5xSQQ//WpgeioiMDQqeRSRrZjYR+AAwFbgPaAPeA/zEzK4qZ98SzOzqOXPmvKm9vb2vs7Pz1gKd9iTRNQ/d/oWl6W4uUB+GUgekXQwlFx7zrfwR65469RRLZiyhYmvFIo0+j21mVm1m15vZm83s4+GN8afN7D1m9hdmNqNI7bYU47xjhe7PyGVZlDwVEcHMJgBrgG+5++NJ258HfAfYDPzNMFMkhsXMrL6+/hfPeMYznvvQQw99pqen5z2FOnc8Hp8CdMdisUFrJ1vckv+o7veYzytUHwaTV4WNQdibrOvyX19ed/zUcQ6tOLTbP+uLCnVuGRnMrBp4HfBKaJ4HUyZDfT1UVYMPQHc3nDoNR45B7y+Br7v7ngK1vQJodffthTjfWGRmS4EWd99U7r7I+TTyLCLZWgL8IRE4m1klgLtvBWLAa4G8KlMU0OsrKiqe+/DDDx/t7e39SCFPHIvFjgNTBtsnTWm6GwvZh0wKHTgD0MI7n6h6gs6TnXA/C1W6bmwxs0XAZ2H62+Hq58PyhfDOAfjUYfjqLvjKXvjAaXjDJLju2XDx66DqC2b2WjOzYbadCArTBs5mtszMdg6njRz7s9rMVoTH6lKM+GbTZrg/LeF+yQhSVe4OiMio4cC2lO8T7gcOAtcDBRmZypWZ1U+dOvXTVVVVHD58+P3ufqIIzRyMx+OzY7HYwQvaj4LL5NJ03yhRaboG4Eyhz+sxv8eO2QfPfu3sgkWnFrFrz67PA/cUuh0pPTO7GCo+BpdcCZdNhHc/BTecunA87bmn4a+PwtEq+Pw8+MEfweONcHKqmX01m9U6M1jr7svT9Gt9eLoTKEnKgpltBtYkB/Jmts3MbnT31nK36e7rwv4X3C8pH408i0i2GoFPmdktZtbg7gNJrx0CJgDFCFizUllZuWbx4sVzurq6HgH+uRhthCoWXfF4fEKal7+Q9LwkkwSDiWFBl8Kbyht6r+mlubmZxp801lnM7ixKO1IyZtYEFoPLnwV/Vgn/+jt4QZrAOdn0PvjoLojtgasuhUlvAF6ZZ/srgY3pXnP3Ve6+CtiSz7nz6MuK0G7qCPidwPoLjyhbmxvDfZMRQsGziGTF3X8J9AJ/B8xPbDezKnfvAH5NNGJUcma2YO7cuas7Ojo4efLk29192BPnBnGS6I3CufajSYK1SZtKMkkwHo83A0eKdX6P+daB6wY+vbttN4vqFsHDrNHkwdErpFu8FRZcBs+rhE/uhPqBIQ982iuOw+rdcMlFUPn3ZjYnj26sIppsPBKsAtKljmwHlkVvNEZEm/cRzTeREULBs4gMKZHfDPwN8Ofu/ljiNXfvC0+nAQNJx0wvXQ9ZO2HChLp9+/Z9291/WsyGYrHYANHocx08vZLg3yTtst9jXvT0hng8XgX0hf4Uja/z9x5beuxsT08PdT+tM7pVum4UuwQm/AksngUfbIWaPNIuXtUOf3oaFi0C/jKXI0Ng2B7ebI8E15DmDX9S6sQ1I6HNcL9alfs8cih4FpEhuXu/mZm7d7v7XjN7+m9HKHM1CdgH7E86bEaJJt48v6qq6g27d+/u7u7ufnex2wu6gfp4PG5A8kx4p0STBIkWbukbcq9CuIp3Ptn1JNZp2M9ssSYPjlovh7kz4WVHYWFP/qd52z6YPgMqX2Bmk3M48CaiqjxFY2Y7zWxtlrs3Ae2DvJ7V368StbkZWJZlG1JkCp5Fxrmw6Elt8vfp9kueHJSc7xxK09UCjwBnk46fClxclE4HZlYxadKkL1111VV0d3evK1QZraGE3Gdfy9p/BJI/ul5bikmCweRYLNZZiob8I75hYNnA/tmzZzN3z1w4xt2laFcKJ/xePgeap8Jrjw7vbAt74NmnYdo0IJfR0OWkT1kopO1kkT6WZUpGtmkbpWhzO3Btlv2RIlPwLDJOmVmlmd1ElIO3OUwEXOLunkcpqlnAcXcfCMdXA88Hvlzoficzs79taWl55t69ew8B64rZVqpYLHa8iqrPJm3q9pjfXoq24/H4bOBwKdp62kJu3Nu0l7mz51L7/2onhCXIZfSYCXXNMMWgZXirUAJw5SlobAAuyuGgFqAoFSwS3P1Gd9+Qxa7NQ7zeQZYLI5WozVZKVIFEhqbgWWQcMrMFwEuB7e7+T8AHgcXAj8xsfmKUOYcgehbwVDhmNvDxcM6vFrrvCWY2afr06esGBgZoa2t7t7sXvFzboO3H7S2nOV3bSGNi0ztL0W6o9NEdRr9LxmO+tfe63i/uObCHi/wiaOV9pWxfhm0m1NfC3K7C/Ne/uBvq6qLzZm2olIVSGqofTcCxEdRmO9mPhEuRKXgWGZ9eCfzS3Z8EcPefAO8mylv+X4mJKUPVcU0Krk8BHWb2TOCbwJuAZ7h7MUcnP9jX1zf1ySef/C/g34vYTiZfcJx++qmksiSTBIMpYcGWkvMv+zsOXXyot62tDfuBVdqH7K5y9EPyUglmUFWgN11VDga5xRHNI2WyYJb9KGhfh9NmOFYjzyOEgmeRccTMKsLI8E2EhTXCNgt5zC8DLgE+YGaXhNczjj4nBdeNwN8CPwAeB+YUa4GB0KeLZ86ceeupU6e8s7Pz5mEs1pBf+0ml6bro4iIuKkkN1ng8PoNoMZqy8Wv8lsNnDzOnag623VardN2ocQp6eqG9pjCnO1oNvX3A6VyOKlL5t3wNlQpRjL9hebUZ7tuIeOMhCp5FxpWQk3wQaANel7TNQ73mk8A/AK8CVpnZxNQc6AzB9MuBvwJe7e5vK3KdZerr6z83f/786oqKiv/h7tuGPqJwQqWJ5NJ033gjb/xhPB6fVMx24/F4NdBV6nSNVL7Wv8Jyzk6cOJGZv59pnOHfytkfydpuOH0GDtTC6QL83/9oI5w5Q2613dsZOu+3lLaTJsc4USXI3YuxWMtw2ixqvrhkT8GzyDhjZg1AD/BcM3v6j3iiXrO7bwQ2AH8P3BC2JVfaSBe8/V9gSlhIpajM7M/mzp378sOHD3eePXu2HAsHfC7pebfH/E2xWKwPqIjH48X8m1pN9O9Wfpfzjt0Du5k3fR6VP6tcpNHnkc/de8B3wMkT8L1hBrBdBr9ugvYTwB9yOLCVkZW3ey/py78to3irHObbZgsjJ1983FPwLDLOhIl1PwXeCFyd/FqifrO7v50oreOtqR+zmtlkM3uXmb0k6Zw/cveuYvfdzKpra2vvbmxs5MCBAx9x90PFbvO89qMKE/VJm5InCQ4AVcVoN9STnhCLxQpQJWH4PO73dP1J174TJ07Q/GQzHOLecvdJsvJ9OHQE/uesaLHQfG2aBofOQOejwJM5HJhtxYi8g3szy3opa3ffBLSbWWowuyo8RlKbRa9UItlT8CwyDrn7V4hyk+9IXsjE3QfMLBEA3gT8OaGOcdLCKLXA7cCLkhdLKZF/rKqquuzhhx/e2d/f/7mhdy+cMLqaPNLdmjxJMBaLnSTL0lZ5mMlIG3Waw01PTn6S7u5u+CHz7Q6VrhsFfgptT8IfemH97PxOsa8Gvj4Pdu0FNuU432AzUa3ntMxsrZltBDaG73fmEpgGS4El2e7s7suB5Wa2MjzWAjfmOGejFG1eS7gvUn5W4nk2IjJCmNkSoo9cPwd8POQ7J16rCIH0vwOT3P3lKdsvdvcnStzfqTNnzmydMGHCpF27dv2Fu/+fkrYft52cGzVz4IbUBVFC2saMWCxWsBHxsAx4fSwWG1nBM2C32Oca/7Xxlvkz5vPosx7t9295UUbepXDM7NlQtxaedQW8f0+03Ha2jlXC2y+D/zoGu/+D6O9GTkGEme1096wDTYmY2TZ3v3roPaUUNPIsMk65+04gDtwK/GliFDmp8gbAVwiLcSRvzyVwzmPBlbRqamo+tmjRokltbW0PAN8pxDmzFSYJJn/cnHYlwVgsNgD0xePxAlU0AKB5JAbOAH6333rmmjM9EyZMYPLWyZX2fivpQjWSO3f/DXR/A/7wOHxiAXx2LvRk8Tv6y0Z485Xw4AnYvR34Qp5VbrYnSmFKdsL9erDc/ZBzFDyLjGPu/gngh8BdwJ+GbZ6UunEamJHYnuv5Q+D8IzO7bDj9NLOrFixYsPLgwYP9p0+ffkepS9Nx/iTBzsFWEozFYm3AtEI0Go/HZwElzevOlS/1W5489iQXT78Ye9Deq8mDo8K/wamvwm9+B1+rh9dfBV+dGaVkDCTt1lkBD0yCWy+CWy6Cn++BnT8Dbnf3E3m2vYYc8okFiO7X2nJ3Qs7RR2wi8hrgF0Sl6frc/YFE5Q2i/0nzXvwjBOLfAT5DVM4uZxb5XE9PT8XBgwe/7O6/y7c/ebUfjTonTxK8NYvDDsfj8WkhkM5LPB6vJVpJcGDIncvIP+H/ZHvsc/t/tL+27ok667qq678Dl5e7X5JZePP572b2CPz+Fth/MTw+A746JyqG0dQLPRVwpAbOdEJbGxx8Avo3Av/u7nnPNnT3VjPrMLOl7r69YBc1RoVR545i1s2X3CnnWUQws2cBNwPPJlpaeytwFTAZ+D/D+c/SzGqAR4B3ufv38jj+1ZMmTfpfZ86cae/v77/Y3UuWwhBGUX8KVIZNrR7LLl8zHo9PBk7lG/yGutGdoQzeiGZxe4v9m21oPNhI1yVd9P1538oSrrgow2BmlcBzgD8DLofaJqipggGHzi7w3URvrn9QyN89M1vv7hqBHoLu08ikkWcRwd1/a2bvBV4BXB8eXyvEIgHu3mNm7wI+a2Zbonqz2TGz2ubm5rvnz5/Pww8//OFSBs7BNzkXODvw1zkc2wvUAN25NhpypgdGQ+AM4DG/xw7b+6b+YOrFHINd+3d9nmF8YiGlExY02gpsjdKszk6Hsw1AH3DE3YtVHnGNma109w1FOv+oZ2YrOL/Cj4wQynkWEQDc/YS7/5u7rwZuc/fHC3ju7xGtRHZzLsdVVla+a+HChQv27NnzuLuvL1R/spHtJMFMYrFYJ9AYajTnahLQmcdx5TOTN+2dtZfp06dT///q6yxmbyl3lyQ3Hjni7k+5+94iBs64e4cC58G5+yZ315LcI5CCZxF5WqIyRlK1jUJ6N3C7mc3Isi+zp06d+qGenh6OHz9+c1IedqlkPUlwEMcJEy6zFUadfaTnOqfymG/tf27/Z3cf3s2imkXwe76iyYMiMhYpeBaRpxWzioW7P0aUBvHRLA/5RFdXV/2OHTu+U4j0kVykWUkwm0mCF4jFYv3AQDwer87hsGmxWOxYPu2Vm3/a333kmUfO7t+/H9tslZxV6oaIjD0KnkWklD4CvDpaqCEzM7t28eLFf9vf39/T29v77hL1Ldn7kp7fNZzJb7FY7CgwPZt9R0NpuiE9m3eenHCSS+dcSsV/VVwR0l9ERMYMBc8iUjLufhz4MHB3psVTzMwmTZr0pWnTptHb23u3uz9Zyj6GUefEJMH+PNM1Uh2Jx+ODpm+EdI2+0Zaukco/6ht8mT/V19fH/N3zjQ4+U+4+iYgUkoJnESm1rxIVk31dhtffuGDBgmt37drV1tvbm22KR0GEUdLbkjZ9shDnDVUz+uLx+GAVjiYBozJd4wIX8Vd7Gvb49Obp1Py/mkaNPovIWKJSdSJSUu7eb2a3AF83s++6e1fiNTNrqKurW9fd3U1bW9tqdz9V4u4VYpJgJqeAOqJVG88Tj8friWpCj4nC+x7zrXbMnjjwvw9c0nC6gZ5dPZ9jhJSuM7PVQGLBiRZgUy4LUJhZE3A70RudqURvBDe7+6ZC91VERiaNPItIybn7A8CDwHuSt1dWVt4GzH3qqae2u/u/lLJPhZokmEksFusFKjKMPtcCWde/HhWm8rcHFh/w7u5uKjdX1lvM7ix3l8xsM7AllJp7DGMAACAASURBVADb5O7rgI1m1jLUsUnWuvsad18Xvq4CrjWzlcXptYiMNAqeRaRc3ge8y8zmApjZopkzZ75v/vz59Pf3v6NI5fLSCiXVkhcjGNYkwUF0Eq3a+LRQicPGyqhzgsd8K9fwjtpptVw59Ur4DWvKWbouLDhBmiWh7wSyqiEeRq0v2Nfd1wBaBU5knFDwLCJl4e5PAV8B7gKoq6v7zPz582v37dt3n7v/osTd+SaQmMBY6HSNp4Xc58qU0efpsVis1CsnloR/2r/UsbTjiJkxdftUo4t/LWN3VgGpgTNh27KQjjGUrJZmF5GxTcGziJTTXcCLzOytixcvfs2+ffu6u7q63lvKDqRZSbCg6RqpYrHYEcLCKfF4fCZwuJjtld0zefUTnU+wZM4SKn9WubiMo8/XEK1yeZ6kfOdrsjjHNuCe1EA7fJ913rSIjG4KnkWkbNz9NNHkq0+1tbVx6NChte6+t8TdSJ4k2FqkdI1UR+Lx+GyilQT7S9Be2fhHfGvnCzr379ixg+qHquEo95apK03AYCP8Q+Y9h+Wkm4CnzGxZ0ksrAVUUERknrIgLiomIDMnMVtbX16+fP3/+ide85jXxuro6B6qB7wEngdcCNWH3rcDDwN8AE4BuoqoHDwDXAfMBJ6pq8W2gAXhh2BfgJ+H4mwEe5MGXPMETL97Pfhaz2J/Dcz4/n/lPhOO/BSwElobvK4D7gV3A3xLVgh4Afgs8BLwamAJ0AX3Ad4CrgIvC9aRe03zgCPCLQl4T0Es0Cvor4E+BmUSTEUtxTWn/nfawZ/ZD2x56V8PxBn72s59RKO6etlZ4qjAyfBy4MV1VDDNzYE2YQJjN+TYCK4BNRJU2NmTfaxEZ7RQ8i0jZmFnT7Nmzd06fPr35sssu+9oVV1zx1lCVovhtR+kDP+dcrvNdxcp1ThWPx5uIStZNHq1Lcefq+vde/91T9596eV93H49d81g/F/ECj/nWUrQdqmnsJHPwfBzYECb+ZXO+FcC1RCPOTcAqBdAi44fSNkSkbKqrq2OzZ89ufuqpp7Zedtll3wJuKGHzJZkkmCoejxs8PXmwMx6P15Wi3XKKx+PzXjLxJd9+dOqjZ+vq6pj888mV9FHKYHOoCZlNZLFAjZk1mdl6onJ3a4DFRKPP681s7fC7KSKjgYJnESkLM7u0sbHx5lOnTvmpU6feXlFRsRWYkggui9p2iScJpqgGEnnOiXSKsW42sLX/mv537Tmxh+mV0+FBrijV5EF378hit2z2uYeoznNH4rzufiNRJY/VKXnQIjJGKXgWkXL5dG9vb9UTTzzxNXd/KBaLdQI/osjBZAjYvpK0qVSTBBOaY7HYKYAwWbA6Ho9XlrD9kgpl+XbFYrFH/S7/SvvS9j2HDh2CB6jgDP9Wwq60MvikwEGrZYS86aZ0qxGGlI01wPJh9VBERgUFzyJScmb2sssvv/wV1dXVp4APJrbHYrETwBvi8fjcIjZ/D9HEOIgmwf11Eds6TzwenwG0JW+LxWJHiSb1jTnxeLyGqArF00uwcwVv6JzZydIrllL1k6pF4VOAUthOtJz2eRKrC7r7liGOb2bw0emhjheRMULBs4iUlJlVNzU1faG+vp4TJ058xN1T6xz/GHhZPB4v+N+nMOp8WfjWgbeVatJaYmGUkOucqi0ej08rRT9K7DpgXywWO53Y4B/xrQPPHfjq8Y7jLGxbCIe4u0R9uRdIl1axjCwC3zDivHSQXZYBm/PrmoiMJgqeRaSkKioqbl6yZMmS1tbWpwYGBj6f+nosFmslWsb6qiI0/03OjTqfLnG6xoywQMoFYrFYD1BVjDcM5RKPxycD/5+9O4+TqyoT//851fuaTq9Jp7N12EGWgIgsg2BQwPk6oqLj8tX5zgzgyjIwQFzmcBSFsIvbADqjDDoLqKP+FBUUECQOCANElkD2pDudTjqd3vc6vz/uqaS6urq7quveW9Xdz/v1yivdt27dc4ouOs899ZznOQmvFN449gF7yY76HbampoaSx0pKlA5+9dlV2difJC/5MpK01lZKPaiUujTh8HWuTF3iuWuAmhRWr4UQc8Cc+UUthMh9Sqm6oqIi3dLSQmdn5+XW2uFJTv0lMOTr2BM3CV7t5/Wn4laVkwbOMVrrNlznwTmiEviRy2WfYOwtY1/buG0jxe3F8Fo4q8/W2vOA85RSl7o/6/DK1yXLd15NQjtuF4DfpJS6x/1Z565RlWqZOyHE7Cd1noUQoSkqKrq3tLT0kq6url9bay+wU/wCMsaUAEdprf8303FdusaTHFp13mK1XTXFU3zjVpMXaK07Uzi3CCiIT3OYjVzOeoHWettU56kL1GDRY0VFBbUF9H6s91b7VXttODMUQoiZk5VnIUQolFInLF68+O8WLlw4Zq29aqrA2bHAW4wx1T4Mn7VNgkAR8RvmpjbCoXnOSu5m4VxSeR0nc0XxkmJW1a5CPauuCat0nRBCZEKCZyFE4JRSqry8/Bv19fWRlpaWb1trX53uOVrrQeA54MyMxs7uJsEIUOJey7S01lFAzfLSdccBA1rrzdOdaG+093Sd1rV7ZGSEhtcaFF38ewjzE0KIjEjwLIQIw3uXLFlyZktLy4Hh4eF/SuN5zwE1rp31TGVzk2A10JPOE7TWB4C6YKYTLNfg5iTgsZSfdATv26w2s6xxGZHHI8tDLF0nhBAzIsGzECJQSqli4La2tjba2to+b62dNvc3xq3E/hte6kP6Yxt1E9nbJBgB8rXWIzN4eqcxZkJN4lmgAPil1nraVtcxVtv1Q6cO3fPSn1+i4JUC2MWdAc5PCCEyJsGzECJQeXl5Vx9zzDErenp6NkSj0XvTfb6ri3yEMWaqGrsTuHSN+AoIN4e86rzIVdBIm9Z6CK/z4Kz5He1y0y92TV/SYv/FfmLwhMHhpUuXUvZ4WZm6Qd0UwBSFEMIXs+YXsxBi9lFKLWlqavr8yMgI0Wj0SmttsgYhqXgJONNV4EjVA4ByX2+x2q6d4dhpc6Xp9k174hRc4L3InxmF4gLgxRk/+1Su6Rzs5PDyw2ED18nmQSFErpLgWQgRmOLi4lvr6+tLWlpafmat/d1Mr+Padj8HnJfK+Qk1nS3htuCOAMo1PslUR4b53qEwxhwOFAKvzPQa9i779Y7jO/aOjo5S/3y9YogwPyUQQoiUSfAshAiEUuq04uLiD+3atWu4v7//Kh8u+SywP8VKFHfEfb01rOoaTgWw36drDXNo9TyXFQG/cjnqM3cS79k2sI3C0UL4A8fK5kEhRC6S4FkI4TulVKSwsPBrg4OD7N69+/ZJOrilxa3kPgM0TTm2t0mw3H0bak1nY0wBMKa1HvPjelprCwy55ik5yRjTBGzWWu/O9Fr2Rvt07xm9W/fu3Uvhs4XQOe4mSAghcoIEz0II3ymlPnLEEUecWllZ2Q74tvnLBdBnuTSBieNO3CQYWk1npxRvtdg3rr11hSsDl1OMMaXAX+JV2fBHMx8ZPWLUnvimEyl8rLBcVp+FELlGgmchhK+UUuU1NTW35efns3fv3n+01qZV5zgFjwPnGGPykzx2H4fSHPrDrK7hcp2Lfcp1TtQLLAjgupk6DW/VuduvC1pt14+dPHZ92942VgyugG18WzYPCiFyiQTPQghf5eXlfW7lypX1mzdvft5a+4Df19da78LLKX5T/HG3QnmM+9YCV/o99jQWaa33BHFh16GwJJdWn91GxmOAJ/y+tv1Xe8uu5buGFyxYQPkT5XlESbvEoRBCBEWCZyGEb5RSK/Pz8//h9ddfp6en59PW2sw2kE3u58DBesJuZfLbHFp1fjnkVecaIOXGIDPhcooXBzlGmoqA7wW00k70lOg//Hn7n4l0ROB5jpbVZyFErpDgWQjhm5KSkjsbGhqKurq6HrDW/jGocVwTkX5jzDvcofs41IJ7FLg0qLETuXSNAjenoHUaYxaGMM6UXM75cq11b1Bj2FvtNwdOG9gZiUSofaE2j35+GNRYQgiRDgmehRC+UEqds3z58r8aGRkZBK4PYchuYOVSs/QaxqdrhL1JsGamnQTTpbUeAPKzmb7hcs3PA3YEPtgJfHC4bpjlDcvJeypvhWweFELkAgmehRAZU0rlL1y48BtFRUXs3bv3q9balqDHdG27f1dDzZfJXrpGCd5mvjAd4FApvmw4A3gjjBsG+yW7vn91/792dnbS1NoEe7kz6DGFEGI6EjwLIfzw95WVlce0tbW1jI6O3hbWoDdww9/20FNcTDGEnK7hFAAjYQ6otR4B1CTVRgLlVrzLgNBW9u1/2L/dUbVjpLKiEvUbVebqeAshRNZI8CyEyIhSaqFS6saOjg727NlzhbV2IJRxXU3nbWwDIJ/8z4SZruFynQvdCnjYRoCSLIxbCjwVZK5zMqOnjF7/+rbXyd+WD29wnWweFEJkkwTPQoiMFBYWfmn16tU1g4ODTwA/DnHo+wAVJUoTTYNf4AsvhTg2eKXp9oU8JnAw9znU1A1jzGLgw37WdE6VvcfeMXTKUMeRRx5J5VOVilEpXSeEyB4JnoUQM6aUOnrJkiWfPHDgQHR0dPQKa60NZdyEms672X0N8GZjTCiNRIwx1Xi1prNGa73bGNMYxlguXeN8AqjpnLLVXLSzeyeH1x6OelYdK5sHhRDZIsGzEGJGlFKqtLT06/X19Xk7d+78F2vtiyEOfwdxmwR7de83gT8A75j8Kf5wgWSRa1ySbV2uWUnQjgFGtdavhzBWUvY2+2TXqV07BgYGWPzaYkUvd2RrLkKI+U2CZyHETF1YVFT09tdee617eHj4c2EN6jaMxVIW4jcJvgC86nKRg7TINSzJOq11H+HkPg8CPwthnKkdzV9viW6xY4Nj8DhlkvsshMgGCZ6FEGlTShUuWLDg7qGhIbq6urS1du/0z/JhXLdJMO7QwZrOWusx4BXgrKACaGNMBdAZxLUz0GaMqQ3q4saYNwN7tdZdQY2RKvslu37wbYOb9+7bS+32WkUL/5XtOQkh5h8JnoUQaYtEIpcvX768uaSkZBPwzRCHfoBD6RpbEms6a62jQBWwOqDxI0Ag7ahnSmttgQFjTKHf13YpIScTcjm+KS3iY+pUxbKlyyh9srRJacl9FkKES4JnIURalFL19fX1enR0lI6OjsuttaEEVm6DWLP71gIfneTUp4CTjTHFfo7v6ipbF6DnmlHA9+AZOAt4zlX3yAlW2/Vjbxm7q21/G8tYBq/wtWzPSQgxv0jwLIRIi1LqxiVLlpRv3779N9bah0MZ00vX+HbcoXWT1XTWWncA24HlPk+jJhtl2lKhtR7Cq8HsG2NMObAQeM7P6/rB3mmvaj26daikpISyP5SVqLXqlmzPSQgxf0jwLIRImVLqpPz8/L9/5ZVXRvv6+i4Pcej7gDz3dY/Vdu1UJ2utfwX4Fui69IUev64XBK11u1+l61xFkWLg33N0pR1Wc8WLrS+iehQ8wzWyeVAIERYJnoUQKVFKqfLy8m82NzergYGBu621G0MZN6GmM3B1ik/NN8Zc7NM0SrXW/T5dK0jdxphKH65zHHCSawWek+yN9p7omuju8vJyGjc1Kjr5l2zPSQgxP0jwLIRI1cWrVq16a2dn537gyyGOO66mc+ImwSm0AFXGmJWZDG6MadRat2ZyjbC4ttkZdR50ueLnAH/yZVJBOpz3ddZ12qWLl1Lw+4KjpHGKECIMEjwLIaallCqpr6+/MxqNsnfv3rXW2gOhjDt5TedpuXSDh4HzjTF5052fjOtYGMpr9YvWutUYsyiDS7wdeEFrnWsl+Saw2q4fOnvojV2tu2jub4Yd3JXtOQkh5j4JnoUQqbgmLy+vcceOHS9ba78bxoBT1XROldZ6F/A03sa3mcgDcqbSRBq6jTFpN09x9bE7gP/xf0oBqeVvdq/YbYeHh4n8JlKqtLop21MSQsxtEjwLIaaklFpaUlKytqOjg66urk9ba8dCGnrKms5peAkoM8akVY3CBZ/9ro7ybDMM5M/geauAP7nqHbOC1XZ99OTo5Tv376R4fzFs4DrZPCiECJIEz0KIKZWUlNx23HHHlSilfmytfSKMMdOo6TwtF/yuBE5P9TluBbZYaz0403GzSWs9irdhMuXf8caYw4DTgNysrjEFe6f9xuhZo+2rVq2i+tlqxSDfyfachBBzlwTPQohJKaVOX7JkyQf27t07NDQ0lGqVi8zGTKOmcxqeBg43xtSleH4ZOdZJMF0uZ7k+lXNdTvjZwO9ztjTddE7goi39W1i1eBWRpyPHyOZBIURQJHgWQiSllIqUl5d/c+HChezcufM2a+22kIZOq6ZzKrTWw3idB89O8SkVWuu+TMfNAf2u2cl0jgB6tdbbg55QUOyN9um+M/u2dHd307itEfZzR7bnJISYmyR4FkJM5mPAiRs2bGgdGxsLZRNWBjWdU/Fn4BnXAGRSs6k03XRcR8RU6j53AT8JeDrBW8lHN5dstr3dvfAI5a5aixBC+EqCZyHEBEqpytra2luLi4sZHBy81lob1irsTGs6T8vlPrcAHzDGJN1M5xqM5GQL7plypesm7TxojDnPnTer01TA2zw4unr0ur6hPlYOroStsnlQCOE/CZ6FEBMUFBR8YcWKFbVDQ0PPAj8MY0y36hyriJFWTedUaa3H8FZZz5zklBLXaGSu6TbGlCUeNMY04KVs7A1/SsGw37W3jr15bH9VVRULnlqgGOPebM9JCDG3SPAshBhHKbWqsbHxyv3799PT0/Npa23gpdriNglG8NI10q7pnIangGONMRXxB40xVcC+gMbMtn6gIP6AS195B/BILrfhnonoCdH3bt+/neVly1HPq2Nk9VkI4ScJnoUQiW4rKysraGlpecBa+2xIY8ZvEuz1M10jkVtZfgo4WHnDpXGMuZXpOcdV0Bh2rbdjKoFW4I3szCo49m77xP437x8cHByk+OniCH1Suk4I4R8JnoUQByml1uTn579ny5YtvUNDQ9eGMmawmwST0lq/CHTEVaIoBOZk4Byjte7Haxaj3M1CPvDELG0CM71juPyNoTdQQwr1pJLSdUII30jwLIQAQCmVv2DBgm8cd9xxDA4OfsVauzukoQPbJDiNeuA9Ln1hgQsu57pRoAQ4CXira6YyJ1lj77Pn2c119XUsa1sG7dyZ7TkJIeYGCZ6FEABEIpFPrFq16sgdO3bsAO4KY0xXSiy2+hvIJsHJaK3fwEsVOVNrHdaNQlZprbuAJXjdFh/L8nSC18T/balrsYsaFlH8WHGZ0rL6LITInAphL5AQIscppaoXL168pbm5ecFLL730wauvvvoRvBVKgAN4aQ2xShjdeDfesaC3x/0d24DXi9fiOVZfuB+vW1+V+34AGHyQB9fsYMdPRxlVI4xQT/01l3LpvwND7jmVeMHtMNDnrp+PF2T34HUBjKVbdLv5Fbmxu9z8Yzm+ne7rxNd0GPBXwO3ueRm9JmCh+37QHVvg/luF+Zqm+zldDIwAP51Dr2nSn9Mt7bdcuuzJZeuK84p54egXxjiSswLcjCqEmAckeBZCoJS6u66u7rODg4NPfvazn33fV77ylcBLlymjNgPN7tstVttVQY+ZyNU/zge6tdYHwh4/bC5F5Ui80nQD8yFVxRiTf9szt/WWP19e1D7aTvQT0Zftl+1x2Z6XEGL2krQNIeY5pdSxDQ0Nn+rs7Iz29PR8urCwMM8YE+jvBrd5KxY4W+CjQY6XjDGmXmvdqrXeARzjStXNWS5wXgO8obXu4NDq7VxX33t875VtI200FDSgnpHNg0KIzEjwLMQ8ppRS5eXlX29qasqLRCL3WWs3aK3bgNqAh74j7ut1YX+MbowpxEs5iOnDCyznstVARVw5vv2uo+KcZYypBtrtTfafeTvbKyoqWLxxsaJ33PtPCCHSIsGzEPPb/1myZMk5e/bs6R4eHv583PFuY0zppM/KQMImwR6r7dogxplGAV7eb8wGoNQY0zzJ+bOaMaYIL3h+MnbMVdpQQX/KkC1upT16sKLIMXxoR/4O21jXSP7j+eWy+iyEmKk5+UtTCDE9pVRRaWnpXWVlZbS2tn7RWtsR9/AICR3pfBnT6/R2XdyhwGs6J3JBVYnWeih2zDURWQ+sDHs+IWkEdmitE3PZo3gb8uaiQuJukKy26wfPHtzUeaCT2l210Cql64QQMyPBsxDz1+WRSGTlCy+88Go0Gv12/APuo/18P1clXeD8Gw7VdN4SYk3neIu01hPacLvSdS/PtZVY93oGtNa/TnxMa93DoWoac02l1rpv3JEGPr6ldovt6+uDX1GmblA3ZWluQohZbE79IyGESI1SalFjY6OuqqoiGo1eZa0dSTzHbSpb5OOw9zG+pnM2NgmWMT7XOVEHcFlCG+vZ7iKm3hzYZoxZHNZkwmCMqcMrczeO1Xa9fbO9crRglGMrjoVXuM7d1AkhRMokeBZiHioqKrp56dKlZfv373/YWjthRTJOhzGmJtPxkrTg/lSWau0ucI1CktJajwCvA38R3pSCY4xZhrf5c8tk57j23IPGmJLJzplNjDF5QMT9LCewd9u7B04d2FtQUED1M9WKYX4Q8hSFELOcBM9CzDNKqVNWrFjxsdbW1tH+/v4rpjrX5QUX+JDKkK0W3AcZYxZrrVtTOPUp4Eg/bhqyyf3MLgR+6XK6J6W17uRQc5TZrkFrvWfKM07iok1dm2iuayayPrJCVp+FEOmQ4FmIeUQppSKRyF2Dg4Oqra3ta9baN6Z7jitd1zDjMbPYgjvGrar2pnKuu2H4CV4nvdmsEnhaa70zxfP3GGOCLlEYKDf/CfnsiexX7R96z+htbWlpoeS5EkUn/x7C9IQQc4QEz0LMLx8sKys7Y9euXe0jIyNfSuN5M6oJnKS6RrbSNQrwWkunRGu9C+gyxiwNbkrBcTcLDcCfU32OW50eNsbkBzaxALmVdqu1Hk7pCYfx/t0Ld8MY5D+ev9zd5AkhxLQkeBZinlBKldbU1NzZ3NzM2NjY56y13Wk8fYSZ/b54gCxX14gFgwfr/aauHHi7y6GdbU4HFk+XrpHEKF678tmoFOhJ9WSr7XpO59u1dbUs61kGO/jHAOcmhJhDJHgWYp7Iy8u7fuXKlYu2bdv2EvC9dJ7rgrBoOquSudCC26kmjaAqRmu93T3vBN9nFCCXq30E8HS6z9Va9+Ole8wq7gYnL+VVZ8feZz+1c9nOkerqasqeKMtTWlafhRDTk+BZCJ8ppdT0Z4VLKbWsvr7+2r6+Prq6uj5trR2b/lnjaa278QLR6cfz0jXia0eH3oIbDqYvjLiKEjPxCPCWWbb6fBrwTLqBZJx9xhg/SxSGoZI00nLiRU+JXrW1fSurylbBi1K6TggxPQmehfCJUqpWKVVorZ1poBakW/r6+oo2b978X9bapzK4TrcxJpUA+j4gFnBmqwU3wEJXSWJG3A3DfwCzqYzbi8DzM32y+5RhxLX0znku17lopjcL9nb7zY4TO9p37tyJ+q1SDEjpOiHE1CR4FsI/XwQ+ku1JJFJKnbVy5coPDg8PDwwPD2eU16m1HgSKXIvr5ON5K3dHuW8tWWjBDV5pOmB3ptdxwfe5xpj6zGcVHGNMvjHmw8CeDFbagYMNcmZLqb5FriLMzJ3AezrLOjliyRHk/SFvpUs5EkKIpCR4FsIHSqkIcAZwkVLqZHcs6+kbSqm8qqqqb1ZXVzMyMnKbtXZHptfUWu8GpupI9wCHVp2zVdO5GK8ltV+fArwGvGuqm4Yc8Fage7LmIDPQZoyZcYnCMLj87o5Mr2O/ZNdzHi3Dw8Ms370cOrjDh+kJIeYoCZ6FyJBSKs9aGwV+CUSBv1FKVVprbbYDaKXU3yxbtuxN27dvbxsbG7vZx0vvN8ZMaKqRZJNg6DWdnTJg0k6CM/AGXk7tm3y8pm9c2/HjgSf8uqZL3xg0xhT4dU0/uXSNfFeXO3PLuXjXwl22emE1RY8VlUvpOiHEZCR4FiJDcZvvngIeA1YBH3ePZS3/WSm1oLi4+KaBgQH27dt3lbW238fLD5Hw+yOHNgmWAn0+rjrHWlg/DhT6dU2f1QG/11qnXVVkGgNAruY+VwF7/bqY1Xb9yOqRa1vbW6loq4DNsnlQCJGcBM9CZEh5ivFi5a8BG4C3K6XOjT2ejXnl5eV9EajbvHnzH4D/9PPaLpjsd4FqTNY3Cbq0iiKXm+0rl1f7Wq617XbNazq11hv8vrbbhJefa9VG3GbGwRnUsZ6Svc/e1npY60h/fz+R30QUY9zr5/WFEHODBM9CZMh6BjnUgvoBoB/4sFKqMRurz0qpwxsbG69YvHixjUajVwQxh7jNgxGXrnGMeyhrmwTxVoaD/O89CnzQGFMR4BgpczcLFwBLAhwm5RKFISrCa9zjv1O4Im9hHscvPh71nDpGVp+FEIkkeBYiQ27luQgodPnPG4Af422q+3/unEqlVFlYcyotLf1aY2NjfktLy/3W2ucCHGoI76bhDg51EszKJkGnRmt9IKiLuxuGDcDZQY2RpsPxOuu9GtQAbnXXGmNyImXF3TCU+Lgxchy7zn6754yewWg0Su2G2gh9/DCIcYQQs5cEz0JkyK08DwGteIEMwI/wcqBPUUoZ4KvAqWHMRyn1zhUrVlywY8eOvqGhoeuDHEtr3f8tvvUVDq26j5KlTYKusUdmJctSsx5Ymu1GIi6V4h3AL/zM705Ga70PqA1yjDQs1lrvCXSEo7j8jaE3aG5sJv/J/BWyeVAIEU+CZyF84PKamwGrlIq4NIn/ApbhtaX+ibX2saDzn5VSBUqpOzs6Omhvb/+StTbQYFIZdUk77Z+p4GAWw6eytEmwCK+ToK85sMlorUeBH3AovztbSoCfaq3bQxqvLQduGKqB/UGPY429b+CUge++tvE1Cl8qhHbZPCiEOESCZyESxKVhHPx+uvNdsLzDWttrrY0qpd4MfAL4dBq2fAAAIABJREFUI7ADOB28VWqlVGAff0cikU81NTUdvWfPnk1jY2NfC2qcOHcADDJICSXbspiusdA19giF6zxYZow5Nqwx47lNgm/RWu8Ma8y4zoNZKV0X5GbQZOwD9u//+kCXLS8v5/x/KVa/+w6/DmNcIUTuk+BZCEcplaeU+gBwGfCIUuoKpdSq6eo1x23GW6CUWqqU+hvgY8AD1tpPA78F/lIpdZVS6nLgwoDmX7t48eIvlZaWAlztUkkC4z7KLgcYYWR0Gcs+HeR4k3H1pvdlYegO4OwstbF+Jz40B5mBTg6l6IStwTXoCYdSo18GVakU21eupHsXFbL6LIQACZ6FAEAptQw4H3jeWvvPwBeAlcDvlFJLYwHyNKvQg+551XjB64vu+FfxNg/eDvRaa/87iNdQWFh446JFiypbWloeA34exBgxLoi4Lu7Qpz7Eh36VrHFKkFyjjFgqRajcSvereJ0lQ2OMWYHXBMb30nTTcavPQ66DY2hcScTANoJOIq8O+Ex7O4WFheiqKnpv4MmQ5yCEyEESPAvh+Uvgf6y1mwCstb8H/gHYBfxEKbXaHZ9qY9YA8F1r7R3W2mHXshvg3e46zdbafwli8kqpNy1YsOCSrq6usd7e3s+GUB7vAQ5V19hitb3PBVajIX+sXwCMTXtWcNYDNSHXQV4CrNdaZ+t1D3JoY2xY8gmqNN00Pmkt+du3M7RoEd+EvBca1NPZmIcQIndI8CzmNaVURCm1GPgA0Bd3TLmW2xcARwCfV0od4R5PuvpsrX3CWvtM7ByX+1yBF2ycaa3dFtBrUMDXBgYGIps2bfqWtfblIMY5ON7EFtwfjXt4lHC78C0MoKteylz+7a8JqQufC9Lf0FpvDGO8ZNxNUiSsm6S4Ntzh3SwodfCTjELgxgMH2LVrFzcqRX07krohxDwnwbOY16y1UWvtbryc2ffFHbNKqXxrbTfwd3irx5cppSoSc6CTBdOxc6y1PdbaX7lAPCjvOeaYY85RSnUCNwQ4zrQtuF0wGUoDEVf5IaxKE5NymwffZ4xZFuQ4Lrf6MrymJVnlStfVhTRcg9Y68AobCcZ9krAGxs7p62PVCSfwxYICegpUX8jzEULkEAmexbznmpcMA6cppQ62XrbWjrq/HwTuBf4Wl98anxaRmCIRC6bD6CyolCqurq6+q7i4mL6+vn+y1gYdZEzbgltr3WaMaQxyEq5hx2gYpelS9DhwQSwHOyBnAJvDqjaRgj3GmIYgB3A59F1BjjGBUrsSjgznW5t/m7V0d3by1IoVvDZKqWweFGL+kuBZzHvW2j7gSeBDwMnxj8Xyll3VjD7gk0qpqoRzFrhKGu9054bWjjsvL++q5ubmZZs3b94YjUb/OcixXLBwlPt2uhbc3a6cWlBq3epnTnAl4/aT8P7xizFmIXAc8EQQ158Jl0ZhjTH5AQ5TqrXuD/D6yYxvdW5tEcAR0HLRrl0sqKri2tJSeoxsHhRivpLgWQjAWvttYCNwg1KqOe54VCkVCw4+APwfoBEOBdZ4+a5rgXPijgVOKdVYVFT0+V27dtHV1fXp2Ep5gB7g0Kpz71Q1nbXWvQRU0swYU0c4nQTT9WsgqECvEngoh1adAXANWmqmPXEGjDGNWuvWIK49KTVhM+ChPGtrm74wNkbH66+zoaSEn1vyfrdS/TLU+QkhcoIEz0Ic8n/xVg4vU0odXDW11o66roFP43UNvM0dj7rj7cAZ1trrA85tHqeoqGhdfn5+WVtb239ba38b5FgJmwRh6lVnALTWrcaYej/n4TbMhdJJMF0u9/kNY8yJfl7X5VKPhB5Ipq7TGOPrjZL71KLTz2umaHwqhrXjVtWr4Oa1XV309PSgy8s5ZRsXhDo7IUROkOBZCMdauxkwwJXAubFV5LjKG+BtltuTeNxa+0aYc1VKndrY2PjR6urqEeCaQMeauEnw5jQ6Cfb6XBO4EK96SS57s183De5m4RzCrWCSrhG8UnJ+igCBNvmZYOKq88TSeNau/TD0nFJcTPnhh3N7JEJLudoUzgSFELlCgmch4lhrvwr8BrgZONcds3GpG71Afex4utdXSr1XKVWbyRyVUqqiouKbtbW17Nq16y4X9AcpPl0j6SbBKYziU2Dl2jOX5VrqQjyt9TDwHHCmT5c8HujVWm/z6Xq+01pbAL9yn7O4GTRx1TnpDUuptZU3dXczODjI9xsaGO1jVSizE0LkDAmehZjoIrxyYJcppd4GhypvAFG8ihMzdTbwpYxmBx9eunTpKTt27Ng7Ojr65QyvNaWZpGvEc8FksQt8M1VHdj7KT9f/AguMMRndJLnKHScDj/oyqwBprQ/gQ+k69z6pdDnz4VETVo+nrB1+Uj6bT9i8mUXLlnF9Xh77SlTYpfSEEFkkwbMQCVygfAleO+BblVLvUUo1KKXW4AWSv8jg8jcA71NKHT+TJyulyoFbWlpaaG9vv9ZaG1iDkAzTNQ5yVTEWZTKX2KpmFrvqpcytxN6P1/0wE8XAj7TW4ZZqm7m9PqSrxJoKhW386rG1U1aKqRixh908PMzGF1/kvwsKeGWQhYHOTgiRUyR4FiIJa+2LeLnEdwKn46247rTW/shaO+M2wdbaWCOTuybrVDiV/Pz8tUcffXRjd3f3n6y19890HinKJF0jUV+Gm8rqXWWHWcEF+UuNMW+eyfPdqvW7tNazYaUdAK31KKAybFVenoVV58S6zhtSedpyuPnywUEWL17MdeXlHMiXxilCzBcSPAsxCWttl7X2h9baa4HrrbV+tUS+D+8j7ovSeZJSakVTU9M1w8PDWGsvD7Kyh1t1Xhl3KK10jUSuEsWM6j671cxZEzjHeRU4fYY3De8ixSAul2it9wAzapySldJ0nvi6zlGsTe1TIWvXfiqP/uIDBxg6/HAeHKP0hYYJmw6FEHOQBM9CTCGuW6BvgapLC7kSuE0plXIlipKSkjtqa2sLW1pa/tPaQy2xA/IAEFsZ3zKTdI1ErnTd4nSe49I1Rt2q5qyite4Bngbekc7zjDFH49UX9utmLWx7XVOXlLnSdOG3HVcTcpUfSOfpDaO27AudnQwODnLnokUsb0e6DgoxD0jwLMQUguoW6OoyvwBclcr5SqmzS0pKLmppaRkYHBwMujTdTRzaJGiBj/p4+R5jTGka55eQjaDKP/8LdBhj0sl/LgIejVWxmG201iN4nQfTSUsqykK6xk0wLle5H2s/nu5lziplc8OOHfQXFfEVkNJ1QswDEjwLkT3XAFcrpRqnOkkplVdQUHB3f38/u3fvvslam5ij6RtXXeP6uEPrrPZ1lXuAFEvXxQLO2bjqHOPm/kegPpVg0q3Mb9Ra52IHxXSMkOKGSZfWciDY6SR1/bjvrC2byUWW9tnDbu3rY8+ePXyroIC+Pla5tCchxBwlwbMQWWKt3YKX/3zTVOcppf7u6KOPPr60tLQF190wQHfEfb0lw02CE8SqZaRYE7gCL9ie1bTWQ3glCo+Y6jwXRF7EHPi9rLXuAxZMd57bXJjnVqvDoya01W7J5HIltdz/oeFhjjvxRK4tKmLr7TyRyfWEELlt1v+SFmKW+yqwRin1lmQPKqWq6urqblZKsX///qustYEFk27VObb6Noa/6RoHuc2D1VOd44Lr/Nm86pzgt8DbXQOQyZwJvOoCz7mgK4Va18V4jXTCNr6ttrVNmVzs2L324zdEoyNdra1sXLmS13oouOs0dUlGMxRC5CwJnoXIIlen+XPA12LtwOMVFBToFStWLNy8efN64KGg5hFX0zmWWvCqz+kaiYaMMVN9TD6rStNNx1WhaAFOTPa4CzKbgSfDnFeQXIOcfNfsZTILQr9ZUOqlhCMP+3HZZXD2/2ttpby8nM9XVvI3z4yrkS6EmEMkeBYi+/4N7//FD8cfVEodmZeX95mNGzfa3t7eTwe1edGJr+k8Clwa4Fi4xh9JP9afxaXppvMrYLJc5nzg3+bQSjsALnc7aYOcrJSmU+qtwJvijoxh7YW+XNva9R8ptC19L7/MZqX4viUvV0rXKaWuVUq93/25VinVPP2zJr3OtUqpde7vNX7PVYjZQIJnIbLMlcG7ArjZdRAEoKys7O6ampr8rq6u71hr/zeo8ZO04P5UwKvOwMHSdeM2S8YabMy1IBIO5j53GmPOjz/uStPVu9J2c9E+Y0xN/AGX3x1udQ1PYqvzT/p58aWDtummgQHGxsb4en09jTlQuk4p9QjwqLX2IffnFuDBdAJopVSVUupB4Hlr7S3W2uvwNnk+EtC0hchpEjwLkQNc3ebHcRUAlFIXLlu27B1jY2O9wBcCHj5xk2DGNZ3T0JdQum4hsDfE8cPWDzQZY5YDuBzoc4BsNAcJhUvfICF9o8LlvodHqe8D8e+1zVj/3+snlPPwmaOjLFy2jBvy89lSNaGDYWiUUu8HsNY+n/DQTcA9aVzqPuBZa238zcejwHWZzVCI2UmCZyFyx/XAJ5VSh9fU1NxdUFBAe3v7DdbawFIYXE3n2Gr3KAFtEpxCN14tZ4wxJUDvbK1vnApXbeR3wNtcMHkG8JrWel92Zxa4Hlzg6lahs1GK72PjvrP2sCAGWdFjL1w3OMj+ffv49dKl9HaN62AYtsuAxMAZd2yNUqpqugsopVYDa9yK9UHW2i2Jx4SYLyR4FiJHuPrNdwIPVlVVrWptbd0ajUa/HtR4bpNg/MpRKOka8Vyg3OtWn4uA4TDHzwat9Ra84LEarxzfH7M7o+C51ec8Y0wRMBT6DZKakHvsyybByXQs5+YLdu6korKSKyMRtlVM6GQYllOAzYkHXZnM2OPTWQv8yc9JCTHbSfAsRG75PnB8e3s7+/bt+6y1NshgMr4Fd3/I6RoHuVzgYrzSdL61Qc9xj+CtuD+pte7P9mRCMoB3wxBuPru3STA+93jUt02Ckzhnm137iaKxfe2vvcafysp4vpeF3ztRfT/IMSdRBUwVuKeS97wG2KKUWq2UujRu06FsFhTzlgp2A78QIh1FRUX3HXnkkX9fU1Oz8+yzz16nlCrA69T2S7wUh/cCsVrB64GX8D6OLgEGgQ683Om3AEvx2msXAz/Cq+F8NlDyKq+e+hRPvX8PeziVU1nK0oeO5ug/AFuAZ4BzgQa8leBi4N+B5cBq930Er3bxNuBv8Cp1RIEX8VpSvwcvf3kAL1j6OV6Vg8Pc60l8TUuATrxSbTN6Te6/ye/d8z/jvh/J4mua6udkgaPxytf1zpHXlMrPaSWwB3girNd01e2337anvr68s7qasbw8ti9f/tDGo4++wcfXNOnPqfjXv77z+vX+fphjrU2p7blLyegELrbWTihzqZSywHXTpV648+4FHozPeXYbEe9Jdm0h5joJnoXIEUqpE1etWvV8NBqNvv3tb/98U1PTz7TWr/o+jpeu8SSHStNtsdqu8nucVLkax91Abeily7LA5Tr/HV6w9U68EnWd2Z1V8GKl6UItUafUTYxvw70Ba48PY2hjTOXqxx/ZfOOLr9RGV63iouee4y+W2A1n7gxnfFdNYzOTB8+dwL2ucsZk14gF4M9ba09OeGwNXkC90N+ZC5H7JG1DiByglFLl5eXfqKmpUS0tLd9qamr6DrAmxTbW6Uqs6Rz2JsGDXCCZ73JidxtjFmdrLiE6HujRWm/EW9UMNIUgF7iGOLFmKPuNMVN2mPRRfGAYDStwds55/m3nvfvGzk56enr4XlMTy3eNqzEdtOnyrKvwVtZTkVjiD7w86CpJ3xDzkQTPQuSG9xYUFJzx+uuvdw4PD2utdQfwY8aX1spYtmo6T6HeNdKIbR4cdFU35rJ+vFQIgD8DGwK6ScolC1xjHLTWg0CBMSal9IMZU+qXHMrpB++mMRTutb0MPNNYy/3HbNtGz8gIXwS2V4azedBaeyCF06Y8J+4aE4LsuMdWpzk1IWY9CZ6FyDKlVMmCBQvuGBgY4MCBA5+z1nYCaK1bgJONMdOWk0rDXXFfh13TeRxjTCUJq2MufSFp58G5wBhzCrArVuNYax3VWr8EvCXWIGauMcYsSpKmsRcvLzlIF8R9PYK1Hw94PODgpykXAtu01mPH7rUf16ND0c72dv6/mhraelh412nqkjDmgpdHPtWmwC1TPBZzAKiZ5nEh5hUJnoXIsvz8/GtWrly5rKSk5BW8ZgTxOoDzkzwtba6mc2wl25LFdA0nQvLKC3t9vmHICa6+8cnAWJKHq0mtbNis4krTTegk6KqqDLkmMf5T6qWEI58OZJzkVgNF8V0yHzuFT1wBLF++nGvLy/nbZ/l2SHN5niSBb6y7YELTk8k8SpIAPK5GdCoBuBBzigTPQmSRUmpJXV3d54aGhujs7PyMtTYxsPozUGiMyWhDX5Kazuuyma7h0hRsstJ0rpGITehINxf8BfAnV5ov0ZPASXMwZaWAyWt3j+DV9vaXt0kwPrd4fRCdBJNxNwur8aqJHHTlH+19Hy6Ptg62tNCxfDk/i5L3u5Xql8mv4qv/xCs1l2gNyfOYk7lnimtsSTEAF2JOmWv/OAkxq+Tl5a1bunRp8fbt239qrX0s8XEXXD4NGXcpe4jxNZ3XZni9TNXGcmAnMYYXeM0JbiW9Eq+U2gRa6wN4K3iBdL3LBnfzUxBrz53IHS8NIPc5/iZxDGtP9/n6U2kANrk9C+Oc0GWXXL1nDwUFBZiKClZvG5dWEghXZWN/kk19l7k/4yilHlRKXZpwjUeBR5VS18adVwWsS3YNIeYDCZ6FyBKl1Gn5+fkf2bBhw1B/f/9Vk52ntd4EvDbTnFiXrtEYd+jKmVzHLy59YcrSbFrrXoLPiQ1TEfDANE1gHiH16gezQT3T5MNqrfcA/lVYmbhJ8Fbfrj0N9//noNb6d5Odc0Id6ws2bGAPcBvwp8VqV9DzstaeB5znGpxcqpRah1e+Llm6xWpgwqdc1tqLAZRS9yil7sELnC+WVWcxX0nwLEQWKKUiFRUV31y2bBkDAwO3W2u3TvOUA8Bl6X6snyRd4/4sbxKMrUYmS11ItMcYsyjoOQXNGHMycJRLR5mUqzYyaoz5UDgzC45rt55qG+5OY0zmN0peJ8H41dxObKifsLyHqTfWcXK7Pf22sTGKior4YVMTNW0Zf6KUEmvtddbae92f6yYJnLHWrpqs7rO19hZr7WVxf54PdtZC5C4JnoXIAqXUR1etWrW6s7OzHbhpuvPdR9wbgbPSHCqxBXcoFQemsChWmm46LvAacXmks5ILIs9gknSNJPYCxcaYw4ObVSiqUm38orUewHvNmaZvJOYQvyvD66XMGLMcqMX7f3RKY8u5+Z1dXdQvWcL1hYVsqVLdwc9QCOEnCZ6FCJlSqmLRokW3joyM0NHRcY21dkI1gkk8BRzp0h6mH8dL14jfJZ/tdI10mjIA4HJHU3q9OeodwDOx0nTTcTcMDwPnzdbaz67Rze50nqO13o2XLzwz3ibB+Aot92PD2RDr0jUuBH4xTVoOAOdss2s/VThyoH3HDjasWsWOLioeW6GmvYEWQuQOCZ6FCN/aSCRSv3PnzuestT9I9Uku1eFHeBvPppQkXSPbNZ0V3u+bySovTKXNGFPv85QC54LfvXjlwlLmVub/wCy8aTDGFAP9KaZrJOpyK/UzEf9eD62ms1MOPK61Tjl/+fReu/Dje/YwNDTEVXl5vHU7107/LCFErpDgWYgQKaWaCwsLr963bx/d3d2fttZOu1IVzzWbGDDGrJjm1Ph0jTGyX9O5CBiYSVDlVvMGZ+FK7FK8VeeZ3DC8hNeFr8znOQWtmCR1nVM0AqT/M564STC0ms5uD8IK4LV0n3vBwugWu2MHGwsL+R5Enlo6oTa1ECJHSfAsRIhKS0vvPOGEEwqj0egPrLX/M8PLFADnThZMJknX+GSWazpHgFKX2zpTw8yi0nXGmCOB07XWIzN5vrvJWAmc6evEAuRy00em2xg5GddUJD+t+t4TNwmGVtPZOQuonMlN4an77Kqvjo7S3NzMHbW1HL1rXG1qIUQOk+BZiJAopc5tamp69549ewZGRkaS7mhPhdZ6J15b6xMnOeUf477OarqGUwn0Z3IBrfUgwdQE9p27qXkb8HiGl1oPrJxFFUfKyfznvB+vxF2qfhb3dTTMms7GmDq8VeeZ3gRTu5yHG7ZuZWFzMzfm5YVSuk4IkTkJnoUIgVIqv7Ky8huVlZW0tLR8xVrbkuElfwusTlylU0Z9H4jVg856C24X7Ja44DdTnaQXWGXLm4C9WuuMfsZuJfYJ4FxfZhUgl+scnWGuc6KelNqze5sEa+OOPODD2Ok4Ca9j5EzScgBYs81eeHN/P52dnfysqYnyNpa41XQhRA6T4FmIcFxirT365Zdf3jE2NnZ7phfTWvcA/wUcrPusjLoE+FjcaVltwe0sdpUUMuZyn8eMMYV+XC9A7cAv/LiQ1vpV4A+zoFV5daql6aajte4DUtk4GL/JbjjkTYIAfyb1EoST6l3OzWdv3UpndzdXA315PJn51IQQQcr1X8hCzHpKqYUNDQ1fyc/PZ2Bg4CprrR+rsLGWzucbY2Ilvr4e93BLtltwu8YXvgRUMVrrfYxfbcwpxpjz8brMpdIEJlU7gYty9abBlaZLqXZ3qrTWrcaYxklP8DYJxv/79Rk/x5+KMSbfGPNxYJ8fK+3nbLNrLykZ7aWnh1dXruTxMfJ+t1Il1qwWQuQQCZ6FCFhhYeGXli5dunBkZOQp4Cc+X/4l4F0uXSO+mcjFPo+TFpeuUZDhJsHJtOViHrAxZgleDmyXn9d1K+4HgLP9vK4f3CbB4VTqG8/AAWNMxYSjSl3C+E2CD4e8SfA0oDOTdI1Ep3bbirVjY1RWVqKrqzlt27jXJ4TIMRI8CxEgpdQxjY2Nn9y3b1+0t7f3M9ZaP3JC423ayMamBhri0zXuz4F0jQq8TY2+c4HakDEmZ6pvuJuFNcCjLlfZb+uBw1LKBQ7XAtfIJgiDHMrfj/eNuK/HsPbCgMafwBhTDqwGfuf3tc+ttpvVjh2MNDXxbaVk86AQOUyCZyECopRSkUjkzrKysrzW1tbvWmtf9HsMrbX9OT//pDpU5nYw2y24XbUJG1AQGdNDXL53DqgCWrTWm4K4uNa6H3iaHNow6QLJA0Fd390kjY5LV/E2Ccanr9wa1PiTqAV+o7WeaS3rSZ28zx72pc5OBgcHua20lGVtLPF7DCGEPyR4FiI478rLy3vHpk2bDgwPD38+iAGUUTf10rtoH/sopxzg8iDGSVMxXsOLwLjA3ObC6rObQwR4LMhxtNYvAu2uMUdWuZX2fD9TF5JxQWqlMUa5KhTXxz28FxteXr/L4e/SWqfdECVVJct5uPn11+kBvqgUbyxUfUGNJYSYOQmehQiAUqpw4cKFdx911FEMDQ3dYK3d6/sYCS24j+XYAzdww3/6Pc4MVPhUmm46/aTQqjwEpwBvnmlzkDRVAh/MgeobYd60DOLVkH4o4fhfhTUBd7PwTmDyTYw+WLPNXvjVCNHqqioeXbGC3gOU3nWauiTIMYUQ6cv2L2Ah5qRIJHJ5c3Pzyp07d24CvhXQMA/h2hKPMmprqFkL/EVAY6XEGNPoV2m66bhgNZLN1WeXg/xmvHrMgdNa78Bb1T82jPGmUOuqvQROa937t9/5zmWMD1zvx4aa138EUKS1fjnogU6KcuZFbW3U1tXxjyUl/P2zfDvoMYUQ6ZHgWQifKaUaGhsbdX9/PwcOHPistdb3FAbXgjs+mFh3KqfeByw1xmQlL9YYswCfK01MR2u9F6gLc8wE7wCeCqiqyGQeBs5xjUlC5yqd+FqabjpLd+26safiYOGNsTBrOrtV/jVAOOXjrF3/8dKxnv1bt7L38MN5OErej49ST4cythAiJRI8C+G/G4eHh8u3b9/+a2vtr/y+eGK6Bq6ms1uJvZ/kFQrCUOoaXIRtT1yt69C4oOpl4IUwx3UtrP+b1BqJ+Mpt3hsNqDRdcsorw1g0NMRQYSGEv0mwBPiJu1ELxepuW3nV3r20t7ezNj+f8zYiXQeFyCESPAvhI6XU6vr6+r/r6OgY7e/vD2rz3sF0DbwW3AdrOrvgtcYYc1xAYydljKkj5NXIGHfTEHVVPkLhAue3Aa+GGkg6Ln2j2RhTHfLQNa5RTTi8TYIfAygcHmakoGB3yJsEFwBnaa1bwxoz5uQGWur37KGnupq7IhH+XKcCKf0ohEifBM9C+EQppSoqKr7Z1NSkIpHI1621r/s+hteCe1y6RpKazq3A21wDi8C5cfr86LaWgX145eLCcgpQno3AOc4gcF5Yg7lAvT2s8Zz4TYJWWfsBVyIvLOcDoeTwJ3pLm22601oWLFjA9xcvpmofC7MxDyHERBI8C+Gfi5uamk7bvXv3/pGREeP3xV26xj/HHRpM1oLbfay/gfA2DxYAQdZ0npYL3HuNMYGnMrhc45OAJ4MeaxqvAIXGmMODHsittEdDqijiURNvFMv6+p4C8sKoNmKMWYlXdvHPQY81qRU8fMKOHSxcvJjPFRSwrVIFWhpQCJEaCZ6F8IFSqrS8vPz24uJi2trarrfWBrFx7iHG/z87VVrI/wClIZU0Kw263m+KhhnfQCMoy4CtWuvOEMaalFv1fhI4MoThCgi4dncS8Z0EB+PSNcbwgtqg1QN/CPWGIcG5W+2FZnjIdnd08FhDA7t7KPjeier72ZqPyD1KqfcrpdYppe5xf6/J9pzmAwmeQyBv7nnhGqDpxRdffMFa+y9+XzxJdY37rbb3TXa+q7P8OwLeVOZK04X9UX5SLpjMCzL32dX77dZa/yaoMdKhtd4G/MnNK0gLQt0M6m0SjL8ROnij6BqnBJqi4zZGbgqqY2Q6jrGc8b5t2+jq6uJK4MMvejngYn5TSl2qlLoHr8vnTXF/VymlHlRKvT+rE5zjJHgOkLy55wel1NIlS5asLS8vJxqNXmGtDWKl6tq4r1Nqwa217gExjgc6AAAgAElEQVTeZ4xZHsB8MMZUAt1BXHumtNYdBNvC+oOEs7qdjr3AJUGlrLhKJh1BXDspL10jPkB8GDv+RlFr3WqMCaRhiUvLuQQIs/zg5Kxd/7FSO7hwaIi+Y4/lh8BrNSonbliF/5RS1yqlnnMxwoNKqeYk56wDtlhrL7PWPmqtPQBgrT1grX3IWnsxUK2UujbxucIfEjzPgLy5RbySkpLbm5qairu6un5srf2939dXRv2S1NM1Ev0WuMAYE0T5unK3Cphr2oOodW2MacbrdLfL72tnwqUVvAqc6/e1XQOacHOd4etxXw9i7YWTnNcb0ObB04HNWuv+AK49I0f12pIvDQ+Tl5fHrXV1NO7Pam1zERAXN1xmrT0ZrxxpM3BPwjnXAo9Yax+d6lrW2nuBA7JIFwwJntMkb24RTyl1xooVKy7euXPn0MDAwD/4fn2vusYFcYemTNdIpLXehVeJ4iQ/52WMWZyN8l2p0FqPAsrPGwZ3rXcCv8xyhY3J/BFY4UoG+qkuzPrGKHUTEF8lZtIbRa11N1Ax2eMz4SqKHAc87ud1/XBYI3srN2+mbMUKbopE2F2mws5BFwFSSq3G+4QxFk+sA1YnnFMF1EwXW8S4GCO0ijzziQTPaZA3t4inlIpEIpGvDQwMsGfPnluttdsDGCZ+09RYKukaSfwa6PFpPrj0gFA7CaZLa70Hf9M3FuJ1EszVG4YRvMYpC/y6plu93+PX9aalJjb/SUzXSKLNGFPj4yzKgP90ewZyyhkttv6Wvj5aWlq4p7SU/n7yXQUeMTdc5v5+3v19nftzcdw5l5KwWJeCR2SBzn8SPKdH3tziIKXUx0tKSk7etWtXy9jY2M2+X99L14jPr51RZzWX+7zdGPMWXyYG+XiVLXLdPpeXnRF3s1BJNkuWpcB9yrDXGLMs02u5lfaRkNM1Jm3+MxlXonDYj02ixpgVQJ678cpJAyt4+O2trQxFo1xXUEDvl7NeLlH45wPu7z8BWGu3WGtviaV8OqustVvSvO6jwJv9mKA4RILn9MibWwCglKqsra29pbm5mdHR0Wuttb5WIkiSrvFwsprOaYgCx2eaC+yCqohLjch1o/jzO+5MoCnLTWBSVQac53KVM1EMhFldY0JNZ+yE5j+TGcUrpTdj7n19Dt7/Jznr3K32wuvyGVtSU8OLy5fzxzHyHmlWWa8IIjLjPrGuwtsndWCKU6tdxa4Jf4A1kxxfS7gNpOaF0NrZznbpvrkneWzNFI/Jm3sWKSgo+OKKFStqN27c+Azw7wEM8a24r8esnnTTVEq01sPGmGeAs4AfZXCp2lxemYuntbbGmKgxJn+mwb672WgGvuvv7ILhqlB0ACfgbvLT5WqDF4Ramm7iJsGUbxS11gOuIkgm1TFOAva7tuc57dgRm/+xSMT+9OSTWVtRwZNbe1Zle04iY6e4v5+f8izYb629LtkDSql1Uz2WyeTERLLynLq03tzJ/gCPTvHYVAG5yCFKqcMaGhqu6O7upru7+zPWWl9XJF26RvyN7YzSNZJ4Ca9xSvVMnuwqG+RG+a4UuU1ltRlc4iy8XOfZtDnrEeA0V6t4JqqB8KqoeDWdU9okOBmt9Z6Zlq5zNbKPBR6byfOz4SPFdnRw0yZGDzuM74JsHpz9YvueHpnmvANuIS9lrq/EszOalZiUBM+pkze3iLmtp6enYOvWrf9mrfX155YkXaMzw3SNg1zawQ+YeZ3iSheMzjb7jTFpB9AuqHoGeNn/KQXHrRj/G1CS7nNd7nB4aTkTazrfn8Imwcn0z7DWdRHw89n03l7Zbwv0gQNs3bqVGyIRivrlU+TZxvWB6FRKdXKojv+62LFJytjew6H00VSdh5caKnwkwfMU5M0tEimlzmtubv6rgYGB3uHh4aQfkWUoPl3DAu/y8+KuzFqzMebUdJ7nOgnmZKWJ6bjW4fnptCp3OcMfBFpnSa7zOFrrLuCtxpjFaT61PuSOkXfFfT2InVE1GQC01gdIM/3NlfZ7r9Z6/0zHzZYja+g88cABqlatwuTlMZCnZsM+BOFYa++11i601i7EffIc+979uSXJc7YAJyfrLZGMW5jrmCbVVMyABM9TkDe3iKeUyq+pqfnGggULGBsb+4q1drev1zfqacana6yzOuVNU+l4CS+wSqnBhDGmDB9L3WWD1roNWJTGU84COkOuNuG314F3pdq62+V3hxc4e6vO8SvFaadrJLHbGJPOz/ldTJ+Kl5PetM9W3wmMDA/zq5Ur2RIl73snqu9ne14iPfH7qVI531p7GXDddDGGK617cbI4RWROgucUyJtbAEQikU8uWbLkiB07dmwfGxu7089ru3SN+JqtvqVrJHJdAZ/Ga/qRiiLCrLwQnH2p5HsbYyqAo4Cngp9ScLTWW/Bu+ldPd66rNmFDrqISv0mwP4N0jYPcpwR9qeR7G2OOwauusTHTcbNly5Gsf2dLC5VVVfxjcTEfeXFcCoyYHVLdT3VQXIxxbWKaqFKq2W0Q/KA7TwRAgufUyJt7nlNK1RQXF39pYGCAjo6OK621Qz4P8a2E731N10jif/FW6aYs8WWMKQYGcrSrXlpc+gYprMTW4W0SnAs3DE8wfjPeZCqAjoDncsjETYJX+nj1IVIrXZcH/Go2puXEvPc1e/o/jY6OHWhp4bnKSn4F7C6T9I1ZJnZzm9b+GRc7PASsVUrdAzQrpR4E3g/cNFnlDeEPCZ5TI2/ueS4vL88AVZs2bfot8FM/r50kXeP+gNI1DnIrjM8CTZMFk+54qdZ6VlXYmMYAUwSTbtV5n9b6pfCmFBzXWnuDMWbSzoNulXYktBskfzcJTuBukoqmynF3DVHeCDm/OxCN1uZ/avduent7uSYSobof39rSi1DEejyknT7kek1cZ629zFp7sfuT2HtCBECC59TIm3seU0od19TU9Im6urqotfZKP0vTJUnX6JlhC+60ufJrbwGOnuSUErwGFHOGuxEoTRZYuWN/hb9tvXPBIPBRY8xkm+lK8VZrw+LbJsEpdOJ9gjCBy/U/H+ZOkHkJjB0GlJ94IncrxaiS1edZJLY4N6O67CI7JHhOjby55ymllCorK/vGokWL8nbv3n2vtdbvFs3fTvg+1TxkvzwG/MUkOaJVs6l8Vxr6SF6V4Si8Mm1zqmObu0n6E3Bu4mMu17kwxNJ0N+H/JsEJ4tp2JyvXdybwyhxJywGg3Nr8m/v7GRoa4p6GBvbNoRuDeaAZOCALarOLBM+pkTf3/PXu5ubms7dv3949PDz8BT8vrIx6ifH/yD0cdLpGItctsBU4Pv74bC5NNx2t9RBQGL/67HK/3w78ImsTC9azQL0xpinheENoqQtKvRWIT1Xb4me6RiKtdSewMP6Y2zDajLdhdk45pYixVZs3U7t8OV/Mz5fV51nAFQ0AWZibdSR4noa8uecvpVRRJBK5vb29nfb29i9aa33bUKWM+j7wprhD/Zm24M7Ar4CDZfdco4n+LM0lFElK15UCP9Fah7dpLkQun/k/4o+5xjH7QpzGA0Asv94CHw1hzN0Jta4LgX8NuapIKOoGbf66wUE2vfYa/1FczIuQNxSRADrHpV2MQOQG5XNn4TlHKXUpXuOTW2SD3/ySn59/XUNDw82tra2vACdaa31rgauMSvwf7/SwV53juXzYM7TWvzDGNLgV6TnNVRIpxStX9iat9ZNZnlLgjDHL8VJWNuA1RGkLZWBvk+C9cUduxgZTijGR2yw5hLfiXKq1nrMLIQ8cr156fgNvur+mhjcNDPDb/n4i1qZU51uEzxUSuBSvZO1D2Z6PSJ2sPE/vZPe3tM+eR5RSixYvXvxPZWVlAFf6HDgnfkweerpGEj1AozHmOMIsWZZFWutBvCon78Q1QZoHuoAzgCWhBc6exJrOoQTOTi9eKb5zgW0hjhu6j75kj/8cjNXm5bF35Ur+C0DSN3JZyivPSqkq19k4sfTtatcFWYRIgufppfTmjmvlbSf582AIcxU+KSoqWrds2bLS1tbWX1prH/Hruq4sXXwVgJYspmsc5DrpPQr8Bd5K7HxRBVQCL2d7ImFwLaw3A8eFNqi3STComs7Tcu/ttwCvaa3DTFPJilpr869qb6e0tJSvVFfTL5sHc9lqONiZeDprgKoke68+SIoN3IR/JG1jGkp5H6/bKT76cqkdJwMPAvuBy+K+jtkiGw5nB6XUKYsWLXq2rq5utKCg4PR3v/vdm/DKtoG3QlnIoYoB3Xg3obFW17E21hXu7168YLTyO3znw/vYd+sYYxRTDBC9mqtr8UqJxTY2DeLVIl7grjuEl39cifeP4DBetYgKvFXTUTdmmZvXmJtTKV7AEsVbbSwBb1C8Ml7FSV7TQrxVyd+7Y9O+Jvd9v5tXbEVkIIde03Q/p/Px/j99HhiZI69pup/TKrz24//l5hjYa/rs3XcfWTIw8Nhofr4CKBwe/sHNa9d+NoDXNNXPaRC4CHgV2J7payK8n9OM33tXf/Wrbe+uq8vrrKvjr154AYMds3ZcLXmRZa4D8WbgUWvteSmcfw9wirX25ITjzwF/koZr4ZLgeQqpvLndRyiXxrfYVko9aK29OKRpCh8ppRTwVEVFxem9vb23aq2/CnT70UBCGRXl0IYp8JqhhFLTORVuY9UevH+0e2Md+eYqV22jDi/YKZqjZfnGca+5Cu9GwbpW7cFRqgVodN+NYW3oAZxrfGPxAto+V21lTjPGlN5+++1vtdY+2tcXxdrXsHap5D7nkLj9VNfFxw9TnL8ZeChx75Vb4JOc6ZBJ2sbU1ri/p/zYPskbf7JmBCL3/fWxxx57ejQa3WutvRFvRSiVVr9TcnnO8f947c3BwLnN3SScxPjGLXOOq/97GbDfBVOlKbTtngsatNb7tdY9wLuMMSsDG8nbJNgYd+TWwMaahDFmKfABrXWv1no/UBP2HMLm3sdl3d3dv+3tvYDjjz+cwsLrUWpuNTyaA2IryPdOeRYHF+maSYhFlFKxGOVRf6cmpiPB89SmfXMnpmK4N7PkH81CSqmy2traOwoKCujv77/eWtvtViOrM7ruxDznqNU2Z7rYuaoTQ66xBMAfgBNcTdy56my8HNgROFi6bvHUT5ndjDE1jE8lexI43xjj/2qwV9M5vgFQS8ibBGOr7OcDv4s73GaMWTTJU+aKRRwsQbhubN++bpqbnwf+kKcUu7I5sflMKbXOpV7ErMH7VDuVdM41ANbaxCD5PCQlNCskeI6T4Zs75mLgOX9nJsKQl5d33YoVKxZt2bLlRWvt9+IeyvQf3MRV3AcyuFYQqt2qHHCwCsUTeIHHnOPqGx+Od5MQr9MYszDJU2Y9F0gWxKcsuCY4rcCpAQz5EIc2qlm834thOx7o0VpvjR1wn6yMTNJRc9ZzNdoHDt0Irzxr9+6PUl5eTkXFtUB0STbnN18ppd4PXAtc6qpmxFaSUy1/+2aSL8qtwRUziOtJIUIgwbPjw5s7Zg3SUGXWUUotLy4u/sddu3bR3f3/s3fecZJVZd7/nuqu7p6e7ukJPZkJPQw5o4KgJAERzPk1LK67CioKoiTF9XAwIOiqCIii7yora9bd9V1xlaSkERUkDzAwuad7cofpHM77x32qp6a6ct9UNef7+cxnpqvuvefUVHXd5zzn9/yenoustRMa57RWvw15LpH9umaSTVTc5BpzSWuQksZTwBPSvrnamAH8OlPTrbUeABqqVL4xP4c13b14BXP+MVmucT02EivGHrJ0jJRGONUqrZspjioAWMuq8fErxtas6aG+/gXgdpRiIML57a90yZ8LJRl3PV7viGKbo0za0ZYY5Xj22uielXmSIzhc8LyXqX64UwWGK0o5xxEP6uvrv6aUaujs7PyptTYzI4lkZkvKSkrgnB58jsVMrlHLvnKNCSRD9yxwWjUF0NIkpFdr3Z7tea11B9Aa7qyCRZqE7Mr2nGifnzHGHJ3t+TJJ93QOXa4BYIw5Cdgmry8bXcaYphzPVSRStzBpIWxtU2139+fp7u6mqekLQE/JSQDH1BC5xXXA2Uqpu4CuEpuuHc9e29wUn8GLWZxMNAJc8Cz48OEGeAfug1xxKKVOWbx48Ttmz549SP6dhq2iGy18zcmBM1aH7zRQgCSeJVZWJKiehueRW/HIYuFM9vUczkZfObsMMUbhuWvke/6EjDbWZY40ydM5dLmGyHKOJv9rHgFqq2WXQT6vfdkWwh7v6a+rO5mDD55FTc2XUCrv/40jAKy1N1hr32mtPbuU2CKtKPA2pdR3lVJXKKWukGt8GC9muaIYxw6Hf7jgOY1yP9xpHIhnPeOoEJRSNTNmzLhl9uzZtLe332Ct3ZjrWMnGjhaZiZ10jDLKFviTNTsYIE2ib87HA8DRoqWsdI7Bc9coVDQ1AtXhiWuMSQKj+awWpWjyL8ApUwomvSLB9O/Nf49IrnEa8Eg+S7q0IHPKTjoxIYnn9ZwVaxPT+/puGO/v72fBgp8BL9YqVd2OOlXE8XhFgVdaay+UOOUGAGvtL1OPRTzH/Q4XPPuI+xBXJB9cvnz5UevXr+8YGxu7vojjRwjuhjsrS0AdSHW8FEAWbMMtbiMvAMuDmEdYyILnFcA9hY6VYHJalWQlZxXp5fwUXlOPqRTG/pK9doxj2PC1/SJRqQeeLHSsaIMrXqIjOypKa13Aiu6EO1566SQOOGAByeTlMLlg1hFPzsZZ0cUOFzw79luUUi1KqS9v3LiRHTt2XGqtzZm5SaG1TnXyKsTY1GcIwGK/g2ljTD0wUmzjF631vcCuCg8mpwE/zaOB3Qet9XYq3LpOnEOKavwimdgfsa8XefHEw9NZ4TVC+XkJTY2qwbpuFnu7FubEWj4wMvLF0ccfX0My+QfgLqUUdwY/PccUOQvn4BU7XPDs2G9JJpOfP/jgg+d2dXU9iNequFh2FLrhWm1rrbaqmD/AV0oYOzOYLufmN0ccB0ohAby3jLEixxgzHzgz3YWgSLqNMRXpyiCBZEMRspwJtNZjQKsx5uQyhoy8SBDPl//owhnYvUiQPSbylopDtM5jubXO+2LtouTQ0OW0trbS3PwZYPTcYGfomApp9nMu8xwzXPDs2C9RSh28dOnSi4eGhizwSVtCn/o07bMvXrFW289MIaA+t5SstAT92SzLCtEB1BtjDirj3MiQIPL1wDOlnqu17sOTMlQiC8U5pFReAl5hjClmd8UjHkWCjcDJ7LXtKhrZZahU+cY+Hu3Fccn2np4WDjrIotStKMWLwUzN4QOzgcestc6IIGa44NmxXzJ9+vQbZ82aVdvZ2Xm7tbbkLTGt9Q4CvOFmBtTABXjNJvKRnpUeUkbtUxAkwf5gCVvaE0hm607gtYF0pAuOo4F+rXVZAYLWeosvLhQhItny3eWcKwuG+4FzijrBk2tclfZIVEWCrwX+Khr9ctheaR01ZSFc8gLJ2mnzurqupa+vj4ULbwF2Huj/7Bx+YK2921r7ssJHOsLGBc+O/Q6l1OsaGhpe197e3jc4OHhV4TNy0mmMCcW32Wr7PattIi2Y/l2BU+qAhyWQHlVGfVgeK7shhjTZ+CNTbFceMrXs2565HLqMMdP9mEzQSKa9BiharpGFp/CkSYUs/WBfuUZ/REWCNXhBZNnNqUTqMS6dGGOPvDfDxco1JvOm323cuJyGhhHgGpRim5/zcziqnYr4onBUHlKMd4pS6pCo55KOUipZW1v7jf7+fjo6Oq6x1m4t91qSwR2OIhNrtT0vLZA+mfyetjUJErddx3W913DNgATS5fIsML0SGkzIwma11nqqgcEwWawHY0ojXhOYMoOqiUDyYWBm3mByslzjk+WOWS6yWDgE+Ju4pEyFUSrHorCJMncXAKxNnDcw8NWxLVs6qa29DXh6rrOucziKxwXPDt8RU/dLgM8Cv4h4OvuQSCQ+dtRRRx1aV1e3DviWD5fsp3DTjUCx2q6y2talBdPbM49poIFhrx9KDXCbZKSHM6UdhZCgbCFwih9zDwrR7L4DKFmikokU0qm4d1qU+SUz246Xg3gknw4cmvWA7J7O35vquGVwKJ5/tx/v8x4qoG23MWYaeRuiFMtRHx0a+keOPfZopk27DBj/kx/zczj2B1zw7PANpVSNUuoTQNJaey3wEeAqpdS0iKcGgFKqde7cudeOjo7S3d19ibXWjyBjGEjGabvXajsvLZBur5GkqZ0smU6yV9pRStHRX4AlMdcCnwY8WYrbRD601t3Ev6hsOnk6RpbB3cBrcsg37iB6T+ck3iLuT1MPJCfYKe4scaYByNkAplis5XvW6o729h5WrNgM/L+kUtw+9ek5HNVPbG74jqpgGlBrrU3pcTdba++01g5EOakUdXV1X1q+fPmMtWvX3gv8j4+X7gWKatsdNlbbA/6Ff1ncp/sU0J7n0PQGLXmL62Rb/wHgVD/n6hdSSHUA4HfhWl9JLhTh0yQ+5L4gdoYvkdme3SsSXJH2SOiezsKhwE6t9Ra/Lii7DDauRbEphx+/FgvWzlvU2XkR9fX1zJz5eWDofD+u63BUOy54dvjJq4HDAJRSylo7Jv+O/EaklDo6mUx+aPXq1WN9fX2fKMWarhByw01lwmJFujWd1faAfNKONA6UIHpMGZU1E6W1Xg08FKeMexoJ4I7U++IXsq0fS623MWaRn0FkGvcCmS3rM4sEo/B0Bq9D5m/8vqho5EMpBC6DVq112VrnbFh74f+uXj2O9zbfiFI87Of1HY5qJI43PkflciBS5W+ttSLjeA9wkVLqWqXUu6OYlFJKNTU13dzU1JTo6em5xVr7rN9jiFfsXL+vOxUkmB/NZk2XknbgFRvmaiqRAM6XQDrb7sEW4F1++V37gTHmSGBGsZ0ES0Ws6xYVPjI8xJquO4hri/Z5qzHGs66LQZEggDHm9cC4D0WCudhmjInb73O5Hu15sbb+3IGB68eHhoaYN+9WoNMVDjocBXDBs8NPngfeqZRqUkrNBt4DvIinj+wDvq2U+q48FyZvWbp06Sl4AYYJcJytMdNLNgN5tcxSbJiUQPrf8xzakNmMRYLy7XiFZZEj2tzTIHDbrR5jTHPAY5RCg/gzB8UQsODPJ574TmJQJGiMWQwsAXYENYZIk0bjUiQqC9SsC2F/eO0N4+OvZenSVpLJq1GKJ4MZx+GoDlzw7PCTbXhbqRcABwEPW2v/aq3daa29Hs/94MPAl5RSoWQrlVINra2tN9bW1rJ9+/arrbUlduMqHpEJjMVBLyltewdKudlabT+QXmiY59BUM5bRG7jhEGBlTNpYnwI8XXrHtZLpxyu2jBxp7BHoYkE+Q3+qHR39rlUq6iJBhdfA5Q+ltOEuk8iddNKYLY2ZAsFaPjM0dP3A9u27OeCA+4C/HuWs6xyO3Ljg2eEna/Cs0N4MHAGsV0rVACilEtba+4CrgQ8CrwppTpfOmTNnSXt7+3Pj4+PfDWG8XXgZ36iZxhQq8jP00bkcHGr66b/l23z7lpu4aVO5Y/mBZAhbgEeCHkuCyX6xDIsMkeUMB5eN3Iu+5pqzW7q7Z/U1TnQrj6pIcBbwotY68HbFIlmpi1rXb4xpIcAs+14OOXPz5rfR0tJCTc2lwPjvgx/T4ahMXPDs8AWlVI24alyJlwH8BNBqrR1TXrbKAlhrrwOexrOxC3pOi5RSV7e3t7Nz586PW2uDzlSlAquhIruzBYJkvhN+BVVW23oJop/K9vw2trGHPU31pj7VzfA6P8YtkQbgLr+s6Qoh40yLOLCqI7de3W9uWrl2LQlrGUsk2qMoEhTpQgJ4KMRh9+AF7JEgmXYVQpYda1k1NvaZZ55+eivJ5KPAz5qddZ3DkR0XPDvyojzq03/OdlwqSLbW/gb4N7zGBWfJczZVQCiHXwm0KaUas13LL+rr62849thjp/f19f2ntfaeIMfKYAiv01tUzBObMV+x2h6dKxs9jWkcxmEoVA1wVZ4iQ98xxiwD3qq17gljvDRG8DL8UdEcymJBqduBemUtO+bM4X/e8IbrAx8zOy8HXuG3i0o+JGitjVD7nMSHBjDFYu2sI0dHv2CXLl3K7NlfBPqcdZ3DkQUXPDuyIk4Z7wIuBO5SSl2ilDpQguCsAXQalwGbgY8qpY5Pezx1E2gBBuRPICilTli2bNn7du7cOWKtvSyocbIhN/faKLTP0pI66IK59Gz0KoAuuhhnnLn7Go40SCZ6Ku3A8yJBzbnAH4MaIxfi6NES9rgwYU3nu/PCJDxP54kAamFHxx2PH388xphQG8aIpv7lwH1hjgugtd4KRFUIPDv8ReEHfrRlyxwOPHA6icQNKMWd4Y7vcMQfFzw7JqGUWgq8DnjMWvsd4HNAG3CvUmpJyiM5M4iWwDphre0C3gWcAHxKKXV46nk5dC1wh59eyxnzTzQ3N3+7paWFLVu2fMNaG7g+MhOxrgvVKzYVrIexxZvCantyKhu9hjVjbbSR6mgo1ABfDnAKxwPbtdabAxwjJ1FY10mjlrACqm+m/XswOTLyD8A9wHkhjZ/ibODBsGQ5WdgetnWdOPfk82MPBGtrP7Bnz/Wju3fvZunSnwIbzg17Dg5H3HHBsyMbbwAesda+CGCtvR/4FF42+T9T2eRswa+1dlwC6D8DFwELgJ8rpY5USjUopd4KfAj4VYDzf28ymXzZmjVrto2Ojn4xwHEKsU0ywWHRKg0eImFAD9Sey7mL66jrSnt4DPhsgMP2AXcFeP1i2GOMCbN5SpM0bAkWz9M5XX50sfy9GngiLF2/6MqfAB4PY7xspPykw5JvSDHoeJgSlX055WMbN76CkZE+4ApnXedwZOCCZ8cESqmEUmohXta4L+0xZa0dx9sePxi4Wil1sDyfTcKRKg78PvCPeFutV+BlIJuAi4OyjFNKNbW0tHx1z549dHV1XWGtDaRZRjFIBliFccMV3+GgLdoKorXeciVXvv4armmVjHSt1cF4ARtjXga8FIHWedQuoPkAACAASURBVB9k/OlhjGWMmR9QJ8F9Ueok9vV0XpvydJbW0E8CxwQtTZLA+Ww8h43QtL852El4TjpzZfcqEqzle8PD1zza0dHFrFl3AQ8cpRSBya8cjkrDBc+OCay149baDjxbpLenPWaVUrXW2h7gn4E3ARcqpZozNdASaE88Zq3dbK39hLX2fOBqa+2PJBAPhNra2s+uWLFiQWNj49+BHwU1TrGIXjIMfWgNXgFbHOjC8+INDOm2dhyyUIsBO4L2uhbv7rAWg78EUr/XFnh/+pMSQM/Bk2YFyYlAfQwC55STzkjQHTVFTx7ZDlIKaw9+OVxmly9fTnPzFcDot6Oek8MRF1zw7NgHpdR0PCeFVyql5qQeT9m8WWt/AdwG/BPi1Zwu30j9O00XXaOUSshjgbovKKWWz58//9MDAwN0dXVdFGSQXiK7g9zWl+yflYAmDjwHYIw5JMAxXg38TWudy4M6VGR7fTzgXYZawlggeXKNdB339Vi7KsuRDwJHB/XZFh/tY4AHgrh+mQTqpCOZ9tEw6xbyMT7+yR9v3jzK8uV9wA9qlSIKG0qHI3a44NmxD9baPryb1XuAl6U/lxYEX4Qn6/ioUmpmxjEtSqlLlVLnyLFjYQWxtbW1X1u8eHHd+vXrf2qz3+yjYhQv8AmKVq11d4DXLwnJ0D0ELA3i+pKZm46ng40TY3jey74jfr/1Ke1twFye9u+cns7iNvI8cFhA81gEPK+13h3Q9UtGgtogG6fUMYXmRn5j7cz3b99+1VhNTQ0zZ34F6Lqy4EkOx36AC54dk7DW3op3U7xGKbUi7fFxpVQqCHwX8EYkQ5UKrPHa2X4GOCPtscBRSp1eW1v79ieffLJ/cHDw8sJnhIcEkyoIfagUJIbQfaw0tNYb8IrKgvgM1AJ3xCjTDoDWug8ISrqxIAjv7kl4ns6p7LkF3lngjD+Rv5V7WcjnZo/WOnRrukJIUe4Cv68rC6QmrXUo/ujF8+6PPvVUE2Nj24EvKtc4xeFwwbMjN/+Al3m+UCk1I/WgtXZU3DQeBn4OfE0eT7lsbANeZa29KqyMs1KqZsaMGbcsWrSIwcHB66y1kdiW5UOyZ75aXYlEIJTuY2WyC7jQGONbMZ0x5kRgWXQuBPnRWncYYxb6eU2RRfT5ec2sZHg6k1uuMUFaq/L3SfDnF+8m2kZDhdgRgNf1XLx6gVhhbc33xsb+tae2NsmSJb8GXnCNUxz7PS54dmTFWvsSYIBPAq9JZZHTnDcAbgW2Zj5urV1TzBiih05Oda5KqQ+tXLny8O7u7nbgX6d6vQDZ6bNX7HwpSIwlEtQ/DZzhx/UkiDwReMaP6wXIgDHGz8BvRkiOIjel/XuwhBbc3XjZal/kG8aYFXiB83o/rhcEorWv9WtnJQqP9tI44XW9vW9j4cK51NdfgVI8HPWMHI4occGzIyfW2i8DfwC+ArxGHrNp0o09SCOQMhuefA3PP7pslFIzFy1adF1/fz87d+68NOiixKkgN9waP264xpjZRNBAoQz+DCz3ye/6HODhUDyOp4DWuguf5BvSSTAMa7rr8CRXKS7OdWgmIp/5X+A1U3WikCDydcDv4ibLyUQ6PPqVfZ4XpUd7Iaxl1ejo1fds2LCdAw9cA/zvSc66zrE/44JnRyHeitfN7EKl1Omw13kDr932VDx8vw1crpSain7w8zU1NbPa29sfxrPXijVyw51Sq1/ZHrchFY9NCZnjr/H8vctGmkZsI8JGGSXSMdUFg2Svg884T/Z0bk95OheLBH4P4NnXTYUZwH2hLBj8oWequwyyGxXbwDmFtcvP2rbtwvGhoSFqay8Dhm+Oek4OR1S44NmRFwmUP4ynxfuqUuotSqn5SqmzgBXAb6dw7TXAv1Fm+2al1KHJZPITW7dutb29vRcF1e47AHZO0RM4VhX5hZBAqNsY01bO+bJYWAA8Et9t7X2RrOmABP3lkgTC2EnJ9HQuVCSYFa31E4AtV+Mu581DrA4rhBG896kspG5hvFI+19Z+7F83bKghmVyLUt+uc9Z1jv0VFzw7CmKtfQK4DPgGcDLwaWCTtfZX1tqpZj+/CJyrlHpFqSc2NjZ+69hjj60dHR39vrW2UjKSIF695RRYyTnNWut+32cVLPXAmWUGk4cCr46Lp3MJlB1Yyf/TWOCFkV6RYDGezsXSBpxW5rmnALPjLtdIR96fqWifG/E04xWBtc1XjI5e193W1sbcuTcD26+Iek4ORxS44NlRFNbabmvtj621VwBXWWuf9+m6PcDVwI05Wn1nRSl13rJly87u6OjoHRsbu9qPuYSFBAejlBdYzSGMrXyfkezzVryugEUjGtozgLuDmFeQaK0HgellulDMDEnbXW6RYC7+Aiwxxiwu5STpGLkE+OsUxw8dsRAsWYoV/yLBXLzx3LVrl9HW1kptrU446zrH/ogLnh1Fk9Zy228Luh/iSRHeU+Q86mbOnHlTY2MjW7ZsucZaWwmFc/sggVFJ0g3JbtVWYAY2xb3Ay0r0uz4W2Ky1rrj3WNhBiZ7AoqEN/j1W6k7KLBLMhWRi7wLOLvHUE4A/V4KOPwe7pYi3FJoJR5bjK9YmVw0OfmXX9u07WLr0D8CT5yvFSVHPy+EIExc8O4omKE2xBOOXANdLe/BCXDQ+Pr7i2WeffXF8fLySi1a6jTGlFFgtkILDikSaiPwHpfn3dgC/D2ZGwSO7DIPSarpYZgbeMdKTa5yb9si/l1okmAut9VrgvmIXSZKZfwzP1rAikV2G+mJ3GUTrXFd5WecUR79hw4bz6O7uwnMzHf9N1DNyOMLEBc+OWGCtfQh4EMiroVNKzZs/f76x1jIwMHCJtbZSs7BorYeAZDF6SQmyY9dJsFTEr/h0Y8yiQscaY84FuuT/qWKRBjmzijnWGLMwJKeJdLnGMNZ+wM+LS4fJ1xtjGvIdJ9ru9wOdlaR1zobWugMotkFOrD3aC2Etq8bGPvXN3bsVy5evA/6r1VnXOfYnXPDsiBNXAh9XSi3LdUB9ff2XlyxZ0jw2NnaXtfbOEOcWCJJJzrutL8G1qmC5RiZP4wVWOb9/jDHLgcVApRVG5qJDdL05EblG8K93sqfzxwMaqQvxh8/DKcD2ys3ATmKnMWZGvgPEmq7iF8LWLr/U2s+PNjc3M2eOAQZuKniSw1EluODZERustRuBbwE3ZHteKXXsokWL/mn79u1j/f39U9ZnxoidBfSS06mgivxCyLb+buD4bM9LUH0GcHdc23CXimRV+40x9XkOC97X2fN0virtkZI9nUvgEWBprs+2BJmHA/cHNH4UjJDnviqf7US1LISt/eePb9zYwJIlCZT6Rr2zrnPsL7jg2RE3vgq8Uil1SvqDSilVU1NzY3Nzs+ro6LjFWltJXrB5EVmCyqaXFN2oquBCqlz8kb3ewpnMBjZprdeHNptw6McrjJ2EeBz3hCBdyGwkVJanczGIDvhhcjtRtAL3VKDtYk601uPAWB5LxtlUQEOUYrG28bvd3WbHwMAA06ffCLTHxrpOKXWFUuod8ucKpdSKKV5vhVLqu37Nz1HZuODZESustf14uucblVI1aU+9vaam5tTnnntux/DwsI5oekHSS/ZCuiZgMOS5BI7WegfwTGYXPgk6LJ4zR1Uh0gSVWUgn2chk4NlIT66RrjX/9yl6OhdEa/0ksDUz426MmQXs1FqvDnL8KNBa95JF4y76775K13ZP5tw3Pf/8YXhrw88m4pB9VkrdBdxtrf2l/LkB+MUUA+hf+DQ9RxXggmdHHPk50Ad8EEApNW3OnDnfXLlyJcPDw5+z1nZFOz3/kcCpVqrwgYmgqqFatnizMAq8I6Pb4snAMZLBq0ayBVZ1eK3ugyY9Kzjod5FgHpLA+anPtnyu38AU29THnN4sXUTrkQZJ1YS1rIKvdDY1zWTlyoeBP0eafVZKvcObl30s46nrgLIyx3LNXVOcmqOKcMGzI3aIJd4lwBeUUi21tbWXr1ixYnF7e/uzwPcjnl6QDOFlmlNUtDVdIWRR8ChSVCba2KOBh6KcV5BI1nE8IxM7W1xIgsPzdE7/vg+tZkBcJXrw3luAw+TxF8KaQ9horQeAaSkpliwYKtiarhCHvG3btvcze/Zspk+/IqHUaJSNUy7Esz7M5DHgLKVUSf76kq3uAtb6MDdHleCCZ0cskazBb4HrFy1a9Jnu7m66u7svstZWRQFZNkQj2miMURJI7g+Zjr8C86Qj3bnAfZVuTVcI6Ug3BzxrOjwv6+AI0NO5BP4XOMUY04y3WPptyOOHToZ13YIKbvRTEGtZNT7+6R+/9FI3Bx3UC/zk/Ait614OvJT5oLV2bdrzpXCWtbbiOpw6gsUFz444czXwj/39/Q2bNm36L2vtH6OeUNCk3XDrJJiuakSecQdQAzwBPBvtjEKjU+z4BkPQwKY3EvLd07kYpOnLr4G5wC+11vvDwhCgyxjTBuyMeiJBY23r+3buvGJk69atJJNXA71RWdfNJH/ioWjds8g1fj7lGTmqDhVQ0ziHY8oopU5qaWl5uLW1dezcc881ra2tvXj6yTvxtoHfxl73glXAk8D5wDS8IrudeK4OJwJL8ArRGoBf4dm/nSbHgmeX9SR7PW9H8Lbp/oKXKZuP1zK5AfgJsAzPaq0BbxF6D7Ae+Ee8QHAcLxj8O/AWPJ3rAJ7O9/8BRwEr5fVkvqZWGf/eKnpN+d6n3XhylWnAWJW8pmLep6V4N/n7gnpNp95332/qRkZOTo6MkBgfZ/7WrZf/24c+9FSArynf+7QNz9O8D684tlLep6l89l4m191RRa8p5/v0zDMHn7Bmzc/f8fjj/4WfWGuL6twokozdwDuttZnOMiilLHClFBAWutYKYEUq65xy2rDWXljK3B3ViQueHbFEKZWYOXPm35YvX37cwoUL7zzxxBM/Jl3LqhrRwtYAM4Ct1VeZPxljzEnAAcA84N9EL1rViCynC68VdzBZWM/T+eG0R7Zj7bxchweNMeY9eJYMjVrrn0Q1jzCRxji7gVppT1/VGGPqfv/7FTt6eq5v7u4eYPPmu8asXVFUm3Y/kID3JXIHz7uB26y1VxZxrQustbel/eyCZ8cETrbhiCVKqX9YvHjxcVu3bt02b968y4CzimljXQXUsTdLV1RL50pGuuodA/weLwt3WrQzCh5xnRgVyUq/MWZaoXPK5DcZP785oHEKYow5CKjFy6gqY8yhUc0lLIwxTcBu0fAn95Pvr9PnzJl51QsvHMfChXOoq7uqRinCLB4stBCdSRESGifXcBRif/hldlQYSqnm5ubmG5LJJJ2dnZ/+4Q9/uBp4gSoPJqUyf5rWekQCqyFjTNamGlXEgcAacZv4C17BZE2BcyqdJJ48BTyHlQbfR/A8nVvTHgnc07kA84GH5HN9P3BEhHMJixr2WtMN40kmqhZZHIy//OWP/WBk5FO3bNvWzaJFfwX+eL5SnBTGHIq0Mc17TMoLuhotUR3+4YJnRxz5rLV23lNPPfWItfbH8thDQKJAe+NKZ6HWOr372Ag5OtJVETuQhihiXfcH9uoxq5WZqS18keWoABZJ6V67kRQJppCmMM9LW3a01puBB6s5EysLQJXyK5cuis3RzipwZgIPa60HrD3u4xs3vm98586deK6jo3eEOI+15C8KLGQ5dxZwtlLqu+l/5PGz5Ofr/ZqsozKp2i8vR2WilFqxZMmSTzc0NDA2NnaxtTZ18xnH294/MdoZBoM0VNgn0yHBZFO2tt3VgDHmfcBYuq5ba70HeKMxZkqtdOOKaGC3pj8mmufW7GeUwWRP54/nOjRoRJbzEaA746ntwAdF2lCNzNVaZ/4+bzHGLMp1QiVjjFkKvDW91bq1n/j64OBcjjhiDPj+ihCt6x5DrCDTScso57Wds9beZq29MPOPXPdu+bmgZtpR3bjg2RErGhsbv7lo0aJkb2/vj621f8l4+gHgGCm2qhrS5Br9mc9Jk5SFk8+qbIwxB+PJF7J53/4ReF1mG+tKR3ZNRnIUgXZKYD01PLlGuqfz7yLwdE7nVODZzC6Zshh+Gjg7klkFSFoxaDa6jTEzwpxP0MgOwjnIDlIKa2ddPjLypSGABQu+Cez6ZkhT+hleljiTswDn1+zwBRc8O2KDUurMtra2N27cuHFgcHDw8sznpfDmT3hf1NXEfPF3zkVXlla/FYsxJokXNP0uWyAp/xftwAlhzy1g5kiDlElIMDkq/zdTIV2uMYa1503xemVjjGnFs1p7MMchjwILpFFMVSAL4fpcHu0i12kMd1aBcxTQq7VeN/mpd35i7dr5LFkyg5qaLzSGkX0Wl41dSqnMAPpC+bMPSqlfKKUuKOLSKyjBI9pR3bjg2RELlFK1tbW1N/b397Nt27YvWmu35Dj0aeDRatFLGmOmM3lLex8kI11NOuDZwP3StjkX91Dg/6WSMMbMA/K2Wtda7yDLdnPRTJZrfLXsa/lDE15DlOFsT0qr6v+HZ8tYLSwssBAG2FZlu2fdwP9ke8Lamu8NDFy3ub29nenTfwisvjnbcX5jrT0bT7d8gfy5Hs++Lpve+Xi8wuWsKKWuUErdJcedpZS6q8hg21HFVEUA4qh8EonEhXV1dUds2rRp3djY2NdzHScZuheB11aJK0MNXiV+XrTWHb5s60eMLBbqtNZP5TtOtM8vGGNeEc7MgkPkJ0Op4rEC7ChrW39yC+7tWPuZkq/jE6JZHxbZUU6keLDdGLMknJkFh+wOFfTsls/BsA+7DJFjjDkF6JLf1xyc8K4tW97AyMgQyeTldUpxXRhzs9ZeKfrl2+TfWQsFrbUH5tMwW2tvsNaeba1V8ufsdP9nx/6JC54dkaOUmt3a2vrFtrY2RkdHL7PW5m1LLTefBIRjfxQUkj2v0VqPFTzYoydAT+CwOAWvs16xHF0FRVZ1eJ3fCiLZ2EQZRaLfzvg5Sk/nWuAMoNjX0AicUwW2jArPerAYRqlwJx1jzFw8y8FJtRrpWMsquPLns2YdQFvbGuC3V4ZlXedwBIULnh2RU1dXd+3y5ctnrl+//gHgP4s87UHgSKnmr1Tmaa13l3D8MF6jiYpEtK3LgUeKOV5rPSLHnlKpjiOyQGoQvX6xjFPK+6zU7RnHR+3pfDywTWvdXszBYs+4Da+VdUVijGnA210oqiOoaKIr3brudDxruoI7Z9aueHdHx4eGm5ubaWn5nIKhSd3/HI5KwgXPjkhRSh2+cOHCj+zatWu8r6/v47bIfvHSVGM1UJHbvcaYFqC3lHMkK1lXqYEkXjbyPnkdxfIMXoZubjBTCpxWCjRlyEQ+28Vpn70W3OenPTISsadzAjgauK/EU+8GXi5BaEUhv4/Ts7nl5ENr3VmpuyoiLRoH8sqv0rH2wktefHGMlStrgJsXhWhd53D4jgueHZGhlFLAN3t6emo2btz4fWvtk6Wcr7X+E54TRSV+jqenGmWUgrg1zA9gPoEi79GDWuvnSzlPMnn/gacNryhEhjBepNY5k+3GmGLe599n/HxRGWP5yTS8IsE8GtjJSOB5O5XpRDEDGCjz3F5jTEVloOV3uRb4TbGZdgBrW77T3a13vvTSS9TWfhnYGpZ1ncPhO5UYdDiqhzesWLHi7N7e3q7h4eGry7xGPfDeSsrGGmMWaa1zuYkUw55K8oqVIPLtwOZyzpfgc5Ex5tW+Tix4WsVBo2REB2/zel17ns7pgVekns5S0HpeZnOQYpGM+zHGmAP8nVlwlJt1TqG17qXy5BvHAyeIrKpE3vLGrq6TWLp0JrW1n28Mq3jQ4fAbFzw7IkEpVdfa2npTc3Mz4+PjxlpbVpABbMJrtnGQj9MLDMkylRVcpJCsXiV1Zjsd2FlmBjbFauD4Slk0SCCZ12miEKIFnpfnkHSHgKg9nRXweuDvU7zUWuC8CtpNWjjFhXCq82BF7CaJW86rgIfKOd8rHvz0bcPDY7S1/RH4+yQ/f4ejEqiULyhHlZFIJC454IADlm3atOnF8fHxW8q9jmwb3gmcXSHWT7UU6byQj0pp9WuMmYXXKGNKBWyS2buffe3YYol8DoenuFhIsc0YM1n/rNST7OtmEbWn89FAn9b6xalcRGu9AW/R8XJfZhUgYk03pYVwGnsqRO/9WuAvkjEvC2vPvLCj4y22ubmJxsbLapQad9lnR8XhgmdH6Cil5k+bNu3zfX197Nq16+PW2jK2//YizTbuAWLdhU/aMxfr91sMXcaYuGegW4EHtNblakLTeQrYUgGWZo341OBFiivH9snEenKNo9IOeypKT2chgX+tjx+kMpoC1ZUr18jCCDF30pHP4Cbgb1O91tjYpTdu2dJHS8tq4JfOus5Rcbjg2RE6iUTiy0DTmjVr/sdam1nwVBZa6+eA2XEtvpFt7SYfb7bgZbBje8OVwH5boYYoxSI64EfwWjrH8rtLAvuxEry7i2GYfT2B923oYO3RPo5VMtLgZHW5+u5MtNa7gL/H9XcZJtwmCjZEKRaxe6uPa+2GzOsY4LHytM77Yu2ySzs7Lx7u6elBqSsV9P3H1GfpcIRHLG9AjupFKXX88uXLPzhr1qwR4NM+X34WcJrP1/SLJopvoFAUksEejWMmVoLbdwAtfl5XgoxX4jVniCNNFGgaUSqy4GoyxiiUeph95Rq/83OsUhHLxddTfEOUYukD/iGObaxTRZwlWi4WRJx04tpF9HC8upKi3TUK80+fGBk5hOOOm00i8fU2Z13nqCRc8OwIDaWUampquqW1tVVt3br1ZmvtCz4P8TdgoTFmsc/X9YPmUu27ikGuOSOGGasj8XS/GwO49t3AqSKDiQ2idU74KMtJp+vCW2/9JPt21RyNskhQOAV4yidZzgSSuV8FnO3ndX2iAa9DYBD0xU2KJZ/rk/HkV74Fz9Y23DY8/KUtAwMDLFx4O7DxRr+u7XAEjQueHWHyrgMPPPCV69at2zUyMmL8vrhkgh4ATvT72lPBB2u6QgwB0wO8fklI4dPpeIWcviPb+muJX0e6uX5JFzLRWo827dnztXG1zxrpY0GMVSziELEE+HNAQzwBNBtjlgd0/XJp9ll+NYHY9cXNUWYlsENr3eH/pV/3jpdeOpIDDmglmbx6mss+OyoFFzw7QkEp1VhbW/vVrVu3smPHjiuttb4UVGUi2udH4pKJFd1m2ZXpxSCV73G64TYCvy7X77dI7sErXooFEkhuDWwApZ5s6utL9DVNJCWfitLTWUgAt/us755AMvi/xFepwNSQhXAAQeReYuik0w38JogLW8uq4eEvbnzuubVMm/Yb4KFvBTGOw+E3Lnh2hEJNTc2Vc+bMWbJ169a/W2t/EPBwncD7Y7KtP20qtk7FEpcbrmhUD9Ral9UQpVhE+7zbGPP6IMcpBtHA2qCCSJT6MOKu0djXR19j41gMigSPwmsCE0gGNoUswIaMMccGOU4xSJFgT0jD9RhjIu+2aIx5I6AC+2wDcPD/6e6+gEQiQWPjlQ1KjTrrOkfsccGzI3CUUksWLVp0RXNzM9baS6y1AX4RT+gltxBx8aDfFflFsCcGeslz8LlgLg/9wDxjTNQNcmZJQ5Og+E7qHzXj4/RNn36ZMSayduVpspz2kIbsB06KQTA5PYi6hRwM4DV/igzp9LiYKTb7KYTXOOXif62tXURbWxfwI2dd54g9Lnh2BM60adP+df78+Q2bN2/+tbX2gZCGfRg4WBoZhI4EN8rvivwC9OIVM0WCMeYQvO+UZ8MYT7b1U8WDkQST0nFtbzZSqVGUsijlz/uu1Ivs+z390q0XXXQznjQmKk4DHhfteeCIDvgpILL27MaYVgIOItORBMBYVI2fxC3nHOD3wWadPaydd9mOHZcNJRIJ5sy5XkG3s65zxBoXPDsCRSn16jlz5rxzx44dQ4ODg58Ka1yp/r8Lr0lHFNQDgd900pFK+J4Is88rgAf9rMgvhNZ6E7CO6N7nJF6DixQ1E39PNYD25BoHpj0yjrUrZUGmUpZpYSJBVR3w15CHfgSYG4UUS6wgB8L8XMOEk46vVo8l0ILn3b0uvCHff/HatTNZsmQa8BVnXeeINS54dgSGUioB3Njd3c2GDRuut9ZuCHN8rfXzwNaIvGJnhrjFO4FogWvDbiIi4z0m7ZXD5j48v+tQs3QSvOazpptqAP3djJ/vSPv3ABBFE5HpwH1a6ym3mC8Faczxn0TTSCRJcNZ0hRgNW64ii4V6vAVLaFibvK2v74vta9asIZH4JvDirU6+4YgrLnh2BIZS6h+PPPLI40dGRtqttTdENI25wBvCDCZDsKYrxBjezS8URLrwYSAQm7ZCSEbwcDzP4TCZl0W6kLnbUF4ArdRm9m08sh1rP5D6QYLJ+pA/18uBt0axKISJZjFn4Vmnhcl0rbWvDY6KRQomw5aevQI4Jgy5xmROfWdf39vs4YevpL7+qhogakcZhyMrLnh2BIJSasa8efNuUEoxODh4ubW2L4p5aK3X4mWNjgxjPJFMRBJcpBB3j1khDvka4JlobrYTPAIcLtrUwDHGzAMmFwlaW8tUA2ilbscr1Eq/7rzMw7TWnYTUkU405a8D7g1jvDw8BLw2rF0GWQgHWQxaDB3GmIVhDGSMmQUcD/wpjPEy8YoHP3rFzp39rFz5HHD3YS777IgjLnh2BEIymfyXpUuXzlm/fv1fgJ9GPJ07gdNDamPdLAVOkRKWdZ0EkUsJeYs3E5Gr3AME3nGvYDFo7gDaSmBciPMzfs7XgntHSAuG44HtQVsQFkJrvRVP435y0GPFYSEMEzsrA8aYaSEMdybwUNiynHSsPelrnZ3nD9XX1zNjxmcTMHJH4bMcjnBxwbPDd5RSBzU0NFyyadMment7L7LWRtrkQLY+f0bADgVhV+QXQX8IeskZwH+JjCBqngMeDWGRNE+CuNxkD6ABzs+bhZ78XH++FtyyaKgJQb7RDfw+4DGK5U+EE9TOiMNCWOgmC32+hwAAIABJREFU4C6ioiX/O/B4kOMUg7UXXfrii4PU168HvrfCFQ864oYLnh2+U19f/42xsbFkZ2fnD6y1f4t6PjCRsTouqCydbCMPhl2Rnw9ZNARWrS8a2B1a67D8fvOitbZa62eAE4NyojDGtFCsttsLoLdneSa7jEOpAfa6dYDnrlFMwLQNCKwo1hhzErApKq1zJlrrPuAJY0xgUixjzMKI6xb2Ic1JJ5AAWnZT3gisz1MAGxrWtt7a0/PZrV1dXUyf/iVg59ejnpPDkY4Lnh2+opR67dKlS18/e/bsfuCzUc8ng0483WYQRFmRn49A3EZksXAWEMZWcqlMA/91kpKZU5TyPls7D2sVhXTQSu1iskd3UdvVElj1S/MSXzHGLACOIJ6f7ROkkYeviDwiLhnnCWSXIRmQ28grCbJLZlm86601NafZww5bRE3NtU0u++yIEy54dviGUqp25syZN82YMYOOjo5rrbVxkjCAt60/bow5NIBrN0WpE8yFZJFGA8jEpjSwHT5f1w8eBo4IwO+6Fhgra3chvw56lMkFnr3p7hpFMIznv+w3pwKPxESWM4HozVfhNcjxO5isBSJx1ygCi89OOrJYOAoIq4FVUVibXDU4+KWXenp6WLz4N8AzzrrOERtc8Ozwk4+0tbUdvH79+g1jY2PfjHoymUjQ8yA+OxTIFm/UFfn5GMULCHxBss4vx+vuFztEXrAa/y3NZouTSXnk1kFndkccw9oZpVxagklfretkx6IWeNqva/qJ1no13vyW+HVNkS/UhNwZtGi01t34L9FZCDwlMq+YccL5a9eeMb5w4Xzq6y+rgXFnXeeIBS54dviCUmpOIpG4dt26dezcufMSa20sMzda643A035lYqUgb8CPawWF+OP6qX1uBH4k2tNYorX+E5C/qK8ERCu/e8oX8gLofDsUY3JMyWitt+PvwjAJ/DROOv4s/Bh/JSWt8Qwi98E36zr5HuzRWj/kx/X8xlpWjY5+5LLHH19Hbe0DwP846zpHLHDBs8MX6urqvrhy5cpZXV1ddwO/iXo+BegGPuJT8c3MCrjZAmzz44Yr9nevipELQT6GjTH/MNVtfcnm1ormdOpYOy2HDrrswDmNXX5o3I0xrwRWxqF4LB+SIW42xpw61WvJ90HspFeZyGJmyCeN+zsJ1xO+ZKw99htDQ1cMtbS00NLy+QQMfD/qOTkcLnh2TBml1FFLly69YHBwcAy4NGprukKIfvNJ4IypXEeKqeKo+Z2E3HAHp+IVK0Hk6/EkEbFHa71T/nn4FC+1QBqS+Iu1tVir0v5MeTdEdPd1U1kwGGOagROIgWVZkWwEjjXGTLUTX4vIImKPdLacUtBrjDkQz/7uRV8mFSgXfHLPnvmsXFmLUjcd5ooHHVHjgmfHlFBKqaampptmzpyZ6OzsvM1aG0t9ZBZWAcuMMfPLOdkYUw/0xXxLex+01ruZ2g33eGCX1nqdT1MKg98BZ5Tr/SxZ3EjajpeLBPplfa6Fc/AaZcRWlpOO1noA+CPevMtCOgnGxpquSLZJR8CSEbnGOcBvK+E7zNrm7/T0fG59b28vixZ9X0Fn7GpqHPsXLnh2TJU3NTY2ntbe3t49PDz8L1FPplgk+/xLym88kKQCtniz0FHuggHvNUfStrdctNY7gPuAOaWem8re+ibXCJeuctxGpBi0HXjC/ykFytPA9nJ2VqRuIRYe1qUgtnLjZRaJNgN3x9QtJwdve++GDYcyfboCPtfoss+OKHHBs6NslFL1iUTi63v27KGjo+Nz1tqdhc+KD9I4pd8YU5IrQ5oGNlb2XcWQ1uq3pEysZLiekmC0opDGKbXGmJIcLPD8ovsDmFIYDDPZxSMvslhYBvw1rm4TuRBt9oNAUxnBZD0VGDwLo3iL2qKRRdUyrfULwUwpGKxl1dDQpd/duHELNTW3A39z1nWOyHDBs6NsampqLj3uuONWJBKJ54DvRD2fKXC6ZNyKZS5e0WGlMkgJN1wJnN9LfL1vi2ERnmdxUUgAVh9H7+5ikGBSifVasRwBvKzSAucUskNwOt7rKAopuhuMe2FkLkRaU6p041R89ooOC2tP/8jg4IeGjz32GBobL3fWdY7IcMGzoyyUUgvnz5//L4ODg+zZs+cT1tpKveF2AlvwfIsLIjfbkUrQCeZCgoxSPIFfA/ylEjPtafwNWFhCR7oWKjfrDEy0Z59bzLGyE3EKnsSlkrkLbzFcUL4hmfZG0UxXMtukeLkg4pazCHg02CkFyccv37Spl5UrdwE/c9Z1jkhwwbOjLOrr669fsmRJ49q1a39rrY1ls4wS+CNwZJHez7Ol0r3S2U0RgZUEm61U9M12Qh96L0U4rKRlnSs5056iu8iisqOBzTFv9lMQWTA8C7y6iMMbgIrMOKeT1kW0GCnWMcCfK3V3AcDaA7+1bdsnBxOJBLNnfykBe5x1nSN0XPDsKBml1CuSyeQ/rF69emRgYOCTUc9nqkgTkZ/j3UxzIj7JFVRgkxvJnI8U6RX7k0rd1k5Ha/0S8McipAzBWNNFgGRVG4qwrusA/jeEKYXBA8BLRRw3q0I82gsitQitRRz6hNa6UhyR8vDBS55/Pon3sf2as65zhI4Lnh0loZRSzc3NtzQ0NNDT0/MNa20FeIQWRvxdzzHGLM72vASZA5Us18hEMug5G2oYY47FK4yshIYoxbIZeFuuRYNY01XDzsIE4qiQs0GOMeaNQH+Fy3ImEFlSuzEmp3VdNS2E0+g0xszL9oQxps4Y80Fge8hzCgRrG24bGLh2bV9fH/Pn/0DB+m9EPSfH/oULnh2l8p6lS5e+oqamZgfwpagn4zOPAefl0AJPA6opiEzRmU0vKZrRk4GqyMylkMXPVuDMzOckO1tbqUWCBdhljJnUot0YsxzPE7qSC2CzMQzMNcYclvmEfLYHq2khDBPyjaEc8rNXAR3VskDyeN37rX2LXbJkHnV1n53uss+OMHHBs6NolFLTW1tb/zWRSLBt27YrrLVVFUxK848uvGYgE0iWcqgapAuZyGsazKKXPBV4slq2tTN4BFhqjMn0fm4BKspusQSGyPi+l0XimcAfqu2zLYHxn4CTswSTM6RhUDUyCOzzuyyLpiOB+yOZUUBYy6rh4S+8sG1bF0uW/AX4041Rz8mx/+CCZ0cpXLlgwYIFmzZtesJae3vUkwmIe4DMjFQjUOkV+fnoxcusAxPdx1qAv0Q2owCRQsD7SdOIilXhqBQWVh0STA5lyFVmAy9qrTdGNK1A0Vpvwmv4MlEYK17f1bpASn22GzJ2z+YAv5PajirjoA9u3vye8ZaWFpLJy6cpNXpd1DNy7B+44NlRFEqpZUqpy9etW0dXV9dF1tqqylSlEB3w08aYpTDRhptq2+JNRwLG9Gr9BuDOCu2sVxTSOKUzrQvfNKCKtrQnI8HTdGOMkvfa4hXXVS1a6/8FxowxNRJQqkp2miiSLmRhaIyZC+zSWldFbUom1rJqfPzCi594YjvJ5DPA7Vc66zpHGLjg2VEUDQ0NXz/mmGMa+vr6fmKtfSjq+YTAeVI8NqdKrOkKMQA0G2NWAG/QWldqx7VSmA68W9w3GqvEmq4QA3itmU8Gjq02uUYOlgJn4zUGqtpFcAp5T60skM4BshYRVgvWLr5lbExvW7hwIXPm3KBg939EPSdH9eOCZ0dBlFKntrW1vW3Hjh2DwJVRzydoJIj6O/BmoCosywohN9wa4PV4WtGqR2u9Ba8t85nVYk1XCMk+HwAchdfOen/gCWAlcHCVOcfkRGu9Ha9I0FZaG+7yOP8tHR0HcOCBM6mpua7NFQ86gkZZW/ULcccUUErVzJw58/EjjjjiyHXr1n39ggsu+Bzetn5KI9uFV6DSKD/34C3KUtvhvfJ3s/y9B68xwQz5uR+vMn6m/DyAV/SSauwwKI+1yHWH5JwZeMHeMNAn168FRmXM6TKvMZlTI15L2nE8Z4Fp7PV13p3lNTUBHwP+G1hTJa+p0Pv0SrzWxj+votcE+d+necD7gNvl+tXwmgq9T2+S66yqotdU6H06EjgO+FkVvaZ875MF3oO3QNpcJa8p7/t0000rv75o0fXvHh4e5/nnfzVg7SGp1+Fw+I4Lnh15UUp9eM6cObeNjY21v/nNbz71hz/84dqo5xQGxpj5eF/cMyVDWfUYY44G1gHT94dMrFjTpWz6RqTRRFUjEpWDgU1AjfibVzVSt9CEl3FfU52Fc/tijGnGCzJHgN7qsqjLjjFm9le+smFHa+tdavPm44H/vsBavhf1vBzViZNtOHKilGqZMWPGl3t6eujq6vp0W1tbpzFmZuEzKxu58eySm+xMY8xxUc8paOQ1rtZa91J8q99KZ67WukOaiCyT4qqqRQLnM4DnRNNeH/GUwmKO1non8CRwsDirVC1Sq/EqrfVWvMxs1WdgZSFcPzh42c0dHT3MnHk/8PvvuOJBR1C44NmRk2QyqVeuXNna0NDwZ+DnEkxOK3ReJSNfwjVpmZp24NXSWKEqka6KxyPFVJKBrepFkryfvWkP9eEVV1UzJwHJNOeYXWLdVrUYY1qRugV53fPw5EnVzHl4OwspJ52x/WAxvEBr3WHt4RePj18+1NbWRkvL1QkYdplnRyC44NmRFaXUIfPnz7+4r6/P9vb2XmT36ns6qzxDt09Fvmxr/w0vY1d1yGLhFOCRDAuvLmPM9IimFQa17GtN9zxexv3wiOYTKPJeHglMOOWk3u8cHekqHsm0D2c4ijwEHFWtiwZjzCHyz9VpDw+wV7dcdch7OdH0xtqLLt240bJ8+ShK3XqYyz47gsAFz46s1NXVfWPx4sU169ev/6G19rHU45K96Uv5H1chc7LoQB8Faqo0yJiPl418OuPxEbyFRNWR2uJNXyzI5/p+4MDIJhYsS/FkOZluE6NUr3wjSYZ3t9a6D3gKODqSGQXPLOCB9AWDZJ+r9fsLvDhmwpPe2lm37tx5+Ybx8XFmz74xAdt+HOHcHFWKC54dk1BKva62tvbcxx9/vGdoaOgzWQ4ZpQoDK2PMAmBr5uPSLOReqlM7mAAm+aJKMKmqVB+6MFtxoBSGPiIZy6pBmoPs1lpPsiAUKVZVZmGBZq11ts6gDwFVV/gs3SNf0FpvyHxOrOuqzu9Zvp/GJvuVv/M9q1cvYHh4B3Dtcmdd5/AbFzw79kEplZw1a9ZNc+fOZWho6AvW2lzBZFUFkrm/hD0kY/VGY0zVZCaNMa/CK5rL9Zp3k9bCuhqQgtd8DhM7gA9J0WjFI1n29+BZgWVFa91hjFkU3qyCRxbCWdtwy+e92xjz3ow21hWLMaYR+BCe9Vsuthljqi2AniVFzvtgbXLV6Oil3wfF8uV3Ak/e6uQbDj+pii8Oh38kEomL2traVvb09KwDvpXrOK31tiq74c6V7Ew+7gHOqYbtT9EJvgzPwzof28S2r1polIVQViSwehw4K7wpBcrBeLtEhewWe6towVAHjObrniifgXGqR75xKvCs1now1wHVpnGXhXDOTqjWnvvhgYH3jsybN5dp0y6vgXFXPOjwDRc8OyZQSs1dtGjRtX19fezevftia+1wgVN6qqHwRqydJmXYMxHv4y3ACYFPKnheB9xfyPNW9JK2Gm64xpiFRXp2PwosNMYsDHpOQSK7KWcDd6Y5bGRFsndVETwDrUV6dt+F56RT0ZpvKeBeSREdI7XW29jbtKRikR2VaYW+v0ZHL7pi3bqdrFjRDvy3Kx50+IYLnh3pXJtMJpvb29vvAX5b6GDxiq3oKm7Zth2XILEY7iLHdnClIMHCVrzCqYLIDbeiHVaMMU14HdQKIhm6/6Lyg8lZwD3y/hVDR6U76cguSVENfsT7+X4q/LON1yXwZyKnK4ZekXlUMgvFnz0v1h75zR07/nnL0NAQyeRVCRi4I4zJOaofFzw7AFBKHZ1MJi/o6OgY27Nnzydska0ntdZbKjxDlyStUrsQst27XvTCFYcsFuYAq0pYMABsr/AGOan2v0UhGeqtxpi24KYUHLJYaNZary54sCDZ6YFK9QSW3ZGhfHKNTLTWTwKDlSpZMcasBBJFSM7SGcZrd12RGGNaKHIhDGDtR969bl0DNTUbUeqbbS777PADFzw7UEqp6dOn33zMMcckhoaGbrHWFn3DFborOJPRUka73jHgMGPMAUFMKGAOB15dQpYK2EcvqQKZVYBIUGVLXCyAZ+F2VoUGk6dSXkZ1BM8DuxJpIH/BXC7aqEAfd/lcn0EJi0KY0PXXVLCrTC2ed3VRWDvrwbGxL3csW7aM+fO/p2DjDwKcm2M/wQXPDoC3trW1ndLe3t5lrb2mjPOHqcAbrlSe7yr1PAkkH8bTS1ZMMClWVmcAd5d5iUq1KJydxd+4ICJ32IJXWFkxSCHvYrzmPiWhtR6iAqVYEgjWlLooFB4F5htjlvo8raB5OdBejHwhE5GsVFwhsCRp9hTS8E/mjW9fv/5Qu2zZPJLJaw5x1nWOqeKC5xBRSsUu0FJKNcyePfvGuro6tm7derW1dnfhs/ZFgslEJWUyUgVwGV31ikZr/Syg8CQQlcIrgDVa65IXDDChca+oYiMpaC0nG5niXuD4CisqezVeMWi5n+1KdNKZRR7nhXxIJvb3eE46sfuOzobIrw7B02yXy/ZK0rjLa66TBV5JWMuqoaEvreno2M7y5Q8Cf/6m/zN07E+44DkElFKpbd84/n9/anx8/IDnnnvu2fHx8dvKvYjWuovK8gSeV0IhVS5+SmVl3DfiBYNTYWeFecU2SdBfFtJk43YqxNdcAoyHtNbPT/FSe0Q3HXvEVUSVIcuZQGu9ES+ArhSJTj3w31P8bI9QWUmP6ZQoUdmXI/6xvf3t411dXcCnGpUav86viTn2P+IYzFUVSqm3Ap9TSl0HfDbq+aSjlFq8cOHCq4eHh+nv7/+EtbasTFUa/ZVQeCPZlqkGzqkCq+XGmFOmPqtgMcacB2wvc1t7Aslmqkq44RpjFhVpTZcXCVBOMMYs8WFagSHZ8f8DlLyNn4nIXCrFhrIYj/aCSAB9tjFmmg9zCgwp0H6LJCymhNZ6K5XTebC5jPqUCaxl1djYRz+5Y0cNy5ZtAX5ypSsedJSLC54DQinVrJT6MNBgrf08cAuwUCn1jYinNkF9ff0NixcvbgR+Y62dakayIrxiJegbK3dLOwtPAsdJBXgsMcYcglc8lrOBQinIDTfWeklZxJWsc87DauC8mHekOw3YWorbRD7ESWeBH9cKCrGmK+jRXgI7iXGDHJGVnAf8xcfL7ozz9xf4txC2tu0maz+3vbm5mblzv6Kg5/t+zM+x/xHnG0HFItrmTwN3W2t/AmCt3Qx8EjhGKXV8lPMDUEqduHjx4vdu3759pL+//1K/ris33DjrJRsoUxuZDcmEPACc69c1/UQWCycD9/kVVAnbjTFxlunUATk7CZaKZCU7iWmDHLERPAh4yOdL75FC09ghdQtjU5FrZOFRYEGMpUlHA/1a65d8vOYIXv1GLJG6BR8Xwv/0lg0bZtgDDkiSSHztcFc86CgHFzz7jFKqBlgO9Fpr16U9Xisd+/4vMFU94pRQSiVqamq+1dzcTHt7+9ettWt9HqInjnpJCSRrpypdyMKTwIaYWpq1Apsl+PMN0UuOxzETW35FfkHux/OLjiNzgXvztWcuk0Hi67AygzLccvIh3w2rgDh71//Bz4vJ78m4aMfjSONUtN2ZWDvt4d5es66/v5/m5u8Ca2OzG+yoHGJ346t0rLVjwA7SulwppVSanngM2T6P0H3jfclk8oRnnnmmY3R09EsBXL+feBbetOBjNjKFZL7+CiyLUzApmblRyremK0QfXiY/Nsj/f305FfmF0FrvBp4wxsTKYUW23DtLaYhSLCJvip0nsGTDB33eTQFAa/000B63YNIYswJYLTZzviIa99l+X3eqGGNm4UN9ymTOev/zzx9nx8b6gSsbXfbZUSqxudFXGQcBxyulThOnjRlKqVql1GF4/+crlFLLicD2SynV1Nra+rVly5YxOjp6lbW21+8x5IY2EKftXrn5J33UOu+DXPcYvG3VuHA6cGgAGVhgwhO4Pk4LBmAa3oIhKAaBd8UlgJb/+7cSoGViTJ10puGThj8Ho8A/pywto0aCyNcS7M7H7jhJsWTxMhLEAslaVsFHrmpomMHBBz+p4E+3uuJBRynE6aZXNVhrHwOeBj6Fl517CXgBuAe4A3gceAp4XCl1sVIqNBus2traq1esWDGvo6PjMZlLIIjFV2OMfFPnS6FbkNwHnByHRYM4ihyKlxEPkj4gTm27W6RwNRBkkfQIcGZQY5TIkXgtqdcHPM5QXLqISkBbE0RQlUIWDNuJT4OcVwNPyPdqIIhkpTZGi+Ek3k5tIFh72g27dv3zUEtLC01NV9bA6PeCGstRfcTll6RqSEkxrLU/sNa+GfggcDFeEPNDPCupC4EPAD8BDgSuDEPCoZRqW7Jkyad27dpFT0/PRdbawG4+wihehihSJJCcspVVIWQ7dT1eBjpqzgPuDkDfvQ9y/bo43HD9qsgvgseBFmPM8hDGyolY050O/C7osSSYjMsiaZ7WekcI4/weeGXU9RuSDV6Mt2gLFK11JxAXh5UZQS4WAMbHP/bpF1/s46CDhoH/e5jLPjuKJfIbXrVhrbUwUTiItfYOa+2PgRuttZ+11v5cHvu1tfZK4It4GukwWsN+dWhoqG7z5s0/sdb+OejBREcX6Q1XgjolBW5hcBewOaSxsiKFi48RUmFqHG64EuD4VlSUD8l4/pRg5SHF0Aj83A+/3yLpiNpJR1wwAtDATkaK1H5F9H7XSeAHQWbaM9hpjIlU/ywL4c7CR04Naxfcsnv3pzZ1dnZSV3dtAnb+OOgxHdWBC55LQHnUp/+c61gpHEwddwjwRvl3Qv5OBdfb8fSKgfojK6XOmDNnzts7Ozv7BwcHLw9yrHRiYF03E29xEgoSpPcaY94S1pjpyJb28Vrrp4LSOudgR8R6ySZZrIWCSEMSxphItvXl//rIMAKMFPJ56otKviF1CyqouoVsaK03A03iJx06xpijgQVBFMDmIjVWVJI78WgPZSHscf67OzsPZPr0AWpqvrzcFQ86isEFz0WglKpRSr0LT25xl1LqEqXUgdZaW6TcYjae5nkCa+1YKoDGM+YPDKVU7axZs25eunQpiUTiK9ba9iDHy0J/FDdc2dYOpCK/AHuA2caYg0IeF+AkPFeRUBH5RiIK+UZwFfkF6cLb1p8ewdjnEIIUKQu9eK2ho2BuCHUL2VDAmWEHk1I7cRqwrtCxAdBPdJK75jAXwtYmV1n7qR/Mnj2bRYt+Dax21nWOgrjguQBKqaXA64DHrLXfAT4HtAH3KqWWpMk08n2xDgDvV0rNsdaOK6UaYCKAbgOGgGcDfA0fWrJkyeFbtmxpHx0d/VpQ4+RCtpWj6DzYAASq+c2GBOu/B04P0+JLpAtH4n+jjGLZQchb3GmNMsJeIKVkSY8Cp4Y5rjHmUGCcCPzi5f95KOyiWMlG+urpXCxa6+fxCtcOC3noM4DHQpTlTCB+4aE76Rhj5odUt7AP1r71nzZsOG1kwYK5NDRcNV0prgt7Do7KwgXPhXkD8Ii19kUAa+39eC4am4H/THULTAXRmYjH8+N4RT1Xy7Epn+e3AecDvwqqeE8pNWvmzJlfBti6desnrbWBFmDkIdQWsGl+v5HoUrXW7cBzBGghloVDgWf9bChQChJYjYbcLCZJtNrjR/G29cN8zQcAD4Ysy0knCiedGrxOeFHxR+DYsAaTRbcF/hbWmFkYIMTFsOwURvLdBTA6+tGrOjq6OOCAZ4E7r3TFg458uOA5B0qphFJqIfAupLGGPKYk0D0XOBi4Wil1sDw/6WaSFlTfjNea+9+UUlop9UVgOvAFa22Qso3Pj46OznrmmWfuxyt+iYRUEBtiJnaB1jqKrfx0HsTr3BXWNvcWvC54UTJEuNu9LdIiPRJE434nXpYu8GBSfn+e1FpvCnqsXKQ60hGSfCPltRzhYgGRi9wdou/zDOD+MLXOmUj2eVqIi6QkES6QrH3519vb379z27ZtwKcUDDvrOkdOXPCcA2vtuLW2A28r+u1pj1lptd0D/DPwJuBCpVRzpgY69W+lVEKyzW8AvgD8CLjZWvujIO3ilFKHLV269OPJZHJ8bGzsklzZ8RAZI4RWv1JMFVqRYC7kZn8knkdrYBhjlDHm/UB/lAEGTASTDWFs94ZVkV8IrXUf3mI6UI27yHIuJCL5QjoiJQjLkWFuFNKFTGQx/r6gd9CMMW3Am6JcFKbQWncQQqtyCdDrg7bWLIS1H35rX99CjjiiFqVuPtwVDzpy4YLnPCilpuNpZl+plJrYfk+12rbW/gK4Dfgn4FXymE07zsrfqQB5yFq7zlq71lob6E1fKaUaGxtvWrBgQe2ePXv+TaQjkSJygkC7KkrQVhv1l3AaDwOHidd0UBwBEwFN5EiWLlDrOilAjTy4SOOPwGsDbul8Bl6jjKgt8lJ0GGMCDaxkIRxoQXWJPI1XrBkIsrNwDl5DrbiwKwTrugVBtB0vFWsXPjA2ZjaMj4+zcOF3FWxzxYOOrLjgOQ/W2j7gAeA9ZHSaSlnOWWsvwpN1fFQpNTPjmBal1KVKqXPk2DCLms5ra2s7c8P/Z+/Nw+yqqrz/z655TFUqSWWeQWYQgiKTzCKg7YRttwraA+orooAyq5stKuCACDg0vm87tdKI2g6/RhFE5iCTYRLIPFRSqaSSGpJKzbV/f5x1i5ubO98z536eJ0+3Vfeesy/31Dlrr/Vd37Vhw66RkZFrfTxvLrZ6/MCdEYZsZAIJ4v+Mk5l0HdHangr80Yvjl8AOj0dYt4ZlswCTWcm1yCbabYwxs3C84D0flJEvUuXwrHkwhBthcAbktBpjFnp0/KOBbrHICwUi36jySr4hbjUh2gi/95/XrVu5QtaZAAAgAElEQVRk585toarqiw3l7HOZdJSD5xxYa7+H09V+vVJqSdLPJ5RSCf3bP+L4OM+B1wNrHE3gNcBpST/zHKVUTXV19S2Dg4Ns3779evGSDgXywB0yxriui5WbcGgCqiReBZ7ySC85HXjYp4lreSNazRovHrgyKKPT7eO6wENAj0fHbgB+FaKsMwBa6514Z404K0wbYQCt9Tjwvzj9Kl6wEx8mRhbBDrz7nlu01n0eHbtgrK1ePjT0L9dv3txJY+PdClZ8r9w8WCaVcvCcHxfgZJ4/rpSa7D621o6JnvkJ4BfAN+TnE/LzbcCJ1tqr/cw6V1RUXFJVVfWGjRs3rpyYmLjDr/Pmi9a6B2/kG1UE25GfFq211Vq/imNd51oALfZdVmv9olvHdBPRS7oqV5FM+2DQ2u50iEb1JbcHpxhjlgL9YQskk9hhjHHVlUG8u0O1IUwgTjrrjTHz3DyuMeatQJdo6EOFbBrG3JYlGWNmB2FNlwtr3/+lLVveNTI8PERV1WcrYaLcPFhmL8rBcx5Ya9cABrgUOD1pSqBKCoq/B3Sl/txau8rPtSql2tvb269fvHgxY2Njl1prw1TyTKbTTR2wlHgrg/D7LQCFu2X9U/BnrHsp9Ls8IKeKALy7C0ABRxhjXPleZLNwGs7nDiWSDXdtQE5StSJ0G+Ek6oB3uCVZESnbwYT72h7F+dyuINXHwKzpcnPJlS0tCzjwwE7g14eUs89lkikHz3lirf0q8CfgJuB0+ZlNkm7sBtoTPy/0+Eqp05VS55W6ztra2hsXLlzYtGHDhj9Za8NY/gP20ku6FRTMlBJymFkOHCoZ45IwxszHkQk9XfKqvGUMlwI/CaoagrTvyoUEksuBk1wKJo8BtoY465xgAvecdGqA4TBWFxLIvWYj8KZSjyXX9VuBx8WtJpTI312ji1KsakKldd4baw/69rZt/7alvr6e1lZTAXt+FvSayoSHcvBcGO8B+nHkG6fC684bOA+PUko7Y8B3lVJFZ+mUUkfPmzfvX7Zt2zY+MDDw6RLW4hcjuPDAlU5wr7SmriFuIy8BbjQbnQH8KeSZ9kQwWeNSIDmTcDkvpEUm0lVQosWXbCzfCDzoxrq8RKYtluzIIIFZcxhs2vLgQeBosRAshRac54dnU2bdQjZxJTd8i/zDihwktFh70QdWrarkgAPqUOpbi8vNg2USlIPnApBA+SKcprSvK6XerZSaqZQ6E1iC00hS7LEfAZ4EPlfM+8VT+taenh7V0dFxh7XW99G9hSJd3CU9eJL8QYfcWZW3aK0fBbpLCSYlqHpQa73etYV5iDQzzizlGFLiDXU2MoWf40yIK4UG4GcRCSQBusQVpBTagF1uLMZr5J7zQ0oYCiT3gWrg1xG6tnuNMa25X5aVVkIt2XCwdupju3b9+12rV6+mquobwKaydV0ZoBw8F4y19nmcAPdbwAnAZ4FN1tpfWWtLLbldCXxaKTW/iPeev2TJkrf29fV1j46OXl/iOvyku8QH7mxpTIsSE8CFxZQ/RWP5Tq31RveX5Sm90gRWLFOl0TQSSEWgzRhzajHvN8bMBU7TWkcikITJzzxa7ETNRCAZZllOKvL9vMEYs6jIQ7wZODzsGdhkZDNXyoahARiNymbB2o99sLf3lPG5c1uprv58Yzn7XAbKwXNRWGv7rLU/t9ZeCVztVpbXWrsB+A5wcyHvU0rVt7e339rQ0MDExMR11tow2rWlRW6gI8U03sikr7DrnPdBPIHHgUOKePsZhNSFIBta60GcyYPFbBhmE05rulysBo4sdNMgQeR5wPOerMpDZNBFsf7eobOmy5MNwNky4CRvpPfhzcBTnqzKQ7TWnWIZWQyh8mjPj5tWj45aFi9+Enj81qBXUyZ4ysFzkSRGb3tgQfc14GSlVN4jnauqqq6cO3funM2bN79srf1/Lq/Hc6T5phi9pCLc3enZ+ANwhrgp5IUMHZlHBB+2MGldV1CVQbKYA1HJUiUjZf2/AOcW+NZlwM6oyHLSsFUmA+aN9C1EbiMMIANNOoC3FPjWt+M0CYbOmi5Pdhea9IjuRvjgf+ns/OeJpqYmmpquaVBq9GNBr6hMsJSD5yIpxlEjz+MOAFcBt+YzWEUpNa+uru6qgYEBenp6LrbWRqb8l8LWQuQbEnSOhb1hLhOiA/4ThW0aZuI8bCNT1k5DT4FuI7WEuCM/D14GNhY4FEjhBN2RJEm+kVcmVqoRFVHpW8jAoxQwOEX6FjYQwepCEqMU4KQjfwOh9GjPhbUsn5j4xGc2bx6mtXUdcFd5cMp+Tjl4Did3AcPAR3K9UCl1k7W2fuXKlb+01j7s/dK8QR64g/lkYuVhO0XcKyKLuDLUi/wkK/Lg6dRav+T9yjxlhDzvO0kd+aGaqlcIcl0/iaN/zvm5JTP3osgfoswo+TvpNAKhmTBXDOI28leZcpoVuX8dAjwT8Wt7lMKkWJH+nq1deEdX1+VDvb29KHV1BfRFrspbxj3KwXMIkaz2Z4CvJE80TEUpdcIBBxzwoebm5hHgCt8W6B17cDxec9FCtLORyUzHGXaSEcngXUB+/21CjQSTE3n6e7cAUS1pTyJBxvHAEdleJ9rod+Po4SONNJXlrDDIdVARZn/jAtgFXJDH8KcjgIOiWjVLRipoOSuGsqnoj2LWeW8u+Mzw8GEcc8wcKiq+dki5eXD/pRw8hxRr7TPAfcB16X6vlKqYMmXKd1pbW+nu7v6GtXa9rwv0AHmAVmQLrCTLUR8h+65cPAtMzzGR7iigV2vd5dOaPEUcCrLKVUTrbOMQYAgPAG/NId84FXhWax1VHX8qO4wxuSwKG4hu38JeyLX6GHB2ptfIdX08ENkqYRr6s41nl3t2TRyua2ur7xwd/eraXbt2MXfu3cDqsnXdfko5eA431wL/ppQ6MPUXSqkLlyxZ8sZ169Z1jY2NfTWAtXnFbiCbO0EUrekyIg/ch4C0DaJi63QS8Ecfl+UHu3N4xU6LgXRhEnEXeIUMTWViTTcDeMbPdXmJXNvjIr/ZBwmqGiOudU7lZZyhQPvcs4VDgc1a6+0+rslTpOExm19/DaV7noeI0z+8bt2b7Zw506mpuaZsXbefUg6eQ4y1thP4OvCN5J8rpZqrq6tv3Lp1Kzt27PisNBnGAnng2nTaZwm2ImZxlBut9Vrg4Qya2CbgV6KpjA3ZvGKlcTSKlmW5eARYl+F3FmcgSlwy7cBkWT+TjCFWG2GYtN78Nc7E2HR0Eb+NMFrrLaLXT8e06FnTZcZalo+OfuKqV1/dQH39/cCD3w9L86BS6kql1Pny70ql1JIC379EKXWz/LtHKXW/UuoYr9YbZcrBc/i5FThMKXVW4gdVVVWfb2lpmdXV1fWktfbnAa7NE+SBm87qqipGco1UOoEPJFs/iXZyttZ6c3DL8g7xip2T/DPZNI3GLYgEkLL1VmPMeck/N8Ycg5OBjc0mOIWuVE9g0XdHZuhNIUig2Cff6yTGmHcDI1FuEsxBX2rDpGyEY7VBArD2xK/39X18eGJigqamqytg9AdBr0kpdT/wgLX2l/Lva8A9+QbQ8rrzrbVXyb/348yceFYpVbbmS6EcPIcca+0wzhTDW5VSVUqppXPmzLlsypQpWGs/45VlXgjYy7rOGNMExCr7mowEi5txhqAkStpvw3FdiTO9KXrJKUTU7zdPhoGpxphDYFKWcwKwLdBVeYhMzxtN9DLItV0rg3PiyghwnNy3kAmEM4j/tT1pTyj67pHoNwlm4pOX19QsZPHiIZT6waFByjeUUucDWGufS/nVjcB/5HmY8yXgnsRa+wDO7In/UEqVOpI9VpSD52jwO5zd+yfq6+tvbW9vr+7o6Pgva20kh2XkQ5JXbI24TVTGoeEkB38FFsqAiUNwXBdcmV4ZYgYRSzMJJHfH92E7Wdb/C3CiBJOn4jQJRtbCK08GgERVpQ1HvhBbxEbzeeAkkWOdBfwxjhWVBIkR40kN31NlAFYssbb9uzt2fG6jtZbp07+lYOctAS7n40Bq4Iz87Mw8A9+PZ8gw3y3/98xiFxdHysFzBJDs8qXADdOnT3/H9u3b9wwPD18Z9Lp8oAdH81uP4xsba2T4yZ9xgouDgEfiHEjCZDC5WwLnWuKfaUdkOOtwht7U4DiuxBrZ+FaK28hQ3K9r4SmgHZgNvKS13hTwejxHejPaRJYTm6bIzHzwn9asmcn8+VOALzUFmH0+FliT+kNr7dqk3+eiF1ia4edQ3BTg2FIOnqPDq8BET08PmzZt+rI0E8aaxOAUYEaMtc57IYNTtgIva623BL0eP5BNQyOg9pOgCuBBnOlsD+0HFZUEu3GCydhvhAFE2/wbHDu+vwa8HD8ZAhoSmeg4Y2318sHBL6/etKmDhoYfAi/fGtBSWskuCcqpe7bWLrPWXpXlvbFxAnIDFV/JbLyorKy8+KCDDrqjvb1914knnnhjTU1Notx9L44W+L28PkRjOfACcCFO1nYI2IFjiXYcMB+nu78O+BVO4HIKr7sfPCLv/5T871FgLU4m5XScjNmIvP8uYCFwjPzvCpzs6XrgozgauAmcEubfcIZATMUJiseA3+MMDThAPk/qZ5ou538wRp8p2/c0ACyW462S80T9M+XzPc3DGTLxQIw+U7bvaY+cdxxH7xyHz5TP97RQznN/jD5Ttu/JymcZwqmqxOEz5fqeDsbRd/fF6DNl/J46OmYtXL36tU8+9NC38p20mBNrbd7HEklGD/B+a+0v0/zeAlel6pkLOP49wBJr7bJi3h9XysFzBFBKtc2ePXttW1tby5QpU648++yzV2ut/yfodXmNNJJN4JTz+2MyhSwrxpj3Ah04AfQqrXU6HVuskMbQbcCs/SHbLprQjwG/xXlY/0prHUdrvr0wxswRS7M5+8n3PB34J5wA8H3AnftDlcEYM0trvXU/+p4Pf/zxpVc+/7y+oL29gZdeunEC3nGStSz34/zikrGGzMFzD3BnhqxyrmMfg7PZOCNNM+J+TVm2EQFqampumDdvXsv69esfmTdv3jeBGclOFDGmUWu9W4Zl5Bp5G3lkUMZMnCaPPwAnJ1vXxREZoDGutZ5IBFZBr8kHjgM6RPt8H3CuOFDEFvFoTzRFbku1rospb8PpW+jEkd2dGuxyvCdpIwywK+E2ElekGfSUE09c85nt2z8+XFVVRVvbFytg6P/6uIxcTZmtOJn9YrgHJygvB84plIPnkKOUOqy2tvbjmzZtmhgYGPjUL37xiwngR0DcH7bT2HtQRlceo36jThPwO631mDTe3IVTsowz01Kmre0yxjQHthp/6MHJ5qC1Xo1Tbq4NdEXe05DwsRYtsE1yZYgdElQ9DbwoP3ocx5Yxtvdt8WgfS3IU2U38r+t64G6tdY+1H7903Tqort4C3HGIX82D1tp8BtAUPKRG5BpXiV1dmRTKwXOIUUqp2trab4+NjVVu3br1+9baF2Gyc32GMSaWGiS5CQ8nN49J80lsH7jGmIXAluSBKFrrbcBBcd00SDayO/lnWutdxHjDYIw5DlidPBBFa/0S8MZ0UzXjgJTxU8v3O3A8vWOH3KPOAdYk7mHiaf0cjotOXJkuA66ASSedAXHSiR3GmDbg9MRntrbl+319163v6emhvv7rCrq+5eNy1pK9KXBtlt/tg1LqZuDudDKQMg7l4DncvGPRokVntLW19QM65XfrgRNiemOqJs14Wwkm000ejDQSNL2N131wk+kGzo5bxirxeTJMW9smVlexwhgzDzgMR8efShPOsJRYIfenfTysJTs5FFNZ0gmIFCnl5xM4g1MW+b4ijxEZzj66fa31EFArmfi4cR772MOd/0E40x5++EKqqr7Q6KN13XPAtNQfJqYLFpI9Fq/np1MD5/KY7r2J4wUdC5RStVOnTr2tqamJzs7OL1prUzN0/ThlwTgalzfJTTcdO1Im0sWBY3Gyzul8UVfhdOkf6u+SPKcax2liHyToGItTlUE2CycByzNsGJ4ADo7htV1JZmu6YdJvGCOLjKc+FEemsRdyXS8H3hqnYFL+ToezDIAZI37f88E4jiCvJv/cWpaPjHx19c6dfcyf/wDwrF/WdXeTPhY4E8fBKC+UUmcCOzMEzmWf5yRi8wccN5RSn16yZMmiNWvWrJqYmPhuhpc9BwzHLMiYo7XONn1sDKiISyZWMm+JjuZ9kNLnIzhWbnGiTSQamRjjdWurODADqNBav5Lul+Jj/hKOzVcskACxKsNmISHFqpYJonFhHvBipmtba70SZ9OY03c3QtSQZbiR/LeI22jnRuDh9BuGoz6yfv25EzNmzKCu7ooGpSZu9HoxEuzulOA3mY/Lv71QSt2TOk1QAuT3A71KqTPl3/ky+vsaCpR+xJ1y8BxClFKzKisrv7B69Wp6e3svsdamzdyI9vlRIBYNVtIoli2gSgSTFiejFQcagB9nybQj3frPxSXIEA131uljohGNUxa2EqcBNBuP49gUxoV2rXVPthdItSUWmn75++zRWu+TdU7hHhyf78gjG6S6bPcvgDg56chzalWmiZHWsnx8/JOXPf/8JqqqngbuuUopjvd6Xdbas4CzlFIfk3834zhlpAt6j2HfaYJ/xrHQvD/p3z3y7/wMx9lvKQfPIaS2tvamhQsXNvf19f3eWntfttdKxuodxpgDfFqelzTnyEYCoLXuIwbaZ2PMfOCYfD4zjh3Rx6LuRCFVEpvP9LGEV6wPy/IUY8xbgbm5picmjSq/MOplfZGf7M7z5duNMZG2opRK2AfJQ54gSY9aY8xpni/Me6aTRtOegQGRtUQW0fBfSI4pmdYeeNvw8FXbGxsbmTr1BgUDP/Njfdbaq6y1d8q/qzIFvNbapam+z9baqdZalemfH+uPEpG+QccRpdSyhQsXXjg8PDwGfDbPt92P01QWWflGho78bHRH2StWgqNzgZX5vF6Czb8RfY17uzR+5svuKHvFGmNagDcCf8/n9dLLMAIc6eW6fKBJa51X8CzDjyoiXll5A051IW02Mg1bgMPEsSGSiEd7XhthmEx6RHrzD5wMvCKVsRz863sGBhayZEkdFRXfXOxj82AZHygHzyFCKaWam5u/09TUpLq6um6z1q7K530ynawDeJO3K/QG0f3mk32dRHSUKsIP3OOATq31xgLe8wwwK6rZWJm4VkjgnAgmoyzfOBdHG1lImf5PRHhATjGT5aTPIZLZZwkizwLuzVVdSKC1HgYeBN7u5do8ZkaGJudsbBOLysgh1ZEDcaSSObG2+fHdu82Wvr4+5s79KbDBT+u6Mh5TDp7DxQeampqO6+zs3DE6OvqlAt97P5Ct0S7MVOFk2wpCHrhR1UvWkOdNOIFsGH6NY8wfKSTTPp6peSwbopeM3PdsjKkFNuA0AuaN1nonjv4wctIkqRLkW8ZPZWdEqwwtwJ8KrKiA49TQFUUpg/w9Fvy8kQa7iYgmPWqAn0ulJE/efv7GjUfbxsYq4NpGpfC8ebCMP5SD55CglGqoqKj4en9/P52dnVdZawt6AElma6sx5hSPlugJElTVFHZD2ovtUSt9Sin/uVzNVOmQDUOPMeZA91fmKbVAHqXOjAxIMBoJ5LqeDTydb1k7Ga3133Hs+qKWda+i+O95TN4fGeT7aRcXjYKQQPJRoC5KwaTIA0eLua6FcRyrysgg99tG2djmjWNd97Fr16/vpKrqF8DjV3izwjJ+Uw6eQ0JlZeXVRx999LyJiYkVOOO3i2EEOEAa0aJCe6E3pGQk6LZRsa6TseMforRu+0rg1KgEk/LdNOTqyM/BCNEKrA4Hji1hUwiO7dmp7izHe2TYz2gWv9+syPuiJsU6hRImYkrz4ClES+PeCPQX+2aZrhkZ6YbIck6jyM9s7Zk3DQ19cvSII46gsfHKSqXGytnnGFAOnkOAUmrB7Nmzr9izZw+Dg4OfttYWtaOXkvjjOHrJ0AeTUqJ1w7JpGCezGQXOAp4oIWuTsPfaRHQ07tMovpQPTAYZ9RG5rutwGoseLPFQzwHtMro91Mj3MiV57HgxSDUmEo3AkqRox/meSuEBnHt26KfFygapKPlVCl3GmNlurMkHjgM2SG9RkfyfyzduHOKAAwaAn15dbh6MPuXgOQTU1dV9c+7cuXXr1q37lbW2IB1sKlrrV4EhojENaIo0hJWESFaawh5YyVjeJuB5Fw73EE63fqgHiUgWsdKFhy1a625gVumr8pxjgNWlVFRgMhN7H86GK+w0UkTfQgZ2SHNp2FkGPFbKRhgmm2JX4GQ3w04TpcmvgElbxqGwbxjkmTIfeKyU41g7/44dOy7dBjB9+s1A3y0uLK9MgJSD54BRSp1cU1Nz/iuvvDI0NDR0uUuH/Q1QGWav2GI68nPQh5PhDDMTwD35duRnQyQQ/4UzZCXMzMwxMbJQBsP+wAU2UnrWGQAZxPCHsG+ScGkjDJNVhqqQ378U8JTW+jWXDrmcPG0rg0K0zlWlbhYSSJUh7PKNOuAPpVZUHC54z8qVU7C2G7ixqZx9jjahvTntDyilKqdMmXJHZWUl/f39N1trC7Ety4hkrA4CTnDjeG4jwU9B1nS5EG1paB+4xphlwJh4nbqC3NBPNsYscOuYbiLWToVaWWVFa91LiB+4xph/APpK1DrvhdZ6M3BeWDcNHmyEE/aboawySK/BhbjobiTXyzpjzNtCXEEr1KM9HzrD6tcvlqDvl3tOyVhb/8Tg4A1r+vv7mTnzZ8Cqb7tx3DLBEMpAY39BKfXRhQsXHllVVbUV+JrLh38GOCaknpo1gAs7+b0J6wNXrKiOw+UNg7ACODdsmwaRa1g3g8gkOsOol5SO/DY8uLaBrYRQviF9C/lOEiyU7pDev04FNrmVgU1iHJiK02waKiTAdTtwTsg3BqUpLzTIBuZcSpRr7MspF8CHmD9/FrW1V9eXs8/RJVQP3P0JpdSUGTNm3GytZfv27Zdba91onJtEJiA9Apzj5nFLpdSO/DzoDqFe8mRgRZ5juAtCyvqdOMF5mGgEXMnYpJI0xjo0fteyWTgFeMCja/tZYKYxJmybwwa35BppGAVClYU1xkzFGZTxhNvHluv6UeC4MAWTCfcTN/oWMjBK+KzrjgQGtNZpx1sXi7UsHx297I6tW/tYsOBF4P7vK8Xxbp6jjD+Ug+fg+PysWbOmbdy48a/Af3t0jheB1WHRS7rVkZ8N0UsSlkys/LefCjzt4WkeBkrWUbtF0therx624DQthemBOx1YpbXu8OLgcl0/SogGpxhjmoGSmiKzIcHkSMgsGacBf7z+ev1rpbDy7163Di7yly2Ea/hTmwdyjUmkf6MhZHKVcZxmXdex9shLNm/+8HBzczO1tVdUwOh/eXGeMt4SigBjf0MpdWBFRcWla9assf39/Rdbaz0JfKSs+CxwUEiCyXqcQQhe00cIGunkYVAH/NYj+QIwqQNeEaKx3Y04ji+eIYG5DUOGTjZIYziVHs/QWr8CbA5Dxl3uJxUeb5ASuv7mMARWouHfprVezd4VvXMkiP6xG+fRWt8LjIbhnu1Ff0oGdhCSDYMx5lCcjbBnG0NrP3nZihW9VFWtBu5cUpZvRI/A/zj3RxoaGr592GGHVQ8MDPzQWvusl+eSEvIBwFFenidPWt1qvsiGBKoV0h0eJAcCZ4mVnteMA/8gD/jAkAd+rZebhSR244xGDpq3Aoe54aKSBxXAR0JwbdfiXHN+sBunehMYIl04l9cdff6Q5mUXuhhEtwPnuXCcUqnBPQvCjCRVGeq8Plc2RJZzMh7Lhayd/r2JiRu6ZsyYQXv7t4EdZeu6iFEOnn1GKfW2xYsXn9Pd3T0AXOfTaR8G3hLkjUkavDp9POUQjidpIEhG9G04pXbPkWD1aeB0P86XhVkuW9NlRB6440FmYqWR6mAcqzHP0VrvwHEwWebH+bIwVWvtVaPgXkhZvzbg7PPhwIjWeh2AtZwLrMnw2gtdkHO8AswPspqU5NHuVX/KXkimN+j5BCcDz5c4DTVP3v+erq4D7eLFbVRWmrJ1XcQoB88+opSqbmtru722tpZt27bdYK0tYWJR/shNaT0BdXFLcDPoU2YOmNSI1gVY+jwJWOOlVjANz+GUuAOxrpNGzW4/zylesUFmJc8B7vcp057gPpzNcCCbQy+s6XKhte4EAnFYEVnOKbB3MGwtB1iLInMQXbScQ+Qwf8Rx0glq0zBTNmt+sjWoplhjTBuOdOQpP85nbfXywcGvrN66tYvFi+8DXixb10WIcvDsL5+oqqp6w7p169aPj4/f6vO578dpRAmCJj/kGqkEbF3Xh5Px9w3ZnNyFP7ryvZBNSlWiYdNnArGuk+rC0/g83EIyvr/A0Zb7imhg/ZAhpWOnBDh+0wDclcmjPSmIfjHD+4uSc4jTw9MEUEET+ZevG2GYlBkOBtTkXgP8yK9Mu8ObPrJ58zmMjAyh1GfrlZq40b9zlymFcvDsE0qp6U1NTTf09PTQ09PzGWvtsJ/nl0zGoDHmfX6eV7JjvgfOSewwxvg6edAYcyRO6c/3IEMarOqMMW/y+dTTcHFoRCEkjfr1TZYkgfOJWuu/+1lRSSCZ2PYANg0tQWyEYVK+UeFnJlaqKcdorXMO+7GWIyWIziThKUbO8SKwwE/HEdkIVwa0EQbHJ91XiaEx5ihgoc8VJKxl+djY5d/evHmApqYngd9fVbauiwbl4NknampqvnzwwQe31NTU/AX4fUDL6ANajDEH+HGypGykrzekZLTWw0C1Xw9cY8xC4Bg/zpWF7fhY1hdZzu4ggsgkevE3Q3cCwVvlDQJn+HhtT8cZ1hIkffibcT+HAit21nKCBNHpmgrhdTlHTq9oyYLOAt5SyBpKZKZU7QLBbycduX+dArg1ar0grD3g0vHxa0eWLl1KS8sXFQyWresiQDl49gGl1BGzZs26qLe3d3xgYOASr6zpciE34vtwHriVPpyyGjimUDwAACAASURBVPCxBJaRLnxoRJHNwknAkx5MH8sbGcbyV+A0n05ZjTPoIDAkcN/lxwhr8Tc+FA8GZRSCWKYN40Mvg7h7DAe8QUp20vH8/iWWZaMUGVRZy7k5gujj88xEPw4c6se0RWPMFBzbuKAZwD8nnTOAZ4KqqDhc9Jn16ytZurQKpW4rW9dFgHLw7DFKKVVXV3f77NmzKzZs2PAf1tqXg1yP1nozzkhnP6QM0zycPpY3SSNgvS59zgOU1vpVj8+TD88BlV5/5iRrOt911qlIlcEPV4YlwMteDvspgIdx3D68ppoAtPQZGMGf7PN04LFSNwxJQfRPSJ9MyJqJFrnKCuDYUtaRJxUEvBGGyUSP9Vr7LJuwPcAzXp4nF9Y2f7+39wudIyMjzJjxfaCz3DwYcsrBs/e8q7Ky8pQVK1bsHB0d/ULQixGewrkxeaYrC8CaLhejON60XjKGd9MiC0KC2T/hfTA5Kx89qI9YnMYfT5D/ll1aa08HouSLuLk87EMmtllrPejxOfJCgslGL69rCdpednNipLV8xFoqgZtI75F9fJYg+q849nWeIdWFiaCrCwnE6cPriZptwPIA9d1JvOt9r766mMHBHcDn65Wi3DwYYsrBs4copera2tq+3drayvDw8BettZ5NLCoEuTkeCpzoxfElKA+8xJuMlHvrvHrgGmNOxRk9HpbsHNKweC7OsBbXEeeDUFzTCaT06klVRa6dCwlBZi6F7cBHjTGelLllIxymDZKn1nXSK/AxwJOqmbVcYy1V5A6iX0j8QDKxO4wxH/LQfjMUlcIUPLOuM8YsAc4Ny6ZQmgf/Y3xcsXjxX4Cny82DIaYcPHtIZWXlZYsXL16we/fu14D/CHo9KTwBHCJDHtxmqpejTYtFsnSuP3BlKtWROF7aYeNB4G1ulz8lkKz1Z5hAwXj1wD0MGA/A+zYrskldAbzd7WNLM9VQmDbCSfR6pAM+DVjhdaNzUhB9Aunt/46QILpfKY6Xv7UhwHUnHXEkCtIVKS2yaRjz4P5VhTPE6s9uHrdUrD31E8PD/zY6bdo0GhquUDBRbh4MKeXg2SOUUrPnzJnzhf7+fvr6+i621oYmIwmTmdg/A2e7eVzJRgZiWZYnPRLsusk5wINhDCRlw7AW5wHtJrMk+xc65IE76qbeWx7ep+EMrggjK4BWcXtxk6kyiCZ0SGXF1WqSbLrmA0+6dcxcWMtya2nE+RvdleYlzcATSjF6222fmgu8yc2pmpLJrpaegTCyA5ji8jHfCHS7Kctxi/Hxiz+3YcMulizZAfz34nL2OZyUg2fv+GpdXV19R0fH/1prQ7W7TeJVYLlbekk5zpi/JvOFISU61x648hDbAvzdjeN5xEO4WHYXt4lQBlQJJDvs5iZpGs4kQd8HR+SDuLv8DnAzqJpFuPoW0uG2k049cE8Q8isJoqdkGbhStXPntG9/73sfv+3OO//tGy6eelaQ1nS5kKrHbpeddLZDSePTPcPapbdt337pyPDwMLW1n1ew+2dBr6nMvpSDZw9QSr2pqqrqo5s2bRoZHBy8NOj1ZEJuSmuAs13y1AxTR35GJGM6s9TjSMamBXgi5BuGPcBKY4xb2ecKHMeDsLPdjbK+aImrQ+KikhG5rjcZYxaXeizJtO8JqVxjkqQBOSWX9Y0xB+FIVALXd2cbuNLVNUv19LR9sq5uaKLUpjKpwoVKhpSBYVxq+DbGnAb0BDHEKn8+esmaNc0o1YlS31hcbh4MH+Xg2WWUUqq5ufm7Rx11FENDQ9+y1q4Oek3ZkIfPKHCyC4drCfcNaS96jTGl2l0dDpwUjk7tnEwAbzDGLCrlIKIVJMybhQQJr20XGqxOIbgx74VSi6NxL9VJpwZHXxsFxijRYUWC77eSvoEvMDINXGlp6WXx4rUKuLqY0d8w2begQizXmESeU6rUJI8xZg5OA3UomgQzYW3dnRMTN2+ZP38+s2b9CNhwRdBrKrM35eDZfT64ZMmSYzs6OrYDXwl6MXnyBHCQlOOLQkq8gWdsCmAUKFqukjSV6n7XVuQhEkg+AZxYYjA5TWvd59Ky/GAMqCr2zcaYBUA7AfvA5os06q4H3lzsMZImg0ZhU5jw9y51I3wssEl6BEJHqlf01q2zaWgYZOrUSfVUMaO/60jfqBhK5NqeUez7ZbNwCvBIkFNv8+fM8zdsWMaCBbOoqbm6spx9Dhfl4NlFlFKN06ZN+0ZFRQXbtm270lqbrvkjdMiwh7/hDPkoGMnahFrrnIoEk5UlBJIn4fjARiaQ1FqvxMmsFeWwIiXesFlZZUVrvZvSNLGnAH+O0rWNo3E/sgSN6HScMdiRQWvdJVnFgpFejUOAUHh3Z+N1r2h106pVB4wvXboKpfZS1iQGrvRkazST+15dGJucc9BljClWcteCM7kwkDHchWIty0dGPvvdjo5tLFmyAniknH0OEeXg2V2umpiYmPXaa6/9zVr7k6AXUwha6ydxfESLycZOD2sjVTbERaBYq741wGMuLscv7gYKbpaUrE1dWDxRC2RbMdZ18rfwF631Og/W5BmSif0hUHDwLA4l42HXOmegr0iv63rgFxGSnGEt1/T3t1Rt3z7j6qqq0XRZ1FbEoSPDqOcphFy6kA5JekwUKt+Qv+UK4N4oXdvWHntxZ+eH7c6dO1Hq0kqlRiMVV8SZcvDsEkqpRbNmzbpyz5497Nmz51PW2ihlqhJUAhcU4kQhPtGh7dTOg/5Cm8qMMecAm6NS1k5GHhwzZahLIcwOqzVdLorxihXN8PnAZs8W5iFSTTq8iObBaWHzsc4X+cwFyTeMMfOAs7XWkagSprJ+/eKbr7vuxnfMmLHtdNLL5qqAO5VisrlQ7u/1Ecw6AyANnYUOQnozcEyYhljly8TEJbds317D/Pk7gB9fULauCwfl4Nkl6uvrb5k3b15tRUXFL6y16carhh4JjsZxSpg5keaxkYiVtPdCsk1523sZYw7DsUCLXOCcxKs4Zf28rNwkmxdqa7pcSGWkkFG/Z+JskCKTpUrDKuDt+VaTJDsf5Y0wWust+VYZRLpwHhHRs2eh5+KLv9dqLe3JuuiU10w2F95++8V3R3UjnER3vlUGY8wUnMEykXwuWzvjc9beNNrY2MisWbcAPb8Kek1lysGzKyilTpk7d+57urq6hgYHBz8b9HpK5F7gjDwHTNQSoYaTTGitO/PRS8pm4S3AQ1EOqiTj9CDO6O58qCQ6zgvZ6DLG5Gw4MsZMxxmU8bT3S/IOrfVmYAPkzlTJ3/twlDfCSfTnOURkGc6gjA1eL8hjVgBtiXvY67rofcd/19UN0tfX8v4imgtDhWSQVZ5V0rOBx6Mky9mXf7p448ZZzJlTT2XlV2dnkOKU8ZFy8FwiSqnKmpqa25qbm+ns7LzJWhu6iUWFICXbP+A0V2REsjY1UZQuZKBXMhTZmAFs1Fpv8WNBHvN3YG2uIEPkC4NR3iwkEL3kaB6Z2Ok4G6TQW3jlwWPk5zZST8SaBLMwQn6feRxnExlpxDliOTA3+edJ478/BoyApbJygrGxSblworlwe0SlABPk+J7lb30NzgYjslhb+YOBga9u2717N1Om/BhYeUfQa9rfKQfPpfOvlZWVR77wwgsbx8bGvhb0YtxAa70aJ5ORTQscuY78HAyRxbpOss5jWutIWNPlQjKMT+Pon9N+btkgNUS0STATQ2TxBJYN1Bat9Sv+Lck7tNb9wDPZ/pYl6xxp+VUykpWsyuakI1rwl8I6erxQtNZ/B9YnfNiTsZYfWEttW9vOz+zZU58u2TEdp7lwPEp2aHJtZ9Q+y/d/DPC3hOd7tHnLu1euPJHR0UHgczXFeHuXcY9y8FwCSqnWGTNm3DRnzhzGx8evsNbGKchoAE5N9wvpdLZxedjCZDA5nEWuchaw0McleY4EGUcDR2V4SRPxkGtMIpKV+nSBlQQeH8D53HFiD/DP0tybjkbi9z1ndNIxxkzDKeUX7DoTcvYAF6VzojDGVH/603f858RERW26oStCBSUMXQmI7izX9VHA/DhUzcCxroNrflFZOYWDD14F3HdhRCsGsaAcPJdAdXW1Xrx4cVtXV9dy4J6g1+MyK4DWDBPpZoRhhK3biCauKVVHJw1Ii4l46S8DDwLHZ/AEboq2TjAjfaRvHjwK6IuJLGcS2Rg+gjN5MPXarsGZMhebjXASAxkGP50CPBsTWc4k4jbSARyX5td1OAODgH2HrqR5fWLoyuYwB2gJ94zUjLskQd4MPBzEurzC2gM/0N//qbGmpiamTLkWGPll0GvaXykHz0WilDpowYIFl2zfvt3u3r37YmttLHa3CeRh+ihOl/IkYlDfFcii/GGYpMyjBBvnAn+Kos1RLmTIy0r2/Z7nxC2ITJA0tnvygSubhxNJn5GLA3/HkassTfn59Kha0+VC7Of2Cp6lqW468Gwgi/KePwPHJPdvyD2sMZ01XVJzoeii92EOjqQjtLpomQqZmn0+EOiI47Vt7Sc+vXr1CAccAEp9b065eTAYysFzkSilbhkeHq7csmXLD621fwt6PV6gtV4DPJYocSfpfmOgH0uPTKRLfuDWA8+IDjyuPASsTfwPefBGapJgoaR54DYAd0fV7zcXUrr+JUkBUhys6XIh1nXJTjoW+ElMM+2J6tmv2bvhe7bWOuv3nNBFAyeQ3i867LrobSLHSbCTmG6ErZ36vd5eM9LZ2Ult7U3A9tuDXtP+iIpZwtQXlFLnTJ069d7+/v7+8fHxA62124Jek1dI4HwB8Asca7pdcQ6eE8gDtxs4AnguLrq5TEjm9W1a698YY2ZqreNcXQAmN4NtONrXBVrrSFvT5YNUjhYCfwNa4yi/SsUYk6gkHQQMaa1fDnI9fmCMWYgj0xjAaQYtWH4luucPkznJ9gdr87a79Bzxre8D3g08kWvDEGWUGr9IqXPunDLlKQYGPsTY2HduspZrgl7X/kQ581wgSqnqqVOn3r5gwQKstTfEOXCGSfnGOpwGm9H9IXAW+oEzgKlxD5yFQRy995txNg2xR2Q448Dbgd6Al+MXu4FjgXn7Q+As7MGpJp0AbAp4LX5RA5yG45ZTVN9CNr9oIWxWd0M4co1pQKyfy9ZW/sDar3VNmzaDuXPvBV64Mug17W+UM88FUllZedmyZctu6e7u3nj44YcfsWzZskpen1DXi3PTSjRf9eNsUBKZj0RJOCEL2I3TrJHQp+3BKasmbKUGcW4IiUlwQ/KzFjnusLxnCo7N2ghOpqEZx/9yTM7ZKOsalzU14GSRJ3B26vU4DSXgTJKrS/lMjcAlOGXftTH5TLm+pynAx4Ef4QSTcfhMkP17mgH8I04T0e6YfKZc39MBOINvfhmjz5Tre1qGI1n5c4w+U67v6XRZ5/Mx+ky5vqd34zQ5r3fjM91226fO37Wr+ea6uuFaQI2OVjE2VkV9vSOlHhurnLBW3XL11V/7poefKdv3VIGTKf8Nr8vOovA9FXXt3XPP+ad2dNz5u6OPfoHnnqulv//en1hb8RHK+EI5eC4ApdSM6dOnr5k9e3Zzb2/vBzdu3HhX0GvyAylvH43jRLAy6PX4gTHmJJwb1grxE409xphGnGl0L8dgfG9eGGPOwxlXvlGGTcQaaR5rw7Fe/E26JrK4IdZtZ+FIVbbuD5UkGW40Hedz/8jtz5yHpOMn1uJrICeTQQ8AVmut94vqWUvLa79qbHzXe6dMgddeuxF4zwmOpV0ZrynLNgrjhuHh4eZXXnnlvve9732/lmBjf6Bd9KCd+Yw3jglrcaazJaZU7Q9MwclGjuQ5nj3SyPf6NM4I67h5O2eiCicb9lugJs/xxlGnAacpdoDXs3lxpwrHFen3ZBkKVCx5SDoSVnfDfrhByGahBngKqNwf7tnGmIrLL//vf9269eKJrVu3Ap8FBn8X9Lr2F8rBc54opY5atGjRRUqpsbGxsctaW1tHgX3M6OOGGNAn9GOtwD+km2IVF4wxFcaYC4B+0XuP45TbYo1Y03VKhuogHL1kbBFHkYuAbtE+V+8PD1wca7pemRp5OnBw0AvyEmPMAcA7tdZ7pILUkus9UUc2RPVa61HJwL5XmulcJ2kEeCaXjhrgTh9cOo4HDtFaT0iz80wPzxUWaoBRay/6+q5d8zn00HqUunV6SN1QYkc5eM4DpZRqamq6Y8aMGRVDQ0Pft9a+IoFVRcwDySp43Yhea70JR691ZJDr8pijcLrTd8Pk4IFYP3BlkESyRdtTwBKxMosrZ+KM7Z2ASeu6WD9wxWkjuZHqMeBMGZQSO+T+dTZwf+Jnaazr4sislGbQl8BbVwxrWW4t7VkGryRPL7zXzXOLXOMwnLkECbrl53FmitZ6j7V1V09MfK13bGyM+fN/BGwuNw/6QDl4zo/3Llq06KQNGzb0joyMfDHxQ631TjKMgI0JbRJUJHMfcFIcy/pS+juJpIctgNa6M+YP3OZkf2PZLN0PnBvHsr58lzOBZ1J+tT2usiQJJG2yW45kJV/FmbgXR44DNqWxXRyIq+ROKiqpXuUvA7WShfecPAavJFw63MpGnwE8rLWePFfi/0/MKIgbshFOGgBzzrkbNhzGzJktVFd/vsLtDUqZfYnlheUmSqn6mpqabwwODtLd3X2ttbYn5SXbRNoQK+Th0pf6cwmyfk48tYMzgL/IpiiV3Ul+sbHBGNOebpKg1noV8AQe6CVDQCPwP6m2i9IwWBFT+UZ7mo0wONnndNd7HNgGPJD6Q5mqGcvgGWhKVM0SSHXlPl53d/CFlMErm3EG1CSTnI3+cTHnkOD4KZzseiq9xLCXQRpgJ5LvX9ayfHj4iw93dHTR2Pgb4Klzglvh/kE5eM5BZWXlZysrKxetX7/+xYmJiTtTf5+QNMTwgVsNpHUfkIzVkbL7jQUiXRjSWqe7CSN6yeZ0v4sqUq7P6AGrtX4VeEucyvqSfdueaYCCZCnb/F2Vtxhj2sjgeyva5xXGmKP8XZW3GGPeiuOgkun67pG/+dhgjJmdbiMMoLXeDKwxxsz2eVkJScc8a6kgvaQDXm8wHMq3wVCqKe8ENqRzE5Fns5VgM07MSOfRbu0bT+3s/Cc7NDREVdVlKDVRzj57SDl4zoJSam57e/t1CxcuZHx8/DPW2rQDQtKM+o00clOqyDHCdgtwTozK+qfjTF7LxtaY6egybpCSqARO9mEtniNSo9PI3ei7SyYuRh75+5xIbPIzYIGjjDFLfVqWpxhj5uMMy8g40EmqDJVxKetnqhSmUAO8yxhTn+N1npEk6cjUYFiL02CYTzb6RJz+lGzPqWFiVGWQKneW6a9X3NXUtIiDD+4H7jqn3DzoHbG4cXhFXV3d1xcsWFC3cePG31lr/5Lj5d3GmNYcr4kKMzJIF5JZjWP9dIQP6/EUY8winM3Pc9leJ9mNoRhlMhq01sM5XvMkcGBMru03AR15TNYbIT5OOjk3SBJ8PAGcEPVgUjYLJwGP59gwgBNcx6WqUokTKGZE5CprcYYCBUoeDYbwejZ6nwmGIqE7lL2bBPdBtM91Ub+uYTKplXXKr7XTP9Td/bmJ6upq2tq+DOwqNw96ROQvKK9QSr1lwYIF/7x169aRPXv2XJbHWxLyjUhnYqVhKqfBvASSj+EY8UcW+b7OAv6YI4ORYIwYBFZiTZdzPLOUvV8Alni/Ku+QrPMRQK5NcCKYrI7DAxdoFceYrGitV+MEkwu8X5KnTAfGRHKUFenf8MTCzU+SXJEyBlVJPAQcHqbNcBrP6FQJxnTgiZRs9GzguVR9dzpEohUH56A6nIRVDj7ytZUr61i6tJmKiq9VFKsnL5OdODwcXEcpVQF8e+fOnWzevPkWa+3aXO+RYHIcx5w+kkiwUJnvpDWZQrci4s4b1cB9YsOXE5nIFukmFMna5HzoJNBaPwFsifjGsAH4ab4T9UTXH+kHrpR4C2kG/AXp3REigVyflTij1vNlawycdNrynYIqmdgfEULv+oRndC5tdFXVmL355itevP56XYhl6g5jzDR3Vuo/0lNVmewokglrq64ZGLipZ9WqVVRXfxtYf6H3K9z/KAfPaVBKfXjRokVv3rlzZ+fY2NhX8n2fZDKi3Gw0M1MjVRb6gYvEIilSiK71bK31xkLep7XeFvEH7pQiRo4PAf8SxWysMWYBcFw+WaoUIusVKw9blYd0YRJ5bYMx5gzvVuYpJwOLCxlFLa/dE1WNe6LRuZD3yHNqvl/WdcWQORttOeywl6mtHSpEG43I06JcTZpKXlnnBG89r7f3XNrbW6mpuQqleMKzle2nRPVC8gylVNPMmTO/3tjYiLX2KmttoQ/cnVH0ipUy3o6cL0xBHrjP4HhtRo2zSN+0kg+RfOBm68jPhta6F8eZI1IDcuRheR6O121BSJanKqIP3Jlp/I3zYRNwaNSydHL/eiOwotD3yrUd1UFIzUVshAE6gLPCPuQrJRv9h2nTulFqgt7evXJU+Tp1dAGRuq5hrwb+vDfC1rIcvvTs2FgVS5a8ADx8fKpuvExpRPGh4ClVVVXXzZkzp72jo+M5a+3PCn1/FLu4k8rxeck10vA0MMsYM9elJXmOTM/L2SSYCXnghkY3mA/SZZ86QKEQ7gPeKsNkosJxwOZ8ZTmpSCUmUpaMki0valMoGbo/4/FEOg84B2dQxmCR7++K4IZhTjEbYZi8rtfiuF5EguuvN+++5JLvXrJ16+zLSZ9tz5qNlirD7ojdvyCzR3tWrF16bFfXR6ivr6e5+SpgrGxd5yKRCfD8QCm1pKGh4bJdu3bR19d3sbU2nwayfYhgg0I1TpNN3uXOZKRR5R6i1bk+E3giHw1ZFjojNsK6igJLvMlorXuAPxKt7E0FOTry82BHVGRJsmmfyLdvIQOvABuiMoVPfMjXAC8WewxpEh0NeyY2gfQtlLIRBngcmBKhXoYm4A9bt876lrXUk3n4CryejU6dYjhKhJ5T0rdQcOCcYGLisvs2bRpj2rQu4D9by9Z17lEOnvfm6xMTE7WrVq36qbX2yRKP1R2hTEZrEXrQvZAGqz3GmENcWpNnyMO2Q2tdcCk/mShlMoop/aVDa70SZwpf6LPu8uD5mwT9pTBGdO6V9RTQDJoOua6XA01hDyZls7AEeDZPt5xsjBGdhu8aSv+ed+NsLAPzfc4X2bwu0FqvSfwsZfhKplHgyVMMt19/vX4Tzqjy0G8YpG/BlnLPtnbK27u7r7Pd3d3AdUDPVa4tcD/H1weCUqpFKRXKRiul1OkHHXTQe+vq6vYA15R6PMlo2rDLN6TE2+vS4caAU8LsviHBwL+SZYBCgQwTjQdum/i8usEMnGEjoUWu6/fignuEBGUTEQgkK4HqEqspwKT87ATCr3E/Cjg0T5u2rIgtY+grDNJrsafYSmEyck/4UAQqaGeQJV5JjALP4Rs9HXji+uv1tttvv/huj9bpJi0U0Ye0L+//6eDgMSxbtpDKyhtUuXnQHXwJ7JRStUqpDwBvB36rlPq2Uuof/Th3PiilqlpaWu5obm6mt7f3RmvtZpcOvQfHmzGUSGBf5cbDFkBrvQOnfHqcG8fziGVAl2iWS0aCjFA3lcnD1k0LshXAVBkuE1bOAJ4sNdOeQJqywl5JaqGgjvycPACcFFb5hlR8jicP7+4C2B7ECOt8kftMbb6Wi3nyCPD2sGZjjTELcfpLns/n9SlTDNPKOvr6Wt/f0DCYTtYRCuTaHnKhmoK1FR8ZH//WWF9fH/Pn/w54rdw46AKeP/CVUofhdLs/aq29GycbtAL4uVLqHUqpwP9gKyoqLlq6dOkha9eu7RgbG/uGW8eVG1xtiAOrWUVY0+XiUZyJdKEbJCI6weOA+10+dB9ONjastLq1WYDJTOz9wKluHdNNJKhvJs+HbQH0hlWKJfeYmhK1znshlmbPE97x7EcBa12Q5Uwi2dzhEEux6nCvagaA1vo1nExtWCV3h+P0pxT0uVNkHQnLOwDGxqqorBwD7F6yjhA5UtSRY2JkYRzzyfXrT2XmzOnU1V2BUnS4d+z9Ez+CuhOAh6y1WwCstZustT8Evgn8F06XdGAopaZWV1ffsGXLFnbu3HmptdbNHT04maDQ6UONMW24UhLaG9kw3E04dXTNwC9L1XenIg/cEXGzCBWSRet0+7jiXnF/SKUMo8B/u1HWTkacKGpCmqHzYiMMztjulR4c1w06cLLjrqK13kl4/fpbi7Smy8XvCOGAHPlbe04C/KJJsryblHXs3t1MU9Nej4LkSYabgwqkk+RXrm2SrOUHY2P6lVdf7aC+/jHg3rlhzLhHCU+DZ6VUHXAR4jwhk/sAsNZeBawCvqmUOsLLdWSjpqbmS42NjdO6uroeAn7t9vFFElETpuyz3JCUBAOuI8HpGVJuCwUSRLYUa+2UC8l+hWrUrwTzrmgj06G13gy8N0x+18aYN+FIkVzdICWQqZqhKuuLvrvbi2NLJrvDGPOOMG0ajDHvBXa7JctJQ6cxJlQWhaVY0+VCKlNdxphlXhy/GCT7/68U78WflmRZx9BQ3faamrR7hjnsOxLcL2ZqrV39zADWzju0r+8yhoeHaW6+Fhi52u1z7E94FtAppSoki/sU8B6AhPWbUiqRrXovjtful5VSvo88VkodOmvWrP/T2to6Ya291FrrVZARNuu6kjvy8+Bp4FzZRQeKPPTPIH0TiZt0hkwvWaqvcz5sAt7m8TnyIkmWU8hI6mLYaYwJxUZJNuUVbvUtZGAUaCQkzYPGmDfg6Lu9yMACk9WkQXHmCZxEk6DHpxkH3mSMCcvAmFOAdV5tkKxl+ec//9VZ1157Ywspso4UMtneuY4MWHM9cH6di5+srX0DixdblLqjPHmwBDwLnlM8kt+slFqa9LsxpVSltXYTcDnwTuADfuqflVKqoaHhtpkzZ1Z2dHT8P2ut2/rIVHaEQS8pwWyNV1nnBFrrDhy5QBiaBw8DRsRmzTOSHriBhLLZogAAIABJREFU6yWTss5ebxieAWaGZNNwKvC0aHW9ZBhQIcnEtuBR1jmBXNcPA28OupdBZEKnAvd5VVFJYgjHAz8MTHGzbyEd4jayghBo3EVW+AYcL2rPkPujuv568/lUWUealyfro10PpGUjXOlm30Iq1tYd39PzZSYmJpgx4zvA9rBovCOHl5nnxIPlpziZqbcrpSZ38dbacfm/PwbuBa7EyUL7xbmzZ88+o7Ozc9fIyMh1Xp9MgtUwTB5spoRBGQXyF8KhozsceMinc/UTsN5bgrp6lzvy0yI3+r8QsGRFMoS1wLNen0uCtsCddOQzj/iwQUpUz9YR/LTFNuAlr+QLyYRFciee6h5mI/fiaWC6VHGCZCrwe6+TPDBp1zc98b/zcevAm0B6hkd9Cymc84fVqxewcOE0lPoCSnleqYslXmaerUg3/gp8H9DAscmvUUolSvrnA3OBs71aT8p5a4Bvbdu2jS1btmhrrV83ph0E6CPqZ1AFkzelF4wxi/04XzokU/VgMeNNi0ECmaC79WvxXqIyiWT0O4Iq98p1XQv8wUMN7F7I31B9wIFVHT5uTrXWD+Bc24E0icrf1DjOABe/2Cuw8hupFE642TyWDTnPzwhwYyie091a6/U+nnZX6uCnPIewwN6B9LBSXFToyWWz4mllAUApRqDinKGhb/DSS69QVfVDYMXUELmMRAZfbvzW2stwMnKfV0rNT/r5uFKqSrTRXwSuSc5Oe0VFRcWnDz/88AMHBwdfm5iYuMPr8yWQG9NYgDq62dLw5DdniZbLV+Rm+GG/AuckBoEgm+javC7xpqEO+EBAZf03AOdI2dlPBnEqOb4jQXu9lyXeDMwFzvX5nAlOAg7zQa4xiWyGxwMc/FSNjxthmKwmvdEY47vGXTYLZ+Oz24ncOzJWDFOGsGQLpGuAOyWQHi0gkK7C6S3wGrk/H8Lg4L+xZMli6us/B0x4Ko+JIwUHzwnHjKSmv4xYayeS5BsX4/xRXKCUapBjKGttIlP0ILDCWutpJkUpNXPu3Ll6fHycsbGxS621fj98RghgVy8NTr6XZ6T0+QzBeAKfjftevzlJPNyDeOB6ZU2XC9mgdANH+3le2YiehbuDMvJCaz0INASkfZ6lte4K4LwvAnONMXP9PKmMWj8If7POwOTwp6D6VVq9co7JwXPAqQFU0I4ABrXW63w+L1rrTmNMzgnIKYF0tkbDKl4PpCcySTtkw6C8ll8pRUpVTrNz5zgHHrgd+LVSitVenj9uFBQ8K6XmAs8ppeoSTX+53pNwsLDW3oczXP1a4INyDJuUaV4JNCmlPA04amtrb5w1a1bTxo0b77PW/tHLc6VDgklfH7hyrhq/5Bpp+BswxRgzz68TyqCMKQQQPMOkV6yvD1x50A37mZlL4T7geJ/1kicCa7ywdsqHIKzrpJkqEJ2iVM/+iOOk46dk5RzggQAy7Qm2+j3CWjbCQWyQEvev54HT/TqnyIFOxrm+gqK3EPlZOv/oDC9VvC7tSA2k290c9JOFlHht6nh39+UATJv2JWBw6b5vKZOJQm9+i3HKlL+A15v+8sVaexNwD/BB4MPys0SmeRlwt7XWswYBpdTRdXV1H+3o6BgbGBj4jFfnyYU0Bfj5wPWz4WQfJJj7Gf6WHxuA//WjmSoLfj9wW+WhFwha6wHgLvxtmOzGcYIIkt5UvaRXhGAjjGQFl+PT9yxB1XICHNYi95ERvyR34pYzFOBGGOBJoMfHTVID8HOPhsDkyyD7BJn5kWg0LCSQbmjYY7/85Wtdny+xzwn3yToz5AT9F7FuXR3V1duBW9K9rkwG8v6jUEpdgqN1+wRwmlLqE/LzvC60pNd9Ckei8e9Kqa8qpd6olHoXzgX180IWXwhKKVVbW3v78PCw6uzsvM1aW9LEIhfwxStWbvajAQeRiQarZmPMm70+lwxnWe9HR3425L/5qB/yDcmWeGpZlg8i31iQT/mzVORaeiUArfNeyPlrfaomtfvTkZ+Tl4GDvb62RUN/htZ6ZcCBJDgNXX71Mkz1KRuZEXG6eAYnaeYp0hNzvEhkAsMtu9GUQDqttEMpS2XlBGNj1W+RjHShOulC2CtOszax8a362K5dN7Jz507q6r4JbA58LkNUKGRH2QfcYK29H7gauE0pNU+a/vKRb4yL+8YA8FXgQhxt5unAc9baR1K8od3m/UuXLj2xtbV1J3CDh+fJCwkm63x44NbiTyNCPmwG3uJlWV9ueufgfO7AkYeBpy4UicyQX04TedCD0yTq2bUtDi6HkN5GKgi68f57bsC5DweOBBnNOLIZLzkJwpENS8o+e71haCeAvoUMjAMnGmO8LumfC6z3+Bx5kdTL4ErGPUXaMRlINzbuZvfufR6FyTppqxQvuLGGFCYDeWv5AZw+bu07OeKIA6iuvsaD08WTvC8Oa+1PrLWD0gD4Axxv5t/K78azDThJ/C4pOFbW2pXW2tuttbfIsBTPUEo1tLW1fau2tpaurq6rrbV+OxGkRfSSnrlQSPDS6IdXZj5I48tynAYvr3gzTtY50KxNCj3GGC9dGXzvyM+G1notMIBHE+nkoXYC8KRfFl65kHWMe2zj5ldHfr48CbxBNNiuY4yZgtMk+KQXxy+SIZxpi54gmfag5RqTyIbhEeAUr6bFGmMOxxk8FJgsJw3DePA9JwLp6683UysqJk4h9wTYI5ICaetGU5+1VKX+79HRm8e3b+9jwYInUEqVbevyoNCGQWUdRoBLgblKqUQWN+OxpDGwRSmV0H/6+qCvqKi4YunSpXPWrl37krX2P/08dx7sEn2bF8wOSYk3mb8BQ15oByWjfRQBOC9kQ5qcKj3MxLb5MFWvUB4BFnp07Fk43rdBS69SGcUjJx3ZMFSFZbMAk9WzFTgOCV6wAHhBtPShIDGRzkNLxmrCMVhqEvFbHsDZyHhBM/BoWDYMMNm/4akN5eWX3/qotUyxFiVZ6XycZJamBNNWKX6c7Q356JitXVrV0bH2pra2Npqbm7+TcFUrk5mC/gMlnDPk/1+PYz93nVLq2IRnc7r3KaWmAT/C8XluSj6O1yil5ldWVl61cuVK+vr6Li60ydEHRgHXs1XSwBSKDHsyIi14CGj0IJisB34Ylkx7ChYPRv1KQ2IgHfnZEO3zcq+yVcDdHh23aCSY9EqSNDPIZtAs/BVY5fZBZbOwXWv9hNvHLhWRYrleMZT7YUOQzaBZ+A0ePE8kcfSK1nqz28cuFa31Fi96N5L6kPaKg6zlhKRA+gTynwR8YZqAevIfeTZAjo2NfeXFF1/cimM3+uECPtJ+Sam7i18DdwK/AhD7un2Oaa3dgaN3/au11lfPyrq6uq/Pmzevvq+v7x5r7SN+njsfJJj0otmoIehGqkyIpuztuJjJEA3swQF5ouZEpi26al0nN+GxoJtBs7AD+Hc3nSiMMafjZNpD+Zm11lvdfuBKY3HoNsIwqX3uMcZ8xK2NkgTOFxIePXs6uowxbo8qn4nzNxM6JCFhjTFnunVMkbL9O86o+7DSL/IhV5DnfEuuaopMN6xPCqY/RmY/6ULIeAxr7e6hoaGramtrmTFjxteVUoEMgIoKJQXPkkH+ArBHKTUph0jWPyeaCa21n7LW/jSf4yqlKpVSJd+YlFInLlq06APDw8PDwJWlHs8rtNbdOKVoVzDGzAzaaSIPHgDOdEO+IQ/ttwNrS16Vt3S5bF03Xa6dUCIB7tPA29w4nmhrD4fQm/n3uTWqXB62dbLhDCWytt04dqNucCjOptDvyaB5I/KZCbfkG9KEOBIm6UIadgAHSUOjG5wKrJDZB6FEkjFuyiqnklvnvA8ymKUqEUxLQF1otn48Ve+chv8aHh5+buHChe1VVVXXFbrO/YmSdS3W2u049nUXKqXeba2dEI1zk/y+mN3SO4Hfl6K7UUpVtLa2fqe+vp6urq6vi8wkzPS5kaGTMliQPpl5IUMt1gFvceFwJwAbwlj6S0aCSVfGsxtjpgNh07OnYwXQKvaBpXIO8GBIy9qTSFbJrWaj2dJYHHYeAI4rtX9DgsjTgD+4sioPkXuYW3aj00Iqy5lEgtwHcGEzLANg5hPAxMgi6HZjMywb4Vq37l/WMi85mM7jX15ToXft2nXxzp07mTt37uVKqSVurDWOuGTFYh8GvgL8XwCl1HnA1SWk/X+H01R4QQnL+khTU9NRW7Zs2To+Pn5TCcfxBZFYuOEhGraO/Gw8iDsBYC3wmAvH8RzJFE8v5RiSaQ/cuzsfZI2/pUTrQAnK1gN/d2FZniN6yZIydFIuDnVAlUBkSQ8ApWYlpwJ/DNrvtwB6S7XelGpUFDbC4DhidLkgZagC/jtE9poZkSqDdcFJJxIbYWvtk1u2bLmrqampGvhG0OsJKyUHz0k2dBroUkoNA+8DvmStLcoBQCztPgN8tZgAXCk1RSl1Y09PD11dXZ8Tb+nQIw/coicPJk0fC/0NCSbLveuNMacUewx5cD0V8FSqQukyxpSifw5dR342tNZdONMW31DM+2WzMAPnew79hiGJ3SV6AlcQre/5FWCg2AqavK9Ja+16A6KHlNTwLVWooahc1yIreQioKjaYNMYcClSEPdOewhhQdMVQ+hYi83mHhoauWLNmzZ6qqqr3KKV8G9EeJdyQbVgApdQpOA0P77PW/mvS2O1ij/tXnEzGtYW+t7q6+vPLli2bOTo6+lc8nFroEaVkMmZFKGOTYBxYJA1/BSGZvQ/j6C0jQ5IncMF/f7JBagqzBjYDlcBpRU7uOhJYJpZ/UWKMIh1WItAMmon5wBlFvvc0PB404zYJjXIJWclaonf/GsWRyr2x0PfKdX0y4W4S3AepDBd1bco9uzLscrNkrLWbh4aGvnrYYYfR0tJyRyYntf0ZV2QbSqlzgPOAA6y1/58bxxSuAS4qRHejlDpg9uzZl/b39zMyMnKJn7Z4LjFCntYyyUgZLWxevzmRQPIJnClWeV+PckM6G8cfNGoBBjjfczGBVTsRymAkkKE164DjCnmfTNU7EfizF+vyEtGI1hfppNMSVueYHCQ07gVNpBNNfCuOD3yk0Fr3UoR1XSLgjkqlMIWHcO7ZhSZ63gKsFb14pNBadxbppNNIBPqQ0nDLpk2bOpYuXXpIRUXFx4JeTNhwywj7YWvtlW5P7rPWbgFuoQDdTX19/a2zZ8+u3rBhw0+ttU+7uR4/KEFf1RTRhy1Sph2isAfQgTjl0khoYFMpJpMhnf0TEd0sADwMHFpg9vk4HB/YKD58Ek1lBUmxpDkpUpm5BJKJvZfCx7OfADwc4Wt7exEa91ac4SORQ541fwXytq6T5MhCItKfkoHdhWwYRHJWGWZHkUxYawd37tx56cjICDNnzvyKUsqTSaJRxa2GQS9v9LcARyulcpYClVJn1tTUnPfqq68ODA8PX+XhmjxFAoW8L1RjzJwIWNPl4lc4k7vyfeCOAL8OubVTLnYU6BU7I4oZmwTiFfsjCnOiWIszrTDK7CpwPHtDmKbqFYo0Rf2ePJtEJah6WMa6R5JE9jjfpEfCcSfCmwWAZ4DXCrhn1wG/jaDkbBJ5NhfSLNlIhPoW0vDrdevWPTY2NtYK6KAXEyZCP4LRWjsEfBa4NZvuRilV1dLScvvExAR9fX1fttaGvqs1B3vy6WiWXXAoBygUggTB83G8P7NijHkTsFs6/CNLIVUGCbJDN0mwUOTBeYwxJqcUyxjzLmBbBLXOeyGj0/MKnmUjHPV7F2IbeWauLJ24qHyQ6LhNZER8qfOtnoXaoz0fZMOwEjg9VwBtjJkP/ENUK0jJ5OukI/9NGqO8WbDW2oGBgU/t3Llzor29/WKl1KFBrykshD54Fv4H2I4zZSctFRUVn1i4cOHBtbW1G4FbfVuZR0hZLJ/yUCUQxnHUxfACcIQMw0iLZPCOBSJ7Q0pGHrhZb8QSXI9IsB0HXgbOzrZpMMYchhNwRqbJJhv5OOmIXCPSG8IUtpLbE/hMYH3EM7DJbBdnhYxEzJouK3JPaiVL86BUFs7F6W2JC3vy8OuPhDVdLqy1z1dWVv7n/PnzK5uamm5PHoK3PxOJ4Fma/i4Frk+nu1FKTZs+ffpXxsfH6e7u/oxkqyOPPHAzNigkaWBjEVRJWf/POM2nmXgr8FyUy9pp2JYjk1FPxDrysyESow3A8el+L0H1CcCfIy7LSaVfGiAzUU1Etc4ZWAG0GWPmpfulMWYGTrXpKV9X5SGSjbWZMrERdlHJxqPAsVmCyWXATq31Rh/X5DVZLQrFdjHyFeEEIyMj13Z1de2aO3fu6WR/Pu83RCJ4BrDWvoCji02nu7l+3rx5U9avX/8wzkCGONGfRS/ZKiXhOPEK8Gq6pjIp8U4FnvV9VR4iD9xRaS7ZCwkkVdSlC2l4FMgUGLcDq+KQtUlhmAwPXJE39MdpsyDX9eNkljK0AfdHsZkqB9ksCqfgjLmODVI96wAyJXpGgfv9W5H3SKInW+9GnTSFxwJr7fYtW7boxsZGGhoavq3+//buPs6qqt7j+Oc3M0I4KCMq4aWUKEkLHwI1S7MyKHtUS+0500wyszIL06uOc69F2JNmWeCrbmXlLbh1X3XLB6i0B29akt4UCYVEI0IFRh0ehGF+94+19rA5DjN7mLNnn7PP9/16zWucc/Zsfsc1+5zfXuu31jIb8i651WJms8zslPg1a1d2RdyVc9RN8hxdBrwrXXdjZi9uaWk5Z+nSpT0bNmz4SB0uTTeQDfSxOHtMqEvRw54We2QWAwekk8nYk/MsYEGdLu00kA2E11dpDHU6I78/8aZvceWEyWTTCMLKHKWys0ll9TwjfyBx45SVlZvFxE2C/lFnG6JkEkvunrFRTBx16CrTDVKivb39RmBzZY97R0fHC4H74nJ+pdLe3v5YX6VYseyw7uenVOrp6fnq3XffvbSpqWkS8NGi4wEws4XAIndfEL+uBOYPcnnjXTpHXSXP7v4YcAVh8qCZmbW2tl4zefLk5o0bN37D3e8tOsZqi2+0XX0M9+5Rwl5noLeO7oXAS1IPHwQcW08LzQ9GTJxaKm4YWghJVSnKcvrwNHBSRcnK8cCBZUwwYKcr6Ywi9FaWVTfwgWRYP/5dn8TgVi2oN+tjWUraSMozP6Uvo4GTkx86Ojr2AV5JneUZg7Sxo6Ojtwc6/o0/Xcb3L3ff2tPT84m2tjb222+/djMbzEpRVWdmp8S4Flc8NRuYm/c56vGP+lpCndybgDdPmjTp1WvXrn2S0CtdSnGIaGSyiUhJlqYbyK3AUR0dHbvHXqvplGvCSV82sGOP1bg4JFpKqQ1yZnR0dFicSDWJkpXl9GFzxSoUe5ashn8H8Ybh78BR8aHDCCUqq4qLKl+xzKopuRmO81OsjElVygpg37iyBoSdBBfHz69Siis+pdfrH0GJb4Td/cb169ffsv/++48eOXLk7ILDmUkYpa60GJhuZs8Y/anmOeoueXb3rcD5wJf33nvvrzQ1NfHYY49d6u6lqiPrw1bCbmWjqcOdBAcrfuAuA6YSei+W1OHW44MSh/WbOzo6mmNvbGkT55R7CR84kwgz8m8uaVlOr/RasQ1yIwywiLBE4TjCjpE3FRxP7trb29cASe/cvu3t7XW3M+hgxJK7G4E3xBvhvek7MSmVipV0Wst8swCwYcOGj65atWrbxIkT329mUwsM5QhgeeWD7r4i9Xxu57B6LRE2Mx81ahQtLS089VTpc0kA9thjD7Zt28bGjaWZh9CvpqYmRo0aRWtrK+vWraO7u9Q5Va8999yTbdu2sWFDaTsjdzBixAhGjBjByJEjWbu21PdHOxg7dixdXV1s2VK6Uuc+jR49mubmZrZs2cKmTaVYaXJAzc3N7LXXXqxdu5Z6/awdrH333Zenn36arq4uenrKtKjIzo0YMYLdd9+dzs7SlXb3qbm5mfHjx7Nq1SqApiLmmpmZA6e6+4KdPDfT3efldY7BbgFdE8ysCWDr1q1MmTKF5uZmmpqaePDBB9m8eTMHH3wwzc2hdPSRRx7h0Ucf5bDDDqOlpYXu7m42bdrEQw89xIQJExgzZgzuTktLC/fffz+77bYbEydOpKUl/K9ZuXIla9as4aijwohjT08P69evZ9WqVTzvec+jtbWVbdu20dLSwr333suYMWPYb7/9aGlpwcxYsWIFTzzxBIcffjhmhruzZs0aVq9ezUEHHcSoUaPYunUrPT09LFu2jHHjxjF27NidviYz4+GHHy7Va+qvnZYsWUJrayvTpk0rzWsqYzsN5TU9/vjjLF++nPHjx3PggQeW4jWVsZ2G+ppWrlzJ6tWrOeSQQxg9enQpXlPWdpo8eXLpXtPO2um+++6jq6uLI444ojSvaaB2amtro6enp1Svqb92cncWL+4dVOipxtLP7p75JBlLMvo9ZqjnqMvkmbCU1dru7u7P3HnnnV8uOhjJh5m9AfjSo48+euiaNWsao3uuAZnZ54G9HnjggbOKjkXyETs87gS+fM8993y/6HgkH2Y2gbDZ1ZF33HFH3W63Lv0zsxOBq4HXuPszyh6GwU43Uos6CWVDuZ2jXpPnzwD/4e5KnEsqriP5ZeDj7q7EuaTMbDLwfmBKwaFIvk4HtgA/KDoQydVsYG6qZlRKxsxGAl8CPlhQ4gww0PyBNgZeT31I56i75NnMjiBMLDqo6FgkVx8BHnT3G4sORHL1RWCOu5duXVQJzGxPQofHiSVch18iMzsaeA36bC67jwP3unthG9+4e2eGUpF+C9CHeo66Sp7jnupXA5e4+xNFxyP5MLNxwEXAsUXHIvkxsxMIH7RvKzoWydXFwC3u/seiA5F8xLKcq4CL3L0xZvA3IDMbD3wKOLroWAhLI/a3kUmW0Y9dPkddJc/AOwi7sH274DgkX1cA17v7X4sORPJhZrsRynI+obKc8jKzFwBnAYcUHYvk6t2AAd8rOhDJ1WeBb7r7g0UHQlgG8Rk1ycnOgO6+KM9z1E3ybGa7A3OAd7t7WXdca3hmdjjwFjT0V3bnAA8D/1N0IJKrLwBfcPfVRQci+TCz0cDngLe5e2OsTdeAzOxIIBktrAU/JIxQV5pOWFc+13PU0yYps4Db3f23RQci+UiV5Vzm7o2xYGYDMrN9gEuA81UDW15mNoPQ43xV0bFIri4CfuXufyg6EMlHRcnsk0XHAxDXZl5nZtMrnpoZv3ZgZvPN7OyhnCOtLnqezWx/4DzgJUXHIrk6hbDV6TeLDkRy9W/ADe6+pOhAJB9m1kIoy7nA3TcXHY/kw8yeR0gyDis6FsnVOwk7wX674Dh24O4zzGxOUmYBPJ+w6UlftcpT6aOGeZDn6FUXOwya2X8CS9398qJjkXyY2SjgfuB0d7+t6HgkH2Z2KLAQONjdS71dcSMzs3OBtwLTNbpQXma2APizu3+m6FgkH2bWCiwF3uHuvy86nlpR8z3PZvYK4OXAmUXHIrn6JPBHJc7lFYf+rgI6lDiXl5ntDbQTNlBQ4lxSZvZqYBrw3qJjkVzNAn6rxHlHNZ08m1kzoc5mlrtvLDoeyYeZPZewduS0omORXJ0M7AvMKzoQydXlwHx3/0vRgUg+YlnOVcAn3X1T0fFIPszsAOBcVDL7DDWdPANnABsJMyKlvD4HXOvuDxUdiOTDzJ5FWHnhg+7eXXQ8kg8zmwK8HTi46FgkV2cB64EfFx2I5OpK4Bp3f6ToQGpNzdY8m9kYQp3Nm9z9rqLjkXyY2cuBHwEHuXtX0fFIPszsIuAodz+56FgkH7Es5xbgZ+7+laLjkXyY2V6Ez+bXufvdRccj+TCz44DrCfNTNPJfoZZ7ni8BfqHEubzirlRXA59W4lxeZvYvwAXAS4uORXL1ZmAC8PWiA5FcXQb8RIlzecWS2atQyexO1WTybGaTCSUbU4qORXL1PqAb+EHRgUiuZgPXufvyogORfJjZSOBLwLnuvrXoeCQfZnYw8B7gRUXHIrk6A9hAGBWWPtRk8kzYgvuj7v7PogORXHUB52lXqvKKQ/nLAA3jl9toYK6731x0IJKrkYT37MeKDkRy9RQhB6vNut4aULM1zyIiIiIitaaetucWERERESmUkmcRERERkYyUPIuIiIiIZKTkWUREREQkIyXPIiIiIiIZKXkWEREREclIybOIiIiISEZKnkVEREREMhr25NnMlLA3ALVz+amNG4PauTGoncvLzHYrOoayGbYdBs3srcB4YE/gJ8Byd+8eln9cho3aufzUxo1B7dwY1M7lZ2avAj4MfBc4HFjm7j8qNKg6l/udppm1mNmHgE8Ay4AvxKfOMLPD8/73ZXionctPbdwY1M6NQe3cONz9VuB8wAjtfQCAmVmBYdW14RimORc4C/i+uy9y9253/6u7Xwd8yMxGD0MMkj+1c/mpjRuD2rkxqJ0bQJIgu/sqYDQw0t0/Hx8bntKDEhqO5PlS4FbgRwBm1hy/7wXsA+wxDDFI/tTO5ac2bgxq58agdm4ASYJsZq3ARcC18eeWIuOqd7kmz2Z2MeDA9e6+FsDdt8WnnwKeAxyTZwySP7Vz+amNG4PauTGonRvSdOBgoD3+vK2fY2UAuU0YNLN9gL8C3wH+1d03xceb3X1brKlaDIxx96dyCUJyp3YuP7VxY1A7Nwa1c+OJq238CnjA3c80s5ask0LNzFTe8Ux5dtufGs//o+TirHAxcDuwpb+TpOp11Hi1qSrtnKaLteZUvY2lJlW1nc2syd17qhifVEe1Ppt721fv2TXvmPj19vhzpuuyoo33BLp0TQd5lm1cAMwH7kseiA2xzczGA6cAP2WAoQOPzOxkM5tpZlOT2iypCVVpZwsmmNmpwIVmdoKZjcwzcMmsKm0sNa+q7Zz60H2B1pmtKdX6bE7a9zRglpkdr3auPXH97guAn7n7P+IIQ78JcKrTssfMJpnZj4F3Ae80s8lq55x6ns3sZUArobHSwz7JsijnA2uA3+9s6CC54zE5CG9MAAAOaElEQVSzQ4D3AS8grFM4BniLmW129xvziF+yqVI7N8dau9OALmCpu883sxOAb5nZncBX1KtRjGq0cYZ/w4Bn7aQXTIZBtdvZzI4AjiesKftroNXMHgF+7u6bqxq8ZFblz+YTCetDb3L3OWZ2HNBuZsuAG9x9a36vRAbhcOANwKHx5yyfpQa4mb0HOBFY4u7fADCzFwHnmtm17t6wo4159Ty/HLgDWA69vYoW72xbgfOAXwBLkufTvxyP7Yk9zFcDE4AL3H21uy91958Az4mJtRRnSO0MYZJKbOfZQJu7/yU+fhNwOtuHm6QYQ27jSuljzOxM4OfAv+YQu2RXtXY2syOBBcBuwBXufp27XwVsIowq7Z3vS5F+VOM9uyc+fjxwp7t/Nz7+G3e/hNApd8KwvBrJ4nzCzdB9WUqpUjdHzwauAB4CrozPmbsvIZT0nJdz3DUtr+R5PeHO5T7orVdOSi0uBjYC33H39ann+4prFqHH+dvuviK50ONzBwCvyCl+yWao7Zx4MbAWGJU8EC/gbsKuVxdqmKgw1WrjtCYzG2dm7yQMEfcA3wQt2l+gIbWzxWWvzOx9hLb8nbt/xt2X2PZtn5cCnwJek/NrkZ0b8vUcRwudsGbwMfGx9Gfz/wKvMDMtdVcgM2sys4MIo7oXJw8P4hT/DmwgrMjyZEycPbbzSsJyhg0rr+R5LLAm/o8eAeDu3WY2CvgY8DXgLui3N7KFkDx/D/hdH//GA4SlV6Q4Q2rnhLv/H3A029cbTd8d/xk4RkOAhalKGyfPmdlzgNcDzwU2E0p1fu/uf4vnVnlOMYb6np0M8c8GHiOMGCbPJT2VXcDFrm2BizTk69m3L2k3Dnhv/O8mtifhmwnv2VqpowBmNgV6a9JnErbi/l0ywjDQ78frdSJwBjCXOAoR/2aSG6eDaPD8K6/k+VpgpZmNSmpi4hDAVYTamXZ33wD9flheQuiRWuDuG1PHJjF/GFiRU/ySTTXaubfu2d2fjMemh5WOIQwzSjGq0sbAKDM7EDgWuNXd7wJeRBjavymeV73Oxdnldk7dGJ0N7EdYEmu0mX3QzI41s308eBS4ZhhfkzzTkK/n1CjgpcCBZjYjvn8nN1CfJnaEyPCK1+ILzOz7ZvYtQp40Mz494OhtapToEkLv8s2+Y+178tl8FqG8p2HllTxvIvQWv9XCDNyxwA3ACOBs2L6bUT9mAj8grEdJ/J1kRvBE4EjgZ9UPXQahGu2c7slIfxA3m9lJhGTr5znELtkMuY1jT8gbCCU4t7h7l5kdBkwD7nX3P4N6nQu2y+2carcLCb2Oi4HbCOUbTwLvM7NxFcdKMYZ8Pbv7VgtrRW8DHgGutbAK1kQz+zBh5OGreb4I6Vu8Sf1vQq/xXYQc7wQzG+sZJvfFXucW4J3Adwn1zsD2ch0zOxZ4IfDLPF5DvchtkxToTYSmErr41/lOVsdI1dIki7SfRmi449399tRxyfPfIyTPx7n7mtxegGQy2HYe4DzJZNGPEpbX+QNwZtIbIsUYTBtD7xDfOGAiMNrdf1Vx3CzCjdHn3P32gf42ZHjswnt2Sxz2P4XQ2/hhj7PyU8deCfzF3a/PO37JZhfaOfl+NPAywpyjzxNGBq8DlgFvAZ5293XD8iJkQPFG6HXAK4Hvuvt9/R0b86vzgMuAV3qYHJg8n0wk/CWhI+S1HmvjG1GuyfNO/9HtjdTm7p19PH8zocfiA8lQfuribQP+TqjN+rQ+cGvXQO0cj2mCHdeEBc4FziTUTc5R4ly7+mtjM5sOnEyYkf+d1OMHAp8FHnL3Tw1vxLIrMrxn307oiXyvuz9UcRN1JvBq4HTXBgs1bYDreQRhDtL33P2nqcc/RCjHOcHdG7o3spalbnR3i6MHRwO4+x8qjlsIrAI+5u5PxMeSv4sXEkaWZrv7FcP9GmpJnpuk7FRqmH6emXWY2ejkOTObBOwO/CZJnKNkKOkSwozgHytxrm39tXPqmJ54N/syM5sLXA78E5jq7pcpca5t/bWxuy8CvgiMN7Ovmdm741PHEIaJF4FqnevBAO/Z+wPPAn7t7g/F49PzU14NjFPiXPv6audUHezrCL3UP4Xe1RyaCCMOfwU+aWa76XquTUntsm+ffH8dYXObfZNjLJTEbgRuTxLnCp8FVhNKfRpanttz9yvexW4gfIhWJkibiLXOqR6M7liL8xHCDNA/DV+0sqv6aufUKMIYwtDhoYSF+38A3OHaRKGu9Hctu/sKYI6ZTQDeaGbXAwcD97j7zfEY3QTXgX7a+SlC50ble3ayatLbCMteSR2obOfU9fl+4IfxmPSKSOvM7HJCr/SE5AZKat4bgUPd/THovW5XEZag+1t8rInwFp3sPnkyYW5Dwy/WUFjyHIvXz4hDCZ66GNcR6iST5LgpdTd8KWE94K97hiVXpHiV7Rwf3sfC+pOHEiYkzHf3fxQVowxNH9dyb/1yKpFaRejNGktYlvC5FiYX3dDIdXP1pJ/37G7Cmr+3xUObCbPynbDywlYafHJRPemnnX8OPDse1sT2lRcgLGd2G4NbR1gK5O4PAw+nfvZ4s7uJ7Vu3W+om6RpCXvYddXgUVLaRlhpK6Il1NZ3At4C94+Pb4vDQFOAi4Dx3X1pcxLIrfMflbo4jvNGeAzwNPBkv2l6mXcjqTupa7k2c08P3FjZNOIKwxNE7gH8QdqqSOlLxnt3kYT3feYRRJNy9Oz43jrBW/9cJdZJSR9LtHB+6CRiTfi5lC2HS4KPDFqBUnbtvIozsT7ftq5uNNLN3Ecp23uZhycmGV8iEwYGY2VTC7NA73f33ZvZ+wlJXXe5+ZqHBSVWY2UhC8nwlcA/hhulnhNGQfYEt7n5PcRFKtZjZ2wllOQcCJwKXuzbKKJU4CfTjhDXZbyBM+D2RMPT/etcmR6VgZq8C3k3o/Pgvd99kZq8FpgAPpicSSn2KHVmHEsrrngBeRVi//afu/sMCQ6spNZk8Q+9w72TChboeuJWwJqzehEvEwlI6pwHfIPRadBImDS70DOtSSu2LdXMzCPWSewLHemoJSimH2M4vJYwqdBES6V+7dporldjOhwMnEXb6fS5wI3C3hvPLI7bzIcDjwOPu/nTBIdWUmk2epbHEm6XXAue4+0lFxyPVF9v4FYQb4uvd/XcFhyQiQ2Bhp8JNRcchMtyUPIvIsEvWDS06DhERkcFS8iwiIiIiklHhq22IiIiIiNQLJc8iIiIiIhkpeRYRERERyUjJs4iIiIhIRkqeRUREREQyUvIsIiIiIpKRkmcRERERkYyUPIuIiIiIZKTkWUREREQkIyXPIiIiIiIZKXkWEREREclIybOIiIiISEZKnkVEREREMlLyLCIiIiKSkZJnEREREZGMlDyLiIiIiGSk5FlEREREJCMlzyIiIiIiGSl5FhERERHJSMmziIiIiEhGSp5FRERERDJS8iwiIiIikpGSZxERERGRjJQ8i4iIiIhkpORZRERERCQjJc8iIiIiIhkpeRYRERERyUjJs4iIiIhIRkqeRUREREQyUvIsIiIiIpKRkmcRERERkYyUPIuIiIiIZNRSdAAiIrKdmZ0CHAm0AZ3AQndfVGxUIiKSUM+ziEgNMLOzzWwuIWGenfreZmbzY1ItIiIFU/IsIpIjM5tlZnfFBHi+mU3q45g5wAp3n+nui9y9E8DdO919gbufCow1s1nDHb+IiOxIybOISE5iUjzT3acBFwKTgLkVx8wiQ2mGu88DOtUDLSJSLCXPIiI5MLOpwCy2J8tzgKkVx7QBe2etaY4J9IxqxikiIoOj5FlEJB8z4/fF8fuF8evU1DFnU9ETncFC9T6LiBRHybOISD5Oi9//BODuK9z9yqSeOXq+u68Y5HkXEVbjEBGRAmipOhGRKovlGG2ESYCd/Rw6NtZF92V6P8+1DSlAERHZZUqeRUSq74j4fXG/R8E6d7+wryfMbE5/zw0lOBER2XUq2xARqb5kUt/CAY7rjL3UmZnZdOCPuxSViIgMmZJnEZEqiJucrDez9YRVNgDmJI/tZI3muWyvjc5qBqHuWURECqCyDRGRKojLyM0DiAl0m7vvNcDvrDCzaWY2KcvEwdjrvHaAOmoREcmRep5FRKooPVkwy/HuPhO4sK+dByvOOxU41d2vHHqUIiKyq9TzLCJSXVknC/Zy95lmNtfMlgPz0j3LMamemRxX1UhFRGTQlDyLiFRXsovgoCb1xQR6EnBR7L0ea2bz43lmq1RDRKQ2KHkWEamuZAOTzD3PiVj33OfydCIiUhtU8ywiUl1Jz/OfCo1CRERyYe5edAwiIqVhZg50DrTShoiI1Cf1PIuIVElcEQPU6ywiUlpKnkVEqmfQK22IiEh9UfIsIlI90+J3bZ8tIlJSWm1DRKR6BtXzXLFl9/OBOVl2GhQRkeJowqCISJXEyYK4uw1w3CRgIXChuy+Ij7URkmdthCIiUsNUtiEiUgWp7bUXZTh8PrAoSZwBtAmKiEh9UNmGiEh1TI/fF/Z3UCzVmAqcmnpsEjAHbZAiIlLzlDyLiFRHMllw3gDHzQQ6gVPMeqs7OoEPqvdZRKT2qeZZRGQXmNkcoC2pUTaz5cAKd58xwO85ME+1zSIi9Uk9zyIig2RmpwCz4n8npRaTSJViDGB5HnGJiEj+NGFQRGTwOuPXzFhqMQe40t2zLFG302Mqlq4TEZEapORZRGSQ3H0RMBuYYWYLgU53zzrZbzawQ2mHmbXFMpAFff+KiIjUCtU8i4gMMzM7m7Apytr4UKe7DzTRUEREaoCSZxERERGRjFS2ISIiIiKSkZJnEREREZGMlDyLiIiIiGSk5FlEREREJCMlzyIiIiIiGSl5FhERERHJSMmziIiIiEhGSp5FRERERDJS8iwiIiIikpGSZxERERGRjJQ8i4iIiIhkpORZRERERCSj/wesTq7x7x8zCAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(frs_010_T12, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100_T12, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120_T12, marker='o', s=2, alpha=1, color='red')\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "scen = MixingScenario.T23\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100_T23 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_100_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100_T23 = np.vstack(frs_100_T23)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010_T23 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_010_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010_T23 = np.vstack(frs_010_T23)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120_T23 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_120_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120_T23 = np.vstack(frs_120_T23)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(frs_010_T23, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100_T23, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120_T23, marker='o', s=2, alpha=1, color='red')\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "scen = MixingScenario.T13\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100_T13 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_100_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100_T13 = np.vstack(frs_100_T13)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010_T13 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_010_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010_T13 = np.vstack(frs_010_T13)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120_T13 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_120_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120_T13 = np.vstack(frs_120_T13)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(frs_010_T13, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100_T13, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120_T13, marker='o', s=2, alpha=1, color='red')\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green')\n", + "tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue')\n", + "tax.scatter(sm_120, marker='.', s=0.2, alpha=0.2, color='red')\n", + "tax.scatter([[0.5, 0.5, 0]], marker='*', s=1000, alpha=1.0, color='red', zorder=100)\n", + "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", + "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", + "\n", + "# Contour\n", + "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "\n", + "# Lines\n", + "marker_style = dict(\n", + " linestyle=' ', color='darkorange', linewidth=1.2,\n", + " markersize=14, zorder=0\n", + ")\n", + "\n", + "p1 = (0.18301213, 0.43765598, 0.37933189)\n", + "p2 = (0, 1, 0)\n", + "divisions = 46\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", + "\n", + "p1 = (0.55003613, 0.18301213, 0.26695174)\n", + "p2 = (1, 0, 0)\n", + "divisions = 35\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", + " \n", + "p1 = (0.30535346, 0.3527747, 0.34187184)\n", + "p2 = (0.5, 0.5, 0)\n", + "divisions = 29\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180), **marker_style)\n", + "\n", + "# Text\n", + "ax.text(0.55, 0.39, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.58, 0.33, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=23, verticalalignment='center')\n", + "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=80, verticalalignment='center')\n", + "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=-23, verticalalignment='center')\n", + "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", + "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()\n", + "\n", + "# save\n", + "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", + "gs.update(hspace=0.4, wspace=0.15)\n", + "\n", + "ax = fig.add_subplot(gs[0])\n", + "ax.set_aspect('equal')\n", + "\n", + "norm = mpl.colors.Normalize(vmin=np.min(sc), vmax=np.max(sc))\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(sm_010, marker='.', s=0.8, alpha=0.2, color='green', zorder=90)\n", + "tax.scatter(sm_100, marker='.', s=0.8, alpha=0.2, color='blue', zorder=90)\n", + "tax.scatter(sm_120, marker='.', s=0.8, alpha=0.2, color='red', zorder=90)\n", + "tax.scatter([[0.5, 0.5, 0]], marker='*', s=1000, alpha=1.0, color='red', zorder=100)\n", + "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", + "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", + "\n", + "# Contour\n", + "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "\n", + "# Lines\n", + "marker_style = dict(\n", + " linestyle=' ', color='darkorange', linewidth=1.2,\n", + " markersize=14, zorder=0\n", + ")\n", + "\n", + "# Trajectories\n", + "def alp(x):\n", + " y = list(x)\n", + " y[-1] = 0.2\n", + " return y\n", + "\n", + "#cmap = mpl.cm.hsv\n", + "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"blue\"])\n", + "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lime\", \"green\"])\n", + "cmap_r = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lightsalmon\", \"red\"])\n", + "c_g = map(alp, map(cmap_g, map(norm, sc)))\n", + "tax.scatter(frs_010_T13, marker='o', s=10, color=c_g)\n", + "c_b= map(alp, map(cmap_b, map(norm, sc)))\n", + "tax.scatter(frs_100_T23, marker='o', s=10, color=c_b)\n", + "c_r= map(alp, map(cmap_r, map(norm, sc)))\n", + "tax.scatter(frs_120_T12, marker='o', s=10, color=c_r)\n", + "\n", + "# Text\n", + "ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.44, 0.65, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.72, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", + "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Colorbar\n", + "gs00 = gridspec.GridSpecFromSubplotSpec(3, 1, subplot_spec=gs[1])\n", + "ax0 = fig.add_subplot(gs00[0])\n", + "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_r, norm=norm)\n", + "cb.ax.tick_params(labelsize=fontsize-5)\n", + "ax1 = fig.add_subplot(gs00[1])\n", + "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_g, norm=norm)\n", + "cb.ax.tick_params(labelsize=fontsize-5)\n", + "cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", + " fontsize=fontsize+5, labelpad=20)\n", + "ax2 = fig.add_subplot(gs00[2])\n", + "cb = mpl.colorbar.ColorbarBase(ax2, cmap=cmap_b, norm=norm)\n", + "cb.ax.tick_params(labelsize=fontsize-5)\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()\n", + "\n", + "# save\n", + "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" + ] } ], "metadata": { diff --git "a/plot_llh/\\" "b/plot_llh/\\" new file mode 100644 index 0000000..5afb8dd --- /dev/null +++ "b/plot_llh/\\" @@ -0,0 +1,236 @@ +#! /usr/bin/env python +""" +Make triangle plot +""" + +from __future__ import absolute_import, division + +import sys +sys.path.extend(['.', '..']) + +import numpy as np +from scipy import interpolate + +import matplotlib as mpl +import matplotlib.gridspec as gridspec +import matplotlib.pyplot as plt +from matplotlib.patches import Circle +from matplotlib.legend_handler import HandlerPatch +plt.style.use('./paper.mplstyle') + +import ternary + +from utils import fr as fr_utils +from utils import misc as misc_utils +from utils.enums import MixingScenario + + +OUTFOLDER = './plots/' +OUTFORMAT = ['png', 'pdf'] +FONTSIZE = 23 + + +class HandlerCircle(HandlerPatch): + def create_artists(self, legend, orig_handle, + xdescent, ydescent, width, height, + fontsize, trans): + r = 10 + x = r + width//2 + 10 + y = height//2 - 3 + + # create + p = Circle(xy=(x, y), radius=r) + + # update with data from oryginal object + self.update_prop(p, orig_handle, legend) + + # move xy to legend + p.set_transform(trans) + + return [p] + + +def swap(x): + y = x.T + return np.vstack([y[1], y[-1], y[0]]).T + + +def interp(i): + x, y, z = i.T + p = np.linspace(0, 1, len(x)) + q = np.linspace(0, 1, 100) + s = 0.2 + x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s)) + y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s)) + z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s)) + return np.vstack([x_, y_, z_]).T + + +def setupfigure(tax, show_120=True): + # Draw Boundary and Gridlines + tax.boundary(linewidth=2.0) + tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, + ls='--') + tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, + ls=':') + + # Set Axis labels and Title + tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=FONTSIZE+8, + offset=0.2, rotation=0) + tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=FONTSIZE+8, + offset=0.2, rotation=0) + tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=FONTSIZE+8, + position=(0.55, -0.20/2, 0.5), rotation=0) + + # Remove default Matplotlib axis + tax.get_axes().axis('off') + tax.clear_matplotlib_ticks() + + # Legend + l_size = FONTSIZE + legend_elements = [] + if show_120: + legend_elements.append( + Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:2:0\right )$') + ) + legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') + ) + legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') + ) + legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) + plt.setp(legend.get_title(), fontsize=l_size) + legend.get_frame().set_linestyle('-') + + # Set ticks + tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=FONTSIZE, tick_formats='%.1f') + + tax._redraw_labels() + + return + + +# Load contours +bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2) +print bc + +contour_68_upper = interp(swap(bc[:,:3])) +contour_68_lower = interp(swap(bc[:,3:6])) +contour_90_upper = interp(swap(bc[:,6:9])) +contour_90_lower = interp(swap(bc[:,9:])) + +# Load data +sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy') +sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy') +bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy') +bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy') + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) +setupfigure(tax, show_120=False) + +# Plot +tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green') +tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue') +tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='green') +tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='blue') + +# Contour +tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) +tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) +tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) +tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) + +# Lines +marker_style = dict( + linestyle=' ', color='darkorange', linewidth=1.2, + markersize=14, zorder=0 +) + +p1 = (0.18301213, 0.43765598, 0.37933189) +p2 = (0, 1, 0) +divisions = 46 +x_d = np.linspace(p1[0], p2[0], divisions+1) +y_d = np.linspace(p1[1], p2[1], divisions+1) +z_d = np.linspace(p1[2], p2[2], divisions+1) +for n in xrange(divisions-2): + p = (x_d[n], y_d[n], z_d[n]) + q = (x_d[n+1], y_d[n+1], z_d[n+1]) + tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style) + +p1 = (0.55003613, 0.18301213, 0.26695174) +p2 = (1, 0, 0) +divisions = 35 +x_d = np.linspace(p1[0], p2[0], divisions+1) +y_d = np.linspace(p1[1], p2[1], divisions+1) +z_d = np.linspace(p1[2], p2[2], divisions+1) +for n in xrange(divisions-2): + p = (x_d[n], y_d[n], z_d[n]) + q = (x_d[n+1], y_d[n+1], z_d[n+1]) + tax.line(p, q, marker=(3, 2, 180+63), **marker_style) + +# Text +ax.text(0.36, 0.53, r'$\mathcal{O}_{e\tau}$', fontsize=FONTSIZE, + rotation=0, verticalalignment='center') +ax.text(0.445, 0.54, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, + rotation=80, verticalalignment='center') +ax.text(0.68, 0.09, r'$\mathcal{O}_{\mu\tau}$', fontsize=FONTSIZE, + rotation=0, verticalalignment='center') +ax.text(0.7, 0.14, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, + rotation=-23, verticalalignment='center') +ax.text(0.34, 0.2, r'$68\%$', fontsize=FONTSIZE, rotation=5) +ax.text(0.34, 0.1, r'$90\%$', fontsize=FONTSIZE, rotation=5) + +# Save +outfile = 'fr' +for of in OUTFORMAT: + print 'Saving as {0}'.format(OUTFOLDER + outfile+'.'+of) + fig.savefig(OUTFOLDER + outfile+'.'+of, bbox_inches='tight', dpi=150) + +# Scenarios +scenarios = [MixingScenario.T12, MixingScenario.T13, MixingScenario.T23] +srcs = [(1, 0, 0), (0, 1, 0), (1, 2, 0)] +colours = {0:'blue', 1:'green', 2:'red'} +ev_sc = np.linspace(-60, -20, 4E3) + +for i, sc in enumerate(scenarios): + # Figure + fig = plt.figure(figsize=(18, 6)) + gs = gridspec.GridSpec(1, 3, width_ratios=[1, 1, 1]) + gs.update(hspace=0.4, wspace=0.15) + ax = fig.add_subplot(gs[i]) + ax.set_aspect('equal') + + # Boundary and Gridlines + scale = 1 + fig, tax = ternary.figure(ax=ax, scale=scale) + setupfigure(tax) + + # Calculate and plot + for src in srcs: + frs = [] + for e in ev_sc: + u = fr_utils.params_to_BSMu(e, fix_mixing=sc, dim=6, energy=1e6) + frs.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) + frs = np.vstack(frs) + tax.scatter(frs, marker='o', s=2, alpha=1, color=colours[i]) + + # Save + outfile = 'fr_sc_{0}'.format(sc) + for of in OUTFORMAT: + print 'Saving as {0}'.format(OUTFOLDER + outfile+'.'+of) + fig.savefig(OUTFOLDER + outfile+'.'+of, bbox_inches='tight', dpi=150) diff --git a/plot_llh/angles_to_fr.py b/plot_llh/angles_to_fr.py new file mode 100644 index 0000000..7a842af --- /dev/null +++ b/plot_llh/angles_to_fr.py @@ -0,0 +1,31 @@ +#! /usr/bin/env python +from __future__ import absolute_import, division + +import sys +sys.path.extend(['.', '../']) + +import numpy as np + +from utils import fr as fr_utils + +SOURCE = [1, 2, 0] + +if len(sys.argv)< 2: + print sys.argv + print "Usage: angles_to_fr.py input_filepath." + exit(1) + +infile = sys.argv[1] +outfile = infile[:-4] + '_proc.npy' + +d = np.load(infile) + +def m_fr(theta): + s_12_2, c_13_4, s_23_2, dcp, m21_2, m3x_2 = theta + sm_u = np.array( + fr_utils.angles_to_u((s_12_2, c_13_4, s_23_2, dcp)), dtype=np.complex256 + ) + return fr_utils.u_to_fr(SOURCE, sm_u) + +pd = np.array(map(m_fr, d)) +np.save(outfile, pd) diff --git a/plot_llh/bayes_contours.csv b/plot_llh/bayes_contours.csv new file mode 100644 index 0000000..d0bc3fe --- /dev/null +++ b/plot_llh/bayes_contours.csv @@ -0,0 +1,7 @@ +contour_68_upper,,,contour_68_lower,,,contour_90_upper,,,contour_90_lower,, +a,b,c,a,b,c,a,b,c,a,b,c +0.004241382440711872,0.3068136808118171,0.688944936747471,0.0023431606621458767,0.6426179526151782,0.355038886722676,0.003984245266406006,0.23803447470695244,0.7579812800266416,0.00185873303048395,0.747360118022478,0.25078114894703807 +0.10210039517264513,0.23867939040493313,0.6592202144224217,0.2265707968816993,0.49337780145261984,0.2800514016656809,0.10935946567301186,0.1652123613349607,0.7254281729920274,0.23593471812270522,0.6080100593018414,0.15605522257545337 +0.2522395018228548,0.14228992209114588,0.6054705760859993,0.41529102131856216,0.35987046976674486,0.22483850891469304,0.23346941572672392,0.08917978691650502,0.6773507973567711,0.45253594502145517,0.43398092848801995,0.1134831264905248 +0.3683515714362703,0.08269734534713502,0.5489510832165947,0.5921641154891925,0.19733554738306838,0.21050033712773913,0.3266627686296485,0.0383846610445428,0.6349525703258088,0.6482920818003852,0.26104295319739335,0.09066496500222145 +0.5169721920255199,0.0019131994171133482,0.48111460855736676,0.7412324298280606,0.001983635173622461,0.25678393499831703,0.3867924300270267,0.000882077323683228,0.61232549264929,0.9061045710391897,0.003593695348557302,0.09030173361225291 diff --git a/plot_llh/command b/plot_llh/command new file mode 100644 index 0000000..f38a7cc --- /dev/null +++ b/plot_llh/command @@ -0,0 +1,3 @@ +python sample.py --fix-mixing T23 --fix-source-ratio True --source-ratio 1 0 0 --sigma-ratio 0.01 --threads 4 --outfile ./mcmc_chains --nsteps 400 +python fr.py --likelihood gaussian --fix-source-ratio True --source-ratio 0 1 0 --measured-ratio 0.18301213 0.43765598 0.37933189 --no-bsm True --sigma-ratio 100 --fix-scale True --scale 1E-1 --threads 4 --energy-dependance mono --nsteps 200 --plot-angles False --plot-elements False +python fr.py --likelihood gaussian --fix-source-ratio True --source-ratio 1 0 0 --measured-ratio 0.55003613 0.18301213 0.26695174 --no-bsm True --sigma-ratio 100 --fix-scale True --scale 1E-1 --threads 4 --energy-dependance mono --nsteps 200 --plot-angles False --plot-elements False diff --git a/plot_llh/make_plots.py b/plot_llh/make_plots.py index b41e5ea..67d621d 100644 --- a/plot_llh/make_plots.py +++ b/plot_llh/make_plots.py @@ -67,7 +67,7 @@ for i in range(len(sys.argv)-1): # plots scale and diviions scale = 8 - divisions = 40 + divisions = 80 print "Begin making plot ..." triangle_collection = LVCPT.GenerateTriangles(scale,divisions*2) diff --git a/plot_llh/sample.py b/plot_llh/sample.py index 469a538..0a896e7 100644 --- a/plot_llh/sample.py +++ b/plot_llh/sample.py @@ -12,10 +12,64 @@ import argparse from functools import partial import numpy as np +from scipy.stats import multivariate_normal from utils import fr as fr_utils +from utils import likelihood as llh_utils +from utils import mcmc as mcmc_utils from utils import misc as misc_utils from utils.param import Param, ParamSet, get_paramsets +from utils.enums import MixingScenario, MCMCSeedType + + +def triangle_llh(theta, args): + """-Log likelihood function for a given theta.""" + fr = fr_utils.angles_to_fr(theta) + fr_bf = args.measured_ratio + cov_fr = np.identity(3) * args.sigma_ratio + return np.log(multivariate_normal.pdf(fr, mean=fr_bf, cov=cov_fr)) + + +def ln_prior(theta): + """Priors on theta.""" + sphi4, c2psi = theta + # Flavour ratio bounds + if 0. <= sphi4 <= 1.0 and -1.0 <= c2psi <= 1.0: + pass + else: return -np.inf + return 0. + + +def ln_prob(theta, args): + """Prob function for mcmc.""" + lp = ln_prior(theta) + if not np.isfinite(lp): + return -np.inf + return lp + triangle_llh(theta, args) + + +def process_args(args): + """Process the input args.""" + if args.fix_mixing is MixingScenario.NONE: + raise AssertionError('Must set a mixing scenario using --fix-mixing') + if not args.fix_source_ratio: + raise AssertionError('Must set source ratio using --fix-source-ratio') + + args.source_ratio = fr_utils.normalise_fr(args.source_ratio) + if args.fix_mixing is MixingScenario.T12: + s12_2, c13_4, s23_2, dcp = 0.5, 1.0, 0.0, 0. + elif args.fix_mixing is MixingScenario.T13: + s12_2, c13_4, s23_2, dcp = 0.0, 0.25, 0.0, 0. + elif args.fix_mixing is MixingScenario.T23: + s12_2, c13_4, s23_2, dcp = 0.0, 1.0, 0.5, 0. + + mm = np.array( + fr_utils.angles_to_u((s12_2, c13_4, s23_2, dcp)), dtype=np.complex256 + ) + args.measured_ratio = fr_utils.u_to_fr(args.source_ratio, mm) + + if not args.fix_scale: + args.scale, args.scale_region = fr_utils.estimate_scale(args) def parse_args(args=None): @@ -41,6 +95,8 @@ def parse_args(args=None): help='Plot MultiNest evidence or LLH value' ) fr_utils.fr_argparse(parser) + llh_utils.likelihood_argparse(parser) + mcmc_utils.mcmc_argparse(parser) if args is None: return parser.parse_args() else: return parser.parse_args(args.split()) @@ -53,10 +109,34 @@ def main(): if args.seed is not None: np.random.seed(args.seed) - asimov_paramset, llh_paramset = get_paramsets(args, ParamSet()) + paramset = ParamSet([ + Param(name='sphi4', value=0.5, ranges=[0.0, 1.0], std=0.2), + Param(name='c2psi', value=0.0, ranges=[-1.0, 1.0], std=0.2) + ]) + outfile = misc_utils.gen_outfile_name(args) print '== {0:<25} = {1}'.format('outfile', outfile) + if args.run_mcmc: + ndim = len(paramset) + print paramset + + if args.mcmc_seed_type == MCMCSeedType.UNIFORM: + p0 = mcmc_utils.flat_seed(paramset, nwalkers=args.nwalkers) + + samples = mcmc_utils.mcmc( + p0 = p0, + ln_prob = partial(ln_prob, args=args), + ndim = ndim, + nwalkers = args.nwalkers, + burnin = args.burnin, + nsteps = args.nsteps, + threads = args.threads + ) + fr_chains = np.array(map(fr_utils.angles_to_fr, samples), dtype=float) + mcmc_utils.save_chains(fr_chains, outfile) + print "DONE!" + main.__doc__ = __doc__ diff --git a/plot_llh/testing.ipynb b/plot_llh/testing.ipynb index 029b933..8efc593 100644 --- a/plot_llh/testing.ipynb +++ b/plot_llh/testing.ipynb @@ -6,7 +6,9 @@ "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline" + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" ] }, { @@ -20,78 +22,387 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", + "sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", + "sm_120 = np.load('./mcmc_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", + "sm_120_uni = np.load('./mcmc_unitary_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", + "\n", + "bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n", + "bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(200000, 3)\n" + "(40000, 3) (40000, 3) (10000, 3)\n" ] } ], "source": [ - "d = np.load('./mcmc_chain__0_1_0_1.0E-02_0.00_0.25_0.00.npy')\n", - "print d.shape" + "print sm_010.shape, sm_100.shape, sm_120.shape" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.37553977 0.32469747 0.29976276]\n", + " [0.35422184 0.32631003 0.31946813]\n", + " [0.35422184 0.32631003 0.31946813]\n", + " ...\n", + " [0.3765814 0.33614714 0.28727146]\n", + " [0.3765814 0.33614714 0.28727146]\n", + " [0.3765814 0.33614714 0.28727146]]\n" + ] + } + ], + "source": [ + "print sm_120" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.patches import Circle\n", + "from matplotlib.legend_handler import HandlerPatch\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "from scipy import interpolate\n", + "\n", + "import ternary" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[4.24138244e-03 3.06813681e-01 6.88944937e-01 2.34316066e-03\n", + " 6.42617953e-01 3.55038887e-01 3.98424527e-03 2.38034475e-01\n", + " 7.57981280e-01 1.85873303e-03 7.47360118e-01 2.50781149e-01]\n", + " [1.02100395e-01 2.38679390e-01 6.59220214e-01 2.26570797e-01\n", + " 4.93377801e-01 2.80051402e-01 1.09359466e-01 1.65212361e-01\n", + " 7.25428173e-01 2.35934718e-01 6.08010059e-01 1.56055223e-01]\n", + " [2.52239502e-01 1.42289922e-01 6.05470576e-01 4.15291021e-01\n", + " 3.59870470e-01 2.24838509e-01 2.33469416e-01 8.91797869e-02\n", + " 6.77350797e-01 4.52535945e-01 4.33980928e-01 1.13483126e-01]\n", + " [3.68351571e-01 8.26973453e-02 5.48951083e-01 5.92164115e-01\n", + " 1.97335547e-01 2.10500337e-01 3.26662769e-01 3.83846610e-02\n", + " 6.34952570e-01 6.48292082e-01 2.61042953e-01 9.06649650e-02]\n", + " [5.16972192e-01 1.91319942e-03 4.81114609e-01 7.41232430e-01\n", + " 1.98363517e-03 2.56783935e-01 3.86792430e-01 8.82077324e-04\n", + " 6.12325493e-01 9.06104571e-01 3.59369535e-03 9.03017336e-02]]\n" + ] + } + ], + "source": [ + "bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2)\n", + "print bc\n", + "\n", + "def swap(x):\n", + " y = x.T\n", + " return np.vstack([y[1], y[-1], y[0]]).T\n", + "\n", + "def interp(i):\n", + " x, y, z = i.T\n", + " p = np.linspace(0, 1, len(x))\n", + " q = np.linspace(0, 1, 100)\n", + " s = 0.2\n", + " x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s))\n", + " y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s))\n", + " z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s))\n", + " return np.vstack([x_, y_, z_]).T\n", + "\n", + "contour_68_upper = interp(swap(bc[:,:3]))\n", + "contour_68_lower = interp(swap(bc[:,3:6]))\n", + "contour_90_upper = interp(swap(bc[:,6:9]))\n", + "contour_90_lower = interp(swap(bc[:,9:]))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('./paper.mplstyle')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "class HandlerCircle(HandlerPatch):\n", + " def create_artists(self, legend, orig_handle,\n", + " xdescent, ydescent, width, height,\n", + " fontsize, trans):\n", + " r = 10\n", + " x = r + width//2 + 10\n", + " y = height//2 - 3\n", + "\n", + " # create \n", + " p = Circle(xy=(x, y), radius=r)\n", + "\n", + " # update with data from oryginal object\n", + " self.update_prop(p, orig_handle, legend)\n", + "\n", + " # move xy to legend\n", + " p.set_transform(trans)\n", + "\n", + " return [p]" + ] + }, + { + "cell_type": "code", + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "array([[0.07368225, 0.89173689, 0.03458086],\n", - " [0.07368225, 0.89173689, 0.03458086],\n", - " [0.06341465, 0.91041192, 0.02617342],\n", - " ...,\n", - " [0.06355231, 0.92517012, 0.01127757],\n", - " [0.06984286, 0.9162129 , 0.01394424],\n", - " [0.06738615, 0.91975897, 0.01285488]])" + "
" ] }, - "execution_count": 4, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "d" + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", + "tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", + "tax.scatter(sm_120_uni, marker='.', s=0.2, alpha=0.2, color='blue')\n", + "tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", + "tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", + "\n", + "# Contour\n", + "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "\n", + "# Lines\n", + "marker_style = dict(\n", + " linestyle=' ', color='darkorange', linewidth=1.2,\n", + " markersize=14, zorder=0\n", + ")\n", + "\n", + "p1 = (0.18301213, 0.43765598, 0.37933189)\n", + "p2 = (0, 1, 0)\n", + "divisions = 46\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", + "\n", + "p1 = (0.55003613, 0.18301213, 0.26695174)\n", + "p2 = (1, 0, 0)\n", + "divisions = 35\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", + "\n", + "# Text\n", + "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=80, verticalalignment='center')\n", + "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=-23, verticalalignment='center')\n", + "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", + "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()\n", + "\n", + "# save\n", + "fig.savefig('./plots/fr_recolour.png', bbox_inches='tight', dpi=150)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "import ternary" + "import sys\n", + "sys.path.extend(['.', '..'])" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "plt.style.use('./paper.mplstyle')" + "from utils import fr as fr_utils\n", + "from utils import misc as misc_utils\n", + "from utils.enums import MixingScenario" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 0, 0] -> [0.55003613 0.18301213 0.26695174]\n", + "[0, 1, 0] -> [0.18301213 0.43765598 0.37933189]\n", + "[1, 2, 0] -> [0.30535346 0.3527747 0.34187184]\n" + ] + } + ], + "source": [ + "s = [1, 0, 0]\n", + "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", + "s = [0, 1, 0]\n", + "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", + "s = [1, 2, 0]\n", + "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "sc = np.linspace(-47, -42, 4000)\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T23, dim=6, energy=1e6)\n", + " frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100 = np.vstack(frs_100)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=1e6)\n", + " frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010 = np.vstack(frs_010)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=1e6)\n", + " frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120 = np.vstack(frs_120)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.18301213 0.43765598 0.37933189]\n" + ] + } + ], + "source": [ + "u = fr_utils.params_to_BSMu(-60, fix_mixing=MixingScenario.T13, dim=6, energy=1e6)\n", + "print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -100,7 +411,7 @@ ], "source": [ "# Figure\n", - "fig = plt.figure(figsize=(8, 8))\n", + "fig = plt.figure(figsize=(12, 12))\n", "ax = fig.add_subplot(111)\n", "ax.set_aspect('equal')\n", "\n", @@ -109,35 +420,653 @@ "fig, tax = ternary.figure(ax=ax, scale=scale)\n", "\n", "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=1.0)\n", - "tax.gridlines(color='black', multiple=scale/5.)\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.6)\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", "\n", "# Set Axis labels and Title\n", - "fontsize = 18\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize)\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", "\n", "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", "tax.clear_matplotlib_ticks()\n", "\n", "# Plot\n", - "tax.scatter(d, marker='.', s=0.1, alpha=0.05, color='red', label='test')\n", + "tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red')\n", "\n", "# Legend\n", - "tax.legend(fontsize=fontsize)\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", "\n", "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, fontsize=fontsize, tick_formats='%.1f')" + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "scen = MixingScenario.T12\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100_T12 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_100_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100_T12 = np.vstack(frs_100_T12)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010_T12 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_010_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010_T12 = np.vstack(frs_010_T12)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120_T12 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_120_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120_T12 = np.vstack(frs_120_T12)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(frs_010_T12, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100_T12, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120_T12, marker='o', s=2, alpha=1, color='red')\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "scen = MixingScenario.T23\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100_T23 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_100_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100_T23 = np.vstack(frs_100_T23)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010_T23 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_010_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010_T23 = np.vstack(frs_010_T23)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120_T23 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_120_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120_T23 = np.vstack(frs_120_T23)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(frs_010_T23, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100_T23, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120_T23, marker='o', s=2, alpha=1, color='red')\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "scen = MixingScenario.T13\n", + "\n", + "s = [1, 0, 0]\n", + "frs_100_T13 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_100_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_100_T13 = np.vstack(frs_100_T13)\n", + " \n", + "s = [0, 1, 0]\n", + "frs_010_T13 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_010_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_010_T13 = np.vstack(frs_010_T13)\n", + "\n", + "s = [1, 2, 0]\n", + "frs_120_T13 = []\n", + "for x in sc:\n", + " u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n", + " frs_120_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", + "frs_120_T13 = np.vstack(frs_120_T13)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(frs_010_T13, marker='o', s=2, alpha=1, color='green')\n", + "tax.scatter(frs_100_T13, marker='o', s=2, alpha=1, color='blue')\n", + "tax.scatter(frs_120_T13, marker='o', s=2, alpha=1, color='red')\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "ax = fig.add_subplot(111)\n", + "ax.set_aspect('equal')\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green')\n", + "tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue')\n", + "tax.scatter(sm_120, marker='.', s=0.2, alpha=0.2, color='red')\n", + "tax.scatter([[0.5, 0.5, 0]], marker='*', s=1000, alpha=1.0, color='red', zorder=100)\n", + "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", + "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", + "\n", + "# Contour\n", + "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "\n", + "# Lines\n", + "marker_style = dict(\n", + " linestyle=' ', color='darkorange', linewidth=1.2,\n", + " markersize=14, zorder=0\n", + ")\n", + "\n", + "p1 = (0.18301213, 0.43765598, 0.37933189)\n", + "p2 = (0, 1, 0)\n", + "divisions = 46\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", + "\n", + "p1 = (0.55003613, 0.18301213, 0.26695174)\n", + "p2 = (1, 0, 0)\n", + "divisions = 35\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", + " \n", + "p1 = (0.30535346, 0.3527747, 0.34187184)\n", + "p2 = (0.5, 0.5, 0)\n", + "divisions = 29\n", + "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", + "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", + "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", + "for n in xrange(divisions-2):\n", + " p = (x_d[n], y_d[n], z_d[n])\n", + " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", + " tax.line(p, q, marker=(3, 2, 180), **marker_style)\n", + "\n", + "# Text\n", + "ax.text(0.55, 0.39, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.58, 0.33, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=23, verticalalignment='center')\n", + "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=80, verticalalignment='center')\n", + "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", + " rotation=-23, verticalalignment='center')\n", + "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", + "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()\n", + "\n", + "# save\n", + "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Figure\n", + "fig = plt.figure(figsize=(12, 12))\n", + "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", + "gs.update(hspace=0.4, wspace=0.15)\n", + "\n", + "ax = fig.add_subplot(gs[0])\n", + "ax.set_aspect('equal')\n", + "\n", + "norm = mpl.colors.Normalize(vmin=np.min(sc), vmax=np.max(sc))\n", + "\n", + "# Boundary and Gridlines\n", + "scale = 1\n", + "fig, tax = ternary.figure(ax=ax, scale=scale)\n", + "\n", + "# Draw Boundary and Gridlines\n", + "tax.boundary(linewidth=2.0)\n", + "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", + "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", + "\n", + "# Set Axis labels and Title\n", + "fontsize = 23\n", + "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", + "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", + "\n", + "# Remove default Matplotlib axis\n", + "tax.get_axes().axis('off')\n", + "tax.clear_matplotlib_ticks()\n", + "\n", + "# Plot\n", + "tax.scatter(sm_010, marker='.', s=0.8, alpha=0.2, color='green', zorder=90)\n", + "tax.scatter(sm_100, marker='.', s=0.8, alpha=0.2, color='blue', zorder=90)\n", + "tax.scatter(sm_120_uni, marker='.', s=0.8, alpha=0.2, color='red')\n", + "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", + "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", + "\n", + "# Contour\n", + "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", + "\n", + "# Lines\n", + "marker_style = dict(\n", + " linestyle=' ', color='darkorange', linewidth=1.2,\n", + " markersize=14, zorder=0\n", + ")\n", + "\n", + "# Trajectories\n", + "def alp(x):\n", + " y = list(x)\n", + " y[-1] = 0.2\n", + " return y\n", + "\n", + "#cmap = mpl.cm.hsv\n", + "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"blue\"])\n", + "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lime\", \"green\"])\n", + "#cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"c\", \"blue\", \"darkblue\"])\n", + "#cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"springgreen\", \"lime\", \"green\", \"darkgreen\"])\n", + "#cmap_r = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lightsalmon\", \"red\"])\n", + "c_g = map(alp, map(cmap_g, map(norm, sc)))\n", + "tax.scatter(frs_010_T13, marker='o', s=10, color=c_g)\n", + "c_b= map(alp, map(cmap_b, map(norm, sc)))\n", + "tax.scatter(frs_100_T23, marker='o', s=10, color=c_b)\n", + "#c_r= map(alp, map(cmap_r, map(norm, sc)))\n", + "#tax.scatter(frs_120_T12, marker='o', s=10, color=c_r)\n", + "\n", + "# Text\n", + "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", + "# rotation=0, verticalalignment='center')\n", + "ax.text(0.437, 0.66, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.72, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", + " rotation=0, verticalalignment='center')\n", + "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", + "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", + "\n", + "# Legend\n", + "l_size = fontsize\n", + "legend_elements = []\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", + ")\n", + "legend_elements.append(\n", + " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", + " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", + ")\n", + "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", + " title='Source composition',\n", + " fontsize=l_size,\n", + " handler_map={Circle: HandlerCircle()})\n", + "plt.setp(legend.get_title(), fontsize=l_size)\n", + "legend.get_frame().set_linestyle('-')\n", + "\n", + "# Colorbar\n", + "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", + "ax0 = fig.add_subplot(gs00[0])\n", + "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_g, norm=norm)\n", + "cb.ax.tick_params(labelsize=fontsize-5)\n", + "ax1 = fig.add_subplot(gs00[1])\n", + "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_b, norm=norm)\n", + "cb.ax.tick_params(labelsize=fontsize-5)\n", + "cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", + " fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", + "#ax2 = fig.add_subplot(gs00[2])\n", + "#cb = mpl.colorbar.ColorbarBase(ax2, cmap=cmap_r, norm=norm)\n", + "#cb.ax.tick_params(labelsize=fontsize-5)\n", + "\n", + "# Set ticks\n", + "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", + " fontsize=fontsize, tick_formats='%.1f')\n", + "\n", + "tax._redraw_labels()\n", + "\n", + "# save\n", + "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" + ] } ], "metadata": { diff --git a/plot_llh/testing.py b/plot_llh/testing.py new file mode 100644 index 0000000..5577f4b --- /dev/null +++ b/plot_llh/testing.py @@ -0,0 +1,583 @@ + +# coding: utf-8 + +# In[1]: + + +get_ipython().magic(u'matplotlib inline') +get_ipython().magic(u'load_ext autoreload') +get_ipython().magic(u'autoreload 2') + + +# In[2]: + + +import numpy as np + + +# In[3]: + + +sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy') +sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy') + +bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy') +bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy') + + +# In[81]: + + +import matplotlib as mpl +import matplotlib.pyplot as plt +from matplotlib.patches import Circle +from matplotlib.legend_handler import HandlerPatch + +from scipy import interpolate + +import ternary + + +# In[105]: + + +bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2) +print bc + +def swap(x): + y = x.T + return np.vstack([y[1], y[-1], y[0]]).T + +def interp(i): + x, y, z = i.T + p = np.linspace(0, 1, len(x)) + q = np.linspace(0, 1, 100) + s = 0.2 + x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s)) + y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s)) + z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s)) + return np.vstack([x_, y_, z_]).T + +contour_68_upper = interp(swap(bc[:,:3])) +contour_68_lower = interp(swap(bc[:,3:6])) +contour_90_upper = interp(swap(bc[:,6:9])) +contour_90_lower = interp(swap(bc[:,9:])) + + +# In[67]: + + +plt.style.use('./paper.mplstyle') + + +# In[68]: + + +class HandlerCircle(HandlerPatch): + def create_artists(self, legend, orig_handle, + xdescent, ydescent, width, height, + fontsize, trans): + r = 10 + x = r + width//2 + 10 + y = height//2 - 3 + + # create + p = Circle(xy=(x, y), radius=r) + + # update with data from oryginal object + self.update_prop(p, orig_handle, legend) + + # move xy to legend + p.set_transform(trans) + + return [p] + + +# In[116]: + + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) + +# Draw Boundary and Gridlines +tax.boundary(linewidth=2.0) +tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') +tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') + +# Set Axis labels and Title +fontsize = 23 +tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) + +# Remove default Matplotlib axis +tax.get_axes().axis('off') +tax.clear_matplotlib_ticks() + +# Plot +tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green') +tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue') +tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='green') +tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='blue') + +# Contour +tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) +tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) +tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) +tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) + +# Lines +marker_style = dict( + linestyle=' ', color='darkorange', linewidth=1.2, + markersize=14, zorder=0 +) + +p1 = (0.18301213, 0.43765598, 0.37933189) +p2 = (0, 1, 0) +divisions = 46 +x_d = np.linspace(p1[0], p2[0], divisions+1) +y_d = np.linspace(p1[1], p2[1], divisions+1) +z_d = np.linspace(p1[2], p2[2], divisions+1) +for n in xrange(divisions-2): + p = (x_d[n], y_d[n], z_d[n]) + q = (x_d[n+1], y_d[n+1], z_d[n+1]) + tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style) + +p1 = (0.55003613, 0.18301213, 0.26695174) +p2 = (1, 0, 0) +divisions = 35 +x_d = np.linspace(p1[0], p2[0], divisions+1) +y_d = np.linspace(p1[1], p2[1], divisions+1) +z_d = np.linspace(p1[2], p2[2], divisions+1) +for n in xrange(divisions-2): + p = (x_d[n], y_d[n], z_d[n]) + q = (x_d[n+1], y_d[n+1], z_d[n+1]) + tax.line(p, q, marker=(3, 2, 180+63), **marker_style) + +# Text +ax.text(0.36, 0.53, r'$\mathcal{O}_{e\tau}$', fontsize=fontsize, + rotation=0, verticalalignment='center') +ax.text(0.445, 0.54, r'$\Lambda_d\Longrightarrow$', fontsize=fontsize+5, + rotation=80, verticalalignment='center') +ax.text(0.68, 0.09, r'$\mathcal{O}_{\mu\tau}$', fontsize=fontsize, + rotation=0, verticalalignment='center') +ax.text(0.7, 0.14, r'$\Lambda_d\Longrightarrow$', fontsize=fontsize+5, + rotation=-23, verticalalignment='center') +ax.text(0.34, 0.2, r'$68\%$', fontsize=fontsize, rotation=5) +ax.text(0.34, 0.1, r'$90\%$', fontsize=fontsize, rotation=5) + +# Legend +l_size = fontsize +legend_elements = [] +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') +) +legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) +plt.setp(legend.get_title(), fontsize=l_size) +legend.get_frame().set_linestyle('-') + +# Set ticks +tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=fontsize, tick_formats='%.1f') + +tax._redraw_labels() + + +# In[10]: + + +import sys +sys.path.extend(['.', '..']) + + +# In[35]: + + +from utils import fr as fr_utils +from utils import misc as misc_utils +from utils.enums import MixingScenario + + +# In[19]: + + +s = [1, 0, 0] +print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128)) +s = [0, 1, 0] +print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128)) + + +# In[47]: + + +sc = np.linspace(-60, -20, 4000) + +s = [1, 0, 0] +frs_100 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T23, dim=6, energy=1e6) + frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_100 = np.vstack(frs_100) + +s = [0, 1, 0] +frs_010 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=1e6) + frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_010 = np.vstack(frs_010) + +s = [1, 2, 0] +frs_120 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=1e6) + frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_120 = np.vstack(frs_120) + + +# In[50]: + + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) + +# Draw Boundary and Gridlines +tax.boundary(linewidth=2.0) +tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') +tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') + +# Set Axis labels and Title +fontsize = 23 +tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) + +# Remove default Matplotlib axis +tax.get_axes().axis('off') +tax.clear_matplotlib_ticks() + +# Plot +tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') +tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') +tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') + +# Legend +l_size = fontsize +legend_elements = [] +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:2:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') +) +legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) +plt.setp(legend.get_title(), fontsize=l_size) +legend.get_frame().set_linestyle('-') + +# Set ticks +tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=fontsize, tick_formats='%.1f') + +tax._redraw_labels() + + +# In[69]: + + +sc = np.linspace(-60, -20, 4000) + +scen = MixingScenario.T12 + +s = [1, 0, 0] +frs_100 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_100 = np.vstack(frs_100) + +s = [0, 1, 0] +frs_010 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_010 = np.vstack(frs_010) + +s = [1, 2, 0] +frs_120 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_120 = np.vstack(frs_120) + + +# In[70]: + + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) + +# Draw Boundary and Gridlines +tax.boundary(linewidth=2.0) +tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') +tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') + +# Set Axis labels and Title +fontsize = 23 +tax.set_title(r'$\mathcal{O}_{e\mu}\:operator$', fontsize=fontsize+10, pad=35) +tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) + +# Remove default Matplotlib axis +tax.get_axes().axis('off') +tax.clear_matplotlib_ticks() + +# Plot +tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') +tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') +tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') + +# Legend +l_size = fontsize +legend_elements = [] +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:2:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') +) +legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) +plt.setp(legend.get_title(), fontsize=l_size) +legend.get_frame().set_linestyle('-') + +# Set ticks +tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=fontsize, tick_formats='%.1f') + +tax._redraw_labels() + + +# In[64]: + + +sc = np.linspace(-60, -20, 4000) + +scen = MixingScenario.T23 + +s = [1, 0, 0] +frs_100 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_100 = np.vstack(frs_100) + +s = [0, 1, 0] +frs_010 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_010 = np.vstack(frs_010) + +s = [1, 2, 0] +frs_120 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_120 = np.vstack(frs_120) + + +# In[65]: + + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) + +# Draw Boundary and Gridlines +tax.boundary(linewidth=2.0) +tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') +tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') + +# Set Axis labels and Title +fontsize = 23 +tax.set_title(r'$\mathcal{O}_{\mu\tau}\:operator$', fontsize=fontsize+10, pad=35) +tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) + +# Remove default Matplotlib axis +tax.get_axes().axis('off') +tax.clear_matplotlib_ticks() + +# Plot +tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') +tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') +tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') + +# Legend +l_size = fontsize +legend_elements = [] +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:2:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') +) +legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) +plt.setp(legend.get_title(), fontsize=l_size) +legend.get_frame().set_linestyle('-') + +# Set ticks +tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=fontsize, tick_formats='%.1f') + +tax._redraw_labels() + + +# In[66]: + + +sc = np.linspace(-60, -20, 4000) + +scen = MixingScenario.T13 + +s = [1, 0, 0] +frs_100 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_100 = np.vstack(frs_100) + +s = [0, 1, 0] +frs_010 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_010 = np.vstack(frs_010) + +s = [1, 2, 0] +frs_120 = [] +for x in sc: + u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) + frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) +frs_120 = np.vstack(frs_120) + + +# In[68]: + + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) + +# Draw Boundary and Gridlines +tax.boundary(linewidth=2.0) +tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') +tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') + +# Set Axis labels and Title +fontsize = 23 +tax.set_title(r'$\mathcal{O}_{e\tau}\:operator$', fontsize=fontsize+10, pad=35) +tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) +tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) + +# Remove default Matplotlib axis +tax.get_axes().axis('off') +tax.clear_matplotlib_ticks() + +# Plot +tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') +tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') +tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') + +# Legend +l_size = fontsize +legend_elements = [] +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:2:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') +) +legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') +) +legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) +plt.setp(legend.get_title(), fontsize=l_size) +legend.get_frame().set_linestyle('-') + +# Set ticks +tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=fontsize, tick_formats='%.1f') + +tax._redraw_labels() + diff --git a/plot_llh/triangle.py b/plot_llh/triangle.py new file mode 100644 index 0000000..9cc98a7 --- /dev/null +++ b/plot_llh/triangle.py @@ -0,0 +1,258 @@ +#! /usr/bin/env python +""" +Make triangle plot +""" + +from __future__ import absolute_import, division + +import sys +sys.path.extend(['.', '..']) + +import numpy as np +from scipy import interpolate + +import matplotlib as mpl +import matplotlib.gridspec as gridspec +import matplotlib.pyplot as plt +from matplotlib.patches import Circle +from matplotlib.legend_handler import HandlerPatch +plt.style.use('./paper.mplstyle') + +import ternary + +from utils import fr as fr_utils +from utils import misc as misc_utils +from utils.enums import MixingScenario + + +OUTFOLDER = './plots/' +OUTFORMAT = ['png', 'pdf'] +FONTSIZE = 23 +PURPLE = [0.5019607843137255, 0.0, 0.5019607843137255] + + +class HandlerCircle(HandlerPatch): + def create_artists(self, legend, orig_handle, + xdescent, ydescent, width, height, + fontsize, trans): + r = 10 + x = r + width//2 + 10 + y = height//2 - 3 + + # create + p = Circle(xy=(x, y), radius=r) + + # update with data from oryginal object + self.update_prop(p, orig_handle, legend) + + # move xy to legend + p.set_transform(trans) + + return [p] + + +def swap(x): + y = x.T + return np.vstack([y[1], y[-1], y[0]]).T + + +def interp(i): + x, y, z = i.T + p = np.linspace(0, 1, len(x)) + q = np.linspace(0, 1, 100) + s = 0.2 + x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s)) + y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s)) + z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s)) + return np.vstack([x_, y_, z_]).T + + +def setupfigure(tax, show_120=True, show_001=False, legend=True): + # Draw Boundary and Gridlines + tax.boundary(linewidth=2.0) + tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, + ls='--') + tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, + ls=':') + + # Set Axis labels and Title + tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=FONTSIZE+8, + offset=0.2, rotation=0) + tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=FONTSIZE+8, + offset=0.2, rotation=0) + tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=FONTSIZE+8, + position=(0.55, -0.20/2, 0.5), rotation=0) + + # Remove default Matplotlib axis + tax.get_axes().axis('off') + tax.clear_matplotlib_ticks() + + # Legend + if legend: + l_size = FONTSIZE + legend_elements = [] + if show_120: + legend_elements.append( + Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:2:0\right )$') + ) + legend_elements.append( + Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (0:1:0\right )$') + ) + legend_elements.append( + Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', + linewidth=2., label=r'$\left (1:0:0\right )$') + ) + if show_001: + legend_elements.append( + Circle((0., 0.), 0.1, facecolor=PURPLE+[0.7], edgecolor='k', + linewidth=2., label=r'$\left (0:0:1\right )$') + ) + legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), + title='Source composition', + fontsize=l_size, + handler_map={Circle: HandlerCircle()}) + plt.setp(legend.get_title(), fontsize=l_size) + legend.get_frame().set_linestyle('-') + + # Set ticks + tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, + fontsize=FONTSIZE, tick_formats='%.1f') + + tax._redraw_labels() + + return + + +# Load contours +bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2) +print bc + +contour_68_upper = interp(swap(bc[:,:3])) +contour_68_lower = interp(swap(bc[:,3:6])) +contour_90_upper = interp(swap(bc[:,6:9])) +contour_90_lower = interp(swap(bc[:,9:])) + +# Load data +sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy') +sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy') +bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy') +bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy') + +# Figure +fig = plt.figure(figsize=(12, 12)) +ax = fig.add_subplot(111) +ax.set_aspect('equal') + +# Boundary and Gridlines +scale = 1 +fig, tax = ternary.figure(ax=ax, scale=scale) +setupfigure(tax, show_120=False) + +# Plot +tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green') +tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue') +tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='green') +tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='blue') + +# Contour +tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) +tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) +tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) +tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) + +# Lines +marker_style = dict( + linestyle=' ', color='darkorange', linewidth=1.2, + markersize=14, zorder=0 +) + +p1 = (0.18301213, 0.43765598, 0.37933189) +p2 = (0, 1, 0) +divisions = 46 +x_d = np.linspace(p1[0], p2[0], divisions+1) +y_d = np.linspace(p1[1], p2[1], divisions+1) +z_d = np.linspace(p1[2], p2[2], divisions+1) +for n in xrange(divisions-2): + p = (x_d[n], y_d[n], z_d[n]) + q = (x_d[n+1], y_d[n+1], z_d[n+1]) + tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style) + +p1 = (0.55003613, 0.18301213, 0.26695174) +p2 = (1, 0, 0) +divisions = 35 +x_d = np.linspace(p1[0], p2[0], divisions+1) +y_d = np.linspace(p1[1], p2[1], divisions+1) +z_d = np.linspace(p1[2], p2[2], divisions+1) +for n in xrange(divisions-2): + p = (x_d[n], y_d[n], z_d[n]) + q = (x_d[n+1], y_d[n+1], z_d[n+1]) + tax.line(p, q, marker=(3, 2, 180+63), **marker_style) + +# Text +ax.text(0.36, 0.53, r'$\mathcal{O}_{e\tau}$', fontsize=FONTSIZE, + rotation=0, verticalalignment='center') +ax.text(0.445, 0.54, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, + rotation=80, verticalalignment='center') +ax.text(0.68, 0.09, r'$\mathcal{O}_{\mu\tau}$', fontsize=FONTSIZE, + rotation=0, verticalalignment='center') +ax.text(0.7, 0.14, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, + rotation=-23, verticalalignment='center') +ax.text(0.34, 0.2, r'$68\%$', fontsize=FONTSIZE, rotation=5) +ax.text(0.34, 0.1, r'$90\%$', fontsize=FONTSIZE, rotation=5) + +# Save +outfile = 'fr' +for of in OUTFORMAT: + o = OUTFOLDER + outfile + '.' + of + print 'Saving as {0}'.format(o) + fig.savefig(o, bbox_inches='tight', dpi=150) + +# Scenarios +scenarios = [MixingScenario.T12, MixingScenario.T13, MixingScenario.T23] +title = [r'e\mu', r'e\tau', r'\mu\tau'] +srcs = [(0, 0, 1), (1, 0, 0), (0, 1, 0), (1, 2, 0)] +colours = {0:PURPLE+[1.], 1:'blue', 2:'green', 3:'red'} +ev_sc = np.linspace(-60, -20, 4E3) + +# Figure +fig = plt.figure(figsize=(36, 12)) +gs = gridspec.GridSpec(1, 3, width_ratios=[1, 1, 1]) +# gs.update(hspace=0.4, wspace=0.15) +for i, sc in enumerate(scenarios): + ax = fig.add_subplot(gs[i]) + ax.set_aspect('equal') + + # Boundary and Gridlines + scale = 1 + legend = False + if i == 1: legend = True + fig, tax = ternary.figure(ax=ax, scale=scale) + setupfigure(tax, legend=legend, show_001=True) + tax.set_title(r'$\mathcal{O}_{'+title[i]+r'}\:operator$', + fontsize=FONTSIZE+10, pad=35) + + # Calculate and plot + for c, s in enumerate(srcs): + frs = [] + for e in ev_sc: + u = fr_utils.params_to_BSMu(e, fix_mixing=sc, dim=6, energy=1e6) + frs.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) + frs = np.vstack(frs) + tax.scatter(frs, marker='o', s=2, alpha=1, color=colours[c]) + + # Contour + tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) + tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) + tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) + tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) + ax.text(0.34, 0.2, r'$68\%$', fontsize=FONTSIZE, rotation=5) + ax.text(0.34, 0.1, r'$90\%$', fontsize=FONTSIZE, rotation=5) + +# Save +outfile = 'fr_all' +for of in OUTFORMAT: + o = OUTFOLDER + outfile + '.' + of + print 'Saving as {0}'.format(o) + fig.savefig(o, bbox_inches='tight', dpi=150) diff --git a/utils/fr.py b/utils/fr.py index c6d7a52..a2c2356 100644 --- a/utils/fr.py +++ b/utils/fr.py @@ -266,11 +266,11 @@ def estimate_scale(args): def fr_argparse(parser): parser.add_argument( - '--measured-ratio', type=int, nargs=3, default=[1, 1, 1], + '--measured-ratio', type=float, nargs=3, default=[1, 1, 1], help='Set the central value for the measured flavour ratio at IceCube' ) parser.add_argument( - '--source-ratio', type=int, nargs=3, default=[2, 1, 0], + '--source-ratio', type=float, nargs=3, default=[2, 1, 0], help='Set the source flavour ratio for the case when you want to fix it' ) parser.add_argument( diff --git a/utils/gf.py b/utils/gf.py index a288622..ddf3fdd 100644 --- a/utils/gf.py +++ b/utils/gf.py @@ -13,7 +13,11 @@ from functools import partial import numpy as np -import GolemFitPy as gf +try: + import GolemFitPy as gf +except: + print 'Running without GolemFit' + pass from utils.enums import DataType, SteeringCateg from utils.misc import enum_parse, thread_factors diff --git a/utils/likelihood.py b/utils/likelihood.py index ee4ec6e..4580b67 100644 --- a/utils/likelihood.py +++ b/utils/likelihood.py @@ -126,7 +126,9 @@ def triangle_llh(theta, args, asimov_paramset, llh_paramset, fitter): mass_eigenvalues = fr_utils.MASS_EIGENVALUES sm_u = fr_utils.NUFIT_U - if args.energy_dependance is EnergyDependance.MONO: + if args.no_bsm: + fr = fr_utils.u_to_fr(source_flux, np.array(sm_u, dtype=np.complex256)) + elif args.energy_dependance is EnergyDependance.MONO: u = fr_utils.params_to_BSMu( theta = bsm_angles, dim = args.dimension, diff --git a/utils/misc.py b/utils/misc.py index ed14941..26bd828 100644 --- a/utils/misc.py +++ b/utils/misc.py @@ -42,20 +42,16 @@ def gen_identifier(args): f += '_sfr_{0:G}_{1:G}_{2:G}_mfr_{3:G}_{4:G}_{5:G}'.format( sr1, sr2, sr3, mr1, mr2, mr3 ) - if args.fix_mixing is not MixingScenario.NONE: - f += '_{0}'.format(args.fix_mixing) - elif args.fix_mixing_almost: - f += '_fix_mixing_almost' - elif args.fix_scale: - f += '_fix_scale_{0}'.format(args.scale) else: f += '_mfr_{3:03d}_{4:03d}_{5:03d}'.format(mr1, mr2, mr3) + if args.fix_mixing is not MixingScenario.NONE: f += '_{0}'.format(args.fix_mixing) elif args.fix_mixing_almost: f += '_fix_mixing_almost' elif args.fix_scale: f += '_fix_scale_{0}'.format(args.scale) + if args.likelihood is Likelihood.FLAT: f += '_flat' elif args.likelihood is Likelihood.GAUSSIAN: f += '_sigma_{0:03d}'.format(int(args.sigma_ratio*1000)) diff --git a/utils/plot.py b/utils/plot.py index fb58176..540ed25 100644 --- a/utils/plot.py +++ b/utils/plot.py @@ -34,7 +34,10 @@ from utils.enums import DataType, EnergyDependance from utils.enums import Likelihood, MixingScenario, ParamTag, StatCateg from utils.fr import angles_to_u, angles_to_fr -plt.style.use(os.environ['GOLEMSOURCEPATH']+'/GolemFit/scripts/paper/paper.mplstyle') +if os.environ.get('GOLEMSOURCEPATH') is not None: + plt.style.use(os.environ['GOLEMSOURCEPATH']+'/GolemFit/scripts/paper/paper.mplstyle') +elif os.path.isfile('./paper.mplstyle'): + plt.style.use('./paper.mplstyle') if 'submitter' in socket.gethostname(): rc('text', usetex=False) -- cgit v1.2.3