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-rw-r--r--plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb151
-rw-r--r--plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb550
-rw-r--r--plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb1122
-rw-r--r--plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb851
-rw-r--r--plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb515
-rw-r--r--plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb446
-rw-r--r--plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb1076
-rw-r--r--plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb238
-rw-r--r--plot_llh/\236
-rw-r--r--plot_llh/ahlers_unitarity_contour.ipynb151
-rw-r--r--plot_llh/command3
-rw-r--r--plot_llh/fig2.ipynb563
-rw-r--r--plot_llh/full_trajectories.ipynb1122
-rw-r--r--plot_llh/mcmc_mixing.py284
-rw-r--r--plot_llh/mcmc_scan.py181
-rw-r--r--plot_llh/paper.mplstyle27
-rw-r--r--plot_llh/procedings.ipynb851
-rw-r--r--plot_llh/syst_variations.ipynb515
-rw-r--r--plot_llh/test.tex795
-rw-r--r--plot_llh/testing.py583
-rw-r--r--plot_llh/thesis.ipynb446
-rw-r--r--plot_llh/trajectory.ipynb1099
-rw-r--r--plot_llh/triangle.py258
-rw-r--r--plot_llh/unitarity.py86
-rw-r--r--plot_llh/unitary_bounds.ipynb238
25 files changed, 0 insertions, 12387 deletions
diff --git a/plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb
deleted file mode 100644
index ad5b35f..0000000
--- a/plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb
+++ /dev/null
@@ -1,151 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import healpy as H\n",
- "import sys\n",
- "import numpy as np\n",
- "from pylab import *\n",
- "import matplotlib.pyplot as plt\n",
- "import matplotlib.colors as clrs\n",
- "import subprocess\n",
- "import pickle\n",
- "import matplotlib.tri as mtri\n",
- "import matplotlib.lines as lines\n",
- "import ternary\n",
- "\n",
- "rc('text', usetex=True)\n",
- "rc('font',**{'family':'serif','serif':['Palatino']})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:37: RuntimeWarning: invalid value encountered in double_scalars\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 1800x1680 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#### Boundary and Gridlines\n",
- "scale = 20\n",
- "figure, tax = ternary.figure(scale=scale)\n",
- "figure.set_size_inches(6, 5.6)\n",
- "figure.set_dpi(300)\n",
- "\n",
- "plt.axis('off')\n",
- "\n",
- "tax.gridlines(color=\"gray\", multiple=0.1 * scale, linewidth=0.35, ls='-', alpha=0.5)\n",
- "\n",
- "# Set Axis labels and Title\n",
- "fontsize = 7.25\n",
- "tax.left_axis_label(r'$f_{\\tau,\\oplus}$', fontsize=fontsize, offset=0.175)\n",
- "tax.right_axis_label(r'$f_{\\mu,\\oplus}$', fontsize=fontsize, offset=0.175)\n",
- "tax.bottom_axis_label(r'$f_{e,\\oplus}$', fontsize=fontsize, offset=0.175)\n",
- "\n",
- "tax.boundary(linewidth=1.0)\n",
- "\n",
- "fe = 3.0/3.\n",
- "fmu = 0.0/3.\n",
- "A4 = []\n",
- "\n",
- "steps = 360\n",
- "for chi in arange(0.0,2*np.pi,2*np.pi/(1.*steps)) :\n",
- " \n",
- " L = []\n",
- " \n",
- " for dchi in arange(-np.pi/2.+2.*np.pi/(1.*steps),np.pi/2.,2.*np.pi/(1.*steps)) :\n",
- " omega = chi+dchi\n",
- " x = (1.-fe-2.*fmu)*np.sin(omega)\n",
- " y = (1.-2.*fe-fmu)*np.cos(omega)\n",
- " z = (fmu-fe)*(np.cos(omega)-np.sin(omega))\n",
- " \n",
- " B = [0.0,(x+y+z)/3.,x/2.,y/2.,z/2.]\n",
- " \n",
- " if x**2 >= (y-z)**2/9. :\n",
- " B.append(((3.*x+y+z)**2-4.*y*z)/24./x)\n",
- " if y**2 >= (z-x)**2/9. :\n",
- " B.append(((3.*y+z+x)**2-4.*z*x)/24./y)\n",
- " if z**2 >= (x-y)**2/9. :\n",
- " B.append(((3.*z+x+y)**2-4.*x*y)/24./z)\n",
- "\n",
- " L.append(max(B)/np.cos(dchi))\n",
- " \n",
- " A4.append([fe+np.cos(chi)*min(L),fmu+np.sin(chi)*min(L)])\n",
- " \n",
- "A4 = np.array(A4) \n",
- "tax.plot(A4*scale, linewidth=1, marker=None, color='red', linestyle='solid')\n",
- "\n",
- "r = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'red', label='$(1:0:0)_s$')\n",
- "g = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'green', label='$(0:1:0)_s$')\n",
- "b = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'blue', label='$(1:2:0)_s$')\n",
- "\n",
- "black = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=1., marker=None, color='black', label='This work')\n",
- "dotted = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=0.4, marker=None, color='black', linestyle='dashed', label='Xu+, 2014')\n",
- "\n",
- "handles1 = [black[0], dotted[0]]\n",
- "handles2 = [r[0], g[0], b[0]]\n",
- "\n",
- "tax.clear_matplotlib_ticks() # Remove default Matplotlib Axes\n",
- "\n",
- "tax.set_axis_limits({'b': [0., 1.], 'l': [0., 1.], 'r': [0., 1.]})\n",
- "\n",
- "tax.get_ticks_from_axis_limits(multiple=10.)\n",
- "tax.set_custom_ticks(fontsize=3.5, multiple=10., offset=0.022, linewidth=0.5, tick_formats= {'b': \"%.1f\", 'l': \"%.1f\", 'r': \"%.1f\"})\n",
- "\n",
- "first_legend = plt.legend(handles=handles2, bbox_to_anchor=(0.75, 0.85), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n",
- "tax.ax.set_aspect('equal')\n",
- "\n",
- "ax = plt.gca().add_artist(first_legend)\n",
- "\n",
- "tax.legend(handles=handles1, bbox_to_anchor=(0, 0.90), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n",
- "tax.ax.set_aspect('equal')\n",
- "\n",
- "#ternary.plt.tight_layout()\n",
- "tax._redraw_labels()\n",
- "\n",
- "ternary.plt.show()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb
deleted file mode 100644
index f2e9bb9..0000000
--- a/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb
+++ /dev/null
@@ -1,550 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"Figure 2\"\"\"\n",
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\n",
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.patches import Circle, Rectangle, Wedge\n",
- "import matplotlib.colors as mcolors\n",
- "import matplotlib.patches as mpatches\n",
- "from matplotlib.legend_handler import HandlerPatch\n",
- "import matplotlib.gridspec as gridspec\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "mpl.rcParams['text.latex.preamble'] = [\n",
- " r'\\usepackage{amsmath}',\n",
- " r'\\usepackage{amssymb}',\n",
- " r'\\usepackage{accents}',\n",
- " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
- " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
- "mpl.rcParams['text.latex.unicode'] = True\n",
- "\n",
- "from scipy import interpolate\n",
- "from tqdm import tqdm_notebook as tqdm\n",
- "import shapely.geometry as sg\n",
- "import shapely.ops as so\n",
- "\n",
- "import warnings\n",
- "with warnings.catch_warnings():\n",
- " import ternary\n",
- "\n",
- " warnings.simplefilter(\"ignore\")\n",
- " from utils import fr as fr_utils\n",
- " from utils import misc as misc_utils\n",
- " from utils import plot as plot_utils\n",
- "\n",
- "from unitarity import calc_unitarity_bounds\n",
- " \n",
- "tRed = list(np.array([226,101,95]) / 255.)\n",
- "tBlue = list(np.array([96,149,201]) / 255.)\n",
- "tGreen = list(np.array([170,196,109]) / 255.)\n",
- "grey = list(mcolors.to_rgb('grey'))\n",
- "fontsize = 23\n",
- "nbins = 25"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "([1, 0, 0], '-> [ 0.550 0.183 0.267]', '= [ 0.537 0.501]')\n",
- "([0, 1, 0], '-> [ 0.183 0.438 0.379]', '= [ 0.385 -0.410]')\n",
- "([1, 2, 0], '-> [ 0.305 0.353 0.342]', '= [ 0.433 -0.072]')\n",
- "([0, 0, 1], '-> [ 0.267 0.379 0.354]', '= [ 0.418 -0.174]')\n",
- "('-> [ 0.260 0.418 0.322]', '= [ 0.460 -0.233]')\n",
- "[0.26, 0.4179999999999999, 0.32200000000000006]\n",
- "('-> [ 0.533 0.230 0.237]', '= [ 0.582 0.397]')\n",
- "('-> [ 0.206 0.434 0.361]', '= [ 0.409 -0.356]')\n"
- ]
- }
- ],
- "source": [
- "s = [1, 0, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [0, 1, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [1, 2, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [0, 0, 1]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "m = [0.26, 0.418, 0.322]\n",
- "print(r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "print(list(map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))))\n",
- "m = [0.533, 0.230, 0.237]\n",
- "print(r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "m = [0.206, 0.434, 0.361]\n",
- "print(r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "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": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "def alp(x):\n",
- " y = list(x)\n",
- " y[-1] = 0.7\n",
- " return y\n",
- "\n",
- "def cmap_discretize(cmap, N):\n",
- " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n",
- " colors_rgba = cmap(colors_i)\n",
- " indices = np.linspace(0, 1., N+1)\n",
- " cdict = {}\n",
- " for ki,key in enumerate(('red','green','blue')):\n",
- " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in range(N+1) ]\n",
- " # Return colormap object.\n",
- " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.48612238851e+38\n",
- "6.8279454231\n",
- "-6.8279454231\n"
- ]
- }
- ],
- "source": [
- "PS = 1/8.203e-20 # GeV\n",
- "PS_D6 = PS**2\n",
- "print(PS_D6)\n",
- "\n",
- "print(np.log10(1e45 / PS_D6))\n",
- "print(np.log10(1e-45 * PS_D6))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Load chains for NuFIT + BSM textures + HESE contour\n",
- "SM_X = np.load('./chains/mc_x.npy')\n",
- "\n",
- "T13_010 = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
- "T23_100 = np.genfromtxt('./frs/fr_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')\n",
- "\n",
- "bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "flavour_angles = bc_chains[:,-2:]\n",
- "flavour_ratios = np.array(\n",
- " map(fr_utils.angles_to_fr, flavour_angles)\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Process only n points for plotting\n",
- "n = 10000\n",
- "T13_010 = np.vstack([T13_010[T13_010[:,2]<0.1][:int(n/5.)], T13_010[T13_010[:,2]>=0.1][:int(4*n/5.)]])\n",
- "T23_100 = np.vstack([T23_100[T23_100[:,0]<=0.9][:int(4*n/5.)], T23_100[T23_100[:,0]>0.9][:int(n/5.)]])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(10000, 4)\n",
- "(10000, 4)\n"
- ]
- }
- ],
- "source": [
- "print(T13_010.shape)\n",
- "print(T23_100.shape)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Calculate unitary boundaries\n",
- "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
- "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
- "f_s_100 = fr_utils.normalise_fr((1, 0, 0))\n",
- "\n",
- "n_samples = 1000\n",
- "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
- "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
- "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)\n",
- "\n",
- "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n",
- "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n",
- "c = so.cascaded_union([p1,p2])\n",
- "f_m_x = np.array(map(\n",
- " lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)\n",
- "))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "('min_scale', -52.0)\n",
- "('max_scale', -40.0)\n",
- "('min_scale', -13.827945423101944)\n",
- "('max_scale', -1.8279454231019443)\n"
- ]
- }
- ],
- "source": [
- "# Work out upper and lower axis\n",
- "d = [T13_010, T23_100]\n",
- "min_scale = 1E100\n",
- "max_scale = -1E100\n",
- "\n",
- "for i in d:\n",
- " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n",
- " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n",
- "\n",
- "print('min_scale', min_scale)\n",
- "print('max_scale', max_scale)\n",
- "\n",
- "min_scale += np.log10(PS_D6)\n",
- "max_scale += np.log10(PS_D6)\n",
- "\n",
- "print('min_scale', min_scale)\n",
- "print('max_scale', max_scale)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Colouring\n",
- "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n",
- "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n",
- "cmap_010 = cmap_discretize(cmap_g, 10)\n",
- "cmap_100 = cmap_discretize(cmap_b, 10)\n",
- "cmap_001 = cmap_discretize(cmap_b, 10)\n",
- "\n",
- "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
- "\n",
- "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1]+np.log10(PS_D6))))\n",
- "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1]+np.log10(PS_D6))))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:297: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "../utils/plot.py:296: RuntimeWarning: invalid value encountered in sqrt\n",
- " area = np.sqrt(s*(s-a)*(s-b)*(s-c))\n",
- "/home/shivesh/programs/anaconda3/envs/py2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "/home/shivesh/programs/anaconda3/envs/py2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
- " (i, m, i)))\n"
- ]
- }
- ],
- "source": [
- "# Calculate nufit boundary\n",
- "polys = []\n",
- "for x in (SM_X[SM_X[:,0]>=(1/3.)], SM_X[SM_X[:,0]<(1/3.)]):\n",
- " polys.append(plot_utils.flavour_contour(\n",
- " frs = x,\n",
- " plot = False,\n",
- " nbins = nbins,\n",
- " coverage = 95,\n",
- " oversample = 15,\n",
- " delaunay = True,\n",
- " d_alpha = 0.04,\n",
- " d_gauss = 0.02,\n",
- " smoothing = 4,\n",
- " hist_smooth = 0.03\n",
- " ))\n",
- "p1 = sg.Polygon(polys[0])\n",
- "p2 = sg.Polygon(polys[1])\n",
- "nufit_bound = so.cascaded_union([p1,p2]).exterior.xy"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 63,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot HESE contour\n",
- "coverages = {68: 'grey', 90: 'darkgrey'}\n",
- "for cov in coverages.iterkeys():\n",
- " plot_utils.flavour_contour(\n",
- " frs = flavour_ratios,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = cov,\n",
- " linewidth = 2.5,\n",
- " color = coverages[cov],\n",
- " alpha = 1,\n",
- " zorder = 6,\n",
- " oversample = 1.8\n",
- " )\n",
- "# Text\n",
- "ax.text(0.34*nbins, 0.225*nbins, r'$68\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
- "ax.text(0.34*nbins, 0.13*nbins, r'$90\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
- "\n",
- "# # Plot BSM scatter\n",
- "tax.scatter(T13_010[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_010, zorder=8)\n",
- "tax.scatter(T23_100[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_100, zorder=8)\n",
- "\n",
- "# Plot unitary regions\n",
- "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " linewidth = 0.5,\n",
- " facecolor = col+[0.3],\n",
- " edgecolor = col,\n",
- " zorder = 3\n",
- " )\n",
- "\n",
- "# Plot NuFIT boundary\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1],\n",
- " linewidth = 1.5,\n",
- " edgecolor = 'None',\n",
- " facecolor = 'white',\n",
- " alpha = 1,\n",
- " zorder = 4,\n",
- ")\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1], \n",
- " linewidth = 1.5,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'None',\n",
- " alpha = 1,\n",
- " zorder = 5,\n",
- " hatch = 'XXX'\n",
- ")\n",
- "\n",
- "class AnyObject(object):\n",
- " pass\n",
- "\n",
- "class data_handler(object):\n",
- " def legend_artist(self, legend, orig_handle, fontsize, handlebox):\n",
- " scale = fontsize / 22\n",
- " x0, y0 = handlebox.xdescent+35, handlebox.ydescent\n",
- " width, height = handlebox.width, handlebox.height\n",
- " patch_sq = mpatches.FancyArrowPatch([x0 + width/6, y0 + height + 10], [x0+28, y0 + height/2],\n",
- " connectionstyle=\"angle,angleA=90,angleB=180,rad=0\", arrowstyle=\"-|>,head_length=4,head_width=4\",\n",
- " facecolor=grey+[0.8], edgecolor='k', linewidth=2, transform=handlebox.get_transform())\n",
- " patch_circ = mpatches.Circle([x0 + width - height/2, y0 + height/2], height/2 * scale, facecolor=tRed,\n",
- " edgecolor='k', linewidth=2, transform=handlebox.get_transform())\n",
- "\n",
- " handlebox.add_artist(patch_sq)\n",
- " handlebox.add_artist(patch_circ)\n",
- " return patch_sq\n",
- "\n",
- "# Legend Right\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor=grey+[0.8], edgecolor='k', linewidth=2.)\n",
- ")\n",
- "# legend_elements.append(\n",
- "# Circle((0., 0.), 0.1, facecolor=tRed, edgecolor='k',\n",
- "# linewidth=2., label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "# )\n",
- "legend = plt.legend(\n",
- " handles=legend_elements+[AnyObject()],\n",
- " labels=[r'$\\rm New\\:Physics\\:Territory$', r'$.\\:\\:\\:\\:\\:(1:2:0\\smash{)_{\\rm S}}$'],\n",
- " loc=(0.65, 0.8),\n",
- " fontsize=l_size,\n",
- " handler_map={Circle: HandlerCircle(), AnyObject: data_handler()}\n",
- ")\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "legend.get_frame().set_linestyle('-')\n",
- "ax.add_artist(legend)\n",
- "\n",
- "# Legend Left\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
- " linewidth=2., label=r'$\\rm Standard\\:Scenario$')\n",
- ")\n",
- "legend = plt.legend(\n",
- " handles=legend_elements,\n",
- " loc=(-0.05, 0.85),\n",
- " fontsize=l_size,\n",
- " handler_map={Circle: HandlerCircle()}\n",
- ")\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "legend.get_frame().set_linestyle('-')\n",
- "\n",
- "# Colorbar Left\n",
- "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n",
- "ax0 = fig.add_subplot(gs00[0])\n",
- "cb = mpl.colorbar.ColorbarBase(\n",
- " ax0, cmap=cmap_010, norm=norm, orientation='horizontal'\n",
- ")\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(\n",
- " 0.5, 2, r'$(0:1:0\\smash{)_{\\rm S}}\\:{\\rm with}\\:\\accentset{\\circ}{c}^{(6)}_{\\tau e}$',\n",
- " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n",
- ")\n",
- "\n",
- "# Colorbar Right\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(\n",
- " ax1, cmap=cmap_100, norm=norm, orientation='horizontal'\n",
- ")\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax1.text(\n",
- " 0.5, 2, r'$(1:0:0\\smash{)_{\\rm S}}\\:\\:{\\rm with}\\:\\accentset{\\circ}{c}^{(6)}_{\\mu\\tau}$',\n",
- " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n",
- ")\n",
- "\n",
- "# Figure text\n",
- "fig.text(\n",
- " 0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\accentset{\\circ}{c}^{(6)}\\cdot{\\rm E}^{2}_{\\rm P})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center'\n",
- ")\n",
- "# fig.text(\n",
- "# 0.75, 0.86, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n",
- "# horizontalalignment='center', color='r'\n",
- "# )\n",
- "\n",
- "# Save\n",
- "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n",
- "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.17"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb
deleted file mode 100644
index 1a0e63e..0000000
--- a/plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb
+++ /dev/null
@@ -1,1122 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import numpy as np"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "sm_010 = np.load('./chains/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('./chains/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('./chains/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('./chains/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_1e45 = np.load('./chains/mcmc_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000_sc_1E-45_proc.npy')\n",
- "\n",
- "bsm_010 = np.load('./chains/mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n",
- "bsm_100 = np.load('./chains/mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[0.30464772 0.38851294 0.30683934]\n",
- " [0.30464772 0.38851294 0.30683934]\n",
- " [0.30464772 0.38851294 0.30683934]\n",
- " ...\n",
- " [0.16430342 0.42135965 0.41433693]\n",
- " [0.13771339 0.44716916 0.41511745]\n",
- " [0.13771339 0.44716916 0.41511745]]\n"
- ]
- }
- ],
- "source": [
- "print bsm_1e45"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(40000, 3) (40000, 3) (10000, 3)\n"
- ]
- }
- ],
- "source": [
- "print sm_010.shape, sm_100.shape, sm_120.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "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": 8,
- "metadata": {},
- "outputs": [
- {
- "ename": "IOError",
- "evalue": "./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found.",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-8-32ad8757b861>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbsm_1e45_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mbsm_1e42_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mbsm_1e30_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mbsm_010_t13_f\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding)\u001b[0m\n\u001b[1;32m 1687\u001b[0m \u001b[0mfname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1688\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1689\u001b[0;31m \u001b[0mfhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_datasource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rt'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1690\u001b[0m \u001b[0mown_fhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1691\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(path, mode, destpath, encoding, newline)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdestpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnewline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 261\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 262\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 614\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 615\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 616\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;31mIOError\u001b[0m: ./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found."
- ]
- }
- ],
- "source": [
- "bsm_1e45_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt')\n",
- "bsm_1e42_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt')\n",
- "bsm_1e30_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt')\n",
- "bsm_010_t13_f = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt')\n",
- "\n",
- "print bsm_1e45_redone.shape\n",
- "print bsm_1e42_redone.shape\n",
- "print bsm_1e30_redone.shape\n",
- "print bsm_010_t13_f[:,:-1].shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "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": 10,
- "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": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "plt.style.use('./paper.mplstyle')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "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": null,
- "metadata": {},
- "outputs": [],
- "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='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",
- "#tax.scatter(bsm_1e45, marker='.', s=10, alpha=0.4, color='purple')\n",
- "#tax.scatter(bsm_1e42_redone, marker='.', s=2, alpha=0.4, color='blue')\n",
- "tax.scatter(bsm_010_t13_f[:,:-1], marker='.', s=2, alpha=0.4, color='blue')\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": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "from utils import fr as fr_utils\n",
- "from utils import misc as misc_utils\n",
- "from utils.enums import Texture"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "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": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "sc = np.linspace(-47, -42, 400)\n",
- "energy = 1e6\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=6, energy=energy)\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, texture=Texture.OET, dim=6, energy=energy)\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, texture=Texture.OEU, dim=6, energy=energy)\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": 13,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0.18301213 0.43765598 0.37933189]\n"
- ]
- }
- ],
- "source": [
- "u = fr_utils.params_to_BSMu(-60, texture=Texture.OET, dim=6, energy=energy)\n",
- "print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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(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",
- "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": 14,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OEU\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100_T12 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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": 35,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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": 36,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OUT\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100_T23 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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": 37,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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nvdO/T3l6qWxDRCY0M6sws3lE7ebOJG0zdx8CXkHUhu49ZnZ5eD9dCYcDuPuXiOqbO4GPmtnHgEbgk57FTJ2MX+6+mmgmdCtRCccmM3Mz25TckSX4AtGMaeqfjfVEM9ip+w9nuD9b7UQzn9tDbDe4e2J2eiPRT1pSZ8g3EP19gCgJ25gcXzhX1widIZ6T4RjZ3oN2ouTvuXOGY9uB13vSjKuff3DzRi7WHmJLrUNfC6xLeoAv0/iGK9dJndHNte493XH5vHdqg5cnSp5FZEJz9yF3PwR0AK9L2uZJ3TT+BHg10Y9Up4b3nkugE6UciYcD3X2Hu7/F3f+E6Mes/+lhikcmB3ff6u5r3X0pMIMoIVtB9ON34LlyiFVcnFwlJzRjbW3XCQzXoWEN0SxrqnuBR8KP+lcQfQhI9SjRj/tHM9oYud6DR9NsS+yfKlGWkaqTqAtO6rjt4Zi1Wca3lSjp3pBSf35vmjhzccFxBbh3zTnGJSmUPIvIhGdmDUAf8Mtm1pLY7ue7aWwiqiV9M/DCsM2T9kvMOg+F81UmJdLdRboMKQPpZoo9ajP2EPBSYHnSQheJ2dDhevd2AjflIaxdqRuSkruLkk13vy8kX4l9bjSzVckvomTrovPmMEau92C4BHTEmLLQTnT9GccXku6VRB84doVFTTbmKZ508n3vJE+UPIvIhOfuZ4DvAb9HymxaUhJ8K1FZx1tTEyQzm25md5rZy8K+g4lEWiade4Z7I5QTbCeqGc5UpmUbhfSIu29OeSUWfymGdPfgohnjEkpeHGmru99A9ADgeqIEfHcW5TfPyVP3lHK/dxOSkmcRmRTc/fPA08AHkv/T8rAYSvj2FuC3gflwwSqDtURJ02+YluCe7EarG32U8zN/iRnZ4ZKkNi4uuRhu1jCr5CypznekBO3RDPYZ6xi53INiSIybcXxmtiaRJLt7u7s/5O6J2vdbhjl+JKP9WSrXezfp6T8BEZlM/pBo5nmtmU1LbHT3gdCO7gfAI8DHw/ahsP0o8EJ3f5dmnCe95LKMdJ6rIQ7J5VbSLI4RkrA2ogf2UrUMs2+2HiJqXXcRM1sTyirSxhf2WZWHMXK9B/nSkrohPCjYRvSgZLbxpUuSN5LZh5vOlP1GPKYM7p0MQ8mziEwa7r4LiAN3AC9JzCIndd4A+DxwJHW7u/+iBCFL+ekCVqdLLEOv480p3R3WAqvS/Ij+C8DaNJ0gHubiRPkWohnGpWniGekhsPVAW2qs4fvEQ4KrQ3zL0+yTyaxmJmNkew8gTdJLlGymSzibGf4+pFtcJnXcbOJbn6ZEYyUXPtQ3XFK8hZFr3NMdV+h7JzkwPSAuIpONmX0duAy4LdHSKXTeGAgLGHzQ3V+Z47kN+FV3/4/8RSzlIsymPhSSw5WcXyyjmbCIR5pjEouQHA/7Lw37pk1OQxKe2BeiJHQjYVbb3VemLJ6SmKHckC6ZSjpf4r0L2relxNcermXrMInZcPclmzHS3oOUa+oiqsVem+5aw/bl4ZyJ7ZvdfX3S+bYQJazbuXCRlAsWVckivsQHihVEs8jN4bzb3X1rmvgfSo4nnGMj0UOPXeE62kc7rhD3DhkTJc8iMumEGucfAHuBB939u0nvPR+4xN3/b47nrgN+Dvypu38nD+GKSA4SyXMRH3yUSUJlGyIy6YQWdYkljf/CzH7XzOaEWtY24BtjOHcv8E7g00kPIoqIyASh5FlEJiV3/ynwDuBTwAuIltfe5+5fc/f+MZ7+/xD9iPUtYzyPiOROi4JIQahsQ0SEqC1dPjtpmNl1wL8BV7r7cIsciEieDVf/W9qoZCJR8iwik1pi6e0CnfvzQJ+7316I84uISPEpeRYRKRAzm0X08OCvufvPSx2PiIiMnWqeRUQKxN2PAR8menjQSh2PiIiMnZJnEZHC+hywCHhVqQMREZGxU9mGiEiBmdnLgc8CV7t7X6njERGR3GnmWUSkwNz9W8DTwNtLHYuIiIyNZp5FRIrAzC4nWtXwanc/Uup4AMKiMBvdfWmOx6/j/HLMbUTLI2e8pLOIyHik5FlEpEjM7ONAk7v/aYnj2Bh+uQvY4O5ZP8wYlj5e7+7bk7ZtA1YrgRaRiUzJs4hIkZjZdKLyjVe6+7YyiGc5sC3b5NnMVgFr3X1lJttFRCYS1TyLiBSJu3cD7wXuH+et69YC29Ns3w6sMLOmIscjIlI0Sp5FRIrrS0AD8C4zqy91MDm6kajk4wJJ5Ro3FjccEZHiUfIsIlJE7j4IbAM+Cnx/nM5ANwGdI7zfVqxARESKTcmziEgRmZk1Nja+8IorrgB4PjBkZj7WVxHjz6QkQ2UbIjJhVZU6ABGRSeb32tralh0/fvzczTffXLtjx45NPT09t5Q6qCw0j/J+F9BSjEAkf8LDrFcQ/dSgARgADgHPALu9AN0FzKxNnVmGp/tTvpQ8i4gUiZk1tLS0fKKyspKDBw++z8w+dMkll6w2sxe6+3+VOr4MjVSuAdGs8/FiBCJjZ2ZXA79bBS+YDlMbob4aqobAz8LZk3DmDOw2s38BvpGvFTJDZxYlhiNrMrNV7r651IHIhZQ8i4gUzzp3n7tz587H3f0Thw4dmtbS0vJeM7vfzH7J3YdKHeBo3L0rgzLtrmLEIrkzsynAm+vg1a0wfzY0L4OepXBmBvT3QcVeaHoKFh2AtoNw1VF4mZnd7+5PjnHs5UDbcEnhWBfvyTKWNqLuMRDNujeR0r+8QOOOusCQu283sxVmtrzQ8Uh2lDyLiBSBmV0yd+7c9SdOnODcuXO3ufuQmX3s2LFjb1q0aNEN+/bteyNRJ47xoJ2RHwrUjGIZM7NpwIfmwS+1waLXwtHfhyfmQn/qvoPAFmj637Dw59CyExaY2QZ3//4YQtiQrhd4yuI9BX/oNCTOq9x9fdK2FcA2M1vr7g8VaNy0CwyZ2UULDLn7fWF/9U4vI3pgUESkCOrq6j65cOHC2oqKik2JEg13P+Pu6xoaGpg7d+59IakZD7aTpq45JCO4+9aiRyQZMbMq4AOXwAtvhvkPwVN3wYF0iTNAJfBy6Pob+J/XQ9+1cE013GNm1+U4/hpgU7r33H2tu68FivXnZ5W735cSw1bgPmBjIfqVh3IV0swk3wtsvPgIADaF+yZlQsmziEiBmdmvLly48LVHjx7tPXv27N0pb3/l4MGDP5k3b97M6urq95UkwOw9DKxIs30FxUt8JDevnwU3XQezPwdPXgVnMzmoDvw98Owt0H0lXAbckWOf8rXAIzkcVwhrh0lKHw5f0/0ZH/OYZL/A0CPA+jTbpUSUPIuIFJCZVdbU1Nw/depUDhw4cJ+770t+3929u7v7ttOnT9PY2Ph2M7u0iOGN1jkDM7to1ivUqnaGH3EnW8v5+lEpM2Y2uwp+rw0Wr4dd84aZbR5OBXAX7LsWKufDMmB1luM3AZ3uXi418V1AurrqRHyj/v3IQdYLDIX71R5qxaUMKHkWESmsN1VWVl6/Y8eOfYODgxvS7eDu/71z584v9/f31wAfL3RAZrbBzDYRfnxuZrvSJcnBctIkGKFmdaWZrQmvDcBFNZtSVl4+D2a/CE69AE7ncoJq4HbYOx/mEz1AWJPF4bcAW3IZN1Phz3Lav2ep3P2G5HrnJIl660fzPSa5LzC0hcLMhEsO9MCgiEiBmNn0WbNmbZg2bRq7du16p7v3jLD7u6uqqlYvW7bsd8xspbsXLMkYJmEYbt9hOx5kcx4pC782G2atgj1jOckNcOZSGGyHBZ3RQj8/zvDQlQxf15sv20kzs5ultcD2LDpcZDTmGBcY2o5+qlM2NPMsIlIg1dXVsSVLljQfOXLkR4xS5+nuh06dOvXhxsZGmpqaHggPdonkhZlNr4J506D2phxnnRMqgOXQPQ0aieqfM9VGgTuxuPvqsXTJCKURK4C3FGDMsSwwNFqHGykiJc8iIgVgZpe3tra+/dixY3769OlbM1mhbXBw8FPt7e1729raLq+oqHhrMeKUSWNRI0xZCGcr83Cyy6CnHqYAi7I4bLSShXKwiaj8qBB9lceywFAnWva+bCh5FhEpjE+cO3eu8uDBg3+d6X/E7n6us7PzjkOHDlFTUxM3My1zLflSUwkVU6LWzWNWD4MVUQ6RTc1zcxk9LHiR8BzA+kK1Wszw2tPuE47VzHOZUPIsIpJnZvbyGTNmvOrQoUOnzp07964sD/+nw4cPf7u2tnZGTU3NhwoSoExGvQMweCZq3TxmJ6FqEIaA3myOK0Tv5HwID/w9XISlsHNaYCjct7L94DHZKHkWEckjM6ueMWPGZ1tbW3H3D7n7kWyO98gdLS0tQ3Pnzl1jZtcUKlaZVJ49DWf3w5Ss+tMNYyc09EAPsDeLwzopTPu3MQldZv47NXEuUGu4sSwwpE42ZULJs4hIHlVUVNza2tp66YEDB/YMDQ3dn8s53P1n+/fvf2jOnDmVDQ0ND5iZ5TtOmVzc/fQg7DsJZ78H08dyriFgG0zvhlPAL7I4tJ0yq9sNvco7h0mcC5Ho57rAUBvlXy8+aSh5FhHJEzOb2dzcHB8aGqKjo+Nt7t6X67n6+vree+DAgZMLFy78NeDVeQxTJq/vHIVjX4PZYznJf8C0PeBd8CzweBaHZtoxIuekdYR+5en2XU600EuXma0Ir1VhCe17yHCmN5sxx7DAUME7lUjm1ApJRCR/Pnju3LlpTz311FbgG2M5kbsfr6ysfN+ZM2fuBz5hZt9y93P5CVMmqX87BG/4Ccz7FjS9PIca2rNgD8Al+2E/8A13z+YBxC1EvZ7T1hWHuuM2wsysme0iKnPYkkX7ueVknmR+m2gmPG3i6+6ZrqCYzZi4+8qwUFHig8RSRl9g6CbCokZSepZB9yQRERmFmT3vkksueezEiRN+8uTJ57n7z/NwzuqKiorHr7jiiqt27tz5roGBgUxXMRNJy8xe3QR3/hJc+hl46oosHvgbAu6Btq+DPQnfBW5396xKqM1s10gL70h6ZrbN3W8odRwSUdmGiMgYmZk1NDQ8MHv27Ire3t6/zEfiDODu/UNDQ3cMDg6ycOHC95vZ3HycVya1r3fBfzwB+26HZf8B0zI56DhU3gWXfgtqnoafA5/INnEOthfoQbwJK9yvjJYKl+JQ8iwiMnavWbJkyYv37t3b1dfX9758ntjdt+zbt++bs2fPrq+trdXMs4xJWKznY4fg249C+zthyT2w5IlowZOLdEPlX8PsP4RrvwF9P4OfDkHc3XNdAns9WmY6W2sB/d0vIyrbEBEZAzOrq6mpebK1tXVxe3v7rYODg58rwBiXzp8//8menp6qrq6um9xds1AyJmH599dVwR8shAWzYNYC8DY40wT9fVCxD6bshikd0H0ADndHs5+fdveDYxw70VO5EKv4TShh1vn17r6+1LHIeUqeRUTGoKqq6t01NTUf6evr+5/BwcHr3X2gEOOY2X11dXXvHBoa+mFfX98LM1nuW2Q0ZrYAeCXw0gZongoN1VA1BEM90HsKegaijhrfBH7g7kN5Gneju2sGehS6T+VJybOISI7MbP7cuXOfaWpqmvLUU0+tcPdvF3CsabNnz941a9asmf/zP//z++7+lUKNJZNPmIleRNTtohEYAA4Au9z9VAHGawJuyaKLxqQTWuZtLeclzScrJc8iIjmqq6v7u+uvv/4Pnnjiia+fOXOm4L2YKyoq3nz99dd/8dlnnz18/PjxS939TKHHFBGRC+mBQRGRHJjZzZdccskfHD58uL+np+eOYozp7l/etWvXT9va2uZWVlaqBlJEpAQ08ywikiUzqwB+MHPmzJu7uro29Pf3v6uIY7+wqanp+2fPnu09d+7cMnffW6yxRUREM88iIlkzs99fvHjxzZ2dnYcHBgY+Usyx3f2/urq6vjp79uy6urq6TxZzbBERUfIsIpIVM2ucM2fOxxsaGnD3dxXiYaoMrB8cHOxdvHjxa83sxSUYX0Rk0lLyLCKShaqqqnfPmzdvzoEDBx5z978tRQzu/uyRI0fumzJlCjNmzHjQzCpLEYeIyGSk5FlEJENmtqS+vv6uM2fO0NXVdWu+et7mYnBwcMPBgwcPT58+/VrgTaWKQ0RkstEDgyIiGTKzzY2Nja87ffr037n7H5Zu0wTnAAAgAElEQVRBPK9vbGz86unTp48Bl7l7d6ljEhGZ6DTzLCKSATP79SuuuOJ1dXV1Z4GiddcYxSNnz579rxtuuGFWdXV1rNTBiIhMBkqeRURGYWaV06dPf3DatGl0dXV9zN0PlDomAHf3wcHB27u7u33BggVvM7PLSx2TiMhEp+RZRGQUZvanS5cuvaq9vf3AwMDAX5Q6nmTuvm3fvn1/PWfOnKqGhob7Sx2PiMhEp5pnEZERmNmM2traX8yYMaPl8OHDq919c6ljSmVmc5qamp4BGru6ul7h7t8qdUwy/piZAS1AIzAAHHX3vgKO1+bu7YU6/3in+1O+lDyLiIygpqbm/qlTp779xIkT/+Huv+Fl+o+mmb2jvr7+L6qqqn5x8uTJq929v9QxSfkLbQ5vAn4TWEYlzVRSheP00wPsBX4A/Ju7d+Zx3FVAu7tvz9c5JxozWw60leMH9slOybOIyDDMbFlra+vPqqurK3bt2rXc3R8vdUzDMbOalpaWpxcsWLD4Zz/72Z2Dg4OfLnVMUt7M7Crg7dRxBY3MppZp1GHUMsAQxhlq6OcMZ+jgNEdxHgEeHusHs5AUrnD3+9K8tw5IzLa2AZuLMftqZiuAje6+tNBjhfEyus6w31Z9yCgvSp5FRIbR0NDwb1dfffXKn/70p188d+7cn5Y6ntGY2W9fc801/3zs2LGTR44cWeruHaWOScpPKM+4hUreSAttNDOFyznCUk4wjT4s7NhHBQeYylPMYj+NnGAPPWwH4mOZhTazLe6+Mt12YH1yomhm24DVhUqgzWxj+OUuYIO720j752nMrK5zuPslpaMHBkVE0jCz35o3b97Kw4cPn+rr67un1PFk6P/t3r37O62trdPM7IOlDkbK1uup4S3M5Vqup4dVPMFyjjA9KXEGqGGIJXTzCp7h5TxDK63M4MXAR81sei4Dm9kaYFOa7asA0syw3gtsTN0/X9x9rbuvBbYWaoxkOV7npnDfpExo5llEJIWZ1QBPTJ069fIzZ87cPTg4+MlSx5QpM7uqvr5+R39/v/X39z/f3XeUOiYpH2Z2HVXcx1yu4sU8yxVkPoPcQxXfYBn76aCbfwI+ku0zAGGG9aXu3pWyfQuw3d3Xp2xvI5oVnpF6TD6FUpJthZ55zuU6zawpxFaUkhIZnWaeRURSVFRUvO3qq6++/OzZszuHhoYeKHU82XD3n/f09DzY1tZW0dDQ8ED4Eb1I4kPh22lmMddyNKvEGaCeAV7GTpqZRw2/Drwwy/GbgM5hkuAbiZLHCySVMdyYVazlK+vrDPerPST4UgaUPIuIJDGz2QsWLIgNDQ0xMDBwZyFbdRVQ/MSJE91Lly59MfCaUgcjZePF1HMZs6jhRg7ldIZp9HEdB2hiEbAqyw9ntwBbhnmvCUZM5tsyGcDMdpnZhixiGrMsx8z1OrcAK7IKTApGybOISJLa2tqPzp07d+revXu3uPs3Sx1PLty9s6Oj4z0As2fPvt/M6kodk5SFl9HIbK7kMJXkXrN5NceYSgPVXAVkU0qwErioa0SYkR5NJvsQzn/RzG6BZTTmGK9zO1FLQSkDSp5FRAIzu76uru7N+/fvH+jp6Xl7qeMZi6GhoY379u17qrKyciFwZ6njkdIKJRuXU8s0LsuyXCNVNc58upjCdODqLI5s43x7tmTNoxzXRbR4y6jcfbW7P5RFTGOWxZhjuc52Mpx9l8JT8iwiQtS+q7a29rPnzp2zQ4cOfdbdnyp1TGPh7gMnTpy4rbOzk9ra2veY2fxSxyQl1UoNjUylj1qGxny2mZymmgaym3kermRhtGS+CTiexTjlaizX2Unms+9SYEqeRUQiq9ra2l7U1NR0ApgQbd7c/dvAPz/vec9rqK2tvWhBCplUplFJNVPITw1/A/1UUkW0lHemmtM9LJhhF42CddoolrFcZzhWM89lQsmziEx6Zjalubn501OmTOHIkSPvKmRLrGI7d+7cnR0dHf0LFy78AzO7udTxSMkMAc4Q+em+cv482baqG272dLSyhIKvMlgkOV1nuG8T5t+l8U7Js4hMehUVFe9YunTp/F27dv2Pu3+x1PHkk7u379u371MtLS1MnTr1QTPTv/uT0xH6OccppozhUcHzuqhjgF7gSBZHdTJ83e920tT7hv7HuHtRFjEpgrFc50T5ADHu6R9REZnUzGxhZWXlu3bu3El3d/dt7j5Y6pjybWBg4MM7duw4AtwA/H6p45GSOMwAJziLc4LaMZ/tKFM5xxngmSyOamf4ut2HSd+KbQVFWv2vSHK9zjZGr5mWIlHyLCKTWl1d3V8sWLCgvru7e7O7f7fU8RSCu5/q7e1dX1NTw6xZsz5uZtnUqcoEEFYC/AlnOc6TzBrTybqo4TCN9NBBmtZzIxi2ZMHdNwOdZpaaWK4Nr4yYWa5LWY/WCSMvY47hOofrVCIloORZRCYtM3vBJZdc8ob+/v4+4J2ljqfA/ra/v/+x1tbWOVVVVe8udTBSEt/gJEf5BbPopibnszzKAs5wFOf7WT4fsIWo13Na7r4SWGlma8JrA7A6afW9TCwniw4gZrbBzDYBm8L3u3JIwLMaM8frvCkRo5SeZbksvYjIhGBmFU1NTdsuu+yy6x977LGP9vf3v6fUMRWamf3K5Zdf/oP+/v6+3bt3L3P33aWOSYonrAb4bpp4DW1M55U8nfViKTuZwXdZxCG249zm7geyjGGXu2fT3k4AM9vm7jeUOg6JKHkWkUnJzN64cOHCLzc0NHQsXLjwmhe/+MV9wJTwdhdQA9SH708S/aQuUe5wKnydGr6eJupmMC183wP0cb6+8yzQC8wI3/eGbdPDec+FY6YBleHYM+H8VcBAGLMhxDUYYqoHasPY3SH+xGqCJ8KvL7imL33pS387derUV/3sZz/b7O6rs7hlMgGY2QzgAWZzA204L2UX1Rkm0L+gie+xhCM8zTk+4+7/lMP4m4B73T2bco9JzcyWA2vdPePyFSksJc8iMumY2VQz21lfXz+3oqLiT+6+++6vxmKxnlLHVWjxeNz+5V/+5Zqf/vSnPxoYGKgfGBj4jYla5y3DM7PLMT5EC9cwiwZ+hT0s4tSwTex6qOLHLOQXTOc4z3COh4GHPIcEInSVWK9EMHNmthHYkGX5ihRQVakDEBEptqqqqvdef/31c3fs2PGTvr6+LwNziGZ+J7q5P/rRj54ws3uvu+66D+3Zs+dBM3veROwwIsNz951mtp4O3slZrqObJTQzyCJOMIsz1NPPABV0MoXDTGU/TZzhOCd4nCH+BvhaLolzGLvdzLrMbLlmn0cXZp27lDiXF808i8ikYmZLW1tbn6yrq6veuXPnze7+E4B4PD4/FosdLHV8hRKPx6cBQ7FY7LSZTWlpafnFJZdcsuCxxx77s6GhoY2ljk+Kz8yqgVXAq5jCQuqYRg0NVFCF4wxwlj7OcJoOhvgJ8GV335unsTdq9nl0uk/lSTPPIjKpTJky5dPz5s2rfvzxx/8ukTgHp+PxeGMsFjtdsuAKqzHx4cDdz5rZHfPmzds0d+7ce83s4Ym0qqJkxt37ga+Y2WbOcjNnWUbUEq2RqM7+EFEf5x+6++E8D7/ezNa4+0N5Pu+EYWargPWljkMupplnEZk0zOyl06dP3wr0dHd3X+buF8w0x+PxebFY7FCJwiuYdLPqZmYNDQ3fr6+vf8GxY8c+5e53lSo+EZHxRH2eRWRSMLOqadOmfXZoaIju7u4PpybOALFY7FA8Hh/bAhJlJh6PNxJ12riAu/uZM2du7ezs9NmzZ7/NzJaVIDwRkXFHybOITAoVFRVrFy9efGVtbe0+4FMj7Ho2Ho/nvoBE+akkaoV3EXd/vLKy8n+3trZWNTQ0fKbIcYmIjEtKnkVkwjOz5pkzZ35kcHCQjo6O2929d4Td+5kgz4PE4/EqoocEh+2m0dfXd8/hw4dPLViwYKWZ/VYRwxMRGZeUPIvIZPCBhQsXTt+zZ89/Av93pB1jsdg5zi+GMt41x2KxUyPt4O7HDh48+IHGxkbq6+vvN7OJNOsuIpJ3Sp5FZEIzs6uqqqr+/Kmnnho6c+bMbZn0p43FYkfj8fj8YsRXKPF4fCrRKoajGhoaeuDxxx/fWVFRcSlwa2EjExEZ35Q8i8iEFTpKPHD55ZdX9vT0bHT3J7I4/Ew8Hm8oWHCFN3W0WecEd+8bGhq6s6mpiXnz5sXNbHahgxMRGa+UPIvIRPaqtra23zh+/PhJ4P3ZHBiLxbqB6YUJq7ByWfDF3b/Z2dm5pbW1dWptbe1HCxWbiMh4p+RZRCYkM6udOXPmZyorKzl27Nj73b0j23PEYrGD8Xh8XiHiK5TQmi6jGedUPT09bz9w4MDg4sWL32xm1+c5NBGRCUHJs4hMVG+vrKxcvGfPnl8MDQ19bgznORWPx+vyFlXh1QE5rZLo7k8dOXLkgd7eXjOz+83M8hybiMi4p+RZRCYcM5vT0NDwvs7OTrq6ut4WliHOVS9Qna/YCinUaJ+KxWI5Lx3b39//gQMHDnQ0NDT8KvC6/EUnIjIxKHkWkaxY5M1m9mkz+46ZfcDM6ksdV7La2tqPXXXVVVOrq6v/xd3/dSznisViA0BFPB6vzFN4BRGPxyuA6tBqL2fu3jUwMPDepUuX0tLS8mkzm5KnEEVEJgQlzyKSMTObCrwHaAEeATqAu4H/NLNrSxlbgpndMH/+/Dd2dnYO9PT03JGn054kuuZyVgcMuxhKlv5q7969P1+yZMmCqqqqd+bpnFKmzKzazF5gZn9qZh8JH4w/YWZ3m9nvFKr7ipm1FeK8E4XuT/myDFqeiogQZiDXA19x96eTtv8K8HVgC/BHYyyRGBMzs/r6+h9cc801v/zYY499sq+v7+58nTsej88AemOxWEa9k4stlw4bIzGzX7/yyiv/vaurq/fQoUOXufv+fJ1byoOZVROV5rwKmhfCjOlQXw9V1eBD0NsLp07D0ePQ/2Pgy+7+bJ7GXgW0u/v2fJxvIjKz5UCbu28udSxyISXPIpIRM7sGuMrdHwnfV7r7YPj1rcAngcvy9Z9rjjG+obGx8SsDAwPHent7L3P37nyeP98Jar4UKq7a2tqv1dXVvfbkyZN/7+7/K9/nl9Ixs8XAO2DWddC6CC51eEEnLDsDMwegz+CZKfD4NPjxdDjSAbv3wMBfA/+YyWJDI4y9HFjh7vcN8/4KYKO7L811jCzjWQe0h2/bgM3u3j7CIUUbM+y3VR8yyktVqQMQkXHDgW0p3yd8GzgEvAAoSfJsZvUtLS2fqKqq4siRI+/Od+IcHIrH4/NisdihApw7J+EhwTOFOHdfX9/dZvbKxYsX/4GZPejuPyzEOFJcZnYZVHwYLr8alk2Fu3bDC09dXMn5y6fhfx2DY1XwmYXwr8+HpxvhZIuZ/dUYEugN7r4yTVwbwy93ESWUBWdmW4D1ycmpmW0zs9WFSqCzGdPd7wv7X3S/pHRU8ywimWoEPm5mt5tZg7sPJb13GJgCFCJhzUhlZeX6JUuWzD979uwTwJcKMUboYnE2Ho+X00N0U8OCLnnn7nsGBwc/2dzcTFNT04Nmpv8zxjkzawKLwZXXwW9Wwt//DF6cJnFONmsAPrQHYs/CtVfAtDcAr8px/DXApnTvuftad18LbM3l3DnEsiqMmzqrey+w8eIjSjbmpnDfpEzoH0IRyYi7/xjoB94ELEpsN7Mqd+8C/ptoxqjozKx1wYIF67q6ujh58uStiXKSAjlJ9EGh5OLxeDNwtJBjDAwMfHTfvn1HFi5c+Hwz+8NCjiWFFfp2vxVal8GvVMJf7IL6oVEPfM4rT8C6vXD5pVD5ZjObn0MYa4keNi4Ha4F05RDbgRXRB42yGPMRoudNpEwoeRaRUZlZok3bHwG/7e5PJd5z94Hwy5nAUNIxs4oXIRumTJlSt3///q+5+/cKOVAsFhsimn0u6cIp8Xi8ChgI8RSMu5/u6Oh4R19fH3V1dRtCxxUZny6HKb8OS+bCe9uhJoeyi1d3wktOw+LFwO9nc2RIDDvDh+1ycCNpPvAnlU7cWA5jhvvVHmrFpQwoeRaRUbn7oJmZu/e6+77kH9+HNlfTgP3AgaTDZhej1ZKZvaiqquoNe/fu7e3t7b2r0OMFvUB9PB4v5Qp81cDAqHvlgbv/wzPPPPMjYE5FRcV7ijGmFMRvwYI58IpjcElf7qf58/0wazZUvtjMpmdx4C1EXXkKxsx2mdmGDHdvAjpHeD+jf7+KNOYWYEWGY0iBKXkWmeTCoie1yd+n2y/54aDkeufQmq4WeAI4l3R8C3BZQYIOzKxi2rRpD1577bX09vbeV6xOH6H22Ymuu1Smx2KxnmIM5O5DQ0NDt8+bN4/58+ffZWZF6YIg+RP+Xv4SNLfAa4+N7WyX9MH1p2HmTCCb2dCVpC9ZyKftZFA+lmFJRqZlG8UYcztwU4bxSIEpeRaZpMys0sxuIarB2xIeBFzq7j5cAj2CucAJdx8Kx1cDLwI+l++4k5nZH7e1tT1v3759h4G0ba8KJRaLnQCaizlmQjwenwccKeaY7v6TAwcO/P2CBQuq6+vrP1XMsSUv5kBdM8wwaBvTKpSRq09BYwNwaRYHtXG+PVtBuPtqd38og11H+7vbRYYLIxVpzHaK1IFERqfkWWQSMrNW4OXAdnf/S+C9wBLgO2a2KDHLnEUSPRfYHY6ZB3wknPOv8h17gplNmzVr1n1DQ0N0dHTc5e4Fadc2isMhkS2a0OmjN8x+F9W5c+fWPfvss2eXLFny22b20mKPL2MyB+prYcHZ/PzXv6QX6uqi82ZstJKFYhotjibgeBmN2UnmM+FSYEqeRSanVwE/dvdnANz9P4G7iOqW/zHxYMpofVyTkutTQJeZPQ/4O+CNwDXufm+B4gd478DAQEuoxf1qAccZVnhYry8ejxezfGNGmPUuOnc/ePTo0Q93dHQQlnDWWgHjRyWYQVWePnRVORhkl0c0l8vDghnGkddYxzJmOFYzz2VCybPIJGJmFWFm+BbCwhphm4U65lcAlwPvMbPLw/vDzj4nJdeNwB8D/wo8Dcwv5ApdZnbZnDlz7jh16pT39PTcNpbVzsYqFosdp0gzQvF4fDbRYjQlMzg4+MkjR47snj9//jUVFRVrSxmLZOUU9PVDZ01+TnesGvoHgNPZHFWg9m+5Gq0UohD/huU0ZrhvZfHBQ5Q8i0wqoSb5ENABvC5pm4d+zSeBPwFeDaw1s6mpNdDDJNO/BfwB8Lvu/ucF7rNMfX39pxctWlRdUVHxt+6+bfQjCu54PB6fVsgB4vF4NXC2FOUaydy9F3jH1KlTmTNnzkfMrCR135K1vXD6DByshdN5+L//yUY4c4bsert3UqLnBIaxnTQ1xokuQe5eiMVaxjJmQevFJXNKnkUmGTNrAPqAXzaz5/4RT/RrdvdNwEPAm4EXhm3JnTbSJW//D5gRFlIpKDP7zQULFvzWkSNHes6dO1cWCwfEYrEBoCIejxfy39Rqot+3cvCP+/fv/96CBQum19TUfLDUwcjo3L0PfCec7IZvjjGBPWvw303Q2Q38PIsD2ymvut2HSd/+bQWFW+Uw1zHbKJ968UlPybPIJBMerPse8HvADcnvJfo3u/utRGUdb039MauZTTezO83sZUnn/I67ny107GZWXVtbe39jYyMHDx78oLsfLvSYWRgCClIDHPpJT4nFYnnokjB27u6nT5++rbu7e2j69Ol/ZmZXlTomyci34PBR+D9zo8VCc7V5Jhw+Az1PAs9kcWCmHSNyTu7NLOOlrN19M9BpZqnJ7NrwKqcxC96pRDKn5FlkEnL3zxPVJn8geSETdx9KegjsFuC3gflwPrEm6m18D/AbyYulFMmfVVVVLduxY8euwcHBTxd57BHFYrGTZNjaKgdzKLNZJ3ff8cwzz2zs7e2tBD6dQ3tDKb7vQccz8PN+2Jhjl5j9NfDlhbBnH7A5y+cNthD1ek7LzDaY2SZgU/h+VzaJabAcyLgPubuvBFaa2Zrw2gCszvKZjWKMeRPhvkjpWQmfsxGREgoLXfwc+DTwkVDvnHivIiTSXwWmuftvpWy/zN1/UeR4W+bMmdM+ZcqUaXv27Pkdd//nYo6fiVC2MTsWi+VtRjwsA14fi8XKKnkGMLOZjY2NzyxatGj6k08++Wp3/3qpY5KRmdn1ULcBrrsK3v1stNx2po5Xwq3L4EfHYe8/Ef27kVUSYWa73F2L7GTJzLa5+w2j7ynFoJlnkUnK3XcBceAO4CWJWeSkzhsAnycsxpG8PZvEOV8zkjU1NR9evHjxtI6Oju8CZZmkhdZ1A/F4PE8dDQBoLsfEGcDdO3p6ej4wZcoUZsyY8ZnklSqlPLn749D7N/Dzp+GjrfCpBdCXwd/RHzfCn14Nj3bD3u3AZ3PscrM90QpTMhPu16OljkPOU/IsMom5+0eBfwM+BrwkbPOk0o3TwOzE9mzPHxLn75jZsrHEaWbXtra2rjl06NDg6dOn31bK1nSjicViHcDMfJwrHo/PBcqprvsiQ0NDD7a3tz+zdOnSxZWVlW8vdTySkX+AU38Fj/8MvlgPr78W/mpOVJIxlLRbTwV8dxrccSncfin817Ow6/vAPe7enePY68minliA6H5tKHUQcp7KNkQmuZAo/wDYCzzo7t9Neu/5wCXu/n/HcP67gBWJ0o8cjjcz27po0aKXHDp06HN9fX235hpLscTj8UqixUw6xnCOWqKHBMu+t6uZvWzevHnf6u7uPtXT03OZuxd16XDJjZldDdwOTZfBvNkwbXrUDKOpH/oq4GgNnOmBjg44dAQGNwFfdfexPG1IqPF92N235+M6JrIw6/x6dy+LzkISUfIsIpjZdcBtwPVES2v/ELgWmA7881j+szSzGuAJ4E53/2YOx//utGnT/vHMmTOdg4ODl7l7WZYwpIrH49OBU6GUI5fjpwE9oQ1e2auoqPh6Y2Pjq/r6+r7c29v7plLHI5kxs0rgl4DfBK6E2iaoqYIhh56z4HuJPlz/az7/7pnZRnfXDPQodJ/Kk5ZWFRHc/adm9g7glcALwuuL+VgkwN37zOxO4FNmtjXqN5sZM6ttbm6+f9GiRezYseP94yVxDvqBGqA32wNDzfTQeEmcAdz97pkzZ77c3d9oZg+UyeI1MoqwoNEPgR9GZVbnZsG5BmAAOOruhWqPuN7M1rj7QwU6/7hnZquIylykzKjmWUQAcPdud/8Hd18HvMvdn87jub9JtBLZbdkcV1lZeecll1zS+uyzzz7t7hvzFU8xxGKxHqAx9GjO1jSgJ88hFZS779y/f/9nZ82aZY2NjQ+qdd3445Gj7r7b3fcVMHHG3buUOI/M3Te7e9mXbU1GSp5F5DmJhCep20Y+3QXcY2azM4xlXktLy/v6+vo4ceLEbYkVEMeZE4QHLjMVZp0913KPUurv74/v27evs7W19WaiPuEiIhOOkmcReU4hu1i4+1PA3wEfyvCQj549e7Z+586dX89H+UgpxGKxQWAoHo9XZ3HYzFgsdrxQMRWSu3cfOXJk/YEDBzCzvzCz+lLHJCKSb0qeRaSYPgj8brRQw/DM7KYlS5b88eDgYF9/f/9dRYqtIGKx2DFgVib7jofWdKNx9y+dPHnysSuuuGJRZWWl6jVFZMJR8iwiRePuJ4D3A/cPVxNrZjZt2rQHZ86cSX9///3u/kxxoyyIo/F4fMTyjVCuMTAeyzWSufugu98+MDBAa2vrOjNrLXVMIiL5pORZRIrtr4iayb5umPd/r7W19aY9e/Z09Pf3Z1riUdZC14yBeDw+UoejacC4LNdI5e7f279///9paWmpq6ur+0Sp4xERySe1qhORonL3QTO7HfiymX3D3c8m3jOzhrq6uvt6e3vp6OhY5+6nShhqvp0C6ohWbbxAPB6vJ+oJPWEa7/f29t518ODBV06ZMmWVmb3I3b9f6pgAzGwd0B6+bQM2u3v7CIekHt8E3EP0QaeF6IPgFnffnO9YRaQ8aeZZRIourGL4KHB38vbKysp3AQt279693d3/uhSxFUosFusHKoaZfa4FMu5/PR64+96DBw9u6O3tpbq6+jNmVvL/b8xsC7A1tADb7O73AZvMrC2L02xw9/Xufl/4uha4yczWFCZqESk3Jf/HTEQmrXcCd5rZAgAzWzxnzpx3Llq0iMHBwbcVqF1eqfUQrdr4nNCJwybSrHOS+6ZMmXLoyiuvfL6Z/XEpAwkLTpBmSeh7gYx6iIdZ64v2DUsnaxU4kUlCybOIlIS77wY+D3wMoK6u7pOLFi2q3b9//yPu/oPSRlcYofa5MmX2eVYsFhtPKydmzN3PdHZ23m1mzJw58z4zm1bCcNYCqYkzYduKUI4xmqX5DUlExiMlzyJSSh8DfsPM3rpkyZLX7N+/v/fs2bPvKHVQhRSLxY4SFk6Jx+NzgCOljajgvtre3v6TJUuWtFRXV7+/hHHcSLTK5QWS6p1vzOAc24AvpCba4fuM66ZFZHxT8iwiJePup4kevvp4R0cHhw8f3uDu+0odVxEcjcfj84hWEhwsdTCF5O5+6tSpW3fu3EllZeXbzeyyEoXSBIw0wz9q3XNYTroJ2G1mK5LeWgO8ZWzhich4YQVcUExEZFRmtqa+vn7jokWLul/zmtfE6+rqHKgGvgmcBF4L1ITdfwjsAP4ImAL0EnU9+C5wM7AIcKKuFl8DGoBfC/sC/Gc4/rbwfT/RjOFPgJcAc4ge3KsDvgJcAiwP31cA3wb2AH8MVAJDwE+Bx4DfBWYAZ4EB4OvAtcCl4XpSr2kRcBT4wQS6pmF/n/793//9lsHBwRd9//v5a7rh7ml7hacKM8MngNXpumKYmQPrwwOEmZxvE7AK2EzUaeOhzKMWkfFOybOIlIyZNc2bN2/XrFmzmpctW/bFq6666q2hK8WEFo/Hm4ha1k0fr0txZ+vWW2990/e///3P9fX11dxBHjEAACAASURBVD311FMvc/d/K9bYoZvGLoZPnk8AD4UH/zI53yrgJqIZ5yZgrRJokclDZRsiUjLV1dWxefPmNe/evfuHy5Yt+wrwwlLHVGjxeNzguYcHe+LxeF2JQyq4eDy+cPbs2fb0009/sK6ujubm5s+aWXURQxjtgcwmMligxsyazGwjUbu79cASotnnjWa2Yexhish4oORZRErCzK5obGy87dSpU37q1KlbKyoqfgjMSCSXE1g1kKhzTpRTTHTzgB+eO3fuk/v373+2ubn5cuDPijW4u3dlsFsm+3yBqM9zV+K87r6aqJPHupQ6aBGZoJQ8i0ipfKK/v7/qF7/4xRfd/bFYLNYDfIeJn0w2x2KxUwDhYcHqeDxeWeKYCia05dsTi8WedPdzHR0dbz98+DBA3MxaihhKOyM/FDhit4xQN92UbjXCULKxHlg5pghFZFxQ8iwiRWdmr7jyyitfWV1dfQp4b2J7LBbrBt4Qj8cXlC66wonH47OBjuRtsVjsGNFDfRNOPB6vIepCcTZp8z/39PR8e/ny5TNqamo+XMRwthMtp32BxOqC7r51lOObGXl2erTjRWSCUPIsIkVlZtVNTU2fra+vp7u7+4Puntrn+D+AV8Tj8Qn171NiYZRQ65yqIx6PzyxySMVwM7A/FoudTmxwdx8aGrrjxIkTg4sWLVpjZtcWKZaHgXRlFSvIIPENM87LR9hlBbAlt9BEZDyZUP85iUj5q6iouG3p0qVL29vbdw8NDX0m9f1YLNZOtIx1sZKqYpkdFki5SCwW6wOqJtIHhng8Ph14PlErvAu4+8/279+/saWlpaKhoeEBMyt4nXvostGZpi55LWmW1jazTWa2JmXz+tCmLnXfFUBLBrPXIjIBTJh/qEWk/JnZrNra2tiBAwc4ceLE2929b5hdvwmcK2ZshRRmldMmzgmxWOwwYeXBCWIa8LVQy36R/v7+9+/cubO7pqbmV4HfKUZA7r4SWGlma8JrA1H7unT1zstJWY47JOD3mtnG8NoQztGUaZs7ERn/1OdZRIqmtrb2ofr6+rd0d3f/q7u/wkf4Bygej08BlsVisceKGGLehdnk6bFY7EQG+9YC1cllDuNRqFmvjsVie0baz8xuq62t/WxNTc2eU6dOLXP3CfOBSUQmLs08i0hRmNl18+bN+5MZM2YMuvudIyXOgQM3x+Px5mLEV0C1XPjA3Ej6iVb5G7fCh4WXkNl1/GVDQ8PTbW1tiysrK+8scGgiInmh5FlECs7MrLGx8YHZs2dXHDhw4PPu/uRox8RisV5gG/CiwkdYGCGRnBKuZVSxWGwIsHHeuu4a4GwsFts12o7uPtDZ2Xlbf38/s2fPfp+ZzStCfCIiY6LkWUSK4bULFix40YEDB7r6+vren8Vx24CWsJz1eNQMnMrmgFgs1gXMKkw4hRUWuHk+8O+ZHuPuW3fv3v2NRYsW1VdWVt5buOhERPJDybOIFJSZ1QEfP3z4MIcPH36Pu49a+5sQZmL/lqj0YVwJs85VsVisP4fDT8Tj8WIuIJIv1cA3Y7HYqEtdJzt79uwdO3bs6K+qqnqjmd1UoNhERPJCybOIFFRlZeXdV1111eJTp049MTQ09FC2x4e+yJfH4/GReuyWo7mhg0bWYrHYOaKVB8fNv9GhNn11WPQlK+7+TG9v76cWLVrE1KlTHyxG6zoRkVyNm3+YRWT8MbMFCxcufE9/fz9DQ0N3uHu6BUIysQN4UejAUfZCa7qOUXccQUi85+YnoqJ4BfDTMRz/ke7u7o6lS5f+f/buPD6yssof/+dUqlLZk86edJJOp2WT1QYUQUSgQRS/44r8dPw5zncGUNkFm0Xx4QGRfQcV/c58HZeZUVBH/aEomwgCsknT7PSazr7vqSRVdX5/3Ke6q9NJrffWraqc9+vVr5aqW889MdXJuU+de87RAD5nU0xCCGE7SZ6FEI4pKiq6ub6+vri7u/u3zPxYquuYsd0vAjjFvuicYXaLyQw+SddwLtR7a633A1AI4PVU12DmiaGhoY3BYBANDQ23ElGpfREKIYR9JHkWQjiCiI4pKir6XFdX1/zMzIwdbcieBzCSA50oygGM2LTWPIBcKGHwA3jI1KinjJn/o6ura5PP52sEIENHhBBZSZJnIYTtiMhTWFh4ZyAQQG9v763LTHBLitnJfQ5AS/oROkNr7QMQUkqF7FhPKcUA5szwlKyktW4BsFUp1ZvuWswcHhsbO3dwcBCFhYVfJ6L2tAMUQgibSfIshLAdEf3j/vvv/96KiooBALa1HzMJ9PGmTCAblcDaLbaNGW9dbtrAZRWtdQmAj8HqsmELZv5rKBT6+RFHHFFUXFx8m13rCiGEXSR5FkLYiojKampqbvF6vRgcHPw6MyfV5zgBfwZwotbaa/O6aTG1zkU21TovNgWg0oF103UMrF3nCTsXDQaDX+/r6wu0trZ+kog+aOfaQgiRLkmehRC2KigouHLt2rX1W7dufYmZf2r3+kqpLlg1xYfavXaaGpVS/U4sbCYUFmfT7rO5kfHdAJ6we21m3tXd3X1jZWUlKioq7iWibK9zF0KsIJI8CyFsQ0RrvV7v195++21MTk6ey8xp3UAWw+8AJN1P2ClmoElSg0GSZWqKs2l8tR/AjxzaaUcoFLrptdde64I17vt/O3EOIYRIhSTPQgjbFBcX397Q0OAfHx//KTM/69R5zBCRGa31qU6dI1GmXMNnYnLaqNZ6VQbOE5OpOV+jlJpy6hzMPDMzM3Opx+NBfX399USU9S37hBArgyTPQghbENGJa9as+fjCwkIAwOUZOOUEgLVa6+YMnCuWmlQnCSZLKTULwOtm+YapNT8FQGcGTveLUCj0bGtra43P51MZOJ8QQsQlybMQIm1E5F21atU9fr8fg4OD32HmbqfPacZ2PwbgZLeSSTPx0LHd12WMASjL8DmjHQfgnUxcMDAzT05Onjs6OsrNzc3nE9EBTp9TCCHikeRZCGGHf62oqHh3X19fdzAYvCVTJ1VKvQOgH4BbH+n7ACxk8oRKqQUA5Ea3EXORUgrgmUydk5lf6u7u/lFFRUUBEd2aqfMKIcRyJHkWQqSFiFYR0beHh4fR399/ITPPZjiEx+BCMmlqnQvNDnimLQAoduG8JQCecrLWeSlzc3NXvP322xNer/d0IvpIJs8thBCLSfIshEhLYWHhNevXr68JBAJPAPhVps9vktf3Ajg6w6duVEoNZficAHbXPme0dENr3QTg83b3dE4EM/fPzc1dc8ABB6CqqupuIrJtKIsQQiRLkmchRMqI6KDVq1d/ZWxsLBwMBi9kZnYplL8AOFprnZFBIlrrali9pl2jlOrN1M2SplzjNDjQ0zkJd3d3d29ft27dOo/Hc56LcQghVjhJnoUQKSEiKikpubu+vr5g165d/87Mm9yKxYyw/isAx1vXmUTSbwaXuG3cDCtx2rsBBJVSb2fgXEti5vnR0dELZmdn0dTUpImozq1YhBArmyTPQohUfdTv95/85ptvTszPz1/pdjAAXgbwhqlFdlKjGVjiOqXUNDJT+xwA8NsMnCeeB3fs2PFoMBgsB3CN28EIIVYmSZ6FEEkjosLKysq75ubmMD4+rpjZ9Wl/SqkQgNcBHO9UAq21Lgcw6sTaaejTWtc6tbjW+mgAg0qpcafOkSi2JqecPzg4GKqtrT2biA53OyYhxMojybMQImkej+eCNWvWdBQXF28BcK/b8UQopcKw2tatd+gUHgCOjKNOlVKKAcxqrQvtXtuUhByJDLfji4WZ3/B6vd9ra2vzlJeX30NErg2MEUKsTJI8CyGSQkT19fX1KhgMYnh4+AJmzprEyngKwJFa6yI7FzWt8Ngk6NkmCMD25BnA8QBeNN09ssb8/Py3+vv7x1avXv0BAJ9yOx4hxMoiybMQIilE9O3Vq1eX7dy580/M/Ae341lMKTUMYCeANTYvXeNGm7ZEKKXmYPVgto3WugzAKgAv2rmuHZh5tKen58ri4mKUlZXdRkS2XigJIUQskjwLIRJGRO/xer3/+vrrrwenp6cvcDue5SilHgJgW6Jryhcm7VrPCUqpAbta15mOIkUA/itLd9rBzD/ctGnTZgBtAL7mdjxCiJVDkmchREKIiMrKyu7t6Oig2dnZu5j5LbdjisOrtT7DprVKTDu8bDehta6wYZ1DALzHjALPSswcDIfDF5WVlaG5ufmbRLTa7ZiEECuDJM9CiESdsW7duvePjo6OALjW7WAS0A2gSmu9Np1FtNbNSqkem2JylBmbndbkQVMrfiKAF2wJykHM/NjExMRvW1tbi4uKim52Ox4hxMogybMQIi4iKq6vr789HA5jcHDwCmYeczumeEy5wR8AnKa1LkhlDTOxMOu/1mhKqR6tdWMaS5wM4GWlVLa15FvSzMzMxV1dXQtr1qz5HBEd43Y8Qoj8J8mzECIRlxYUFDR3dna+xsz/5nYwiVJKdQF4GtaNb6koAJBVnSYSNKG1Tnp4iumPPQzgb/aH5Axm3tbf33/b/Pw8PB7PHUQkv9eEEI6SHzJCiJiIqLW4uPiK4eFhjI+Pn8vMIbdjStIrAEq11kl1ozDJ54zpo5xr5gF4U3jdOgAvmO4dOSMYDF63a9eu3qKiovcR0T+6HY8QIr9J8iyEiKm4uPiWQw45pJiIfsXMT7gdT7JM8rsWwLGJvsbswBYppQKOBeYgpVQQ1g2TCf+M11q/C8AxALKyu0YszDwZDAYvX7duHWpqam4horTqvoUQIhZJnoUQyyKiY1evXv3ZwcHBubm5uUvcjicNTwPYT2tdl+DxpciySYLJMjXL9Ykca2rCTwDwl2xtTZeAn+7cufOltWvX1nu93m+4HYwQIn9J8iyEWBIRecrKyu5dtWoVdu3adQsz73A7plQppeZhTR48IcGXlCulph0MKVNmzLCTePYHMKWU2ul0QE5h5vDExMS5ExMTaGxs/BoRpdVlRQghliPJsxBiOV8EcMTmzZt7QqHQ9W4HY4NXATxnBoAsK5da08VjJiIm0vd5HMCvHQ7Hccz87Pbt2/9ramqqEIC0rhNCOEKSZyHEPoioora29uaioiIEAoGNzJzzu7Cm9rkbwGe11kveTGcGjGTlCO5UmdZ1y04e1FqfYo7L6TKViPn5+a/PzMzMrF279tNEdKLb8Qgh8o8kz0KIffh8vm+2t7fXzs3NPQ/gP92Oxy5KqRCsXdYPLHNIsRk0km8mtNalix/UWjfAKtkYzHxIzmDm7nA4fENVVRWqq6vvJaJUuo4IIcSyJHkWQuyFiNY1NzdfNDIygsnJyXOZORdbtcXyFICDtdbl0Q9qrasADLkTkuNmAPiiHzDlK6cCeDibx3CnIhgM3rJr166ulpaWgzwez1luxyOEyC+SPAshFrultLTU193d/VNmft7tYOxmdpafArC784Yp4wiZnem8YzpozJvR2xEVAHoAvONOVM5h5tmhoaGLA4EAioqKvk1EqQ7JEUKIfVD+bSoJIVJFRBu8Xu/DXq93KhAI7M/MvW7H5BQzejuklJqKDFBRSs24HJajtNY1AEZgTU6sBDBuekLnHbI8XlxcfEIgELgzFApd5HZMQoj8IDvPQggAABF5Kysr7znkkEMQCASuy+fE2agH8AlTvlCZ74mzEQRQDOA9AN6fr4kzALDlorq6unBra+t5RHSQ2zEJIfKDJM9CCACAx+P58rp16w7o7OzsBHCH2/E4TSn1Dqwd2A8opfL9QgEAoJQaB7Aa1rTFx10Ox3HM/HJvb++/NzY2FpSWlt5NRDHbFAohRCKkbEMIASKqbmpq2tbR0VH5yiuvnHnJJZc8DGuHEgDGABQCKDH/PQHrwjsyfGPS/B25AW8K1ojnSH/hGVjT+qrMf88CCACI1KEGzGOVZt0585oKWMntPIBps74X1u7pJKwpgIUAQiamEgB+c+5xE3+kxnfU/O/FX9O7AHwcwK3mdfnwNcX7Pp0BYAHAb/Loa1r2+/SLX/yiAsDrhYWFpS+//PLHmPlBCCFEGiR5FkKAiO6qq6s7PxAIPHn++ed/+rrrrsub1mWxmP7HXgATSqkxt+NxmilROQBWa7rZlVCqorX2fu9737uSiPTAwMA74XD4EGbOi57WQgh3SNmGECscER3c0NDw1dHR0fDk5OS5hYWFBVrrvP/ZoLWuV0r1KKU6AbzbtKrLWyZx3gDgHaXUMPbs3ua7+v7+/hv6+vreamho2M/j8ZzvdkBCiNyW978ghRDLIyIqKyu7u6WlpcDj8fyQmTcrpfoA1Lodm5O01oWwSg4ipmEllvlsPYDyqHZ8I2aiYt7SWlcDGDA7zReXl5ejqanpaiKqdzs2IUTukuRZiJXtf61evfrE/v7+ifn5+W9EPT4Rad+Wp3yw6n4jNgMo0Vp3uBSPo7TWfljJ85ORx0ynDcrXTxnMTns40lGEmf/Q09Pzp6ampjK/33+9y+EJIXJYXv7QFELER0T+kpKSO0pLS9HT03MVMw9HPb2ARRPp8oVJqoqVUnORx8wQkWcArHUtMGc1A+hUSi2uZQ/DuiEvHxVi7wskTE1NXTA6OhpatWrVPxPRe1yKSwiR4yR5FmLlusDj8ax9+eWX3wiHw9+LfsJ8tO/N013JRqXUPmO4Teu61/LtazZfz6xS6o+Ln1NKTWJPN418U6GUmo5+gJnf2rZt213T09ME4E5pXSeESEVe/ZIQQiSGiBqbm5tVVVUVwuHwxcy8sPgYc1NZowvhOUZrXYq9a50XGwZwzqIx1rnuk4h9c2Cf1ropU8Fkgta6Dlabu30w8zXBYHD44IMPPh7AZzIbmRAiH0jyLMQK5Pf7b2htbS0dGRn5AzPvsyMZZdiMdM4XlWZQyJKUUgsA3gbwwcyF5BytdRusmz+3LXeMUooBBLTWxcsdk0u01gUAPOZ7uQ9mHgsEAlf6fD7U1NTcQUR58XULITJHkmchVhgiOqq9vf2LPT09wZmZmQtjHWvqgn35UMqgtW5SSvUkcOhTAA7I9YsG8z37KIDfm5ruZSmlRrFnOEqua1BK9cc6gJn/bfv27a+tXbu22ev1bsxUYEKI/JDzvxCFEIkjIvJ4PHcEAgHq6+u7k5nfifca07quIQPhOcbsqk4lcqy5YPg1rEl6uawCwNNKqV0JHt+vtc7pFoUm/n3q2Rdj5tD4+Pi53d3d8Pv9lxFRawbCE0LkCUmehVhZziwtLT2uq6trYGFh4ZokXpfrPYF9sEZLJ0Qp1QVgXGudk0mVuVhoAPBqoq8xu9PzWmuvY4E5yOy0s1IqoemBzPxEb2/vAwCKCwsLb3Y2OiFEPpHkWYgVgohKampqbu/o6EAoFLqSmSeSePkCcvTnRSQZjPT7TUIZgJNNDW2uORZAU7xyjSUEYY0rz0UlACaTfM3X6+rq5ltaWs4komOdCEoIkX9y8pehECJ5BQUFl69du7Zxx44drwD4UTKvNUlYOEd3JauRfFIFpdRO87rDbY/IQaZWe38ATyf7WqXUDKxyj5xiLnAKEt11jmDmHbt27bq5uroaFRUV9xKR/E4UQsQlPyiEsFk29o4lorb6+vqN09PTGB8fP5eZQ/FftTel1ASsRDRnmPKFBdNRIhUPA3hfju0+HwPguWQTyShDWutca1FYgSTKcqKFQqHrd+7c2d/e3n4EgC/aG5YQIh9J8iyETYiologKmTnVRM1JN01PT/u3bt36C2Z+Ko11JrTWuZRArzKdJFJiLhj+G0AutTPbBOClVF9sPmVYMCO9s56pdfanerHAzNNDQ0OX7Nq1C0R0AxHl3M67ECKzJHkWwj5XAfhHt4NYjIiOX7t27Znz8/Oz8/PzX09nLaVUAIDfjLjOambwR2+665jk+yStdX36UTlHa+3VWn8eQH8aO+0Adg/IyZVWfY2mI0zKmPk/R0dHn91///0bfD7fN+0KTAiRnyR5FsIGplbyOACfJKIjzWOuJ5hEVFBVVXVvdXU1FhYWbmHmznTXVEr1AsjqiXRmQuBsuklklDcBnJ7lFw3vBzCx3HCQFPRprbO6RaGp7x5Odx3zadGF8/PzaG1tvYiI1qUfnRAiX0nyLESaiKiAmcMAfg8gDOBLRFTBzOx2Ak1EX2prazt0586dfaFQ6AYblx7RWmfzUI1SAMtOEkzBO7Bqag+1cU3bmLHjhwF4wq41TflGQGvts2tNO5lyDa/py502Zn6up6fnp9XV1b7i4uI77FhTCJGfJHkWIk1RN989BeBxAOsA/JN5zrX6ZyKqLCoqun52dhZDQ0MXM/OMjcvPIUt/fmitSwBM27jrHBlh/WcAhXatabM6AH9RSiXdVSSOWQDZWvtcBWDQzgXn5uY29vb2zpSWln6MiDbYubYQIn9k5S8/IXIJWYpg5cp3AtgM4GQiOinyvBtxFRQUXAWgbuvWrX8F8HM71zbJ5IxJVLOGKavwm9psW5m62jezbWy3GV4zqpTabPfa5iY8b7Z1GzE3MwZS6GMdEzP3dnd3XzszM4OCgoI7iCgXWzMKIRwmybMQaWJLANZQDQD4KYAZAJ8nomY3dp+JaL/m5uYLm5qaOBwOX+hEDFE3D2bTz5FCAE7+/x0EcKbWutzBcyTMXCx8BMBqB0+TjS0K/bAG9zjhDp/Pt/PQQw892OPxfNmhcwghclg2/dITIieZnWc/gEJT/7wZwK9g3VT3z+aYCiIqzVRMJSUldzY3N3u7u7t/zMwvOniqOey5aMgGNUqpMacWNxcMmwGc4NQ5krQfrMl6bzh1ArO7y1rrrChZMRcMxTbeGLkXZg6Mj49fHA6HUVtb+20iyrYLByGEyyR5FiJNZud5DkAPrEQGAH4Jqwb6KCLSAL4D4L2ZiIeIPtze3v6Rzs7O6bm5ucudPJeZSFeWDV0ozGCPtFqWJegZAK1uDxIxpRSnAnjQzvrupSilhgDUOnmOJDQppfodPsf/bN269S9r166tLCwsvNbhcwkhcowkz0LYwNQ1dwBgIvKYMolfAGgD8AUAv2bmx52ufyYiHxHdPjw8jIGBgWuY2fFkUinVA5db15ka2AW7a2CXopQKAvgZALfrgIsB/EYpNZCh8/VlwQVDNYARp8/DzDw9PX3em2++Gfb5fOcQ0cFOn1MIkTskeRZikagyjN3/He94kyx3MvMUM4eJ6GgAXwbwLIBOAMcC1i9lInLs42+Px/PVlpaWg/r7+7eEQqE7nTrPEsZdbl23ygz2yAgzebBUa+1KUmVuEnyfUmpXps4ZNXnQldZ1Tt4MuhRm3jw+Pv790tLSgrKysrvdbjsphMgekjwLYRBRARF9FsA5AB4moguJaF28fs1RN+NVElErEX0JwBcB/JSZzwXwKICPEdHFRHQBgI86FH9tU1PTNSUlJQBwiSklyQil1DRcamlmkvYhF049DOAEl8ZYfxg2DAdJwSjcq3FvMAN6Mkl5PJ6J1tbWEwH8rwyfWwiRpSR5FgIAEbUBOA3AS8z8fQDfBLAWwGNE1BpJkOPsPgXM66phJa+bzOPfgVXWcCuAKWb+Hye+hsLCwm83NjZWdHd3Pw7gd06cI47BTO8+Rzp9mFKKjDI73W/AmiyZMVrrdlhDYGxvTReP2X2eMxMcM8a0RHTsRtDlMPPQwMDAtwoLC1FdXX1X9CdSQoiVS5JnISwfA/A3Zt4CAMz8FwBfA9AF4NdEtN48HuvGrFkA/8bMtzHzvBnZDQD/YNbpYOZ/dyJ4Ijq0srLyrPHx8dDU1NT5brTHM4lVMMMf6/sAhOIe5ZxnANRkuA/yagDPKKXc+roD2HNjbKZ44VxrupjC4fB3u7q63qmvr18D4AI3YhBCZBdJnsWKRkQeImoC8FkA01GPkRm5/REA+wP4BhHtb55fcveZmZ9g5ucix5ja53JYycYHmHmHQ18DAbhzdnbWs2XLlu8y82tOnCdBQWR2Ct8qB6bqJczU3/4RGSpZMUn6O0qptzJxvqWYiyRPpi6SosZwu3KxwMwLw8PD53d1dYGIriIiV2+aFEK4T5JnsaIxc5iZe2HVzH466jEmIi8zTwD4F1i7x+cQUfniGuilkunIMcw8ycwPmUTcKZ9497vffSIRjQK42sHzxGWSyYwMEDGdHzLVaWJZ5ubBT2ut25w8j6mtPgfW0BJXmdZ1dRk6XYNSyvEOG7Ew8x+np6d/d/jhh5f7/f4b3IxFCOE+SZ7FimeGl8wDOIaIdo9eZuag+ft+AD8A8L9h6lujyyIWl0hEkulMlE4QUVF1dfUdRUVFmJ6e/hYzu5pkANYYa611s5PnMAM7gploTZegPwP4iMPTFo8DsDVT3SYS0K+1bnDyBKaGftzJcySKmS8ZHR0NtrW1fZGIjnI7HiGEeyR5FiseM08DeBLA5wAcGf1cpG7ZdM2YBvAVIqpadEyl6aTxYXNsxuqNCwoKLu7o6GjbunXrW+Fw+PuZOm8CJkw7NafUmt3PrGBaxo1g0fvHLlrrVQAOAfCEE+unwpRRsNba6+BpSswgHtcx8zs9PT13VVVVUXl5+T3Suk6IlUuSZyEAMPP3ALwF4Goi6oh6PExEkeTgs7DaVTUDexJrWPWuVwA4MeoxxxFRs9/v/0ZXVxfGx8fPjeyUZwOl1BQcammmta5DZiYJJuuPAJxK9CoAPJBFu84AADOgpSbugSnQWjebATxZY2Fh4Zp33nlnqLCw8H0AznQ7HiGEOyR5FmKP/xfWzuE5RLR715SZg2Zq4NOwpgbeYh4Pm8cHABzHzJc7XNu8F7/ff6PX6y3t6+v7H2Z+NFPnTZRSqkdrXW/nmuaGuYxMEkyWqX1+R2t9hJ3rmlrqhWxLJKOMaq1tvVAyn1qM2rmmHZh5fGxs7PLJyUlUVFTcSkSZ7joihMgCkjwLYTDzVgAawEUATorsIkd13gCA7wHoX/w4M7+TyViJ6L3Nzc1fqK6uXgBwaSbPnaQpm3sCF8LqXpLNjrbrosFcLJyIsFG1iQAAIABJREFUzHYwSdYCrFZydvIAyNiQnyT9qKSk5JV169Y1FxQUXO52MEKIzJPkWYgozPwdAH8CcAOAk8xjHFW6MQWgPvJ4susT0aeIqDadGImIysvL762trUVXV9cdJunPVkHYlFiZ8cyl2Va6EE0pNQ/gRQAfsGnJwwBMKaV22LSe7ZRSDAB21T5n4c2ge2Hm0NjY2HmBQAANDQ0bzYAlIcQKIsmzEPv6JKx2YOcQ0YeAPZ03AIQB/DCNtU8AcE1a0QGfb21tPaqzs3MwGAxem+ZajjLJZJFJfNNVhyz8KH8JfwdQqbVO6yLJdO44EsAjtkTlIKXUGGxoXWfeJxWmZj5rMfOT27dv/2Vra6vf5/Pd4nY8QojMkuRZiEVMonwWrHHANxPRJ4iogYg2AOgA8GAay18N4NNEdFgqLyaiMgA3dXd3Y2BgYCMzuzYgJFGmK0ZagyUiu5ouTtVLmNmJ/TGs6YfpKALwS6VUVrRqS8CgDeUqkaFCWS8QCHxt06ZNgYKCgjOI6Hi34xFCZI4kz0IsgZk3waolvh3AsQAuAbCLmX/JzCmPCWbmyCCTO1JpdeX1eq846KCDmicmJl5g5h+nGocLptO8qazedHbICSbJb9VaH53K682u9elKqVzYaQcAKKWCACjNUeVl2b7rHMHMnYFA4MampiZUVFTcS0SZHNEuhHCRJM9CLIOZx5n5P5l5I4DLmdmukcg/hPUR9yeTeRERtbe0tFw6Pz8PZr4gk5090mU6UaTU99nsZuZM4hzlDQDHpnjRcDqAzTbH4zilVD+AlAanZGNrugTcNDEx0btu3bpDiehLbgcjhMgMSZ6FiCFqWqBtiaopC7kIwC1ElHAniuLi4ttqa2sLu7u7f87Mz9gVT6aY1nVNybzGlGsEza5mTlFKTQJ4GsCpybxOa30QgBCsvuO5aNAMdUmYaU3n+tjxZDHzzPDw8CWBQACNjY03ElGl2zEJIZwnybMQMTg1LdD0ZX4ZwMWJHE9EJxQXF3+yu7t7NhAIZHNrungmtdbJ9MYtRg4mVVH+DmBYa51M/bMfwCORLha5Rim1AGvyYDJlSf5cKddYwn93dXX9rbCwsAbAN90ORgjhPEmehXDPpQAuIaLmWAcRUYHP57trZmYGvb291zNzV4bic8IsEmxdF0k4c3HXOcLE/iyA+kSSSbMz/5ZSKhsnKCZjAQneMGnKWsacDcc5zMyTk5Pn9vf3s8/nu5CI9nM7JiGEsyR5FsIlzLwNVv3z9bGOI6J/Oeiggw4rKSnphplumKsi3TIS7AlcDivZzmlKqTlYLQr3j3WcSSI/iTz4uayUmgYQt4TB3FxYYHarcxYzv7iwsPCjI444wldSUnKn2/EIIZyV8z+khchx3wGwgYjet9STRFRVV1d3AxFhZGTkYmbOh2RyAkB1rGNMcu3N5V3nRR4FcLIZALKcDwB4wySe+WA8gV7XRbAG6eS8UCh0ZW9v73RbW9tHiOjDbscjhHCOJM9CuMj0ab4SwJ2RceDRfD6fam9vX7V169ZnADyQ8QCdM6e1Lo3xfE61povHdKHoBnDEUs+bJLMDwJOZjMtJZkCO1wx7WU5lvlwsMHNfb2/vtWVlZaiqqrqbiNLt8y2EyFKSPAvhvp/A+rf4+egHieiAgoKC89566y2empo616mbF91gBn8s+bF+Dremi+chAMvVMnsB/CSPdtoBAKZ2e8kBOTnami6mUCh0x+uvv76dmfcD8BW344kgoo1E9BnzZyMRdaSxzkYiutH8vcHuWIXIBZI8C+Ey0wbvQgA3mAmCAIDS0tK7ampqvOPj4/+Hmf/uXoTOMK3r9rpZMjJgI9+SSGB37fOo1vq06MdNa7p609ouHw1prWuiHzD13bnaXWNZzDw3MzNzUSgUQkNDw7VElNaIdjsQ0cMAHmHmB8yfmwDcn0wCTURVRHQ/gJeY+SZmvgzWTZ4POxS2EFlNkmchsoDp2/xnAJcDABF9tK2t7dRQKDSF/G5/Nb2odd0qAINuBZMBMwBatNZrAMDUQJ8IIK92YKOZ8g0sKt8oN7Xv+eh3AB5vbW2tKCws/LabgRDRZwCAmV9a9NT1AO5LYqkfAniemR+JeuwRAJelF6EQuUmSZyGyx+UAvkJE+9XU1Nzl8/kwMDBwNTPnYwlDxASsXs7QWhcDmMrV/saJMN1GHgPwIZNMHgfgTaXUkLuROW4SQAkAmF3oXG/Ftyxm5qmpqfOHhoZCq1evPouIDnUxnHMALE6cYR7bQERV8RYgovUANpgd692Yedvix4RYKSR5FiJLmP7NtwO4v6qqal1PT8/2cDh8t9txOckkylNm99kPYN7lkBynlNoGK3mshtWO71l3I3Ke2X0u0Fr7Aczl8wUSADDza93d3fdVVFR4PB7PXZFJpS44CsDWxQ+aNpmR5+O5AsALdgYlRK6T5FmI7PIfAA4bGBjA0NDQ+cy8EpLJOVgty7xKKdvGoGe5h2HtuD+plJpxO5gMmYV1wZB39exLWVhYuOqtt94aKS0t/RCAT7gURhWAkRjPJ1L3vAHANiJaT0RnR910KDcLihWL8ugGfiFynt/v/+EBBxzwrzU1NbtOOOGEG027Kx+A38MqcfgUgEiv4GcAvALgi7ASsQCAYVi10+8D0AqAYSWmvwRQCmtYR7F5/V/M688z/70AYBuA5wCcBKAB1k5wEYD/ArAGwHrz3x5YvYt3APgSgAIAYQCbYI2k/gSs+uVZWMnS7wAcCuBd5utZ/DWtBjAKq1VbvnxNsb5PDOAgWO3rpvLka0rk+7QWQD+AJ/Loa1r2+/Tqq68e/8ADD3wKNmLmhHaxTUnGKIAzmHmfNpdExAAui1d6YY77AYD7o2uezY2I9y21thD5TpJnIbIEER2xbt26l8LhcPjkk0/+RktLy2+VUm+4HZfTTI/jCQC1+da6bCmm1vlfYCVbH4bVom7U3aicF2lNl48t6paita4IBoP//P3vf/+r7e3t+//973+/MhgMxpwmaifTTWMrlk+eRwH8wHTOWG6NSAL+EjMfuei5DbAS6lX2Ri5E9pOyDSGyABFRWVnZPTU1NdTd3f3dlpaW/wNgQ4JjrHOWSSS9pia2V2vd5HZMGXAYgEml1FuwdjU/6m44zjMDcSLDUEa01jEnTOaJE71e73NDQ0NfnZycRHNz81VE1Bz/ZbaJVa4BWCUdwwmu9cgSj70AoErKN8RKJMmzENnhUz6f77i33357dH5+XimlhgH8CqZDQR6rN4M0IjcPBkzXjXw2A6tsAABeBbA53y+SYE0SHAcApVQAgE9r7dZNdI4zX9trAJ5j5kc7OzsfXFhYKAbwnUzFwMxjCRwW85ioNfZJsqOeW59kaELkPEmehXAZERVXVlbeNjs7i7GxsSuZeRQAlFLdAI7UWsdtJ5WLtNYVWLQ7ZsoXlpw8mA+01kcB6Ir0OFZKhZVSrwB4X2RATL7RWjcuUaYxCKsuOe+YT1M+CmCHaU2I2dnZiwYHB+dramr+iYjem8FwtiH2TYHbYjwXMQagJs7zQqwokjwL4TKv13vp2rVr24qLi1+HNYwg2jCA05Z4WT7wYOnOC4P5eMFg+hsfCSC0xNPVSKxtWE4xren2mSRouqrMmSEx+WY9AH/0lExm3kJEd65ZswYVFRX3ZrB13UtYIvGNTBdcNPRkOY9giQQ8qkd0Igm4EHlFkmchXEREq+vq6q6cm5vD6Ojoecy8OLF6FUCh1nqdG/E5xZQp8FKt6cxuHS+aSJcPPgjgBdOab7EnAbwnD0tWfFi+d/cCrN7eecNcLKyH1U1kL8Fg8Nre3t7B1tbWowB8PkMh/RxWq7nFNmDpOual3BdjjW0JJuBC5JV8++UkRE4pKCi4sbW1tWjnzp2/YebHFz9vksunYbVyyye1kRrYZYRgJV55weykV8BqpbYPpdQYrB28d2UyLieZix9fZDz3YubxkjyrfW4AsMXcs7AXZp7s6+vb6PP5UFFRcQsRlTkdjOmyMbLETX3nmD97IaL7iejsRWs8AuARItoYdVwVgBuXWkOIlUCSZyFcQkTHeL3ef9y8efPczMzMxcsdp5TaAuDNfKmJNeULMVuzKaWmkF81sX4AP40zBOZhJN79IBfUI049rFKqH0BedFgx/z4DSqnHljuGmX+8efPmF5m5EcCyLeLsxMynADjFDDg5m4huhNW+bqlyi/UA9vmUi5nPAAAiuo+I7oOVOJ8hu85ipZLkWQgXEJGnvLz83ra2NszOzt7KzNvjvGQMwDm5/rF+1G7kUqULi/VrrRudjslpWusjARwYuXlsOabbSFBr/bnMROYcM2490THco1rrfLhQ+gRi31gHZg6HQqEL/H4/WltbNxJReyYCY+bLmPkH5s9lyyTOYOZ1y/V9ZuabmPmcqD8vORu1ENlLkmchXEBEX1i3bt360dHRAQBxByeYj7jfAnC848E5qzHSmi4ek3gtmDrSnGSSyOOwTLnGEgYBFGmt93MuqoyoSnTwi1JqFtbXnLPlG1rrNQBqYf0bjYmZn56amvp5c3NzYXFx8e3ORyeEsJskz0JkGBGVNzY23rywsIDh4eFLmXmfbgTLeArAAabsIeeYut+kyhJM7WhOfr3GqQCei7Smi8dcMPwBwCm52vvZDLrpTeY1SqleWPXCOceUa3wUwINxynJ2CwQCl3Z2dgba29s/QUQnOBuhEMJukjwLkXlXeDye+l27dr3IzD9L9EWm1OGXsG48yylmV9GD5TsvxNKnta63OSTHmeR3EFa7sISZnfm/IgcvGrTWRQBmEizXWGzc7NTnmjIAf1ZKdSX6AmbuGhwcvGFubg5er/dOIsqL+xmEWCkkeRYig4ioo7Cw8JKhoSFMTEycy8wJ7VRFmGETs1rrdkcCdI4fwGwqSZXZzQvk4E5sK6xd51QuGF6BNYWv1OaYnFaEJfo6J2gBQE59j809CO0A3kz2tcFg8KbOzs5On893OBH9i+3BCSEcI8mzEBlUUlJy++GHH14YDod/xsx/S3EZH4CTciWZNDcJlpja1lTNI4da12mtDwBwrFJqIZXXm4uMtQA+YGtgDjK16Qvxboxcjhkq4s2x/t7HA6hI5aKQmWeDweDXOzo6UFdXd0PU0BEhRJbLpR9SQuQ0IjqppaXlH/r7+2cXFhZSblOllNoFa6z1EfZF56gKADPpLKCUCiBHegKbi5oPAfhzmks9A2BtDnUcKUP63+cRWC3usp7Wug7WrnOqF8EAcP/OnTufaW9vX+Xz+a62JTAhhOMkeRYiA4jIW1FRcU9FRQW6u7uvY+buNJd8FMD6bN+lM8lusUl+0zWK3EisDgUwqJRK63tsdmKfAHCSLVE5yNQ6h1OsdV5sMkfGs78H1sTIVMpyAADMzFNTU+eOjo5yc3PzeUR0gI3xCSEcktW/eIXII2cx80GvvfZaZygUujXdxZRSkwB+ASDb+z43mU4KaTO1zyGtdaEd6zloAMCDdiyklHoDwF+z/SIJQHWireniUUpNA8iFGwdfReItCJfFzH/fuXPn/52YmCgAcFv6YQkhnJbtP5CFyHlEtKqhoeE6r9eL2dnZi5nZjl3YyEjn07TWWdniywy+sCWhilBKDcHqp5uVtNanwZoyl8gQmETtAvDJbL1oMK3pEurdnSilVI/WutnONe2itfZqrf8JwJBNO+2Yn5+/YnJycmLt2rUfJaKP2rGmEMI5kjwL4bDCwsJrWltbVy0sLDwF4Nc2L/8KgNOzrRbYxONL8ybB5fRlYx2w1no1rBrYcTvXNTvuYwCyrh+wuUlwPtH+xkka01qXO7Buuo4BMJpOucZizDwQDoevraioQF1d3d1ElJUXSkIIiyTPQjiIiN7d3Nz8laGhofDU1NR5zGzLTlWULQBmYdXZZpNyWDc12s4kanNa66zpvmEuFjYAeMTUKtvtGQDvysJa4EozyMYJAQBZ1f9Ya10GYD2Ax+xeOxwO39XV1bW9qampw+PxnGf3+kII+0jyLIRDiIg8Hs/tpaWlBT09Pf/GzJvsPof52PhRZFF/XNNtgh1KIiMmkV313lUAupVSW5xYXCk1A+BpZNENkyaRHHNqfXORFMyycpVaAH9SSqXay3pZzDw/PDx8fiAQQHFxsSKiOrvPIYSwhyTPQjjn9IKCglO3bNkyNj8//w2nTqKUGgDwhqk9zQZFsAZeOMYk5pwNu88mBg+Ax508j1JqE4ABM5jDVWan3Wtn6cJSTJJakQ1lSaaGf1wplfRAlCT8/u23334IQAURXevgeYQQaZDkWQgHEFHhqlWr7jrwwAMxNzd3NTMPZuC0n9BaZ8Po7nKbWtPFM4PsGFV+FICjUx0OkqQKAGdmQfeNTF60BGD1kHaNSd4/DMDRmxhNWdfXqqqqgu3t7WcTUa70chdiRXH7B7AQecnj8VzQ0dGxdteuXVsAfNfp85kb814F8EGnzxWL1rrZrtZ08Zhk1ePm7rOpQT4aVj9mxymlOmHt6h+cifPFUGu6vTjO7D67fePg/gD8SqnXnD4RM78xODj4/bq6OiorK7uHiFzfdRdC7E2SZyFsRkQNzc3NamZmBmNjY+czs6MlDFGeBtCqtXalLlZrXQmbO03Eo5QaBOBmbeipAJ5yqKvIcv4A4EQzmCTjTKcTW1vTxeNm6zqzy78BwO8zdc75+flv7dixY6yjo+M4AJ/O1HmFEImR5FkI+317fn6+bOfOnX9k5ocydVKzE/tjuNehoMQMuMi0fjd6XZuk6jUAL2fyvGaE9f/AhUEi5ua9oEOt6eKZcKl1XTGAX5sLtYxg5tHBwcErBgYG4PV6byEi1+vchRB7SPIshI2IaH19ff2/DA8PB2dmZi7I9PlN8lqjtT4kk+fVWtchw7uREeaiIWy6fGSESZw/BOANNxJJU77RobWuzvCpa8ygmowz5RsZ3W03n6Ycr5TqyeR5AYCZf9jf3/9KdXX1Gq/Xe2mmzy+EWJ4kz0LYhIiovLz83paWFvJ4PHcz89suhdID4ENmgIXjzHmm7Zq2lqIhWO3iMuUoAGUu7cBGBACckqmTmUR9IFPnW8aYaZGXKacByEgN/2LMHGLmiyorK9HY2HglEa12Iw4hxL4keRbCPme0tLQc09vbO7KwsKDdCsJ8rL8Zmbt50AfAyZ7OcZnEfUpr7Xgpg6k1fg+AJ50+VxyvAyjUWu/n9InMTns4Qx1FlqWUWgBQkIluI1rrtbB2ul91+lzLYebHu7u7f9vY2FhUVFR0s1txCCH2JsmzEDYgopKysrJbi4qK0NfXdzkzZ/TGuSX8DUBJhlqalTjd7zdB8wAyMVCjDcB2pdRoBs61LLPr/SSAAzJwOh8c7t2dhBAyU75RD+Cvbl8wzMzMXDwyMjJfW1v7OSI6xs1YRPYhos8Q0Y1EdJ/5e4PbMa0EkjxngLy5V4RLAbRs2rTpZWb+d7eDMX2WH4PDN5WZ1nRuf5QPYHcyWeBk7bPp9zuhlPqTU+dIhlJqB4AXMjBEpNKlm0H3YWqfHS3RMTdGbnFqYmQymHnbjh07bh0fHweAO4lIfm8LENHZRHQfrCmf10f9XUVE9xPRZ1wNMM/JP0IHyZt7ZSCi1tWrV19RVlaGcDh8ITO7ulMVoZSaBPBprfUaJ9Y3A1kmnFg7VUqpYTg7wvpMZGZ3OxmDAM5yqmTFdDIZdmLtVDnZus6U5ZwFIJPtB2MKh8PfWVhY6Dv44IPfS0RfcDse4Rwi2khEL5oc4X4i6ljimBsBbGPmc5j5EWYeAwBmHmPmB5j5DADVRLQx0/GvFJI8p0De3CJacXHxrS0tLUXj4+O/Yua/uB3PIo8C+IjW2on2dWVmFzDbDDjR61pr3QFr0l2X3Wunw5QVvAHgJLvXNgNoXK91XsaUQzcPHgtgq1JqxoG1U8LMU3NzcxsLCgpQV1d3MxG5PTRGOMDkDecw85EALgPQAeC+RcdsBPAwMz8Say1m/gGAMdmkc4Ykz0mSN7eIRkTHtbe3n7Fr16652dnZr7kdz2JKqS5YnSjeY+e6WusmN9p3JUIpFQRAdl4wmLU+DOD3LnfYWM6zANpNy0A71WWyv3EylFITsHnyoOkocgiAP9u5rh2Y+Wfbt29/ac2aNfVer/cbbscj7EVE6wFsxJ584kYA6xcdUwWgJl5uEWFyjIx15FlJJHlOgry5RTQi8ng8njtnZ2fR399/MzPvdDumZfwRwKRdi5nyALdviIxJKdUPe8s3VsGaJJitFwwLsAanVNq1ptm977drPYf0aa1rbFyvFMDPzT0DWYWZw5OTk+d2d3ejqKjo4qU+8RQ57Rzz90vm78vMnzOijjkbizbrEvCwbNDZT5Ln5MibW+xGRP9UXFx8ZFdXV3coFLrB7XiWY2qfd2qt32fTkl5YnS2y3ZCpy06LuViogIstyxJhPmUY1Fq3pbuW2WlfyNJyjd1Mi8J5O24S1Vq3AygwF15ZiZmf7enp+Uk4HC70+/23uR2PsNVnzd8vANaNosx8U6Tk01jHzNuSXPcRAEfbEaDYQ5Ln5MibWwAAiKiitrb2po6ODgSDwY3MnBWdCGIIAzgs3Vpgk1R5TGlEtgvCnp9xHwDQ4vIQmESVAjjF1CqnowhAtr+nI4KwWumlzLyvT4T17yTbXVFTUzPb2tr6cSKyvc5dZJ75xLoK1n1SYzEOrTYdu/b5A2DDMo9fgcwOkFoRJHlOkLy5RTSfz3dVe3t77c6dO58D8F9uxxOP6cP8HIDj01yqVikV6/2fNUyym9bYbnOx0QHgGdsCc5ApKxkGcHiqa5je4L4s6d0dl1JqFtYnA+l4D4ARM/Y8qzFzd09Pz3VVVVWorKy8h4gyNpZeOOYo8/dLMY8CRpj5sqX+AHgkxnM58TM7l0jynDh5cwsAABG9q6Gh4cKJiQlMTEycx8y5sCMJAK/AGpxSncqLTWeDrGnflQhzU1ltGkscD6vWOVsGhCTiYQDHmF7FqagGkI1dVJallOpPtXWd6ZF9MIDH7Y3KOaFQ6NZt27Z1dXR0HASrrZ7IbZH7nh6Oc9yY2chLmJkr8XxKUYllSfKcOHlzi4hbJicnfdu3b/8JM+fM983sxP4MqfcprjDJaK4Z0VonnUCbpOo5AK/ZH5JzzDCTnwAoTva1Zpc+V8pyFptJsde1H8Dvcum9zcyBkZGRi7Zv3w6Px3MtEa1yOyaRHDMHYpSIRmE1IgCAGyOPLdPG9j7sKR9N1CmwSkOFjSR5jkHe3GIxIjqlo6Pj47Ozs1Pz8/OXuR1PskybtQ6t9XuTeZ2ZJJiVnSbiMeUH3mRGlZua4TMB9ORIrfNelFLjAN6vtW5K8qX12TIxMlmmnCipjQvT2u9TSqkRZ6Jy1K/Gxsb+vG7duprCwsJr3A5GJIeZf8DMq5h5Fcwnz5H/Nn9uWuI12wAcmWinFbMxNxyn1FSkQJLnGOTNLaIRkbempuaeyspKhEKh65i51+2YUvQKrMQqoQETWutS2Njqzg1KqT4AjUm85HgAo9nebSKOtwGcnujoblPfnZOJc5RerXUy3+fTEb8ULyuZcrGL5ufnw21tbV8hone7HZNIXvT9VIkcz8znALgsXo5hWuuesVSeItInyXMC5M0tAMDj8Xxl9erV+3d2du4MhUK3ux1PqsxUwKdhDf1IhB+503khlqFE6r211uUADgTwlPMhOUcptQ3WRf/6eMeabhOco+Uau5lPCaYTqffWWr8bVneNtxwPzCHMvKm3t/ffqqqqCsrKyu4mooQulERWSfR+qt2icoyNi8tEiajDNCI40xwnHCDJc2Lkzb3CEVFNUVHRNbOzsxgeHr6ImefcjilNf4e1SxezxZfWugjAbJZO1UtKpHtEAjuxdbBuEsyHC4YnYF38xFMOq0tHPphDYq3rCgA8lItlOdHm5+e/0dPTM1lSUnISrJ10kVsiF7dJ3T9jcocHAFxBRPcB6CCi+wF8BsD1phGBcIgkz4mRN/cKV1BQoAFUbdmy5VEAv3E7nnSZHcbnAbQsl0yax0tMK7B8MYsYyaTZdR5SSr2SuZCcY0Zrb9ZaLzt50OzSLuTDBRKw+yLJH6vG3QxEeSdX67ujMfNgT0/Pt6ampuDxeG4jolRvCBbuiMx4SLp8yMyauIyZz2HmM8yfxbMnhAMkeU6MvLlXMCI6pKWl5ct1dXVhZr4oh1rTxWTar70PwEHLHFIMawBF3jAXAiVLJVbmsY/D3rHe2SAA4Ata6+VupiuBtVubT0ZhfYKwD1Prfxqsned8cS8RvX3EEUfs5/F4LnA7GJGUyObcC65GIZIiyXNi5M29QhERlZaW3tPY2FjQ29v7A2bO6hHNKXgcwAeXqRGtyqX2XUmYxtJdGQ6E1aZtS4bjcZS5SHoBwD7T6Eytc2Gu1zovFjW2e6l2fR8A8HqelOUAAJh5YXp6+sK5uTk0NDQoImpwOyaRsA4AY7KhllskeU6MvLlXrn/o6Og4YefOnRPz8/PfdDsYuyml+gH0ADgs+vFcbk0Xj1JqDkBh9O6zqf0+GcCDrgXmrOcB1GutWxY93pAPpQtLUUqNAtir/7G5YbQD1g2zeYWZH9qxY8cf29rayvx+//VuxyPiM00DANmYyzmSPMchb+6Vi4j8Ho/n1oGBAQwMDFzFzPlyQ9ViDwHY3XbPDJqYcS8c5y3Ruq4EwK+VUnn5PTb1zP8d/ZgZHDPkTkQZ07uo13UhgP+bbzvtEdPT0xe++eabQZ/P96Wo310ieyXdjEBkB8qT8k3HENHZsAaf3CQ3+K0sXq/3soaGhht6enpeB3AEM+fSiOakmHrY45RSD2qtG8yOdF4znURKYLUrO1Qp9aTLITlOa70GVsnKZlgDUfpcDslx5mbJOVg7ziVKqbzeCCGiW2tqar42Nzf37NTU1LH5co9GPjKNBM6G1bL2AbfjEYmTnef4jjR/58wYZpE+Impsamr6VmlpKQBclM+JszEJoFlrfQjyp2WaTPRXAAAgAElEQVRZTEqpAAAvrH7XK6UkaxzAcQBWr4TE2ZiC1YrvJAA73A0lI671er0ja9asOQbJT7sVmZXwzjMRVZnJxotb3643U5BFBknyHF9Cb+6oUd68zJ/7MxCrsInvSF9PW1tbSae/E7gafyJNeXUT2WJmkt4jAD4Iayd2pagCUAHgNbcDyQQzwnorgEPcjiVTzHv7fQDeVErle5kKmHlsYGDg8pKSEtTU1NxGRCVuxySWtR7YPZk4ng0Aqpa49+pMJDjATdhHyjbiICIGAGZedrCCKe04EsD9AEYAnBP1vyO2yQ2HuYGIjmpsbHy+tr4W207YhnBNGD5r5kIwjPBFX8fXfwbr434AmIB1ERoZdR0ZY11u/p6ClYxWmP+eATCPPd0eZmG1Eovc2BQwj1WadefMaypgtdaah9UtohzWrmnQnLMUVj1nyMRUAqufcRjWbmMxgCJzjlHzvyOdCMbMa1fB2pX8i3ksH76meN+n02D9O30JwEKefE3xvk/rYI0f/4WJMR++pljfpwCATwJ4A8DOPPmaYn6fBgcHgw8++OAzVVVVB7788suKma+ByCpmAvFWAI8w8ykJHH8fgKOY+chFj78I4AUZuJZZkjzHkMib23yEcnb0iG0iup+Zz8hQmMJGZrztU+Xl5cdOHToF/6l+zGEOjL3+nfyYFf+TSyE6xtxY1Q/rl/ZUZCJfvjLdNupgJTv+PG3LtxfzNVfBulBgM6o9r5nBNwwroZ023Vbymta65NZbb30/Mz8yPT09y8wHMPMut+MSe0TdT3VZdP4Q4/itAB5YfO+V2eCTmukMk7KN2DaYvx+OddASb/zlhhGI7Pf/HHzwwceGw+FBfporPfD8l2fffyZfJE1B0pQ37aBM4txnujK8B8D7XQ7JUab/7zkARkwyVZLA2O580KCUGlFKTQI4XWu91u2AnKS1bgXwWaXUlFJqBECN2zE5zbyPSycmJh6dmpq6/7DDDisuLi6+1e24xD4iO8g/iHeg2aTrwKJchIgiOcoj9oYm4pHkOba4b+7FpRjmzSz1RzmIiEpra2tv8/l8mJmZuZyZJ6bV9OevwlXNAG7A3rXABQAuJ00TpOksdyK2h+k6MWcGSwDAXwEcbnri5qsTYNXALgC7W9c1xX5JbtNa12DvUrInAZymtfa6FJKjzC77aQAei3q4T2vduMxL8kUj9rQg3Dg8PDy3Zs2aM4joODeDWumI6EZTehGxAdan2omUc24AAGZenCSfAikJdYUkz1HSfHNHnAHgRXsjE5lQUFBwWXt7e+O2bds2MfOPop7quxpX38mKC2Al0aGo58oB3EeaNpOmXN2trTa7cgB2d6F4AlbikXdMf+P9YF0kRBvVWq9a4iU5zySSvuiSBTMEpwfAe10LzFmHAZhUSm2PPGA+WVlYZqJmzjM92mcjF8LMvKO3t/fmsrIyVFZW3ktE8jvfBUT0GQAbAZxtumZEdpITbX97NJbelNsA08xA+npnlvxDMmx4c0dsgAxUyTlEtKaoqOjrXV1dmJiYOJeZd+8yR436LWLFV7BiL6zenJEbfQhW94K/5NoutNa6DlEDUqJsBrDJjG/ONxUAfrW4plspNQugKE/LNxqWaU33GKwb5vLRBJaYGGkG4eRraV2V6aiyWygUumHLli19Pp/vcAB5d69Gjhgzf84xm3E3wpodkehwlH0+0TY5ynrsaaO7YfGLhHMked4j3Td35AbDjmReI7KD3++/hYiK+vr6/puZF+9IwuzM7t6VZMU/ZMXlAL4M6w59wLpb/3ukaTQXkmjzcX10ucZuZofudQAn5FMCbYaETCqlupd6XinVC6A2s1E5ywwJGVnqOVP7/JrW+rClns9VWuv3AxgwX99SxrTWZcs8l5PMfQv7XAgz8/TY2Nil4+PjKC8vv4GIKpZ4uXCQKbe4HsApRPQwgLEkh66tx562uRFXwMpZpEzUBZI8Gza8uQHgM5A3cs4houNXr179merq6gBif9LQb+pGd2PFP4TVG/k1WB0MCmDtan3XlHI8k8XlHD5YLbGWZJLqYlg9cnOeuVg4GVbLsVimTR14viBY781Yz7930RjrnGXKcg5D7K95AYA3Xz5lMO/X6aUuhI3/LC4ufn6//far9/l8V2UyNmFh5puY+QxmPiWZ3CLqpsAfENF9RLSRiDaaNc6ClbNsTKRjh7CPJM9RUn1zR1kHq/WMyBFEVFBRUXFvdXU1uru7b2LmzuWONbuxwcU7saz4GVZ8CKyb0CJJtBdWKccxAP6cpTvRZaa+OZYnARxmailz3eGwumt0xTku8v3LeVprH4Cgee8uydw0+RyA4/MkmTwBwN9itaSLSjJ9mQnJcT5YvZ6XxMw8MTFx7szMDBoaGi4iondlMDaRnvWwbgq8jJnPMXnKTQDAzA9EHnM5xhVHkmcbyZs4J/1ze3v7oTt27OgNhUI3JnD8Apb5hbsoiX4WwKvm+EJYO9FZswttOg7EHcNteh+/DaDd6ZicZC54jgbwaLxjTTJZnCeJ5KoEezlvhjXUI6c7UZgSFT+AV+Ida2qDc75Ex3yiQkqpYKzjmPn57du3/2T16tVev99/e4bCE+k7BdKKLutI8ixWLCKqJKLvdHZ2Ymho6GJmXnbnJkIpFZnktSyTRL+fFR8K4FxYpRFeWLvQv3c7idZa+wEsxNqNjKaUegzASI4nk8UA/jtGDexelFKDyPHWdaZzSEKDX8xO7E9glXDkJPP+LATwi0Tf28iP1nWrsGdqYUxzc3OXbdq0aaqgoOBjRBR3qp3IChsgHbyyjiTPYsXy+Xzf2n///evGxsaegjWqOFFDif7CNTXRH4K1Ez0Gqx76GAC/dTGBrjEdB5LhAfB5J4Jxmta6AcDJi7sQJGBca52TXRlMIlmUQFnObkqpEIBarfWxzkXmqCMBHBZvBzaaSbJDprwl55ha51CMWue9MHNvIBC4rra2FlVVVfcQUV6UJ+WrqPZzsvOcZSR5FisSEe3f1tZ2wdzcHAO4iJOYUx9V+5xQr9jITjSAj2JPEl0LK4E+izT9IVOJtEn6l2pZFk8vAL/Wej+bQ3KUSSJPh1WLnhSl1DSsUoZc1GQ6hyRrK4CjtdY51ZHB1OQfiz1tuxJmPmXI1fKNvXq0J+iOqampzo6Ojv09Hs9XHIlK2KUawEvMLI0Isowkz2JFKi0tvXPVqlXevr6+/2DmpD8SU0oNIclfuIuS6MjrvwNrGInj5Rwm2Q8k8ZH2bmZn6/cATs2xiXSHAZhRSm1J5cVKqZ5c60JhdstHU3mtuWD4C4AP2xqU804F8Lyp0U/FYK5N1DQXwklfIDFzYGRk5MLp6Wk0NTV9m4jyfmR5rmLmR5j5yPhHikyT5FmsOER0WlFR0Wnd3d3TgUDg8jSW6tNa1yf7Ilb8DIB/APAQgCthJdKZKOcoRBoDMcyQjT/D2g3JFV7sPZ45FWNa61I7gnGa2WkvAJBwucYSNsMqTYrX0i8rmJtBe5HGcCpT6hE2kxiznvnezCdarrGE33R3dz/h9/srAFxtX2RCrAw58YNC5B5zM97xRHSA27FEIyKf1+u9fWZmBr29vVczc3+qa5kd3PlUdmLNLvRHTE30P8Dhcg4To8d0kkjH6wBKc2HAhLmweUMpNZDmUvOwEtJcUAJrCEyqSVUkkXwaQFW2J5PmYuEAAC/Y8N4OIndaFJYhxU8XAKt13dTU1Hk9PT1hr9f7FSI6xMbYhMh7Wf2DUeQm09T9Qli7qve7HM5ePB7PVw899NADCwsLtwO4y4YlZxB/6EZMcco57NqJXgVrnHhaTFLWBOD4tCNykKnZ/Qys8elpMTfSUbZPWjTx+RaPHU+F6ZH8IQAHpruWww6E1b/bju/zFHJgbLfWuhixB6IkhJlfnZub+/4RRxxRUFpaeg8R5WynFSEyTZJnYRsiKiCi8wH4mPkaWKOrLyeiYpdDAwAQUW1dXd01wWAQ4+PjFzKzHUnGPACfHTt0y5RzpL0TbWqdOZVa52U8B6A1y2uBTwDwSjLdJmJRSo0j+28qK0WMiZEpeATASdlavmE6ZBwP4Il0E8kow6Y7SzYrArDsAJhkMPO3enp6Jtrb20+A9bNHCJEASZ6FnYoBeJn5D+a/u5j598w862ZQEYWFhde1t7dXbNu27TEA/5+NS08CsOWmmyXKOezYia41Nzjawnys/ySsseRZx9xI1QLgGZuXns7yLhRlpg+5LUw7w63I3vHsBwIYVkr12LWg+ZSBs/Wm2EiHH7suFph5uK+v7yq/34/q6uo7iSgrL5SEyDaSPAs7fQDAQQBARMTMIfO/Xf9FRESH+Xy+f33jjTdC09PT5yfTmi4e8ws3shNmGzt2otNoTReTUuoNAH/N0ppYD4CfRr4vdjEf62dlrbfWutnOJDLKYwCWHVnvsmEAv7V7UVMjn/SNwBlSq5RKudZ5KeFw+HtvvvnmW+FweA2scjshRBzZ+ItP5K51MHf5MzObMo7PATiXiK4hojPdCIqIqKys7J6ysjLPxMTEvcz8ut3nML1i6+xeN52daJPMB20s11isB8BnE+13nQla60MAVCQ6STBZpnVdsxNrp8q0pht3Ym1T+9yvtc6q1nVa69MBhG24SXA5A1pr2/89p8OpC2FmXpiZmTl/bm4ODQ0N3yKiXJ+4KITjJHkWdnoLwBlEVEZE1QA+B2ALgJ/CapH2XSK6zzyXSZ9oa2s7HlaCoR08T7+T9ZIxdqJvW2YXuhxAsgMUEmaS8kFYN5a5ztTmngAg3e4a8UxorcsdPkcyikx/ZqfMAWjMlgE5WuvVAFphvf8dYUqTgtlyk6i5QHXsQpiZHyaiP7S2tpb6/f4bnTiHEPlEkmdhpwFYH6WeDWA/AE8z8/PMPMzMN8LqfnAWgOuIKCO7lURUVFtbe6fX68Xg4OA3mNnJZDIEa9SvY2UqS+xEP2SeiuxCn0Wa/rBKrzoBwKyDu84RTwN4V5aMsT4ewKspTFxL1gyArBjnbAZ7OHqxYN5DTwA4zu0yHdOa7sMA/pTMGO4Upd1Jx0bVdt63sJSZmZkLh4aGgs3NzV8koqOdPJcQuU6SZ2Gnd2D1w/04gIMB7CCiAgAgIg8zPw7gG/j/2TvzMDmrKv9/T3X1mu50p7uTdKeTTrqJyL5EZRMQBEQRt3GZUUd/o6PgDDsKiKiXqwiyKKDijDoz6ui4IOiMM6LsyB4EJBAgbFm703u60/tWdX5/vKeaSqX2evfcz/PkSVLL+57qqq733HO/53uATwF4q0sxXdTU1LSqu7t7Uzwe/4EL59sFq+LrOIlEGsDFSJFzzGDm9qtw1ZFOx6CUmoI1kc7TLW6pENYDWO/0uSSZnBTLMM8QWc6sCwskKKW2wpIMeO04sgTAq0opx8cVi2SlwgcLhno4WGVPwMyvdHd331xfX49oNHqzsa4zGDJjkmeDLRBRmbhqXAarAngegGZmjsmXMAMAM18DYCMsGzunY1pBRFd0d3djaGjoXGZ2ulKVSKxm3LT3SpVzRBAZBNA0j/n/sXvYSjqUUhthSVa8dKKoAnC3XdZ0uZDzVHucWFXAGuzhFnfBmsLnSQOwSBciAB5x8bTjsBJ2T5BKO7lQZQcAzM3NfW3jxo390Wj0WAB/58Y5DYYgYpJnQ1bIojL5/+kel0iSmfn3AP4D1uCCU+U+TjQQysMvA9BBRDVOxl5ZWXndEUccsWhiYuJ3zHyvk+dKYQbWpDfXSJZzHIgDPz2FKaeGrWSiCcAHvEgmtdarAXxAKTXq8qnnYNkzekWdW4sFYGFhuD8sXbkXvBnAW+x2UcmGJK1RD7XP5bBhAEy+MPPo/Pz85e3t7Whqavo2EQViLL3B4DYmeTakRZwyPgLgbAB3E9EFRLSfJMG5tvO+AKALwD8R0bqk2xMXgXoAU/LHEYjoqNWrV398aGhojpm/4NR50iEX96gXFTqt9bIP48N/RGGNhSWjlNoCqwp6sN3HzoYkNe8C8ICb5wUAcfSod/u8wII1ne3OC3nwJICDtNauyjdEU/9mAPe7eV4AUEr1AfBqcEqjB4vCn/T29j7b2dnZUlZWdpnL5zYYAoFJng17QUTtsKqVTzPzvwL4MoAOAPcR0aqER3JqEi2JdYSZRwB8BMBRAC4mooMS98tDNwP4uZ1eyynxR+rq6r5fX1+PnTt33sjMjusjUxHrOle9YhPJulJqPt/GQpsT6TsAnOzyRLp1AAaUUl0unnMBL6zrRB7jdkIFYGGi5r2wRsm7yWkAHnaz0p7CgNvWdeLcM+DmOQGAmeOjo6PnDA8PY9WqVZcS0Wq3YzAY/I5Jng3pOBPAemZ+FQCY+UFYTWldAH6XqCanS36ZOS4J9OMAzgHQAuBWIjqEiKqI6AMAPgPgdgfj/1h5efmbXnnllf75+fmrHDxPLvq11m4m0M0y4GEPsjUWwkY5hwxvuA3uSlYmANzt4vnSMa61dnN4Sq0MbPGKFwFscGuRJFKgDQCeceN86Uj4Sbsl35Bm0LibEpVkmPnhrq6u2+bm5ioBXOdFDAaDnzHJs2EBIooQUSusqvFE0m3EzHFY2+P7A7iCiPaX+9NJOBLNgf8G4B9gbbVeCithqwVwvlOWcURUW19ff/34+DhGRkYuZWZHhmXkg+glyY0LrvgOZ/2Z2jGxMBcy5e5ArbUt48qzobV+E4DXPNjW3gM5vyvaUK31cocmCeaNjIZ+FsDhTkuTJHE+DZbDhmva3wwMwSUnHQBLZffKM6anpz/f09MztWTJko8Q0QlexmIw+A2TPBsWYOY4M/fASqo+mHQbE1GUmUcB/COsBOxsIqpL1UBLor1wGzN3MfN5zPxJAFcw888kEXeEaDT6pc7Ozpaampq/AviZU+fJF9FLuqEPLYPVwJaVPCYW3kGaHisxiR6B5cXrGDJt7UjIQs0HDDrtda21rgLg2WIwGUmgm2BJs5zkaACVPkicEw2Tc05P1BQ9udODfnLCzNuJ6Po1a9agvr7+lqSGb4Nhn8ckz4Y9kO7qWQDHENFC9TBh88bMvwHwQwCfhng1J8s3Ev9O0kWXEVFEbnOsQVDOtWb58uWfn5qawsjIyDlOJukFMuzktr5U/1gSmrzJUIluAHAMSmsu3CRxvbGI5+bL8QCeFA2u58j2etzhXYYo8lggucjDAA5z6rMtPtqHA3jIieMXiaNOOlJpn3fLmi4XsVjs2p07d/a2t7cfSkSf8joeg8EvmOTZsAfMPAHrYvVRAG9Kvi8pCT4Hlqzjn4ioIeUx9UR0ERGdLo+NuZXERqPRG9ra2iq2bt36K2Z+zI1z5sk8rMTHKZqVUruLeWKaSvTj8gcoshItFbpHALQXEgtpmidNTJqyJg5SmVsESwfrJ2KwvJdtR/x+KxPaWz8gbiMvATjQoVOsAPCSaOl9gSS1Tg5OqYCVoPsCZp7s6+u7qKysDA0NDd8kIk/cZQwGv2GSZ8NeMPO/wLooXklEnUm3x4kokQR+BMB7YF3gFhJrWONsLwdwctJtjkNEJ0Wj0Q8+++yzk9PT05e4dd58kGSSnNCHSkOiLdPHJJE+lhUfi9ebCxOV6IJ00UqpbbCaygr5DJSl/J2JKICfF1ppdxql1ASsn5cTtCilhhw6din8GUC33QeVz824Usp1a7pcSFNui93HlQVSrUzt9BO/3rhx46Pz8/NNAL7idTAGgx8wybMhE5+AVXk+m4gWJscx87y4aTwK4FYAN8jtCZeNfgBvZeYvulVxJqKyxYsX37JixQpMT09fw8ye2JZlQ6pntlpdiUTAkeljSZKOx2FpmIvRRe8CcLbW2rZmOq310QBWe+VCkAulVI/WutXOY4osYsLOY9pF0qjyj0vyZxd/C5cHDRXIoANe10th/a75Cmbm+fn586PRKK9ateqCRLO4wbAvY5JnQ1qY+TUAGsCFAN6eqCInOW8AwL8A6Eu9nZlfyeccoocuLzVWIvrM2rVrD9q9e3c3gG+VejwHGbLZK3a5NCQ6QqISDcvTN50u+g7S9FymRFqS+o0ATrYjHkkijwbwvB3Hc5AprbWdid9irx1FcrAb1m6BLfINrXUnrMR5qx3HcwLR2kftkm8ke7TbcTy7YeanJicnf9ra2hqtqam52et4DAavMcmzISPMfDWAuwB8E8Db5TZOkm6MQwaBFDnw5AZY8oCiIaKGFStWXDM5OYmhoaGLnG5KLAW54JbZccHVWjfCpQEKGXTRI7CS6EPweiKdLol+HMAam/yuTwfwqMcexzlRSiV+NiUjkwQ9tabLhchn/gTg7aU6UUgS+U4Af/SbLCcVmfBoV/V5WTqPdj8xMzPzxe3bt0+sWbPmnUT0Tq/jMRi8xCTPhlx8ANY0s7OJ6CTgdecNWOO2f1TCsb8P4BIiKkU/+NWysrIl3d3dj8Ia0OFr5IJb0qhf2R5nL5rHUqrRj8OqLCeSxWMAPEiaXksk0hLjb2H5exeNDI3oh4eDMgqkp9QFg1Sv/VxxXkASv4dg2deVwmIA9/t9wZDEaKm7DLIb5evEGQCYua+/v/9rMzMzKC8vv9GOXUODIaiY5NmQFUmUPwsrQbqeiN5PRMuJ6FQAnQD+UMKxXwHwH7C0tAVDRAeUl5ef19fXx2NjY+c4Ne7bAYZK9AT2vCM/qbnwULyeSM/BaubrRFIifSWuvP0/8Z9v0Fp3ZDoeacqYPMhioQXAer9ua6ciVdMpSfqLpRyAb3dSUlFKbQDAxWrc5XnLIFaHAWEO1vtUFNK3EA/K5zoej9+8bdu216LR6AGRSOQcr+MxGLzCJM+GnDDzBgBfAHAjgOMAfB7ADma+nZlLrX5eBeBdRPSWQp9YU1PznSOOOCI6Pz//b8wclIokIF69xTRYyXPqlFKTtkdVJEnV6HNgLbI2IyWR7kf/b/8X//timS6bIU1zpOkaABAHjzns2UyZ6t5wAIDj/eLpXABFJ1aSdMf82hiZhQ4AbyvyuScAaPS7XCMZeX9K0T7XwNKMBwJmnpmfn7+oo6MDS5cu1UTkxgAog8F3mOTZkBfMvJuZf8HMlwL4IjO/ZNNxRwFcAeDmDKO+00JEZ6xevfq0np6esVgsdoUdsbiFJAfzKC6xaoJPt/JZ8Y9Y8RJWvB9eT6QnAWAc4zVjGKtsQUsFrKT6i6QpBmvgTjTlOCsT/xYN7ckA7nHpZdiGUmoawKIiXSga/K7tzsATAFZprdsKeZJMjFwF4C+OROUgYiFYsBTL702CWfi/bdu23bdmzZrFFRUV3/A6GIPBC0zybMibpJHbdlvQ/QSWFOGjecZR0dDQ8N2amhrs3LnzSmZ2pXHOTiQxKki6IdWtaBAqsIlEGsCpsCQdm7dgy+QKrJiPvP61k/r9Ewfwnym3HQGgSykVuPdYGESBnsCiofX9e5wOqcTeDeC0Ap96FIDH/TQEpkCGpYm3EOoQIFlOAmbmiYmJ8wYGBmKrVq36DBEd5nVMBoPbmOTZkDdOaYolGb8AwLUyHjwX58Tj8c4XXnjh1Xg8/j0nYnKJ3VrrQhqsWqThMDAkaaP3m1Wzi87EmU2Lsfh8WBXpOACGNZnvm6y4jBX/v5RD9AC40+WwbUN2GaZl1HS+NBQ7MdIPKKU2A7g/36FAUpl/GlbzaSCRXYbKfHcZROtcEcCqMwCAmV/o6ur6wcjISATATYXsGhoMYcAkzwZfwMyPAHgYwKXZHkdEy5YvX66ZGVNTUxcwcyArdACglJoBUJ6PXlKSbFsmCXqJUmr0Qly47Upc+QZJliOsOMqKL099rNb6XQBG5OcUWGRAzpJ8Hqu1bg2Q00RGZMLku7XWVdkeJ9ruvwfQGyStczqUUj0A8h2Q46hHuxvMzs5+ZXh4eNeaNWtOhuXKZDDsM5jk2eAnLgNwLhGtzvSAysrKq1etWlUXi8XuZuY7XIzNEaSSnHVbX5JrCoJcI082wkqsMn7/aK3XAGiDaKZDQI/oejMico2wvF7A0ry/PcdjTgAwENQKbBqGtNaLsz1ArOkCvxBm5l0AvlpXV4elS5feTERZF0oGQ5gwybPBNzDzdgDfAXBduvuJ6IgVK1Z8emBgIDY5OXm+u9E5ylAOveQiBKgjPxeyrT8MYF26+yWpPhnAPQF0m0iLVFUntdaVWR4WGF/nPFkPoD3TZ1uSzIMAPOhqVM4yhyzXVflsR8KyEI7H4z/o7u7e1NbWtrKsrKykgVcGQ5AwybPBb1wP4BgiOiH5RiKisrKym+vq6qinp+cWZg6SF2xWRJZA6fSSohulADdSZeIBAJl0ko0AdiiltroWjTtMwmqM3QvxOB4NunQhGdEBP4rMThTNAO71k+1iqSil4gBiWfy9GxGAgSj5wszzu3btOndqago1NTVXENEKr2NKQESXEtGH5M+lRNRZ4vE6iegHdsVnCDYmeTb4CmaehKV7vpmIypLu+mBZWdmJmzZtGpydnVUeheckY7Aqj6nUAph2ORbHUUoNAng+dQqfJB0M4D5PAnMQkSZQaiOdVCPLw1KNTEYp9SyAvtSKu9Z6CYAhpdSL3kTmHEqpMaTRuIv+eyJMCyQAYOZ7X3rppf9m5hoA13gdDwAQ0d0A7mHm2+TPdQB+U2IC/RubwjOEAJM8G/zIrQAmAHwKAIiouqmp6aa1a9didnb2y8w84m149iOJU1S68AEsJFVVYUyqhHkAH0qZtngcgMOlghdG0iVWFbCcR8JKOYBPJj7b8rk+EyWOqfc5Y2mmiFZCBiSFkC/U1tbOrl279pNEdLSXgRDRhwCAmZ9OuesaAEVVjuWYu0oMzRAiTPJs8B1iiXcBgK8TUX00Gr2ks7Ozrbu7+wUA/+ZxeE4yA6vSnCBw1nSFIIuCpyBNZaKNPQzAI17G5SRSdYynVGIblVJh0jrvgbhKjMJ6bwHgQLn9Zc+Cchil1BSA6oQUSxYMgbWmywUzvzY4OHhTY2Mj6urqbiEiL3OLs2FZH6byNIBTiaggf32pVicmp2V7CTwAACAASURBVBoMAEzybPApUjX4A4BrV6xYcfnu3buxe/fuc5g5FA1k6RCNaI3WmiSR3BcqHX8BsEwm0r0LwP1Bt6bLhUykawIsazpYXtZh508ATtBa18FaLP3B43gcJ8W6riXAg37yYn5+/qrNmzcP7Lfffm8ioo95GMqbAbyWeiMzb066vxBOZebATTg1OItJng1+5goA/zA5OVm1Y8eO/2bmB7wOyGmSLrgVkkyHGpFn/BxAGYANAF7wNiLX6BU7vumwaWDTIUNffgtgKYDblFL7wsIQAEa01h0AhrwOxGmYeWxoaOiSvr4+lJeXX0dEtbmf5QgNyF54yFv3LHKNW0uOyBA6yKGhcQZDyRDRsfX19Y82NzfH3vWud+nm5uYxWPrJO2BtA/8NXncveAzAswA+CaAaVpPdECxXh6MBrILViFYF4HZY9m9vk8cCll3WswDOlf/PwdqmewJWpWw5rJHJVQB+CWA1LKu1KliL0HsBbAXwD7ASwTisZPCvAN4PS+c6BUvn+78ADgWwVl5P6mtqlvPfF6LXlO19GoYlV6mGNW0wDK8pn/epHdZF/v4QvaZs71M/LE/zCVjNsWF4TbnepzfJcQdD9Joyvk/xeJzvuuuuf3788cc7YCPMnNcEQ5FkDAP4MDPfluZ+BnCZNBDmOlYngM5E1TnhtMHMZxcSuyGcmOTZ4EuIKNLQ0PDkmjVrjmxtbb3j6KOP/meZWhZqRAtbBmAxgL59oSqptT4WwEoAywD8h+hFQ43IckZgjeLeJ6qwWuuPwrLrq1FK/dLreNxABuMMA4gqpSa8jsdptNYV27dvv2b9+vUXj46Ozu7YseMAZt7i1vkl4X0NmZPnYQA/ZObL8jjWWcz8w6T/m+TZsICRbRh8CRF9oq2t7ci+vr7+ZcuWfQHAqfmMsQ4BFXi9SpfXSOcgI1P1DgdwJ6wq3Nu8jch5xHViXiQrk1rr6lzPCTpa6zcAiMKqqJLW+gCPQ3IcrXUtgGHR8JfvI99fJ7W3t//va6+99quWlpaK6urqG10+f66FaAPykNAYuYYhF/vCL7MhYBBRXV1d3XXl5eXo7e39/E9+8pMXAbyMkCeT0plfrZSak8RqRmuddqhGiNgPwCviNvEErIbJshzPCTrlsOQpgOWwsi+MNV4O4BH5XD8I4GCP43GDMrxuTTcLSzIRWmRxEAewfnp6+pL+/v7p5cuXv4+ITnIrhjxtTLM+JuEFHUZLVIN9mOTZ4Ee+xMzLnnvuufXM/Au57REAkRzjjYNOq1IqefrYHDJMpAsRg5CBKGJddxde12OGlYbEFr7IcijMiyQZCvOSjGWHUqoLwMNhrsTKApASfuUyRbHO26gcpwHAo0qpKWbu6urqunpoaAjYe+CV02xG9qbAXJZzpwI4jYh+kPxHbj9V/n+tXcEagklov7wMwYSIOletWvX5qqoqxGKx85k5cfGJw9re99SA3ylkoMIelQ5JJmvTje0OA1rrjwOIJeu6lVLjAN6jtS5plK5fEQ1sX/Jtonlu9iYiZxFZzucA7E65awDAp0TaEEaWKqVSf593aq19M77aTrTW7QA+kDxqPRaL3TA9Pb394IMPPoyIPuNiOE9DrCCTSaooZ7WdY+YfMvPZqX/kuPfI/3Nqpg3hxiTPBl9RU1Nz04oVK8rHxsZ+wcxPpNz9EIDDpdkqNCTJNSZT75MhKa17PyvYaK33hyVfSOd9+wCAd6aOsQ46smsyl6EJtFcS67BxIoAXUqdkymJ4I4DTPInKQZKaQdOxW2u92M14nEZ2EE6H7CAlYOapubm5LwBAS0vLN4nILdndr2FViVM5FYDxazbYgkmeDb6BiE7p6Oh4z/bt26emp6cvSb1fGm/+DOuLOkwsF3/nTIykGfUbWLTW5bCSpj+mSyTlZ9EN4Ci3Y3OYJhmQsheSTM7LzyYUaK2bYVmtPZzhIU8BaJFBMaFAFsKVmTzaRa5T425UjnMogDGlVDpXjdu2bdv26MqVKxvKy8uvdCMYcdnYRUSpCfTZ8mcPiOg3RHRWHofuRAEe0YZwY5Jngy8gomg0Gr15cnIS/f39VzHzzgwP3QjgqbDoJbXWi7D3lvYeSEU6TDrgRgAPytjmTNyLHD+XIKG1XgYg66h1pdQg0mw3B5haWANRZtPdKaOq/xeWLWNYaM2xEAaA/pDtnu0G8H/p7mBmHh8fP6e7u5urq6v/mYhccVlh5tNg6ZbPkj/XwrKvS6d3XgercTktRHQpEd0tjzuViO7OM9k2hJhQJCCG4BOJRM6uqKg4eMeOHVtisdi3Mz1OKnSvAnhHSFwZymB14mdFKdUThm19WSxUKKWey/Y40T6/rLV+izuROYfIT2YSzWM5GAzDtr5o1mdFdpQRaR7s1lqvcicy55DdoZye3fI5mA3DLoPW+gQAI/L7mhZmfmbnzp0/mpubi1ZWVt7kVmzMfJnol38o/07bKMjM+2XTMDPzdcx8GjOT/Dkt2f/ZsG9ikmeD5xBRY3Nz81UdHR2Yn5//AjNnHUstF58IgGPdidAZpHpeppSK5XywxWgIPIFPgDVZL18OC0GTVQWsyW85kWpsJMhNorJYOBlAvq+hBsDpIXAcIVjWg/kwj4A76Witl8KyHNyrVyMNX2lqahpfvXr16UR0hsOhGQyOY5Jng+dUVFR8bc2aNQ1bt259CMDv8nzawwAOkW7+oLJMKTVcwONnYQ2aCCSibV0DYH0+j1dKzcljTwhqMikLpCrR6+dLHAF+n2Ftb/crpbrzebDYM/bDGmUdSLTWVbB2F/KaCCqa6KBb150Ey5ou584ZM/fv3Lnzyrq6OixZsuS7RBTohYPBYJJng6cQ0UGtra2f27VrV3xiYuJcznNevAzVeBFAILd7tdb1AMYKeY5UJSuCmkjCqkbeL68jX56HVaFb6kxIjtOMHEMZUpHPdiC1z7JYOAzA/QU+9R4Ab5YkNFDI7+OidG452VBK9QZ1V0WkRXEAWeVXycTj8e9u3rx5c2dnZycRnetcdAaD85jk2eAZREQAbhodHS3bvn37vzHzs4U8Xyn1Z1hOFEH8HC9KDMooBHFrWO5API4i79HDSqmXCnmeVPL+C5Y2PFCIDCGep9Y5lQGtdeDeZ1iNrbdl08CmQxLPnyKYThSLAUwV+dwxrXWgKtDyuxwF8Pt8K+0AwMyzw8PD57322msoKyv7KhEtcy5Kg8FZgph0GMLDmZ2dnaeNjY2NzM7OXlHkMSoBfCxI1Vit9QqlVCY3kXwYD1JTmSSRHwTQVczzJflcobU+3tbAnKdZHDQKRnTwHCSva2loPSN1OEi+SMX9cK31Snsjc45iq84JlFJjCJ58Yx2Ao0RWVRDMfMfIyMgf29vb6ysrK692IDaDwRVM8mzwBCKqaG5u/m5dXR3i8bhm5qKSDAA7YA3beION4TmGVJmKSi4SSFUvSJPZTgIwVGQFNsGLANYFZdEgiWRWp4lciBY4ENU5SSLfDeCvJR5qM4AzArSb1FriQjgxeTAQuwzilvNWAI+UcJiLZ2dnY+3t7Z8moiNsCs1gcJWgfEEZQkYkErlg5cqVq3fs2PFqPB6/pdjjyLbhHQBOC4j1UxR5Oi9kIyijfrXWS2ANynislONIZe9BAO+yIy4nkc/hbImLhQT9Wusg6J8PAzChlHq1lIMopbbBWnS82ZaoHESs6UpaCCcxHhC99zsAPCEV86Jg5k39/f3fr6uro7q6ultEvmcwBAqTPBtch4iWV1dXf3ViYgK7du06l5kL3v5LRoZt3AvA11P4ZDxzvn6/+TCitfZ7BboZwENKqWI1ock8B2BnACzNamDTgBdprowFoBIbgX2jjx9GMIYCVRQr10jDHHzusCKfwR0Aniz1WLOzs6qnp2e4trb2OAAfKjk4g8Fl/P6FbAghkUjkagC1r7zyyv8x8512HFMptQlAo1+bb2Rbu9bGiy1gVbB9e8GVxL4/10CUfBEd8HpYI519+d0liX2sAO/ufJiFjz2BZcDJi8Xqu1NRSu0C8Fe//i4DC24TOQei5IvYvVX6tXdD4jocwNPFaJ1TYebhnp6ey0dHR0FE1xNREBZLBsMCvrwAGcILEa1bs2bNp5YsWTIH4PM2H34JgLfZfEy7qEX+AxTyQirY836sxEpy+yEA9XYeV5KMY2ANZ/AjtchvaETeyIKr1o+JlVguvhv5D0TJlwkAn/DjGOtEE2eBlos5EScdv04RPQhWX0ne7hp58G+xWGzjkUceuToajV5i43ENBscxybPBNYiIamtrb2lubqa+vr7vMfPLNp/iSQCtWus2m49rB3WF2nflgxxzsQ8Tq0Ng6X63O3DsewCcKDIY3yBa54iNspxkRmBJYPzGCQCes0mWs4BU7h8DcJqdx7WJKlgTAp1gwm9SLPlcHwdLfmVb8szMsenp6fOmpqawfPnyy4koMC4rBoNJng1u8pH99tvvmC1btuyam5vTdh9cKkEPATja7mOXgg3WdLmYAbDIweMXhDQ+nQSrkdN2ZFt/M/w3kW6pXdKFVJLGdvvG71ocIlYBeNyhU2wAUKe1XuPQ8Yulzmb51QJi1+c3R5m1AAaVUj12H5iZH9i6dev/rFy5sqqqqup6u49vMDiFSZ4NrkBENdFo9Pq+vj4MDg5exsy2NFSlItrn9X6pxIpus+jO9HyQznc/XXBrAPy2WL/fPLkXVvOSL5BEss/Jc0hjrJ8szSIAfmqzvnsBqeDfBnulAiUhC2Hbk8hkfOiksxvA7506+NTU1EWbNm2aqaio+DsiOtap8xgMdmKSZ4MrlJWVXdbU1LSqr6/vr8z8Y4dP1wvg732yrV9diq1Tvvjlgisa1f2UUkUNRMkX0T4Pa63f7eR58kE0sOxUEpnCgNba81HlWutDYQ2BcaQCm0AWYDNaa8/9gKVJcNSl041qrT2ftqi1fg8AcvKzzcxbdu/efUMkEoFY15m8xOB7zIfU4DhEtGrFihWX1tXVgZkvYGZHkwz5ot8Jj5sH7e7Iz4NxH+glT4fNDXNZmASwTGvt9YCcJTLQBCCaBxGDyBFNrDgdxL2UbyTJcrpdOuUkgGN9kEwucqJvIQNTsIY/eYZMemxDicN+8uSbFRUVfe3t7UcS0SdcOJ/BUBImeTY4TnV19beWL19e1dXV9Vtmfsil0z4KYH8ZZOA6ktyQ3R35ORiD1czkCVrrN8L6TnnBjfPJtn6iedCTZFImriVXI8tS/naC3bCkMV7xNgDPiPbccUQH/BwAz8aza62b4U4SCWChABDzavCTuOWcDuBON3ZUmHl8YGDgkkgkgqampuuJyLc2hQYDYJJng8MQ0fFNTU0fHhwcnJmenr7YrfNK9//d8M6hoBKAG9v4C0gn/KiH1edOAA/b2ZGfC6XUDgBb4N37XA5rwMXeOFd9ngdACcs0N5GkqgLAX1w+9XoAS72QYokV5JSbn2tgwUnHVqvHAqiH5d29xa0TMvN/bdu27amVK1cuBfAlt85rMBSDSZ4NjiHatZt3796Nbdu2XcvM29w8v1LqJQB9HnnFNri4xbuAaIGjbg8RkfM9LeOV3eZ+WH7XrlbpJHnNZk1XBqJ+h04/BcCL6twiAPcrpUoeMV8IIlf5HbwZJFIO56zpcjHvtlxFFguVsBYsrsHM8dHR0XNeeeUVRCKRi4loPzfPbzAUgkmeDY5BRP9wyCGHrJubm+tm5us8CmMpgDPdTCZdsKbLRQzWxc8VRLrwWQCO2LTlQiqCB8HyHHaTZWmkC2el/H8piJ61+8SSTFa6/LleA+ADXiwKgYVhMafCsk5zk0VKKVsHHOWLNEy6LT17C4DDXWqA3QNmXj8xMfGfBx10UEVNTc2Nbp/fYMgXkzwbHIGIFi9btuw6IsL09PQlzDzhRRxKqc2wqkaHuHE+kUx4klwkEHePJS6e8u0AnvfiYpvEegAHiTbVcbTWywDsXVVm/hGs4R7JHAqiR+2OQSnVC5cm0omm/J0A7nPjfFl4BMA73NplkIWwU7sH+dKjtW5140Ra6yUA1gH4sxvny8DlQ0NDUx0dHe8holM8jMNgyIhJng2OUF5e/pX29vamrVu3PgHgVx6HcweAk1waY10nDU6e4pZ1nSSR7XB5izcVkavcC+AMp8+VsxmU+ThYDW7JHOtEBRrAoEsLhnUABpy2IMyFeF1vgTXxzlH8sBAGFnZWprTW1S6c7hQAj7gty0mGmXf29/d/o7KyEo2Njd8jIte1/QZDLkzybLAdInpDVVXVBTt27MDY2Ng5zOzpkAPZ+vw1HHYocLsjPw8mXdBLLgbw3yIj8JpNAJ5yYZG0TJK4zDAfhvQVaFuTT1k0lLkg39gN4E6Hz5Evf4Y7Se1iPyyEhd1weIqoaMn/CuAZJ8+TD7FY7FubN2/eUVZWdgD2lkIZDJ5jkmeD7VRWVt4Yi8XKe3t7f8zMT3odD7BQsTrSqSqdbCNPu92Rnw1ZNDjWrS8a2EGllFt+v1lRSrFS6nkARzvlRKG1rke+2m6rAv3HlFvbxAf6GhvD6gfgWFOs1vpYADu80jqnopSaALBBa+2YFEtr3epx38IeJDnpOJJAy27KewBszdIA6xrMPD0yMnLhyMgIFi1adBURedH0bTBkxCTPBlshone0t7e/u7GxcRL+sxvqhaXbdAIvO/Kz4YjbiCwWTgXgxlZyoVQDsH3Mr1TmCIW8z8xnAPgm9rYt/KJdVWhJrCZleImtaK1bABwMf362j5JBHrYi8gi/VJwXkF2GcofcRo6Be1My8+V3lZWVDx144IFLKioqvuZ1MAZDMiZ5NtgGEUUbGhq+u3jxYvT09HyNmf0kYQCsbf241voAB45d66VOMBNSRZp3oBKb0MD22HxcO3gUwMEO+F1HAcQK3l1gvhzMUew9ka/NxmmEs7D8l+3mRADrfSLLWUD05o/BGpBjdzIZBeCJu0YeMGx20pHFwqEA3BpglRfMzOPj4+eOjo7GW1paPkdEB3kdk8GQwCTPBjv5XEdHx/5bt27dFovFbvI6mFQk6XkYNjsUyBav1x352ZiHlRDYglSd3wxrup/vEHnBi7Df0qxRnEyKg3kl9m4kBGyYRijJpK3WdbJjEQWw0a5j2olS6kVY8a2y65giXyhzeTJo3iildsN+iU4rgOdE5uUrmPnZrVu3/ntra2tZdXX1d4nIbY9vgyEtJnk22AIRNUUika9t2bIFQ0NDFzCzLys3SqntADbaVYmVhrwpO47lFOKPa6f2uQbAz0R76kuUUn8GkL2prwBEKz9c8oGsRsKzsKeMw5atcqXUAOxdGJYD+JWfdPxp+AXslZQ0+zGJTME26zr5HhxVSj1ix/GcYHZ29ooNGzaMRCKRtwM40+t4DAbAJM8Gm6ioqLhq7dq1S0ZGRu4B8Huv48nBbgCfs6n5piEAF1sA6Lfjgiv2d2/1kQtBNma11p8odVtfqrlR0ZyWDvOPwBwFM8kfOyU1u+zQuGutjwGw1g/NY9mQCnGd1vrEUo8l3we+k16lIouZGZs07h+Gu57wBcPMA9PT01fW19ejsbHxO0Tk+oh2gyEVkzwbSoaIDm1vbz9reno6BuAir63pciH6zWcBnFzKcaSZyo+a372QC+50KV6xkkS+G5YkwvcopYbkn6VqJVtkIInvEd19RSkLBq11HYCj4APLsjzZDuAIrXWpk/jqRRbhe2SyZUlJr9Z6P1j2d6/aEpSzfH9ycvLVjo6ONZFI5HyvgzEYTPJsKAkiotra2u82NDREent7f8jMvtRHpuExAKu11suLebLWuhLAhM+3tPdAKTWM0i646wDsUkptsSkkN/gjgJOL9X6WKq4nY8eLRRL9oj7XwumwBmX4VpaTjFJqCsADsOIuCpkk6Btrujzpl4mABSNyjdMB/CEI32HMPDcyMnLu2NgY2traFBGV8vk2GErGJM+GUnlvTU3N27q7u3fPzs5+xetg8kWqz7eh+MED5QjAFm8aeopdMMB6zV6O7S0YpdQggPsBNBX63ET11ja5hruMFOM2Is2g3QA22B+So2wEMFDMzor0LfjCw7oQxFYuXmSTaB2Ae3zqlpMWZr6zu7v7zurq6kUAvuF1PIZ9G5M8G4qGiCojkci3x8fH0dPT82VmHsr9LP8gg1MmtdYFuTIkaWB9Zd+VD0mjfguqxEqF6zlJRgOFDE6Jaq0XF/jUagCTDoTkBrMo0MVDFgurAfzFr24TmRBt9sMAaotIJisRwORZmIe1qM0bWVStVkq97ExIzjExMXH+9u3b58vKyj5NRG/yOh7DvotJng1FU1ZWdtGRRx7ZGYlENgH4V6/jKYGTpOKWL0thNR0GlWkUcMGVxPlj8K/3bT6sgOVZnBeSgFX60bs7HySZJLFey5eDAbwpaIlzAtkhOAnW68gLabqb9ntjZCZEWlOodONE2OwV7RbM/PL09PTNRxxxBNXW1t5irOsMXmGSZ0NREFHr8uXLvzI9PY3x8fHzmDmoF9xeADth+RbnRC62c0HQCWZCkoxCPIHfDuCJIFbak3gSQGsBE+nqEdyqM4CF8exL83ms7EScAEviEmTuhrUYzinfkEp7jWimg0y/NC/nRNxyVgB4ytmQHOXrXV1duzo7O48G8LdeB2PYNzHJs6EoKisrr121alXN5s2b/8DMvhyWUQAPADgkT+/nRul0DzrDyCOxkmSzGcG+2Cb0ofchD4eVpKpzkCvtCXbn2VR2GIAunw/7yYksGF4AcHweD68CEMiKczJJU0TzkWIdDuDxoO4uAAAz7+7v778sEomgubn520RU43VMhn0PkzwbCoaI3lJeXv6JF198cW5qaupCr+MpFRkiciusi2lGxCc5MA022ZDK+VyeXrG/DOq2djJKqdcAPJCHlCEw1nS5kKpqVR7WdT0A/uRCSG7wEIDX8njckoB4tOdEehGa83joBqVUUByRMsLMP3755Zefi8fjrQAu8Toew76HSZ4NBUFEVFdXd0tVVRVGR0dvZOYgeITmRPxdT9dat6W7X5LMqSDLNVKRCnrGgRpa6yNgNUYGYSBKvnQB+JtMiwaxpgvDzsIC4qiQcUCO1vo9ACYDLstZQGRJ3VrrjNZ1YVoIJ9GrtV6W7g6tdYXW+lMABlyOyRGYOTY5OXnuxMQEWlpavkhE7V7HZNi3MMmzoVA+2t7e/paysrJBhM8u6GkAZ2TQAlcDCFMSmaA3nV5SNKPHAQhFZS6BLH76AJySep9UZ6NBbRLMwS6t9V4j2rXWa2B5Qge5ATYdswCWaq0PTL1DPtvTYVoIAwvyjZkM8rO3AugJywIJAJj5QSL67cqVK6uqqqq+5XU8hn0Lkzwb8oaIFjU3N38rEomgv7//UmYOVTIpwz9GYA0DWUCqlDNhkC6kIq9pOo1e8kQAz4ZlWzuF9QDatdap3s/1AAJlt1gAM0j5vpdF4ikA7grbZ1sS4z8DOC5NMrlYBgaFkWkAe/wuy6LpEAAPehKRg0xPT1/c398/09bW9iEiykfnbjDYgkmeDYVwWUtLS8uOHTs2MPNPvQ7GIe4FkFqRqgEQ9I78bIzBqqwDWJg+Vg/gCc8ichBpBHwQSRpRsSqcl8bC0CHJ5EyKXKURwKtKqe0eheUoSqkdsAa+LDTGitd3WBdIic92VcruWROAP0pvR6hg5m3d3d3X1dfXo6Ki4jtEZHIagyuYD5ohL4hoNRFdsmXLFoyMjJzDzKGqVCUQHfBGrXU7sDCGG2Hb4k1GEsbkbv0qAHcEdLJeXsjglN6kKXzVAEKzpZ0OSZ4Waa1J3muG1VwXWpRSfwIQ01qXSUJJQXaayJMRyMJQa70UwC6lVCh6U9IRi8Wu3bBhQ3c0Gj0SwD94HY9h38Akz4a8qKqq+vbhhx9eNTEx8UtmfsTreFzgDGkeawqJNV0upgDUaa07AZyplArqxLVCWATgb8V9oyYk1nS5mII1mvk4AEeETa6RgXYAp8EaDBTaRXACeU9ZFkinA0jbRBgWmHkiFotd2traiqVLl15HRIVOEjUYCsYkz4acENGJHR0dfzM4ODgN4DKv43EaSaL+CuB9AEJhWZYLueCWAXg3LK1o6FFK7YQ1lvmUsFjT5UKqzysBHAprnPW+wAYAawHsHzLnmIwopQZgNQlyEMdwF8Ev+/v7n+jo6GgqLy//qtfBGMIPMYd+IW4oASIqa2hoeObggw8+ZMuWLd8+66yzvgxrWz+hkR2B1aCSMKofhbUoS2yHj8nfdfL3OKzBBInqwCSszvgG+f8UrKaXxGCHabmtXo47I89ZDCvZmwUwIcePApiXcy6SuGISUw2skbRxWM4C1Xjd13k4zWuqBfDPAP4HwCsheU253qdjYI02vjVErwnI/j4tA/BxAD+V44fhNeV6n94rx3ksRK8p1/t0CIAjAfw6RK8p2/vEAD4Ka4HUFZLXlPV9uv322w8D8Me5ubn5TZs2HcTMr8BgcAiTPBuyQkSfbWpq+mEsFut+3/ved+JPfvKTzV7H5AZa6+WwvrgbpEIZerTWhwHYAmDRvlCJFWu6hE3fnAyaCDUiUdkfwA4AZeJvHmqkb6EWVsX9lTA2zqWita6DlWTOARgLk0VdJrTWjTfccMPNDQ0Nf9/V1fV7Zn6f1zEZwouRbRgyQkT1ixcvvnp0dBQjIyOf7+jo6NVaN+R+ZrCRC88uucg2aK2P9Domp5HX+KJSagz5j/oNOkuVUj0yRGS1NFeFFkmcTwawSTTtlR6H5BZNSqkhAM8C2F+cVUKL9Gq8VSnVB6syG/rx1bIQrhwfH7+kp6dnvKGh4b1E9A6v4zKEF5M8GzJSXl6u1q5d21xVVfU4gFslmazO9bwgI1/CZUmVmm4Ax8tghVAiUxXXQZqppAIb6kWSvJ9jSTdNwGquCjPHAihPco7ZJdZtoUVr3QzpW5DXvQyWPCnMnAFrZyHhpBPbBxbDLUqpHmbuZeZvdHR0YMmSJd8lolAvlAzeYZJnQ1qI6I3LfR44iAAAIABJREFUly8/f2JigsfGxs7h1/U9vSGv0O3RkS/b2k/CqtiFDlksnABgfYqF14jWepFHYblBFHta070Eq+J+kEfxOIq8l4cAWHDKSbzfGSbSBR6ptM+mOIo8AuDQsC4atNZvlH++mHTzFF7XLYcOeS8Xht7E4/Ebu7q6tre3t+8fiUT+ycPQDCHGJM+GtFRUVNzY1tZWtnXr1p8w89OJ26V6M5HwPw4hTWl0oE8BKAtpkrEcVjVyY8rtc7AWEqEjscWbvFiQz/WDAPbzLDBnaYcly0l1m5hHeOUb5Ujx7lZKTQB4DsBhnkTkPEsAPJS8YJDqc1i/vwArj1nwpGfmmYGBgfPj8TgaGxu/RkSpk0QNhpIxybNhL4jondFo9F3PPPPM6MzMzOVpHjKPECZWWusWAH2pt8uwkPsQTu1gBMB/pd4oySSFVB/amq45UBpD10vFMjTIcJBhpdReFoQixQplFRZAnVIq3WTQRwCErvFZpke+rJTalnqfWNeFzu9Zvp9iafzKf79p06b7ZmZm6gFoD0IzhByTPBv2gIjKlyxZ8t2lS5diZmbm68ycKZkMVSKZ5UsYwELF6j1a69BUJrXWb4XVNJfpNQ8jaYR1GJCG12wOE4MAPiNNo4FHquwfhWUFlhalVI/WeoV7UTmPLITTjuGWz/turfXHUsZYBxatdQ2Az8CyfstEv9Y6bAn0Emly3gNm5rm5uQsAxNesWfNPRHSoB7EZQkwovjgM9hGJRM7p6OhYOzo6ugXAdzI9TinVH7IL7lKpzmTjXgCnh2H7U3SCb4LlYZ2NfrHtCws1shBKiyRWzwA41b2QHGV/WLtEuewWx0K0YKgAMJ9teqJ8BuIIj3zjRAAvKKWmMz0gbBp3WQhnnITKzBtnZmZ+uGzZssiiRYu+R0TkYniGkGOSZ8MCRLR0xYoVX5uYmMDw8PD5zDyb4ymjYWi8EWunvSrsqYj38U4ARzkelPO8E8CDuTxvRS/JYbjgaq1b8/TsfgpAq9a61emYnER2U04DcEeSw0ZapHoXiuQZQHOent13w3LSCbTmWxq41yKPiZFKqX68PrQksMiOSnWu76/Z2dkvb926dXTNmjUnwpoYazDYgkmeDcl8rby8vK67u/teAH/I9WDxig10F7ds28YlScyHu5FhOzgoSLLQB6txKidywQ20w4rWuhbWBLWcSIXuvxH8ZHIJgHvl/cuHnqA76cguSV4DfsT7+UEE/LMNa0rgr0VOlw9jIvMIMq3iz54VZh4aHBz88szMDCoqKr5FRIFeKBn8g0meDQAAIjqsvLz8rJ6entj4+Ph5nOfoSaXUzoBX6MqR1KmdC9nu3Sp64cAhi4UmAI8VsGAAgIGAD8hJjP/NC6lQ92mtO5wLyTlksVCnlHox54MFqU5PBdUTWHZHZrLJNVJRSj0LYDqokhWt9VoAkTwkZ8nMwhp3HUi01vXIcyEMAPF4/F+2bNnyQiQS6SwrK7vIwdAM+xAmeTaAiGjRokXfO/zwwyMzMzO3MHPeF1xhd4ArGfVFjOuNAThQa73SiYAc5iAAxxdQpQKwh14ycLpBSaq4wMUCYFm4nRrQZPJEFFdRnYPlgR1EqpC9YS4THQigj7t8rk9GAYtCYEHXXxZgV5koLO/qvGDm+VgsduHq1auxbNmyrxBRkIs9Bp9gkmcDAHygo6PjhO7u7hFmvrKI588igBdc6TzfVejzJJF8FJZeMjDJpFhZnQzgniIPEVSLwsY0/sY5EbnDTliNlYFBGnnbYA33KQil1AwCKMWSRLCs0EWh8BSA5VrrdpvDcpo3A+jOR76QikhWAtcILEWa8Vwa/lSY+e7t27ff0d7eXlNZWXmtQ+EZ9iFM8uwifuz2JaKqxsbGmysqKtDX13cFMw/nftaeSDIZCVIlI9EAlzJVL2+UUi8AIFgSiKDwFgCvKKUKXjAACxr3QDUbSUNrMdXIBPcBWBewprLjYTWDFvvZDqKTzhJkcV7IhlRi74TlpOO77+h0iPzqjbA028UyECSNu7zmClngFczU1NQFvb298+3t7Z8gorfYHJ5hH8Mkzy5ARIltXz/+vC+Ox+MrN23a9EI8Hv9hsQdRSo0gWJ7AywpopMrErxCsivt2WMlgKQwFzCu2VpL+opAhGz9FQHzNJcF4RCn1UomHGhfdtO8RVxEqQpazgFJqO6wEOigSnUoA/1PiZ3sOwSp6LEKBEpVkmPnVnTt33jQyMgIAN/uxmGUIDn5M5kIFEX0AwJeJ6BoAX/I6nmSIqK21tfWK2dlZTE5OnsfMRVWqkpgMQuONVFtKTZwTDVZrtNYnlB6Vs2itzwAwUOS29gJSzaQgXHC11ivytKbLiiQoR2mtV9kQlmNIdfzvABS8jZ+KyFyCYkOZj0d7TiSBPk1rXW1DTI4hDdrvl4JFSSil+hCcyYN1RfSn7MHc3NzXBwcH+1avXn0srOFBBkNRmOTZIYiojog+C6CKmb8K4BYArUR0o8ehLVBZWXldW1tbDYDfM3OpFclAeMVK0hcrdks7Dc8COFI6wH2J1vqNsJrHMg5QKAS54PpaLymLuIJ1zll4EcAZPp9I9zYAfYW4TWRDnHRa7DiWU4g1XU6P9gIYgo8H5Iis5AwAT9h42CE/f38B9i2EmXkUwOV1dXVYvnz5t4hokQ3hGfZB/HwhCCyyHfR5APcw8y8BgJm7AFwI4HAiWudlfABAREe3tbV9bGBgYG5yctI2+x654PpZL1mFIrWR6ZBKyEMA3mXXMe1EFgvHAbjfrqRKGNBa+1mmUwEg4yTBQpGqZC98OiBHbATfAOARmw89Lo2mvkP6FmKlyDXS8BSAFh9Lkw4DMKmUes3GY87B6t/wJdK3YNtCmJl/2tXVtWHFihUtZWVlX7TruIZ9C5M82wwRlQFYA2CMmbck3R6ViX3/DqBUPWJJEFGkrKzsO3V1deju7v42M2+2+RSjftRLSiIZLVW6kIZnAWzzqaVZM4AuSf5sQ/SScT9WYovtyM+DB2H5RfuRpQDuyzaeuUim4V+HlcUowi0nG/Ld8BgAP9uZ3WXnweT3JC7acT9SU4q2OxVmjo+MjJwzOTmJ2traS4hojV3HNuw7+O7CF3SYOQZgEElTroiIkvTEMcj2uYcNCx8vLy8/6vnnn++Zn5//hgPHn4Q/G2/qYWM1MoFUvv4CYLWfkkmpzM2jeGu6XEzAquT7Bvn5VxbbkZ8NpdQwgA1aa185rMiWe28hA1HyReRNvvMElmr4tM27KQAApdRGAN1+Sya11p0AXhSbOVsRjXuj3cctFa31EtjQn5IKMz/y0ksv/TIWi1UCuM7u4xvCj28u9CHjDQDWEdHbxGljMRFFiehAWD/zTlntum77RUS1zc3NN6xevRrz8/NfZOYxu88hF7QpP233ysW/3Eat8x7IcQ+Hta3qF04CcIADFVgAC57AlX5aMACohrVgcIppAB/xSwItP/sPwEHLRJ866VTDJg1/BuYB/GPC0tJrJIl8B5zd+Rj2kxRLFi9zTiyQhMuqqqqm999//w8T0YkOncMQUvx00QsNzPw0gI0ALoZVnXsNwMsA7gXwcwDPAHgOwDNEdD4RuWaDFY1Gr+js7FzW09PztMTiCGLxVeMj39Tl0ujmJPcDOM4PiwZxFDkAVkXcSSYA+Glsd700rjqCLJLWAzjFqXMUyCGwRlJvdfg8M36ZIioJbZmDSVViwTAA/wzIOR7ABvledQSRrER9tBguh7VT6wjMvGN4ePja+vp61NfX3yKSS4MhL/zySxIaElIMZv4xM78PwKcAnA8rifkJLCupswH8PwC/BLAfgMvckHAQUceqVasu3rVrF0ZHR89hZscuPsI8rAqRp0giWbKVVS5kO3UrrAq015wB4B4H9N17IMev8MMF166O/Dx4BkC91nqNC+fKiFjTnQTgj06fS5JJvyySlimlBl04z50AjvG6f0OqwW2wFm2OopTqBeAXh5XFTi4WACAWi123efPmns7OzkOI6NNOnssQLjy/4IUNZmZgoXEQzPxzZv4FgJuZ+UvMfKvc9ltmvgzAVbA00m6Mhr1+Zmamoqur65fM/LjTJxMdnacXXEnqSBrc3OBuAF0unSst0rj4NFxqTPXDBVcSHNuairIhFc9fwVl5SD7UALjVDr/fPOnx2klHXDBs18CmQ5rUbof3ftflAH7sZKU9hSGttaf6Z1kI9+Z+ZGkw8+TQ0NBFvb29qKiouJqI/LJANPgckzwXAFlUJv8/02OlcTDxuDcCeI/8OyJ/J5LrAVh6RUf9kYno5Kampg/29vZOTk9PX+LkuZLxgXVdA6zFiStIkj6mtX6/W+dMRra01ymlnnNK65yBQY/1krWyWHMFkYZEtNaebOvLz/oQNxKMBPJ5mvBKviF9C+RU30I6lFJdAGrFT9p1tNaHAWhxogE2E4lzeSW5E492VxbCwq29vb0P19TUNJeXlysXz2sIMCZ5zgMiKiOij8CSW9xNRBcQ0X7MzHnKLRphaZ4XYOZYksbK9u7pZIgoumTJku+1t7cjEol8k5m7nTxfGia9uODKtrYjHfk5GAfQqLV+g8vnBYBjYbmKuIrINyJeyDec6sjPgxFY2/peDFo4HS5IkdIwBms0tBcsdaFvIR0E4BS3k0npnXgbgC25HusAk/BOclfn5kKYLS5obGzklpaW86TYZTBkxSTPOSCidgDvBPA0M/8rgC8D6ABwHxGtSpJpZPtinQLw90TUxMxxIqoCFhLoDgAzAF5w8DV8ZtWqVQft3Lmze35+/ganzpMJ2Vb2YvJgFQBHNb/pkGT9TgAnuWnxJdKFQ2D/oIx8GYTLW9xJgzLcXiAlZElPAXC1U19rfQCAODzwi5ef84zbTbFSjbTV0zlflFIvwWpcO9DlU58M4GkXZTkLiF+46046WuvlLvUt7AEzP93V1fWTlpaWskWLFt3s9vkNwcMkz7k5E8B6Zn4VAJj5QVguGl0AfpeYFphIolMRj+dnYDX1XCGPTfg8/w2ATwK43anmPSJa0tDQcDUA9PX1XcjMjjZgZMHVEbBJfr+e6FKVUt0ANsFBC7E0HADgBTsHChSCJFbzLg+LKYe32uOnYG3ru/maVwJ42GVZTjJeOOmUwZqE5xUPADjCrZPJopsBPOnWOdMwBRcXw7JT6Ml3FwDMzMxc3tvbO9Ha2no6EflyYqzBP5jkOQNEFCGiVgAfgQzWkNtIEt13AdgfwBVEtL/cv9fFJCmp/h6s0dz/QUSKiK4CsAjA15nZSdnGV+fn55c8//zzD8JqfvGERBLrYiW2RSnlxVZ+Mg/Dmtzl1jb3TlhT8LxkBu5u99bLiHRPEI37HbCqdI4nk/L786xSaofT58pEYiIdXJJvJLyWPVwsQOQi97jo+7wYwINuap1TkepztYuLpHJ4uEBi5r7u7m7d398PADcSka+G5Bj8hUmeM8DMcWbugbUV/cGk21hGbY8C+EcA7wVwNhHVpWqgE/8moohUm88E8HUAPwPwPWb+mZN2cUR0YHt7+7nl5eXxWCx2QabquIvE4MKoX2mmcq1JMBNysT8ElkerY2itSWv99wAmvUwwgIVkssqN7V63OvJzoZSagLWYdlTjLrKcs+GRfCEZkRK45ciw1AvpQiqyGP+40ztoWusOAO/1clGYQCnVAxdGlUuCXum0tWYu4vH4zRMTE68cfPDBb4xEIud6GYvB35jkOQtEtAiWZvYYIlrYfk+M2mbm3wD4IYBPA3ir3MZJj2P5O5EgzzDzFmbezMyOXvSJiGpqar7b0tISHR8f/w+RjniKyAkcnaooSVvU6y/hJB4FcKB4TTvFwcBCQuM5UqVz1LpOGlA9Ty6SeADAOxwe6XwyrEEZXlvkJejRWjuaWMlC2NGG6gLZCKtZ0xFkZ+F0WAO1/MIuF6zrWpwYO14ozDwbi8UujsfjWLFihSYiJ7+3DQHGJM9ZYOYJAA8B+ChSJk0lLOeY+RxYso5/SvWIJKJ6IrqIiE6Xx7rZ1HRGR0fHKdu2bRubnZ39kovnzUWvwxfcpX6oRiaQJP5eWJVJ2xGt7UkA/uTE8UtgyOER1g1+WSwAC1XJzZBFtN1orVtgecE7PigjX2SXw7HmQR8uhAFrQE6D1nq1Q8c/EsCgWOT5ApFvRJ2Sb4hbjZ8Wwn/Yvn37va2trXUVFRXf8DoYgz8xyXMOmPlfYHW1X0lEnUm3x4kooX/7CCwf5xXA64k1LE3g5QBOTrrNcYioory8/NtTU1MYGBi4UrykfYFccKe11rbrYuVL2DcJVRKbADzhkF6yGcCfXZq4ljei1axw4oIrgzJ67D6uDTwAYNihY9cAuN1HVWcAgFJqF5yzRmzx00IYAJRSMQB/gNWv4gS74MLEyCIYgnPvc71SardDxy4YZuaJiYnzu7u7Y9XV1f9IRH6YGGvwGSZ5zo9PwKo8n01EC93HzDwveuZHAdwK4Aa5PS639wN4KzN/0c2qcyQSOS8aje6/ffv2l+Px+PfcOm++KKWG4Yx8IwpvO/LTopRipdQmWNZ1tiXQYt/FSqnn7DqmnYhe0tZtT6m0T3mt7U6HaFQ32j04RWu9H4BRvyWSSQxprW11ZRDvbl8tCBOIk85WrfVKO4+rtT4RQJ9o6H2FLBrm7ZYlaa1bvbCmywUzv7Bz585bZmZmIhUVFd/Jc56DYR/CJM95wMyvAdAALgTw9qQpgZSUFP8LgL7U25n5FTdjJaJly5Ytu7KjowPz8/MXMrOftjyT6bFTByxbvGVe+P0WAMHebf23wZ2x7qUwavOAnCg88O4uAAJwqNbalvdFFgsnw3rdvkSq4bYNyEnarfDdQjiJKgBn2iVZESnbAfD3Z3sO1uu2Bdl99MyaLg+ubGhoGN5vv/1OBPA3Xgdj8Bcmec4TZr4awF0Avgng7XIbJ0k3xgEsS9xe6PGJ6O1E9O5S46ysrLxm9erVtdu2bbuLmf24/QdgD72kXUnBctlC9jOPAThIKsYlobVeBUsm9JeSo3KWediU+ElSVeOlfVcuJJF8DMDxNiWT6wD0+rjqnCAO+5x0KgDM+HF3IYF812wH8JZSjyWf6xMBPCJuNb5Efu8W2SjFKoe/tM57wMzD/f39X66urkZjY+NNieFmBgNgkudC+QCAUVjyjZOA1503YF08flTCsecBfJ+Iiq7SEdGRK1eu/FR/f39sYmLi/BJicYtZ2HDBlU5wp7SmtiFuIxsB2NFsdAqAu3xeaU8kkxU2JZLL4S/nhbTIRLoISrT4koXlEQDusyMuJ5FpiyU7MkhiVucHm7Y8uA/AkWIhWAr1sK4fjk2ZtQtZxJXc8C3yDxY5iG+Jx+M/fO21117s7OxcGYlEPu91PAb/YJLnApBE+bOwmtKuJ6L3E9FyIjoVQCesRpJij/0ggMcBfKGY54sm66bh4WHq6ur6HjO7Prq3UKSLu6QLT5I/6LQ9UTmLUuohAIOlJJOSVN2nlNpqW2AOIs2My0s5hmzx+roamcIvYE2IK4UaAP8VkEQSAPrEFaQUGgGM2RGM08h3zo9RwlAg+R4oB/DbAH22R7TWDbkflpUG+FuyAcC65u/evfvcV199FWVlZZcTUZvXMRn8gUmeC4SZN8BKcG8EcByAzwPYwcy3M3OpW26XAjifiFYV8dwPdXZ2nrh79+7Bubm5K0uMw00GS7zgtkpjWpCIA/hkMduforF8j1Jqu/1hOcqINIEVyxJpNA0EsiPQqLU+qZjna63bAJyslApEIgksvOa5YidqJhJJP8tyUpH3Z3+t9ZoiD3EUgEP8XoFNRhZzpSwYagDMBWWxwMz3jYyM/K6trW1RVVXV9V7HY/AHJnkuAmbezcy/YOZLAXzRriovM28DcAuAawt5HhFVL1u27KaamhrE4/ErmNmPdm1pkS/Q2WIab2TSl991znshnsAxAAcW8fRT4FMXgmwopaZgTR4sZsHQCn9a0+XiVQCHFbpokCTy3QA2OBKVg8igi2L9vX1nTZcn2wCcLgNO8kZ6H44C8IQjUTmIUqpHLCOLwVce7Xnyhbm5ubn29vaPEtExXgdj8B6TPBdJwrrGAQu66wCcQER5j3SORqOXtrW1reju7n6emf/d5ngcR5pvitFLEvzdnZ6NPwI4RdwU8kKGjqxEAC+2wIJ1XUG7DFLFnAhKlSoZ2da/H8AZBT71TQB2BUWWk4ZemQyYN9K3ELiFMADIQJMuAIUmVe+E1SToO2u6PBkvtOgR1IUwM2/u6+v7dm1tLerr629xc26DwZ+YD0CRFOOokedxJwBcBuCmfH5BiWhlVVXVZRMTExgeHj6HmQOz/ZdCbyHyDUk65/3eMJcJ0QHfhcIWDcthXWwDs62dhuEC3UYq4eOO/Dx4HsD2AocCEaykO5AkyTfyqsTKbkQkKH0LGXgIBQxOkb6FbQjg7kIScyjASUd+B3zp0Z4P8/Pz39i5c2d/XV3dOgAf9zoeg7eY5Nmf/BLADID/l+uBRPRNZq5++eWXb2PmPzsfmjPIBXcqn0qsXGwXi3tFYBFXhmqRn2RFLjw9SqmNzkfmKLPI83snqSPfV1P1CkE+14/D0j/nfN1SmXtO5A9BZg75O+ksAuCbCXPFIG4j62XKaVbk++tAAE8G/LM9h8KkWIF+n5l5rLe399KRkREQ0bVEVKrLiiHAmOTZh0hV+wIA30ieaJgKER23du3aj9fV1c0CuMS1AJ1jEpbHay7qEexqZDLNsIadZEQqeJ9Afj8bXyPJZDxPf+96AEHd0l5AkoxjARya7XGijX4/LD18oJGmspw7DPI5iPjZ37gAxgB8Io/hT4cCeGNQd82SkR20nDuGsqgYDWrVOYmfzc7OPrVu3brWaDR6hdfBGLzDJM8+hZmfBHAngLS/oEQUWbx48S0NDQ0YHBy8gZm3uhqgA8gFNJItsZIqR3WA7Lty8RSA5hwT6Q4HMKKU6nMpJkcRh4KschXROnMYEgzhHgAn5pBvnATgKaVUUHX8qQxprXNZFNYguH0LeyCf1YcBnJ7pMfK5PhZAYHcJ0zCabTy7fGdXhOFzzczx2dnZ88bGxtDW1nYxEXV6HZPBG0zy7G++BOAfiegNqXcQ0Sc7OzuP2LJlS9/8/PzVHsTmFOMAsrkTBNGaLiNywX0AQNoGUbF1Oh7An1wMyw3Gc3jFNoVAurCAuAu8iAxNZWJNtxTAk27G5STy2Y6J/GYvJKlaFHCtcyrPwxoKtNd3tnAQgG6l1ICLMTmKNDxmkzBUoHTPc9/AzI9t3779ly0tLRXV1dU3eh2PwRtM8uxjmLkHwPUAbki+nYjqysvLr+nt7cXQ0NDnpckwFMgFl9NpnyXZCprFUU6UUpsB/DmDJrYWwO2iqQwN2bxipXE0iJZluXgQwJYM9zGsgShhqbQDWNjWzyRjCNVCGFiw3vwtrImx6ehD+BbCUErtFL1+OpoCaE2Xlenp6UteeumlqYqKivcS0clex5OAiC4log/Jn0sLrYwTUafoua8lot8Q0d1EtM6peIOMSZ79z00ADiai0xI3RKPRL9fX17f09fU9zsy/8DA2R5ALbjqrq2iI5Bqp9AD422TrJ9FOtiqlur0LyznEK3ZF8m2yaJoLWxIJALJt3au1fnfy7VrrdbAqsKFZBKfQl+oJLPruwAy9KQRJFHfL+7qA1vr9AGaD3CSYg92pDZOyEA7VAgkAmLl7ZGTk6ng8jvr6+u8RUd6uI05BRHcDuIeZb5M/1wH4Tb4JtDzuQ8x8mfz5MKyZE08R0VkOhh5ITPLsc5h5BtYUw5uIKEpE+61YseKixYsXg5kvcMoyzwfsYV2nta4FEKrqazKSLHbDGoKS2NJ+ByzXlTAzkqKXXIyA+v3myQyAJVrrA4EFWc5xAPo9jcpBZHreXKKXQT7blTI4J6zMAjhavrcgEwiXIvyf7QV7QtF3z4agSTAT36qqqupub28/KBKJfNbLQIjoQwDAzE+n3HUNgB/keZgPScK9ADPfA2v2xA+IqNSR7KHCJM/B4PewVu+fq66uvmnZsmXlXV1dP2fmQA7LyIckr9gKcZsoC0PDSQ7WA1gtAyYOhOW6YMv0Sh8zBbE0k0RyPMQX28S2/v0A3irJ5EmwmgQDa+GVJxMAErsqjbDkC6FFbDQ3ADhe5FinAfhTGHdUEiRGjCc1fC+RAVihhJmnBgYGLmRmNDc3X01EBU0StZmzAaQmzpDbTs0z8T07Q4X51/L3qcUGF0ZM8hwApLp8IYCvNzc3nzkwMDA5MzNzqddxucAwLM1vNSzf2FAjw0/uhZVcvBHAg2FOJIGFZHJcEudKhL/SDpHhbIE19KYCluNKqJGFb5m4jUyH/XMtPAFgGYBWABuVUjs8jsdxpDejUWQ5oWmKzMLtW7dufWTlypUNAJSHcbz5/7N35mGWVdXdflfdmqt6num5kRkEaWRGZhEckqDGxDgmoiaAghpw5PRRUQmKCJovmi/RxESDGMdPFEEEUUZtmhkauum5urqrq8fqmmt/f+x1i9u373zPXOd9nnqUqrrn7Nvn1jlrr/VbvwWsyf+mMWZtzs/LsQs4tMj3obYpwIklDZ7jw3PA2M6dO9m4cePntZkw0WQHpwCzEqx1PgAdnLIVeNpxnC1hrycIdNPQAcgECaoA7sFOZ7t3AlRUsuzDBpOJ3wgDqLb5J1g7vodDXk6QDADt2Ux0kjHGmH379l2xcePGsfb29stF5KiQljKV0pKgsrpnY8xyY8y1JV6bGCcgL5DkSmaTRSaTufyII474+uzZs/eeccYZX2xubs6Wu+/AaoEv5eUhGg8CTwDvwmZtB4AdWEu0U4CF2O7+VuB/sYHL2bzsfvA7ff0V+t/DwFpsJuU8bMZsSF//fWAxcKL+dwM2e7oOeA9WAzeGLWE+hh0CMQ0bFI8AP8cODXiFvp/89zRTz39Pgt5TqevUByzV472g54n7e6rkOi3ADpm4O0HvqdR12q/nHcXqnZPsCHYRAAAgAElEQVTwniq5Tov1PHcl6D2Vuk5G38sAtqqShPdU7jodidV3707Qeyp1nWTVqlV/+ZOf/GQ5HmGMqXRqIyrJ2Am81RjzwwI/N8C1+XrmKo5/O7DMGOPZ+0sCafAcA0Rk+rx589ZOnz59yuTJk6+56KKLXnQc58dhr8tvtJFsDFvO35OQKWQlcV33UmATNoB+wXGcQjq2RKGNoduAuRMh266a0PcDP8U+rP/XcZwkWvMdgOu6h6il2SET5DrPBP4KGwC+GfjWRKgyuK4713GcrRPoOh/b29t72m233faVWbNmTXrqqafeYIz5RVDnV5eMNRQPnncC3yqSVS537BOxm43zCzQjTmhS2UYMaG5u/tyCBQumrFu37ncLFiz4CjAr14kiwXQ4jrNPh2WUG3kbe3RQxhxsk8cvgbNyreuSiA7QGHUcZywbWIW9pgA4Bdik2uc7gUvUgSKxqEd7tilyW751XUJ5LbZvoQsruzsn3OX4T85GGGBv1m0kqWgz6NnTp0//4fbt21c0NjYyc+bMW0XkoDkFPlKuKXMqNrNfC7djg/I0cM4jDZ4jjogc09LS8oGNGzeO9fX1XfGDH/xgDPgOkPSH7QwOHJTRXcGo37jTCfzMcZwRbbz5PrZkmWRm5E1b2+u67qTQVhMMO7HZHBzHeRFbbm4JdUX+0571sVYtsMlxZUgcGlQ9Cjyp3/oD1pYxsfdt9WgfyXEU2UfyP9dtwG2O4+wcGxv7+vr169dkMpmlwJVBLcAYU8kAmqqH1Khc41q1q0vJIw2eI4yISEtLy9dGRkYyW7du/RdjzJMw3rk+y3XdRGqQ9CY8mNs8ps0niX3guq67GNiSOxDFcZxtwBFJ3TRoNrIn93uO4+wlwRsG13VPAV7MHYjiOM5TwAmFpmomAS3j55fvd2A9vROH3qMuBtZk72Hqab0S66KTVGbqgCtg3EmnT510EofrutOB87Lv2RgztHPnzit37txJe3v7dSISZHVlLaWbAteW+NlBiMgNwG2FZCApljR4jjZvWLJkyfnTp0/fw8E2OOuA0xN6Y2qiwHhbDSYLTR6MNRo0vZaXfXBz6QEuSlrGKvt+ikxb26ZWV4nCdd0FwDFYHX8+ndhhKYlC708HeVhrdnIgKFmSCF8UYUQEo1+jIozp/w7pz/pFeEqE0+o83emoFCnv+2PYwSlL6jx+5FAZzkG6fcdxBoAWzcQnjdeTZw9njPllJpP59THHHDO5paXliwGuZSUwI/+b2emC1WSP1ev50fzAOR3TfSBJ/EAnAhFpmTZt2i2dnZ10dXVdZ4zJz9DtwZYFk2hc3qk33ULsyJtIlwROwmadC/mivoDt0j862CX5ThPWaeIgNOgYSVKVQTcLZwIPFtkwPAAcmcDPdobi1nSDFN4weoIIT2SDZeDj5Ey/wz77RP+3SX/Wit3c3C/CJhH2iLBGhAcrDah1PPXRWJnGAejn+kHgNUkKJvXvdLDEAJgRfLzOYeC67pFYR5Dn8n/W39//4d7e3tFDDjnkvSLyqoCWdBuFY4ELsA5GFSEiFwC9RQLn1Oc5h8T8AScNEfnQsmXLlqxZs+aFsbGxfy7yayuBwYQFGYc4jlNq+tgI0JCUTKxm3rIdzQehpc/fYa3cksR0lWgUY4SXra2SwCygwXGcZwv9UH3Mn8LafCUCDRAbi2wWslKsJp0g6hnZDDPWYqwYWRu5MWxwP8rLFYEMMB+YhC2FnwrcqYH0ThFKjWJeADxZ7LPtOM5qPVdZ390Y0UyJ4Ub6b5G00c4dwH2FNgzGmOc2bNjw9VmzZkl7e/s3RMT3Z5UGu70a/ObyAf06ABG5PX+aoAbIbwV2icgF+vUWHf39CaqUfiSdNHiOICIyN5PJfObFF19k165dVxpjCmZuVPt8P/YmH3u0UaxUQJUNJg0HZpHiTDvwHyUy7Wi3/kqvg4ywUA13yeljqhFNUhY2g20ALcUfsDaFSWG24zg7S/2CVlu81vQX+zsxwJeMQYwhYwwN+r/NxtCIrQw8hb0Hbdb/zQ5nygbSU4FviPBkfkZa/z53Oo5zUNY5j9tzjhtrdIPUWur+BZAkJx19Tr1QamLk8PDwiieeeGJHQ0PDadiA1HeMMRcCF4rI+/XrBqxTRqGg90QOnib4G6yF5l05X7fr11uKHGfCkgbPEaSlpeVLixcvnrR79+6fG2PuLPW7mrF6g+u6rwhoeX4yqUw2EgDHcXaTAO2z67oLgRMrec9YO6L3x92JQqskppLpY1mv2ACW5Suu674GmF9uemLOqPJ3xb2sr/KTfRX++nbXdf20olyjAXODMXyi2C8Zw4PGcJwxTDaGBcYwGVv2fggbVK/FVkSagGOxGek7bCBtHnzxxWXXUYE8QZMeLa7rnuvBewubmRTQtBehT2UtsUU1/O+izJRMY8yugYGBT3Z0dDB9+vSbRKSt1O97hTHmWmPMt/Tr2mIBrzHm0HzfZ2PMNGOMFPsKYv1xItY36CQiIssXL178rsHBwRHgoxW+7C5sU1ls5RtFOvJL0RNnr1gNji4BVlfy+xpsPkb8Ne6ztfGzUvbF2SvWdd0pwAnAM5X8vvYyDAGv9HNdAdDpOE5FwbMOP2rwsLKS3ZiNatBcc2JBA+rTNKg+FHgNLwfTu7CZ6GNnzNhx6tNPH/2xFSuuu61CffQW4Bh1bIgl6tFe0UYYxpMesd78A2cBz2plrBz/NjAw8PTSpUvnNzY2XuP3wlKCJQ2eI4SIyKRJk77R2dkp3d3dtxhjXqjkdTqdbBPwan9X6A+q+60k+zqO6iglxlKGU4Aux3E2VPGaPwJz45qN1Ylr1QTO2WAyzvKNS7DayGrK9L8mxgNyapksp30OnmSfjaFRg2bPkwm5wTT22j6UyYw+ddhhL/SvXn1kO8ipwE0q6SjaaOg4ziBwD/A6r9cYILOKNDmXYptaVMYOrY4chpVKlsUYM7p79+4rdu/ezbx58z4uIgv9XWFKkKTBc7R4W2dn5yldXV07hoeHP1vla+8CSjXaRZlGbLatKvSBG1cP5GYqvAln0Q3Dj7DG/LFCM+2jxZrHSqF6ydhdZ9d1W4D12CxlxTiO04vVH8ZOmqRVgkrL+Pn0xqnKkA2kP/OZz58LvLuvr+MhbFYarKTjVOBnIlwmwi8LBNLPYYc/xU7KoH+PVT9vtMFuLKZJj2bge1opqQhjzL2bN2/+SUdHRyvwJf+WlhI0afAcEUSkvaGh4cY9e/bQ1dV1rTGmqgeQZra2uq57tk9L9AUNqpqruSHlsT1upU8t5a8s10xVCN0w7HRd9zDvV+YrLUAlpc5i9GkwGgv0cz0PeLTSsnYujuM8g7Xri1vWvZHar/OIvj426PWZ/eCDp92uGenTgI9gg+hd2A3QF7AZ5gMCaQ0k7wda4xRMqjxwuJbPtTKK1Y3HBr3fdujGtir6+/uvXrdu3WBjY+PbRSRxXu4TlTR4jgiZTObjr3rVqxaMjY2two7froUh4BXaiBYXZtdyQ8qiQbeJi3Wdjh3/G+rrts8A58QlmNRr016uI78MQ8QrsDoWOKmOTSFY27NzvFmO/+iwn+ESfr8l0dfFTYp1NnkTMbMZaays41fAJ7HDjvID6dO0efBs4qVx7wD21Ppina4ZG+mGarvPpcb3bIxZNzAwcONxxx3H5MmTvyEiadyVANKLGAFEZNG8efP+cf/+/fT393/IGFPTjl5L4n/A6iUjH0xqidYLy6ZBbGYzDlwIPFBH1iZr77WR+GjcZ1B7KR8Ydyhoi8nnuhXbWHRPnYdaCczW0e2RRq/L5Nyx47Wg1ZhYNAJrkmI29jodhAbRFxvDvwJv4uBA+iYRfnnzzR+af999Z/3XzJk95wS09JrRDVJN8qs8ul3XnefFmgLgFGC99hbVyg2bNm3qXrp06Qki8i6vFpYSHmnwHAFaW1u/Mn/+/NaXXnrpf40xVelg83Ec5zlggHhMA5qsDWF1oZKVzqgHVjqWtxN43IPD3Yvt1o/0IBHNImY8eNjiOE4PMLf+VfnOicCL9VRUYDwTeyd2wxV1Oqihb6EIO7S5NOosB35fyUa4SCAN8Lpdu6Zdt3btsqNnzuz5iQejwf2mk/rkV8C4LeOAWr9FFn2mLAR+X89xjDH7enp6PgYwc+bMG0UkbnKslDzS4DlkROSs5ubmtzz77LMDAwMDH/HosD8BMlH2iq2lI78Mu7EZzigzBtxezu+3ElQC8V/YIStRZk6ZiZHV0h/1By6wgfqzzgDoIIZfRn2ThEcbYRivMjRG/P4lwCOO4zxf7WuzgTRWG/0r4JMbNy7s2b591hQ0Gx3FIFq1zo31VM1y0SpD1OUbrcAv662oABhjvvfiiy/+cWxsbCa2ApESYyJ7c5oIiEhm8uTJX89kMuzZs+cGY0w1tmVF0YzVEUAkmxM0+KnKmq4cqi2N7APXdd3lwIh6nXqC3tDPcl13kVfH9BK1dqrWyqokjuNkvXUjieu6bwJ216l1PgDHcTYDr4/qpsGHjXDWfjOSVQbtNXgXdbob5Wajx8Yyb9q1a+qdRx319BQwr+PlILqYU0cYVOvRXgldUfXrV0vQt+o9p26MMWN9fX2X79mzhzlz5lwtIvkT/lJiRCQDjYmCiLxn8eLFr2xsbNwK/JPHh/8jcGJEPTWbgbp38vlE9YGrVlSn4PGGQVkFXBK1TYPKNYyXQWQOXVHUS2pH/nR8+GwDW4mgfEP7FiqdJFgtPRG9f50DbPQqAws2kL7uus9ffMIJj39v4cINWYnA63i5wTDUjLQGuF4Hzln5Rr825UUGrSxcQp1yjXyMMY80NDT818KFC5vb2tpu9vLYKcESqQfuREJEJs+aNesGYwzbt2//iDHGi8a5cXQC0u+Ai708br3U25FfAT0R1EueBayqcAx3VWhZvwsbnEeJDqxVl+fkjLGOjN+1bhbOBu726bP9J2CO67pR2xy2eyXXKMAwEKk+Btd1p2EHZTzg9bEdxzFHHPHCv//d333nP9rb+/6RlxsMx/XRhBBEZ91PvOhbKMIw0bOueyXQ5zhOwfHW9TA4OHhtd3d3/4IFC94gInGfGDthSYPn8Pj03LlzZ2zYsOFh4H98OseTwItR0Ut61ZFfCtVLEpVMrP7bTwMe9fE09wF166i9Imdsr18PW7BNS1F64M4EXnAcZ5MfB9fP9f1EaHCK67qTgLqaIkuhm6ShiFkyzgB+VaftYlFU/rLlmmu+vC4r6cjTR0PwQfR0H+Qa4+i/ZXvEGr5Hsc26nmOM2bJly5bPT5o0idbW1ltEJE4WnClKJAKMiYaIHNbQ0HDVmjVrzJ49ey43xvgS+GhZ8U/AEREJJtuwgxD8ZjcRaKTTh0Er8FOf5AvAuA54VYTGdndgHV98QwNzE4Vyr26QRrCVHt9wHOdZYHMUMu56P2nweYOU1fVPikJgpRr+bY7jvOjneRzHuQMYzr1nF2gyhACCaD/6U4qwg4hMi3Vd92jsRti3jeHo6OhNjz/++EuZTOYo4AN+nSfFP6IQUE042tvbv3bMMcc09fX1fdsY8yc/z6Ul5FcAx/t5ngqZ6lXzRSk0UG3Q7vAwOQy4UK30/GYUeJM+4ENDH/gtfm4WctgHTAngPOV4DXCMFy4qFdAAvDsCn+0W7GcuCPZhqzehodKFSwjO0Wc28Pr8b5YIoq8T4TQfAulmvLMgLEpOlaHV73OVQmU5Z+GzXMgYMzA6OvrRWbNmMWfOnOtFJA7Wsik5pMFzwIjIa5cuXXpxT09PH/CpgE57H3BqmDcmbfDqCvCUA1hP0lDQjOhrsaV239Fg9VHgvCDOV4K5HlvTFUUfuKNhZmK1kepI4MEgzuc4zg6sg8nyIM5XgmmO4/jVKHgAWtZvCTn7fCww5DjOSwGd71lgYbFqUoEg+rPAdXiYjc7xaPerP+UANNMbdhB5FvC4X7KcPH6yffv23y1ZsmRKc3Pz5wI4X4qHpMFzgIhI0/Tp029taWlh27ZtnzPG1DOxqGL0prQO+wAIHA1u+gPKzAHjGtHWEOUqZwJr/NQKFmAltsQdinWdNmr2BHlO9YoNMyt5MXBXQJn2LHdiN8OhbA79sKYrh+M4XUAoDisqyzkbuCOoc6oc5ldYJ52im4Ycu7sHsQH0AdnoOpcxRzdrQbI1rKZY13WnY6UjjwRxPmOM6evru2Lr1q1jixYt+oCIHBPEeVO8IQ2eg+WDjY2Nh7/00kvrRkdHg7apuQsI9IGXQ2cQco18Qrau243N+AeGbk6+TzC68gPQTUpjtmEzYEKxrtPqwqPA6iDPqxnfH2C15YGiGtggZEiF6NUAJ2jage976dFeCer08CgVVtAKZaNrlXKo/CvQjTCMywz7Q2pybwa+E1SmHcAY82RXV9f/HRoayojIV0UkdG1/SmWkwXNAiMjMzs7Oz+3cuZOdO3d+2BgzGOT5NZPR77rum4M8r2bHAg+cc9jhum6gkwdd130ltvQXeJChDVatruu+OuBTz6DOoRG1kjPqNzBZkgbOZziO80yQFZUsmomdHcKmYUoYG2EYl280BCnf0GrKiY7jeDrspwqeBBZV4ziSl42uWsqhG+FMSBthsD7pgUoMXdc9HlgccAUJgKGhoU9t3rx5V2dn54XAG4M+f0ptpMFzQDQ3N3/+yCOPnNLc3Pxb4OchLWM3MMV13VcEcbKcbGTgN6QsjuMMAk1BPXBd110MnBjEuUqwnQDL+irL2RdGEJnDLoLVuJ9O+FZ5/cD5AX62Z2KHtYTJboLNuF9MeBW7bCZ2LnBqjYc4SMpRQTZ6jlbtQiFoJx29f50NVD1q3QuMMT1jY2POoYceyrRp024RkShZM6YUIQ2eA0BEjps7d+5lu3btGu3r67vSL2u6cuiN+E7sAzcTwCmbgMBKYCXoJoBGFN0snAk85OX0sWrRYSwPA+cGdMom7KCD0NDAfW8QI6zV3/hofBiUUQ1qmTZIAL0M6u4xGPIGKddJx/f7l1qWDRNSUJXDH4Cja5m2WG1joeu6k7G2cWHTR3BOOucDfwyrogJgjPk/GzZseGHp0qWLM5nMVWGtI6Vy0uDZZ0REWltbb503b17D+vXrv2mMeTrM9TiOsxk70jkIKcMMH6ePVUzOCFi/d/QLAHEc5zmfz1MJK4GM3+85x5oucJ11PlplCMKVYRnwtJ/DfqrgPqzbh980EYKWvghDBJN9ngn8PgIbhgHsPfukWo9RRWNhAyFvhGE80WP81j7rJmw/8Ec/z1MOY8xwb2/vlUNDQ8ycOfMzIhK1SaIpeaTBs//8WSaTOXvVqlW9w8PDnwl7Mcoj2BuTb7qyEKzpyjGM9ab1kxH8mxZZFRrM/hr/g8m5IepBC2GwjT++oP+W3Y7j+DoQpVLUzeW+ADKxkxzH6ff5HBWhwWSHn59rDdqe9mtiZA08jLWvq5tijYWZzOivvvWt9y0Pe7OQRZ0+/J6oOR14MER99zjGmDuff/75O/bv398BXB/2elJKkwbPPiIirdOnT//a1KlTGRwcvM4Y49vEomrQm+PRwBl+HF+D8tBLvLloubfVrweu67rnYEePRyU7hzYsXoId1uI56nwQic90Fi29+lJV0c/Ou4hAZi6P7cB7XNf1pcytG+EobZB8ta7TXoH3A6FXzbJoJnaH67p/45X9Zn5jYVtb/0Vbtsz/mE/DVmrFN+s613WXAZdEZVMIMDw8fPXo6Ojw0qVL3ysiNVcaUvwnDZ59JJPJXL106dJF+/btex74ZtjryeMB4Cgd8uA10/wcbVormqXz/IGrU6leifXSjhr3AK/1uvypgWRLQMMEqsWvB+4xwGgI3rcl0U3qKmwJ3lO0mWogShvhHHbVogOugHOBVWE2OhdC/9YGAM+ddJYuXXvz4GDLnRyoifZramHF6KZhxIf7VyN2iNVvvDxuvRhjVg8PD986Y8YMmTRp0jdS67rokgbPPiEi8w455JDP7Nmzh927d19ujIlMRhLGM7G/AS7y8riajQzFsqxCdmqw6yUXA/dEMZDUDcNarDuEl8zV7F/k0AfusJd6b314n8vLWtGosQqYqm4vXjJNB9FEDq2seFpN0k3XQuAhr47pMb8BXu3lVE3XdRve/e7vPj483PS6PE30AYG0V+ergR3AZI+PeQLQEyFZzjjDw8Of3bBhw47FixefDPxV2OtJKUwaPPvHF1pbW9s2bdr0C2NMpHa3OTwHPOiVXlKPMxKkyXy1aInOsweuPsS2AM94cTyfuBcPy+7qNhHJgCqLZoe93CTNwE4SDHxwRCWou8vPAC+DqrlEq2+hEF476bQBt0dJfpWLypLuB7ysGM7NtaYr0lxY88CVetGqxz6PnXS2E+DEyGowxuzevn37xwcHB2ltbb1RRHx3EEqpnjR49gEReXVjY+N7Nm7cONTf3x9Z2xm9Ka0BLvLIUzNKHflF0YzpnHqPo9rDKcADEd8w7AdWu67rVfa5Aet4EHW2e1HWVy1xU0RcVIqin+uNrusurfdYmmnfH1G5xjg5A3LqLuu7rnsEVqISKX13Po7jPI61Zaw7G6tVuKIypCIDV8KQcwziUcO367rnAjvDGGJVKcaYb69du/YxYH5DQ8O1Ya8n5WDS4NljREQmTZr0z8cffzwDAwNfNca8GPaaSqEPn2HgLA8ONyXKN6Q8drmuW6/d1bHAmVHo1K6AMeBw13WX1HMQ1QoS5c1ClqzXtgcNVmcT3pj3amnBatzrddJpxupr48AIdTqsaPD9GiA0f/YqWQxcUM8BtPomavFYCaHJOfQ5JfUmeVzXPQTbQB2ZJsFCGGNGR0dHP7xw4ULmzp17rYgsCntNKQeSBs/e8/Zly5adtGnTpu3Ex27mAeAILcfXhJZ4I52xyWMYqFmukjOV6i7PVuQjGkg+AJxRZzA5w3Gc3R4tKwhGgMZaX+y67iJsiTxUH9hK0UbddcDJtR4jZzJoHDaFWX/vejfCJwEbtUcgDqwCpqtjRK20Yj2OKyJsOYd+tmfV+nrdLJwN/C5qzaCFMMbcv3Hjxv9duHBhS2tr601hryflQNLg2UNEpGPGjBlfbmhoYNu2bdcYY/aGvaZK0GEPj2GHfFSNZm0irXXOR4PJTB2B5JlYH9jYBJKO46zGZtZq0ktqiTcy9l2V4DjOPurTxJ4N/CZOn22sxv2VdWhEZ2LHYMcGx3G6NatYNdqrcRQQCe/uStBM7B1YyV3V9zB9TWutTc4hyjm6XdetVXI3BTu5MOyJkRUzMDDwkc2bNw8uWbLkzSLiRXU4xSPS4Nlbrh0bG5v7/PPPP2aM+c+wF1MNjuM8hPURrSUbOzOqjVSlUBeBWhtv1gC/93A5QXEbUHWzpGZtWqPkiVoF22qxrtO/hd86jvOSD2vyDc3EfhuoOnhWh5LRqGudi7C7Rq/rNuAHMZKcAeA4zhbgF9gMcrVMxjvpQmByDk16jFUr39C/5Qbgjjh9to0xG7q6uv6pt7cXEfmaiPg+lj6lMtLg2SNEZMncuXOv2b9/P/v377/CGBOnTFWWDPDOapwo1Cd6a9lfjC57qm0qc133YmBzXMraueiDY44OdamGeVG1pitHLV6xqhl+C7DZt4X5iFaTjq2heXBG1HysK0Xfc1XyDdd1FwAXOY4TiyphPo7jbADOrKZ/Q+/vbV5ZawYt59CGzmoHIZ0MnBhVF5VSjI6O3rB9+/ZNCxcufJWIvCfs9aRY0uDZI9ra2m5asGBBS0NDww+MMQ+EvZ5a0OBoFFvCLIs2jw3FrKR9AJptqtjey3XdY7AWaLELnHN4DlvWr8jKTbN5kbamK4dWRqoZ9XsBdoMUmyxVAV4AXldpNUmz83HeCOM4zpZKqwwqXXg9MdGzl2AnduBHpfi2EQ5QztFTaZVBXUleje35iB3GmD5jzDUdHR3MnTv3BhHxZZJoSnWkwbMHiMjZ8+fP/4vu7u6B/v7+j4a9njq5Azi/wgETLVTRcBJVHMfpqkQvqZuFU4F74xxUacbpHuzo7krIEB/nhVJ0u65btuHIdd2Z2EEZj/q/JP9wHGczsB7KByz69z4Y541wDnsqHCKyHDsoY73fC/KZbPNgJfewaQS3EfZNzqEZZKmwSnoR8Ie4yXLy+J/Nmzc/PG/evBlNTU1hDqxJUdLguU5EJNPc3HzLpEmT6Orq+pIxJnITi6pBS7a/xDZXFEWzNs1xlC4UYVcFvqmzgA2qNYw7zwBrywUZKl/oj/NmIYvqJYcryMTOxG6QKrXwijK/pzK3kTZi1iRYgiEqe8+j2E1krFHniAeB+aV+TwPNpqD6FgKQc4xR5jrr3/oa7AYjthhjzJ49ey7ft2+f6ezsvFJEDgt7TROdNHiun7/NZDKvfOKJJzaMjIz8U9iL8QLHcV7EZjJKaYFj15FfhgFKWNdp1nnEcZxYWNOVQzOMj2L1zwXft26Q2mPaJFiMAUp4AusGaovjOM8GtyT/cBxnD/DHUn/LmnWOtfwqF81KNpZyoVAt+FNRHT1eLY7jPAOsy/qwF2EKJQai+Ikfcg79bBfVPuv1PxF4LOv5HmeMMX9avXr1d4aHh5uAr4S9nolOGjzXgYhMnTVr1pcOOeQQRkdH/9EYk6Qgox04p9APtNPZJOVhC+PB5GAJucqF2MEEiUGDjFcBxxf5lU6SIdcYRyUrbYUCKw083oZ930liP/DX2txbiA6Sd52LOum4rjsDW8qv2nUm4uwHLivkRKHfG4lIEOmlnKOnxOf6eGBhEqpmOXyysbGx78gjj3yjiFwU9mImMmnwXAdNTU3O0qVLp3d3dz8I3B72ejxmFTC1yES6WVEfYVsLqonrzNfRaQPSUmJe+ivCPcBpRTyBO2OuEyzGbgo3Dx4P7E6ILGcc3Rj+Djt5MP+z3YydMpeYjXAOfUUGP50N/Ckhspxx1G1kE3BKgR+3YgcGhY6Xco6se0Z+xl2TICcD93m49NAxxmzdu3fv5zo7O5k6deqtIlLXxMWU2qCkNn0AACAASURBVEmD5xoRkSMWLVp05fbt282+ffsuN8YkaXebfeDej+1SHkcN6rtDWVQwDJKTedRg4xLg13G0OSqHDnlZzcHX+ZCkBZFZcsZ2jz9wdfNwBlbvn0SewcpVDs37/sy4WtOVQ+3nDgietaluJvCnUBblP78BTszt39B7WIdX1nRe4oWcQ6dC5mefDwM2JfGzPTo6evPatWvXL1u27LCGhoZ/CHs9E5U0eK4REblpcHAws2XLlm8bYx4Lez1+4DjOGuD32RJ3ju43CqU/X9CJdLkP3Dbgj6oDTyr3Amuz/6EP3lhNEqyWAg/cduC2uPr9lkNL1z8kx2IxCdZ05VDrulwXCgP8Z0Iz7dnq2Y84sOF7nuM4cbjO9cg5tqkcJ0svCd0IG2MGe3t7P9TV1UVLS8sKEanGgjPFIyRhCdNAEJGLp02bdseePXv2jI6OHmaM2Rb2mvxCA+d3Aj/AWtPtTXLwnEUfuD3AccDKhOnmDkIzr691HOcnruvOcRwnydUFYHwzOB2rfV3kOE6srekqQStHi4HHgKlJlF/l47putpJ0BDDgOM7TYa4nCFzXXYyVafRhm0FjJb/SjPN1wGeN4cH8/y70GrXh2w38OfBATDYMNSGWOydPnnxhf3//NwcHBz8Y9pomGmnmuUpEpGnatGm3Llq0CGPM55IcOMO4fOMlbIPN8EQInJU9wPnAtKQHzko/Vu99MnbTkHhUhjOKzXDtCnk5QbEPOAlYMBECZ2U/tpp0OrAx5LUERTNwLtYtJ1aBMxwk54DKMtEDWLnGDCDRz2VjuXrGjBmj8+bNu0xEjgt7TRONNPNcJZlM5urly5ff1NPTs+HYY489bvny5RlenlC3C3vTyjZf7cFuULKZj2xJOCsL2If1qszq0/Zjy6pZW6l+7A0hOwluQL83RY87qK+ZjLVZG8JmGiZh/S9H9Jwduq5RXVM7Nos8ht2pt2EbSsAa6LfmvacO4Eps2XdtQt5Tues0GfgA8B1sMJmE9wSlr9Ms4C+B/9SfJ+E9lbtOr8AOvvlhgt5Tueu0HCtZ+U2C3lO563ServPxBL2nctfpz7FNzuvi/p5uv/0tZ2zZMu9qEdzOzr0te/dO+vghh3R99a1v/eFvct5TA/AO4Ce8LDuL7HvCg8/eN7/5zeuPOOKI9zzxxBN/6O3tPStpvVdRJg2eq0BEZs2cOXPNvHnzJu3atevtGzZs+H7YawoCLW+/CutEsDrs9QSB67pnYm9Yq9RPNPG4rtuBnUb3tF/je6OG67qvx44r36DDJhKNNo9Nx1ov/iSKTWReozZtF2KlKlsnQiVJhxvNxL7v7yTpPYvwS2wWOlcf/dkVK9wXsJvhFx3HmRDVswsvvPDQZ5555k+TJk2a8vzzz19qjPlx2GuaKKSyjer43ODg4KRnn332zje/+c0/0mBjIjBb9aBdlYw3TghrsdPZslOqJgKTsdnIoQrHs8cava6PYkdYJ83buRiN2GzYT4HmCscbx512bFNsHy9n85JOI9YV6eeUGAoUUw5qLGxqGlqBfZ+PAJmJcM92XbfhzDPP7Nm6deunt27dCvAVEWkt97oUb0iD5woRkeOXLFlymYiMjIyMXD116tRhIPEei2pAn9WPTQXeVGaKVaxxXbfBdd13AntU7z2KLbclGrWm69IM1RFYvWRiUUeRy4Ae1T43TYQHLtaabpdOjTwPODLsBfmJ67qvAN7oOM5+rSBNKfeauKMbojbHcYY1A3upNtMlgkI+0RdddOfPVq48/tIVK5xfrFjhLAPmhLzMIGgGhsfGxv5l7969Tx999NFLM5nM1WEvaqKQBs8VICLS2dn59VmzZjUMDAz8izHmWQ2sGhIeSDbCy0b0juNsxOq1XhnmunzmeGx3+j4YHzyQ6AeuDpLItWh7BFimVmZJ5QLs2N4xGLeuS/QDV502chupfg9coINSEofevy4C7sp+r4B1XRKZm9cM+hTWqz5xGMODK1a47zzppJVyxx2vfwMvNxX2uK6bdAu3yY7j7DfGjIyNjV01MjLC/PnzPyMiSf98R4I0eK6MS5csWXLm+vXrdw0NDY13+zqO00uREbAJYboGFbncCZyZxLK+6gTPJOdhC+A4TlfCH7iTcv2NdbN0F3BJEsv6ei3nAH/M+9H2pMqSNJA0uW45mpV8DjtxL4mcAmwsYLvYl1TJnVZU8r3KnwZaNAufRM4H7hsZaXJROceKFc7yr3zl6v9paho+PeS1+YJuhMcHwBhj7t64ceMv5syZ09bS0nJDiEubMKTBcxlEpK25ufnL/f399PT0fNIYszPvV7aptCFR6MNld/73Ncj6HsnUDs4Cfqubonz25fjFJgbXdWcXmiToOM4LwAMkTy8JthP+x/m2i9ow2JBQ+cbsAhthsNnnQp/3JLANuDv/mzpVM5HBM9CZrZpl0erKnbzs7pAYdA7BI8BT+dMK+/o6z29qGl5Ry9jvKKMNsGP596/+/v6rNm/ePNzW1vYOETk5pOVNGNLguQyZTOajmUxmybp1654cGxv7Vv7Ps5KGBD5wm4CC7gOasXql7n4TgUoXBhzHearQz1UvOanQz+KKluuLesA6jvMccGqSyvqafdtebICCZimnB7sqf3FddzpFfG9V+7zKdd3jg12Vv7iu+xqsg0qxz/dO/ZtPDK7rziu0EQZwHGczsMZ13XkBL8s3tJryRmB9ATeRz46NNfxqypTdN2QyIw7VTSuMOrMKebQbY17csmXLTQMDAzQ3N98iIomrGkaJNHgugYjMnz179qcWL17M6Ojoh40xBQeEFBj1G2v0ptRQZoTtFuDiBJX1z8NOXivF1oTp6IpukHLIAGcFsBbfUanRuZRv9N2rExdjj/59jmU3+UUwwPGu6x4a0LJ8xXXdhdhhGUUHOmmVIaOZy9hTrFKYRzPwZ67rtpX5vbhwBrY/5aDnVDYL/cEPfuv+Qw7Z8hVUzhH3LLRWuUtNf71+8uTJ2w8//PBTgLcHtKwJSSJuHH7R2tp646JFi1o3bNjwM2PMb8v8eo/rulPL/E5cmFVEupDLi1jrp9hPNnJddwl287Oy1O9pdmNAy2ZJoN1xnMEyv/MQcFhCPtuvBjZVMFlviOQ46ZTdIGnw8QBwetyDSd0snAn8ocyGAWxwnZSqSgY7wKMoKldZix0KFGtUQnc0cH+p33McZ+jv/u7bT65Y4b4+K+dAs9BxC6Q1qVVyyq8xZu/27duvbWpqYsaMGV8RkcRJDaNCrG+UfiIipy5atOivt27dOrR///5K7F+y8o1YZ2K1YaqswbwGkr/HGvHHFr1eFwK/KpNpzzJCAgIrtaYrO55Zy95PAMv8X5V/aNb5OKDcJjgbTDbFPZBUpqpjTEkcx3kRG0wu8n9JvjITGFHJUUm0fyP2Fm45rkhFg6oc7gWOTcBmeB6wMl/fXQiVaGWdgw7yiCY+co5WbMKqJMaY/1izZs3jy5Ytm5PJZD4ewLomJEl4OHiOiDQAX+vt7WXz5s03GWPWlnuNBpOjWHP6WKLBQqbSSWs6hW5VzJ03moA71YavLDqRLda7ec3alH3oZHEc5wFgS8w3hu3AdyudqKe6/lhb9WmJt5pmwB9gs+6xRD+fGeyo9UrZmgAnnemVTkF1HGcI+A4x9q7XHoxex3EeruJlO1zXnVHII5oYyDm0pyqj168kxpixPXv2/MMLL7xAY2Pjx0Rkie8LnICkwXMBROQdS5YsObm3t7drZGTk+kpfp5mMODcbzSnWSFWCPcBlapEUK1TXepHjOBuqeZ3jONti/sCdXMPI8QHgvXHMxrquuwg4pZIsVR6x9YrVh61UIF0YR3+33XXd8/1bma+cBSytZhS1/u7+uGrcs43O1bxGn1ML42hdpxukt1Gl977K0w6oJuW7cxBtOcc0Ksg6ZzHGPLBr167vzZ49u6Wtre2rPq5rwhK7B6HfiEjnnDlzbuzo6MAYc60xptoHbm8cvWK1jLej7C/moQ/cP2K9NuPGhUBZ6UIRYvnALdWRXwrHcXZhnTliNSBHH5avx3rdVoVmeRrjuGHAboRLNRYVYyNwtOu6M7xekJ/o/esEYFW1r9XPdlwHIU2qYSMMsAm4MIZDvg7HZmDLVoML0A0U+1xHVs6R08Bf8UZYuXZkZGRg8eLFfy4iSfVyD404PhR8pbGx8VOHHHLI7E2bNq00xvx3ta+PYxd3Tjm+IrlGAR4F5rquO9+jJfmOTs8r2yRYDH3gxko3qF32+QMUquFO4DU6TCYunAJsrlSWk49WYmJlyajZ8po2hZqh+w3xm0h3MXCfWu/VQncMNwyH1LIRhvHP9VogNkNEVK5xIfCLWl6vVYZ9he5fEZdzFPNoL4kxZtO2bdtuaGtrY9q0ad8QkaTZ6YZKbAK8IBCRZe3t7Vfv3buX3bt3X26MqaSB7CDyGhTiQBO2yabicmcu2qhyO/HqXJ8DPFCJhqwEXTEbYd1IlSXeXBzH2Yl9qMQpyGigTEd+BeyIiyxJN+1jlfYtFOFZYH1cpvBpULUGeLLWY2iT6HBcMrHat1DPRhjgD8DkGPUydAK/rKTRuQTDlHlORUnOoX0LVQfOWUZHR/9p8+bNW6ZMmXIM8HferSwlDZ4P5MaxsbGWF1544bvGmIfqPFZPjDIZU2vQgx6ANljtd133KI/W5Bv6sN3kOE7VpfxcSmUyokYdpb8DcBxnNXYKX+Sz7vrgeUyD/noYIT73yjaqaAYthH6uHwQ6ox5M6mZhGfCnCt1ySjFCfBq+m6n/Ou/Dbiwj7/usm9dFjuOsqec4ev9rqWLDEJqcQ/sWTD33bGPM/m3btl3d09MDcL2IRP6+HRcCfSCIyBQRiWSjlYicd8QRR1za2tq6H/hEvcfTjKaJunxDS7y7PDrcCHB2lN03NBj4W0oMUKiSQeLxwJ2uPq9eMAs7bCSy6Of6Ujxwj9CgbCwGgWQGaKqzmgKMy89OJ/oa9+OBoyu0aSuJ2jJGvsKgvRb7a60U5qL3hL+JQQXtfDyKVzRzXdGkxZDlHFOooQ+pALf39/f/fvny5TObmppWeHC8FAIKnkWkRUTeht21/VREviYifxnEuStBRBqnTJny9UmTJrFr164vGmM2e3To/VhvxkiigX2jFw9bAMdxdmDLp6d4cTyfWA50q2a5bjTIiHRTmT5svbQgWwVM0+EyUeV84KF6M+1ZtCkr6pWkKVTRkV8BdwNnRlW+oRWf06jAu7sKtkd5hLXeZ1oqtVyskN8Br4uqfMN13cXY/pLHPTxsr46tr5gg5Rz62R7woJqCMcaMjo5+aPfu3Wb+/PlXiMgRHixxwuP7A19EjsF2u99vjLkNmw1aBXxPRN4QhfnrDQ0Nlx166KFHrV27dtPIyMiXvTqu3uBaIhxYza3Bmq4c92Mn0kVukIjqBE8B7vL40Lux2dioMtWrzQKMZ2LvAs7x6pheokH9JLx92ALsiqoUS+8xzXVqnQ9ALc0eJ7rj2Y8H1nogyxlHs7mDEZZiteJd1QwAx3GeB8aAqErujsX2p3j2vnOezbXGH37LOVopMzGyGowxj23cuPE7c+bMyXR0dNzi1XEnMkEEdacD9xpjtgAYYzYaY74NfAX4L2yXdGiIyLSmpqbPbdmyhd7e3quMMV7u6MFmgiKnM9JdtxcloQPQm9JtRFNHNwn4Yb367nz0gTukbhaRQrNoXV4fV90r7oqolGEY+B8vytq5qBNFc0QzdH5shMGO7V7tw3G9YBM2O+4pjuP0El2//qk1WtOV42dEcECO/q2t1ADfU3TIV01ylSJyjh95kYHOkV95ukkaHBz8xPPPP7+3ubn5tSISNzedyOFr8CwircBl6AdUJ/cBYIy5FngB+IqIHOfnOkrR3Nz82Y6Ojhnd3d33Aj/y+vgqiWiOUvZZb0iiwYDnaHB6vpbbIoEGkVNqtXYqh2a/IjXqV4N5T7SRhXAcZzNwaZT8rl3XfTVWiuTpBimLPnAjVdZXfXePH8fWTPYm13XfEKVNg+u6lwL7vJLlFKDLdd1IWRTWY01XDq1Mdbuuu9yP49eCZv//ltq9+Cthp1YkayYbSGOr6l5IOebU6ShSEGNM965du9zBwUEmT558i4jEyR0rcvgW0IlIg2ZxHwH+AuzYSP1ZNlt1KdZr9/MiEvjIYxE5eu7cuX8/derUMWPMVcYYv4KMqFnX1d2RXwGPApfoLjpU9KF/PrY06SddEdNL1uvrXAkbgdf6fI6KyJHlVDOSuhZ6XdeNxEZJN+UNXvUtFGEY6CAizYOu6x6O1Xf7kYEFxqtJ/erMEzrZJkGfTzMKvNp13agMjDkbeMnHDRLYbLtXcVAhKcdN1QTROmDNz83CrW1tbS8tWbLk0IaGhit8PE/i8S14zvNIPllEDs352YiIZIwxG4GPAG8E3hak/llEpL29/ZY5c+ZkNm3a9G/GGK/1kfnsiIJeUoPZZr+yzlkcx9mElQtEoXnwGGBIbdZ8I+eBG7peMifr7PeG4Y/AnIhsGs4BHlWtrp8MAhKRTOwUfMo6Z9HP9X3AyWH3MqhM6BzgTr8qKjkMYD3wo8BkL/sWCqFuI6uIgMZdZYWHY72ofUPvj+JFkqeIlAMq1EPrRjjjZd/CwWs0Qzt27LhybGyMWbNmrRCRKPfqRBo/M8/ZB8t3sZmp1+WWCYwxo/q//wHcAVyDzUIHxSXz5s07v6ura+/Q0NCn/D6ZBqtRmDw4iToGZVTJb4mGju5Y4N6AzrWHkPXeGtS1edyRXxC90f+WkCUrmiFsAf7k97k0aAvdSUff81AAG6Rs9ewlwp+2OB14yi/5Qi5Rkdypp7qf2chcHgVm1itl8IBpwM/9TvLAuF3fTC+PmSPl+AiV29vN8qlvIZ871q5d+5tFixZNEpHPBXC+ROJn5tmodONh4F8ABzgp93dyxkW+BZgPXOTXevLO2wx8ddu2bWzZssUxxgR1Y9pBiD6iQQZVMH5TesJ13aVBnK8Qmqm6p5bxprWggUzY3fot+C9RGUcz+pvCKvfq57oFO33MzxLvOPo31BZyYNVKgJtTx3Huxn62Q2kS1b+pUewAl6DwPLCqBs2IjnndPFYMPc9/E+LGUD2nexzHWRfgaff6MfipiL3dQVIO3az4Wll4eU3G7N+//8qnnnpqtLGx8f0ickIQ500agdz4jTFXYzNynxaRhTnfHxWRRtVGXwd8IggRe0NDw4eOPfbYw/r7+58fGxv7ut/ny6I3ppEQdXTztOEpaC5ULVeg6M3wHUEFzjn0A2E20U33u8RbgFbgbSGV9Q8HLtayc5D0Yys5gaNBe5ufJd4izAfC6tQ/EzgmALnGOLoZHg1x8FMTAW6EYbyadILruoFr3HWzcBEBu53ovcPviuFBUo5sNvrf/u29p2F7CwLBGPNsf3//15ctWyadnZ1fj4JlcNyoOnjOOmbkNP0VxRgzlnNRLsf+UbxTRNr1GGKMyWaK7gFWGWN8zaSIyJz58+c7o6OjjIyMXGWMCfrhM0QIu3ptcPK7keogtPT5R8LxBL4I771+y5J9uIfxwPXLmq4cukHpAV4V5Hl1I3oh3g7KqAjHcfqB9pC0z3Mdx+kO4bxPAvNd150f5El11PoRBJt1BsaHP4XVrzLVL+eYMqwEzgmhgnYc0O84zksBnxfHcbpc1/VtAnIhKQdwncjY63bsmHH9ihXOL3yeWJiPu3Pnzl3Lli07A3hzgOdNBFUFzyIyH1gpIq3Zpr9yr8k6WBhj7gQ+BXwSeLsew+RkmlcDnSLia8DR0tLyxblz53Zu2LDhTmPMr8q/wls0mAz0gavnag5KrlGAx4DJrusuCOqEOihjMiEEzzDuFRvoA1cfdINBZubyuBM4LWC95BnAGj+snSohDOs6baYKfCMM49WzX2GddIKUrFwM3B1Cpj3L1qBHWOtGOIwNUvb+9ThwXlDnVDnQWbycnQ2DXX7Lz/IbC6dM2f3b/fs7RqnBnaO+dZidPT09nwSYPXv2zSISuTkFUabam99SbJnyB/By01+lGGO+BNwOvB14h34vm2leDtxmjPGtQUBEXtXa2vqeTZs2jfT19X3Yr/OUQ5sCgnzgBtlwchAazP03wZYf24FfBNFMVYKgH7hT9aEXCo7j9AHfJ9iGyR6sE0SY7PJDL1mICGyE0azggwR0nTWoepAQh7XofWQoKMmduuUMhLgRBngI64Mc1CapHfieT0NgKqUfCMxedcUKd/VVV92Sm40G76cVFmVsbOxfN2zY8GxDQ8N8XUNKhVT8RyEiV2K1bh8EzhWRD+r3K/qg5fzeFViJxvtE5AsicoKI/BkgwPeqWXw1iIi0tLTcOjg4KF1dXbcYYzyfWFQlgXjF6s1+OOQgMttgNcl13ZP9PpcOZ1kXREd+KfTffDgI+YZmS3y1LKsElW8s8rP8mUU/S8+GoHU+AD1/PaN+q2F2QB355XgaONLvz7Zq6M93HGd1yIEk2IauoHoZpnk5drwW1Onij9ikma9oT8xpKpEJjSDtRnVT0uQ4zmABSYcn0wrLYYwZ2bVr1xW9vb20trZ+UtUFKRVQzY5yN/A5Y8xdwMeBW0RkgTb9VSLfGFX3jT7gC8C7sNrM84CVxpjf5XlDe81bDz300DOmTp3aC4Ruz6LBZGsAD9wWAmxEKMNm4FQ/y/p607sY+75DRx8GvpYBs5mhoJwmKmAntknUt8+2OrgcBYQdUGXpwf/r3I69D4eOBhmTsLIZPzkTiMTnOif77PeGYTYh9C0UYRQ4w3XdQ8v+Zn1cAqzz+RwVkdPL4HfGfU7+RrjAtELfZRzGmHtE5KfHHXdce2tr641+nSdpVPzhMMb8pzGmXxsA/xXrzfxT/dloqW7N7M9ygmMxxqw2xtxqjLlJh6X4hoi0T58+/astLS10d3d/3BgTtBNBQVQv6ZsLhQYvHUF4ZVaCNr48iG3w8ouTsVnnULM2eex0XddPV4bAO/JL4TjOWqAPnybS6UPtdOChoCy8yqHrGPXZxq2R6GyEwZb1D1cNtue4rjsZ2yT4kB/Hr5EB7LRFX9BMe9hyjXF0w/A74Gy/psW6rnssdvBQaLKcAgzi73WeSum+hXxnDl+D6MHBwY/09PQMzZ8//69FJMimxdhSbcOgGMsQcBUwP8dku+ixtDFwiohk9Z+BPugbGhr+8dBDDz1k7dq1Txlj/j3Ic1fAXtW3+cG8iJR4c3kMGPBDO6gZ7eMJwXmhFNrklPExEzs9gKl61fI7YLFPx56L9b4NW3qVzzA+OenohqExKpsFGK+ercI6JPjBIuAJ1dJHgpyJdH5ZMjYRjcFS46jfch92I+MHk4D7o7JhgPH+Db9tKIte5wIyDvAxiDbGrN24ceNN06dPZ9KkSd/IuqqlFKeqf6Csc4b+/3VY+7lPichJWc/mQq8TkRnAd7A+z525x/EbEVmYyWSuXb16Nbt377682ibHABjGZpQ8RXe2kciw56LSgnuBDh+CyTbg21HJtOdh8GHUrzYkhtKRXwrVPj/oV7YKuM2n49aMBpN+SZLmhNkMWoKHgRe8PqhuFrY7jvOA18euF5VieV4x1Pthe5jNoCX4CT48TzRx9KzjOJu9Pna9OI6zxY/ejZw+pLJxUIkg+mdeB9AjIyPXP/nkk1uxdqPv8PLYSaTe3cWPgG8B/wtWfF5ox2KM2YHVuz5sjAnUs7K1tfXGBQsWtO3evft2Y8zvgjx3JWgw6UezUXvYjVTFUE3Z6/Awk6Ea2CND8kQti05b9NS6Tm/CI2E3g5ZgB/A+L50oXNc9D5tpj+R7dhxnq9cPXG0sjtxGGMa1zztd1323VxslDZzfRXT07IXodl3X61Hlc7B/M5FDExLGdd0LvDqmStnehx11H1X2qHzIE/Q5P6XaakpeEN2DnXqZzUJf5kU22hizb2Bg4NqWlhZmzZp1o4iEMgAqLtQVPGsG+TPAfhEZl0Pk6p+zzYTGmCuMMd+t5LgikhGRum9MInLGkiVL3jY4ODgIXFPv8fzCcZwebCnaE1zXnRO200QF3A1c4IV8Qx/arwPW1r0qf+n22Lpupn52IokGuI8Cr/XieKqtPRZ40Yvj+chur7xi9WHbqhvOSKJr24e1G/WCo7GbwqAng1aMymfGvJJvaBPiUJSkCwXYARyhDY1ecA6wSmcfRBJNxngpq5wG1CyxU2/oN3FgFvoLeJeN/q/BwcGVixcvnt3Y2PipOo+VaOrWtRhjtmPt694lIn9ujBlTjXOn/rwWmcQbgZ/Xo7sRkYapU6d+o62tje7u7htVZhJldnuRodMyWJg+mRWhQy1eAk714HCnA+ujWPrLRYNJT8azu647E4ianr0Qq4Cpah9YLxcD90S0rD2OZpW8ajaap43FUedu4JR6+zc0iDwX+KUnq/IRvYd5ZTc6I6KynHE0yL0bDzbDOgBmISFMjKyBHi82w7oRbqn3/lVAyvFJDs5G1xREG2PG9u7de3lvby/z58//iIgsq2etScYTUbgx5j7geuD/AojI64GP15H2/xm2qfCddSzr3Z2dncdv2bJl6+jo6JfqOE4gqMTCCw/RqHXkl+IevAkAW4Dfe3Ac39FM8cx6jqGZ9tC9uytB1/hT6rQO1KBsHfCMB8vyHdVL1pWh03JxpAOqLCpLuhuoNys5DfhV2H6/VbCrXutNrUbFYSMM1hGj2wMpQyPwPxGy1yyKVhmMB046nm6EcyYV/isHZ6NrzkIbYx7asmXL9zs7O5uAL3u03MRRd/CcY0PnAN0iMoidk/5ZY0xN5Qm1tPsw8IVaAnARmSwiX9y5cyfd3d0fU2/pyKMP3JonD+ZMH4v8DQnGy73rXNc9u9Zj6IPrkZCnUlVLt+u69eifI9eRXwrHcbqx0xYPr+X1ulmYhb3Okd8w5LCvTk/gBuJ1nZ8F+mqtoOnrOh3H8bwB0UfqavjWKtRAXD7XKiu5F2isNZh0XfdooCHqmfY8RoCaK4bat+Db+y2htDa8YgAAIABJREFUiX5Qv6oKpAcGBv5xzZo1+xsbG/9CRAIb0R4nvJBtGAARORvb8PBmY8zf5ozdrvW4D2MzGZ+s9rVNTU2fXr58+Zzh4eGH8XFqoU/Uk8mYG6OMTZZRYIk2/FWFZvbegdVbxoYcT+Cq//50g9QZZQ1sETLAuTVO7nolsFwt/+LECDU6rMSgGbQYC4Hza3ztufg8aMZrshrlOrKSLcTv/jWMlcqdUO1r9XN9FtFuEjwIrQzX9NnUe3YmCLlZAU30qfpVVSbaGLN5YGDgC8cccwxTpkz5ejEntYmMJ7INEbkYeD3wCmPM//PimMongMuq0d2IyCvmzZt31Z49exgaGroySFs8jxjCBhpVoWW0qHn9lkUDyQewU6wq/jzqDekirD9o3AIMsNe5lsBqNjEp5eeiQ2teAk6p5nU6Ve8M4Dd+rMtPVCPaVqOTzpSoOseUIatxr2oinWrip2J94GOF4zi7qMG6Lhtwx6VSmMe92Ht2tYmeU4G1qhePFY7jdNXopNNBgH1IeVnoh7BOPTOBO6rMQt+0cePGTYceeuhRDQ0N7/drvXHFKyPs+4wx13g9uc8YswW4iSp0N21tbTfPmzevaf369d81xjzq5XqCoA59VWdMH7ZomXaA6h5Ah2HLpbHQwOZTSyZDO/vHYrpZALgPOLrK7PMpWB/YOMlyxtEgoSopljYnxSozl0UzsXdQ/Xj204H7YvzZ3l6Dxn0qdvhI7NBnzcNAxdZ1mhxZTEz6U4qwr5oNg0rOMmE4imgQfRp29HkP9vN2KhUG0caY/t7e3quGhoaYM2fO9SLiyyTRuOJVw6CfN/qbgFeJSNlSoIhc0Nzc/Prnnnuub3Bw8Fof1+QrGihU/EF1XfeQGFjTleN/sZO7Kn3gDgE/iri1Uzl2VOkVOyuOGZss6hX7HapzoliLnVYYZ/ZWOZ69PUpT9apFm6J+ToVNohpU3adj3WNJNntcadIj67gT480CwB+B56u4Z7cCP42h5GwcfTZX0yzZQch9CzlSjmwWupog+kcvvfTS70dGRqYCjv+rjQ+RH8FojBkAPgrcXEp3IyKNU6ZMuXVsbIzdu3d/3hgTB3unUuyvpKNZd8GRHKBQDRoEL8R6f5bEdd1XA/u0wz+2VFNl0CA7cpMEq0UfnCe6rltWiuW67p8B22KodT4AHZ1eUfCsG+G437tQ28gLymXp1EXl7cTHbaIo6ktdafUs0h7tlaAbhtXAeeUCaNd1FwJvimsFKZdKnXT036QjCpuFvCx0xUG0Mcb09fVd0dvbOzZ79uzLReToYFceXSIfPCs/BrYDRXU3DQ0NH1y8ePGRLS0tG4CbA1uZT2hZrJLyUAaI4jjqWngCOE6HYRREM3gnAaHfkLxAH7glb8QaXA9psJ0EngYuKrVpcF33GGzAGWlP50qpxElH5Rqx3hDmsZXynsAXAOtinoHNZbs6KxQlZtZ0JdF70lRKNA9qZeESbG9LUthfgV9/5DzaywTR94pw2cGvMY9nMpl/X7hwYaazs/PW3CF4E5lYBM/a9HcVsKKQ7kZEZsycOfP60dFRenp6PqzZ6tijD9yiDQo5GthEBFVa1v8Ntvm0GK8BVsa5rF2AbWUyGW3ErCO/FCoxWg+Fy4UaVJ8O/Cbmspx89mgDZDGaiKnWuQirgOmu6y4o9EPXdWdhq02PBLoqH9FsrCmWiY2xi0op7gdOKhFMLgd6HcfZEOCa/KakRaHaLka2IlwgiM5a8f2zCDvzg+ihoaFPdnd3750/f/55lH4+TxhiETwDGGOewOpiC+luVixYsGDyunXr7sMOZEgSe0roJadqSThJPAs8V6ipTEu804A/Bb4qH9EH7rA2lxyABpISd+lCAe4HigXGs4EXopa18YBBijxwVd6wJ0mbBf1c/4HiUobpwF1RHs9cI6UsCidjx1wnBq2ebQKKJXqGgbuCW5H/aKKnVO9GqzaFR5qcIPofsNrsRmwm+p9F2CPCUyKcZozZvmXLFqejo4P29vaviUjdU3K9QkSuEZG36Nc1tUxFrOUYsQmeleuAt+fqbkTkmMbGxr9/7rnnxvr6+q6IoTVdOfooYM6uAXUiMuy5aEZmJbA4N5jUTE4r8MOYWjuVow/7/vKZQkw78kuhm76V+Q2T2aERWGeORFGsqSzMjny/0cEp6/OHxeiQoC0xG4hSESq5O2hQjFYd9iVpg5TFcZxfAgP5GXfXdY8AnlY7v0ThOM72QlIslR3Gqj9FpxSeAzyF3fw1YmVzxwB/EOGLY2NjX1+1atVzDQ0Ny4APhbbYHETkLuBuY8wP9eufgNurtDeu6RixCp6NMduBz2ObB0VEpKOj49bDDz88s3///n8xxjwV9hq9Rm+0+wqUeyclMOsMjOvojgBelfPtI4EzgzCaDwMNnBrzNgyN2KAqEbKcAgwCf54nWTkPOCyJAQYUddJpwz6wksoI8HfZsr5+rv+c6lwL4sZOlaXk0kJy+lMK0Qn8RfY/XNedCZxNzOKMKtnvuu54Blo/44NxvH9pFvo4rDQyG0QDCPBxMLvGxj7966lTpzJv3jxHRKpxivIcEXkLgDFmZd6Pvgh80+9jxPFD/c9YndwbgDcuW7bs3B07duzBZqUTiZaIWrJDRBJiTVeOe4GTXddt16zVBSSr4aQQfRyYsZqtJdFEkjMg50LXdUUbqZaRMFlOAQbyXCgmJ0zDfwC6YdgEnKzfOh4rUdkc3qr8RWVWDdnNsPanSByDqipYC8xSZw2wkwRX6vMrkajjU65ffzMx3wjnBdG59pHt4H6op+dVLFq0qLOlpeWLIS0xywewVep8VgIXiMhB1R8vjxG74NkYMwxcDXx1xowZtzQ0NLB9+/bPGGMSpSMrwDB2WlknMZwkWC36wF0NnIjNXjwTw9HjVaFl/YzruhnNxiY2cM7hKewDZxm2eeXOhMpyxsn1ip0gG2GAu7EWhbOxEyN/Veb3Y4/jON1ANjs3y3Gc2E0GrQaV3P0SuEQ3wjMoHJgkijwnnY6kbBY0iD4U+BI5/SkDAzeyefNWFi9e/F6RH/97eCvkJGBN/jeNMWtzfu7bMSSuEmERMW1tbTQ2NrJ3b+JjSQAmTZrE6Ogo+/dHvg/BExoaGmhra6Ojo4Pe3l5GRhIdU40zefJkRkdH6etLbDLyAJqbm2lubqalpYUdOxK9PzqA6dOns2/fPoaGEid1LkhnZyeZTIahoSH6+xPhNFmWTCbDtGnT2LFjB3F91lbLrFmzGBwcZN++fYyNJclUpDjNzc20t7eza1fipN0FyWQyzJ07l82bNwOjo8Y0VDsRuW5ExABvNcb8sMjPPmCM+ZZfxwj8DXuBiDQADA8Pc+yxx5LJZGhoaODFF19kYGCAo446ikzGSkc3btzItm3bOP7442lsbGRkZIT+/n7WrVvH/PnzmTJlCsYYGhsbefbZZ2lqamLJkiU0Ntp/mvXr19Pd3c3JJ9uK49jYGDt37mTz5s0sXbqUjo4ORkdHaWxs5KmnnmLKlCnMmzePxsZGRIS1a9eye/duTjjhBEQEYwzd3d10dXVx5JFH0tbWxvDwMGNjY6xevZrZs2czffr0ou9JRNiwYUOi3lOp6/TMM8/Q0dHB8uXLE/Oeknid6nlPPT09rFmzhrlz53LYYYcl4j0l8TrV+57Wr19PV1cXxx13HJ2dnYl4T5Vep8MPPzxx76nYdXr66afZt28fJ510UmLeU7nrNHXqVMbGxhL1nkpdJ2MMK1dmiwqZjEhR56SKMcZU7B9doSSj5O/Ue4xYBs9YK6sdIyMj1z/yyCNfDXsxKf4gIpcAN23btu2V3d3dEyM9NwERkRuBaS+88ML7wl5Lij9owuMR4KuPP/74f4e9nhR/EJH52GFXr3744YdjO249pTQiPx6GqxutGusVo8YEHksWHaSm7MLKhnw7RlyD5+uBbxtj0sA5oaiP5FeBq4wxaeCcUETkcOA9wLEhLyXFX96N9ZH9XtgLSfGVLwLfzNGMpiQMEWkBNgAfNOYVYfl3l+sfmEp5P/W6jhG74FlETsI2Fh0Z9lpSfOUK4EVjzC/DXkiKr3wFuMEYEytf1JTKEZHJ2ITHnyXQhz9FEZFTgfNJn81J5yrgKWNMaINvjDG7KpgSXlKAXu8xYhU860z1rwGfNsbsDns9Kf4gIrOBTwBnhr2WFP8QkddhH7RvDnstKb7ySeDXxphHw15Iij+oLOdm4BPGmInRwT8BEZG5wD8Cp4a9FqyNXqlBJpVUP2o+RqyCZ+CvsFPYvhPyOlL85fPAd40xz4e9kBR/EJEmrCznI6ksJ7mIyCuA9wHHhb2WFF/5G+wwjf8KeyEpvvIF4N+MMS+GvRCsDeJBmuTsZEBjzN1+HiM2wbOItAM3AH9jjEnqxLUJj4icALyJtPSXdP4eq5v7f2EvJMVXvgx82RjTFfZCUvxBRDqxXsBvNsZMDG+6CYiIvBrIVgujwG3YCnU+F2A7GX09RpyGpFwDPGCMuT/shaT4Q44s5zpjzMQwzJyAiMhM4NPA1akGNrmIyIXYjPPNYa8lxVc+AdxjjHko7IWk+EOeZHZP2OsBUG/mXhG5IO9HH9CvAxCR20Xk/fUcI5dYZJ5FZBFwJfCqsNeS4itvwY46/bewF5LiK58Fvm+MeSbshaT4g4g0YmU5HzXGDIS9nhR/EJGl2CDj+LDXkuIrf42dBPudkNdxAMaYC0XkhqzMAjgUO/SkkFb5RApomKs8xjixmDAoIv8DPGeMWRH2WlL8QUTagGeBdxtj7gt7PSn+ICKvBO4CjjLGJHpc8URGRC4HLgUuSKsLyUVEfgg8Zoy5Puy1pPiDiHQAzwF/ZYz5Q9jriQqRzzyLyFnA6cDfhr2WFF/5GPBoGjgnFy393Qy4aeCcXERkBuAA56eBc3IRkXOB5cA7w15Liq9cA9yfBs4HEungWUQyWJ3NNcaY/WGvJ8UfRGQh1jtyedhrSfGVvwBmAd8KeyEpvrICuN0Y82TYC0nxB5Xl3Ax8zBjTH/Z6UvxBRBYDl5NKZg8i0sEz8F5gP7YjMiW5fAn4Z2PMurAXkuIPItKKdV64zBgzEvZ6UvxBRI4F3gYcFfZaUnzlfcBO4EdhLyTFV/4JuNUYszHshUSNyGqeRWQKVmfzBmPMn8JeT4o/iMjpwA+AI40x+8JeT4o/iMgngJONMX8R9lpS/EFlOb8Gfm6MuSXs9aT4g4hMwz6bLzLGrAp7PSn+ICKvAb6L7U9JK/95RDnz/GngjjRwTi46leprwMfTwDm5iMghwEeBU8JeS4qvvBGYD/yfsBeS4ivXAT9OA+fkopLZm0kls0WJZPAsIodjJRvHhr2WFF95FzACfC/shaT4yheBfzXGrAl7ISn+ICItwE3A5caY4bDXk+IPInIU8A7g6LDXkuIr7wX6sFXhlAJEMnjGjuD+kDFma9gLSfGVfcCV6VSq5KKl/NVAWsZPNp3AN40xd4a9kBRfacHes7eHvZAUX9mLjcGiqeuNAJHVPKekpKSkpKSkpKREjTiN505JSUlJSUlJSUkJlTR4TklJSUlJSUlJSamQNHhOSUlJSUlJSUlJqZA0eE5JSUlJSUlJSUmpkDR4TklJSUlJSUlJSamQNHhOSUlJSUlJSUlJqZA0eE5JSUlJSUlJSUmpkDR4TklJSUlJSUlJSamQwINnEUkD9glAep2TT3qNJwbpdZ4YpNc5uYhIU9hrSBqBTRgUkUuBucBk4MfAGmPMSCAnTwmM9Donn/QaTwzS6zwxSK9z8hGRc4B/AP4TOAFYbYz5QaiLijm+7zRFpFFEPgh8BFgNfFl/9F4ROcHv86cEQ3qdk096jScG6XWeGKTXeeJgjLkXuBoQ7PVeDCAiEuKyYs3/b+/ug+ys6gOOf38hihQqa8BoB22ZCL4VqRNkqg2+0QRRZwQqYNGKmirxpdQ61kQRXzq1ponTGVsrmjBlyosyGmo7MFRo4gsOULWCtRYGtUTUgvUFWDEY1JBf/zjn2X1YN7vPZu/de3f3+5nJXPa5Z2/O5Zfn3t9zzu+cZy6mad4EvBb4WGbuyMw9mfmNzLwQeH1EHDIHfVD/GeeFzxgvDsZ5cTDOi0CTIGfmncAhwIGZ+YF6bG5KDxaguUie3wV8HvgkQEQcUB8fBRwO/Poc9EH9Z5wXPmO8OBjnxcE4LwJNghwRBwPvAC6oPy8dZL/mu74mzxFxHpDApZl5N0BmPlif/inwOGBVP/ug/jPOC58xXhyM8+JgnBel1cBTgPfUnx+coq2m0bcFgxFxOPAN4GLgnZm5ux4/IDMfrDVVNwOHZuZP+9IJ9Z1xXviM8eJgnBcH47z41N02Pgt8KzPXRsTSrotCIyIs7/hV/Ry2P6O+/iebk3OC84AbgV9M9SKteh2DN5x6Euc2T9ah0/MYayj1NM4RsSQz9/awf+qNXn03j8XXz+yht6r+eVn9udN5OSHGjwR2eU4X/SzbeCuwDbilOVAD8WBEPBY4HbiSaaYOsoqI0yJiXUSsbGqzNBR6EucojoiIM4ANEXFyRBzYz46rs57EWEOvp3Fufeke5T6zQ6VX381NfM8E1kfEicZ5+NT9u98KXJWZd9UZhikT4Nag5d6IWBERnwJeDpwVEU80zn0aeY6IZwEHU4LVnvZptkV5C/AD4IZ9TR00VzwR8TTgbOAoyj6FhwIviYgHMvPT/ei/uulRnA+otXZnAruA2zJzW0ScDFwUEV8G/s5RjcHoRYw7/B0BPGIfo2CaA72Oc0Q8AziRsqfs54CDI+J7wNWZ+UBPO6/OevzdfAplf+jdmbkpIp4DvCcivglcnpm/7N870Qw8HXgRcGz9uct3aQAZEX8EnALcmpkfBYiIpwJviogLMnPRzjb2a+T594AvAbfD2Khi1Cvbg4FzgX8Fbm2eb/9ybbu3jjD/LXAE8NbM/H5m3paZ/ww8ribWGpxZxRnKIpUa543ASGZ+vR6/BngV49NNGoxZx3iidpuIWAtcDbyzD31Xdz2Lc0QcD1wBPAx4X2ZemJkfBHZTZpUO6+9b0RR68Zm9tx4/EfhyZl5Sj38hM8+nDMqdPCfvRl28hXIxdEuXUqrWxdFjgPcBdwCb63ORmbdSSnrO7XO/h1q/kud7KVcut8BYvXJTanEe8DPg4sy8t/X8ZP1aTxlx/sfM3Nmc6PW53wKe3af+q5vZxrnx28DdwEHNgXoC76Hc9WqD00QD06sYty2JiOURcRZlingv8A/gpv0DNKs4R932KiLOpsTy+sz8q8y8NcZv+3wb8Dbg9/v8XrRvsz6f62xhUvYMXlWPtb+b/x14dkS41d0ARcSSiHgyZVb3vObwDF7iL4H7KTuy3FcT56xx/g5lO8NFq1/J8zLgB/V/9MMBMnNPRBwEvBn4MHATTDkauZSSPF8GXD/J3/EtytYrGpxZxbmRmf8FPJPx/UbbV8dfBVY5BTgwPYlx81xEPA54IfB44AFKqc4Nmfnt+tqW5wzGbD+zmyn+jcCPKDOGzXPNSOUu4Lz0tsCDNOvzOce3tFsOvLL+9xLGk/AHKJ/Z7tQxABFxDIzVpK+j3Ir7+maGYbrfr+frkcBrgC3UWYj6b6a5cHoyizz/6lfyfAHwnYg4qKmJqVMAH6TUzrwnM++HKb8sz6eMSF2RmT9rtW36/EZgZ5/6r256EeexuufMvK+2bU8rraJMM2owehJj4KCIOBo4Afh8Zt4EPJUytX9NfV1HnQdnv+PcujA6B/gNypZYh0TE6yLihIg4PIsfAh+aw/ekXzXr87k1C/gu4OiIWFM/v5sLqLdTB0I0t+q5eFREfCwiLqLkSevq09PO3rZmic6njC5fmw+tfW++m19LKe9ZtPqVPO+mjBb/QZQVuMuAy4GHA+fA+N2MprAO+DhlP0rq7zQrgo8Ejgeu6n3XNQO9iHN7JKP9RXxARJxKSbau7kPf1c2sY1xHQl5EKcH5t8zcFRG/AxwH/HdmfhUcdR6w/Y5zK24bKKOONwPXUco37gPOjojlE9pqMGZ9PmfmL6PsFf0g8D3ggii7YB0ZEW+kzDz8fT/fhCZXL1L/hTJqfBMlxzs5IpZlh8V9ddR5KXAWcAml3hkYL9eJiBOAJwGf6cd7mC/6dpMUGEuEVlKG+O/JfeyO0aqlaTZpP5MSuBMz88ZWu+b5yyjJ83My8wd9ewPqZKZxnuZ1msWif0rZXueLwNpmNESDMZMYw9gU33LgSOCQzPzshHbrKRdGf52ZN073b0NzYz8+s5fWaf/TKaONb8y6Kr/VdjPw9cy8tN/9Vzf7Eefm8ZnAsyhrjj5AmRm8EPgm8BLg55l5z5y8CU2rXgi9AHgucElm3jJV25pfnQu8G3hulsWBzfPNQsLPUAZCTspaG78Y9TV53udfOh6kkcwcneT5aykjFn/cTOW3Tt4R4H8ptVlv9wt3eE0X59pmCTx0T1jgTcBaSt3kJhPn4TVVjCNiNXAaZUX+xa3jRwPvB+7IzLfNbY+1Pzp8Zt9IGYl8ZWbeMeEiai3wfOBV6Q0Whto05/PDKWuQLsvMK1vHX08pxzk5Mxf1aOQwa13oPqzOHjwTIDO/OKHdduBO4M2Z+ZN6rPl38STKzNLGzHzfXL+HYdLPm6TsU2uafmtE/EVEHNI8FxErgF8DvtAkzlUzlXQ+ZUXwp0ych9tUcW612VuvZp8VEVuA9wL/B6zMzHebOA+3qWKcmTuAvwEeGxEfjohX1KdWUaaJd4C1zvPBNJ/Zvwk8AvhcZt5R27fXpzwfWG7iPPwmi3OrDvYFlFHqK2FsN4cllBmHbwB/HhEP83weTk3tco4vvr+QcnObRzdtopTE/gy4sUmcJ3g/8H1Kqc+i1s/bc0+pXsXeT/kSnZgg7abWOrdGMPbUWpw/oawA/crc9Vb7a7I4t2YRDqVMHR5L2bj/48CX0psozCtTncuZuRPYFBFHAC+OiEuBpwBfy8xraxsvgueBKeL8U8rgxsTP7GbXpJdStr3SPDAxzq3z89XAJ2qb9o5I90TEeymj0kc0F1Aaei8Gjs3MH8HYeXsnZQu6b9djSygf0c3dJ0+jrG1Y9Js1DCx5rsXrr6lTCdk6Ge+h1Ek2yfGS1tXwuyj7AX8kO2y5osGbGOd6+PAo+08eS1mQsC0z7xpUHzU7k5zLY/XLrUTqTspo1jLKtoSPj7K46PLFXDc3n0zxmb2HsufvdbXpAZRV+UnZeeGXLPLFRfPJFHG+GnhMbbaE8Z0XoGxndh0z20dYA5SZ3wW+2/o568XubsZv3R6ti6QPUfKyix3wGFDZRltrKmFvrasZBS4CDqvHH6zTQ8cA7wDOzczbBtdj7Y986HY3z6F80L4B+DlwXz1px4R3IZt3WufyWOLcnr6PctOEZ1C2OPpD4C7Knao0j0z4zF6SZT/frZRZJDJzT31uOWWv/o9Q6iQ1j7TjXA9dAxzafq7lF5RFgz+csw6q5zJzN2Vmf3WM7252YES8nFK289IsW04uegNZMDidiFhJWR365cy8ISJeTdnqaldmrh1o59QTEXEgJXneDHyNcsF0FWU25NHALzLza4ProXolIl5GKcs5GjgFeG96o4wFpS4C/TPKnuyXUxb8nkKZ+n9hepOjBSEinge8gjL48U+ZuTsiTgKOAf6nvZBQ81MdyDqWUl73E+B5lP3br8zMTwywa0NlKJNnGJvufSLlRL0X+DxlT1g/hBeQKFvpnAl8lDJqMUpZNLg9O+xLqeFX6+bWUOolHwmckK0tKLUw1Dj/LmVWYRclkf5ceqe5BaXG+enAqZQ7/T4e+DTwn07nLxw1zk8Dfgz8ODN/PuAuDZWhTZ61uNSLpZOAN2TmqYPuj3qvxvjZlAviSzPz+gF3SdIsRLlT4e5B90OaaybPkuZcs2/ooPshSdJMmTxLkiRJHQ18tw1JkiRpvjB5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjoyeZYkSZI6MnmWJEmSOjJ5liRJkjpaOugOSJLGRcTpwPHACDAKbM/MHYPtlSSp4cizJA2BiDgnIrZQEuaNrceRiNhWk2pJ0oCZPEtSH0XE+oi4qSbA2yJixSRtNgE7M3NdZu7IzFGAzBzNzCsy8wxgWUSsn+v+S5IeyuRZkvqkJsXrMvM4YAOwAtgyoc16OpRmZOZWYNQRaEkaLJNnSeqDiFgJrGc8Wd4ErJzQZgQ4rGtNc02g1/Syn5KkmTF5lqT+WFcfb66PG+qfM1ptzmHCSHQH2x19lqTBMXmWpP44sz5+BSAzd2bm5qaeuXpCZu6c4evuoOzGIUkaALeqk6Qeq+UYI5RFgKNTNF1W66Ins3qK50Zm1UFJ0n4zeZak3ntGfbx5ylZwT2ZumOyJiNg01XOz6Zwkaf9ZtiFJvdcs6ts+TbvROkrdWUSsBv5jv3olSZo1k2dJ6oF6k5N7I+Jeyi4bAJuaY/vYo3kL47XRXa2h1D1LkgbAsg1J6oG6jdxWgJpAj2Tmo6b5nZ0RcVxErOiycLCOOt89TR21JKmPHHmWpB5qLxbs0j4z1wEbJrvz4ITXXQmckZmbZ99LSdL+cuRZknqr62LBMZm5LiK2RMTtwNb2yHJNqtc17XraU0nSjJk8S1JvNXcRnNGivppArwDeUUevl0XEtvo6Gy3VkKThYPIsSb3V3MCk88hzo9Y9T7o9nSRpOFjzLEm91Yw8f2WgvZAk9UVk5qD7IEkLRkQkMDrdThuSpPnJkWdJ6pG6IwY46ixJC5bJsyT1zowL2PrWAAABkklEQVR32pAkzS8mz5LUO8fVR2+fLUkLlLttSFLvzGjkecItu58AbOpyp0FJ0uC4YFCSeqQuFiQzY5p2K4DtwIbMvKIeG6Ekz94IRZKGmGUbktQDrdtr7+jQfBuwo0mcAbwJiiTND5ZtSFJvrK6P26dqVEs1VgJntI6tADbhDVIkaeiZPEtSbzSLBbdO024dMAqcHjFW3TEKvM7RZ0kaftY8S9J+iIhNwEhToxwRtwM7M3PNNL+XwFZrmyVpfnLkWZJmKCJOB9bX/25KLVbQKsWYxu396Jckqf9cMChJMzda/6yrpRabgM2Z2WWLun22mbB1nSRpCJk8S9IMZeYOYCOwJiK2A6OZ2XWx30bgIaUdETFSy0CumPxXJEnDwppnSZpjEXEO5aYod9dDo5k53UJDSdIQMHmWJEmSOrJsQ5IkSerI5FmSJEnqyORZkiRJ6sjkWZIkSerI5FmSJEnqyORZkiRJ6sjkWZIkSerI5FmSJEnqyORZkiRJ6sjkWZIkSerI5FmSJEnqyORZkiRJ6uj/Ae62sGZjFUqLAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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": 17,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OET\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100_T13 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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": null,
- "metadata": {},
- "outputs": [],
- "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": null,
- "metadata": {},
- "outputs": [],
- "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": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb
deleted file mode 100644
index e8d32d4..0000000
--- a/plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb
+++ /dev/null
@@ -1,851 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:24: UserWarning: \n",
- "This call to matplotlib.use() has no effect because the backend has already\n",
- "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n",
- "or matplotlib.backends is imported for the first time.\n",
- "\n",
- "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n",
- " \"__main__\", fname, loader, pkg_name)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n",
- " exec code in run_globals\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n",
- " app.launch_new_instance()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n",
- " app.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n",
- " self.io_loop.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n",
- " handler_func(fd_obj, events)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n",
- " self._handle_recv()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n",
- " self._run_callback(callback, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n",
- " callback(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n",
- " return self.dispatch_shell(stream, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n",
- " handler(stream, idents, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n",
- " user_expressions, allow_stdin)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n",
- " res = shell.run_cell(code, store_history=store_history, silent=silent)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n",
- " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n",
- " self.events.trigger('post_run_cell')\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n",
- " func(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n",
- " activate_matplotlib(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n",
- " matplotlib.pyplot.switch_backend(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n",
- " matplotlib.use(newbackend, warn=False, force=True)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n",
- " reload(sys.modules['matplotlib.backends'])\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n",
- " line for line in traceback.format_stack()\n",
- "\n",
- "\n",
- " mpl.use('Agg')\n"
- ]
- }
- ],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\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",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "import ternary\n",
- "\n",
- "from utils import fr as fr_utils\n",
- "from utils import misc as misc_utils\n",
- "from utils import plot as plot_utils\n",
- "from utils.enums import Texture"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "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": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
- "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
- "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
- "\n",
- "SM_X = np.load('./chains/mc_x.npy')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "dim = 6\n",
- "sc = np.linspace(-52, -42, 400)\n",
- "energy_binning = np.logspace(np.log10(6e4), 7, 20)\n",
- "spectral_index = -2\n",
- "\n",
- "bin_centres = np.sqrt(energy_binning[:-1]*energy_binning[1:])\n",
- "bin_width = np.abs(np.diff(energy_binning))\n",
- "\n",
- "nbins = 25\n",
- "fontsize = 23"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100.append(fr)\n",
- "frs_100 = np.vstack(frs_100)\n",
- " \n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OET, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010.append(fr)\n",
- "frs_010 = np.vstack(frs_010)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OEU, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120.append(fr)\n",
- "frs_120 = np.vstack(frs_120)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OEU\n",
- "\n",
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100_T12 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100_T12.append(fr)\n",
- "frs_100_T12 = np.vstack(frs_100_T12)\n",
- "\n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010_T12 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010_T12.append(fr)\n",
- "frs_010_T12 = np.vstack(frs_010_T12)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120_T12 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120_T12.append(fr)\n",
- "frs_120_T12 = np.vstack(frs_120_T12)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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TQjzDQYlIZYhu95hjC5BJzy5trEXSGJM1RMQlIpOAM/xJpDhUdQvwaXxdnytFxJXOWE3chhpn9irHW4T8SUK4ZXsqGdgtHS4ZiSrhDEhQBlsy6NUIzom3jlieQSr46404PhFZ5m+RVtUmVV2rqv6xsovCXD+YoX6WMvXZZQVLJI0xWUNV+4B9QJWInB9wXJ1k8lfA/8HXknV9msI0iRHYdR3KsTGHTqK1kRALUTsJSSW+yS7BysKcG621+FrMBnC26msNF59zzoIE1BHrM0iUsuADziSbSnyTjKKNL1TCuIbIEv3moPMGvSYDnl1Ws0TSGJNtxuAbE3mBiHjUWXcDEABVvQfYAjzgtF6a7NQKLAyVZDlrKa4P6q6sBRaEWEz8KXzrQgZ3bT7LwKRxEb6Wp2kh4hlsAkU9UBkcq/O9v+t9oRNfdYhzImntiqSOaJ8BhEgA8SVeoZKvUsI/h1ALuQfXG0189SHGyc7nxKEA4RLEDQw+JjbUdcl+dsOWLUhujMk6IvJ/gA8Dt6jq5oDjLlXtE5FzgNeALwN/q6r9aQrVxMhpZVvrJErzOb4wdSnh9+D2L/h90Dl/mnNuyETNSUj954IvIVuD09qpqvODFir3t1ytDpVYBJTnf++EJXGC4mty7mVjNOP3oqwj5DMIuqdWfGM3a0Pdq3O82inTf3y9qtYHlLcBX/LWwIkLkp+wgHkU8fmT6xp8rYulTrkNqroxRPxrA+NxyliDb8JQq3MfTUNdl4xnxwhgiaQxJmuISI6q9ovIaGA78EPgscDB9wHJ5GeBB4GTVPVomkI2ZtjzJ5IaYqcYM/xZ17YxJms4SWSuqh7GN3P7LuBKEQlcgaLfOfdL+FoWQs78NcYYEz9LJI0xGcGZfO0N/D7Ueara63z9MfBL4O+AmQHvq4j4/237LDAtKNE0xiTWiFqA25zIEkljTFo5S/oswjfYfYOIrBSRaf6Z2ENcfitQADwiIlUBxzXgq8uffBpjEkdEKkVkHb71PB9J8qLhJkPZGEljTNqIyGTgLOAdVf2riFyAby3ITwEfVdXtznmiQf9YBYyXnAf8O/Bj4Juqui3gvcnAXFV9PqU3ZowxI4QlksaYtBGRe/DNejwQcCwH+C3gBZaFm3HrP9dJGO/Al4B2A/eo6l5npunHge9GuxOGMcaYyFgiaYxJOSdZHAf8G3C5qnY4x9Tp0h4N7MC3pMgjqvpumFbJY8dE5GxgOb4hO/uBXwC/Db7GGGNM4lgiaYxJGxFZD/xUVX8UcCxXVXtFZCHwDPAk8AVVPRKUOIp/Yk3wOpEiMkZVD6XyXowxZiSyyTbGmLQQkUJ8XdEfEZFjO0QEzMpeh29buDuB851jGnCeOl/7nfJc/tnalkQaY0xqWCJpjEkLZ5Hw3wI34NsF45iAhPBe4Chwd/B2aSIyRkTuF5FLnXP7bAcbY4xJLUskjTFpo6rfAd4BvhC4x61/4XHn20XAJ4GJcDzJxDcZ5xHg4wHHjDHGpJCNkTTGpJWITAO2AN8AvuTsWuN/zz8r+yfAaFW9Iuj4dFV9Lz2RG2OMsd/ijTFppaqNwBeBzwAX+1sXnck0/q7q7wB7g49HkkSKyB3O+pTGGGMSzBJJY0zaqeqXgV8DXwEudo5pQPd2G1DhPx5l8UeBJ0XElaBwjTHGOCyRNMZkik8Bh4FaEbkIjs/gBvqBp2Isd51T7uJ4AzTGGHMiGyNpjMkYInIOcB9wLvAl4A/4tlAcA/xMVXtiLHcW8BJwmu1yY4wxiWOJpDEmo4jIGOBKfMkk+LY4fCcB5a4F2lT1gXjLMsYY42OJpDEmY4XatSaOsiqAN4GPqerbiSjTmFiISB5Qhm942eFkL6AvIpWq2pTMOrKZPZ/4WCJpjMk4ofbVTlC5DwA1/mWEjEkVEZkAXAbMzYGT88ArIF3Q0+tbkWAz8EtgSyJ/9kVkAdCkqg2JKnO4EZFqoFJV16c7lmxkiaQxZsQQEQ/wBnC/qv4i3fGY4U9ECoA73XD5BKgog7JCyBsLPTmgLeA5Aj2HoHUX7DsKrwHfVNWdCai7Gt8vTk+Eeb8GWKOq0+KtK4JYKoFa59tKoBioT3aCKyJ1gL+1sRJYH6r10TlvoyXc0bNE0hgzoojIlcDXgbNVtTuNccT1IR7pB6RJHxGZDHxhEpwxFU76GLR+EvbPgqP5oOBbjuBdyPsFlP0aypuguQma+uCfVPWVOOvfoKrzQxxf4/yxEVitqhJPPRHEUQksCExonZ//DUCtqq5NUr0bCEpWRWQTsDBMMhnyeZnBWSJpjBlRRESAXwC/VtV/SkP9cX+IR/sBaVJPRCYJrD4NZs2C/M9C0xnQMdg1LeD6Ckx5GQo2w9td8HisyaSILAMYLElzWiw3pSCRrAvVKioiq4E6oCTRqyk4Xfq1wYlhuOPOe0M+MzOQrSNpjBlRnPFnDwCPOhNwUl1/rarWAhtjud75ICREF9zjwJqBV5hUcxbSr5sO51wA7qdhy1BJJEAJ9K2Gptug+Uw4LQc+44ytjEUt8FyM1yZarT9JC/Ks87UmGXUCobqpG4AaESkO8d5zQH0SYhnWLJE0xow4qvoW8CPg79MdSwxi+YA0qfXpsTDrNBj9NXjP340dqXth18XQXgnTgBVOK3rEnJ+B5gxaM7UV372EOg5QmoQ65+Br9T9BQIv9nBDvtQJNTkutiZAlksaYkervgGtE5Nwhz8wsUX9AmtRxJnT9zVSYcj+8X+QbBhmVHOBh+OAUKCuA2cCMKItYhG/8YdKISKPTNT0kVZ2tqqFa+iqdr68muk58k3maB3m/MszxDSSnhXTYskTSGDMiqWoL8HngG1m2D3esH5AmNT5SBidVQd8Fvq05Y1IGfZfAgYm+PeYvjfLy+YRutU6kBkL8QhOlWqAhipnSEdUZYat8uHMagLkRxmOA3HQHYIwxafSvwFeBNhGZq6qb0xzPoOL8gDSpMbMUii+Eg/G21FwOB9f5uoRnRnlpJcdn9CeFqi6M53r/0kTAJUmoc6iu8lZ8C8KH0oT9MhYVa5E0xoxkEysqKgqBPOANEdF4XimIN54PSJMalQVQeCYcjbeg06CjELw5MMlZjzJSQ7VaZ4J1+FYZSEbL6VD3XgwcHORa+2UsCtYiaYwZsfLz8792yimnyNixYzly5Ejn9u3bqxKxEHQSxfMBaVJjtBvc46En3oI8oGOgxwu5HVAEtEd4aWkGTbQZQETW4Vu+KqaVC4aiqq0RzE8K+Xyca61FMgrWImmMGZFE5MJTTjnlUzt37uw9evTonydMmJCXl5f31XTHNZgIk4OMTSBGiH4F7YWErM3YB9Lvm/Ud1aSdTJ2970yWeTYF2xEO1UUdsuvfeW72/1AULJE0xow4IuIqKChYc/ToUa699trc73//++du27ZNvV7vDSIyL93xDSGmD0iTMnu7oLPRN1wiLq3gagZXl68lMprkppnkLKkTF2ctyT8FJ5FJWm6ngRDDPPytjUO0htr/Q1GwRNIYM+Lk5OQsdrlcp/b19bFkyRImT57Mpz71Kenq6qKwsPBbIpLJ/zbG8wFpku+vbXD0LzAq3oL+BEUdvrGWW1W1N4pLm8iwcX7OlojNYZLIZCS9zxJ6GZ8aBt8MoJLMH1+aUTL5H0tjjEk4ESkeN27cP06ZMoWHHnqI/Px8AO666y6mTJnC1KlTZ7lcrlvTHOZgYv2ANKnx/++Dg/8NZR1xdm//HMoP+Ma8/inKSyOdeRxzAici68LsVhPq3GpgIdAqIjXOa4GzS9MjRNgCGE2dTsLa7CSwgWqdVzhJn/E+3FgiaYwZUYqKiv7hpJNOKhw9ejRXXHHFseOFhYUsXrwYt9vNxIkT/0VE4m5RGsKQH+KhPjjj+IA0qfFuO7y1C9q+C+NjLeRPUPhHKNoD+4BfRXn5BnxrSYYkIqudCS/rnO8bo0nSHNWE3q0mlJeBZU5c/pe//gVR7A8fTZ04+2nPF5Flzms1Q+9HP9eJy0RIfNvOGmPM8Ccip06ePHlLXl5ezhNPPMHMmScuz9ff389NN90EQHt7+zObN2++KQkxrMbX6lGDr/uxCV939QZVXRt0biOwPtSuIE45/sWZpwFrovhANkkkIufmwerZcOa/wDvnRj7bGvCNjVwMZ/wedu6Fp1X1+zHE0KiqESddxkdENqnq7HTHkU0skTTGjBijRo36b5fLdeFll13Gl770pZDnvPbaa9x555309fVx6aWXfuiFF16ItlvRGETk3gq44VyY8hV4d1aEyeRBcD0AM/4AR9+D3wOfUdXuGOpfBzyepHUahyWnC75WVa1lPwrWtW2MGRFcLtcV48ePvzAnJ4f7778/7HmzZs3ikksuYcKECezateuFFIZohpe1+2Dja/D+cjj1SZjYPshnbj/wcyi5Gc76PRx5DzYBX4gliXTUY0MdolULRLqXt3FYi6QxZtgTEfekSZO2lZeXj7/ssstYsmTJoOfv2bOHm2++mcLCQmbOnLniJz/5yT+nKFQzjIiIG1iSB9dMg8kTYPT5cPAsaKuEDhewGzxboPAVKPsA+t6HD1rgj8DXVPVAnPX712y0VskhOK2R14UaRmIGZ4mkMWbYKywsfGj69OlP9Pb2sm7dOjwez5DXfPvb3+bll1+mr6+v86STThr90ksvxb1TiRmZROQc4JZ8OKscSoug0At5AvRAz1E4ehBaD8H7wAvAi5qgD2cRWWNdtUOz5xQ7SySNMcOaiJSPGTNm29ixY/Pq6+u5+OKLI7qus7OTRYsWcejQIaqrq3/4s5/9LJOXBDJZQESmAXOA6UA5vq7uQ/gmTW0GNqlqVDvYRFBnMbAoeCKXOc5ZhmhjJm8rmckskTTGDGtlZWU/7ujouHHOnDl873vfI4I9eI/55S9/SV1dHV6vV6+88spTfvjDH36QxFCNMSbr2GQbY8ywJSLnjhkz5sbx48fz2c9+NqokEuDSSy/lnHPOoaqqSnbu3GkTb4wxJoglksaYYUlEZOLEiT8qLy/nwgsvpKqqKpYyePTRR2ltbeWDDz6ovvXWWy9LQqjGGJO1LJE0xgxLeXl5C8eOHXvmwYMHWb58eczlnH766cydO5fy8nK2bNnyQ4m2WdMYY4YxSySNMcOOiOR7vd7v7N27l1tuuYUxY8bEVd7KlSt5//33+etf/zp24cKFn01QmMYYk/UskTTGDDvjxo37/KhRo0qLi4u5/vrr4y6vrKzs2NqTr7/++ueuu+66/LgLNcaYYcASSWPMsCIikwoKClbl5eXx2GOPkZubm5Byb775ZqZMmUJBQYGnra3tmYQUaowxWc4SSWPMsDJlypR/LSsry50xYwbz5s1LWLlut5uVK1fS2dnJW2+9dc1tt912WsIKN8aYLGWJpDFm2MjPzz+vs7Oz5tChQzz44IMJL//CCy/kpJNOYvTo0TQ1NT2f8AqMMSbLWCJpjBkWRCRn9OjRP25vb+eSSy5h8uTJSamnrq6OxsZG/vd///eMW265ZVFSKjHGmCxhiaQxZlgYP378XRUVFVNLSkq46667klZPZWUlixYt4vTTT2fz5s1PrVixwpYDMsaMWJZIGmOynoiM8nq9X3O5XNx3330UFRUltb777ruP9vZ2VHX0rl27nkhqZcYYk8EskTTGZL1p06Z9c9y4cfkej4drrrkm6fWNHj2a22+/HYA33njjM7fffntJ0is1JkYiUpnuGDKZPZ/4JGZdDGOMSZPCwsJpHo/n9iNHjvCtb32LnJzU/H68aNEinn/+eVpbW3P37NnzLPCJlFRsspKI5AIfAeYAVUAFIMBhoBF4A/gvVW1LcL0LgKZEljkMFYvIAlVdn+5AspGoarpjMMaYmM2YMWPTnj17qi+++GK+/vWvp7TuP/7xj9x2222UlJRw1VVXzf3e9773akoDMBnP2VJzPnATeUyhkDLcFJKLFxD66aGHo3TQylH2oPwC+JGqdiag7mqgRlUHDL8QkTqOJ5iVwHpVTXrCKSI1wBpVnZbsupz6IrpP57yNqtqQiriGE0skjTFZa+rUqZ90u90/U1V+8IMfMH78+JTHsHLlSvbu3YvH43n/97///SkpD8BkLBEpAh7Cy8coZSol5DCN/YznCKV0koNyBA97KGIrZey1/xuFAAAgAElEQVShgENso43NwFfiTexEZIOqzg91HKgPTJpEZBOwMFnJpIiscf7YCKxW1aRPUov2PsM9LzM4GyNpjMlKIpLrcrn+dcyYMfzN3/xNWpJIgIceeohDhw6xd+/eqTfeeOPStARhMo6IFAJfYjSXM4npXMBuFvIGs9nDJI6STx9e+hlLJzM5wCd5h6t5hylMoJyPInxFRKriqH8ZsC7E8QUAIVreHgfWBJ+fKKpaq6q1wMZk1REoxvtc5zw3EwVLJI0xWen000//XFFRUWl7ezt33nln2uI46aSTuPTSSyktLeX111//pxUrVrjSFozJCE539v2M5iNMZBzXsIXTaWaoNrhxtPMp3mQawljOAj7ntGrGohZ4LszxUN23DUCNiBTHWF+mieU+nwPqkxrVMGSJpDEm6xQVFZXs2LHjkQ8++IB77rmHvLy8tMazbNkydu7cybZt2wp37NjxnbQGYzLBhXi4iDImcRlvM5ruiK/MRZlPIxNxM5rTgCXRVu4kSc2q2hri7Tn4updPENDVOyfa+jJU1PfpPK8mZ2ypiZAlksaYrFNVVfXjSZMmuU899VQuu+yydIdDQUEBq1atYtSoUfzlL39ZvHjx4gnpjsmkh9MaeSMlTKWa7RRHkUT6uVAuYCvFTCKHT4hItD9Pi4ANYd4rBpoHuTaipXBEpFFEVkcZV1yirDPW+9wA1EQV2AhniaQxJqtMnz69uqOj4/Kuri4ee+wxfJ/b6Xf11VczefJkSktLc7Zv3/5CuuMxaXMuHqYxBg9ncCDmUsroZDKtjKIciPa3pfmE6NaNsNs60q7tBkK0+CVZRHXGeZ8NwNxoghrpLJE0xmQNERGPx/P86NGjmTdvHmeccUa6QzpGRKivr+fAgQNs3br1I7fffvvH0x2TSYtZFFLCVA4Q72jZGRwgn1JgVpRXVhJ67cjSIa5rBcoiqUBVF6rq2ijjiksUdcZzn01E2CprfCyRNMZkjblz5y7et2/f1IMHD7Jy5cp0hzPA2WefzezZsxER3njjjR+nOx6TFlW4KWIc8S8sPp6juCkApoiIJ4orw3XrDtbV67/uYBT1ZKp47rOZyFtlDZZIGmOyhIh4du7c+Y22tjZuuOEGysoiajhJuQceeID9+/ezefPmCTfeeOOD6Y7HpFwpuXgYQ1fcJXnoJ58ecskDxkQTQ6iJNmEm3wSL5JyMFs99Otdai2QULJE0xmSFefPmfauioqKwqqqKm2++Od3hhFVRUcGSJUuYOXMmf/7zn/9hxYoV3nTHZFJKAv6b+HIjPTn8OMGhum6Hy3aKMd2n89yyPplOJUskjTEZ79xzzz159+7dd/b29nL//ffj8UTTy5d6d9xxB52dneTl5Xk/+OCDH6Q7HpNSLfTRwyHi/wWiB6EDN310A4eiuLKZ8OMEGwgxPlBEKgFUNSULhqdAPPc5XJLplLBE0hiT8bxe7wvjxo3LGT9+PBdeeGG6wxmS1+tl+fLl9PT0sHnz5kVLliyxrrKRo5FujrKPwrhL2kshvXSgbFPVaLrKmwg/zu9ZQi9vU0OKdp1JkVjvs5Khx1iaAJZIGmMy2ic+8YlLN2/ePOfdd9+lrq4u3eFErKamhpKSElpaWqSxsdGWAxo5XqeDFt5nLBpnSe8xlg5agNejvDJst66qrgeaRSQ4yap1XhERkVi3ExxqRnVC6ozjPsPNeDdhWCJpjMlYIiJ79uz50ejRo7nmmmuorMyehj0R4ZFHHqG9vZ2mpqZz7rzzzqvTHZNJiVfpZCut9PF27EkTh/DwPqUcYT/wUpRXb8C3lmRIqjofmC8iy5zXamBhwK4vkagGpkV6soisFpF1OPt/O4uLR5uMRlVnjPc5lxB7lJvwRDXeX5mMMSY5rrjiii9u3779bzs6Oli3bh2jR49Od0hR+8IXvsDbb7+Nqracd955ZU8++aT9ozvMichleKnjJKbzKTZTRG9UBfQDL3Iqf+Uwh3heVR+PIYZGVY046TI+IrJJVWenO45sYi2SxpiMdNlll41ubGx8RES4/fbbszKJBFi5ciWtra0cPXq0ZP/+/X+f7nhMSvyKLv7AQfbxS07lKLkRX9kP/BensAPhEO8Cse7d3mB7RkfHeV6vpjuObGOJpDEmI/X29v5ERNxut5tFixalO5yYlZSUcOONN+J2u/nDH/5Qt3Tp0qJ0x2SSS31dfV+llVfZQSv/H2fSFME6kM14+Rmn8S4e9rEZ+HKEayKGUk8UYx4N4HteKd0/fDiwRNIYk3FuuummWb///e8v37FjB6tWrcLlinevufS64YYb6OzsZP/+/e6dO3c+k+54TPI5CeDDtPKfbGcrG5nCTzmdzYylGe+xiThtuGlkDL9mGj/lTLbSwl7+iPKYqm6Oo/4moNVaJSPjPKfWKMeJGmyMpDEmA51//vlNnZ2dp1RUVPAv//Iv6Q4nIX73u9/xxS9+EVVl3rx5pz/zzDNvpzsmk3wi4gKuAa6jkIkUUIabQnLxAEofffTSTgettLGffjYCT6vqkQTVv0ZVrWVyCPacYmeJpDEmo9x0001LNm3a9FR3dzff//73Oemkk9IdUsLcfffdHD58GLfb/dZvf/vbM9Idj0kdEckDPg7MAarwLYMjQDvQCGwGfqWqBxJcbzGwSFXXJrLc4UREFgAb4xhGMKJZImmMyRiXX355zo4dO44UFxcXzJo1i3vvvZe+vj76+voA8Hg89Pf309vrmwTrdrtR1RO+B+jp6QEgNzcXETnh+5ycHLq7uwFwuVy4XK4B3/f09KCqA77PyckhNzeX3t5e+vv7B3wvIrjd7mMxB3+/fft26uvrAZgxY8bC559/fn2KHq3JME5LZQ7Qq/ZBbLJY5DPJjDEmydxu9z/v3r27oL29na9//evk5uaSmzvwn6ngLRKDv/cnlOG+Dy4zVd9XVVVx3nnn8Ytf/ILNmzc/JSLPWxIxMqlqH9CX7jiMiZdNtjHGZISrr766/C9/+UvtkSNHuPfeexk1atSxlsThoquri7vvvpvOzk6am5uLr7jiiqjXBzTGmExiiaQxJiO0tbU9V1ZW5po1axZXX301Ho/nWJf2cNDZ2Ul+fj6jRo3igQceYMKECbz33nur5s2bl50LZBpjDJZIGmMywBVXXPGhpqami44ePUpdXR0iAvi6rIdDq6R/PKX/vhYsWIDH42HUqFG5eXl5P0lzeMYYEzNLJI0xabdr166fjBs3jpkzZ3LOOeccO56Tk4Oqku3DCP0TdfxycnJ46KGH6Ojo4N133738sssuOyuN4RljTMwskTTGpNUll1xy5zvvvHPKe++9x6pVqwa8LyJZ38Xd09MzYALOnDlzqKqq4siRI+zbt89mbxtjspIlksaYtBGR3J07dz45adIkFi9eTEVFxYBz3G73seV5slFHRwderzfkew899BBut5sjR47MuPzyy29OcWjGGBM3SySNMWnz0Y9+9J8KCwsLPR4Pd9xxR9jzCgoKaG9vT2FkidHX13fC2MhgEydO5Oabb6a4uJgPPvjg287agsYYkzUskTTGpMXJJ59cvnv37rvb29tZvnx52FY7P//C39mkq6tryPtaunQpR44cwev1jrrkkku+lqLQjDEmISyRNMakRXl5+bM9PT2uiooK5s+fP+T5Ho8nq7q4Ozo6yM/PH/K8/Px87r77blpbW3njjTeWz507tywF4RljTEJYImmMSbmzzz77w2+//fbH9+3bR319fdiu32D5+fl0dXUlObr49ff343K5Ir6vK6+8krKyMo4cOeLyeDzrkhyeMcYkjCWSxpiUEhHp6+t7bubMmVx77bWceuqp0VyLiNDf35/ECOPX19eHyxX5cEcR4XOf+xyTJk1i586dH7/44os/lMTwjDEmYWyvbWOGMfE1id0BnO28XgGeUNW0zVw599xzF3d3d09ubW1l5cqVUV+fk5NzbIHvTNTf34+qRpVIAsycOZPq6mo++OADWltb1wFTkhOhSRcRGQfMBqYD5YAAh4FG4A3g3WTsvS4ilaralOhyhwt7PvGRbF/o1xgTmoiMAlYCXcDvgc8AlwPvAHeo6htpiMlbWVl5sLi4uPDKK6/ktttui6mcSMcfpkNnZyderzfibu1ABw4c4MYbb8Tr9TJx4sS7Nm7cuCYJIZoUE5Eq4CZwfwjKS6GoCPK8gEBPNxxth4OtcPRtYB3w20QllCKyAGhS1YZElDcciUg1UKmqtp5rDCyRNGYYEpF8oB74N1V9J+D4POA/gA3Araqa0v0HzznnnG+9//7790ycOJF///d/x+12x1SOqtLR0UFBQUGCI4xPX18fPT095OXlxVzGU089xdNPP43X6z1aUFBQ8t5772X/HpEjlIjkADeC+waonAwVpTD3EJzZBqd0QK7Cbi+8VQh/KIXd7bB1Gxz5DfCkqh6Ks/5qoEZVnwjzfg2wRlWnxVNPFPHUAf6Wv0pgfbJbAiOt0zlvoyXc0bNE0phhSERmAmeo6nPO9y5V7XP+fC/wj8B0Vd2WqpiKi4snjBkzZkdra2vON77xDS644IK4yuvq6sLlcg3YMSad2tvb405uu7q6uOKKK8jNzWXSpElP/+Y3v1maoPBMCjlJ5CoovRKmT4OrmuGuXTA2zBpW3QLPjYXvnwR/3Q3bXgUeVdWWOGLYoKoDlkQQEX9LdyOwWlWjbz6PIRagPjBRE5FNwMJkJZPR1hnueZnBZeYgI2NMvBTYFPS938vAbuC8VAZ08sknPzdu3LicD3/4w3EnkQBerzejlgPq6OiIqyXSz+v18uijj5Kbm8vOnTvvnDNnzqQEhGdS7zYouwrOqYKvNsJj28InkQAehZv3ww/ehHlj4ZQPA58TkZh+UxKRZfi6yQdQ1VpVrQU2xlJ2DLEscOoNbu17HEjK8I0Y61znPDcTBUskjRmeioCvichKESlU1cBpznuAfCCubrNoTJ069aPt7e0fPXDgAPX19QkrNz8/n46OjoSVFyv/5J9ETQC6+OKLmTBhAsXFxTlut9vGbWUZETkdPAthxjT4+7/Cx45EfvVJ3fDPb8NZY2HsHGBBjGHUAs/FeG2i1QKhuowbgBoRKc6QOp/DNyTIRMESSWOGIVX9I9CDb8b2yf7jIpKrqq3An/B1ayWdiEh/f/8zBQUFXHLJJUydOjWRZeNyuejr60tYmbHo6enB4/EkrDwRob6+ntbWVt59992PXHzxxR9PWOEmFe6EaVPh2n1wfhRJpF95LzzYBKdMhZzrRGR0NFc7SVKz8/96JphDiH9vArqX52RCnc7zanLGlpoIWSJpzDATsF/zrcAnVfVt/3uq6u9aGwv0B1xTnqx4ZsyYcc/evXtPPnDgAPfee2/Cy3e5XKRzrLd/zchYZmkPZvr06Zx//vl0dXWxc+fOH0uiKzBJISKVkHc2TBgDtbtjL+ljR2B2B4wbD9REefEifBPqkkZEGkVkdYSnFwPNg7xfmUF1biD65z2iWSJpzDCjqn0iIqraqarbnUH/AIiI22nd2AHsDLiswvcBmFgiUtjd3f3VqqoqVqxYwahRoxJdxbEWyXQlk729vVGvGRmpFStWUFZWhtvtnnDxxRc/mJRKTKLNg3Fl8LGDUBTnyvlX74PyscBHorxwPqG7dROpgQh6NSLsto60azsVdTYAcyOMx2CJpDFZRXy8gd+HOi9wDbrA8ZHOcj9efIsfdwVcX4ZvkeSEOu20054sLy/Pz8vL49prr0108cd4PB46OzuTVn44/sXHk9VYWFxczJ133onX62Xbtm3/MH78+Phn85hkmwZFhTArhi7tYB86AgUFQGXgL4QRqOT4kjdJoaoLVXVtBKeWDvF+K75/fzKlziYibCE1PpZIGpMFRMQlIovwDSDf4EyimaaqGkOX53igRVX7nevdwEeBbycy5qKioqk9PT13tLa2UldXl7RWO/CNKczJyUn5WMnOzs6EzNQezPXXX09fXx/FxcWeGTNm/CCplZlEmAB5+TA9AbPAyvqgpB+8RQydHAUaqls3lYaKoxg4mEF1NhN5C6nBEkljMp6ITAYuAxpU9f8AjwGnAP8pIif7Wx+jSCjHA1udayYAX3LKfDqRcY8fP/7f2tra5LTTTmPOnGSMpT+R1+ulq6sr6fX4pSKJBMjNzWXVqlV88MEHbN68eeHHPvaxlCwebWLmAhFwJ2isRa5CjhDd53Vppky0iTCOhMYaT53OtdYiGQVLJI3JfFcBf1TVvwKo6ivAA/jGOf67f4bhUFuqBSSaR4BWETkb+BFwGzBTVR9PVMAnn3zyJ9ra2j5y6NAhHnrooUQVO6RULQfU3+8bLZCq/b7PO+88zj33XFwul3R3d/97Sio1sWqD3h7YF9u2TSfoAQ7nQncvcDSaK5O0pE6shuouTkY3fEx1Os8tI5LwbGGJpDEZSkRynBbDRTgfIs4xccY9Xg7MAD4rIjOc98O2SgYkmkXA7cCv8O27PTGRO0uIiMvr9f5w4sSJLF26lIkTJyaq6EjqTkkXd1dXV0paIwM9/PDDjB49moMHD541f/78a1JauYlGE7S3w5bC+It6Lx/auqFvt6pGk0g2E11XeLI1EGJMon+Cn6omY2H0eOpM6vjS4cYSSWMylDOGcTdwALg24Jg660EeBhYDVwO1IjIqeMxkmMTyCuAm4BpVvce/dWKiVFVVPZSfn1/R2dnJsmWp3yTC7XYnNZFM9JqRkZoyZQrz58+nuLiYXbt2fS/KyRcmdd6ClkPw2wQkcr8qhcOHgC1RXthEZo3ze5bQS+rUkLzddWKts5LMGV+aFewfImMymIgUAt3AR0Tk2G/X/vUgVXUdsBa4EzjfORY4YztUd/fPgRJn0fJExzvm6NGjX3C5XNTW1pKfn5/oKobk32EmWcmkqqasSzvY3XffTVtbG319fSWXXHLJP6QlCDOU38OBnfC2G/5YFHsxR3Lg1xWwax/w6ygvjnTmcczJrohEvJ2gqq4HmkUkOLGrdV6ZVGfSZ7wPN5ZIGpPBnO6s3wI3ALMD3/O3SKnqvfi6vu8OHhclImNE5H4RuTSgzP9U1aQMJJwxY8aatrY2r9vt5sorr0xGFRFxuVz09g6yrXGM/GMj07U2eFFREXfccQe7du3iz3/+80Mf+tCHxqQlEBOWqnaC/gK2b4evnQIdMf6wfHUybG2Fo28Ab0Z58QZ8a0mGJCKrRWQdzl7czkLf0e4zXQ1EPPFLVecD80VkmfNaDSyMclhNKuqcS5g9yk1oks4dIYwxkRGR/3H+eHPgP4JOF3eviJwH/A7fpJktIpKjqv0iUgFsBr4HPBq053ZClZWVnT5mzJg3jx49KmvXrmXmzJnJqioiXV1d5ObmJnTZofb2dgoKChJWXiz6+/tZsMC3/XJxcfGvfvOb31yW1oDMACLiAZ6E0y/wLbjwlSbwRPFh+38r4J/Hw59fh94Vqvp+DDE0qqrN8I+SiGxS1dlDn2n8rEXSmOxwC74WydrAfXedJDJHVf8HeA74mnO83zm+DzhfVR9OZhIJUF5evq6iokIuvPDCtCeRkPjlgFK13M9QcnJyeOyxx+jo6GDXrl2XXnrppeemOyZzIlXtBp6AdzbDhhy491T4IIKBte058OXJ8C8T4M23offbsSSRjgbbMzo6zvN6Nd1xZBtLJI3JAqraCHwR+Axwsb9bO2AGN8B3gL3Bx1X1vWTHV1VVtTA3N/fMvXv38sADDyS7uoglajkg/w426RobGay6upozzzyTkpISmpubn093PGYgX89B/2Pw5ibYcAhuP9OXJL6VH7DNvWNvLjw9Dm44C36UC39+Azq+qaq/jCOEeqIYf2gA3/OKdC9v47CubWOyiIj8B76tDO/zL18R0L09G/g7VY1qcKKzs81PgVtUNerZiiLiHjdu3N78/PyS6667jqVLl0ZbRFJ1dnbi8XjiSgIzoUs72O7du7nhhhtoa2vjvPPOu/PFF1/8frpjMgOJyBjgHsi/CCZWQGkZjHHB+E5wKRz0wH4XHGqFPfugdQvwjUT8AuiMCXxWVZO973bWc1ojr1PV+nTHkm0skTQmi4hILvA/wAfAt1T1vwPemwVMUdWfxlDud4BuVV0Z7bVnnXXWV7Zu3VpfXl7Oiy++iNfrHfqiFIunW7qrqwu3250xrZGBvvWtb/Htb3+byZMnt5WUlBT/8Y9/TO0ekSZiIlKFb+mtueAZC/le3w44XT3QcQjfhJqXgFcTuSSXiKxRVWuZHII9p9hZImlMlhGRc4D7gHPxbW/4B+AsYAzwM1XtiaHMcnxr1V2oqhGvWVdQUDC2oqJid1FRUe7y5cupqQm1bFv69fX10d/fj9sd3WYjqpq2dSMj0dnZyaJFi3C5XEycOHHNL3/5y7vSHZMZnLO2aylQAQhwCNidrDHMzkoOi1R1bTLKHw5EZAGwMVO2lcw2lkgak4Wc7rIr8SWTAN9V1XfiLHOlU+alQ2236Hf22WdvyM/Pr8nPz+fpp59O27I4Q4k1Iezr60NVyc3NTVJk8fvFL37B008/zZEjR/pPPfXUk1566aXd6Y7JGDNyWCJpTJbzL/WTgHLcwF+AOlX9j6HOnz59+of7+vr+Nzc3l29+85vMmDEj3hCSKpYu6kyZqT0YVeW2226jt7cXr9f7P6+88sr56Y7JGDNyZN6gH2NMRPzbHyaqS8zpEr8f+EcRGXSgo4hIb2/vT1paWpg3b17GJ5HgWw6os7Mz4vM7Ozuj7gpPBxHh4YcfZsuWLWzatOm8BQsWXJTumIwxI4clksZkqUi7n6Ms85fAO8Dywc6bNWtWrcvlmupyuVixYkWiw0iavLy8iJYDUlVUNaGLmSfTGWecwVVXXUVFRQVbt259Jt3xGGNGDkskjTHBHgAeFpFxod4Ukby2trZ/LCws5L777qO4uDjUaRkpJycHETm21WE4HR0dadknPB73338/AF1dXRM+/elPP5TmcIwxI4SNkTTGDCAiXwOKVXVJ8Htz5879Xm9v7x2qyrPPPpvRE1HCGWxdyGRsrZgq3/3ud3nxxRfp6enpmjJlSvFLL70UeV9+AolIHeDfyrMSWB/NnsrOTONHgINAGVAMbFDV9YmO1RgTn+z7BDDGpMLfA2+LSHXgYsYzZsyY0tzcfHtxcTGf//znszKJBF8Xd1dX14A1L7OtSzvYLbfcws9//nOOHj3qBf4vsCjVMYjIBqA+8OdGRDaJyMIoksnVwWv6ichqESm1ZWyMySzWtW2MGUBVDwF/C3xTAtb0KSgoeL6jo0MqKys577zz0hdgnPxd3ME9Mr29vVkxwSYcj8fDypUrOXDgAL/73e8W3HzzzdNTWb+zHh8hdlJ5HFgTYRl1oc51dhyxBaONyTCWSBpjwvkeUITTqnX++edf3tbWNru8vJyHH344vZElQPBYSf9+2tnaGul30UUX8aEPfYjTTz9dtm/f/kKKq68FQm3H1wDUOF3WQ5mW2JCMMclkiaQxJiRnm7aVwBMiUtjS0vLDsrIyLr30UqZMmZLu8OLmdrvp6Tm+CVBvb2/WJ5F+jzzyCC0tLezcuXPmLbfc8ukUVj0HaAw+GNClPSeCMjYBTwUnnc73EY+zNMakhiWSxpiwVPUV4H/Ly8tf9Hq9Zc3Nzdxzzz3pDithPB4PnZ2dqOqwSiSnTZvGRz/6UcrKyti8efP3VqxYkaoth4qB5kHerxyqAGcMZDGwVUQC99xcBiyNLzxjTKJZImmMGVRhYeHfHThw4MIdO3awZMkSioqK0h1SwuTk5KCqg87izlbLly9n586dvP/++2N27969Otn1RdhtHdFaUao6DdgIbBCRdSKyTFWfsL2Qjck82Tnl0hiTMtXV1V/761//ymmnncbMmTN566236O/vZ+LEibjdbrZv335srOHYsWMpKSmhqamJvr4+XC4XHo+H8ePHs3//ftrb2xER+vr6mDx5Mj09Pezbt4++vj4AKioqKCkp4Z13fNuG5+TkUFRUxNixY9mzZw8dHR24XC76+vqYOnUqbW1ttLS0HNsTe/z48RQWFtLU1ISqIiIUFxdTVlbGtm3b6O7uPjbT/OSTT6alpYXW1lZ6enpwu93D5p7a2tro7+9n6dKlvPLKK6xfv/4hEYlrbUlVHapVs3SI91vxLeUTqWfxdWUvAxY4k6NsxrYxGcbWkTTGhHXVVVedu2XLltdcLhcPPvgg559/ftYt1D0YVaWzsxOv10t3d3fG76sdDVXl3Xff5ctf/jLt7e1MmDBh44svvjg/WfU5LZItwMJQ6z2KiOJbFuiJCMpZ7Zzb6nz/FLAAeMKZvW2MyRDWtW2MCWvfvn0vlJWVMXPmTD784Q+zY8eOAUvmZDN/8hhuOaBs1tzcjMfj4e6776a9vZ233nqrZsmSJbOTVV+E3c6RnPMUvnUkW/3lqupCfDPC64LGTRpj0sy6to0xIX36059eumvXrlMKCwtZtWoVo0aNoqenJ+vXWvTzd1P7l8nMzc2lr68vaxdZD+ZyuZg4cSKnnHIKlZWV7N27ly1btjxHcpfXaWLwCTWDzrp2Wh+LQy1crqprnffn4xs/aYzJANYiaYwZ4Prrr8997bXXvnH48GGuuOIKJkyYAEBJSQltbW3Hxv9ls/7+fgLWWsflch1bSzLbtbS0UFRUdGznnrq6Ot577z1effXVyltuuWVxEqtuIMQ4SBGpBFDVoRLAUgZvtbQE0pgMY4mkMWaAjo6Op0aNGlVQWlrKkiXHt9sWETo6Ojhw4EAao4tfuOV+XC4X3d3daYoqMTo7O9m/f/8JSfLJJ5/MLbfcwvTp03n99defXLFiRbLWOXoWCNX1XEMESaDTElk9yCk1wIbYQjPGJIMlksaYE9TW1k7esmXLbQAPPPDAgAkoFRUVtLa20tXVlZb4EqGjoyPkpKHh0Cq5f/9+SkpKBiTJtbW1/uS5YNeuXd9KRt3OJJvmEOMYawmxvaF/aZ+gw/JgzGEAACAASURBVPUisi7EuTVAWQStmsaYFLJZ28aYE8yfP7/h0KFDs9xuNz/4wQ9OaNny27t377GlabJNd3c3OTk5g46FzNZ1Jbu6uti2bRtVVVUh/95eeOEFfvjDH9LV1dV/0UUXTVqzZs2eZMQhIqs5vsPNNGBNqHGPItIIrA+eiS0i1RxPPP1d3X8KNRvcGJNelkgaY45ZsmTJZc8///xLXq+XtWvXcuaZZ4Y8z7+Id2FhYYojjI+q0tHRMWSS2NfXR09PT9YtB9TR0YHH4wm7Q09/fz833XQT27dv56yzzvqfX//61+enOERjzDBjXdvGmGP+8pe//LCnp4eLLroobBIJvrGSHo+HrVu3ZlU3cGdnZ0Qtjf5ELJvurbm5mba2tkG3eczJyaG+vp4DBw6wadOm8xYvXnxhCkM0xgxDlkgaYwC4+eab//bQoUNjJ0yYwAMPPDDk+f4lgJqbB9taOXNEu2yR1+ulp6cniRElTm9vL/v27WPMmDFDnnvuuedy9dVXU1lZyZtvvvlvKQjPGDOMWSJpjGH58uWFmzZt+mxRURELFiygrCyynewmTpzI/v37s2I5oP7+fnJyIv8nT0TIycnJinvbvXs3paWleDyeiM5ftWoVhw8fprm5ecJNN9009G8NxhgThiWSxhi2bdv244KCAk9XVxe33nprxNd5vV7Ky8vp7OxMYnTxU1VUNapEEsiKRLK/v5/c3NyIk3+AcePGcdVVVzFmzBgaGhq+dOutt0aWgRpjTBBLJI0Z4Wpra0//7//+779pbGzkM5/5TMStWn5lZWW4XK6M7gb276cdLX8imcljJTs7O6moqBh0bGQoixcvZv/+/ezYsSPv8OHD/5qc6Iwxw50lksaMcO++++4LEyZM4JxzzuGiiy6KqYyjR4+ya9euxAaWIN3d3XFt6Zifn09HR0cCI0qcw4cPs3v37qiTSPC1JtfV1VFQUMAbb7xx/ZIlS6YmPkJjzHBniaQxI9jixYuv27Vr12ldXV08+uijIdcejERpaSnd3d20tbUlOML49fb2xr1/ttfrzbgF2Pv7+9m9e3dca3l+4hOf4NRTT2Xs2LGydevWnyYwPGPMCGGJpDEj1IoVK+TPf/7z2lGjRnHRRRdRVVUVc1kiwoQJE9i1a1dGdQMnamFxl8uVcV3czc3N5OXlxbWWp4hQX1/Pvn372LZt2zl33nnnlQkM0RgzAlgiacwItX///q9u3759dGtrK8uXL4+7vKKiIiZMmEB/f38CootfT09P1OM9B1NQUJBRrZJer5dJkybFXc5pp53G+eefT05ODps2bfpXibVZ2hgzIlkiacwItHz58pJXXnllZVtbG7fddltE6w9GYtSoUezZs4fe3t6ElBcPVY1p7OBg3G53Rtzb7t278Xg8cXfZ+61YsYKDBw/y9ttvj73++us/n5BCjTEjgiWSxoxAW7duXTd+/PjcGTNmcN111yW0bI/Hk/aJN319feTk5MQ85jMcEUl7i+vRo0c5cuRIXBOIgpWVlXH33Xdz+umn89prrz26dOnSooQVbowZ1iyRNGaEueuuu2a/+eabl3R2dvLggw8mvNWutLSUzs5O2tvbE1pupFSVnp6ehLXWBcrJyTm2JmU6qCp79+5l3LhxUa+JOZSbbrqJ/v5+ioqK3Hv27HkmoYUbY4YtSySNGWG2bNmyfty4cUyZMoV58+YlvHyXy0V5eXncS+Y07G/gjpfv4Cfv/YRrX7qWy352Gde+dC0/ee8n3PHyHTTsbwh5XW9vb8KT40BerzdtywF1dXXhdrsTNhQhkNvt5v7776ejo4MtW7Z8sra2Nvxm68YY40j8r+zGmIx1++23L2loaJjq9XpZv3590uopKSmhs7Mz6m0JwZdAfunVL9F0uIkjPUfYfHAzLd0tx97fdmQbLd0tbD64mVWzVvGrbb9i+dnLqS6vBnyTbBIxU3swHo+Hrq6umBY5j5W/Sz0RE2zCueCCC3jmmWd47bXX2LJly3rg9KRVZowZFqxF0pgRYsWKFa7XXnvtGwUFBVx33XVMnjw5qfXl5OTw3nvvRTymsGF/A9e+dC2L/3Mxrx98nSM9RyjxlLBq1irOKTuHqtFVnFN2DqtmraLEU0JLdwtff+3r/Hb3b6n9r1oa9jckbLmfoeTm5qZ8OaADBw7Q3Nyc8C7tYPX19bS1tbF169bTbrvtthuSWpkxJutJJq2LZoxJnoULF659++23l3Z3d7Nu3bq41h+M1LZt28jLy6OiomLQ8xr2N1D7X7XHWh5H5Y6ickwln53z2WMtjcHn//Nf/plLJ1/K11/7Oi3dLcwunc0o9yhqptYMaKVMllQlrt3d3TQ1NVFVVZWUsZ/BHn/8cV577TX6+/uPfOxjHxvz5JNP2geFMSYkSySNGQHuu+//sffmYVKVZ97/9zlL7VVd1TvdLM3eIgIiQtwVUVyiASMKLiiiIgY6ERVQxnl1Esxokskk5DcGEyXOm8xoTHQmvyszYTSTxcxoomnFYGhlp+l9qa59Ocvz/lFVTXV1Vdd2aunm+VxXX02fOnXOXXZJfbmX771l0v79+08bDAZu/fr1uOWWW4pyX0mScOTIEcyaNSvllHG8iEwnIFM9f8/HexAMBvG+8/3hbKVD58Deq/YWVEwqigJVVTWdoE7GiRMnYLFYUF1dXdD7xPB4PLj99tshCALOPffcf/zpT3/6SFFuzGAwxh1MSDIYZwHXXXfd/5w+ffpis9mMH//4xwUvj8YTW5tosYx2lIkXkfkIP0mS8PHgx/jewe+NyFIurFoIm85WsOxkbEJcS+PzRFRVxdDQEOx2e1F/b6+++ipee+01DA0NKddff33t3r17B4t2cwaDMW5gwzYMxgRn06ZNV/zmN7+5WBRF/OhHPyqqGAEiAtLj8YwqA2slImN2PBfUXYB9dfsAAHPsc7Dn4z1wh914p+sduMPugghKQsiwt2Qh/rtSSjEwMICqqqqi/97WrFmDn/zkJxgcHORPnTr1OoCrixoAg8EYF7CMJIMxwbn44os7A4HApKamJnzzm98sSQwulwuDg4NoamoaNgnf8OsNeKfrnbxL0LIsg1KatLwcK3u7w24cGDhQsAxlMBiEwWDQ7HoxBgYG4PV6MW3aNM2vnQl/+tOfsHPnTvA8j+XLly/74Q9/+KeSBMJgMMoWNrXNYExg7r777kddLtckl8uFxx57rGRxxHwPXS4XgIjAc4fdWFi1MO8+xnA4nLJHcXHNYuy7eh92LdmFyyZdBgAjpry1QhAEhMNhza4HRPovBwYGUFdXp+l1s2Hp0qVYsGABamtrcejQoddLFgiDwShbmJBkMCYoLS0t+tbW1q8ZjUasXr0a9fX1JY2nvr4eAwMDwyXtAwMHYNPZ8hKRmU5NxwvK2DDO7g92j2lsng2CIGi+g9vtdsNkMhUk05kNjz/+OLq7u+F0OqeuX7/+oZIGw2Awyg4mJBmMCcrp06f39fb2GjweDzZu3FjqcGA0GtHQ0IBn3382MqEtWrF1wdacryfLctZWOItrFmPvVXtHZCf3fLwn5xjiMZlMmq6F1Ov1BTUfz5TGxkbcdNNN8Hq9eO+9977V0tJSuLVBDAZj3MGEJIMxAdm0adP0999/f63L5UJLS0tRN7CMhdFoRGOoEQYYMMM2I++Sdi7T0onl7pVTV2qWmdTpdJqUuE+ePAkAw/2kpebBBx+ELMvo7+83dXR07C11PAwGo3xgQpLBmIAcO3bszdraWrJs2TKsXLmy1OEM09rXCjfvxnLzcuxasivn64RCIRiNxrxiiQnK/af2452udzQpdfM8n/Emn1R4PB6Ew+G8X5+WmEwmPP7442hoaMCBAwc2bNq0qaHUMTEYjPKACUkGY4LxwAMP3HT48OGFXq8XO3bsKJusVqw38g/uP8DCWzDbMDun68SsdrR6XVsXbNVsEIcQAlEUc+6XVFUVXV1daGhoKJvfW4ybbroJVqsVDoeDO378+JuljofBYJQHTEgyGBOIlpYW0trauq+urg4XXnghzjnnnFKHBGCkZ6RdZ8fNi27OS2xpKbK0HsSJZSVzsVYLh8OoqqoqyvrKbCGEYMeOHXC73Whra1u6cePG5aWOicFglB5mSM5gTCAGBgaebmtrqzIYDNizR5shEi3Y8/GeUcbjkiTltKtakqSClH1jgzhaGJlzHAdZlrNanShLElRZRqXNBkgSQClAKYYlcyphGhXVNPbn+C+OG35cC8477zwsXLgQv/rVr3DgwIGfAJik2cUZDMa4hBmSMxgThK1bt5rfeustZzAYFO+66y5s2LCh1CEBiGQjd3+wGwBG7NAOhUI4efIkZs6cCZ7PbBDY7/fDaDQWvOybaGR+2aTLsO/qfZk9WVVBwmEE3G6YBAFEUQBZjnxXFBBVBRQlcp6qAtGvDrcbhFI0xLKR+QjJ2J9jQjL2Z44DJQTg+cifY8d4PnJMEEB5HlQUQUURSDLM1NfXhxtvvBFVVVW48MILd/zkJz95PtP/rgwGY+LBhCSDMUG4+eabf9HZ2XlTOBzGT3/606yyYYUktsEmmRjr6OgAz/MZeVzKsgxVVQu61zqRmKBcOXUl9p/anzQzSfx+cD5f5HswCIRCILIMSBL8oRAshIwSkLEvQimgqggoCo5IEubp9eBjog84IxLjxWEilEauE/3z8Pf4rzhROSwk48Vl9Dt4HjROTEIUQY1GqEYjVIsF1GwGOA579+7Fr3/9awSDwdDSpUvt+/btCxbivz+DwSh/WGmbwZgAbN68+dy2trabYn1s5SIiAWDl1JU4OHAQK6eOnh6vr6/H4cOHUVlZmVYghsPhrMvg+RLrn4yJ4YMDByOledu54AcHwbtcID4fuEAAJBgECYUAWY5k9kQROkIQ5nmIogiq050RbDHxFhVzJ10u1MUEm9YvIl5QxrKgsZ9jAjcmbCUJJBgEJ8sg0fI61etB9XqoZjOoyQTV4cCGO+7AL3/5S+h0Ov3g4OArAG7XOmwGgzE+YBlJBmMCcPnll7edPn167syZM/H973+/1OEMEz9kk6o8HA6HoarqmBtcAoEADAZDySaZY6/DE3DiGv4cTAnqcUf9jZhDakEojYgsgwGqXg+I4ojMoV+SYBpD2FNK4Q2HYdHpym5SG4oCEgpFhLLfD6IoUK1WKBUV+FVbG5794Q/h9/vpqlWrZu/du/doqcNlMBjFh01tMxjjnA0bNqz74x//OLenpwfbt28vdTgjiB+ySbXFRqfTwev1wu12J31cURQIglBSkbW4ZjFeXvwt3K0uwtTeIFyffYT/+OwNKHV1kJqaoNTUQLVaIz2FCXEaBQGhFBPqKqU46XKVp4gEIqVukwlKVRXkKVMgT5oEKArE9nbc0NiIyRUV8Hg85PDhw8wOiME4S+GffvrpUsfAYDBypKWlhbz//vv/M2nSJP3VV1+Nm2++udQhDdPa14q3299Gvakez1/yfNqp546ODlRWVo4SVIqigOM4cFzp/t3Ld3ejsT+Ea8gcTDE14DOjFwtmXI4fH30V9aZ6VBurUz6XEAJKKQgho15bl9cLQggqSrxPO2MEAdRshmqxgB8awnn19fjtqVMYHBysO3DgwIFVq1a1lTpEBoNRXFhGksEYx/T09PyDLMtWl8uFLVu2lDqcEez5eA8ODByATWdLKyJNJhPMZjP6+/tHHKeUQlXVjKe6CwHf2Qnh9GmIHR1QbTZMa74Uuy7+O7zb/S4+7P8IL//1JTzzp6fR5kytoQghUBPaiMKyjKFgELVF7vvUBFGE3NiIObNm4fLGRtTV1eGT1tYftbS0lGFalcFgFBImJBmMccqWLVuqWltbtwqCgPXr18Nms5U6pGFa+1rhDruxsGphypJ2IjU1NaP2VAeDwaJOaSfC9/ZC6OyE0NUFubYWakXF8GO3z16L86sXAQA+7P8Iz36wO6WYFDgOYUUZcSwgy6gxmaATxu/Mo1pZiW23347+ri4EVLXCderUc6WOicFgFBcmJBmMccqxY8de7+vr4xVFwW233VbqcIaJDaZkmo2ModfrUVtbC0mSAJwpaZeqd5Bzu8F3dEREZE1NxPomjmZHM/7P0qdx37yNsIlWuCXPmNlJkyjCH31tsqJALwioKcMNNtlS0diIey+9FN3d3fjvd9995Mv33GMtdUwMBqN4MCHJYIxDHnrooaV//etfr5JlGTt37ixp6TeRTAZsUiGKIo4fP45gMIhQKAS9Xl+gKNMQDkNob4fQ3Q3F4QC1WFKe2uxoxpNLdo3ITr52+NWk5woch7As4/jQEKSEDOV45s7Vq1ElCBDNZqG9o+PnpY6HwWAUDyYkGYxxyMGDB1+vqanBlVdeiaVLl5Y6nBGsnLoSDp0Dj57/aFZrBYFIL2FtbS2OHz8+ph1QoRFPnwbf1wcqCFDt9rTnx2cnz69ehIvqL0qamdTxPPr9fgCAtVQiuQAIooin77kHgiDg4IkT12y5555FpY6JwWAUh/HbnMNgnKXcc889m3t6eqbabDZs27YNoVAISjS7pdPpoKoq5KjdjCiKoJSO+BnAcPk4ZqsT/zPHccO9ijzPg+f5UT9LkgRK6aifOY7DWyffQjgcxm+O/warpqyCIAjDW2kIIRBFEYqiQFGUUT8DgMFggKIo6Ovrg9VqLfprElwu8H19CLrdkBoawMkyBI6DpCigAAgAkechqyrU6ArD2M9TLTPx+Pm78M0Pv46DA5+i3fOPaFnwZcyrmgtFVRFWFPT4fJhSUYGQLEOJDuCIHAcKQFbV4Z8BQIr+LHAcSNzPPCHg4/ou0/3METLiNST+PNZrig0J6XgeiqoOx5z487Jly9D829/Cpdfj0KefvglgeoZvaQaDMY5hhuQMxjiipaWF379/v9tgMJiuuOIKPPzww2W1xSbVXu1siBmUS5IEq7XI7XaSBN1nn0E4cQJKVdWYJe2xaHO24dkPdsMteTCnYjbMohm3z16LJstMhFUVRkEAFxV7E4lPjx/H5j17MOR244vLl2/8/muvvVzqmBgMRmGZWH+LMRgTnM7OzhdPnjxp6u/vxwMPPDCcdSsXsrH8SUZswMZgMECv12NgYKAAUaZG6OkBPzgI6HQ5i0gged/kTw//DF5Jgk2vB5fEDmi845ckzGlqwrWzZyMYDOKdDz74LrMDYjAmPkxIMhjjhC996UuNH3744b1NTU149NFHYTKZYDKZ4I/23JWaXCx/EpFleXhwiOM4DAwMjLIEKhQkEADX3w/O6YRcndpgPFMS+yYXOC7Bi5/sRZuzDTzHQaEUE6UipKgq+Kjh+pfuvBPVFgt4s9nsPH78hVLHxmAwCgsTkgzGOOHIkSNvVFdXc3a7fcQGG1EUh/sFS4kW2UgAw3Y/giDAbrejr69P0zhTIXR1QRgchGqzRfZla0SzoxmPLHwCh13H8Ke+3w/7TRoEAYEy+L1pQVhVoY/6YVptNmy58UYIgoA/Hjz4wEN3352/KmcwGGULE5IMxjjg/vvvv/r48eNLBwYGsGPHjhHeijzPQ40OYZQKLbKRyex+qqurEQwGC17C5zwecE4niM8HxeHQ/PpDwSCunnoRbKJlhN/kMfeR4QGb8YqkKNAl9HreesMNEHw+2GtquK7Tp39RotAYDEYRYEKSwRgHfPTRRz/2er04//zzsWDBghGPxXZQl1JM5puNDAQCMBqNo45zHIdp06YNZysLAqXgu7vBDwxERKTGnpyUUlQZjVhcO29U3+Tzrc/irwOfanq/YkIphUrpqKEhjufxxNq1OHHiBH7/4YcXbb3zzstKFCKDwSgwTEgyGGXO3XffvePUqVP1Ho8H27ZtS3qOTqcrWi9hIvlmI2M2QKk22AiCgMHBQTidznxDTQo3NARuaAgkHB6xAlELZFXFZwMDMEZL5cm24bx5/LXhjTfjjbEGhpYsXoxLpk0DCMGBtrbXihgWg8EoIkxIMhhlTEtLi761tfWZxsZGPPTQQ6itrU15LsdxJemVzDcbKUlSWvPxqqoq9PT0aJ+ZVFUIvb2RbGRlJaDxOsYujwfW6JR2PPFT3RfVX4RvfvgcPhk4pOm9i0EouuoxFTvvuw+Vdju63O5Jm9aseaSIoTEYjCLBhCSDUca0t7f/syAIekmSsGHDhjHPLUVWMt9spCRJGflg6vV62O12dHd35xJmSvjBQXBOJ0BpZMhGQ0KyDHc4jLoU+7Rj2cl3u99Fa/+f8c0Pv5l0R3e54pckGMcQkQDQ0NCAWxYuREVFBd77+ONn165dy5ZgMBgTDCYkGYwy5eGHH571wQcfrKGUYsuWLRntnTYajUW1A8onG0mj9jdchqbcNTU1w1ttNEFRwPf2gotlIzUmKMuYYrWmNR2/ffbauCGcl5OuViw3FFUFN0Y7QjwP3H47/IODkAXBgKGhV4oQHoPBKCJMSDIYCZBMPh2LwKFDh95wuVzEZrNhxYoVGT2HEDK8krAYxPZqr5y6MuvnxgRhpv+5eZ5HdXU1vF5v1vdKer2+vkg2UhBAU2QNc8UXDsMgCLBlsC88VuZeUDUPPHT4sP+jYYugciWkKDCkyUbGMJpM2Hr99Whvb8d/vfvuugduu21KgcNjMBhFhAlJBiMKIaSaEKKjZeASff/99686efLkeTqdDrt27cpYbAEY3l1dDPaf2g9n2In9p/Zn/dxgMAidTpfVcwgh6O3thcfjyfp+I5Ak8P394J1OKFVV+V0rAZVSdHg8w3uuMyFW5r5z7p2wi/YRFkHlJihDspyxiIxx44oVOKemBo1Tp5LTHR3MDojBmEAwIclgnOEpAHeWOoiWlhby0UcfvVxbW4vrr78ec+bMyer5xcpK5tMfGQgE0g7YJIMQgpqaGvT09ORV4hZ6e8E7nVANBtAc4hgLZyAAgeNgzaAVIZH51edg26IdIyyCyik7Gftvnjg8lA7CcXj6/vvh9/txtLd30QNf/OK1hYiPwWAUHyYkGQwAhBAOwCUAVhNCLogeK0mJu7+//6uhUMjR19eHL3/5yzldg+d5KIpS0BV8ufZHqqoKQkjGvZGJ2Gw28DwPl8uV0/NJKASurw/c0JDmvZEqpej2ejE5j8Gd86qb8fj5u0ZYBJVLdlKlNGsRGWP+vHm4aPJk2B0OHDxy5Mcah8ZgMEoEE5KMsx5CCE8pVQH8BwAVwL2EEBullBZbTG7dutX6hz/8YYfX68Vdd90FRx5bVgghBTMpzycbGQwGc8pGxjN16tSMpr2TwXd1RbKRFguQZWk9HbKqYobDAV0epuaEEPCEYFbFnFEG5q8dflWrUHMirCgQ83ht2+6+Gz0dHfi0vb3mruuv36VhaAwGo0QwIck466GUxprZ/gDgNwBmArgn+lhR+yVPnDjx2sDAgKDT6bBu3bq8rqXT6RAKhTSKbCS5ZiNDoVDeIhKIZFwBoKurK6vnEa8X3OAgOI9H81WIAUlCr883bD6eDzqeh6yqIwzM51TMhk/ylSwrGZCkMT0jM6GmpgbrL70Ufr8f733yyd+uueyy7Ov/DAajrGBCknHWQyIYENGN3wHwFwBXE0KWxx4vRhybNm1acPDgweunTZuGJ598MueMWzyFsAPKNRtJKc2rpJ2IwWCAy+VCIBDI+DlCdzeEwUEodjuQpyiKh1KKdpcLVo0ynIQQiBwHKTqw0+xohlk04zPX4ZL0TKqUAoTkXNaO594vfhFzJk+GpbJSJ/P8v2gQHoPBKCFMSDLOemiEIABL9NCPAfgB3EEIaShWVvLTTz/9eV1dHSZPnoxLL71Uk2sSQob7JbUin95IrUQkEMlK1tfXZ5yVHF6FGAxCtds1iwMABoNB8BwHWw4DNqngOQ5q1GsTiPlNlqZnMijLac3HM0Wn12PbqlVQVRUHjh9ffcfKlTM0uTCDwSgJTEgyznqiGUk9AF20X/IvAN4AMAnAhug5NkKItmaDcWzYsGH96dOnZ/X392PHjh2aXluv12u28Saf3khJkiBomAUEgIqKChgMhvSvj1IIPT3g+/sjAzYaCloAkBQF9RZLVjZNmRLbZx2/VhEo3kR3IAe7n3Qsv/RS1BGC2kmTSM/gILMDYjDGMUxIMs56ohnJEIBOAKbo4Z8j0jO5hBDyDIBnASwtxP1bWlrIe++99z2n04nly5ejqalJ83toJSZzzUbm4hmZCYQQ1NXVQVXVMQeL+IGBM6sQrVZNYwgrChwGA8wFeH16QUAoLpsc3zMZy04WUkyqlIJD9nY/6SCE4Il77kHboUN49+DBc+9aufJmTW/AYDCKBhOSDAaG+yBnAKCEEC5azv4pgKkA7gLwJqX0N4Xol+zu7v6uJElWnufx8MMPa315ABguKedTpc81GxkTeFqWtePheR59fX0YHBxMfoIsg+/pObMKUcNfoaQoODw4CKFArw0AjIIAvySNOBbLTha61K1SWrDXNnvmTNx64YWoqa3Fofb2H5XLRikGg5EdTEgyJhxxperhn9OdHxWOpyilXkqpSgi5EMBDAN4DcArAxUAke0kI0Sz1tGXLlpqPP/54s9FoxCOPPAKrxtmyePK1A8onG6nFpPZY1NfXo6+vD1KC4AIQ2aftdAKiqPkqxE6vF1VGY9p92vlAokMuSsLvrtClbkopFFUt6Gv78vr1EAFIguC4bfny3QW7EYPBKBhMSDImDIQQnhByG4BNAN4ihHyZEDIznR9k3DBNBSFkCiHkXgDrAfyYUvolAL8G8HlCyCOEkBYAN2gV85EjR143mUy8wWDArbfeqtVlkyKKYs7l7VyzkcUQkUDktVVVVaG7u3vkA6FQwVYh+iUJvnAYtRqL02QYEkrcMQpZ6g7l6RmZCfaKCtx35ZUAgI9PnnzssvnzTWM/g8FglBtMSDImBISQqQCuA9BKKf0+gL8BMB3AfxNCpsTEYprsZDD6vEoAj1JKD0SPP4vI4M23AHgppf+mRcxf/OIXz//ggw+u8Hg8eOyxxwpW5it2qgAAIABJREFU+o3HYDBkZZcTI5dspNZ2P+morq6G1WodUb4XurvBDw5CNZtBNZyoBiJl35kOh+b9g6kwCAJCKdZeal3qjk2LF+O1rbv5ZoihEEKqKtpstp8V/IYMBkNTmJBkTBQ+D+CPlNIjAEAp/T2AbQBOA3iTELI4enysJsEAgJcopf9AKQ1H1yYCwM3R68yglL6sVcAnTpx4LRgMorm5GUuWLNHqsmNCCAEhJCs7oFyzkYqiaD6lPRYcx8Fms6G7uzsiYr1ecAMD4NxuzVchOgMBUErzNujOBi76u0v1Ftay1B2UZU2M1TNBEARsX7MGvb29+O2HH16/7sorzy3KjRkMhiYwIckY1xBCOELIJAC3AfDFHSPRtYfXA5gDYBchZE708aRpFkrp7yilf4qdE+2VtCKSqbyUUnpCq7ivuuqq271e7+zKykps375dq8tmhMFgyGrjTa7ZSFVVhzfQFAuO4xAKheB0OgtmPq6oKrq93oIO2KSC4IwdUDK0KHUHJElzu590XHzhhbh8zhzMmz8fHS6XJhl/BoNRHJiQZIxrKKUqpbQLQD+AL8Ydo4QQgVLqBrARkaziJkKINbFnMpmwjJ1DKfVQSn8VFaWaQAjhOzs7v19RUYHVq1ejoaFBq0tnjNFoRDAYTHtertnIcDhc1GxkPLW1tRg8dQp0cLAg5uO9Ph9sen3RMnbxiDyPcAbZ5MRSd6ZiUo21I5RggPrJjRvhHBhAt883647ly+8segAMBiMnmJBkjHuiRuFhAJ8jhAxPVFBK5ej31wG8COA+AJdEj9G482jC9Uiy41qxaNGivzWbzXa3240HHnigELdIS6x3Md0Udy7ZyJinY7F6IxMxGQywBoMI9fZqbj6uqCp84TDqLJb0JxcIQxI7oGTk0jcpKQp0Rc4ix5g2eTKunzcPDocDn5w+/UJcawmDwShj2P+ojHEPpdQH4B0A6wBcEP9Y7MMoOn3tA7CZEGJPOKciOpG9MnpuwVYiEkIqTp06tbOzsxObN2+G0Wgs1K3SwvP8mEIyn0ntkr6u/n5MoxQ8IVA0tlNSKcVUu70kZe0YsYzhWCXuGNn0TSqqCq5E2cgYD69bh772drT391tXX3bZt0sWCIPByBgmJBkTAkrpCwA+BfA0IWRG3HGVEBKrsd4G4CYADcAZkQlAD+AJAFcVOgsyd+7cFwVB0E2ePBk33nhjIW+VltgO7lS6OZdsZDAYhF7j6eiskCTwvb3gBwYQqKjASZdLs0t7w2GccrlKlrGLxyAICKaY4E4k075JucCekZlgsVjQ8vnPIxQK4aOTJ7+07NxzK0oaEIPBSAsTkoyJxN2IZCQ3EUJssYOUUjm6reZ/EdlW883ocTV6vBfAJZTSnVr2QiYiiuLccDi8xmKx4KmnnirIXuZs0el0SQdvcslGxgRpsQds4hF6e8EPDUHV62GtqBj2eswXSinaXa6SlrQTMQgCAhmKSWDsvkmV0sg6xDJ4T66+7josmDIFjupqvsJqZYM3DEaZw4QkY8JAKT0K4BkAXwGwPJZdjJvgBoAXAPQkHqeUHk53fUJIXgpp8uTJ/1JVVUWWLFmC+fPn53MpzYiJ2cQSdy7ZyHA4XNJsJAmFwPX1gYuaj3OEYIrNhna3O6/VkADQ5/dDL4qwFGCfdq5whIDD2FPciaQSk8W0+0kHx/PYuW4dvF4vPuvquvILy5cXxxuLwWDkBBOSjAkFpfRZAP8F4O8BLI8eo3HlbS+A2tjxTK9LCLkMwC9z3QcsiuL1lNLFLpcL27Zty+USBcNgMIyY4M4lG6koCnieL2mWle/ujmQjLRYgKvisej2qTaaMJp3HvDYhaCyjbGQMnuOyEpLAaDH5jT//A054jhQowtxYvGgRFlRWorqmBp09PcyknMEoY5iQZExEVgNwI1LivhI4M8ENQAXwgxyu+S6AyQC+kO0TCSGi0Wj84eDgIG655RZUV1fncPvCEr/xJpdspKIoJZvSBgDi94MbHIyYjzscIx6rMhoRlOVRu6ozxRkIwG4wFNV8PFMEjoOiqllnXOPFpFf2Y/f7X8X2/3lcsz3dWrB9/Xoc+fRT/OXo0WmrV64sjb0Bg8FICxOSjAlHVDQ+AGAIwDcIIasIIXWEkBUAZgD4ZY7X/AqAbxFCsloebTAYWpqamhpqamqwfv36bG9dFDiOG7YD2rpgKy6bdFlWvZGlFpJCT09K83FCCDzhMHr9/qyv65ck9Ph8WoVZEESeRzCHjGuzoxmPnf8k9DyBT/HjM9dhzfZ0a0F9QwM2LV+OpqYmHD5+/Dvz588vPyXPYDCYkGRMTKJ7sh8D8G0AFwN4FEA7pfTnlNL0JnzJr/k2gL8gIigzghBSU1NT8zVVVbFjx47STjSnQRRF/Lnnz9jz8R5sXbA142xkIBAoqd0P8XjAOZ0gPh/UiuRDvvUWC5yBAIIZ+C/G0+P1otpkKvk081hwhADRYZlskFUV8yrn4skluzCnYjbMgimnTTiF5P7bbgMXDEJvtRqn1tS8UOp4GAzGaEgBLfMYjLIhOp2d90Q2IWQWgPcALKCUdqY732q1vjxv3rwNJpMJP/jBD8piUnss7n/rfvy+5/e4ZNIl2Hf1vrTnh0IhCIJQ0klt8ehRiMePQ9XroSaUtePp8/kQlGVMSSE2EwlIEk65XJhTVVX2vzcgkj01ZTEwE1YUCBw3PKnd5mzDsx/shlvyRISlaMbts9ei2dFcqJAz4j9/9St85/e/hxQKqVObmhrffvvt7pIGxGAwRlC+/8xmMDQgbkuNJrY+lNIjAF4C8GwG917A8/y97e3t2LFjR9mLkda+VjglJxY7FmdU1i7VPu14iMcDbmgIJBBImY2MUW0ywZFF5pQCmFVZWfa/txgGQUAgw4wrTWL3k415eTG5bsUKVFMKXyDASV4vswNiMMoMJiQZE5oCbanZDeBaQsiFqU4ghBCr1fpCOBwm11xzDWbPnl2AMLRlz8d7cGDwAGyiDYuqFqU9v9QbbABA6OsD73RGeiPTlJ8JITAKAo4ODqYtA/f5fAhIUlmXtBPhCAHJcONNQJZhSDI8lMy8/Kt/+ruSDuIQQcCu229Hf18fDhw6tOwLX/jCFSUJhMFgJGX8/C3JYJQJlFI3gF0AvjuGHdDqxsbGiydPnoyWlpYiRpcb8ZY/D53/0Ag7oGTIsgxdiT0Vidd7Jhtps6V/AiJ2OTzHjTl4IykKenw+2Mq4nzUVOp6HnGY6PSjL0KfJIsdPdZfDIM45Cxbg9qVLMXvOHJw+ceK1XG24GAyG9jAhyWDkxisARAB3JD5ACDFUV1fvMZlMuPPOO2G320c/u8xItPxJ9JZMRFXVkpd8hf5+8ENDUCoqgCzK6w1WKwb8/pSCq8PjQa3ZDLEMViFmC0cICJDS6ihW0s4k0xoTk3MqZsPAGeCWPHj5ry9pHHGGcBweW7cOnsFB+MPhuptvuOHR0gQSgRCynRBya/Rre/xa1hyus50Q8lz0+wqtY2UwCg0TkgxGDkR7Lr8M4DlCiDn+MULItmnTpjUoioK1a9eWJsAsSGZAHrPySdx4A0TECKW0tL6RwSDI0BCI15u2NzIRHc+jzmxO2k+oqCoEjkO1yaRVqEWH57iUIjkgy1kN5DQ7mvH8Jd/AVOsUAECHr6NkWUlHYyPWLVwIs9mMQ21tX1u2bFlJUsaEkLcAvE0p/Vn063kAr2cjJgkhdkLI6wBaKaXPU0p3IGJX9laBwmYwCgYTkgxGjlBK/wfA7wHsiB0jhDSIovg3hw8fxqOPPgqhDE2sE0llQK7X6xFOsqc6EAiU3MaIHxiIbLGxWrPKRsaoNpmg4/kRG28opQgrCuotlrLYOZ0rXLRPMrFXMqwoaUvaqYj1TPpkf+l6JgnB3bfcAm9XF7r7+vQOq/WfixsAQAi5FQAopa0JD30dwN4sLvUDAO9HLcVivI24v0sYjPECE5IMRn7sAPAlQkgTAOj1+uenTZtmXLZsGS6++OKSBpYpqQzICSEQRRGyLA8fC4VCJReRkOXIFhuPJzJkkyM+SUKH2z38szsUQofHA2EcDdikwiiKCMb93oCIUM5VIJdLz6RoteKp1ashiiI+O3p0zZo1a2YWNQBgE4BEEYnosRWEkLRvSELIYgAropnMYSilxxKPMRjjgfH/NyaDUUIope0AvgPgeULIsqampjvD4TB27txZ6tAyorWvdUwD8ti2G+DMBptS2v0AAO90gnO7QQ0GIIsybSIOgwFhRYE7FIJKKTo8HjSU4T7tXDEIAgJRMRmz+smnrzW+ZzJmXl6K7OTlV1yBJZMno7qmhvR2dv570W4cYQmAo4kHKaXH4h5PxxMAPtAyKAajlDAhyWDkzzcBLDOZTK+YzWZcd911mDZtWqljyog9H+/BO13vYM/He5I+TgiBqqpQVRWBQACmMugdjAlJJcNJ7VQQQjClogKn3W70er0wiyJMJZ5E15L4jTchWdZkeCjWM/nUhX9buuykTodda9agr7cXnb29595+++2rinNjAIAdwOAYj2fSJ7kCwDFCyGJCyINxAzts0IYxLmFCksHIE0qpH8D/L0nSXI/Hg82bN5c6pIxINmSTDIPBAI/HU/qSNiIG5MTtBlEUUA1ErUkUMcVmg04Q0JinMC1HjKIIdyik+QR6suxkMcXk9HnzcO306dDr9fjkwIF9LS0tBW9qzaRsjYjQzPScSkrpi3EDOztiPZgMxniCrUhkMPKEEGLhOO7wpEmT6u+//34sXbp0OIvX0NAAURTR3t4+XCKurq6Gw+HAsWPHhkvFOp0O9fX16Ovrg9/vByEEiqJg6tSpkCQJvb29UKKDIbW1tXA4HPj0008BRMrPFosF1dXV6O7uRiAQAM/zUBQFTU1N8Hq9cDqdUBQFlFLU19fDbDbj2f3P4oTnBJqsTXjowodQVVWFU6dOIRwODw8JTZkyBU6nc/j5giCU9DWp/f1oDgTgohR9gjBsc9NgtcKi0+HwwABif6NVGY2oMplwcmgIIUUBz3HgAEyz2zEYCMAVCoFSiqFAAA6jEQ1WKzo8nuEhlVqzGZVGIw4PDEChFDwh0AsCGqxW9Pp88IbDEasdStFkt0NWVXR5PFCiz6+3WFBpNOKvfX2x9wlsOh1qzGZ0ejwISBI4joOiqphVWQlPKIT+QECT16RSisk2G0SOw6cDAxH/TEIK8prcUi/2HdoDHVcLE2/BRfUXYbZ9bsFek47ncWJoCH6nE//+8cf4vz/5Sd7/D1NK0wrR6FT2UQBrKKU/S/K4E8CL0QnsVNewA3AiMq19QcJjKwC8TilNveeTwShDmJBkMPJEFMVnFy1a9IQgCNi1axfmzJlT8j7CdLT2tWL3B7sBALuW7EraHxlDVVUoigJZlqHX60tn+yPL0B06BPH4cUhTpuTVHxnDHQqhy+uFXa9HQJbRNA48P7PBL0kwCgIkVYWugO/JNmcb/ua9XZCpAoHw+Nrndhd8R3en243//u1v8a/vv4+g3y9fdMkl1a+88oqrUPeLE4GphCQFsGOsgZm4azyfKDjjHrsmYZqbwShrWGmbwcgDQsj0SZMmPer1erFt2zZYrVb09vaWOqy0pLL8SUY4HIYoijAajQiFQkWKcDScywXO6817yCYGpRQ9Ph/qzWbUmM0IKQq8SeyOxishWYaO54fXJhYyadDsaMaD5z4IgfCQqVLwIZyQLGMwGMRtl18OMRiEvbJS6O/pGSXutIRSOpTBaWOeE3eNgTEeG/t/SAajzGBCksHIA6PR+O2GhgZdc3MzFi9ejEmTJpXFQEo6Uln+JBJf5gYAnU6X1FuyGPAuFziPB6pGk9VBWYbIcagwGMARglqTacIISUopKAA+OqUdP8FdKK6duhJf+9zuEUM4f/PeLvzXqf2a30tSVcx0OKCz27HrxhvhdrvR9tlnK+67775Mpqbz4RjGHqg5NsZjMYYAVKV5nMEYNzAhyWDkCCHkKkEQvnDs2DE8+mhkYxvP87BYLOjq6ipxdKlJZ/kTg1IKWZZHCMmSlbXD4ciQTTAI1WxOf34aKKUAIZgWtxXHYTSiQq8fZeQ9HlEohchxI+x+9Dw/yltSa+KHcHjCQaYKXvzkRU0zk+5gELKqwhjNSi+96CLMNZvh8Xpx6ODBn2p2o+S0IokIjG21ybAk/TaSiNG4YZ5MxCiDUTYwIclg5AAhhK+oqPieIAi46667MGnSpOHHOI6D3++HO87supxIZ/kTI5ndT0yYJFudWEh4txuczwfVZMppk00i3T4fhgKBUb6KAsehrb8/5a7q8QClFIqqjtqnzXNcwUvcwBmLoE3nbtK81K1Sii6vF0Lc743q9XhyzRp4XS6c6uiYfscdd2zI9zWMwWuI2PcksgIRgZgJe8e4xjHWH8kYbzAhyWDkACHk/mnTps2rr6/Hxo0bEx9DbW0t+vv7C/6hnQ2tfa3Y8OsNWDl1Zdqydjgchi6Fp6JOpyt6r2SsP1KLsnZIljHg96MmSWZT5HlYdDr0+nx536dUSElEZAyTKBa8xB0jWan75b++lNc1+30+GAQBlgQrqoY5c7DpyitRV1eHTw4c2HP99dcX5LMtOmQzmMTzcVP0awSEkNcJIQ8mXONtAG8TQrbHnWcH8FyyazAY5Q4TkgxGlhBCHLW1tc/JsozNmzfDYDCMOsdqtYLneQSDwRJEmJxYJnL/qf3Yd/W+tJPaY02e63S64r22cDjiHxkKaeId2e52o8FiSbkKscFqxUAgMGIP93iBUgpZVcdc86hP2DFeSGKlbrMQ+b2d8rTnlZn0hMOoT/aPCZ7Hw7feiqDbDYUQs04Qxk635wGl9BoA10TNxB8khDyHyCR3spL0YgCj1jhSStcAACFkLyFkLyIicg3LRjLGI8z+h8HIEkLItxcsWPAVi8WCV155JeXaOUopgsEgDAZDXqvptCAbux9ZlkEISWthFAgEivLa+IEBiJ9+CuL3Q6mvz+taiqpiMBBAtck0ZtzeUAgUgLUMTNizwS9JMKWZaKeUIqwo0Mf1vhaaNmcbnv1gN9ySBwAgEB4Pnvsgrp26MuNryIoChdLUcVOKf3vzTfzwo48w0NenLl6ypP4Xv/hFnxbxMxiM1LCMJIORBYSQcziO23r06FHs3LlzTDFCCIHf70d3d3cRI0xOpnY/lNK02cgYRqMRgUBAyzCTwnk84Hw+0DyHbCilcAaDaUUkAFj0enCEjKsp7lB0Cj0dJLpzu5hDRcmGcPYe3JtxdjIgyzg+NDS2+CUEX1i5EqLLBZfHw3mHhgpqB8RgMCIwIclgZIHZbP7u/Pnz+Ztuugnz5s1Le77dbofL5Sqp/yKQud2PLMtZTWbr9frCvjZFiZS1/f7IoE0e9Pv98IXDGWdQZUrR6fGUVZ/rWCiUZrwKUcfzCBWpVzJG4hCOAhWfuQ7jq+//XVox2e5yoSaD3z8xm/HMunWw2Ww40d5++S233LJMq/gZDEZymJBkMDKEEHLD9OnTV3g8HjzyyCMZPYfnedTV1eH06dMFji41mdr9AIAkSSPsftIRy1wWSmxxPh+I3x8xIc9jWltWVfQFAsn761JQoddD4Dg4i5B1zZeQLMOYZalaLIGYBM4M4cT6Jn2yf0wxORTtxa1I0oucjAVLluCyKVNQW1eHjhMnXtcmagaDkQomJBmMDCCE6Gpqal4QRRFr165FVdVYfsIjsdvtqKiogFyCD20gc7sfv9+fk5k6z/MFswPiPB5wGmQjnYEAbDpd1n2BDRYLev3+ss5KqpSCi5ars0HgOChFsANKRrOjGU9d+LcjxGQq83KVUkypqMj89QkCtq9bh97OTvjC4Sk33XADm4RmMAoIE5IMRgYQQrYAmBoKhXD33Xdn+1xUVlbC5/MV3X+xta8V7rAbC6sWprX7EXNcOygIAmRZLogg4bzeSEYyTyFp1unQaLVm/TyDKGJaRQWUMhaSiqrmPPBUTDugRGJicqy+SVcwCJten3W2tWbaNKxdtAhutxsH//KXb8+fP794k0UMxlkGE5IMRhoIIbUOh+OrTqcT27ZtS+mvOBYcx8HtdmNwcLAAEaYm0yEbRVFyFpJARExqvTqRhEKA3w+iqqB5TE8fczpBgJzFllEUccrlKkkZOBOkNHY/6ShFv2SMsfomD/b/FZ1eb27/+CIE961ZAy4YhNPjMU6urt6rffQMBgNgQpLBSEtFRcU/zJgxw3TFFVfgyiuvzPk6MZPyYpW4M81GhkKhpF6Y2cDzPBRF0TQrSbxecIEAVKMx52sMRdfpGfK0urHr9TjlcuV1jUKQid1POmL7uEtZvk/WN/n9v/wY7nAPdDn+7vQ2G5669VY0Njbi8MmT915yySX5eUcxGIykMCHJYIwBIWSRw+G40+12Y/v27emfMAZ6vR4VFRUYGBjQKLqxySQbqaoquISdzLliMpk0tQPifD5wgQBojkIytk5vss2W9+tzGI2gAIbKaPAmrCgZ2f2kgxACPtovWUri+yYFogdPTNhz8Nm81ipec/XVqCUEVTU1nBgO/7uG4TIYjChMSDIYKSCEkEmTJv2ktrYWF198MWbOHLWgImvq6upg0WDNXyZkYvkTE5JaoaUdEOfzgeSRkQzKMqqNxrwzdkBEbDVarSUXW/HIqpqx3U86BI6DoqolHyqKiUmrYMUp/4fwyj7sevdJbP39lpwEJREE7LrjDriGhnC8t3fp56+44krto2Ywzm6YkGQwUtDY2Hiv2+2ed/z4cWzdOrb/YqZwHAedTocTJ04U9EM7U8sfSZIyMh/PFJ7nQTWYBCahEBDL/uXQkypFVwBWa7BSMYZZp0OFwQB/GZiUBzQoaSfCcxykIg+DJaPOMA0PzX8EsytmgCccFKho957OyG8yGXPPPRcXTZqEoaEhnDx9+l9JqddMMRgTDCYkGYwkEEKMOp3u/3M4HGhpaUFFRYVm1xYEAaqqYmhoSLNrJpKJ5Y/f74cxj/7DVOh0OkiSlNc1iM8HLhiEmmPvZo/PB1cwqPn6RlVVccLlglxCwZVul3auCBwHucRZSUVV0en1YmHN3OEhHD76MeWT/dj13pNJLYLS8cj69dABCAtC/Y2f+9yjGofNYJzVMCHJYCRh6dKlP6yqqjJWV1fjtttu0/TahBA0NDSgp6enIHZAmQzZZGs8ng2xnst8Xhvn94MLhSJG5FnilyS4QyHUFaCFQCcIqNDr0e31an7tTKFR38hCUEo7IADo8nrhMBiGh6OunboSuy96dngIR6Eq/ungC1mLycrqamy58UaYTCYc6e392hSbbXwtUWcwyhgmJBmMBM4555wZg4OD64aGhvDYY49pWvqNYTAYUFVVVZBd1ZkM2UiSlJONUaZwHAclWl7OBeL3A4FATkKyw+NBg9VaMLE1yWqFKxgsiWUOpRQKpeALkJGMUSo7IEopCIDahJ3qsb7JKebJw8f+6eAL+Oe2V7K6/t233ALV7YapokLfPGfOjzQImcFggAlJBmMUoij+DACZPXs2Pve5zxXsPjU1NeB5Pu8ycDyZZCMDgUBOG2yygef53E3KFQUkEACR5az9I1VKUWc2w56nndFYcIRgdmVlSQZvArKct5VROgSOg1qCjTchWUadxZK0bN/saMaeK76Hh+dvHj72xrE3sxrCEUURj996K5xOJz48fvz2pTNmTNMseAbjLIYJSQYjjqVLl37+0KFD5/f09ORt95MJbrcbvb29ml0vXTYyX+PxbDAajTllXInfDxIKRURkFllFRVXR7nbDWsBMawydICAgSXBF90AXA0lRCtIbmQy9ICCcR0Y5W7zhME64XMOelqm4dupK3DJj9fDP7d7TWfVNXnHxxZhlscAfCBDBZGJ2QAyGBjAhyWBEIYRwbrf7RwsXLsTdd9+NKVOmFPye1dXV8Hq98Pv9mlwvneWPmsc6vVzQ6XRZb7zhAoFIf2SWgrDL64WQw87pXDGJIjo9HqhFytxJqgpdAdosksERAo6Qorw2SilOu91osFoz+t2tb74HD8/fPDyEk23f5FMbN6Khvh49gcDCaxYtuiGv4BnjBkLIrYSQ5wghe6PfV5Q6pokCE5Iaw96s45elS5c+ZTAYqrxeLzZt2lSUe3Ich4aGBnR0dOR9rXSWP5RSqKpakJ7PVMT2cGcDCQQiGcksytMhWYYnHC7IgE0qjKIIq16PXp+v4PfSYoNNthBCoBRhOt0ZCEDgONiyaGOIDeEYuDPPybRvcvr06bhmzhxUV1ej2+d7hdkBTWwIIQ8SQvYCGALw9bjvdkLI64SQW0sa4ASACUmNYG/W8U1FRYW1t7d3FyEEGzduhDmh4b+QWK1W1NXV5TWcAqS3/AkGg9DnsbM6V0wmE4JZlIC5YBAkFIKaRax+SUKV0Vi00m+MWpMJwVx7QTNEVlVNNthki1AkX0mR5zEtB3utZkcznl72zIghnEz7JrfceScGu7vBm83Vyxcu3JX1zRklhxCynRDy5+jn6+uEkBlJznkOwDFK6SZK6duU0iEAoJQOUUp/RildA6CSEFL4PqYJDBOSaWBv1rOD2bNn/9+hoSFREASsWrWq6Pe32Wzo7u7OWUymG7KRZbmomchEBEHI7LXJMhAMAooCZJiBU1QVRlEcNe1bDHSCgEkWS0F9JdUCT2mPhUkU4ddwGCyRbo8HIs/nvKEnNoST2Df55LtPjFnqttlsePDqq9HZ2YmDp049VVPo6TOGpkQ/czdRSi8AsAPADAB7E87ZDuAtSunbY12LUvoigCGW7MkdJiTHgL1Zzw7mz59/bm9v7xeCwSB27typ6crAbBAEAd3d3Tk9N92QTTgcLqjdTzoy9ZUkwSBIOBzpj8yg4kgpxRGns6SrC/WCgGNOZ0EElxq1xCmUlVEmiBxXkMGbgCTBGQxqkm2N9U3GUEHT9k2uufFG1On1MNpsuuaZM3+cdxCMokAIWQxgO858Fj8HYHHCOXYAVek+l2O/KcLWAAAgAElEQVREP5+v0TLOswkmJFPA3qxnDxzH/byurg433HADFi1aVLI4qqur4fP5sioDA+mzkX6/v+B2P+ngeR6KoqQtAXOhUFaDNs5AADwAc5H7BxOpt1jQ7nJpXuIOKYpm+7RzReT5gmRcu7xe1FosmmVbr526Eg/P3wwOZ0T3WH2TvCDg6XvvBc/z6PL7V51XXz9bk0AYhSbWwN4a/b4j+rUm7pwHkZD0yYC3WKInN5iQTA17s54FLF26dG0wGJzrdDrx6KOl3ZzG8zwqKyvhy3J4Y6xspCzLRbP7SYfBYEhrBzQiI5kGObpOb4qG6ytzpcJgAM9xcGpoByQpSlo7nGJhEkUENMy4hmQZIASVGvt9Xjt1JZ696OsjhnDeOPYm/vGjbyc9f+mSJVhQXQ1HZSXR2e3/pmkwjEIRWzX2AQBQSo9RSp+PtZRFmUkpPZbldd8GcKEWAZ5tkFLuVS1nCCFOAHYAjoQ3aPw5eymlScd7CSHPUUp3JDluB/BEsscYxYUQIkydOrXfbrdXrFixAg8//HCpQwIQMQw3GAwZ29iMNa0dDochCELJyvWJyLIMVVVTltnFo0chHj4MpaoKNM0ecL8kQVbVrKZ9C0lIlhGQZc3M0Is9qW3evx+2V14BNZtHGcGTUAhKIABqsYBYrXBt3Ihwc3NO96GUIiTL0AlCwUr2bc42/MOH30JvsG/4mI4Tcf+8+3Ht1JUjzu3s6MBd3/oWPD4fpttsq9/97DMmKMuU6OenE5GZhJljnPc6gFRCcgUiojEZ9lSf6YzUMCGZBPZmPTu48MILv/HJJ588VlNTg//8z/8syURzMoLBINrb2zFr1qy0YnIsEakoClRVLZuMZIyxSu26Tz6BePQopGnTgDFKukFJQkCW4UgjNotNWFHgDoVQnWcrQTFEpK6tDRUvvQQumiUWOztBxihhKzwPheehC4chm0xQKytBQiFwHg9UqxWK3Z6RwOz3+RCQ5aJkkv/xo2/jt52/G3Hslhmrsb75npHnvfQSXvzNb1BpMg2e6u2tpZQWz42dkTFRO723AMSGWFOdl3WSJ91jjNQUdtfW+GVJ9HvrmGcBg7m8IaNDPIwSUlNTU2WxWL7S2NiIRx55pGxEJBApAYuiiMHBQVRVVY15bszyBwD2Xb1vxGOSJJXV64phMpmSi8lwGJCkyJBNmr7ALq+3bDKR8XCEoM/vh0UUYchRCMqqWnAbI/P+/bC/+CK4hCEaleMi2eAkGUnO40GgpgbcwAAEvx+IM9Hng0GIfX0Qnn4aBIBqtYLq9VCNxhHiUlZVdPt8mJPmfa0VX1n0CCoNlXjj2JvDx9449iYGg4P4yqJHho9tWrcOb77/Pqy1tZWNDsczAP6mKAEysiU2Y/BWmvOGCCH2VNXEZERF6vs5R3YWw4RkctibdYIzderUVwVBEPR6Pa699tpShzOKhoYGHDt2DBUVFRBS7FYea8hGlmVwHFfULTbZoNPpIMvyiNdGQqGM+iNdwSBkSlFZZtlIIOK9WGU0otfvx9QcM26yqkJfoAGbWBZSf/QoiKpC5TjIDQ0AMEr0pWLg0CE0vPwyuKhxfCwjyfl8EYGJiLAcvueTT0Kx2cAFgzh03nmYJQiwfOELOZfGs2V98z2oN9XjhYMvIFZ/+23n73Cg/wB2XLATzY5mGE0mPLpqFV783/9FTyCw3U7IN4YodRUlQMaYEEIeRGTYFYi0mwHAc3EJma9TSp9PeNpeRHopX8ziVtcg4v3MyBJW2o6S4s0aLxBHvVmjnpIrotPYiddL1SP5XPRaGYtPhracd955F4bD4T9JkoQ9e/aguUgfaNni8XjAcVxKc/QNv96Ad7rewWWTLhuVjSyHSe2xUFUVsiyP6JXkBwYgHjoEEg5Dqa1N+dzjTieqTKayzEgCkR7AzwYHMd1uz3qloayqIEBBfCMTs5Aqz2PowQfhW7kyzTNHIkWfnzhNrmtrg+N73wPf3z+ckYwvl1NC0FVfj7qeHhBgWFwq1dVwbtlScGHZ5mzD3//57zEUPvNXLwGwef5mXDt1Jaiq4o4nn4Rks4G63b/806FDny9oQIysic0uUErT/gs5uiDkucShm2SfzdEEz+IkgpSRAUxIJoG9WScuhBAya9aso4FAYPqVV16JZ555ptQhjYnH44EoijAkDHC09rVi9we7AQC7luwa0R/p9/thNBrLNhsZI3EQSOjshPjpp6CiCNVuT/ocSin8kgRzCT0xM0FRVYQVBcYsytuUUoQVBfoUGeh80LW1oWbXLnCKApXjEJ45M6+BmUx7OGMDPKpOh16bDTWBAHQDA6N6MRVRBHg+q17LXBmrb/Ivf/kL7v3udxEOhVAjCPMPDwx8UpAgGFmT6exCwnNGfT4nfjZHrf42sbmF3GGl7QSib1Y7Ug/RjIBSuim2V3ssu4Hom3UNe7OWlgsuuGDjiRMnpsuyjJaWllKHkxZJkjAwMICmpqYRx2OWP5dNumyEiIxtsCl3EQlEytuBQADGaImahMMgkgQ1RSZVVlUcczoxu7KymGHmBM9xGPL54JOkjAdvFEoL8nuLz0TmmoVMJLbxJp2Y9K1cCd/KlRgMBOAMBKA6HLD8139FpsN1OgguFwil4CUJkKThXkv9zp1QeR4gBEp9vaYZy1hvZLyYfOPYmzjuOo7/s+xpXD1rFv7jk09gtNvfBDBHk5sytCDT2YVh4j6fjwJ4Mb4SGK0oboqdp2mkZxlMSI6GvVknKIQQ/axZs74zefJk3HTTTWkHWcoBh8MBp9MJt9sNm80GIH1vZDkO2KRCEARIkgRRFIeFJE0hTjrcblh1unEhkgGg0mjE4cFB2A2GjIZnwoqi+aS2rq1thIjs271bM0EmclxGg0Eqpej1+TDFZgMhZFhcxuKreOkl8END4DweEEUBJ0mR8n60hM6fPo2aJ54AJQScqkKurcXgtm15vY5kQzgfDnyE7X94HI/f+xg++PrXEeT52QunTVt34OTJf835Rgwtif2LOasZg+jn8wwAT0QTRZVRx5X3wdrMNIGVthOIrjx8DsCObEvQcaLRDiCWNnkfCeKSURqWLFnyfUVRNlFK8eqrr5adLU4qvF4vent7MWNGZM17qt5IWZZBCCnpTu1c8Pv9MBmN0B08GLH+mTlz1HpEvyThxNAQ5lZVlWzvdC50eb0IKwqmpRm88UsSjIKgqUjWtbWhavduCB6PZpnIeFRKIatq2j7QoUAAQ8EgmhyOtNcc7rPs6QFUFSAEnKKAJHxOUUR6PEEpOErhXrUK7nvuSX7RMfjntldGiEkAmGKajPnty/Cfx4/D3d/vPnLqVDWltHALxxkZERV/twK4JtNtcoziwIRkAuzNOjGpr6+fxPP86crKSm7btm24/PLLSx1SVvj9fhgMBnw08FHS3khKKSRJKuk+7XzwDw3BfuwYxM5OSAllfAAYCgbBEwLrOMq2ApFeyT6/H7Vmc0rzbVlVoaiqpr2R8SJStloxsGtXQXoOw4oCgePGNBb3SxIMeZiPm/fvh23fPpBwGFx0GCmR+E8xKooYuv/+jEVzm7MNz/zxaQTUM5Pmry1/FaufeAKc1QrO4/nmh8eOPZ5T8AzNiFb8ZmCMJSGM0jB+/mlfPGLp8w9KGgVDU2pra1/3eDxcbW3tuBORAGA0GnHy5En800f/lHQdolqAXcjFREcp5FAoaVnbHw7DJIrjTkQCkV7JGpMJvnA45TmFGLCpeOklCB4PFJOpYCISAHQ8H1l3mIJTLhdUVc1rg41v5Up0vfoqOt94A71///cIT54MRRQjBukcB4rI9HXsi5MkOF54AZNXrRr+sr2SfN82ADQ7mvGv172KKabJACIZSb3BgG0334wTJ07gSHf3VyyEVOf8AhhaMQPAEBOR5QfrkRwNe7NOMM4777wr/H7/JYIg4Iknnih1ODlBCEGH3AGDz5C0NzIUCpW13U86REWBKkmgCYJKpRTtbjcm22xZW+mUCxwh6PJ6QSmFLWH6PiTLMGiciax46SWI7e0AAKmxseC2OjzHQVKUUXZAvnAYPknC5GhvrxaEm5vR873vjThm3r8fth/+MDKwgzOCMh7bm2/C9uaZErbviivgfOSREefsuXLkda++4gos+tWv0M/zghgK/QuA8jOcPUuIDqsCLMFTljAhGQd7s048CCFk7ty5r1ZVVeGqq67C9OnTSx1Szrx88mX4vD5UG6uT2v2MZzhZBqcokHh+RJlkwO+HjufL3u5nLAghaLBacdrthkWvH87OqdEpbS33TVe89BIMhw8DAOToTuxCo+N5+CVphJCk0X8ANFqtBdunHSNxeKfyW9+C0Nc34pzECMy/+x3MvzsztR2aPRt93/jGyOdwHP72vvtw/wsvQCeK1zRarYs7PJ6MhzAZmpL1ECyjeDAhORL2Zp1gnH/++V+RZbl+cHAQW7ZsKXU4OdPa1wqX5IKpwoR75pwZKlAUZdzY/YwFkSSIigK/Xg8xKrAUVUWPz4e542C6Ph0WnQ46nsdQIIDKaOZYpTRpv1+u6NraIHR0AEDBS9qJJNoBhRQFDoOh6Kbx4eZmdP/gByOOOb797RGiERgtLPWHD2PyqlXDP8s1Nej+wQ8wZ+5cXNXUhIM+H0g4/HNCyAzKBgtKwQXR72wrXBnChm3iiJqXPoiI3+PPSh0PIz8IIaa6uroBk8lk2LhxI9auXVvqkHImflL7xctfhCzLMBqNZb/BJlPEY8cgfvYZAnY7iMkEgeMQkmVQQNPSbymRVRUhWR7OrmZq6p0JxRquGYuwokR6FAlBSFHyGrApJJkIy/hPxUEAn6upwRClqBaEjYe6ul4udIyMkRBC/ozI/MLMsfyao+faARwHMD3Bim8xgF9TStPbBzCygg3bjCSjjCQh5EFCiJMQQlN8vV6EWBlpWLx48Ytut9tgNBqxZs2aUoeTM4m+kZIkob29fXiSeyJAJAlEliHq9f+PvTOPj6su9//7e86ZLfu+p0umKVspUBT0omwCIgrIRRC4gGAR1CubQjeqIdgWWxb1KrIoLqy94JWLV1EoCMJPAUWWttCWNqVbliZplpnMfs75/v6YheyZJDPJpJz365UXzHzPnHxPO515zvN8ns9D2DDwhcMcCAQOmiASSHQ37/N4EnY/qWKqmmtGw6YoGFLS6ffT6fdnZBAJ0H3jjez73/9N/ITq65Ew4Kd/804xcH1HB16vF4+u/1gIcXD8o5tZLAIYK4iMcRrRyXSD+xy+TJKDRizGx8HzKZ0axnyzxmZyHwtcQPRm9Rrgydj/x7HerNNMbW1tnaZpl8yePZuVK1fOOG/F/gw3xcbhcNDT00NVVdU07y4FSAnhMOg6aBouYFN7O3NGGJM4k3FoGr3BINmaltJsZLykPRXNNSMhhMCMyREOLy2dlj1MhMHayIorrkDrGRiDLM7L4xclJagFBTnlBQU/JjZkwiL9xPyZAZK14zud4ZNBp2H1P6QFK5CMkcybNT4+sf+EGiFEkeU3mXkUFRX9T05OjqioqGDRokWEQiGM2KQMu92OaZroMdsSm82GlHLAY4iOJ4To9BUhxIDHiqIQjlm6qKqKqqpDHkciEaSUQx4rioKmaei6HrVGGfRYCIHNZsMwDAzD4IyKM9jSuYUzqs7A7/cDUFJSwo4dO8jNzUVV1Rl3TQMeB4PowSDZqkrIMGj3+VCFwBazljFi8htbzOpFj1kd2WLG5JHYY01REP0eq0KgKgrh+ISUMR4rQqDFOpDlMI8FYFNVdNNM6Bv7P4Zo44lhmok9D/c4126nta8Pu6ZhV9VJX1P+E08QUFX0igo8X/0qZmzO91ReU/zxHo+HfIcjMWt8Jv497fz5z4es2xSFm19/nXteeYXWcPhrLiEaA1K2YDEVnBb774ZxHD+cNG0RcHtKdmQxACuQ/JCk3qzDTLs5+NImM5wFCxZ8IRKJHN3X18ett96Kpmlow5QRB5t3D348ePLN4MeDz5mux8+1PUdnpJPnWp7j4sMuBiAQCHDIIYcADChvz5Rr6v9YGAZ2IVA1DYemoQrB3MJCkBLHMFm7wTZAg21nBj8ePMJvOh8HYnY4LV4vmqIk9jrRa7Jv3Yrd64WKCvyLF6MceijKNF2jlJLKnBycmoaqKDgGHTOT/p6Ge/yxj32Mwg0bMCsrRYHT+RRwPBZTQbzR5oGxDowle+oY9D0uhIh/v1tJnzRgaSQ/ZMw362DNRezNaZWxMwghhNLT0/PLrq4uzjrrLOrq6hJZvJnIcHO1A4EATqcTp9OJx+PB5/NN8y4nR1wfKTUN3TAozsoiy2bDoWmjml3PNEwpURUFRVGoysuLjvmbZLNjf7uf6SppQ9TuZ4/HQ67DgUPTEtnDgwUjlmVfdumlvL9lC+/v23dcQW7uJ6d7XwcjQoi1scbXOKcBzyfp7XwawDBVwtOBnZY/dHr4yAaSk3yzxrkA+Fdqd2YxGY4++uhbHA5HqaZpXH311QCJEutM482ON7nmxWsGTLKJl4Xjdj9ZWVm0tLQwk90XhK4jdJ2QovB+V1ciU6XErnOywVamYEqZaEBRhKDD56NzEjcB/bWR0027zxeVOMSuz6Vp+CMHz3jqeBf6HLebS447jsLCQkqKi58QM913K8MQQnwJWAJcLYQo6JdhXJrkKT7O8Mmd04jpJvv5RVukiI9kIJmCN2scS7ybQQgh8rxe70qn08mSJUsStjh2uz2h9ZtJ/GTjT+gOd1NoL0xkI0Oh0IBSdk5ODna7na6urpFOk/lEIqDr7AuHKcnKGtDtK5h81i4TkFKim+aAcmlFTg7tfv+EsncJux+/f8qMx0dCN026gkEqsrMTzwkhUIVIaD9nMoM77K8791yybTay8/Nramtrvz6NWzsY6Yn9XBNL6qwF1kkpk/V2HlIljH2/L+JDD8rTBr/IYnJ8JANJJv9mjTfn1I3nNRbpxWazfS8/P9+el5fH2WefPWDN5XIRDAanaWcT47OzPkuhvZDvHPMdFpUuIhgMDjvBpry8nEAgMA07TA1C1/GFwwSB0kGemDZVPSjKpEFdxzGMRrA8O5tmr3dc58oEz8j++CMRCp1OnIP0rAdDidswTdR+FQCA7IICvn7iiZimiaqqdwkhcqZxiwcVsZL07cDpQogNRMcVjyfBs4gPbfziLCf6fW/J0NLER7LZRkr5vBAi/ma9AHhznG9WgC9hvTEzBiFEfX5+/nUej4c77rhjyKQXIQSqqiY6ijOdNzve5K637qI73M2ze57lQveFKIoy7AQbp9NJaWlpYsrNTEPoOqauU1dQMOz1xcukqbLLmWqMWNf6cNdWnJWFGgggY9N8kiETPCPjGKaJXVVHnGDjjOlcHTPUD9SUckhTkOlw8OVjjmH9228Ttttdbrf7R8BV07PDg49hGlqTol9DzQMx2VpT7HxLhRD/JPp9XzfR81uMzMz8150CUvBmcgP3j3mUxZQghLjLMAxbbW3tniOPPHLWcMcoijJjAsnVb6ymO9xNri2XaxdeG89+jHi83W5n+/btzJ49G8cUj6WbLF29veQYBg6Hg+GK2P3LpIM7aWcCIcMYMQhWhKDQ5aK1r4/KnJwxg8lM8YyMs7u3lyKXa0Tj+P4610w1KB+JuKRiyL41DcUwWHbJJVz2/e8TDoe/mpOTs7qvr++DadimxYcsItpQMyQpFJtUZ02rSxMz71M5Q5BSXmPd2WQGQogzDjnkkLNdLpdv2bJlz4x0nKqqM67ppi6vjmNKjhkz2yiEoLi4mNbW1inc3eQxDIP9PT1opokc5fpmapk0kMQEGyEEIV2nMwl5Qt769RmhiwTwhEJEDIP8MW5cZqrONWwYw9+4KAooCh+rr+czp5zCwoULRU1NzRNTv0OLQZyOZe8zLViBpMWMRghhKygo+ElOTg5dXV2r3G73qF30DodjRtgBXTDvAgrthVww7wJCodAQv8fhKCoqIhKJ4B2n5m466Whvp8BmwykljFGWd2kagRl0IxDPwiVTsi7PyeGA348xSnOKfetWhM9HsL5+2kvappTs83iozc8f8/pmos41/vcw4rUpCkjJzd/+Nj09PQghPjZr1qwzp3CLFkM5DctFZVqwAkmLGY2iKN+oq6ubv3Pnzt2GYfwQeGe04+NayUzPTD6540m6w938dnu0GpNMOV4IQW1t7YyxAjIMA5/HQ7nTGQ0ixwhIhBBoM8gOSDfNIfq6kciy2ciy2egbwV0g3mDj3L4dmZ097SXtiGFQlZubtG51ptkBxe1+RiT2HqysqmLOnC+Rm5tLd3flM0IEr56iLVr0o5+lj5WRnAasQNJixiKEKLHZbI3Nzc10dXVdL6UMEfUK6x7tdQ6HI6PtgNZvX8/mA5sBcEjHALufsXA6nTgcDrq7R/0jyAgMw2B2dTWalKOWtfszU3wl46P5xqMLnJWfj01Vh9wIDO7S9lx0UYp3Oz4ihkFfOEzBON6XM8kOaLDdzxCkBNOM3vyoKv/61y1s2eLBbt8h4Nc/m7qdWvSjiGjTrNUAOw1YgaRF0ggh8oUQnxZCHDLdewGw2+2rcnNzC9rb258Hfg/gdrsNkrgrdblcGWuZs/bNtRgY5JHHtz/+7Qmdo6OjI6Ozrn19fbS2tmKTEgxjzLJ2HE1RiJhmxmddw4aBOoHGIMM02dUzcCZCJnVpA7T29SVmUI+HmaBzTUqOoOvR96vNBkJw000B+voa8fl8FBbeoQqx/bqp27EFRJ1YpJTHjn2kRTqwAkmLpIhZK1wPrACenObtIIQ4sqqq6ms5OTmmlPJGOTCy+N8kXo+qqhgZ+MWWZ8tDQaHEVcKxZeP/bHQ4HOTm5tLR0ZGG3U0e0zTZt28fpaWlCMNAGEbSGUkAp6pmtFbSlBLJ+LKRcXLsdoK6jjcUGrKWCV3avnCYQCRCySC/z2RxaRqBDC5xhw1jiN/nYJRgEOlwYMYyshdd5AW+hKadwNy5Bajqz344BVu1sMgYrEDSYlSEEKoQ4lrAJqW8Dfg6sEwIMdQZe+r2JLKzs39aUlKiNDc33y+l3DzokKeA3rHOo2kaZgaW2kpcJdiwsSewh/Xb10/oHGVlZXi93owMlDs6OsjKyiIrKysRSCabkYTML5MGdX3MTu2REEJQm5/PPo8HKSX2rVuj56yvn/YubYCuYJCS7OwJW/kIIVAVJSPlCXF7qbGah0QggHS5kP0m+Vx9dS8+3x14vV4qK59SsrJ+dEm692thkSlYgaTFWLgATUr5p9jjfVLKZ6SU01kXPreiouLE1tZWTyQS+e7gRbfbHQAeH+skiqIgpcy4YHLFohUA6OisfmP1hM6hqip1dXVTUt4OBALs2bOHbdu2sXXrVpqbm0edIqRpGhUVFdEHug7jzEhC5pZJA5HI6E0aSZBjt1OanY25ZUtGNdgAFDmdFI1DGzkcSobqXONTbEZFShSfDyMrCzM3N/H0kiXdwDF88MHJVFSUout//k16d2thkTl8ZA3JLZLmU8BhEM0ESimN2P9rUsopry8KIZzAXe3t7fh8vpVSygMjHPpfwDVEbexGxGazDZlfPd0sKFgQzYpICBgBzvz9maz55BoWlS4a+8X90DSNtrY28vLyyMvLS9n+pJRs2rSJV155hbfffpsdO3aQlZWVMEIPhUIEg0HcbjfHHHMMn/zkJ1m4cCGKotDb20tBQUHCE1MYBsI0kXb7uPeRaRNvTClBiJQYb1fu3o16zz3IQCAjGmxMKdlx4ADuoqKkJ/CMhKYoBHV9yOjB6SQuRxgzG+nzIW02ZE4OctBnxrnnenn66e+zcePhqOpm7YgjjviPd99999E0btvCIiMQmS5at5hehBD/CRwipbwu9lgFLgTKgGLgXSnlf0/VfjRNW3744Yev2bJly3u6rh81WjDb1NT0O+C8sc4ZCoXQNC0jxguapkk4HOaLz32RHZ4diecVFG47/jYuqh9fQBEIBNi9ezfz589PyUSf7du3c//997N9+3YOHDiA3W5nxYoVnHDCCbhcLqSUBAIBXnnlFdauXUs4HKa4uJiqqirOP/98amtrqa+vT+xF27MH+/vvY+TkIHPGP7I4bBiosXLpdBOfpz3Z4Cjepb23uBg9K4u8yy+f9mxkq9eLbprU5uen5HxSSgK6njE3AcnekGjNzZh5eUTmz8coLh6yPm/eXOCHuN330tvrjHR2vpstpcxcUaiFRQqY/k9fi0xnG3CBECJHCFEEXAzsAB4BfMDPhBD3x9bSihCisrq6emUkEkHX9RuSyIiuSea8DoeD0DDNDdNBMBjE6XSy5pNrmJc/L/G8icnK11dyxGNHcNLvTuL8P53Pmx1vjnk+l8tFTk4O7e3tk97bhg0bWLZsGXV1dSxdupSSkhLy8vKoqKjA5YpKZoUQZGVlUV1dTV5eHiUlJdxyyy2ceuqpPPPMMzz22GO0tLQkzikMY1xd24PRMkRvl6y+Lhny1q9H83qp6u5mzyWX4Jk3b+wXpZGwYdAVDFLZr5Q7WUQsczuaAftUkawcQQQC0bnweXkYBQXDHnP11T3At+jszGH2bKftmGOOsaafWRz0WBlJi1ERQiwEHgN+CfwN6Ojv1SWEOAV4gejc8eullGkzaHQ6nQ8dddRRl23atOkZv9//+WRe09TUtB748ljHSSkJBoOJgGg6CAaD2O32AZnD9dvXs/qN1QSMoZJUBYUiZxEhPcTSY5eOmK0Mh8P09vZSUlIy4UDn1Vdf5c477+SGG26gsLCQdevWsWTJEoDE/y9YsACAzZs3D1m/4YYb0DSN5557jldffZXrr7+eE088Edv27di2b8coL0dOcEZ4fJTddM5yDuk69hRlI/MffBCA3sWLaZk1i75QiDmFhanY5oTwBINIID8N8o/pliaYUhLSdVzJZCP37sUsKCDidmOUlY143Lx5dcAzHHroTQQCpvR4Oiq6uromfydnYZGhWBlJi7HYDqjAucARwK5YeZGgFw4AACAASURBVBshhCKlfBG4BbgSOCFdmxBCfNzpdF62a9cuPRAIXD+Ol64AxiwtCSFQFGXaupzjDT+Dy88X1V/Epos3ser4VbhUFw7FgUOJBlwmJp3BTry6l++9/j0WPr6QT/z2Exyz/pgB3d52u52ioiJ8Pt+E9ubxeFi7di2nnnrqgCBywYIFLFiwgCVLlrBu3To2b948IIjsv37vvfcC8NnPfpZgMMhdd93F+vXrQdejGslJyApsikJoGhtvktXXJUP+gw/i3L4dgPChh1LsclGclTVtvpmBSAS7qqYliITpn3gTTDKIVHp7QQjMwkKMkpJRjz33XC/wOXbtcmMYflFTUzNl0h8Li+nAykhajIgQQpVSGkKIc4h6M74DfFZK2S5i35px/0YhxBtAk5RyzOzfBPYhnE7na1LK40Kh0Dop5dLxvL6pqel2YNlYx0kpCYfDiaaRqSRe0k6GNzveZMVrK2jpayHLlkV3sBuDgYGUgoJTdVLoKKTEVcKKY1eQ15tHdXU1WeP0AHzkkUd48cUX6ezsRAjBqlWrEtnHOJs3b2blypUAQ9bb29vZvXs3q1evTqxLKVmzZg1nLljANw4/HN3tjs4vniBBXcemKNOilUxVVs2+dSvFt92G5vcTrK+n4447gGig+kFPD3MLCqY06yqlpKm7mxKXi4I0ZupDuo42DX93SWeyIxFse/eiV1cTmTcPMwmdaDQruRWbbRGaJqivrz/xnXfeeSU1O7ewyCysjORHEBHF0f/xcMfFgkghpfw90dL2UcBpsTUppZTx7CSwFJgrhJiYU/HoXOJ2u48rLCzsBCbih/N94IOxDpouk3Jd17GNIxBZVLqIP5/9ZzZevJHXvvQaj3/2ceblzyNLzaLEWYKKiomJ3/DT7G/mnQPvcPnzl/P1f36dp95+alzZLdM02bBhA5/+9KcnlHGLRCKJppz+HHnkkdzW2Mjz//wn97/yCnKSAZJT06YlK5kKu584eevXo/n96Lm5AzwjFSGwKQr7+/pS8nuSpScUQkJag0gAm6pOaFLOZJBSImNjLMc4EK29PZGJTCaIBKiujgCHYRjXcMQRRxCJRNaP9DlrYTHTsQLJjxAxc/ELidribBBCXC+EcMcCwrE+5G4C9gHfEEL096GJq+XzgUDsJ5V7zi4uLr7Tbrezf//+pVJKz3jP4Xa7/cB/JnOsqqpTPlrQNM1JdVSPFljGy+AhM8RuczdP7XyKEx87MemGnffff5/u7m42bNjAqlWrWLVqVaKMHSdezh5uvaWlBY/Hw1133TVkvX7uXL6/eDFPv/UWjz777ISvP85Ul0njTT6pyBLat25F+HwE6+uHHYNYkZ1NdzBIZIqCZVNKWjweZqXQNmokFCEQMKVNU3Epwlgfe0psZr1RUoJeXZ30+X/4w3ZAYpoNNDd7EUJUHX/88ddOYssWFhmLFUh+RBBCzALOJDrY/j5gJTAX+IsQorZfiXrAJ2ssyFSklD1EbX+OA74thDg8vh47dCfwiBxPuiu5fS+tq6uraGpqekdK+euJnsftdv8J+FUSvw9gyrKSZmxudCqTFf0Dy4dPf5ijio+iOrsaFZXNbKZP9iUylRc9exFn/v7MEQPKbdu24fP5WL58+bg0kevWrWPjxo00Nzfzs5/9bHhN5aZN0W55IXjsuef449//PqnrnupO4GT1dWMRt/sZzXjcrmmUZ2dPWaBsmCZzCwtxpCjbOhaaokypwXww1hw1GsLnQ/V40MvLidTUwDj+LBYtCsWykoW0tl6P0+mko6NjbVlZ2fR181lYpAlLI/kRQQjxTeAJKWVnv+cU4BXAAVwtpRwxPRULJk0hxFXARUBF7L87gM8BnwG+J6XsSuGe59hsti0ul8vp8Xg+JaX822TO19TUlAdsBGaPdazf7x+3lnAiTNXvgQ+1lX2ePrJlNk00JdYUFBShYFfsrPjYikQH+E9+8hM6Ojq47bbbBpxrNE0kwKZNm7jtttswDIPbbrtteE3lihWIYJA7zj+f7txc1j78MMsuv5x/O/LICV+jlJKQYaSs3DwSqfKvjAeRmteLnps7bDayP0FdRxFizCBoMoR0nQ6/n5opyEb2Jx7cpVsHGohEcGjaqL9HhEJozc3oVVXos2aN2qU9Em++6eDCC6sBE7v9OByO7Rx++OGPvvbaa5dOYvsWFhmHlZE8yBFCKEKISqLZRF+/54SU0iQaBM4HbhFCzI+tD/cJKwGklL8ArgBeBJYQ9WrMAa5LZRAJ4HQ6766trXV6PJ7HJxtEArjdbg/wFWLXMhoul4tAIL1TIIPB4JQ29sQzlS99+SVuOuQmDss7jCw1CwUFExNd6vgNPytfX0n9I/Wc9LuT2Ni0kcIJWM+EQiHKy8vHHj8pJSgKJyxcyNfOPZc7HnmEzTt3jv6aURBCoClK2udwSylTEvDEPSOTCSIhGgTt6e1Naxf3Xo+H7Gmw5HFqGsE0y0qSkiPoOlprK0ZpKUZ5+YSCSIhmJbOyDEAlHL4TRVFoa2u75Kijjqqb0AktLDIUK5A8yJFSmlLKVqATOL/fczI25tADLAbOAa4RQuQO1kzGgs7Ec1LKfVLKa6WUlwO3SCkfjgWlKUMIcdLcuXPPCwQCQaKNPCnB7Xb/FViVxO9HCJG2Endc7D8d03Q0TeNY97H89KifsvHijdx2/G241IEVN4mk2d/Mi3te5J4n7uHm396cWBtNEwmwceNGnnrqKa666qpRNZWrb7mFtYsXs+p//5eNO3Zw9qc+xXknncT3HniAXa2tE74+Nc3lbTMmRUiFZ+RousjhKHS5MKXEkyYD/d5gEFNKCqZpZKhT0wiksXw/phzBMNBaWzHz8zHKy8elixyOFSu6iN63nkIweDplZWXCZrM9NamTWlhkGFZp+yOAECIb+DnQBTQMN59aCHEPcAlwsZTyz2OcTyUqj0zLt7UQQi0sLHxnzpw5R2zcuLFR1/VbU3n+pqYmjWhG9VNjHRsIBNJiUj6VJe3hME2TlpYWKioq0GJl4Hjpe7dnN5H4VLffER2G2QScDprQOG7TcaMakP/85z/nwgsv5IQTThh2Pf7/C2trsW/ZwqbNm1n1zDMsv/xypJRcd/fdVJeWcvf111MxzBi6ZAjpOrY0lUlTYffTv6QdOPpoOm+9NenXBnSdnV1dHFZamvLra/f5cGkaudNggRUnEBs1meprG/M9YZpoLS1IpxO9qopIXd24dJEjsXDhbPx+DdhJTc1pOJ0qlZWV57z88sv/N+mTW1hkAFYg+RFBCPENopm4i6WUz/V7XokHhEKIfcC/gK/Emmvix+QDXwXek1JOvr127L1+raam5oFQKNTS0dFRL6X0p/p3NDU1VQNvEg2TRsQ0TXRdH2JfMxnC4TCqqk77bG/DMBLXNji7tu7Ndfz8vZ8j/1fCPKAIiH3tOc91svmmzQOO76+ZXLlyJcccc8yA6xtOU6n09GDfsgXh9/OW18vymGn56muu4Y9//zs7W1q441vfomiCWr10TE1JlV9lya234nr77aRL2oPxhkI4NC2lWkndMDCknLIGm5FIh85VSknYMEa+NtNEa20Fmw29uprw3LmQon/z69fnsnJlKSDQtOXMn/97QqHQgaamprJ03YxbWEwlVmn7I4KU8l6ic7NvFULU9XveFELEP10vBM4GqiDRjAPRZpzlwCn9nksLQogCRVFWd3d309HR8e10BJEAbre7mejc8FE/yOO2PKm+4ZqM3U+qUFWVtrY2ent7h6wtWbSE7Zdu5/Dyw2HQ0MugGRzxnKWlpdjt9uSCZCmjP4NQFIWb/+M/qCop4Zb77sMzwYk8qS6TSikxpUxJg814S9qDyXU46AoEUtbprJsm73d1TYuh+2DSoXM1Rvt7M020tjZQVfTKSsJz5qQsiAS46CJvTCsJur6C5uZe9u7dW3zyySffNsZLLSxmBNP/qWExlVwGHEtUC5lI80gp9Vhm8u/AE8CdsefN2PPtwAlSymXpvoO22WwNxx57bGkkEonvJW243e6/EB2hOCapCiRN00yJvi5VVFRU0NbWNqIW9JR5p/CVwq9ge8EWvcU4G5TnlWE1jytXruTSSy/lzjvvTNpnEmDj7t3c/tBD3P6Nb0R/HnqIrbt3c8tXvkK2y8XK++/HHxw5eB0JRYjoWLsU/d0FdD1lJe3RrH6SRROCZs+4bVWHZX9fH/kOB1oGBJKQWp2rlBLdNIe/tngmUlWjk2vq6iANZf0PtZK5eDyrqa+vZ8+ePUsPPfTQ5BzOLSwymMz41LCYEqSUTUAjcANwajy72K+DG+BeYP/g56WU28c6vxDCJYSYsEpfCHFIVVXVtT09PTIcDl+bak/KEVgHrB/tALvdTnACgcxwhEKhcU2xSTcOh4P8/Hz2798/7HpJSQkvvfQST971JDuW7GDHkh387u7fDfGRvPnmmyksLGTRokVJ+0xu2rKFjR98wOrf/Y7ll1/OwnnzWDhvHssvv5zbH3qI9/fu5UunnMIbW7fyvZ//nGA4POweR8OVok7gUEy3N1n6d2l7LrpoUucqysoiYpp4J9l4E9R1eoJBKnJyJnWeVCKEQJIak/KQYWAbLoiMNdagaQlNpEyTNvSii7w4HNGbNSkvJRTKoaSkRCspKbHmcFvMeCyN5EcQIcT/AfXAt6SUz8ee02KZyWOB26SUn5/Aee8FmqWUY3ZFD0dOTs6zCxYsOOPtt9/+VTAY/OpEzjERmpqasoj6aS4a6RjTNAmFQpNqvAmFQmiaNu3ayMEYhoHX66WgoGDI2gsvvMDDDz/Mr3/96wHPD9Y8ut1uOjo6mDVr1rDrw/pILl+OEgyy9uKLOeK44wasb9yxI6GZvOWKK3j4T3+ipKCA7155JfZxBuJmLCM1UT3hmPq6JLFv3Ur+gw8C0Lt48aSykXF6AgH8uk5Vbu6Ez9EXDqMqCq5p1kYOx2R1rlLK4TPJ8SDS4UCvrCQyd27agsg4/bWSDsffqK29AikldXV1i5577rm30vrLLSzSiJWR/GhyHuAhWuI+GaLl7diaSbTDeyLcAdwohBi3Z4YQ4nOqqp6xZcuWvlAotHyCv39CxEYongM0j3SMoigIIcb2RRwBKSWmaWZcEAlRrWReXt6wWcnZs2fT2dk5akY2fjNaW1s7sQ2M8Wea43Kx6ppraO3sZO3DD6OPUxco+NBuaSKMqq9LklSWtPtT4HJR4HRO+Np6g0GklBkZRMLkda7DBpG6PqA7OzwFQSQM1EqGQv9Gfv4i+vr6aG9vfzLtv9zCIo1YgeRHkFjQ+DWgB7hDCPFFIUS5EOI0oA744wTPuxO4D/jBeF4nhLDl5+f/BMDj8TRKKYevs6aRWPPNF4iZtg+H0+mccIk7XTZCqUIIgc/nG9J4M3v2bCKRCM89l2j0H6J5/MUvfsHGjRsTus+xNJEJH8mVK/nB4sWsfuopNu7YkVjfuGPHEM1kc0cHq7/+dXbs28edjz46roA+rkmdSKglpcQYSV83DlJZ0h6MQ1XZ2tk57uYUU0rafL60T5KZDPG9TaTEHRxOjhCJYGtuRmZlJYLIdGgiR+JDraRg69Y76Ovro6Ojw33WWWctnrJNWFikGKu0/REmZuvzeeDo2FMPSim3TfKcOUS7w78kpXw1mdeoqnrjggUL7m5ubv7gwIEDh0opxy+GSxFNTU2fI2p0M2zq0DRNIpHIuCbSZGpJezB9fX20tbVRV1c3oKt82bJlvPXWW9x1110AAzSPoVCIv/3tb/zmN7/h5ptvHrIOI/tIHjl3Lvb33uPdt9/m+3/6E8svvxyA2x96KKGZhA8Dy+WXX057dzfffeABLj79dK694IJxNS1NpEwa0nW0Sdr9pKOkPZh9Hg8CqB6HVVK7z0dQ15mVn/n9HuP9uxvWQigcxtbSgllQgF5RQWTOnJT4RI6Xk06qpbnZjsNhcN55y9my5TnC4bBfUZT8zZs3p3e0j4VFGrACSQtgoJ9kCs51GXAt8ImxzimEKK2oqGgqKirKfe+9986WUv4hFXuYDE1NTVcAvxppPRwOY7PZkgpipJSEw+EpHYU4Gfbs2UNxcTHZ2dmJ59avX8/LL79MS0sLMFDz2NTURHFxMfv27RtbEzloXQSD2N99F7W9nTdDoYQm8vZvfCMRRMbpr5n81pe+xG+eeYbTPv5xFp99dtLBpCklobEmm/RjRH3dOJiM8fh40E2TrZ2d1BcVJaXlNE2Tpu5uZufnY8/QsnZ/xqtzDRsGmqIkMpoiFEJracEoLsaoqCAyezZM043d+edX8c470epEXV0PTucJqKpKZWXlz5999tmrp2VTFhaTwCptf8TpN/YwlbY+jxKt31yaxLHfr6yszN21a9cLTLCknmrcbvevgWUjrSuKknRp1TCMxOSYmcCsWbOiZeB+N5gf//jH2bNnzxCLIF3XKSgoIH+CGS2pqkhVRYxT81hdWkrjVVfx59de4/ENG5J+3XjLpKmw+0lnSbs/mqIwp6CAUJId6oaUzJohQSSMT+dqSongw79vEQigNTdHZ2dXVUUzkdNYHbjllgMoSvQ6du3K58wzr0cIwebNmxefc845VdO2MQuLCWIFkh9x0mGxEwtKrwduF0KM2E4qhDhK07Svbdu2zfD7/ddNkd1PUrjd7rXA2uHWNE0jEomM+aWWyQ02oxEKhRLZR4C6ujoKCgo4++yzE5rHTZs24fV6KSoq4t13301KEzlkXdNAVXln164hmsixNJOhSITvfvWrPPnCCzz98stJX5vLZkvKDiik65OeGpMK4/HxkGO3o6kqfWPYAfkjEXb39k77BJvxMB6dq26aHwaRfj9aWxt6eXnU4mf2bJhmr8xFi0LU1UXVO6YpeP75S3G5XHi9XqWnp+d307o5C4sJYAWSFmlBSvka8ALRiThDEEKInJycnx5yyCGK3++/R0r53tTuMCmWE/XVHILdbic0xhd2JBKZcUEkQH5+Pl6vN9FYJITgc5/7HDt37kz4QN5///289957iSByOJ/IsXwkN7/7Lht37WL1M8+w/JJLhvhIbtyxY4A+cvC6AC449VTWPfIIz/3jH0lfn1PTRs3cxSfYTKbBJl1d2mNhmCYtfX0jZl2llOzt7aV0Gue8TxS7qo55ExA3H1cVBdHXh7Z/P3pFBUZ1NXptLWRIY9GaNR24XNFM/I4dDs4//zaysrLYt2/f8Wecccanp3l7FhbjwtJIWqSNmA3QRuDjsY7u/mvnL1y48LdtbW097e3tdVLK7unZ5eg0NTUpwP3AVYPXgsEgdrt92HGHUkoCgQBZM/ALG8Dj8dDe3o7b7UYIQWtrK9/85jf58Y9/TFVVFa+88gr33HMPuq4nrYkcbl2EQtxx3nkcccwxyH5d7f01kWNpJr906qk89dJLLL3sMk5YuDCp64tnHIfTVw7W102Eyc7SngwfdHeT63BQMsx774DfT08wiLuoaMr2k0rMWBPNSHZF8aYcxeNBPXAAvbISvaoKoyrzKsb9tZLz5oU4/vjF7NixA5/Pt3fz5s2zp6tCI4RYAsQ/r+uA3w7+/B7n+eqApVLKa1KxP4vMw8pIWqQNKWUzcDexkYtxhBCu0tLSHwkh6OzsvCVTg0gAt9ttAtcAvx68Npod0EwOIgFyc3MpKChAj2WAKisrOfroo/nDH/5AV1cXTqczsTYphABVRUzCK/DYQw7hG//+79zx6KP8a+vWpF6jKgrGMN/Tg/V1E2GqS9qDqc7Lo8PvHzErOZ7O7kxDEQJiGePBxG8OlJ4e1K4u9Opq9FmzMjKIhIFayZYWjeuuu4729naEELVHHHHEZdOxJyHEBuB5KeVvYz/rgCdjweBEsXwyD3KsQNIi3dwNHCOEOLXfc98WQtTs2rVri2maD0zXxpIlFkwuZhij9uGCyVAohN1un6LdpQchBEVFRQSDwURj0dlnn82LL77Itm3buPfee8eviRxmffWyZax6+mk2vf9+Yn04TeRYmsnq0lIuPfNMVv3617y7c+zkiaYo6KY5ROfaX183EaarpD1gD6rK3IKCIbOqe4NBCpzOgZY4M5DhdK5SSgwpsff0oPb2EqmuRp89G6OsbJp2OTb9tZLBoGDDhjlccskl9PT00NnZ+V9CiCn9EBFCfAlASvnmoKXbiVZlJnrOrkluzSLDsUrbFmlHCHE+0EB0BGF5Tk7OtmAwmK3r+meklH+Z5u0lTazM/WPgW/2fj8/PVhQFKSXBYDCjzcfHw759+3A4HJSWlmKaJo2Njfzzn/9k3bp1Y/pEJrOueDxsfeYZ1jz8MMu+9jVgdB/Jsdb/+Le/8dJbb/HT73yH+jEm7Zix0YfxwGqydj/9rX6mo6Q9mF09PZTn5OCKaUJ39vRQX1Q0aXP1TMCUkki/sZVBXSerqwslGESvqkKfPRuzsHCadzk2b77p4OKLqzEMQW6uwT/+sZ2zzz6b/fv3U1xcfPsHH3ywYqr2EstGvimlXDro+TqgCSiUUvaM43x1REvjFwBYpe2DFyuQtEg7MYuhvwBPOJ3OTy9YsODizZs3/z4QCJw73XsbL01NTQL4PnBL/DnTNDEMA5vNNi6PyZmAruvs2LEDt9tNX18f//znP7nvvvv41a9+NcD2J1lN5JD1cBj7e+/x3t//zs1PPw2MrYkcbV1KyXGHH87W3bv5wTe/yZzKylGvLxCJ4NA0FCEmPdd5OnWRw9ETDNLu8zG/uJg9vb3YVZWKnJxp3VMqiZeyDdNE7ejApusfBpEzwGQ9zpln1rBjhwNFMbnttk4qK//AnXfeSV9fn753796aqZr0JYToJqplHFIlEkJI4HQp5fPjON/VUsoHhBD3gxVIHszM/FtTi4wnJhq/AVhdXl5+cVdXVyQYDN443fuaCG63W7rd7pXATfHn4plIXdcTNiUHC5qmUVBQQHt7O/v37+dTn/oUs2fP5sknUyR7stujI+pi2rfJIoTgiyeeyCcXLOCW++6juaNj1OPjZdLJ2v1Mty5yOPIdDhQhaPV68YXDlPUzmT8YUBUFwzAQbW2ohoFeU0Nk7twZFURCtINbVSWmqbB2bTEnnXQS1dXVVFZWajU1NfdN4VYKGL0MnbROMlbSfmLSO7KYEViBpMVUsUlVVT0SibBnz567J9MFmAm43e67iBquRyAacAWDwWE7uGc6ZWVl2Gw2SkpKyMrK4sorr+Tpp59OeE2ORxM53Po7+/ax6o9/ZO1XvpK0JnK09bWPPMJJxxzD0fPns+Lee2k7cGDU67MrCv5IZMIl30zQRQ6HEIKKnBwM06S+qCijZ2pPBE1KZEsLBmDW1BCpq0Pmjmhbm7EsWhRi7tyoVtLnE6xfn8uSJUvwer24XK4vCiEWpXsPQoiCJA5L5ph4SbtnPGVwi5mNVdq2mBKEEJfn5ub+5sgjj/R/+tOfXuNyuXyADXgG8AD/DsTF5a8StQ26HHABQeAA8BJwPFBLdHKOE/gfIBs4KXYswMux18e1jBGidhb/AE4FyoFw7PWPA7OJ6jedRG+uXgB2AVcQnbltAu8AbwFfBAqBAKCffPLJPcAv+/r6snw+Hw6Hg+rqamw2G3v37k00qpSUlFBYWMjOnTsxDANVVbHb7VRUVNDR0YHf70cIgWEYzJo1i0gkQnt7e2KaTFlZGYWFhWzbFh2FrigKOTk5lJSU0NbWRiAQQFVVDMNgzpw59PX10d3djWEYSCmpqKggOzubnTt3IqVECEFBQQHFxcXs2bOHcDicmMBTW1tLd3c3fX19idnixcXFeL1ezFiDynPPPceBAwe44IILeOKJJzj11FOprq7GbrfT29vLo48+yllnnQXAiy++yBe/+EXmzp1Le3s7zc3NvPTSS3zhC1/A5XLx5Pr1fObww6nOzSWnuJjO9nYe+etf+dwJJyCA5994gws+8Qlqq6roDARo7ujgL//6F+cedxx2IXji1Vc59eMfp7K4mGKXi/379/Poyy9z+ic+wT/fe49uj4frzz4b1emkNxRK+ETW5OVhV1W2HziACWhCUJ6TQ5HLxfYDBzCkRBUCh6ZRlZtLu89HXziMIDoZZk5BAbpp4v3v/0a0t2M4HBScdhq5hx3Ge7FMqBCCPLud0uxsWrxeApEIiqJgmCbziorwhkJ0BgKJxpiq3Fxy7Ha2HziQMN8udrkozspid08PIcNAVRQUYHZBAV2BwLDXtKunB1NKfOEweXY7NQUF7OvtTfqaWr3eRFd7RezPJFOuCaDM6aSsp4eNkQhmbi5aWRn27OwZ8e/JNE2qqqoGfEY0N6usXXsEbW2VHHfcm9x0Uwd//etfufvuu0kFUspR7yL66SAvkFL+dpj1buCBwfrJEc51df/yuFXaPvixAkmLtCOEyCkpKWnSNK1s1qxZ3z/rrLPeamhoeGq695UqmpqaFvh8vj9nZ2dX+/3+GW37Mxz79u3Dbrfj9/vJzc2luLiYtrY2Lrss6lDywx/+cMI+kgCrvvc9FikKtj17iMydC0KMy0dyLM3k/NpaPH4/P/jmNykb1IChx4IdRQgM08Q2zvK2fetW8h98EIDexYszJhsJ0WvbduAAc/Lz2d3by7zCwhkzEnFUIhFsLS0EsrKgshJfZSXOvLwZLymJayWzsnQeeGA72dnbuPrqqyksLGT79u1fNk0zbaXiWEaym5EDSUlUP7lujPN8iah9UE+/56xA8iDn4KvDWWQcmqbdMnfu3DK/3/9WVlZWI1DW2Ng4ehfEDOKRRx7Z193d/WngdYfDMaK35EzE7/fj8/koKSmhvLyczs5ODMOgoqKCq666ikAgMOaEnzGx25FZWUi7HREIpGbjMYQQXH7WWcyprGTZz35Ge/dAy1IpJYoQKLHxe8nO4YbMLWnHafF6KXY6ybbbKXQ62e/zTfeWJo0IhbA1N6Pn5REqL8ecNw9Xfj6BFL9vpoP4tBu/X+Xhh3upq6vjuuuuw+FwUFNTc68QIm13qEmWOzwpMgAAIABJREFUoUc9Ju41aZW0P3pYgaRFWhFC1NXU1Hy7s7MTj8fzny+++KIBPAzM7PTBQLJOOumkD4CTVVV9WEo55hzumUJLSwtVVVUoioLL5Up4SwKcd955HHXUUSxdunTCPpLx9XdaW5E5OSh9fRPykRxt/Y5HH+Xz//ZviWByf1e0n0BKiR4LJAFUIYjESp/JkLd+fcLqx3PRRRP7A04TMmasXhprsCnPycEbDhOYhPH7dCMCAbTmZoySEvrKyrAdckh0XjvgcDgmf0MzzSxaFELTJKpq8Prrh7JtWxEXXnghmqZRWlpa5HK5lqV5CzsZvaFmLF37acDpQoj7+//Enj8t9nhtqjZrkTlYpW2LtCKE+J/58+f/+549ex4PBAKXxJ9vbGw8HHA0NDS8NY3bmzSNjY1lDQ0N7fHHTU1NwjTNb0cikXUOh2NG36gZhpEoZ/cnFAqhqiqapvH+++/zne98B5vNxm233QaMz0cysf6DH7DivPPQ2tr4/gsvTNhHcrT1my65hIf/9CdaDhzgxzfcQH5+/hC7H38kgkvTxiyTZnJJG6LWOIoQA0r1IV1HN02yZ6BZvujrQ+voQC8vJ1haillbizqoTB8MBnE4HDO6xP34404efdTL1q2HctRRAf7nf1r4xz/+wYoVK+ju7o709va6pZR70/G7hRBPAjtH8pEcS2c5xnm7rNL2wYsVSFqkDSHEKTab7S+KovhDodD82MhEABobG/OJNtP8oqGhYUbWpRobG52A0tDQ4B+89vbbb3/W5XI9pGla5o7WGAXDMGhtbaWmpmbIWmdnJ36/n1mzZgHw0EMP8eyzz+L1elEUZcKzt797882IUIgfLF7MgqOOGrCeSs3kobNn0+Pz8b0rrxzWZ3IsP8n+xuOBo4+m89ZbRzx2OvCGQrT29TG/uHjIWk8wiJSSwhlkmK/09KD29ETnZldWEigpQdO0IQ4Jpmmi6/qMniq1Z88eli+fzeuv15GVZfDrX7eyaFGIa6+9lpdeeglFUX7X19d3fjp+d0zfuFxKeeyg568mqp08fYLntQLJg5wZnTGxyFyEEFp+fv5PFyxYQCgUur1/EAnQ0NDQC7wBnDI9O0wJGjH7n8E8/fTTL+zevfsk4G9Tu6XU0NbWhm2EYKq4uJhAIIAvprm76KKLKCoqoqtrcpPQpKaBqqL09U3qPKMhhOCyz32OBfPmseK++9jZ3DzkGIeqDhnB159MLmmbUrLP66VqBONxp6bR2tc3ZHxiRiIlakcHSr+Rh5GKCoBhbbYURUEIkXBKmGn4/X6CwSChUFnsscrq1dGbgaVLl1JRUUFFRcW/CyFOSMfvjzXZdAkhThu0dE3sZwBCiCdjQeZYxCfcWBykWIGkRVpQFOVrdXV1h+/du7cZuGuEw/4FKI2NjTOulbSxsVEAzoaGhmEDyYaGBv3VV1/t2r179ylEZ9XOGILBYKLBZjiEEFRXV9PS0oKUErvdzk033URpaSnnn3/+xGdvr17Nmuuui87efvfdxHqqNZM/+u1vOfXoo/m3I49k+b33smXXrgHXpyoK5gg610w0Hu/PgUAAp6qS43AMu+7UNPJnQuONaaK2tSHCYfTaWvS5czFKSsacY68oCvooNwGZTDAYpKysjBUrenC5olpdny/6FV1TU8PnP/95ioqKKC0t/YUQIi3f3bGs4+lCiKtjP2uJZiOH00cuAtwjnUsIsSQ2dnERUY3khiQDT4sZhlXatkg5QojC8vLynWVlZQWbNm0a1k4iTmNjYzagNjQ0eKZwi5OmsbGxsqGhoTWJ46oaGhpampqazgB+A1Skf3eTo6urCyklxcOURvvj8XjIyspK+OX98Y9/5NFHH+XrX/86v/jFLyY0e1ttb2fLc8+x5vHHUzJ7e/B6xDB4d+dO1j78MMsuu4w//v3vvPDGG6z9z//kY/2CQikloX5zuCHzS9oAnlAIl6aNamOkmyZ7enuZk5+fmQb6uo7W1gY2G3pFBZHZs5E5OYTDYRRFSbzfRiIQCOB0OmeUVlLXdQzDwBG7ATj//CreecdFbq7Ogw+2sWhRCL/fz/nnn09OTg5vv/32V03T/NU0b9vCArACSYs0IIT4UVFR0fWBQOD/BQKBE+UYb7LGxsZLgVcbGhqapmiLk6KxsTEPMBsaGsaswTY2NjqAnIaGhgNNTU2lwC+BL6R7jxPFNE3C4TBOpzOp41tbWykrK0NVVaSUrFmzBo/HwyWXXEJDQwMwztnbuo592zbee/llbn7qKRBiUprIwethw0BTFDY3NSXWzzj+eP7yxhtcd+GFfOZjH0ucI+4xGZ94k2mztAfT5vVSlJWV1KjHsGEgYNy+melGhEJora2YeXkY5eVE5sxBxoKr8Xi0ziQ/V9M02b59O3PmzEkEkm++6WDx4kq8XjXRdAPw9NNPs3btWrxeb3cgEJgjpZxRN+AWBycZeDtqMZMRQhxWVVX1La/XawYCgWvHCiJjvAB8dgaVuHOSCSIBGhoaQoCtsbFRcbvdHcA5RPVGGVdbNE2TpqbxxfKqqtLW1gZES97XXXcdnZ2d/OlPf5rYJjQNo6QEMzcXkeISZdwjcvCowFMWLeL6Cy/kv554gideeCFR0laESLwm00vavkiEnlAo6TGP8UkxvnA4zTtLHuHzRe19iovRq6sJ19VNKIiEmWUH1NnZicvlSgSRELUCqquL/t1s3uxg/fqoc8I555xDdXU1JSUlhQ6H43vTsmELi0FYgaRFyhBCiOzs7J9UVVWpQohfSSnfTuZ1sRJxC/Dx9O5w8sRL1eN5TUNDQxtQBuB2u6Xb7X4AWEh0lGPG0N3djc1mSzobCdHGG5/Pl/CWzM3N5aabbmLDhg1cfPHFE5u93drK6t/9jnUXXsgPrrxy0prI+HpI17Gr6rDrJQUFNCxezBMvvMBPf/tbDMP4cNrNli0ZbTwOsL+vj/Ls7HHN067IyWFPb29GeJ4qPT1o7e3Rzuzq6uiEo1izVzgcHncntqqqiXGemUwkEqGrq4uqqqoha7fccgBVlRiGwtq1UZmJEILvfve7aJpGdXX1DUKIeUNeaGExxViBpEUqOaumpuYzra2t3nA4vHycr90ATK7tN83E9JwTndrQ09jYmGildbvdO4l2rP8nkL425STRdZ2Ojo5hv9BGQ1VVioqK8Hq9iecOO+wwrr32Wn7/+99TUlLCkiVLEsFif33kggULWLBgwdD1u+9m6Y03suDoozkmP5/ll1+eCAb76x8XzpvHwnnzklpf99hjbN21a9TXa6rK4rPP5rHnnuPWBx8kEAqR39SE48c/ztgubYj6QwIUjOMGACDX4cChaRzwD3GvmjpME3X/fhSPh0hNDfqsWeizZkG/zKqUEnUCJXiXy5XxWclwOMysWbOG1X0uWhRi7txoVtIwJG++Gc1YLly4kGOPPZaioiI1Pz//nindsIXFMFgaSYuUIISwOxyOdw899NB5mzZt+o5hGHeP9xwxPeGxDQ0Nf0/DFidNTBvpa2hoSH78yYevVYHs4ZqKmpqaZgP3Ap+b/C4nht/vxzCMIebjyTK4wUFKybp162hra+MHP/gB27dvT3729qpVLDj8cOzbt6N98AFmXh5vt7dPykfyjfffp+H++5N6/dJLL+XJv/wFCfyoq4vabdsIFBbi/853Mi4bKaUkaBg4VHVc2cg4YcPAFw5Pj69kJIK2fz9oGnpFBXptLWZ+/oBDDMNASjlmg81I6LqOEGJCgWi68fl8RCIRCgoKRjxmJK1ke3s7V1xxBX19fbS0tJwhpdwwVfu2sBiMlZG0SBXXapo2b9OmTdtM0/zpBM9hAIc3NjYOdcGeZuL6zYkEkf1epzY2Ng75N+d2u3cDnwe+DLRNZp8TIRgMouv6hINIiGYmd+zYkfDwE0Jw7bXXEg6Hueeee8ZfYlQU9LIyjJIS1K4umMQNrz8SwT6O7uSC3FzWfetbVJgmX/vgA96qqqLj298mdMghE95Duujw++n2+ycUREJUK5lrt095VlIEAtj27UNmZ6PX1hKZN29IECmlRNf1CQeRELUDykRfSSklbW1tY3bN99dK7txpS2Qly8rKOOecc/B4PDgcjnuFEDNFX25xEGIFkhaTRghRVllZeWtpaSmmad4opZyQgr+hoUEH/g58KubTmEkUTdaiqKGhoZuYVnIwMe3kE8ChwI+IBtVTQltbG8Y4ZkwPh91ux+Fw0NnZmXguKyuLFStW8Prrr3PzzTePa/b25s2bMQsLMQsLeWf/fn7wy19OyEcyYhhs27Vr3JrKXa+8wk/eeYcv+P18vaODV3w+AhnmTxgxDNp9vsQ87YkihKDd7yc4RXO4lZ4etLY29LIy9Joawm43cpiyvK7rk7YnUhQlkdXMJLq7u9E0jby8vDGPveWWA+TmGni9WsKgHODKK6+krKyMQw891K2q6jfSuV8Li9GwAkmLSeNwOG6fNWtWTnt7+wYp5QTbdaM0NDS8R/R9ObqJ4RQS0zamaoxjT2NjY9FIi263u9ftdt8IHAO8lKLfOSIejwfTNEctryVLRUUFBw4cGGAIXV1dzdKlS7Hb7fh8vuE1kaNoJt/q7ub7f/gDK888k4WzZyetiYyvb9q5k3UPPzwuTeX3TjyRtffey6a+Pj6ZlUWwoIA7H3uMx//8Z0JTFGwlw16Ph7Ls7Elb+KiKQonLRWsaJwoBYBiora0oXm9UDzl7NpE5c2CEjGMkEhlxutJ4cDqdBAKZNYW1t7eX8vLypI4dKSvpcDi4+eabMQyDysrKtUKIjPnMtPhoYWkkLSaFEOKYQw455F9+v9/cu3fvAinl1smeM5aNLI91O087E+nUHuN8lUBbQ0PDqP/4mpqaBPBF4E7SNGJs586dlJeXkz3JrFac+Lztwef7v//7Px555BFWr17NvHnzkpq9HV+//dprWWS3QzCIEZuNnYyP5C0PPABSsvqaa5LWVMZNx9/xerlaUdArK1lz443YNI01v/kNc6qrWXLJJeROs0ehKSWdfj8lWVkTLmv3R0rJ9q4uZufn45hEKXkkRDCItn8/ZlYWRllZVA85SjYu1T6Quq5jmmZGzOEer1crjKyVlFKyePFigsEgW7Zs+YXH4/lauvZtYTESVkbSYsKIKD/2+Xyira3tp6kIIgFiAdacxsbGtMyUHQ+pDiIhYXdUOdZxsXL3U8DhwHeA7lTuwzRNKioqUhZEAgmd5eAM0Be+8AU+85nPsGrVKvbv3z+ucxrFxRiFhSjhMCJJLV+803e8+rj8Bx9E83oxnE70yspEyfWwOXP40Q03EAyFuP6HPxx2RvdUIaWkOxCgNEVBJETL2/MKCzHSkFhQenrQWluj/pC1tYTnzRs1iExVJrI/mqah6/q0l7jD4TA7d+4cVxAJ0axkeXk00x8fmwjRv7dly5axa9cuhBCLhRALRjqHhUW6sAJJi8lwQUFBwadbWlo6I5HIrSk+90bg2Fin9LQQK2l7xzxwYnQ1Njbmj30YuN3ukNvtvpvoXNt1pKDMHolE+OCDD3CloVs3HA7T1tY24EtbCMFVV13FIYccwpIlS1izZk3ymsm77+bt7u5o401nZ1I+kusee4yGr351XJpK+9ataM3N/AtYJgRrbrxxwHpxfj6rr76a2spKvnb77fzljTdS/meXDF2BAJ5QKOUjABVFwRsK0ZGqxhtdR2tpQenrI1JTQ2TWLCJuN4wwB/zDl+kpDyQhqtmd7hJ3c3MzhYWFE3ptdnb0pmj/fjVR3gaYP38+p59+OqZpipKSkgfFTJoNaXFQoN6agfNiLTIfIYSruLj4merq6tz29vYbpZR/S+X5Tz755Mhf//rXMPCJk08++d1UnjtZ/vrXv+YCvSeffHI6zm0CzpNPPjmY7GuKioqCRUVFz3d3d/8ScBLVUU5IILdv3z5ycnJSmo2M43Q66e7uRlXVAZkXIQTHHXccr732GqZpcvHFF1NTU0N9fT3r1q2jvr6e9vb2AZrJsrIy6uvrWfuTn1BfV0dHaytr1q9n+RVXsHDePMqLiphfW8vtDz3E/Npa9nd1cftDD/Ht//gPjp0/f8T1uCYyvr72vvs47g9/oMPvZ4mqsuzqq1nwsY8NeX1nby//9//+H5//1Kd49M9/5oDHw9H19VNmL2OYJns8Hqrz8tIy3tCuquzp7aXI5ZpUtlP09WFraUHm5GBUVqLPnYtZUgJjnDNuPp6uWEgIgWEY02IH5PV68Xg8VFdXT+j66uvD/PnP2Xi9Gu+/b+PLX/7wHvfoo49mw4YNZGVlVXd1db3V0NCwLZV7t7AYDUsjaTEhbDZbw8KFC2/94IMP3u3u7j5KSpnyLuOY9+JxwL8aGhqmdJZbY2NjFmDERhym63dkA5GJXlvMf3I58FUg6RSO3+9n79691NfXT7ordiQCgQD79u2jvr5+yJrP5+O73/0udrudhoYGXC5XcprJ5csRoRB3nHsuh3/qU9AvGOiveWy85ho+Nn8+lV/8IirR9vdn77xzRE2lfetWdt96K98MBkFRWPPNb/L/2Tvz+KjK6/+/n5nJLNlIJntCEiAEJCwigvsyVatVv3VrK1ILFXGpiopCAUW8uayyiYqiqFWrRav1V22pVq3aTm1t3dgLsoSdrCSTPbPdub8/ZiYGyDLJLElw3q+XL5N57vJMJmTOnPM5nzPissuOu/+Jmsqh+fmUVlSw5Le/ZUB8PHMnTybD3GEPVcioaW6mweUif0BAyeweUdnYSLPLxaCeZM4UBe2xYwi7HSUjA09qKq6cnNYpNZ3h8Xhwu91h1TFG4h4dUVtbi16vD0r7+ZOfZLNli4mEBDe/+U0548Z99+fp1VdfZcOGDVRUVFSVlpbmqqrat93Yo5wyREvbUbqNECLXbDbPtdvt2Gy26eEIIqHVe/ErIL89/8Vw4buXIZxBJIAkSU1AYk+tjgoKCg4WFBT8ChgKPAMElN10Op3k5OSELYgE71SRnJycdm2F4uLiKC4uxuFwIMsyjYF2C2u1oNOhxsWhra5u/xCdDq0v26MFhO//Sc8/3+7x/uYarW/EoxoT4+0k7oLYmBiyMzJ48oEHSIqP556VK/lyx47AnkcQGGNiyA3AMiYYUuPiMOh0rXPGA0U0NhJz6BBotd6O7MGDvT/LAMvUHo8nrL+TQOv1I+0t2dDQQFxcXNANRB1ZAQFMmjQJRVHIyMhIi42NnRXUjaJE6QbRQDJKT3ispaXFuHv37v+nquo/wnkjn7fk6cDocN7nBIxEzsexGQgqMigoKDhUUFAwHRgELAXqOrxZczNxcXHEx8d3dEjIiI2N5fDhwzidJydcExMTWbBgAW63m/vvv79VD9mVZnLhokUs+vOf2fbttwjf+Lu2mkdp2jSWv/bacZrIjYC0ezdrcnNP0kSmLljAloYGZms0PJWby9Lbbw9cU6nVYjAYuPbCC7HV1yO98AIv/eUvuIP05OyIA3V1CAhZg01HaIQgPS6OFpcrsOYUlwtdWRna6mrvrOz8fJyFhXhSuudG43Q6gzIfDxS9Xh/R0Ylut5uysrKQBK8dWQEBxMTE8OCDD1JSUoKiKI8KITKDvmGUKAEQ1UhG6RZCiPOHDBmyurGx0eFwOK4pLi7u6ezpgLFarRXAlVardZvFYgm7K7TVak2TJOlY10cGj08LmmKxWIJu6jGbzU1ms/kTm832DFCB19y81SBSURQOHjxIQkJCWJoZ2kNRFKqrq9v1qTQYDFx44YVs2rSJmpoaLrvsMkaMGNG5ZjIri+Hp6Sz93e8YkZhImcPRqnkcPmgQOampDM/LY+mrrzKqooJyYC6wDDjnwAGyHQ5yb7yRZc89x9nvvEOlw8EcYOHAgeSuWUPakCEBaSqXvvoqw3NzqbDZWP6737Hozju54pxzWP/hh/x761bGnXYacd3szO2MeocDW0sLmfHxYdMPtkUjBIdqa9FqNBg7Cu5UFU1dHbqKCq8WMjsbd24uSnZ2h96QHRFqu5+uEELgdrsjopWsqKggJiamx002J9KZVjIvL49vvvkGnU6n1el0Q2fNmvVmSG4aJUonRDWSUQJGCKEZMGDAxsLCwtM3b968xOVyzYvUvWVZvgqoliTpizDfJ8tnzxNRwmEzVFJSogN+DNwL/KCqqgq73U5ubm4ob9MpHo+HkpISsrKyOsyCKorCK6+8wl//+lcmT57Mj3/8Y3bs2NGxZlJR+Pa993h49WpUnY6l99zDqIIC3B4Pel9g4Nc0xhw4wDpFYbzvVP9fu2+AX/m+flYI8pYuPW6OdiA+lQ89+yxarZYFt9/OWJ8WtLaxkcffeIMd+/fz65tv5uyRI3v8s/Ojqiq7qqsZmJhIfAS1fU1OJ4fq6hiemnpSFlQ0N6M9dsw7Jzs1FU9qKu6srIDL2G1x+TKfkdYtRiJ4dblclJSUUBjihqzOtJIHDhzgtttuw2AwsHfv3glut7t37AWifG+IlrajBIwQYkp+fv7pBw4cqHC73UsjfPu/AUfCeQNfg01v+YPUBmoHFCgFBQXugoKCdwoKCi6pqamZcODAgc+ysrLCZWfULhqNhszMTFydTITRarVMmzaNmTNn8vbbb/Pwww9z5EgnL7VWi5KSgqrTIdxu8HjwqCrt5elcgwbhzM1tDSBFm//8NPzkJ8cFkd1BURQ80FoCToqPp3jaNM4fM4b7V6/muXfewRnkNBy7opBkNEY0iASI0+sxxcQcN4dbOBzoysrQVVXhMZtxDxqEq7AQd15ej4JI8AZbvdH8EhsbS3OYZ4wrikJBQUHIM5+daSUHDRrED3/4Q+Lj4xk4cOAbUTugKOEmGkhGCQghRKLBYHissbGR6urqWaqqhnme2vFIkuQCGmRZvi6Mt0mUJCnspfr2kCSpGQjbu+n7779/YNeuXdfqdLps4A4grJndtiQkJBAfH9+lh9+5557LmjVryMzMZNmyZRQWFnLbbbexbNmykzSTy9atY+nMmSyfPJnHXn6ZzXv3ttrhnKhpnJ2czL/GjUPFm5H8BpgDPKvVsvynP+XR3bsDnt3d3vqq119nc5v17fv28eWOHTw0ZQqffvMN01et4mhVVY9+dorHA6pKRhhsmgJhYGIippgYcLnQVlaiKy1FNZlwDRqEq6AAZ2Ehqs+EvifY7faweJkGil6vb1fDGwoaGhqoq6sLi4ykM60kwN13301dXR3Nzc1DU1JSbgn5BqJEaUNUIxklIBYtWrRAp9NdUV1d/V9VVR8oLi6OuCbCarW6gHOtVmuDxWKpCeW1ZVlOBmosFkuvaT2sVqvLarXGWSyWkL6zybI8ECiQJGm32Wx2ms3mjWaz+UWbzfY23k7vwUBYu2/cbjcHDx4kOTm5085co9HIOeecw8UXX8yhQ4fYsGEDBoOBt99+m4SEBOx2O6tWrWL27NmMPOMMMg0GCoxGVv7xjxTm5XWoaSzetInMX/+aimPHeKSsDGncOAauXUvKmDEBayI7Wi8cOJAn/vAHhmRlHbd+8RlncOW55/L5tm2se/ddMs1mhnTTQ7CisZEml4sBIdRbdgeN242oqaGyooLE2FjcWVkoOTm48vO9AWQQyS5FURBC9Iqnox+/r2Som3w8Hg8HDx4kLS0tbHrkzrSSBoMBg8HARx99hF6vv2TOnDlPFRcX951B8VFOKaIayShdIoQYmpOTsyM2NjZmz549Z6uq+mVv7cUXFF0JvOSzBwrFNbVAnCRJ9aG4XpB7SQSaQvjcNHh9Jv8mSdLB9o7xaSkvA36Bd7Z3WNJfR44cISYmhoyMjIDPqa2t5d///jdffPEFX3zxBU1NTYwcOZIzzjiDIUOGMDgujsFuNwd27uTX77wDdK5pDOe6/Mor2FtaTlpXVZUX//xnXtywgcvPOouZkyaRFEAWz+52U2KzcVpKCtow2+KchNOJtrYWTWMj7oQEdno8ZOflYczL63IyTaC43e5eDyTDtY/y8nIURSEnJydk12yPzrSSHo+HiRMnotFosNls60pKSn7VyaWiROkx0dJ2lC4xmUxPDBw4MObQoUO/680gEkCSpCPAt0D3vEU6J4bI2f10hRsIZa3vTKCyoyASWrWUHxQUFPwCSAcmAn8kxHrRrKwsbDZbt0qJSUlJXH311SxYsIANGzbw4osvcvXVV2O329mwYQPSM88wcdkyVnzwAceqq2loaqKuqSmU2w4Yl8uFrp3skxCCs0eOZEBcHB9+8QW3+cYrdvUh/mhDA5nx8RENIkVLC9qyMmKOHgWtFldeHkpBAWljxnBUo0ENoZYxUl3TXRGOOdwej4e0tLSQXa8j5s2rJjnZTUODjjVrju8K12g0zJkzh+bmZhRFuT0+Pn5Q2DcU5XtJtLQdpVOEEJcVFhYurKysbKmtrb2muLg4os0a7WG1Wg8DJqvVqlgslqADQKvVmipJki0EWwuaNnZAIdGgWq3W0cB/LRZLQEGh2Wx2mc3m/5nN5rdsNtsTwCa8wW0eXn/NHqPRaIiPj8fj8fSo3KfVaklNTWX48OGcc845XHLJJVx77bWcPX48mXo9mTodLYrCW3//O//Zvh3V4yEzJYXdhw+z9NVXKb7tNi6bMKG1TO2fROPXPAa7Lt16KxeOHcvy115rd33hHXfwf+efz4Z//Yuvdu7kf/v3U5iby4B2utlVVUUrBElGY/jtfhQFTX092spKNE1NXiufzEyUnBzc+fl4UlIwxMXR0tKCXq8PSRm4ubm5V7WRJ6KqKh6PJySBrdPpJC4uLiINRFlZComJHjZtMjB5cj2jRh3/IS07O5uvv/4aIYQwGo0X3HPPPS+EfVNRvndES9tROkQIoRNCbE5NTR1ZU1Mzz+12L+ntPfmRZdkCaCRJ+jTI62QB5ZIk9al/CKGwA5Jl2QjESpIUtJ60pKQkBrgY+D/gKuDk2YcBUl1djV6vJyGIJg2Px4OiKK0Bqaa2Ft3+/eiOHGGfqvJ5SQmffP01Ryq1z0HgAAAgAElEQVQraWppYe6UKVx13nnAd4HdQ1OmAByneQx23aOqbNm7l+Wvvdbp+fJLL5GfkcHOAwe4+rzz+PkVV2D2TazxqCpH6uvJTUwMXxCpqojmZjQNDd7gMS4OJTERNTERJTkZxWw+qQvb4/G0zsIOZgKN2+3G4/H0Sqd2Z4TCDqilpYVDhw4xbNiwiPh9Akydmslnn8WRnOxm3brjy9sApaWlXHfddTgcDnJzc6/euXPn+xHZWJTvDdFAMkqHaLXa6fn5+WsOHDiwX1XVIlVVAxrBFwlkWdbj7T5+U5KkHrXEyrJsAox9JRvZFlmW4/EGyj3SbcqybMZbol4nSVLI58GVlJQUAlcAlwM/oBvNOk1NTZSWljJ06NAev9m2p2vTVlaiO3wYXWkpSkoKSkICO/bv5x2rlS927GDCiBH88qqryM/MDKtm0qko7Ny3j4efe67L81scDoZkZ1NdX8/lZ53F9RdfDHo9LlUN/ShEj8cbPDY1eYNHvR5PfDye+HjUpCSU5GQ8iYmdNtCUlpai1Wq7pXM9kUibj3eHYPamqir79u0jNTWVAWGchX4iGzcauPPOTGw2XYfB5FNPPcWbb75JYmJi9Z49ezLCNdY2yveTqEYySrsIIVKysrIWGwwGVFWd2ZeCSABJkpzAJ8CPgrhMcl8MIgEkSWokuKaXK4D/hCOIBCgoKNhTUFDwdEFBwTWAGTgfmA98Shfayri4OEwmE9UdzMvuClVV29XXKenpuAcOxJ2Tg9ZmQ3fsGCMHDeKRqVN5ZtYstBoN01et4tk//pGWMI7IE0CgP3STwcC9P/sZ8265hQNlZdy5fDmvfvIJJfv2Be0/CV7fR01tLbrSUmL270dbVwcGA668PFwFBbiGD8dZVIRr0CA8AwZ02YWdnp7ebZ1rW1paWvpUSftEdDpdp56nnVFf7/3MF8kgErxWQOvWlZOQoGCznewrCXD77beTlJSEyWRKOfvssxdEdINRTnmiGcko7aLX658ZPXr03bt37/5nY2OjRe2DvyiyLAtgOLDXN5O7O+emA1V9raTdFt/zS+nuuEZZlgfj7cL+TbgCyc4oKSnRA+OAC4HzgHOB41JYDoeDiooK8vLyun39lpYWjJ1oBzXV1eiOHEFXVYWw21HMZjzx8aDRsH3fPp5++2227tnD/RMnMmLQoJCWtv3rq956i5k33tjt87cdPMifP/+c9/7+d9KTkzln5EjOP/10xg0bRlxXAZiiIJxOhN2Oxm5H2O2g0aDGxuIxmfCYTKjx8XgSE/EkJqL2sPu6urqa+vp6Bg8e3K3zFEXpsT42kvQ02G1oaMBgMPRayb6zDm6Av/zlLzz//PPY7XY3kF5SUtInP0RH6X9EA8koJyGEGGk2m7ckJyeLkpKSsaqqbuvtPXWGLMuXAf8INJiUZTkGMPUFu5+u8JW4nb4MbKDnDAHqJEnqWcovxJSUlAggH5gAjPf9/wyHw5Gk1Wq71bzhdrtRFAVDF0GQaGlBd/QoGpsNrc2GsNvxxMV5zbR1Ot767DPe+PhjrjrvPCaMGMHK118PuWZyaH4+sTExAZ8/d/Jk3KrKyt/9jl/ffDNuReHzbduwbtxITUMD54wcyYSiIsYPG8aglBQ0Lhe4XN6so9MJbjeqwYBqNKIajXiMRjCZ8MTFef9LSOj2DOz2UFUVm81GUlJSt7SSLpcLrVYblL4yEng8Htxud7cCwqqqKuLj43s129q2xH3hhU28/HL5ceuqqjJlyhRqa2tJSkr65PPPP7+sl7Ya5RQjGkhGOQ7fOK0P4+Pjf9jY2Pisqqp39/aeukKW5csBhyRJ1gCPjwUUSZLCV98MEb6GGY1v8k0gx48GjoaiwSaclJSUCEVR8j777LPZ48ePj4+Pj9cDI/FmmDt8B++Whk1V0dTVoT12DNHYiKaxEY3dDg4HwuViV2Uli99/nwGxsfz07LNZ8qc/AbDs5z9nTH7+d2VeIdh68CBz1q/3rk+ZwujBg0Gj8R4jBFsOHmTuSy8B8NgddzC6oACnx4MQghidjq379vFQW83kkCGte0RV2bJnD899/DHHKit5dOJETs/PB0UBjwfV6eQvX37JonfeQQAJRiM5ZjNnDRvG2aedxpjhw9HFxqLq9agmE6rJhCc2Fk9sLIQpO6aqKpWVlaSnpwekc+1JcNabOJ1OdDpdQEGvw+HgwIEDFBQUhNzYvLv8/vcJrFplZubMGm666WSDje3bt3PzzTfjdDq54oorzt+wYcPnvbDNKKcYvftbH6Uv8uOioqIflpaW1gGP9vZmAuRzYLIsy9/4tIUd4isXx3a3XNxbSJJkl2U5A+gykPQFyOcDr4d9Y0FSUFCgAgffeOONtUeOHBknSdJr0GqOPghvQDkMKACGAENaWlryTSZT4BZEQuBJSsKTlAQOB9rGRkRTE8JuRzidDBk0iCdHjGD5G2+w6sMPsSsKRr0eNS7u+LF/quotA/sDJo0Goargdnv/7/GgbWpCKAqoKtqaGnSxscSoKk2KQowQ6I4eRfh0mbojR4jx7c//n6u6GqGqtNTWom1sRNPUBFotqlYLRiP5gwdjTvb6BD48dSotisIXO3ey8L330H74IWeddRYXXXIJpxcVRSTjJ4TA6XRy7NixgPwSnU5nl1nkvoRGo8Hj8QT0s6ysrMRsNvd6EAnw4Ydx2Gw6Vq0yM2yY86Ty9qhRo7jqqqvYu3cv5eXlfwDC65ge5XtB1EcySitCCENycvL76enpSQcPHpzr8Xj+3tt7CgSLxeK0Wq0mwGixWCo7O9ZqtWYCVRaLJSJ7CwUWi6VJluVsi8XSqYen1Wq9GK+V0e4IbS1orFbrMeBMq9XaaLFYasxms8dsNteYzeY9ZrP5v2az+X2z2bx+zZo1L+zdu3f1qFGjngDeAt4HPgM2A7uBI0ADkIW33+V4dDqvVnDAADwpKShpaSipqeiysrjgBz+gur6eA2VlTL75Zp5/7z2GnH02qSNGoKSlsbmqiqWvvcb82bO51GJh6fr1DJkwgdThw/GkpLD52DGWvPUWxffdx6Xnn8/it99m6BlnkFZYiCY5ma+OHeOxd9+l+M47ufScc1j87rsUnH46aYWFeFJS2FhTwxubNzPl8su5/KKLWPyHP1Awfvx396+pYen69cx/5BEuueIKVr/2Gpf95CdcP2kS11x/PaoQvP7mm/znv//lgw8+oLm5mezs7LB3RhuNRsrLyxkwYECnAZeiKKiq2icCrUDRaDTY7fYu9ZxutxubzUZ2dnbE7H46Iy/PxQcfxFFXd/LYRD9jx45l/fr1CCES/v73vzffeOON0axklKCIBpJRWlm0aNGsoqKin5aUlOxpaWmZWlxcHPFGjZ5isVgOWa1WjdVqbe5oXrYsywZAF2iZuC9htVqF1WqN6WgOt++5XQS8Z7FY+tPr5jeYj7NYLB1qOq1Wa6zH42m5/vrrG8xmc6nZbN5lNpu/MpvNn5rN5g1ms/n3NpstHbg0oBsLAVot6HQIg4Ezzz4bnV7PG2+/zXU33MDLr7/O0NGjqaivZ/mTTzL7oYcYNX48aXl5FJ52Gsuefpqh48ZR3tLCsrVrmf3wwxSdey6pQ4dSWFTEY88/z5Bzz6VcVXn85Zd58KGHGHnxxaSedhqFI0fy2IsvMuT88ylTVVa9/DKTb7mFM37wg9bzl61dS8G4cVQ0N7P8qaeYPXcuo8aOJT0zk8LCQpYvX05hYSHV1dW88sorLFq0qLUz9/3332fdunWUlZWRnp5OSkooh0B9h06nw273mjkYO5kFbrfb+3SndkfExMTQ3NzcYTDpdw8wm819YkIPeA3K//a3WCoqYsjMdLcbSMbGxuJwODh06BBHjx696NNPP10xceLEqB1QlB4T1UhGAUAIkWkymXYnJiYmVFRU/EhV1Q97e0/dxdeJfSXwanvd2KEw+e5NOtu/LMvJgF2SpJCONYwUvqaifEmS/tfOmg6vHKHD5qiSkhIDcADIDGYf7733Hi+99BI33ngjb7zxBgCLFi1i1KhRxx23fft2HnnkkYDWFyxYQFFR0XEZOf+6Tqdjzpw5TJgwocfXb2/9/fffZ8mSJQghuOCCC7jpppsYM2ZMyLNmqqrS0tLSYfbTP8GmL2TreoLT6USj0bSbTbXZbDQ1NTFw4MBe2FnHbNxoaLUAmjev+qTyNnh1nT/5yU+oqqri3HPPfXPDhg03RXqfUU4d+nb7XJSIYTAYHjMajQkVFRV/6Y9BJIAkSZV4LfxGnLgmy3ImUH7SSf0ISZJKfc/jOGRZHgqc31+DSB8CuMgXUJ5IMtDVyMiJBBlEAlx99dXceuutvP766zQ3hyZxrdFocLvbNxRITU3F4wl9AjkvL4/U1FQSExMxGo0sWrSIOXPm8OWXX4Z0prQ/QNy/f/9Ja4qioNVq+20QCaDX69v1zFQUhYqKiojM0+4u48Y5SEz0sGWLiTvvzGTjxpO1qQaDgQceeICGhgY2bdp045QpU4b0wlajnCJEA8koCCHGZ2dnT0lMTHQDM3t7P0HyV+BS3+QboHUKjr03PBXDQIOvkxtotTK6Aviq97YUPJIkNQD/w+s52YqvZK8E8NpND9Verr76am6++Wbi4uK48847Wb58Odu3b29d3759O8uXL2fRokUsWrQooPW9e/e2Bqb+9UcffZRJkyaxdu3aoK/f0fqyZcsoKSlhxowZDB8+nFWrVjF9+nQ+/vjjHpuKn4jJZMLtdrcacvvpT13anWEymVpL+H782tC+2kB07722Tg3KAS655BLOO+88MjMzxaFDh96J8BajnEJENZLfc4QQIj4+/p28vLyBe/fufUJRlDd6e0/BYLFYmq1Wax2gsVgsjQBWqzUOaOpP2sGOsFqtAHq/VtJqtV4ENEiStKVXNxYCrFbrUeBSq9X6rcVicfkey/BlmjukpKTkTEAO5V6KiopobGzk/fff59Zbb+Xpp5+msLCQyspKli9fzuzZsxk1ahTp6enHaRY7Wx8+fDgVFRWsXLmS2bNnYzabyc/PZ9SoUQGdH8z6U089xcSJEznzzDP54x//yI4dO3jvvfew2WwkJyeTlJTU48yhEAKTycTRo0cxm80IIVAU5aQRlv0VIQSqqiKEaP3a6XSSmpraZz0xA9FKCiEYMWIE7777LjU1NRlff/31phtuuGFXL2w3Sj8nqpH8niOEmDR8+PDX6+vrq8vKygpUVa3r7T2FAt90lxq8tjlGX8brlMCnh6wDVOAs4H9d2R71F3wZyARJko75yviVXWUjS0pKXgBuC/VePB4PK1as4NChQ/zyl79kyZIlQHCaSaPRyCOPPMLIkSOP0xYGq4ns7vqwYcP44osv+Pjjj9m6dSsZGRlccMEFTJgwgcLCwh4FSDU1NZhMJkwmEw6HA71e36/L2m1p23leU1PTbTP23iAQrSR4Nbzffvstdru9euvWrWl9cYpZlL5N3/6XECWsCCFigeVlZWWUl5fPPVWCSB9peLuYBwBNvbyXkOKbD54ODAY2nSpBJIDPJP50n7G6M4AgMg4IS6OARqNhxowZmEwmfve734VEW2i323E4HJSUlHTa6Rxu9Ho9F154IbIs8+KLL3L66aezbt06pk2bxqRJk1iyZAl/+tOf+Pbbb3EEOJc8OTkZRVFajz9VgkgArVbbWr6vra3tF88tEK0kwH333ce+ffvYu3dvyk9/+tPoHO4o3SYaSH6P0Wq1c8eOHTuwsbFxk6qqL/f2fkLMN0A2kHOKaCNPJAmvNvJUfG5bgavousEG4AagvQadkGAwGHjooYeoqKjgrLPOClqzuGjRItavX095eXlrRiuUmsierJeVlfGf//yHZ599lieffLJVD/jZZ58xb948fvaznzF16lRWrlzJW2+9xeeff86BAwdOCjCFEDQ2NlJaWtpntYPBEBMTw9GjR0lNTe0XgSQEppVMSkpi+vTp5OTksHXr1jmTJ09OaPfAKFE6IFra/p4ihMgbNGjQbqPRaDAYDD+7/vrr3wOMgN/wrRbvqDq/r0c93g8e/jdtf6nY/0enEW9Qk+j7vhlw4g14AFoAO94OXHxft+DNGGoAh++cREDrO7fJd30d4PbdM863L8W3p1jA4Lt3nW///lSPfzLKX0+h52Tzff1zoAz44BR6Tv7fPTteP0gNXtPxDp/Ttdde+3uDwXChEAKXywXQOtrO30yi1WrRarUnfe9yuVBV9aTv/XYvbre7dbrJgQMHWLBgAbfddhvJyck8+eSTzJgxA1VVeeaZZ7jvvvsYPnw4iqKwa9eu49bXrl3Lvffey2mnnUZTUxNfffUVb7/9Nvfccw8ej4e1a9cyffp0ioqKcLlc7Nq1i6eeeooZM2a0rt9zzz2MGjUKp9PJrl27WLNmDTNmzEBRlOPWXS4X3377LU8//TT333//Setut5udO3e27tnj8fDMM89w9913M3r0aBRFYceOHa3rDoeDJ598EovFgqqqHD16lIMHD1JaWorJZCI9PZ3MzEyGDBlCfn4+OTk52O12Bg4cSIJvOlDb1yXcr1Pb74UQxMTEoChKq2az7ffgzcye+L1/nCN4g0e/X2RDQwM2m438/PzW7HR/eE633JLPjh16Tj+9nhdeqDjuOfmfo8vl4q677sLpdJKSkvLeX//61/8jSpQAiQaS31NMJtPbo0eP/sm2bdv+39y5c38FVLfnvdhf8evr8E46KTuVspKyLA8BLpIk6ZX+7o3ZHj4NqAMYB/y7o9/LkpKSDKCUCFVW/va3v/HCCy+wfPlyGhsbe6RZ9Hc279u3D3+jYyQ0kaFe/+abb3jkkUdwOp1ceeWVuFwu9u/fT21tLampqYwYMYLTTz+dCRMm9Esz8vZobm7GaDRit9vDPjUolASilVQUhf/85z8sXrwYVVU5//zzx7zyyivbIr3XKP2TaGn7e4gQ4kKj0fiTw4cPO+x2+4OAi++yQf0en92P2xc8lgE3tbXMOQWwA7/3fd3om7F9SuB77YRv+tDXeOUJHXEDEfwb9sMf/pCLL76Yxx57jJaW7lt2trS0YDAYSExMRKvV9uvyr8FgwGAwkJCQwI9+9CMeeughnnzySZ5//nluvvlmamtrmTdvHtdffz1r1qzh8OHDvb3loCgtLUVRFDQaDSaTqUevf2/hDxy3bDF1WN52OBxccMEFFBQU4HK52L1799uR3GOU/k00kPyeIYTQGgyGNS0tLZSXly9TVfWQJEl1fFfaPBVIBKoBfMHkEQIdndfHkWX5QsAgSZLf2K4Rbwn5VCFVkqQa39dO4EeyLOd2cOzPIrSnVm6//XYMBgNz5sxh4cKFAWsSt23bRmlpKQ6Hg+3bt7NixQoeeughFixYEHFNZDjWt2zZgsFgICkpiQEDBrBnzx4WL17MtGnTeOedd7j77rtZs2YNtbW1IX9Nwk1LSwv19fWtWUi/rZG/dNzfaWlpac0a//rXv6aqqopNmzYNu/nmm2/u5a1F6SdEfSS/ZyxYsODWESNG3OFyucqbm5snFhcX+/36Gq1Wa7bFYunXNjm+7JxDkqTWUSJWq7Uc+IHVat1nsVj6TyrhBGRZ9jfY/NNisbgBLBaL6psxrrFYLP36nc0nR6jwz0r3PbcmwGK1Wre2naFeUlKSDDxDhD8Ma7VazjjjDD777DNycnK46KKLAvJxfPbZZ8nPz8fpdLaujxkzhoSEBIqKisLuIxnO9aFDh/LEE08wdOjQ49ZzcnLIy8vDYrHwr3/9i8bGRt59913y8/PJzu4s0dy3OHToEBkZGceV6IUQeDyefuOTWVjoZPfumNavs7K8fyoURcHj8bTOE09KSqKxsRG32015efnlf/7zn5f94he/OGUkT1HCQzSQ/B4hhBiQlpa2ITExMXbfvn13qKq60b9msViwWq1aX0Di6s19BkMb8/HWxywWi2K1WusBk8Viqe6tvQWL1Wr9MfCNJElHT3jcDQywWq32ts+7P+Gb0GOQJOk4qyaLxVJttVpHAk6LxXLM/7jNZruOXshIAsTHx5OXl8fatWsZPXo0I0eOpLCwkEceeYRPP/2U+fPnH6cpTE1NJTY2lmeeeYaPP/74uHWdTtcaTHZ0vj+Y66vrqampDBkyhEcfffS4dZPJRFlZGQUFBYwZM4Y///nPVFZW8t///peYmBiKior6fPezy+XC7XaTkpJy3F7bmq739ecAXoPyDz6I48svY/n441jGj7eTlaVgt9tP0rCefvrprF+/Hp1Op09PT0+eOHHiB7207Sj9hGhp+3uEVqudP3jw4JR9+/Z9wXcau1YkSarF223bL/EFI5r2mjMkSdoFlPkaOfodsiyb8Jaxt5+45nu+Ct91QfdHUiRJqupg7R2+69T2c3WY99MpZ511Ftdccw0rV67sslzrdrtJTk5u7extixACnU4XlnnbkcLhcLSbmdPpdKSlpbXaCQkhSE5OZurUqfzxj3/k5ZdfDunc71Dj795OT09vN1iMiYkJ2ZjJSHDvvTaSk93YbDruvDOTL79U222Eio+PZ9q0aWg0GrZu3XrPL37xi9Re2G6UfkQ0kPyeIIQo1Ol093377bdqQ0PDPZ1ML6iTZTlsvnxhJq2Nvq49koDrZVnuH/UoH7Isa/AGiX/vqPvc9yGgvwbJA4BjHa37Gm88sixfDFBSUiKAyyK0vQ65+eabyczMZP78+SxbtqxdTaHdbuebb75h9erVHWoOd+3axRNPPNGnNI+Brre0tFBSUtLhekpKCvv372flypWt6++++y5Tpkzhb3/7G2+++WaIX5XQUVNTQ1VVVYcTbPzZyP6ilRw3zsG6deUkJ7uprdXy/PPmDrOp119/PRqNhqqqKm1FRUW08SZKp0RL298TVqxY8buMjIzhlZWVr6iq+lxHx/nKwLFWq9XZVpPW15FlOQOo6mzPFoul3mq1DgN0FoulPHK7Cw6r1ToKmCBJ0tYujmu0Wq1Z/hnj/QFZlgXeEZbNnR3nK9//yGq1lowZM2YIMDsiG+wEjUbD2LFjeeONNzjzzDO5/vrrT9IU7t27l/Xr1/PAAw90qDlcsWIFDz74IEVFRWRmZva65jHQ9aFDh1JVVcWqVas6Pf/pp59mypQpTJgwgYyMDAoLC1m3bh0/+9nPePXVVxk0aBC5uR31U/UOLpeLI0eOkJ+f36kOUqfTYbfbWzWGfZ2sLIXERA9bt+qYNKme0aPd7R4nhKCgoIB33nkHu90+aPPmzR9ed911RyK83Sj9hKiP5PcAIcQVRUVFH9TU1DSXl5cXqKraaRAly3Ii3vF09s6O6yvIsqwDzJIkVQZwbCJwC/B8f3h+PtuiO4BXfVnHro43A8394blBqxzBJElSfQDHjgFO+8UvfpEOrAn75gJk+/btSJLEnDlzOOuss1ofW7ZsGUlJSdxxxx2MHj36pHPa+jSOHDkSp9PZOp+6t30iA1lftGgRdrs9oPNNJhNms5nk5OTj1uvq6khLS+OZZ54hLS2t4x9yhDly5AgxMTFkZGR0eayqqu1qDfsqU6dmsnEj6PUG1q0r73AGN8CsWbM4evQoOp3u8Oeff54XwW1G6UdES9unOEKImJSUlDUxMTFUVVUt6CqIBPC9qZsjsL1QkRpIEAmtz+1NvpsE09e5CPhfIEEkgK+0n9jlgX2HlECCSB/bgWa73X5RODfUXUaNGsXkyZNZvXo1R49+1wdlMBg4duxYQM0Y/mP6i1bS7Xa3ah8DYeDAgVRUVJxUBk5MTCQ7O5tnnnmmT+klExMTAw5shRBoNJp+U+K+665SDIYYbDYda9Z0roaZOXMm1dXVVFdX506aNOnuCG0xSj8jGkiGCdF3WvnuiouLKywtLT2kKMoT3TivTJblrLDtKkR0pa9rD0mSKoDTZFnuOymQjjkE/Kub59hkWe7z83L9coRAj/fpQz8Czu1rAde1117L+PHjWbJkCV999RUrVqxg+vTpzJs3L2DNocFgaPWZ7KuaSIBt27bx1FNPdev8PXv2kJubi8vlOm598eLFlJeXs3nzZr744ouQvy7dRVVVjhw5Qnx8fIfayPbQ6/WtIwf7Mh6PhzFjnDz3XCWnn95Cfb2GjRs7NsbPysri2muvJSYmhq+//nrlTTfdpIvgdqP0E6IayRAjhNAXFxcrsixri4uLe/UjthAiVQjxR7fbbaytrZ2iquqOQM/12QHprVar6vcs7GsEqq9rD6vVasLrLbm1r1rmyLL8A2CLJEndag21WCyevq5z9ckRTJIkdUvPmZubm1FWViYritKnxtQJITjzzDP55JNP+P3vf8/06dM566yzuq15rKmp4cknn2TmzJl9ThPpX1+1ahUPPPAAo0eP7tb5I0eO5PDhwzz99NPMmjWrdf20007jL3/5C0eOHOHKK6/sVTudmpoa7HZ7awk+UPyNN/752H0Vv/l4Wzug8nIt113X8T/DMWPG8PLLL1NaWhqTn5+fN2nSpD9FcMtR+gHRTxchRAhxPXCGECIGaAYW9uZ+9Hr9ojFjxiRt3rz5E2BDd8+XJKnGl5UsC/3uQoIO6Glqag9wBlAE/C9kOwoRsiwPxzsnvKf1Mg8Qg3dmdV8kvYczws/MyMhg3759DBgwAJ2u7/wJMxgMzJ8/n8WLF3PgwAEuueQSwFv6nj17doeawxPXi4uLGTFiRIfrXZ0f7vXi4mLGjBnTo/MTExO5/fbbT1pftGgRM2fOZOPGjYwfPz7QH3lIURSF6urqHjf+aDQanE5nn/qdbIvdbsdo/M4h7Iormti+3cAVVzR1chYYjUZmzZrF2rVr2b59+5Rbbrll/iuvvBJtvInSSt/96NSPEEIkCCFuB4yqqj6Kd+JGlhBidS/uafTAgQNvr6mpUdxu94xO7H66osLXwNEX6Y6+7jh83oufAQNDu6Xg8WXrzgX+1ZHdT1f0ZZ2rLMspQECa1nY4U6/Xk5ycTFlZ3/t8ExcXxw033MCHH4un/y4AACAASURBVH7I+++/36Nr6HS6PutPaDAYgprmUl9fj8fjoaHheFvQ2NhYVFXlnXfeCXaLPaalpYWEhIQeN834M6l9USvp8XhatZx+PvwwDptNx6pV5k7L2wBXXnklZrOZ1NRUzeHDh3vvRYrSJ4kGkkHi00LOBD5WVfUNAFVVjwAzgNOFEON6Y09xcXHPpKWlaQ4fPrxOVdWTTKwDxRfIuPua96Isy+l0Uxt5Ir6M2Ma+9tyADMAmSdKhIK9T4Rs72GfweWIqbUdYdpOx4J2mEhcX16caNMDbhDJhwgRmzJjBb37zG7766qseaRL37t3bGkz2tibSv75w4ULmzp3LihUrgrr++vXr2bp160nr8+bNY9u2bb0yj9vj8aDT6cjKCk4W7te59jUURTkpU9rWoLyrphshBHPnzuXYsWMcPnx4/JQpU34Yzv1G6V9ENZJBIITQAvlAgaqq77d5XKeqqkuWZTfwb/8860ghy/L1cXFxs6uqqmpbWlquKy4uDmq+tNVq1QKavqKV9AV+cZIkBT0X3Gq1OoA7rFbrLovF0utpIJ/uM1aSpG+CvZZvVrXBarV6+socbqvVagCUnv4u2Wy2hYBZo9FgMBioqqoiPr5v+OfX1dWh0+kwmUzk5uZiMpl46qmn+Oc//8m8efO6pUlcsWJFq0/jihUr+oSPZEFBAXl5eUFff/DgwTz33HMMGjSIqqqq1vXzzjuPf/zjHyQlJVFQUBDR1+7w4cMIIUJi4dPXvCU9Hs9x87T9ZGUpjB9vZ/fuGBwOcdwM7vZIS0tj9+7d7Nq1i6ampst/9atfrQz33qP0D6I+kkEihEgArlFVdb3ve+EvIwshbgL+oKqq0vbxMO/HmJycvMvpdOY1NTVNV1X1mVBcV5blDF+3c68jy3J2D/V1HV3vXCBDkqR3Q3XNIPZyJXC0K/Pxbl4zS5KkXq8D+4LkFEmSepRJLikpMQFNgABvh+2BAwdITk4mKSkphDvtPoqiUFJS0hpA+nnhhRf46KOPePLJJ8nOzm59PBCfxuLiYhRFYeHChb3uIzl06FD0en1raTTY62/bto2XXnqJgwcPsmDBgtb1devWUVdXx+zZkfObb2pq4siRIxQWFoasUcYfSAYjAwgVdrv9uNfuRKZOzeSzz+K48MImXn65c3e46upqLr30UuLj47nooosefvPNN5eGY89R+hfR0nbwFALjhBAXCyH0QKIQQieEGIH35ztECDGICI2v02q1D+Tl5eXp9fpdwLoQXrqqL5RJffq6gC1jAuQrIFuW5ewujwwjvnJ9AbAzxJeu8P3ceptUIJi6ZSG+IBK85bb09HSqqqp63X+xurqa2NjYkzJa06ZN4+yzz0aSJKqrq7t1TbfbjcHQuXYtEqiqepK+LliEEDQ0NJCenn7c40VFRXz77bchu09XqKrK0aNHycnJCenzMxqNfULn6v930dlzu/deW0BWQOAdeXnvvfeSnp7O9u3bpYkTJ/YPF/YoYSUaSAaJqqob8RolP4g3W1IC7AY+AX4HbAa2AZuFEPcJIcLmWSKEyE5LS5vvdDqx2WzTVVUNWSnap5V0ybLca+9sPn2dR5KkkEoFfHq9/wf02h9FX7buauCjMDy/Xte5+u6tCUIbCd4g+zji4uIwGAw0NXXeeRpOPB4PdXV1ZGae/DlLo9Fw//33k5OTQ3FxMQ0NDd3SFM6bN48nnniiV30kH3/8cXbv3h3y6993333ceOONrF69unV96NChVFZWRkwn6XK5SE9PD4s8wmAw9HoweWKndnv4J9ts2WJi8eKuP29OnjwZAJ1OZ2hqanot+F1G6e9EA8kg8JuOq6r6sqqq1wJTgfvwZrheAW4C7gR+CbyB941wTrjMyoUQS3JyckwHDhx4T1XVj0N9fUmSqoHezGwZgKD0nh3hK9vbZFkuDMf1AyAW2IrXligcuPDaAfUWoZBGDG3vwdzc3F4tISqKQn5+foe2LzExMcydOxeTycTMmTNZunRpq2bQb43jD7b8QZZ/ffTo0UyfPr21weXE9a7OD3a9qKiIGTNmhOX+Y8aM4eyzz+auu+5qXa+qqqKuro4jR8LvLqMoCo2NjQwYMCAs1/dnAXtLPhZIENkT9Ho99913Hx6Ph02bNt3wy1/+cljIbxKlXxHVSIYAIYRWVVWlzffnqar6eTvHpeENLv+squrBEO/hrJiYmC+0Wq3TbrePVFV1byiv78eXFQx4JGGI75vkGwEYrnukAdcBv+2uCXiQ940BhgB7emr3E+B90iP9uvnumwbUBptpLSkpWQvc1d5aXV0d9fX1PfYA7CnNzc1UVVWRn5/f5bGNjY3MmjULrVbL448/flzZuitN4aZNm5BlucP1cGkmHQ4HMTEx7NixI2yaTP80n4ULvba7AwYMYOrUqYR7UEBZWRkajSagedo9xel0otVqI/5Bx+Px4HQ6Aw4kN240tGYj582r7nT+tp9p06axceNGxo4du/2f//zn6C5PiHLKEs1IdoDwYmj7fUfHnhBEDgd+7Pta4/u/1ndcFd6MXkjH1wkhREJCwjMFBQXY7fbV4QoiobVM6vB5HUaSZKBbU1C6iyRJVcBhYEI479MO44Eh4QwifRyLtM7VV9IOlRyhwygxISGB5uZmWlrCkrBuF/84vZSUwJL08fHxLFu2DIAlS5Z0q+yp0+nQ6/U92mdP8Xf7hntSi8vlorGxsdWHMT4+nrq6urDe026309DQQGpqaljvo9fre6W87XK5uqWvHTfOQWKihy1bTF1aAfl5+OGHMZlMHD16dNTkyZNv6Oleo/R/ooHkCQghtEKIG/GWpP8mhLhfCFGgqqoaYEnajFcj2Yqva9v/kbR7ivvA+HlBQcH46urqY8DiMFz/ROx4y8wRwZeNjIlQlvAfwGhZliPyri3LciIwDvhnuO/VRisZyYgkFghVVNChebxGoyE7O5sjR45ErJRYXV2NXq/vlr5uwIABLFy4kLKyMpYtW4bT6QxIU7hixQrmzZvHwoULI+YjabfbMZlMYddkHjhwgA0bNjB37lwWLVrEt99+G/YPBDabDbPZHJFMocFgiOgHHEVR0Gq13R412Z2mG4CCggKuuuoqUlNT2b59+2/uu+++3pttGaVXiQaSbRBC5AE/Ajaqqvoc8AgwGPhUCJHbxtans38wLcAvhBApqqp6hBBGaA0mB+MdWRfwzOsA9hyfkZGxSlEUjh07NltV1aC9FbtCkiQHoPcFeJEgU5Kkzn0pQoQkSXa8TVKRarwZD2yVJCki3SI+653wpmF8+LPWQTbYtKXTrvqEhASSk5MjlgESQrTbYNMVZrOZJUuWcPDgQR566CEee+yxgDSFI0eOpKioKKyaSP/66tWrKSkpiZgmc/LkyQwYMICioiLOOOOMsE+HSUxMDDiTHCwajaZ1DnckUBSlR1nktlnJO+/MDCiYvPfee6mursbj8SSVlpYu6cl+o/R/ohrJNggh7gbeUlX1WJvHNHhH6RmAO3xd2h2dL3yZy1lAtqqqD7ZZuwEYDTytqmrIspJCiIWZmZmPtLS0bKmrqxunqmpE/lpFSispy3IqUB9JzaLvvj8GtoRgukxX98kByiVJiphheARfuySgKRRl7ZKSEi3gpIsPvx6Ph+bmZkwmU1izTY2NjRiNxqDmKldWVvLAAw+QlZXF0qVLjzOM7khT6G+gCKePpKqqbN68OeKaTIfDgRCC5cuXM3ToUG666aauf4jdxOPxsH//fgYNGhRx3WJzczOxsWEz7QC6r408kY0bDdx5ZyY2my4gX0mA119/nRdffBFFUdyXXnpp6m9/+9vw6hKi9DmiGUm8waIQIgu4Ea+Fj/8x4QvMrgSGAfOEEMN86ydlJdsYjj+NdzziS0IISQixCIgDFoY4iBwUFxf36+rqaurq6u6OVBAJrWVSTzjLpL6AR0Q6iPSxBbgqXFlXWZY1sizfCNREMoiE1tfOGU6dq+/nZgyhlVEqAfy90mg01NXVcexYUNMzO8Vut1NaWtrt0uGJpKen8/jjj1NTU8PKlStxubr+Uen1+rCXSZ1OZ1ABck8xGAxUVlbidDrD5p957NixXjMKNxqNYR+fGGyn9rhxDtatK+9WiXvixInExcVRW1urq6qqeqvHN4/Sb4kGkoCqqh5VVcvwzm7+SZvHVN+4w3pgGnANcKcQIuFEzaT/ayGERlVVO/B/wELgNbxZyNdCHeiZTKbVRUVFBo1G82Z7XeLhJgJl0njAFsbrd4gvE1kOnB2mW4zFGyRHTjx1PM2EV+caajlCwHXIjIwMbDZb2ErclZWVJCcnhyQYycjIYOnSpezdu5fly5fjcrk61RRqNBp27drFihUrwqJZVBQlrNfvan3AgAG4XK6wTCpyu93U1NT0SI4QCvwl7nBVAUNl99PdxhutVsu8efPIzc1lx44dl996661jg95ElH5FNJD0IYSIw1s6O0cI0fqm5Tf1VlX1D8DzwK3A+b7H1DbHqb7/+4NFh6qq+1VV3aeqasj1fUKIiwcOHHhdZWWl3eFw/DrU1+8GFbIsh9w/w2eJ4wmhvq4n/AMIeZbXZ+p+DhByr89A8WV5Y8JhUu6TI4Q6JRjwZCidTkdKSgqVlaGv3Le0tGC320Pa7esPJvfv38+cOXO61Ew+/vjjzJgxI2yaxZUrV0bMp/LE9f3791NaWkpcXFzIfr5+7HY7mZmZEe9+b4tGowmLVlJVVVRVDVmHfXcbb8455xwGDx5MRkYGe/bs+X8h2USUfkNUI9kGIcRdwCJgkqqqH7V5XOMPEIUQR4BvgF+qqlrb5pgBeIPMHaqqfhjmfWoTEhK2nHbaaSM3btwou93u4nDerytkWTYDDaGcyCLL8gCgpZfK2m33YQKSQzzbeyDejN3XobpmD/ehxfvcQhb0+UraaaGey15SUvJ/wIZAj1dVlcbGRhISQuq0RXNzM3q9Piyl32PHjvHggw9iNptZtmxZpz6TRUVFx2nhQqVZNBgMzJ8/v9dme7tcLoxGI8uXL6eg4KRBRj3GX1LuCyMn7XY7BoMhaGlEW1paWk4azxks3ZnBDXD48GFuu+02AM4+++yp69evfyWkG4rSZ4lmJNugquqzwC6gWAgxpM3jHiGE/53jRrw+kdnwnVck3jLhQ8AP2jwWLqapqjpy69athxVFWR7mewVCHV4NaEjwBSOm3g4ifbiBa3xZtqCRZTkWaO7tIBLAp83UhFgraQbC0cTTrYhQCEFsbCwHDx4MWSmxuroah8MRNv1gamoqq1evxm63s3jx4k71dOHoBI6Ehq8rHA4HsbGx5ObmhnQvZWVlvTpGsy16vT6kz83lcoUly3rFFU0kJ7u54orAfm65ublcccUVVFdX89VXX6258soro/HF94ToC30yk4Ez8WohE/0Pqqrq9mUmPwfeAlb6Hvf4Hq8EzldVdW44m16EEEnp6elLY2NjcTgcs1RVbQ7XvQLFF5C4Qth4EzG7n67wZVm/Ai4J0SV/iHeKTZ/A17mdHoprybJsxNulHY4yR7eHIfs1jNXVwfe3ud1uqqqqwlJybUtKSgpLly6lurqaBQsW0NLS0qGmUKfToShKSDSLq1ev5uGHH464JvLEdYvFwrBhw9Bqtezfvz8kOteGhgbcbjfJyQGrI8KKv/wcqg8BoSxpt+XDD+Ow2XR8+GHgv/N33nknJpMJIUS80Wh8OuSbitIniQaSJ6CqagkgAzOAS9pMpxFtAsRngYoTH1dVtcs5yUKIkcHsLyYmpjg/P9/c3Nz8H+APwVwrxLTQgzf7E/GVycM2BrGHbAQGyLKcF8xFfOdn+q7Xl6iUZTkUwaQe70zvcNCj362MjAyqq6uD9iUsLy/HbDZHRF+XnJzMkiVLqK+v54EHHuhwNvfOnTvZsWMHK1asCFqzOH36dMaMGRNxTeSJPpmlpaVMmDABrVaL2WymvDy4z5OqqlJaWkp2dnZIS8nBYjQasdvtQV/H4/GgqmpYnlt3dZIAcXFxPPDAA+j1enbu3Hnn5MmTQ/IhNUrfJqqR7AAhxAagEJiuqurHvsd0vszkmcACVVWv7uY1DcAe4Oeqqv6rB3saPnjw4P+pqqo5cODAmaqqburuNcKJr/xb29MGGVmWBZDRV7KRbZFlOQ4Y0FOtpO+53QG8L0nS4ZBuLgSE4LXTACm+MZMhp6SkZB5e/XK3qaysJDY2tlsTaNqiKAplZWVkZWVF1DamoaGBuXPn4nK5WLVq1XF6T7+mUAiBJEmMHXt8o2x3NIuSJHHGGWf0+PxQrR88eJD777+f3/zmN6SkpODxeNizZw+5ubk99l90u904HI6wZ5J7QrCejxB+b0q/TjI52c26deUBzeD2eDzcfPPNKIpCSkrKvz/66KMLwrbBKH2CaEayY64H6vGWuC3wXQc33k7eF7p7QVVVHcBc4Mme6CiFEI8bDAZtWVnZK30tiIRWO6BgPoGm9sUgEsA3ecYky/L4Hl7CAPytLwaRPmoIbgZ8ZriCSB897pJIT09Hp9PhdvfMAEBRFDIzMyPuPZiQkMCyZctITEzk0Ucfpb6+/qRj/N26PS2TarXaXvFUbI9PP/2U0aNHt06c0Wg0DB48uMfPzeVyUV5e3ieDSAhe5+pv2gkn995rIznZjc2mC3gGt0ajYc6cOdhsNr755pvzb7nllmggeYoTDSQ7wBc03g7UAiuEENcJITKEEJfh1bi918NLv4F3VvUt3TlJCHGVTqe7av/+/fUOh+OhHt47EvSoTOrT1zWGYT+hpBI415edDBhf5/cFkiTtC8+2gsdnUu7wWRN1iwjJEYJ6x2xububo0aPdPq+hoYHDhw/3ikE3QHx8PAsXLkSv1/PII49QW1t7kuZw9erVbNmypfWc7mgSH330UVauXNlrmkj/+jfffMMnn3zC5Zdfftzz1+v1qKqKzdZ9O9nS0tKQ+CqGk5iYmB7JLvwfIML9IaAnBuUAY8eOZezYsdjtdv73v/+9EdZNRul1ooFkJ6iqugWYBawGzgNmAodVVf1/qqr2SAvm85u8H1jctpmnM4QQ+qSkpKeKiopwOBwLVFUNqbVKKPGXRnvQCRxOfV1IkCSpAfiS7jfeXIJvYlIfxwF0q07mK9kbfDPKw0lM14d0THJyMg6Hg8bGwD+reDweSktLycrKCubWQWMymSguLiYuLo4ZM2awePHikzSHTzzxBJs2beqWJrGoqIgRI0b0miay7fojjzxCTEwM55577knPPyYmhsrKym4FXI2NjTidTsxmcyhfipCj0Wh6lFEOh91PR3TXoNzPrFmzSE9Pp76+fuCkSZNmhHGLUXqZqEayG7T1kwzBtV4GqlRVnd3VsVqt9sGxY8eu2r9//36bzXaaqqp9wRanU2RZTg90lrMvGEkNc2k0JPiM0q/Gq3Xs8nXwZWevBX7bR+yMOkWW5TTAFqhWUpbliHTYl5SUPAncF8w1mpubOXToEMOGDQuoy7WyshK73U5eXlA9ViHDbrfz6KOPUllZyRNPPHHc9Jft27ezcOFCHA5HwJrEtsFIb2gi/TQ3N/PLX/6S22+//aSMpJ/y8nI8Hg/Z2dkB/KS8nfo6nY4BAwYEdHxv4vF4cLlcAZepnU5nxCUJGzcaWLzYKzmYN686IK0kwNq1a/nnP/9Jc3Oz/cwzzxzw6quv9vm/gVG6TzQjGQD+8YchtvV5GLhVCFHYxb3TMjMzix0OBzab7d7+EET6qOtGCTirPwSR0GoH9BFg9AXAXZEHfNUfgkgA3+sQkDRBluV4vNKPSBD0u2ZsbCzZ2dkBZ7aMRmPAgUskMBqNLFiwgJycHObPn09dXd1x6w6Hg5iYwBK3DoejVye8tOX1118nPT2dSy7pONGflpaGw+EI6LVzu93Ex8f3iyASvpt2E2hWMlx2P53R06zktGnTaGxsxGg0Gmtra18K4xaj9CLRQDIA1DCkbX2zvVfg86PshIUOhyNh3759HwPvh3ofYcRFAOVIWZaT6aV52j1FkqRm4Cq8Xf0d4utkPixJ0uaIbCx0BKpz1eIdKxoJQuJvkpiYSE1NTZeNNxUVFcTGxvaaNrIjjEYj8+fPJy4ujuLiYhoaGo7THM6fPz8gzeOOHTtaM1q9oYn0r+/cuZM//elP3HXXXZ3+rLVaLTk5OV0GW4qisHfv3ogHWsFiMpkCsgNSFAWtVtsrVkY9sQMyGAzce++9HD58mM8///znU6dOzQ/zNqP0Av3rX9upxxPASCFEu/UcIcTYrKysO2pra5WWlpb7whHQhgtf80anU1N8GT2jJEktkdtZyPgUuNxX6j4J3/O+Deh1w/ju4itri87mcPvWhO917ldoNBrKyso6XG9qaqK+vr7PBiNGoxFJktBqtcyaNeskn8kZM2Z0qkl84IEHWL16da9qIpcvX86XX37JokWLuOaaa04qhbeHXq/nyJEjnepcq6qqiI+PDzgz25cwGAydBpOqquJyuXrtw01Ps5KXX345BQUF6PV6cejQoXfCuMUovUTf/Ev5PcFnBzQTWN1mBCPgLacnJCQ8nZWVJbRa7bOqqu7snV32HEmSaui8TJopSVLH7+h9GJ/+cx/eJqz2OBOo8jXo9Dt8s7I7GwuZJklSpMraACH7EJWSkkJLSwvNzSfH+KqqUllZSVpaWp8NJMGbwZIkCVVVMZvN/H/23jzMjepK435vaV97U++L225jDLZxMNsAwWxhMGYYduIJwTGQieEjbAZsxwZqCkgghCwE5suE+TIDCYQkDoSZTCaQkISETAKZsBibwcbu9tqr3FKrW61dut8fdUuo1VJrq01Gv+fpB9wt3brVkrpOnfOe9yxatAiAGCQvXrwY99xzD+69917ce++96SAOEPV1J5xwQrrBJfvnAGY0wCj187vvvhsbNmxAQ0MDPve5zxV93i0tLRgcHMyZmYzFYpiYmEBbW1vxv0gdYTAY0t3YuYjFYpoHyOVkJQkhuPfee2G1WnHgwIETP/e5z12k8Dbn2stGQshV7Gtj5ijkIp+/gBDyVfa1jRDya0LICqX2Wy3o9y/lx4f/BDAM4Kas71/Z2dl55sjIyEQsFrtfg33JhZc1cMyA6euqqqSdg9cAHMn+Jju3vwHwqtobkpkJdi4zYHKEQI7HK4lsmU+O4+DxeDA1NTvGj0ajIITMaGTRK5LPZDgcxre//e10cGW1WvOW7rXQ1+Xi5z//Odra2iAIQklaTYfDAZvNlnPsZTweR09Pj+7kCKVgtVpzjoWklKbL2lpSblZy8eLFOOOMM9DQ0ICdO3d+n2hQmyeE/BrAq5TSn7KvRwFsKzaYZI+7ilK6iX1dDeCrAN4ihHxBwa3rHu3/onzMYeXqOwDcTwhpAgBCiM1ut3/DYrFgZGRkC6W0agMu1pzC5SiTqqmvUwSmlfxQEITsrGQ9gJeqNRuZQRzAjKuyhnKEymYcZtHY2Ai32z0j+yNlg+bNqx4ZV0NDAx544AG88847ePrppwGImsRvfetb+Kd/+qcZmkQpEHn//fc100QCwFNPPYU//OEP+MpXvpI2Hy+Ftra2WcFiMBhEKpVSdMqLGhBCYDAYZjUVhcNh3ZzbhRdOo6EhgQsvLM3R7Pbbb8fk5CTGx8c911xzzX0KbS8nhJCrAIBSmj2e9mEA3y1ymatY8JmGTb17FMB3CSH6v/tUiFogqQMopTsB/ATijG8A2MBxXPeOHTt2pFKpkifo6A1WJk2XuKWgshr1dTlIAVgkCEIvkLb7MfA8f0DLTclBhs418yagXSM5gqyBJCBq7vbs2ZPO5I2NjWFqakpXM5mLoaOjAzzP4+c//zmeeuopPProo7jnnntw7LHHYsmSJWlN4o4dO7Br1y7NNJE7d+7Eiy++iB/+8IfgeT5dji8Vs9mcbpoCxBuA0VHdWuuWDMdxMwLJaDSq+ASbUnjlFQf8fiNeeaW0iUGNjY245ppr4PP58D//8z9bb7zxRjUj4/UAsoNIsO99qsggcH2ezOOP2X8/Ve7mqp1aIKkfeADXEELO7+jouLehoQGpVOqOjLGM1c4RQRCkD6uH53m1S6OKwPN8EsCfAZzBurTPQ4mm3nomU+cqCEIdtJMjyP45MBgMsNls8Hq9iMVi8Pv9ujewzseiRYtwzz334Nlnn8Xll1+OpUuXpjuBly5dig0bNuCBBx7QTBO5ceNGbNq0Cd/4xjdwyy234Iwz8kmLi+fIkSMIhULw+XwwGo0zZpFXM5IdkJQhV2OCTSmUo5OUuPbaa9He3g6Px2MeHR39oUJbzMXJAPqzv0kpHcj4eSEmAPTl+T4AVOcfDxmoBZI6gVI6DuBBQshzXV1d1vHx8f+klP5W633JiDTxpg5AtZd8Z8Dz/G6ImcnTAXA8z1ddY1QBxgVB8ED8e6H0BJt8KCKDaG9vh8/nw8GDB9MzuauVM844AzfddBOee+65dIbObDYjFotVNI9bDuLxOCYmJrBq1SpcddVVFa9nMBjQ1NSEsbGxqm6wyYfVakU4HEYikdC8wSabcnWSgDilaPPmzYjH49i1a9elN9xww3EKbTObesw9xrWgTpJSehKldNMcz/1rORs7GqgFkvriHbPZ3Hr48OFEKBS6U+vNyAnP8xRiMFnPtIVHGz8GcAqqv8FmFsxM3QEgxl5HLVAkkDQajejo6IDZbK6KBptCrFmzBkuXLsXWrVsRi8XAcRzee+89fPOb39RME7lz505s3LgRxx13HO68807ZpAONjY3pMYh6Kv3KhclkQjQa1VU2UqKSrOTKlSvR0dGB3t5e9Pf3v6jQFtMUWbau5MO/HsDbOfSXHxtqIxJ1AiGE4zjujfnz559y0kknvXn88cc/C7HRwQTRiHwSwBUQZ1IDYjn1PQBrAdggZorGIXYSnwagG6JlihXACxADgbPZYwHgD+z5X2T/jkO0s5FmSbdCvHhbATwPYB6AFezfHIDfANgPYB3ExpkUgO0A3gFwGYAG9yluQQAAIABJREFUAGGIwePPASyDaInDQZzpfLSc00KIr5EVwBjEbGvHUXJOme+9z0Is2U9qcU59fX331NXVXU4pRVtbGxwOBwYGBkApTXdZNzU14eDBg4jFYunMYnd3N/x+f7oZQxqzZzKZcOjQISSTSUSjUTQ1NaGxsRFDQ0PpphSz2Yy2tjZ4vV6EQiEQQpBMJtHT04N4PD5j/nNLSwsaGhqwe/duAGJ50ul0wuPxYGRkBOFwON1E0dvbi2AwCL/fj2QyCbnPKRKJ4IUXXoDL5cIFF1yAl156CStXrkRXVxfMZjMCgQCee+45rF69GgDwu9/9Dpdddhnmz5+PsbExDA4O4rXXXsPf/d3fwWazYdu2bTjnnHPQ0dEBp9OJI0eO4Pnnn8eFF14IjuPwm9/8BldeeSU6Ozvh9/tx+PBhvPbaa7jkkktgNpvx3HPPAQAuvvhiLFq0qKxzkrKpHo8HDQ0NGBgYQCQSwdTUFJqbm9HT01N1r1Ouc8p87zU1NWFkZATJZDKtm9TTOT37rAMHDhjhdnfikUcCRZ2T9Hnas2cPXn31Vfz0pz9FpVBK57wzYd3W/QCuppTOOiAhxA/gqTzZxjlh1j+/AXB+LZCsoTkcx611u93PBIPB4TvvvPNup9O5i+f5o+aNKQiCG2KwkgDg5nl+lm1OtcLObTWAlwB8AcAPeJ6v2k77bLJeO7vK/pEAgP7+/tsAPC73uj6fD1NTU6irq4PP58P8+fOrrtkmF3v27MH69etht9vxyCOPoK+vLz1XG1BvtnYqlYLb7cYFF1xQkl9kMfT396OxsTEdpDU3z3IZq1oopelO7cyZ6Hqi3Pnb8XgcAwMD+NnPfobnnnsOixYtCqxcubLh29/+tiLBCMtI+pE/kKQANmV3ZBe5dj+A9ax7+2NLrbStAwghLo/H87Wenh4kk8nNTqfzvwCczJo3jhaMAMKsTGo8ys7tIgAf8jwfgTjxZrXG+5EbJ5MjxDXcg+zazGQyCa/Xi9bW1nRZO3t+dbVyzDHHYP369ZicnEQwGITZbEY0WtyFXk78fj/sdjvWrFkj67qBQACUUtTX18PtduPIkSOIx7V8e8pLpt2P2WzW5bmVq5WcmJhAXV0dbrnlFnR3dyMWi9UNDQ19Tal9UkqLufEt+eaYELINYgD6sQ4igVogqQuMRuPWefPmtRw4cOBtAM/yPD8JYBvE0l7VIwiCDUBI0tfxPD8C4KhQxwuCMA+AE2K5GAD+D8AAO+eqRxCEDp7nh4CPdK6CIBTvIC0fsgeSPp8PDocDVqv4Mevo6MDY2FjeySLVRCqVwqWXXopTTz0VW7duxQcffJDuBFZrtvb69etRX1+P2267TXYNo1QmJoTAZDKhubkZQ0NDsh5DK2Kx2AyTdo7jdPueLEcr6XA40NraCpfLhbVr18JisWD79u13rFu3rrTOndIYwNwNNQNz/GwWhJCvAvhxrgznx5FaIKkxhJAFzc3NG4LBICYnJ2+hlKYAgJVGV+eaClNNsMyjjWXrMjkiCMLRYJfgAvAqswGSvBf/F0DrXLOqqwHWYT8jRcfzfBBAnQbbkd0A3W63o6OjI/1vq9WK7u7uWWbQ1UgymYTRaMRtt90Gp9OJ++67D/39/Xj33XdV8ZHcsGEDXn75ZVx00UVFzdEuhWAwCJfLNcOgW2q4OZpeOwlJaqFl130+SslKUkqxb98+GAyG9DldffXV4DgO9fX1hpGRkZ8ouNW3Acxyv5em2pSSVWRekv+bHUR+nEcl1gJJ7XksGAya+vv7n6OUvpH1sx0ALtZiUzLiQI6OW1bilialVCUsyN+XbT7O83wCwIkAlmuyMfmw8Dyfa3zFpAY3AbIGkgcOHIDBYJg1LtBms2FwcDDnmLpqIh6Pw2g0oqenB1dffTVcLhe2bNmCBx98EBs2bFDcR3LXrl0IBoOy6yITiUTOWdscx6G5uRnRaFS32btiiEaj6Qx5JlpJE4qh2KzkxMQEKKUzstMGgwH33HMPdu/ejT/+8Y+fuuGGG4rxcyyHHyO3YfinUILTBiHkUwB8eYLIoyExUha1QFJDCCHn9fX1XR6Px0PxeDxXx9iHEEuJS9Tem4y4WBYrF9P4qJO3qhAEwQrgKnzUnZ3NbwGcXq0lbtZgk9N3jef5KACzyjpX2SyjJicnEYvF8pZbXS4XDh8+LNfhVCcUCs3I1l111VXgOA6BQECVrNbhw4exbds23HLLLXA4Spt+UoixsTG4XK6c87kNBgNGR0erVucqdTfna/bSazBZTFYymUxidHR0RgVA4pRTTsFZZ52Fzs5O7N69e5sSe2SBn48FgpmsZ18zIIRsy55iw4LFqwFMEEI+xb6uYuMXv4QSy+NHE7VAUiMIIcaGhoYn6+rqkEgkHqGUDmY/hmnSXoVow1J1ZOrrcqFRQCIXpwI4mK87m03u+ZA9rqoQBMEIpDOrOdFA5ypLIJlKpTA6OorOzs68F2w2VQqTk5NyHFJVYrHYLANrq9WKdevWoampCZs3b8bjjz+O9957L/3zSjSRixbNw8KFflx22RNoanoS999/Px5++GGcd955WLFC3kpfLBbD5OTknObjbW1tacucaiOVSs3pGCBZ+Ogx41ooKxmJRNDc3Jwz2woAmzZtQjQahd/v77322mtzjSGsGErpBQAuIIR8gX19FWInd64AcAVmT7H5DURXjl9nfG1jX1flWedjQTVewI8KOI77Qk9Pz3H79+8/nEgkHsv3OHbB3i0IQruK26sYQRBcKG6CTRiAW+HtyArL1n0C4h+WuXgN1XmXakFxIwl9Kpa4ZQkko9Eo6urqZmTssiGEoLW1VZedsoXINwll5cqV6O3txc6dO3HXXXfh8ccfx44dOyrWRKZS7wLYDOCr+P3vV+Kmmz7A4sWLceONN8p+bslkEn19fbPkCJnYbLa012W1kUgkCpqPS3ZAemOurGQ8HgfHcWhqmiVRTNPZ2YlLLrkEVqsVO3bs+OZtt92miL6cUrqJUvoU+9qUL/ijlPZl+0pSShsopSTflxL7rRZqgaQGEEIaLRbLA1NTU/D5fHdQSgv9ZSAALhcEwanG/mTCzvN8wUCSZSWtVaaVtEL0ipyzk5jn+TjE8YKXqbMt2XAXM32InT9R6bWrOJBMJpMghBTlN+hyueB2u3VZSsxHJBLJ6zfIcRzWrVuHX/7yl2hsbMTtt98uy+xtsSr4CMRZAy/D5/slfvObJ/Htb8t73xsIBDA9PV3UuMD29vY5bxT0SCgUKtor0mKx6FLDmy8rOTo6iqmpwjmFL3zhCwiFQvB6vfbDhw//i5J7rSEvtUBSA4xGowCgaf/+/a8BKDgiil3UdwI4S+GtyYIgCPUAik4JsKxrVWRcBUHoBTCvBMPxMAC3IAhqzZStCCZHGC7hKVMQJ94oTcWB5OjoKPx+f9GG45RS7N+/H4lEMclZbZE6fec6txNOOAEnnnginn76aXAcJ8vovaVLY2huTgB4H8BDADYBWIynnmrAMccswKOPVu7okkqlMDw8DKezuPtog8EAq9WKwcFZaiFdkkuOMBd6tQPKlZWcnp5GKBSCx+Mp+Hy73Y7169cjEAjg9ddfv2Ht2rVHhUXcx4FaIKkyhJDjOzo6bm5vb0+lUqk7aPF/Ef4EYL7e7YCYvi4l2eGUgJpl0rJgdj5/C6DoQCtD5/pJSXuoV0qQI6Rh3fcmFayOKgokI5EIJicn0draWvRzzGYznE4nvF5vJYdWBWm0XSGuv/56vPnmm+lsI8/zFftIdnffghUr1mL+/NUALoU4HZOAUoKnnmrAsmW9+NGPXGWf2+joKNxud159XS6MRiPC4XBRmTCtySdHyAchJK2X1BvZWcnh4WG0t7fPKUfI5JJLLsHSpUsxf/58bmho6AWFt1tDJmqBpIoQQojD4Xiivb3dcPjw4X+jlG4v/CwR1vjwfYgTYvSMGcXp62bAyqQmnZe4TwYwyPN8SS29rOFoN4DCt+Xa4ipGjpCDCERTdiXJZUNUNIODg2hrayv6gibR1taGQCCg+xJ3PB4vKsPY2dmJq666Cg6HAwsWLMCyZcuwYcOGsn0kHQ4HOI7DySefjFdeuQZ79w7gC1/wg5AUpIAyHDbg3nubsWpVV9Gm1RKUUqRSKbS0tJT0PEnnqneD+cwJNqVgNBqRSCR0d26ZWcknn3SnjceLhRCCLVu2YHJyEv39/WdcffXVn1RwuzVkohZIqsvF8+fPP+/AgQNTsVhsS6lPZjY6HkEQjldgb3JRV4y+Lg9eaGN2XSzNAP6nzOe+DiCu0VSYgrBMdykl7TTsJsCu5E1AX19fHGXcoABiadTj8aCurvS3lsFgQG9vry6zPxKl6OsA4NOf/jQ8Hg++853vwGAwYPHixbjnnntK8olcsmQJXnnlFWzatAlnn3027r777nSQvnGjH3v27MNDD3lhtycgBZR791qwbl07rryyo+iAMh6Po6WlZYZBd7G4XC5YLBZEIrIPRZKFUjOR2RgMBl02hN16qx9nnx3A2rU7SgoiJZYtW4YTTjgBra2t2Ldv3/MKbLGGzNQCSZUghJgJId8cGxvD2NgYTyktt142DOBcPQYkZejrZsCmwmg1gm9OBEGwAPgTz/Mlz2QF0iXuxQDOlXVjMsB+32FphGU5sNddaZ1ryVlJSV/ndruL1kZmY7Va09YzeiMej5ccjJjNZmzcuBFvv/02vv/978NkMhXtL0kpxcDAALZs2YKnn34aN910E26++eacmd41a6bw3nsH8NBDXhgM4vqhkAHbt9vwD//QUTBDGQqFcODAgYqCLcnmSY9TYSilJWfIM9FzVnLt2v/DSy81lpyBltiwYQMGBgawe/furksuueQWmbdYQ2ZqgaRKcBx3e09Pz8KxsbFdqVTqyXLX4Xn+CMR5zrpK+bOO8nzG46UQg2g/oxtYtm4dgGIbbPLxJoCFgiDoTURuAiBHasPPGq2UouRM99jYGAghZQeREiaTCSMjI7oLSMoJJAExwLr33nvxq1/9Cl/60pfw2GOP4cEHH8yriXzooYewatUqtLS04PHHH0dXVxeefPJJnHfeeQWPtWbNFJ5/fgjLl4excGEUBgNFMslh714LbryxLWeGklKKwcHBkjStuSCEIBAIYGxsrKJ15EYq2VcSSAL6tAOKRCL41a9SePnlYwqOTcxHc3Mz1q1bB4vFgr17935t6dKlepd0faypBZIqQAhp7ezsvJ9N0thAKa30ov0GAJfOjLzdPM9XnLJhzRsOnWklVwH4n0oydkBa5/oriDPU9XR+DmbDVBE8z4ehrJVTSYFkLBZDIBAoWV+XC4fDAbvdrit/wnL1dRLHHXccHn30USSTSUxNTeGll17Cjh07cMYZZ2Djxo34+te/js2bN+PWW2/F1NQUduzYgfPPPx8/+clPcMstt8zpC5jNihVRvPDCEF5++TAEwQuXKwGbLYmpKSO2b7fNCij9fj8MBgPc7sotZj0eDyYmJnSlc41EInknK5WK2WzWlR1QOBzG6tVOLFkSLzg2cS7WrVuHtrY2WCwWW3t7e80OSMfoKRA5arFYLA+3trY6h4aGfkUp/WWl67EL9u8g+hlqjiAILXNNsCkVPdkBCYKwCGKD0/tyrMfz/B6IHfi6KN8zOYKc6ZoxAJV7vuSmpEAyFAqhoaGhLH1dLlpaWhAKyTapsSIq1ddJdHZ24rHHHsMjjzyCnp4e7NmzBwMDA1i8eDHGx8fR19eHrVu34l//9V/x5JNPYs2aNSUFkLlYs2YK77xzAM88M4zly8NwuWYHlLt3O9DV1VXx+QGilrC1tVU3Yy+lOehyYTQadZMpTyaTsNlsOPNMZ8GxiYWwWCz44he/iGg0ioGBgetXrlw5e75iDV1A9KavONoghKzweDx/dbvdqYGBgSWU0t1yrS0IwvUAXuV5/pBca5axBzMA8xzztMtd187WLUuTKOM+jgEwzvN8zrnTFax7DkTNpWapBCZH4OTIJOdYNyb3ufX3978B4LRiHkspndOgu1yi0SgMBoOsgUA5SF3alZZGs8me060Gb79twZe/3ISBATOmpgzo7DyEtjYnEgnxPnnr1nGsWFFZNpFSCr/fj7q6Oln8MytBid9xKpVCIpHIOYNcLVKpFPbu3Yvu7m7YbLb06wqU/xpSSvH5z38e4+PjcDgcf3rjjTfOlHvfNSqnlpFUECIKsx6PRCJkYGDgcTmDSMZvAazSuMRthDz6uhmwzm+bliVgQRBOADAqdxDJ4KC9zlUWOUIO4lAm41qUGIxSiv7+fkWaECwWC/bv36+pLk0ufV0utCiTSmXv731vGCef7MPJJx9CKiVmKLdvt2H9+rayy6MShBA0NDTA5/Npmr1TKlCX3gtanpvf74fZbE7fvM01NrFYCCHYtGkT9u/fj7feeuuMc84552w591xDHmqBpLJcs3Tp0k8SQo4AeFDuxXmePwDRQHq53GuXgCz6ulywTuDKBW5lwLJqZwJQ6i/zGwAWCYKgid2RIAjtcsoRMmHvByV8JYuK3gKBAAghimXWmpubMTg4qFm3rJz6umykTmAtWLEiikcf3Y4tW4z40pcC6bK332/E+vVt+NGPXLj++vKDSkIIotEoxsfHZd55ccglR8gHx3Ga2VQlEgl4vV50dMysPucbm1gKixYtwmWXXYalS5fC5/P9kFTaOVdDdmqBpEIQQuyNjY3fMJlMCAaDWymlSpVo/xsyjI8rBxaMKD32Y1IQBHnrk8VxJoAdcpfsJVjG9T0AfUqsPxfs96noyA+e50cEQZBb01QwkEwmkxgZGUFnZ6fMh/4It9sNjuMQCAQUO0Y+ijUerwSbzaZJY0osFkMikUBjY+OMLGVDQwJ+vxFf/3ojXn/dUVGGsrm5GX6/X5NgOZVKKSqJMBqNmvlKxmIxdHV1zSqty5GVBIDbb79dmlLUsXLlylsr220NuakFkgphMBg29vX1dQwMDLxPKf2eUsdhpcmDgiCcotQxcsE0jGrU9+JQeZoPO7duiFlDxeB5/k8AhjQo3xshTqNRmoDMGdeCe47FYujo6ChpnF6pEEIUDVTnIh6PK66D02IEn1Su7+3tnWHVtGJFFN/97gjOOmsad93lSweVX/5yE668sqMkc3NAlCY4nU7VbwKSySQ4jqvYhqoQdrtd9YawSCSCaDSadxa6HFnJhoYGXHvttTAajRgaGvpqZ2enriziPu7UAkkFIIR0W63WjQcOHEAgELiFUqr0X+QUgBMFQVBzBF+9Go0wzDLHonKwZQfwA3ZspYkAWKeWzpXNxDaocW48z08DcMi45Jxpsmg0ing8LotlTCEsFgscDgcmJtTrBVOzEYYQomrp3u/3w+fz5dR9rlgRxb//+wjWrJlKB5UA0hrKL3+5qaSSd3t7u+xNWHNBKZW9U3suTCaTqjrX4eG5Z1DIlZX8zGc+g0QigUAgYO3p6flu2QvVkJ1aIKkAFovlMaPRaBsbG9tGKf290sdjmrS/AjhL6WMBYkkbZY7TKwdmwq6KibcgCMcBOFEp3Wc2LBiPAFimxvEAeNTshOd5fkhGA/Y5X5OxsTFVL6CEEIyNjalSBlZaX5eNmuP3EokExsbG4PEUvg+WgsqtW8exfHkYy5eLRRGp5F2MjpIQAo7jsG/fPlWCZSkbqRYmk0m10n0gEAClFPX1c88hkCMraTQacffdd2NiYgL79u1bu3jx4p6yFqohO7VAUmYIIWd2dXVdU1dXFwWwUcVDvwvRpFzJySIQBMEKIFipOXcZTCrdmMKsjM4H8I6Sx8nBKwDOZr9bxWAley1cmeXSueaNEoPBIKLRaMUeh6VgNBpRV1cHr1dpmbDy+rpc2Gw2Vcqkw8PDaGhoKKlkL2koX3hhCFu3js/SURbKUlosFiSTSVVK3LFYTHVbHpvNpsqMcb/fj9bW1oIle7mykmeeeSbOPfdcdHd3E4fD8ULZC9WQlVogKSOEEM7tdv9zfX09BgcHH6OU7lfr2GxO9bNQfrygCepoI2egQJk0F+cA+IBlQFWD2Qu9DEDpKEgVOUIOYpBH55o3Reb1eou6oMlNc3MzQqGQoplQtfR1uVC6TEophdVqLSobmY9sHaVU+p4rSynpXEdHRxW1zNHClxNQR+eaSqXQ0tICh6O4P8tyZCUBYOPGjQgEAvD5fCefeOKJnyp7oRqyUQsk5eVz3d3dyw8dOjSSTCYfVvvgLJhcJAjCyUqsLwiCEQBRSTs4C1YmVWTiDdMoBgH8WYn1C8Hz/IcAOKUyyqyDWjU5Qibs/WKSQQeaM6KhlKKlpQUul6vC5UuH4zgsWLBAsQs2pRSJREIzA3Sly6SBQABNTU0Vd6Jn6iil0nehLKXNZkNzc7NimTstXzdAfG8qVbqPx+MYGBgoSWsqV1ayt7cX5557LlpaWhAMBp+t2QFpTy2QlAlCiJsQ8vChQ4cwNjZ2N6V0WqOtbAdwpiAISmTvGqGwbUwRBJjHo9x0AXiL2fJoRTOAc+VelJWVpzWQI6RhWdfWCpeZFdEkk0ns27dPk6yPhNFoxOTkJPx+v+xrJ5NJTTKRmdjtdkUM2AOBAPx+vyLnV2yWcv9+8b5UCT2o1pNmDAaDYjcBQ0NDqKurK/m1kysrefPNN+PAgQMYHh5uPemkk+4ue6EaslALJGXCZDLdd/zxx7dOTU39GcAPtdoHswN6E8DfyrkuC0biWgYjjAgAWY30BEHoBvApKDChp0TeBdAgCEKvzOsq7htZJFOCIFTSUj0r7Tc8PAyHw6F5sFVfX4/R0VHZM5Na6OtyIXdmMpVKYWxsDM3NzYq9dsVmKb/0JTP+9Cd5bwLUsGkqBqvVKrvOdXp6GpFIpCw9slxZSZfLhTvvvBONjY3w+XwPEUKUlj3VmINaICkDhJCF3d3dd0QiEVBKb6faDzB/C8AYK0XLRQPP8/KnXEqEle9TgiDI0sLKyq3nA3idra0Z7Pi/hqjVlAXWwBPW+twAgJm7V5JNnnEOkUgEwWCwIn2dXFgsFtTX12NkZES2NUOhkKo2NXMhd5l0cnISJpMpr/egEuTLUv7yl8fgmWcI3nxTnkCZUgpKqaqd2nMht1F5IpFAZ2dn2ed3661+nHXWNG69tbLLyRVXXIGWlhZ4PB7zJz7xiX+taLEaFaGPd3qVY7PZvtXU1GQ8fPjws5TS/9V6PzzPxwH8BUCXHP6Latv9FILn+SkA5d/OzmQRxEzrHpnWqwie5w8B+LUcNwHstbfzPK/dYOgsmM613Ik3MwLJaDSKjo4OxSe9FEtzczMMBoMsAZekr9M60yrBcRxSqZRswaTJZEJPj/ruLbmylHV1KezceQyef34S119f+ShGLedd58JsNssWSE5PT8Nms1V0A7BiRRS33urHE080VFTe5jgOGzduxPj4OILB4Jquri7Vp4TVEKkFkhVCCLnAarVefPDgwVA0GlXT7mdOWDB5BoBjK1knI6OldZY1m5AgCHJ0V0wB0JWNBM/zgwCuYHY9lWCBcrPCK6FinWs4HIbNZlPFfLxYDAYDPB6PLM0bWuvrcmGxWGQ5t8HBQQDQRcZOylIuWWLFkSPd+OMfbUVbCOUjGo3q7rWTQ+eaTCYxODgoi3zjiSca8PrrjorK2wBw0kknYdmyZUilUsTpdG6reGM1ykL7T3IVQwgxms3mx0OhEEZHRx+klOoma8f4HYBzKiwD2wGoP1S4AKxMWlEgKQjCOWwtNcYFlsphVK5zbdTI7qcQYVSgc02lUjh8+LBmc4XnwmAwYHBwUJoLXBZ60UXmolKj8lAohGAwqJuSPfBRlvLOO+O4/PLt2LDBW5SFUC70JEfIplKd6/j4OGw2myznJ1fTDQDcdddd8Hq92L9//4nHH3/831W8uRolUwskK4DjuJuPO+6445xO50EA39J6P9nwPD8MYBRlTk1hDTYhHWYjAVRWJhUEoRHAEgCqekaWwF8BtJY7FUZvcoRMmF4zyQzgS4EDRBNkk8lUtH+dmhBC0NraipGRkbJKnFLpWA/ZulxUUiallGJoaAgdHR26PL+TTophw4YQVq7cU7SFUCaJRAIGg0E3coRsKtG5JhIJ+Hw+tLfL474mV9MNAHR0dOCGG27A0qVLEY/HnyaE6EPr8jFCf5/mKoEQ0uTxeB6ilGJ8fPx2Sqkes1oA8AuIwWRJMH2dDdpMQimFyTJL3BcAeE2tUYilwvN8DMBrKEMLyuQIUb3eAADpjLK7RA2vIZlMwuv1orOzU6mtVYzL5YLJZCpraore9HW5sNvtZXUCx2IxOJ1OTfw+i6W5uRnT09OIRqMlG53HYjFYLErPgygfKZAsJ5hMJpNYsGCBrL6YF144jYaGBC68sHKnvM9//vOYnp6G0+lsWrZs2b0ybK9GCdQCyTIxmUwPzJ8/393f3/8HAP+h9X7ywQKSsCAIF5X4VDMAqudghDGNEqf5MH3eFIAPFNmRTPA8vxvAYBmjIeuYb6PeiaG0aUXGRCKBefPmqTp3uhy6urrK2qMe9XW5KLVMKjXqtLS0KLiryjEYDGhqakprQYu1EPqHf2jAddf1VVymVRqz2VyyzjUYDMLv98v+vnzlFQf8fiNeeaXyyoLNZsPNN98MSimmpqa2ulwuRcfp1phJLZAsA0LIUoPBsP6DDz5ITU9Pf1EHdj+FmATQw/wSi6VJD3Y/hWCB7mSxBuyCIBggjut7VQ+WOEVgBfDpYru4mU/juLJbkgfmeVp0t0wgEKibmJjQrQYtE6PRCKPRiOHh4tUFetbXZWM0GkvKno6Pj+PIkSO6LGln09TUBKvVmjNQzpWlJCSF995zYPt2e9kNOmpSilE5pRTDw8OK2DTJqZMEgNWrV8Nms8Hv95vmzZv37zJssUaR6P9TrTMIIcThcDzp8XgMk5OT/0Ip3aH1ngrBRtS9CuD8YsbUMV2efIZ4CsOyrsWO4FsG4Bz2HN3D8/wYxMBwRaHHsvN6TjJnAAAgAElEQVTntBphWQ7F6lwFQSD79u07tloCLUDM2k1OThbVLZtMJnWtr8uGEAKO44rq4I3FYhgfH0dbW1lyX02QJiblyhFkZyk3b/ZiyZIoli8XX+dSG3TUxmw2Fz0/fXx8HFarVZFAUk6dJCC+Jzdv3oxYLIbJycnLOzo6lsqwzRpFUAskS+fve3t7z47H45MA7td6M8XC83w/gEMA5pzlLAiCBaKvYjVk6zJJQsze5YXZ6ZwN4Leq7Eg+XgFwehFZVxP0afdTiGARdkBLTSYT0bO+LhuDwYCWlpaiTMqj0aiu9XW5MBqNSCQSBTV3IyMjaGpq0nTudKnY7XYYDIaixl4uWRLET37ixQsvDOUtfV95ZQeuvLJDN0FlsTrXeDyO5uZmxfYhd1Zy6dKl+Pu//3u0traivr7+pzJssUYR1ALJEiCEWJqamh43GAzwer33UUqrooSYwWsAUMAOqIHn+Wo7L8mkfM4gGcB5AN5mJdWqgTWmPA/RimkuGqvt3BhTEBu75qK1u7t7oloydhL19fUwGo1zZoAikUjVlLSzIYTMmZWklKKurq6scXpa09XVhbGxsTnLwKFQCFbrR/ev+Rp0tm+3Yft2m65K39KNQD7i8Xi6zK8UcmclAeDOO++Ez+dDKpU69vjjj18jy6I15qQWSJbG7XV1dfMGBwf3plKp72i9mVLheT4J4GQAp+b6OWvq0KsdTkHmKpOy7uB9AN5Qd1fywErc8+Y4vzaU0Z2vB5jONa9JOdOHvut2u6snpcUghKCzsxOU0pyawlQqBY7jqqaknc1cZVLJ7sflclWFNjIbs9mM7u7uvHZH+eQIuRp0li8P6670bTKZ8t4ERKNRDAwMqJJFljsr6fF4cM0110jOCd8hhOi7M+8ooPo+3RpBCGkjhNw3NjaG8fHxL1JK9eeGXBx/AHCSIAgzsndMX0eqSV+Xh+k8JeCVAHaxiT/Vih/ABdmWOcyPMVGFcoQ0TLNqzNa5suahL0A8d/UGM8sIx3Hwer3w+WY30utpJnO55CuTjo+PI5FIVPX5ORwOhMPhnJ3OxcoRVqyI4oUXhvKWvm+8sU2TsjchBAaDIWcwOTQ0BI/Ho8prp0RWcu3atQiFQvD7/fXLli37iiyL1shL9X7CVcZisXx1xYoVzlAo9F+U0le03k+5sCkurwNYlfUjI6pTXzcDnucDyJp4IwjCEgBtqPLzYzrXacw2mPfwPF+1meQMkpht5XQ+gHdYNr16BJJZtLa2wuv1zspuxePxqtIO5iO7TJpMJuHz+dDa2qrhruSB47hZOldpRGepZJe+GxoSmJoypsveamspc+lcp6amkEgk0NjYqMoeAPmzkmazGZs3b0ZXVxcCgcCddrtdOaFnjVogWQyEkFO6u7vXjo+PJ1Kp1Aat9yMD2wHsYFY4EtWqr8vFGJtcI+lB/wbA61XgiVkMfwDQK/1DEAQPqqjDfi6yda6CIHRCvAH4C/tW1XrDmUwmeDweDA0Npb8XDoerrsEmH2azeUYgGQqF4HQ6FdXXqUVdXR1SqVTaYD6VSlXUYZ9Z+v7ud0dmlL0ztZRqBZW5dK49PT2qyi2UyEqee+656OrqQnt7u2HhwoU/kmXRGjkh+rdA1BZCCHG5XG8cd9xxp77zzjtfj8Vid2u9Jzlg5dGzIQYmLQDGqrk0mg0riYYAdAL4BM/zujWNLxVBEJoBSHVSJ8vCHjUIgtDB9K4LAASZPhT9/f1DAOSZ0aYBqVQKfr8fjY2NSKVSiMfjR0WgJZFKpZBMJmE0Gqu6gSgXwWAQPp8PPT09SCQS6bKwnLz9tgVf/vJHTUnbt4u/v4aGBO66y4dt28SE/Nat41ixQt6BXKFQCHa7HT6fT7Z52qWSef5ynePevXtx8803w2QyIZVK/c2ePXverHjRGrOoZSQLs8ZkMp26a9euI/F4/AGtNyMXLDvnAnA6qlxfl4cERDucGID/1HgvcjMO4PMAPACqWfOZj5AgCCcAmJSCSEahrnxdw3EcGhoa4PV6EYlEjqogEvhoBN/+/fuL9imsFpxOJ5qbm5FMJtNNNnKTraVcvjwMlyuZ1lNK2UolNJU2mw1TU1OamsYrkZVcuHAhVq5ciWAwiGQy+WNSrV1tOqcWSM4BIcRRX1//GCEEk5OTmymlR0vpV+KPAD4JUXd3VMHzfAjA1QBcR0lJOw0L+v8XwCXsPI82wgAuzPxGf3+/GYUtgnQPx3GYmJgoeUxdtRAMBhGNRuF2Fz2wqGqwWq3YvXu3ag0oL7wwhO99bzitp5QCSyU0lYQQ+Hw+OJ1OTeUWcs7flrjtttsQi8UQj8fnfeITn7hJtoVrpKmVtufAaDQ+cMIJJ9w3MTGxa/Xq1ac3NzcTfHQxm4A4j1ry9puEGJhLnaVT7L9Sg0AQYrOH9Bc2BDFbJmVZwgAiAKRbsQj7Xh1bN8qe4wZgYM+dZusbIWbgpiDOLjZDbFyYZPuzsGMH2P6lVAgH0QrIC6D/KDknP/v/eQAuAvBTdn5Hwzllvve6AFwO0Vz9g6PknKT3nmRP9Q5YxvW0004z9/b27pOaVYxGIwghyPw3x3HpTJjBYIDBYJj173g8DkrprH9zHJduPJAseTL/TQhJ26Ukk8lZ/wZEnWD2v1OpVFo7KD1+YmIC4+Pj6OvrS++hms+JUppe8+DBg2hsbEwHktV+TtK/AbFLe3R0FBzHoaurS5NzevddAx5/vBHxuAUGQwK7d5vSe2hvj8HliuK22/w46SQUdU7SORBCcOjQITQ1NcFms2n2Ot18cxP++lcLTj01hH/+54myXqdcn6cXX3wRL774IkKhUHjv3r2NlNKj805OI2qBZB4IIfM6Ojp2u1wuy9DQ0Hl33XXXm0dT9ofZrLh5np+QPAiPlswd03/eCDHI8gGIHWWvnQliEMgBqON5/kONtyQb7NzWAfgBxMAyxPN8or+//xgAVX+e8XgcHMdhaGgIbrcbdXVV2z80i0gkgnA4jPr6eoTDYdjthfzzqwvJfHzPnj3o7u7W/PwkTeHAgBlTUx+V2qXGnelpDg5Hqii9YSwWA8dx4DgOiUQCZrNZ0b3nQwmdZDKZRCwWw9q1a6Ug99/feuutGypeuEaaWmk7DwaD4WudnZ2WAwcO/HRycvJ3AOzZ/n1VjhlipgkQs0xH0wQAN4B3eZ4f4Hl+AlWurctBM8/zXp7nRwGMCIJwjNYbkhE7gOeZTVUCYsYTOApew1Qqlc7edHV1pTMoRwOJRAKRSAT19fXpRpS5pqZUG5Ldj5SN1MO5ZZa/ly8PY+HC6Izu7717LWlN5apVXXlL4IFAACMjI+ksJICCYy+VIlMnuX69PGbtiUQCVqsVGzZsQDwex/Dw8Lr58+f3yLDdGoxaIJkDQshZRqPx6h07doQjkchd7NvjEK1Iqh4WEDt5ng+zbw1BDJT7NNyWLDBz7kYAb2d8e1gQhOo3tAMgCEILZk6wMQA4TxCEqu/cEAShB8A5bCSkpHOVUnZVL7qLxWLp4JEQki4FHw2MjY0hGo2mLWMsFstR03CTTCZnTB9yOBywWCyYntaHtFwKKF9++fCMRp2FC6NpTWW+oDKVSmF4eHjWPO1cU5jU4tZb/WnT9kqbbqSyOCEEp59+Ojo7OxEMBonL5arN4ZaRWiCZBSHE4Ha7/3nevHmIRCKPUkoPAuku57AgCEdDvaYZokYNQPrc/hvAhWwcXTVzKoBFmV3o7PxCLMisWthrE2fm3AAAnuf9EEc/5hx7WS0wqcVqzLwBAERP0HZUsYck8NGFObNp1G63IxKJIBgMarUtWQiHw5iamoLH45nxfZvNhmhUXpsaLUgmk7Oyx8lkEoODg5oGXPnIDCwzs5W5gsrrr6f46ld78dnP9qWzf2azWdPXbcWKaNqsvdKmm+zpQ5s3b4bZbEYoFDrltNNOu6jSvdYQqQWSWRBCru/r61s2Pj4+DODRzJ8dDWVSKVDMDEbYv4chekrK47ugAWzs43KI55FNDB+VSasVK8TGmWx+D2BJlWclTwMwzPP8ocxvspuAaCQSqdr3JYCcdj8cx6GjowPDw8OalRLlYHx8HB6PZ5YlDiEknXmtVqRsZHantt1uh9Vqxfj4uEY7K45CQeW+fQ688cYxM7KVq1Z14brr+vCXv+Sew60Gr7ziSNselVvezjV9qKenB1dffTWampowOTn5fUJILQaSgdovMQNCSF17e/tXo9EoxsfHN1BKczVoDLMMSbXSkuXNl8n7AJx5ZlVXA6cD+GtGyT4Nz/NRALZq1bmyGwAu16xwdm7P4KPO9GokCTEgngXP875gMFi1I87C4XBez0in04n6+vqqztw1NDTkHacneUtWK4lEIq9nZEdHB8bHx3POqtYj2UHlmWcehsPRgHnz6IxspZixtOP229uxevVHwaWaoxsrLW9LneC5bCNvuukm+P1+WCwWzyc/+cn75djvx51aIDmT+wghjYcOHXoTwI9zPYBlSKarMfvD9HX5gkjp3DoBnKnapuTlfYj+ivnwAahWrWQd5vD7ZHrCUwRBmK/eluRBEIRuANtZxj8nTU1NyXB41v2B7pGsTubyHvR4PDNsTqqFVCqFgYEB2Gy2vOP0jEbjrPni1YLUHDXXuc2fP18XjTelsmjROO69dyd+8YvBWdlKKWPp9bowPJzKCC5tWLeuDSec0ItVq7oUDSorLW/PNTXK6XTiH//xHzExMYE9e/ZsWbJkSdXrr7WmFkgyCCGLbDbbbV6vl05NTd1C576NDkHseq4aWEYrwfN8ob96bwCYX03NKYIgcIIgXANgZK4JPSxQjlXbTQB77QzZcoQc7ASwKmuGuq5h4x5XQ/SazAshxGIwGKquTBqPxwsaPBNCEAgEcOTIEZV2JQ9jY2MwmUwFDbotFguq8SagmOlDFosF4+Pjumm8KQZKKcbGxuDxeNKvXWa2MjOwbG01YckSfzq4DIWMCIUM2LvXki6Fn312N048sRc/+pGrwJFLo9zydiKRKOiIcNlll6GhoQHBYNDU2NhYm8NdIbVAkmG32x9funSpiVL6DKX0rbkeKwVjVdaYYsNHRtV5Yef2OoCzFN+RfJwCsQmlYJsoz/M+iF3d1cRccoQ0PM8PAjgI4AzltyQb5wL431wl+yzM1RZISqP0ipnK1traCr/fXzUl7ng8Dr/fj7a2wkYWUka2mjKuc8kRsnG73RgaGqqaEv709DQopWhoyF8y/iiwHMS2bSP47/8+iO99bxgLF0Zhtydhs31UCh8cFH0sed4ja2B5663+9IjIzBnkhZAM0OeC4zhs2bIFnZ2dOHTo0EWrV68+saLNfsypBZIACCGrenp6Vo2MjEzH4/EvFfm0KVRJYwoLeEkRF2sAAM/z/wfgzWrQE7Ls4kkAflfC06pG51pIjpCD11Egu6cXmN2PG+IEm0KYDQYDkslk1Vyw59LXZWMwGNDc3IyRkRGFdyUPkUgE7e3tRXthWiyWqgmSi5EjZOJ0OmE2m3XfeCPBcRx6e3tLejylFCtWRPHyy4fx3nv78cwzH5XCOztjMBgokkluVmBZSVC5YkUUra1iAW16urjXopAcYeb6K7BkyRK0trbiyJEjL5S8wRppPvaBJCHEVFdX94TT6cTQ0NADlNKi/pKzMmmySsqkbojl+FIYAvBpNmlEz7QC+Mtc+rpsMuyAtBsqWwTsBoAWIUdIw/P8JIB3qkSakADww1ImKpnN5qqYU13KBU2isbERTU1Nug+Uo9EozGYz6utLM7Cw2WxVUeKOxWJFZyMlWltbq0IrOTIyUtINDpBb55pZCv/97w/h+ecHcwaWUlB5//0enHBCL84+u1vRpp1IJFLSrPC77roL4+PjCAQC86+88sr1imzqY8DHPpAE8P+kUqmFO3fuHEgmk4+X8sRqKJMyvZyxlGAESNsD+QCsVGRjMsA8PSd5nv9rGU+fhjgHWs+4IRrhl0oUwGUsm6lLBEE4BYCj1NGV1VImLUZflw0hBHa7HQcPHtRtCZ9SiqGhobICQmnijV7PDRBL9uVMHLJarWhsbNS1CXssFsPExERZox0L6VzzBZZSUJlKcQiFDBgcNGP7dhuuu669qExlOExm/HfuxxYvR5Boa2vDpZdeiiNHjuDtt9/+xmmnnVY1+nI9oXogSQipI4R0qH3cXBBCPG1tbQ8YjUZEIpE7KaXl1F70XiZtLUZfl4c/AjhWEAS9drVdBKC7nCeywDqlV5NylumOzNU8lA92E/AnABfoUZ4gCIITolVTKXXcdJpO72XScoJICcmz0Ov1yrwreZicnEQymSw5Gymh90CSzWIu67lGoxEDAwO6fW8ODg6ipaUFRmPp0n7JSqfYGzgpsJSCSklbabGIr300aigqU+n1Gmb8Nx+lyhEyueGGG2C322E0Gu0ej+dfSl6ghnqBJCHEQgj5NIBVAP6DEPI4IeQatY6fC7PZ/OXu7m53LBb7HYCfl7OGZJisxxI364gt+4rEskWvQ5yEoysEQVgAMRu8o4JlQtDv6D0rgEpquDshZlz1aAd0HoA/8zxfsPkrgxm/C72WSaUgqdxgBABaWlowMTGhu1KpNE6vq6ur7DWkQFKP5fty5AiZcByH5uZmDA8Py7yzypHcA+ZqsCmE1WotK0jO1Fb+4AdDc2YqP/3pTixe3IvFi3tx7LG9iMXEz1Ghe49Kbt6sVis2bdoEk8mEPXv23HDRRRfpOTGkS1QJJAkhSwBcDOB1SumPAVwB4F0APySE/B0p95Nb2Z5O6Orq+vzo6Ghyenr61gJ2P4XwA3DKtTc5YCXtohts8sHz/A4AXj1lJdm5rQLwi1L0ddmwbB/Vm1aSnZ+pnGykBPu9/ATiRB/dwDLAKRTXYJPJjKhRryXuaDRa9gVNwmKxoLGxUXeBcjKZRHd3d8XnZzKZdJm1K1VflwupvK0nOyBKKZLJJFpbW8sOkiUqvYErlKmklCCRMCCRMCCZNAAQ92s25/8zX46mNZtVq1ahsbERLpeLC4VCtTncJaJWRvIMAK9RSocAgFJ6iFL67wC+DuBZiCVK1SCEEI7jvmW1WrmRkZHvUkrfr2Q9dtEO6mwOdwMqyEZm0QzgUjYPWQ9YAfyS5/mhShfieX4cQPHeEurQyvN8xa8dz/NBAEQQhNNk2FPFsDK7DcBvS9XsIkezmMlk0lUgGY/HYTbLo5Robm6G2WzWTVYyFovhyJEjcDgqH3olBTN6eu0qyWhlQghBb2+vrjKuExMTGB0dLanBJh9y6lyzM5ULF0ZhsSRhNIpfBkMSAIXFksKWLb6ca0i/50oqAIB4Xps2bcLExAR27tx5xkUXXVRN9neao3hgQAixAvhHAG3s3+ljUko3AdgD4OuEkGVK7yWDyw0Gw7l79+71xWKx+2RaMwrAogdNGiuzT1eSrcuE5/l+9r+L5VivEtj4xpN4nt8n47IjgiAUNsRTgUrlCDnwQZx4I69bcHksArC61AYbxqwriaQn1EtAUom+LheRSASHDh0q/EAVGBoakiXQkii3TKoEcsgRMjGbzSCEwOfLHfyoSSKRwOjoKNrb5avWSjZcciIFle+/vx+7dolfu3fvx969A3j//X1Ysya3CkbSRsrB8ccfj9NOOw3RaBSHDh36oSyLfkxQNJAkhHCU0giAvwC4HAAopSn2M0nxewWAFgAPEUIULw8TQqyNjY3fWrx4MWKx2P2UUlk+7RlBmx7sciyQv6T5CwCf0kFzyvmoTDs4C1ZCjmt9bqyknXOedrnwPD8N4E2IukTNYL/bCwC8WuYSOce+GAwGXWTtKtXX5cLtdiORSGBqqhQpqfxMTU0hmUyirq5O1nX1onOVKxuZidFohNfr1fy9OTY2hrq6Otky5YD4maOU6qJpKhaLldVln4877rgDHo8HqVSq64ILLrhFtoWPchQNJKWgkXEqIaQv42cJQoiBUnoIwAYAlwD4tNJ6SYPBsGHBggXdBw8e3A3gu3KuzfO8H4BHzjVLhZWfzUWM0ysJZnX0AgDNyvesO74FpevrisEHcZ61ljTzPD+qwLrvADAIgmBTYO1iOR3AvgpK9jkDSUJIWgOmJXLo67IhhKCrqwuDg4OaXrTD4fCMcXpyIelctTw3OfR1ubBYLKirq8PYWLmGGfLgdDrR0iK/C5jRaNTc6kiJz1xTUxOuvfZa2O12HDhw4Gvz5s3TOnFSFSidkZSCwh8A+FsAqwgh6ReGUppk/30GwH8D2AgxUFBqPx3t7e33BoNBBAKBWyilStwual0mbZNDX5cLNoJviSAIWk30WQDRfFy2jJ0EyyhPaqVzZZY4itTCmB7xlwBMGkovxlDa9KFsDuf7gdZlUiUyWhI2mw0dHR2zDKHVIpVKwe12y56NlNBSByqXvi4fzc3NiEQimt3kDA4OwuFwyKKNzEb6nWl1EyBVAJR47T772c8iFovB7Xbbenp6viP7AY5ClM5IUlbefhPAvwDgAZyc+RhCiPQuvwpAJ4ALFdzSw7FYzHbgwIH/opT+RokDsDJpQosyqSAIHuTJ3MhIAOJNgaqwTGs/z/PvKXiYGLQzKTdCnPSiCDzPhyGWllXXuQqC8EmIr1052kgJL7I6tzPRqkxKKVXsgibhdrsxNTWlejCZTCaxZ88eWUuH2WjZfS+nvi4XBoMB3d3dmpzbxMQEotGoou9Lq9Wq2ZSpSCQCm02ZAovZbMYdd9yBgwcP4v3331+3dOnSTkUOdBShWhcupfROAJMA7iWEdGd8P0kIMTIt5f0AvpSZtZQLQshp7e3ta8fHx2PhcPgOudfPhOf5I1B54g0LtIw8zytdb/g/AGZBEBYqfJw0bEzjP0IMYhVD0rmqPRaSjUKUbkKU5DWIOlfVgmVBEOYD6ANQ0dW0r6+PAjiQ7+eSYbLaGZJwOKzYBS0btedwj46OwuVyKZLRykQrnWu5U2xKwWQyYXh4WFWdayqVgtfrRUtLi6KBMiAGk2rfwClZAZA4++yzsWTJEphMJs5ms9XmcBegrEBS6rzOaJjJC6U0lVHivgVixvE6QoidrUEySsy/BfAupVTWYIgQwtXV1f1ze3s7CCGPU0r7Cz+rYo4IglDe+IfyaOF5XvErDQt2/gigV+ljZfA3AAZZVk1RmM5VbQN2TymzwsuFWR3tAqCKtQW7uTkDovm4HGmZD+f6odVqVVW3pZS+LheNjY2IRCIIBoOqHC8ajWJychKtrcqPbJd0rmreBEQiEVkbUOaipaVFVZ2rFGg5ncpbG3Mcp+oNnNTQpmSmVWLLli1wOBzw+XynnXrqqWcrfsAqpuRXgxDSCeBtQohVapgp9BzJ7JtS+gqArQC2APgMW4NmZCA/BOAkhMiaMSGEfKazs/OkoaEhbyKReFDOtfMh+eSp4b3IrF38Sh9Hglnv7FDp3NwAVqAyfV2pjKqlc2VyBDV9Ql6HqFdUg2YAcZ7n5wwAS6DgFCOTyaRKdkvS16k1S4HjOHg8HkxOTqpyvHg8jp6eHsWzkRJqlknVkCNkYrPZ4HA4VGm8kQKt7u6yJseWhcViUU12kUwmyxrxWA4LFizAOeecg4aGBgSDwee1GJxSLZTzSZoPwAVxaka6YaZYKKWPANgG4DMAPsu+J6URTgLw4zJnXueEEOJ0OBxfM5lMGB0d3UgpVdNLIwlR+6Y0BgBqq/HHAaxXoTmlEcBLzMZGFVj2LKl0iVtFOUIanucjAN5XyaScg/hZl4uCgaRaXcCpVCqdjVGLhoaGsmdcl0IwGAQhBHa7un1napVJ1ZQjSLS1tSleRgdEv89QqBIpculIJuVKa0Eldwa1bm4A4NZbb8XU1BRisVj7ySeffJtqB64ySgokCSG3AlgN4CYA5xJCbmLfL+qVzXjcFyGWsT9PCPkKIeQThJBLIc5DktsIdDOAtvfee++vlNLvy7z2nLBZwopqJVXU182AZVw/AKBYyp9lBaM8z+fVxikF63xX2sqpTQ05Qg4ogEWCIPQVfGSZCIJwLoB2uUzxGW8VeoBaZdJ4PK5aZiQTi8WCDz/8ULGLtjRPW4vJLGqUSaPRqOyWMcVgMplQX18Pv1+5wlE4HMbU1FRF87TLRY1AUm7PyGJwu9247rrrMDY2hn379j1MCNHSQk23lJqRDAB4kFL6a4gB2rcJIV2sYaaYEneSdXFPA/gKgLUAhiGaJb9NKf1DlvdkRRBC5nd1dd3jcrlAKb1NzrVLwCsIgpJCI1X0dXn4E4A+No1FVli27nyI2W+t8Cqlc2XrKt1hnxN20/EnAGcqIU8QBKERwDKIjVly0o8iyvIWi0XRMmk0GlX9giZhMBgULZP6fD5YLBZV9HW5UFLnKgXHama0MiGE4MiRI4rM4aaU4vDhw+jo6FCtZJ+JdAOg1E2AdHOoxbldc8016OnpQVdXl+3EE0/8F9U3UAWU9KpQSr9PKQ0zrcC/QvR+/A/2s+RcGgLpZxnBHKGUfkgpfYJS+g1mTC4rNpvtG52dnWa/3/9jSumf5V6/GFiZNKVEmZRdsLUKIsFKsj+DMsHeYgBJGfV1JZOhc5W1fsnWI1BfjpCGjb2MQrTckpvVAH7DyuiywTq3/1jMY5XS3EkXNK2CEQBobW1FIBCQPeCilMLv96vSYDMXJpNJEc2dmvq6XEg617GxMdkzvolEAo2NjXC5tLvvVlLnqoUcQcJgMGDLli2IRCIIBALXtbe3z9NkIzqmnGYbQkViAO4A0EkIkRpY8q7HmmrqCCFSE4Oi2UFCyDnz58+/7ODBg5FIJHK3kscqBCuTypq1Y8GIRe6Ldakwk/JJZvMiC+zcPgng13KtWQFJyD/20gyxZK9+/XAm21ChLU82bHrOHoiyByV4rZgHKWWYrOUFTcJoNKKrq0v2i3YymURPT48mpd9MOI6TPdCSsmVa3gAAos41mUzKqmNMpVIIBoNobGxUVbObCyWCSSUm2JTKaaedhr6+Png8HtLc3PxTTTejQ0oOJNZr8owAACAASURBVGnGJ5xSuh+ipc9WQsjJkidkrucRQpoAPA3RR9JJ5f5LMfNYBoPB8O3p6Wl4vd5HKKV5p2KoyCjr0JWLdp7nh2VcrxIsAM6V9JoyrfczZlejKUznKpvoiAXJrgrNuWWBlbjrBEG4QI712KzwDgBvKajZ/a9iHyj3RU0rfV0unE4nLBaLbM0pkUgEhw8f1sX5KaFzjcfjmgeREgsWLJA14PN6vQiFQpoHkcBHNwFyvXZayxEy2bhxIw4dOoSDBw+e3NfX9ymt96Mn5BAcvAjgKYhzmKUZ2rPWpZSOAxgE8CalVFEzNELI5+12+7LDhw8fTCQSjyp5rGJhJe6EHJo0pq9T0zJmTlhW0gfgE5WuxcYvXqzUmMcyGRcEQa7RnQ0A1DEDLI4BAIsFQWiSYa3lAJZJkgAl6Ovr2wdgZ7GPl0tzp6cLmkQ0GpWlMUbS12nRpJEPOXWuepAjZMJxHGKxGEZHRyteKxqNYmJiQnM5QiY2m022kaXxeFw1v89CdHV14YorrkA0GgWl9Nlccc7HlYp/ESyzeB+AECHk36TvZ+olpUYcSukXKaU/mGs9QkgzIWRlufshhNQ3Nzc/PG/ePCSTybspperPTctPBPKM4CMQ9W164lUAp8iQlVyNAsbTapOhlazo3PQiR8iE5/koxNfu4krWYTZQp0N0Y1CanxX7QKnEXWmwlUgkNNXX5cLtdoMQgomJymTSExMT4DgObrdbpp3Jg1wZZT3IEbJxOp3w+/0V3+T4/X7U19fr7r1pNpsr1rkmk0nVzMeLZf369ejt7YXdbm9dtGjRBq33oxdkeYUopV6IlkBrCSGXUUpTTBPpZD8vRYfVBeAnhJCyumVNJtM/zZs3r+HAgQN/BqArLQMLIOyVNG8IgmCFPvR1M+B5PgjRuqnsv9hs7KIRwPty7UsueJ4fA1BpVlJPcoRMdgHYKwiCo4I1TgLwIc/zajhmP1PKgyu1lEmlUqCU6iajlUlHRwdGR0crOj9KKdjULxl3VjlylEn1JEfIxGg0oqWlBUNDQxWt43K50NIiV7FEPuTQuartGVkMdrsdN954I0wmE6LR6EOEEC1dRXSDbKE+pfT3AL4M4P8DAELIxQA2l/qLppS+A+DnELOcJUEIWdza2vrFQCBAp6amblFSh1kBAZTpT8gCUIce9HW54Hk+AOC8CqbCOAD8Vm1PzBIYK1fnyjrsdSNHyITdlPwFQGMFWdd9UGn6UF9fXz+A3xf7+Eq7gBOJhO4uaBIWiwW9vb1le/hNT0/D7XbrLmMnYbPZys5K6q2knU19fX3ZU2Eopdi3bx/MZrPubgCAjyY+lXsTIJmP6ykbKXHppZfCbDajpaXFcuyxx/6/Wu9HD8jyKmVY+/AARgkhUQBXAnigzEky9wL4HCHk2BKf943JyUnDvn37/o0FpLqDlUlJmRfsOgC6DCIzeB/AxaVmXZlGr5/nedltoOSCvXbJUnWu7HfB6amknQ07txUQdY4lIQjC5QD8Smojc1CSn5vZbC4rIKGU6jqQBMQS8MjISMm6tFgshsHBQYV2JR/l6lzVnIVeDhzHoaWlBYlEouTsnc8n3pNq5WdaDOV+5gB9yhEkOI7Dpk2bsGvXLhw8ePBah8OxUOs9aY1cpW0KAISQswG0AriSUnpDxujDUtcbBfAwgG8U+xxCyOqFCxdeFIlEJuPx+JZyjqsW5ZRJWTBi43leT5rPWfA8vxfAFIATi30Os4z5NETtp94JAyj16uSAmInWO78FcEYpJW5BEI6H6COq9g3ONog2Q0VRbpk0HA6rPiqwHFwuFw4fLs2cwuv1wu12605fl42U3Sol2JLKonrM1mViMBgwOjpaks41mUzC6/Wio6NDwZ3JQzlNU3qVI2SyfPlyXHDBBejs7CSdnZ0/0Xo/WiNb3pgQchFEwf5CSmnRFh1z8ASAY9i6hY5t9ng8TzidTiQSiQcopcqMfZCXsRI7gfWqr8vF7yDO/y6WMwDsZVY7uoZlFa3FZiVZ5pnjeV4z8/FiYb//HQDOLObx7NzOAvArtTW7fX19SQCPlPKcUsuk1XBBk6irqwMhBIFAcfcrkUgEU1NTutTXZUMIKVnnKjVqVAPt7e0YHR0tWp4QDofR3NxcFe9Ng8EASmnRNwF6lyNkcvfddyOZTMJsNp/Y1tZWUbNitSOnAOH3lNKNlFJZJq2wbOYGAN8khMyZv+c47otdXV0LDh48OJBKpZ6Q4/hKk1EmLfiJYXY/mk2wKRVm3fN+MYEy0w4ejyKNpnVCKTPU7QCUmfmmDH8EsLvIx3oA7NBoXjgA/AAlWAEBxXcCV9MFDRCDrZaWlqL1dqlUCn19fbrUoOWiFJ2rpK+rltfOYrHA5XLB6y3seCbNeG9qksOtSx1sNlvRfqfRaFS3Je1sWlpacMUVV8BoNMLpdD6dz0P744CczTZKlLZ+AWA/RNPznBBCWqxWKz81NQWfz3dbueV0jQhALHsWwqzXBps5SAK4ShCEugKPMwP4ARu3WBWw7KKh0E1ARnOUbrWR2bAbnFFBEC6dS+cqCIIF4ohHTUaPAkBfX18cwM2lPIfjuLTh9VzoXV+XC6fTif+/vfuPr7uq8zz++uQmhLaBllDaMi1jbSxQROhWLSrgD4YiOruDMoCjjj/oKGVgHES0lQqGrK5MwdnFUWGAXR+L4PBQGGYXh1W3VdAHsspWFCw/BMkU2TakhSbQ0KQlyWf/OOebXtKbe29ubvK935v38/HII/Teb745l5PvvZ/vOZ/zOYceemjJfMKenh4GBgZqOr+ukKamprJuAmo5v24sCxYsYNas0h8Fzz33HH19tVSGtjzNzc0l/y4HBwcz9ze5evVqBgcHGRgYmLto0aLPpd2etNT07WjMvbyUsHNOwS0Gc7ncl9390M7Ozh8S9v7OjPih7cX24e7o6DiUGl3tW0ysT/gb4B1jHdPR0dEGHNHe3p6Z0dZEe3t7NyEfuJgspSPk20so43RCkWPeBRybdhmqtra2+4Gbx/MzjY2NRacRs5JfV0gul6Ozs5PBwcLrnoaGhuju7i4raKk15UyT7t27t2YKWI9HLpdj5syZRRc/9fX1MTAwkKnRyESSo1ys74aHhzN3zTU3N3PxxReza9cuent7282s3JmqSWFma83snPi11syWTMU5ajqQBHD3x4HvAF8a/ZyZLT/qqKM+MW/evEF3/0yNlvsppR9oKfREsrJ7ilfDVtMvgYUdHR0HZIXH13Y68PyUt6p6dnZ0dBS8wclaOkK+GBzeC5xU6Cano6PjSGAJoX9rwaeBh8s9OJfLMTQ0NOaHWhY/0BK5XI7Zs2ePuWtKd3f3SNmZLCo2TZpMadf64qGxNDQ0MDAwUDDP1d3p6uqqyXqf5TAzcrncmHmuSSpJVlIt8q1atYoVK1awbNmy5iOOOKLsBcLVZmYbgU3ufmf8uga4YzzBZKXnyEqvdQDvN7OR0iRmZi0tLd+cN2+edXV13RADzsyJQeJBY0yTHkyYPsykuC3kbWM8vRL4Q0ZH7ICRKW4fvfAmTgkfnMF0hBFxxPUJClcXeA9hgU1N3OC0tbXtAc4Gesr9mcbGxoJTbVko91PK/Pnz2b179wHTwMPDwwwNDTF3bkWlUGtGc3NzwVJHAwMDmVhhPxYzY/78+ezcufOAgGt4eJgFCxbQ0lJwzCETGhsbeeWVVwrewPX392culSRhZqxfv57e3l5mzZr1l2b2+hTacA6Auz806qmrgRsn+xyZCCTdvQe4Crgub+vFc5YsWfK2rVu39uzbt689vdZNXJFp0kNqvdxPKXElcEtHR8fINGkMtBYQFnZkXQ+h/E2+VmDiG+mmrL29/WdAf0dHx8hcYfzv+2OZp5rR1tbWSRjhfqGc45PRkdEfalnMrxutoaGBxYsXHzC9PTg4yIIFCzI7YpdIgvz8vstifl0hLS0tBywIGxwcpKuri0MOyf4mKk1NTQfcwGU1HSHfMcccw8qVK5k/f35u1qxZX7epHzZeA4wOAImPnV7mToEVnyMTgWR0M3A4cLaZzWhoaLi2u7ubnTt3ro+BZtY9nz9N2tHR8UdZHq0b5Xng1Li9I4QFNvdmodxPKXHUdSiZAo6B1kDauYNVtAR4N4y8tlPa29trai/0RFtb20PAO4GyVpGPnibdt29f5j/QEgcffDDuPjJN+vLLL/Pss8/WRbAFB+a5unsmp0ULWbhwIQ0NDSOjkl1dXXXzdzn6Bi7r6Qj5LrnkkuFHH330pVwu9y7g30/xr38T8PToB929M+/5STtHZq48dx8k5EJ9NZfLXb5w4cLXdHd3P+Lu40q0r1Vx1XJDR0dHQ1zpnIUC1mVpb2/fRahPeGrcPvHD7e3t9RD8J/ayf/X9QWQ4HaGAXwOLOjo6FgJvB2o6QG5ra9tC2J3n7nKOzy+YPDg4WBcfaIlcLsdzzz3H0NAQ27ZtY/78UmvDsiMJSJKgJKv5dYWYGbt376arq4v+/n76+/szucBmLPk3cFkp+F+O1tbWn/b19V3Z0NBAa2vrP5jZVCYiz6H4otxy8iQrPkemrjx3/wnw+MyZMy+PyeKfdvfKNpmtTTsI06Iz29vbX067MVX2y8HBwdl79+49i/qY0h4RcyWbY67krCyVMioljrj+YGBg4C+ApcAvUm5SSW1tbTuA9wEfAzqLHZtMk+7Zs6duPtASM2fOpKWlhSeeeIKmpqZM59cVksvlGBwcpL+/P7OLh8bS2trKSy+9xM6dO5k7d26mc3YLaW5upq+vr576rQdYDdzQ0NDw1KJFixbncrlLpuIXlzltXfSYiZ7DsrbQ2cwcwtTGWCUusixZUVqPmpqaRt5A6tERRxxRVlHhLGpubmbGjBnj2sotKyrZgi8rkhFWMyu7oHeWHHbYYezevbsuPwtmzZrF0NBQxftV17pySgJl1cyZM9m7dy9DQ0Pz3H1SPxTiiuqngXPd/c4Cz/cAN7n7usk6RybncWbPns3RRx9NLpejoaGB3//+9wwMDLBs2bKRO7dnn32WHTt2cOKJJ44Enf39/WzdupWFCxcye/Zs3J3GxkYef/xxmpqaWLx48cgb7zPPPEN3dzcrV64Ewqq5np4etm3bxmtf+9qRi7yxsZEtW7Ywe/ZsjjzySBobGzEzOjs7efHFF1m+fPlIAeTu7m66uro49thjmTFjBq+88grDw8M8+eSTzJs3j9bW1rp9TcPDw2zevBl356STTqqL11Son5YuXVp3r6mnp4ennnqKPXv2sHLlyrp4TfX4t1foNT311FMMDw+zb98+2tra6uI15ffT/PnzOfroo+vqNS1cuJCWlhYeeeQRli5dyvbt2+viNdXb395Yr6m1tZXOzs5kQGjHRNfduHupE5SqMz2H0osQJ3SOTAWSZvZWYPuLL754zIMPPlifw1p1ysw2APP6+vrOT7stUr64PekjwFp3/37a7ZHymdly4EfAsXWyIHHaMLN24LgtW7Z8IO22SPnMLLdjx47NwN+5+3en4ne6e28ZwWrRqaSJniMzgaSZNQBfAz7v7goiM8TMlgJ/Bbwh7bbIuF0E/AH417QbIuWL5Ue+BnxRQWS2mNkfA38LrEi7LTJuq4E+4HtT/Hs7Kb6gpmiu+ETPkZlAEvgIMEzY5Uay5avAte5eL+WMpoW4LekVwDsyumvUdHYOYTrqv6bdEBm3DcA33P2ZtBsi5YsLVr4EvDeF98uHCOURR7dpCYC7b5rMc2Ri1baZHQJ8BbjE3QvvsSQ1ycxWAccD16XdFhm3/wjc7u6Ppd0QKZ+ZzQCuJbxf1ufKvTplZqcApwDXpN0WGbcrgX8tsDPMVPguYUOG0U4HygkiJ3SOTASSwOXAj929Vvb2lTKYWSMhgLzM3Q/c00xqlpmdQNh28KqUmyLjdxmw2d3vS7shUr689K117l5v5d/qmpkdQyg39oU0fn9cab3LzEYHgmvi16uY2R1mdsFEzpGv5qe247DqGuCEUsdKzbkQ6AL+Z9oNkfLF/LrrgA53L7WaT2qImS0CLqW8nSyktnwcGABuT7kdMn5/T1hgk9rWuO6+ysw2JFPRQBuhnE+h3MYVFMh5HOc5RtR8HUkzu4twd/2VtNsi5TOzw4HHgdPcfUva7ZHymdnZQAfw7+KOUpIRZnYbsNXdr0i7LVI+MzsU+B3wH9x9c9rtkfKZ2XsII8nHu3vdbEYxHjUdSJrZnxCSxZe5e31WZa1TZvYNAHf/m7TbIuUzs4MJNwCfcPcfp90eKZ+ZvY2wWvRYVbbIFjO7Bpjr7qvTbouUL5ZH+y3wWXeftpUtanZqOy+/7rMKIrPFzI4HzgOWpd0WGbfPAL9REJktefl1lyuIzJZYHm01YVGiZMvFwDPAPWk3JE01G0gCnwSeB+5KuyFSvrz8ui+5e6lq+lJDzOyPCIHkSWm3RcbtI8AQKo+WRUl5tOfSboiUL5ZH+wIqj1abU9tm1kqYXjvD3R9Ouz1SPjM7i1Cqabm719/mvnXMzG4Btrv75Wm3RcoXy6M9AZytyhbZYmZnANcDr1dli2wxsxuAfe5+SdptSVutjki2A3cpiMwWM2sG/jNwoYLIbDGzkwj1wo5Nuy0ybuuBTQoisyXm1/0XVB4tc8zsREJ5NL1fUoOBpJkdB3wIOC7ttsi4fRrY4u4b026IlC8vv269u+9Ouz1SPjNrI6QBqTxa9lwIbAfuTrshUr689K2rtP1oUHOBJLAb+Ji770y7ITJum4F/TrsRMm4NwI3ArWk3RMZtD3C+u29PuyEybg8TRpJrL79MijHgFuC2tBtSK2oyR1JEREREal9WtkgUERERkRqjQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKlLVQNLMFJhmlPoum9Rv2aW+yy71XXaYWVPabah35u4TP4nZ2cAC4FDgX4Cn3X1wwieWSae+yyb1W3ap77JLfZc9ZvZO4CLg28By4El3/16qjaozE7qrMrNGM7sQ+AzwJPDV+NT5ZrZ8oo2TyaO+yyb1W3ap77JLfZdd7n4fcClghP57DYCZWYrNqisTHZ6/GPgE8B133+Tug+7+O3e/GbjQzFom3kSZJOq7bFK/ZZf6LrvUdxmUBIvuvg1oAZrd/dr42MSnYwWYeCB5JXAf8D0AM8vF74cBc4FDJnh+mTzqu2xSv2WX+i671HcZlASLZjYLuBy4Pv67Mc121ZuKA0kzWw84cKu7vwDg7kPx6d3AIuDkCbdQqk59l03qt+xS32WX+q4unA4sA9rjv4eKHCvjVNFiGzObC/wOuAX4grv3x8dz7j4Uc0YeAma7++5qNlgmRn2XTeq37FLfZZf6Lvviqu2fAE+5+2ozayx3gZSZmabAS6t0ePfc+LPfSy6sUdYDDwD7ip0kL39BHTV1qtJ3+XSxTYmq95tMmar2nZk1uPtwFdsnY6vWZ91In+n9csqdHL8+EP9d1rUzqs8OBfp03RVW6dT2ZcAdwKPJA/F/+pCZLQDOAe6mxPCxR2b2fjNbY2YrktwTmTRV6TsLFprZucA6MzvTzJons+HTXFX6TVJR1b7L+3B7nWrkTbpqfdYlfXYesNbMTlPfTb5Y7/My4Pvuvj2OJBcNBvMGuIbNbImZ3QV8CPigmR2tfjvQuEckzeytwCxCx+QP5SdL6S8FuoGfjzV8nET6ZvYG4KPA6wh1nmYDf2ZmA+7+g/G2TYqrUt/lYn7QeUAf8IS732FmZwLfMrMHgX/QHXf1VKPfyvgdBhw8xqiLVKjafWdmbwJOI9TDuxeYZWbPAve4+0BVGz/NVfmz7ixC/cl+d99gZm8H2s3sSeB2d39l8l7JtLYceC9wQvx3OZ9LBriZ/SVwFvCYu/8jgJkdB1xsZte7u2Z/okpGJN8G/BJ4GkZGpizeoc0CPgX8L+Cx5Pn8H47HDseRx68BC4HL3L3L3Z9w938BFsUgU6prQn0HIck89t3VwBx3/218/IfAx9g/jSDVM+F+Gy3/GDNbDdwDfGES2j7dVa3vzOzNwJ1AE/Bld7/Z3a8D+gmzAodP7kuZdqrxfjkcHz8NeNDdvx0f/5m7X0EYzDlzSl7N9HQpIdB/tJyUkLzAfz7wZWArcE18ztz9MUIaw6cmud2ZUkkg2UOI2B+FkfzGZDp6PbAHuMXde/KeL/Q71xJGIv+7u3cmF2l87jXAqRW0TYqbaN8lXg+8AMxIHogX4CBhx4d1Gv6vqmr1W74GM5tnZh8kTM8NA/8NVKi3yibUdxbLlJjZRwn9c7+7/yd3f8z2b9P3BPA54E8m+bVMNxO+7uIMjhNqGJ4cH8v/rPs/wKlmpvJBVWRmDWZ2LGHmbH3y8DhO8SXgZcJK/ZdiEOmx354hlHySqJJAshXojv9TDwJw90EzmwFcAnwT+BUUHdFqJASStwH3F/gdTxGW60t1TajvEu7+CPAW9tdUy7/T+zVwsqZqqqoq/ZY8Z2aLgPcARwEDhBSFn7v7v8VzKy2heib6fplMmV4N7CTM4iTPJaNdfcB617Zv1Tbh6873lwmaB3wk/ncD+wPSAcL7pVZ8V4GZHQ8jOalrCNsh3p+MJJf6+XhNLQbOB24kjjbHv4HkpuBYFJ+8SiWB5PXAM2Y2I8kRiMPA1xFyCdrd/WUo+oF0BWEE5E5335N3bNKei4DOCtomxVWj70byJN39pXhs/nTByYTpIKmeqvQbMMPMlgKnAPe5+6+A4whTpT+M59VoZHVV3Hd5gf8FwJGEEiYtZvZJMzvFzOZ6sAP4+hS+puliwtdd3szMlcBSM1sV3zuTG4TPE2/IZWLi9fI6M/uOmX2LEEesiU+XnCHLG+G/gjDq+CN/de5r8jn3CUJKg0SVBJL9hFHEsy2sPGsFbgcOAi6A/VX/i1gD/BOhPhfxZ5KVcIuBNwPfr6BtUlw1+i7/Ljv/wy5nZu8jBCn3TELbp7MJ91u8U38vIfXgf7t7n5mdCLwR2OLuvwaNRk6Civsury/WEUauHgJ+Spjifgn4qJnNG3WsVM+Erzt3f8VCLcoh4FngegvVSRab2UWEUeZvTOaLmC7iTdX/IIwm/ooQ35xpZq1exsKYOBrZCHwQ+DYhPxLYn6JgZqcAxwA/nozXkFUVFSSHkQBiBWGYd5ePsco6L7cgKeB6HqGTTnP3B/KOS56/jRBIvt3duytqnBQ13r4rcZ5k8dTfEsos/AJYndypS/WMp99gZDpmHrAYaHH3n4w6bi0h8P87d3+gVH9L5Sp4v2yM06jnEEasLvK4cjTv2GuA37r7rZPd/umsgr5Lvr8FeCsh5/9awmzNzcCTwJ8Be91915S8iGkoBvnvBt4BfNvdHy12bIw/PgV8EXiHh4U1yfPJIpwfE27Gz/CYGysTCCTHPOH+Dpnj7r0Fnv8R4W76r5Kp0bwLbw7w/wi5J5/Xh9rUKtV38ZgGeHUtO+BiYDUhf2uDgsipVazfzOx04P2EFaO35D2+FPgKsNXdPze1LZZEGe+XDxBGsz7i7ltH3SSsBt4FfMxVKHnKlbjuDiKsAbjN3e/Oe/xCQhrCme6uUa0pkndj1hRHid8C4O6/GHXcRmAbcIm7vxgfS/r5GMKswNXu/uWpfg21rOK9tseSN+15k5l1mFlL8pyZLQFmAj9LgsgomR64grAS7i4FkVOvWN/lHTMc78zeamY3AlcBzwEr3P2LCiKnXrF+c/dNwN8DC8zsm2b24fjUyYQpuk2g3Mi0lHi//GPgYOBed98aj8/PJX8XME9BZDoK9V1ent27CaOXd8PIKuIGwujy74DPmlmTrrupkeQ6+v5FoDcTCsMfkRxjIa1uD/BAEkSO8hWgi5DeIHkq3SKxqHg39jLhg2p0YNFPzI3Mu7sejLkJf0NYKbV5MtolpRXqu7wR49mEKZ4TCIV6/wn4pasQcuqKXXPu3glsMLOFwJ+a2a3AMuBhd/9RPEY3bikp0ne7CTfZo98vk8oXf04oUyIpGd13edfRx4HvxmPyq1rsMrOrCKOVC5MbBJlyfwqc4O47YeTa2kYo6/Nv8bEGwltjsovR+wn5yloIPMqkBJIxsfX8OJzseRfSLkK+VhIoNuTd1V1JqE14g5exTF8mx+i+iw/PtVCT6wRCAvId7r49rTbKgQpccyP5jnkByDbC6EkroXzTURYS/m9Xvk96irxfDhLqD/40HpojrBx1wmrfV1DSf6qK9N09wPx4WAOv3t/5MUKfajQyJe7+B+APef/2eHPWz/7tMC3vBuDrhLjlFt10H6jqU9v58oaTh2OeQS/wLeDw+PhQHPI/Hrgc+JS7PzGZbZLy+KvLHryd8Mb318Be4KV40Y0w7apRE/KuuZEgMn861ELh4zcRylf8BbCdsFODpGzU+2WDh9qCNxFmAXD3wfjcPEId3hsIOVuSsvy+iw/9kLDl7+j3UgjX25PAjilroJTkYXvYG4HTbX8VmWYz+xAhVeHPPZTaklGqvtim5C80W0FYRfWgu//czD5OKEvS5+6rp7QxUjYzayYEktcADxNuCL5PGNU+Atjn7g+n10Ipxsw+QEhHWErYP/YqVwHrmhcXRX2aUJv1dsKitrMIU6nvcRX+r1lm9k7gw4Sb8H92934zOwM4Hvh9/iIcqQ1xgOQEQurPi8A7CTVc73b376bYtJo25YEkjEy1HU24yHqA+wi17PSmWOMslFQ4D/hHwh11L2HBzUbXJvY1K+b7rCLkbR0KnOJ55bekdsW+O4kwgtxHCCrvde2GUvNi3y0H3kfYse0o4AfAbzRFWrtiv70BeB543t33ptykmpZKICnZF28GzgD+2t3fl3Z7pDyxqZhAUgAABGZJREFU304l3MTd6u6FtigVkSqzsENOf9rtEKk2BZIi01RSHy3tdoiISHYpkBQRERGRikzqqm0RERERqV8KJEVERESkIgokRURERKQiCiRFREREpCIKJEVERESkIgokRURERKQiCiRFREREpCIKJEVERESkIgokRURERKQiCiRFREREpCIKJEVERESkIo1pN0BEpFaZ2TnAm4E5QC+w0d03pdsqEZHaoRFJEZFRzOwCM7uREDxenfd9jpndEQNMEZFpT4GkiEwbZrbWzH4Vg8E7zGxJgWM2AJ3uvsbdN7l7L4C797r7ne5+LtBqZmunuv0iIrVGgaSITAsxQFzj7m8E1gFLgBtHHbOWMqav3f0moFcjkyIy3SmQFJG6Z2YrgLXsDxw3ACtGHTMHOLzcHMgYTK6qZjtFRLJGgaSITAdr4veH4vd18evcvGMuYNQIZRk2alRSRKYzBZIiMh2cF79vBnD3Tne/Jsl/jNrcvXOc591EWNUtIjItqfyPiNS1OGU9h7CAprfIoa0xj7KQ04s8N2dCDRQRyTAFkiJS794Uvz9U9CjY5e7rCj1hZhuKPTeRxomIZJmmtkWk3iULYjaWOK43jl6WzcxOB/5vRa0SEakDCiRFpO7EguI9ZtZDWK0NsCF5bIwakDeyP5eyXKsIeZIiItOSprZFpO7E0jw3AcRgco67H1biZzrN7I1mtqScRTdxNPKFEnmXIiJ1TSOSIlK38hfalHO8u68B1hXa8WbUeVcA57r7NRNvpYhIdmlEUkTqWbkLbUa4+xozu9HMngZuyh9xjAHmmuS4qrZURCSDFEiKSD1Ldq8Z14KYGEwuAS6Po5qtZnZHPM/Vms4WEQkUSIpIPUuKhZc9IpmIeZIFS/6IiEigHEkRqWfJiOTmVFshIlKnzN3TboOIyKQwMwd6S63YFhGRymhEUkTqUlxZDRqNFBGZNAokRaRejXvFtoiIjI8CSRGpV2+M37WFoYjIJNGqbRGpV+MakRy1bWIbsKGcHW5ERKYzLbYRkboUF9rg7lbiuCXARmCdu98ZH5tDCCRVdFxEpAhNbYtI3cnb4nBTGYffAWxKgkgAFRwXESmPprZFpB6dHr9vLHZQnM5eAZyb99gSYAMqRi4iUpICSRGpR8lCm5tKHLcG6AXOMRuZAe8FPqlRSRGR0pQjKSKZZ2YbgDlJTqOZPQ10uvuqEj/nwE3KhRQRqYxGJEUk08zsHGBt/O9kOnoJedPVJTw9Ge0SEZkOtNhGRLKuN36tidPRG4Br3L2csj9jHjOqHJCIiBSgQFJEMs3dNwFXA6vMbCNhb+1yF8pcDbxq+tvM5sSp8jsL/4iIiCSUIyki05qZXUAoQP5CfKjX3Ust0hERERRIioiIiEiFNLUtIiIiIhVRICkiIiIiFVEgKSIiIiIVUSApIiIiIhVRICkiIiIiFVEgKSIiIiIVUSApIiIiIhVRICkiIiIiFVEgKSIiIiIVUSApIiIiIhVRICkiIiIiFfn/hsZrVLzerP0AAAAASUVORK5CYII=\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010_T12*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100_T12*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120_T12*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OUT\n",
- "\n",
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100_T23 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100_T23.append(fr)\n",
- "frs_100_T23 = np.vstack(frs_100_T23)\n",
- "\n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010_T23 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010_T23.append(fr)\n",
- "frs_010_T23 = np.vstack(frs_010_T23)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120_T23 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120_T23.append(fr)\n",
- "frs_120_T23 = np.vstack(frs_120_T23)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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ba5E0xmQNEXGJyBjgTH8SKQ5V3QJ8El/X5woRcaUzVhO3/saZvcyJFiF/khBu2Z5KendLh0tGoko4AxKUvpYMejmCc+KtI5ZnkAr+eiOOT0SW+lukVbVeVdeoqn+s7IIw1/elv79LmfrssoIlksaYrKGq3cABYJKIXBBwXJ1k8rfAf+FrybouTWGaxAjsug7l+JhDJ9HaQIiFqJ2EpBLfZJdgZWHOjdYafC1mvThb9TWGi885Z14C6oj1GSRKWfABZ5JNJb5JRtHGFyphXE1kiX5D0Hl9XpMBzy6rWSJpjMk2w/CNibxQRDzqrLsBCICq3gVsAe5zWi9NdmoE5odKspy1FNcFdVdWA/NCLCb+OL51IYO7Np+id9K4AF/L08QQ8fQ1gaIWqAyO1fne3/U+34lveohzImntiqSOaJ8BhEgA8SVeoZKvUsI/h1ALuQfXG018tSHGyc7l5KEA4RLE9fQ9JjbUdcl+dgOWLUhujMk6IvJfwAeBm1R1c8Bxl6p2i8i5wCvAl4B/VtWeNIVqYuS0sq1xEqW5nFiYupTwe3D7F/w+7Jw/0Tk3ZKLmJKT+c8GXkK3Gae1U1blBC5X7W65WhUosAsrzv3fSkjhB8dU797IhmvF7UdYR8hkE3VMjvrGb1aHu1Tk+3SnTf3ydqtYGlLceX/K2iZMXJD9pAfMo4vMn11X4WhdLnXI3qeqGEPGvCYzHKWM1vglDjc591Pd3XTKeHYOAJZLGmKwhIjmq2iMiQ4GdwJPAI4GD7wOSyc8ADwCnqGpzmkI2ZsDzJ5IaYqcYM/BZ17YxJms4SWSuqr6Pb+b2HcCVIhK4AkWPc+4X8bUshJz5a4wxJn6WSBpjMoIz+dob+H2o81S1y/n6E+A3wL8AUwPeVxHx/9v2GWBiUKJpjEmsQbUAtzmZJZLGmLRylvRZgG+w+3oRWSEiE/0zsfu5/GagAHhIRCYFHNeAry5/8mmMSRwRqRSRtfjW83woyYuGmwxlYySNMWkjImOBs4G3VfVdEbkQ31qQnwA+rKo7nfNEg/6xChgvORv4BfAT4BuquiPgvbHALFV9JqU3Zowxg4QlksaYtBGRu/DNejwUcCwH+BPgBZaGm3HrP9dJGG/Dl4B2AHep6n5npulHge9FuxOGMcaYyFgiaYxJOSdZHAH8DLhcVVudY+p0aQ8FduFbUuQhVX0nTKvk8WMicg6wDN+QnYPA88Cfgq8xxhiTOJZIGmPSRkTWAb9U1R8HHMtV1S4RmQ/8FPgm8HlVPRaUOIp/Yk3wOpEiMkxVj6byXowxZjCyyTbGmLQQkUJ8XdEfEpHjO0QEzMpei29buNuBC5xjGnCeOl97nPJc/tnalkQaY0xqWCJpjEkLZ5HwPwHX49sF47iAhPBuoBm4M3i7NBEZJiL3isilzrndtoONMcakliWSxpi0UdXvAm8Dnw/c49a/8Ljz7QLg48BoOJFk4puM8xDw0YBjxhhjUsjGSBpj0kpEJgJbgK8DX3R2rfG/55+V/XNgqKpeEXR8sqpuTU/kxhhj7Ld4Y0xaqWod8AXg08Al/tZFZzKNv6v6u8D+4OORJJEicpuzPqUxxpgEs0TSGJN2qvol4HfAl4FLnGMa0L3dBFT4j0dZfDPwTRFxJShcY4wxDkskjTGZ4hPA+0C1iFwMJ2ZwAz3A4zGWu9Ypd1G8ARpjjDmZjZE0xmQMETkXuAc4D/gi8Fd8WygOA36lqp0xljsNeAE43Xa5McaYxLFE0hiTUURkGHAlvmQSfFscvp2ActcATap6X7xlGWOM8bFE0hiTsULtWhNHWRXAG8BHVPWtRJRpTCxEJA8owze87P1kL6AvIpWqWp/MOrKZPZ/4WCJpjMk4ofbVTlC59wFV/mWEjEkVERkFXAbMyoFT88ArIO3Q2eVbkWAz8BtgSyL/7ovIPKBeVTclqsyBRkSmA5Wqui7dsWQjSySNMYOGiHiA14F7VfX5dMdjBj4RKQBud8Plo6CiDMoKIW84dOaAHgHPMeg8Co174EAzvAJ8Q1V3J6Du6fh+cXoszPtVwGpVnRhvXRHEUglUO99WAsVAbbITXBGpAfytjZXAulCtj855Gyzhjp4lksaYQUVErgS+Bpyjqh1pjCOuD/FIPyBN+ojIWODzY+DM8XDKR6Dx43BwGjTng4JvOYJ3IO95KPsdlNdDQz3Ud8N/qOqLcda/XlXnhji+2vljHbBKVSWeeiKIoxKYF5jQOn//1wPVqromSfWuJyhZFZGNwPwwyWTI52X6ZomkMWZQEREBngd+p6r/kYb64/4Qj/YD0qSeiIwRWHU6TJsG+Z+B+jOhta9rjoDryzDu91CwGd5qh0djTSZFZClAX0ma02K5MQWJZE2oVlERWQXUACWJXk3B6dKvDk4Mwx133uv3mZnebB1JY8yg4ow/uw942JmAk+r6q1W1GtgQy/XOByEhuuAeBVb3vsKkmrOQfs1kOPdCcD8BW/pLIgFKoHsV1N8CDWfB6TnwaWdsZSyqgadjvDbRqv1JWpCnnK9VyagTCNVNvQmoEpHiEO89DdQmIZYBzRJJY8ygo6pvAj8G/jXdscQglg9Ik1qfHA7TToehX4Wt/m7sSN0Ney6BlkqYCCx3WtEj5vwdaMigNVMb8d1LqOMApUmocya+Vv+TBLTYzwzxXiNQ77TUmghZImmMGaz+BbhGRM7r98zMEvUHpEkdZ0LXP42HcffCe0W+YZBRyQEehO0ToKwAZgBToixiAb7xh0kjInVO13S/VHWGqoZq6at0vr6c6DrxTeZp6OP9yjDH15OcFtIByxJJY8ygpKpHgM8BX8+yfbhj/YA0qfGhMjhlEnRf6NuaMyZl0D0HDo327TF/aZSXzyV0q3UibSLELzRRqgY2RTFTOqI6I2yVD3fOJmBWhPEYIDfdARhjTBr9EPgK0CQis1R1c5rj6VOcH5AmNaaWQvFFcDjelprL4fBaX5fw1CgvreTEjP6kUNX58VzvX5oImJOEOvvrKm/EtyB8KPXYL2NRsRZJY8xgNrqioqIQyANeFxGN55WCeOP5gDSpUVkAhWdBc7wFnQ6theDNgTHOepSR6q/VOhOsxbfKQDJaTvu792LgcB/X2i9jUbAWSWPMoJWfn//VCRMmyPDhwzl27Fjbzp07JyViIegkiucD0qTGUDe4R0JnvAV5QIdBpxdyW6EIaInw0tIMmmjTi4isxbd8VUwrF/RHVRsjmJ8U8vk411qLZBSsRdIYMyiJyEUTJkz4xO7du7uam5tfHTVqVF5eXt5X0h1XXyJMDjI2gRgkehS0CxKyNmM3SI9v1ndUk3Yydfa+M1nmqRRsR9hfF3XIrn/nudn/Q1GwRNIYM+iIiKugoGB1c3Mzn/rUp3J/8IMfnLdjxw71er3Xi8jsdMfXj5g+IE3K7G+HtjrfcIm4NIKrAVztvpbIaJKbBpKzpE5cnLUk/x6cRCZpuZ1NhBjm4W9t7Kc11P4fioIlksaYQScnJ2eRy+U6rbu7m8WLFzN27Fg+8YlPSHt7O4WFhd8WkUz+tzGeD0iTfO82QfNrMCTegv4ORa2+sZbbVLUrikvrybBxfs6WiA1hkshkJL1PEXoZnyr63gygkswfX5pRMvkfS2OMSTgRKR4xYsS/jxs3jpUrV5Kfnw/AHXfcwbhx4xg/fvw0l8t1c5rD7EusH5AmNf7/A3D4D1DWGmf39q+h/JBvzOvfo7w00pnHMSdwIrI2zG41oc6dDswHGkWkynnNc3ZpeogIWwCjqdNJWBucBDZQtfMKJ+kz3gcaSySNMYNKUVHRv51yyimFQ4cO5Yorrjh+vLCwkEWLFuF2uxk9evS3RCTuFqV+9PshHuqDM44PSJMa77TAm3ug6XswMtZC/g6FL0HRPjgA/DbKy9fjW0syJBFZ5Ux4Wet8XxdNkuaYTujdakL5PbDUicv/8tc/L4r94aOpE2c/7bkistR5raL//ehnOXGZCIlv21ljjBn4ROS0sWPHbsnLy8t57LHHmDr15OX5enp6uPHGGwFoaWn56ebNm29MQgyr8LV6VOHrfqzH1129XlXXBJ1bB6wLtSuIU45/ceaJwOooPpBNEonIeXmwagac9S14+7zIZ1sDvrGRi+DMv8Du/fCEqv4ghhjqVDXipMv4iMhGVZ2R7jiyiSWSxphBY8iQIX9wuVwXXXbZZXzxi18Mec4rr7zC7bffTnd3N5deeukHnn322Wi7FY1BRO6ugOvPg3FfhnemRZhMHgbXfTDlr9C8Ff4CfFpVO2Kofy3waJLWaRyQnC74alW1lv0oWNe2MWZQcLlcV4wcOfKinJwc7r333rDnTZs2jTlz5jBq1Cj27NnzbApDNAPLmgOw4RV4bxmc9k0Y3dLHZ24P8GsoWQhn/wWObYWNwOdjSSIdtdhQh2hVA5Hu5W0c1iJpjBnwRMQ9ZsyYHeXl5SMvu+wyFi9e3Of5+/btY+HChRQWFjJ16tTlP//5z/8zRaGaAURE3MDiPLhmIowdBUMvgMNnQ1MltLqAveDZAoUvQtl26H4Pth+Bl4CvquqhOOv3r9lorZL9cFojrw01jMT0zRJJY8yAV1hYuHLy5MmPdXV1sXbtWjweT7/XfOc73+H3v/893d3dbaeccsrQF154Ie6dSszgJCLnAjflw9nlUFoEhV7IE6ATOpuh+TA0HoX3gGeB5zRBH84istq6avtnzyl2lkgaYwY0ESkfNmzYjuHDh+fV1tZyySWXRHRdW1sbCxYs4OjRo0yfPv3JX/3qV5m8JJDJAiIyEZgJTAbK8XV1H8U3aWozsFFVo9rBJoI6i4EFwRO5zAnOMkQbMnlbyUxmiaQxZkArKyv7SWtr6w0zZ87k+9//PhHswXvcb37zG2pqavB6vXrllVdOePLJJ7cnMVRjjMk6NtnGGDNgich5w4YNu2HkyJF85jOfiSqJBLj00ks599xzmTRpkuzevdsm3hhjTBBLJI0xA5KIyOjRo39cXl7ORRddxKRJk2Ipg4cffpjGxka2b98+/eabb74sCaEaY0zWskTSGDMg5eXlzR8+fPhZhw8fZtmyZTGXc8YZZzBr1izKy8vZsmXLkxJts6YxxgxglkgaYwYcEcn3er3f3b9/PzfddBPDhg2Lq7wVK1bw3nvv8e677w6fP3/+ZxIUpjHGZD1LJI0xA86IESM+N2TIkNLi4mKuu+66uMsrKys7vvbkP/7xj89ee+21+XEXaowxA4AlksaYAUVExhQUFNyfl5fHI488Qm5ubkLKXbhwIePGjaOgoMDT1NT004QUaowxWc4SSWPMgDJu3LgflpWV5U6ZMoXZs2cnrFy3282KFStoa2vjzTffvOaWW245PWGFG2NMlrJE0hgzYOTn55/f1tZWdfToUR544IGEl3/RRRdxyimnMHToUOrr659JeAXGGJNlLJE0xgwIIpIzdOjQn7S0tDBnzhzGjh2blHpqamqoq6vjb3/725k33XTTgqRUYowxWcISSWPMgDBy5Mg7KioqxpeUlHDHHXckrZ7KykoWLFjAGWecwebNmx9fvny5LQdkjBm0LJE0xmQ9ERni9Xq/6nK5uOeeeygqKkpqfffccw8tLS2o6tA9e/Y8ltTKjDEmg1kiaYzJehMnTvzGiBEj8j0eD9dcc03S6xs6dCi33norAK+//vqnb7311pKkV2pMjESkMt0xZDJ7PvFJzLoYxhiTJoWFhRM9Hs+tx44d49vf/jY5Oan5/XjBggU888wzNDY25u7bt+8p4GMpqdhkJRHJBT4EzAQmARWAAO8DdcDrwP+oalOC650H1CeyzAGoWETmqeq6dAeSjURV0x2DMcbEbMqUKRv37ds3/ZJLLuFrX/taSut+6aWXuOWWWygpKeGqq66a9f3vf//llAZgMp6zpeZc4EbyGEchZbgpJBcvIPTQSSfNtNJIM/tQngd+rKptCah7OlClqr2GX4hIDScSzEpgnaomPeEUkSpgtapOTHZdTn0R3adz3gZV3ZSKuAYSSySNMVlr/PjxH3e73b9SVX70ox8xcuTIlMewYsUK9u/fj8fjee8vf/nLhJQHYDKWiBQBK/HyEUoZTwk5TOQgIzlGKW3koBzDwz6K2EYZ+yjgKDtoYjPw5XgTOxFZr6pzQx0HagP/gKisAAAgAElEQVSTJhHZCMxPVjIpIqudP9YBq1Q16ZPUor3PcM/L9M3GSBpjspKI5Lpcrh8OGzaMf/qnf0pLEgmwcuVKjh49yv79+8ffcMMNS9IShMk4IlIIfJGhXM4YJnMhe5nP68xgH2NoJp9uvPQwnDamcoiP8zZX8zbjGEU5H0b4sohMiqP+pcDaEMfnAYRoeXsUWB18fqKoarWqVgMbklVHoBjvc63z3EwULJE0xmSlM84447NFRUWlLS0t3H777WmL45RTTuHSSy+ltLSUf/zjH/+xfPlyV9qCMRnB6c6+l6F8iNGM4Bq2cAYN9NcGN4IWPsEbTEQYztnAZ51WzVhUA0+HOR6q+3YTUCUixTHWl2liuc+ngdqkRjUAWSJpjMk6RUVFJbt27Xpo+/bt3HXXXeTl5aU1nqVLl7J792527NhRuGvXru+mNRiTCS7Cw8WUMYbLeIuhdER8ZS7KXOoYjZuhnA4sjrZyJ0lqUNXGEG/PxNe9fJKArt6Z0daXoaK+T+d51TtjS02ELJE0xmSdSZMm/WTMmDHu0047jcsuuyzd4VBQUMD999/PkCFDeO211xYtWrRoVLpjMunhtEbeQAnjmc5OiqNIIv1cKBeyjWLGkMPHRCTav08LgPVh3isGGvq4NqKlcESkTkRWRRlXXKKsM9b7XA9URRXYIGeJpDEmq0yePHl6a2vr5e3t7TzyyCP4PrfT7+qrr2bs2LGUlpbm7Ny589l0x2PS5jw8TGQYHs7kUMyllNHGWBoZQjkQ7W9LcwnRrRtht3WkXdubCNHil2QR1RnnfW4CZkUT1GBniaQxJmuIiHg8nmeGDh3K7NmzOfPMM9Md0nEiQm1tLYcOHWLbtm0fuvXWWz+a7phMWkyjkBLGc4h4R8tO4RD5lALToryyktBrR5b2c10jUBZJBao6X1XXRBlXXKKoM577rCfCVlnjY4mkMSZrzJo1a9GBAwfGHz58mBUrVqQ7nF7OOeccZsyYgYjw+uuv/yTd8Zi0mISbIkYQ/8LiI2nGTQEwTkQ8UVwZrlu3r65e/3WHo6gnU8Vznw1E3iprsETSGJMlRMSze/furzc1NXH99ddTVhZRw0nK3XfffRw8eJDNmzePuuGGGx5Idzwm5UrJxcMw2uMuyUMP+XSSSx4wLJoYQk20CTP5Jlgk52S0eO7TudZaJKNgiaQxJivMnj372xUVFYWTJk1i4cKF6Q4nrIqKChYvXszUqVN59dVX/2358uXedMdkUkoC/pv4ciM9Ofw4wf66bgfKdoox3afz3LI+mU4lSySNMRnvvPPOO3Xv3r23d3V1ce+99+LxRNPLl3q33XYbbW1t5OXlebdv3/6jdMdjUuoI3XRylPh/gehEaMVNNx3A0SiubCD8OMFNhBgfKCKVAKqakgXDUyCe+xwoyXRKWCJpjMl4Xq/32REjRuSMHDmSiy66KN3h9Mvr9bJs2TI6OzvZvHnzgsWLF1tX2eBRRwfNHKAw7pL2U0gXrSg7VDWarvJ6wo/ze4rQy9tUkaJdZ1Ik1vuspP8xliaAJZLGmIz2sY997NLNmzfPfOedd6ipqUl3OBGrqqqipKSEI0eOSF1dnS0HNHj8g1aO8B7D0ThL2spwWjkC/CPKK8N266rqOqBBRIKTrGrnFRERiXU7wf5mVCekzjjuM9yMdxOGJZLGmIwlIrJv374fDx06lGuuuYbKyuxp2BMRHnroIVpaWqivrz/39ttvvzrdMZmUeJk2ttFIN2/FnjRxFA/vUcoxDgIvRHn1enxrSYakqnOBuSKy1HmtAuYH7PoSienAxEhPFpFVIrIWZ/9vZ3HxaJPRqOqM8T5nEWKPchOeqMb7K5MxxiTHFVdc8YWdO3f+c2trK2vXrmXo0KHpDilqn//853nrrbdQ1SPnn39+2Te/+U37R3eAE5HL8FLDKUzmE2ymiK6oCugBnuM03uV9jvKMqj4aQwx1qhpx0mV8RGSjqs5IdxzZxFokjTEZ6bLLLhtaV1f3kIhw6623ZmUSCbBixQoaGxtpbm4uOXjw4L+mOx6TEr+lnb9ymAP8htNoJjfiK3uA/2ECuxCO8g4Q697tm2zP6Og4z+vldMeRbSyRNMZkpK6urp+LiNvtdrNgwYJ0hxOzkpISbrjhBtxuN3/9619rlixZUpTumExyqa+r7ys08jK7aOT/4yzqI1gHsgEvv+J03sHDATYDX4pwTcRQaolizKMBfM8rpfuHDwSWSBpjMs6NN9447S9/+cvlu3bt4v7778flinevufS6/vrraWtr4+DBg+7du3f/NN3xmORzEsAHaeT/spNtbGAcv+QMNjOcBrzHJ+I04aaOYfyOifySs9jGEfbzEsojqro5jvrrgUZrlYyM85waoxwnarAxksaYDHTBBRfUt7W1TaioqOBb3/pWusNJiD//+c984QtfQFWZPXv2GT/96U/fSndMJvlExAVcA1xLIaMpoAw3heTiAZRuuumihVYaaeIgPWwAnlDVYwmqf7WqWstkP+w5xc4SSWNMRrnxxhsXb9y48fGOjg5+8IMfcMopp6Q7pIS58847ef/993G73W/+6U9/OjPd8ZjUEZE84KPATGASvmVwBGgB6oDNwG9V9VCC6y0GFqjqmkSWO5CIyDxgQxzDCAY1SySNMRnj8ssvz9m1a9ex4uLigmnTpnH33XfT3d1Nd3c3AB6Ph56eHrq6fJNg3W43qnrS9wCdnZ0A5ObmIiInfZ+Tk0NHRwcALpcLl8vV6/vOzk5Utdf3OTk55Obm0tXVRU9PT6/vRQS323085uDvd+7cSW1tLQBTpkyZ/8wzz6xL0aM1GcZpqcwButQ+iE0Wi3wmmTHGJJnb7f7PvXv3FrS0tPC1r32N3NxccnN7/zMVvEVi8Pf+hDLc98Flpur7SZMmcf755/P888+zefPmx0XkGUsiBidV7Qa60x2HMfGyyTbGmIxw9dVXl7/22mvVx44d4+6772bIkCHHWxIHivb2du68807a2tpoaGgovuKKK6JeH9AYYzKJJZLGmIzQ1NT0dFlZmWvatGlcffXVeDye413aA0FbWxv5+fkMGTKE++67j1GjRrF169b7Z8+enZ0LZBpjDJZIGmMywBVXXPGB+vr6i5ubm6mpqUFEAF+X9UBolfSPp/Tf17x58/B4PAwZMiQ3Ly/v52kOzxhjYmaJpDEm7fbs2fPzESNGMHXqVM4999zjx3NyclBVsn0YoX+ijl9OTg4rV66ktbWVd9555/LLLrvs7DSGZ4wxMbNE0hiTVnPmzLn97bffnrB161buv//+Xu+LSNZ3cXd2dvaagDNz5kwmTZrEsWPHOHDggM3eNsZkJUskjTFpIyK5u3fv/uaYMWNYtGgRFRUVvc5xu93Hl+fJRq2trXi93pDvrVy5ErfbzbFjx6ZcfvnlC1McmjHGxM0SSWNM2nz4wx/+j8LCwkKPx8Ntt90W9ryCggJaWlpSGFlidHd3nzQ2Mtjo0aNZuHAhxcXFbN++/TvO2oLGGJM1LJE0xqTFqaeeWr537947W1paWLZsWdhWOz//wt/ZpL29vd/7WrJkCceOHcPr9Q6ZM2fOV1MUmjHGJIQlksaYtCgvL3+qs7PTVVFRwdy5c/s93+PxZFUXd2trK/n5+f2el5+fz5133kljYyOvv/76slmzZpWlIDxjjEkISySNMSl3zjnnfPCtt9766IEDB6itrQ3b9RssPz+f9vb2JEcXv56eHlwuV8T3deWVV1JWVsaxY8dcHo9nbZLDM8aYhLFE0hiTUiIi3d3dT0+dOpVPfepTnHbaadFci4jQ09OTxAjj193djcsV+XBHEeGzn/0sY8aMYffu3R+95JJLPpDE8IwxJmFsr21jBjDxNYndBpzjvF4EHlPVtM1cOe+88xZ1dHSMbWxsZMWKFVFfn5OTc3yB70zU09ODqkaVSAJMnTqV6dOns337dhobG9cC45IToUkXERkBzAAmA+WAAO8DdcDrwDvJ2HtdRCpVtT7R5Q4U9nziI9m+0K8xJjQRGQKsANqBvwCfBi4H3gZuU9XX0xCTt7Ky8nBxcXHhlVdeyS233BJTOZGOP0yHtrY2vF5vxN3agQ4dOsQNN9yA1+tl9OjRd2zYsGF1EkI0KSYik4Abwf0BKC+FoiLI8wICnR3Q3AKHG6H5LWAt8KdEJZQiMg+oV9VNiShvIBKR6UClqtp6rjGwRNKYAUhE8oFa4Geq+nbA8dnAfwPrgZtVNaX7D5577rnffu+99+4aPXo0v/jFL3C73TGVo6q0trZSUFCQ4Ajj093dTWdnJ3l5eTGX8fjjj/PEE0/g9XqbCwoKSrZu3Zr9e0QOUiKSA9wA7uuhcixUlMKso3BWE0xohVyFvV54sxD+Wgp7W2DbDjj2R+Cbqno0zvqnA1Wq+liY96uA1ao6MZ56ooinBvC3/FUC65LdEhhpnc55Gyzhjp4lksYMQCIyFThTVZ92vneparfz57uBfwcmq+qOVMVUXFw8atiwYbsaGxtzvv71r3PhhRfGVV57ezsul6vXjjHp1NLSEndy297ezhVXXEFubi5jxox54o9//OOSBIVnUshJIu+H0ith8kS4qgHu2APDw6xh1SHw9HD4wSnw7l7Y8TLwsKoeiSOG9araa0kEEfG3dNcBq1Q1+ubzGGIBagMTNRHZCMxPVjIZbZ3hnpfpW2YOMjLGxEuBjUHf+/0e2Aucn8qATj311KdHjBiR88EPfjDuJBLA6/Vm1HJAra2tcbVE+nm9Xh5++GFyc3PZvXv37TNnzhyTgPBM6t0CZVfBuZPgK3XwyI7wSSSAR2HhQfjRGzB7OEz4IPBZEYnpNyURWYqvm7wXVa1W1WpgQyxlxxDLPKfe4Na+R4GkDN+Isc61znMzUbBE0piBqQj4qoisEJFCVQ2c5rwPyAfi6jaLxvjx4z/c0tLy4UOHDlFbW5uwcvPz82ltbU1YebHyT/5J1ASgSy65hFGjRlFcXJzjdrtt3FaWEZEzwDMfpkyEf30XPnIs8qtP6YD/fAvOHg7DZwLzYgyjGng6xmsTrRoI1WW8CagSkeIMqfNpfEOCTBQskTRmAFLVl4BOfDO2T/UfF5FcVW0E/o6vWyvpRER6enp+WlBQwJw5cxg/fnwiy8blctHd3Z2wMmPR2dmJx+NJWHkiQm1tLY2NjbzzzjsfuuSSSz6asMJNKtwOE8fDpw7ABVEkkX7lXfBAPUwYDznXisjQaK52kqQG5//1TDCTEP/eBHQvz8yEOp3nVe+MLTURskTSmAEmYL/mm4GPq+pb/vdU1d+1NhzoCbimPFnxTJky5a79+/efeujQIe6+++6El+9yuUjnWG//mpGxzNLuy+TJk7ngggtob29n9+7dP5FEV2CSQkQqIe8cGDUMqvfGXtJHjsGMVhgxEqiK8uIF+CbUJY2I1InIqghPLwYa+ni/MoPqXE/0z3tQs0TSmAFGVbtFRFS1TVV3OoP+ARARt9O6sQvYHXBZhe8DMLFEpLCjo+MrkyZNYvny5QwZMiTRVRxvkUxXMtnV1RX1mpGRWr58OWVlZbjd7lGXXHLJA0mpxCTabBhRBh85DEVxrpx/9QEoHw58KMoL5xK6WzeRNhFBr0aE3daRdm2nos5NwKwI4zFYImlMVhEfb+D3oc4LXIMucHyks9yPF9/ix+0B15fhWyQ5oU4//fRvlpeX5+fl5fGpT30q0cUf5/F4aGtrS1r54fgXH09WY2FxcTG33347Xq+XHTt2/NvIkSPjn81jkm0iFBXCtBi6tIN94BgUFACVgb8QRqCSE0veJIWqzlfVNRGcWtrP+434/v3JlDrribCF1PhYImlMFhARl4gswDeAfL0ziWaiqmoMXZ4jgSOq2uNc7wY+DHwnkTEXFRWN7+zsvK2xsZGampqktdqBb0xhTk5OysdKtrW1JWSmdl+uu+46uru7KS4u9kyZMuVHSa3MJMIoyMuHyQmYBVbWDSU94C2i/+QoUH/duqnUXxzFwOEMqrOByFtIDZZIGpPxRGQscBmwSVX/C3gEmAD8XxE51d/6GEVCORLY5lwzCviiU+YTiYx75MiRP2tqapLTTz+dmTOTMZb+ZF6vl/b29qTX45eKJBIgNzeX+++/n+3bt7N58+b5H/nIR1KyeLSJmQtEwJ2gsRa5CjlCdJ/XpZky0SbCOBIaazx1Otdai2QULJE0JvNdBbykqu8CqOqLwH34xjn+wj/DsL8t1QISzWNAo4icA/wYuAWYqqqPJirgU0899WNNTU0fOnr0KCtXrkxUsf1K1XJAPT2+0QKp2u/7/PPP57zzzsPlcklHR8cvUlKpiVUTdHXCgdi2bTpJJ/B+LnR0Ac3RXJmkJXVi1V93cTK64WOq03luGZGEZwtLJI3JUCKS47QYLsD5EHGOiTPu8XJgCvAZEZnivB+2VTIg0SwCbgV+i2/f7dGJ3FlCRFxer/fJ0aNHs2TJEkaPHp2ooiOpOyVd3O3t7SlpjQz04IMPMnToUA4fPnz23Llzr0lp5SYa9dDSAlsK4y9qaz40dUD3XlWNJpFsILqu8GTbRIgxif4JfqqajIXR46kzqeNLBxpLJI3JUM4Yxr3AIeBTAcfUWQ/yfWARcDVQLSJDgsdMhkksrwBuBK5R1bv8WycmyqRJk1bm5+dXtLW1sXRp6jeJcLvdSU0kE71mZKTGjRvH3LlzKS4uZs+ePd+PcvKFSZ034chR+FMCErnflsL7R4EtUV5YT2aN83uK0EvqVJG83XVirbOSzBlfmhXsHyJjMpiIFAIdwIdE5Phv1/71IFV1LbAGuB24wDkWOGM7VHf3r4ESZ9HyRMc7rLm5+fMul4vq6mry8/MTXUW//DvMJCuZVNWUdWkHu/POO2lqaqK7u7tkzpw5/5aWIEx//gKHdsNbbnipKPZijuXA7ypgzwHgd1FeHOnM45iTXRGJeDtBVV0HNIhIcGJX7bwyqc6kz3gfaCyRNCaDOd1ZfwKuB2YEvudvkVLVu/F1fd8ZPC5KRIaJyL0icmlAmf9XVZMykHDKlCmrm5qavG63myuvvDIZVUTE5XLR1dXHtsYx8o+NTNfa4EVFRdx2223s2bOHV199deUHPvCBYWkJxISlqm2gz8POnfDVCdAa41+Wr4yFbY3Q/DrwRpQXr8e3lmRIIrJKRNbi7MXtLPQd7T7T04GIJ36p6lxgrogsdV6rgPlRDqtJRZ2zCLNHuQlN0rkjhDEmMiLyv84fFwb+I+h0cXeJyPnAn/FNmtkiIjmq2iMiFcBm4PvAw0F7bidUWVnZGcOGDXujublZ1qxZw9SpU5NVVUTa29vJzc1N6LJDLS0tFBQUJKy8WPT09DBvnm/75eLi4t/+8Y9/vCytAZleRMQDfBPOuNC34MKX68ETxYft/6mA/xwJr/4Dupar6nsxxFCnqjbDP0oislFVZ/R/pvGzFkljssNN+FokqwP33XWSyBxV/V/gaeCrzvEe5/gB4AJVfTCZSSRAeXn52oqKCrnooovSnkRC4pcDStVyP/3JycnhkUceobW1lT179lx66aWXnpfumMzJVLUDeAze3gzrc+Du02B7BANrW3LgS2PhW6Pgjbeg6zuxJJGOTbZndHSc5/VyuuPINpZIGpMFVLUO+ALwaeASf7d2wAxugO8C+4OPq+rWZMc3adKk+bm5uWft37+f++67L9nVRSxRywH5d7BJ19jIYNOnT+ess86ipKSEhoaGZ9Idj+nN13PQ8wi8sRHWH4Vbz/IliW/mB2xz79ifC0+MgOvPhh/nwquvQ+s3VPU3cYRQSxTjDw3ge16R7uVtHNa1bUwWEZH/xreV4T3+5SsCurdnAP+iqlENTnR2tvklcJOqRj1bUUTcI0aM2J+fn19y7bXXsmTJkmiLSKq2tjY8Hk9cSWAmdGkH27t3L9dffz1NTU2cf/75tz/33HM/SHdMpjcRGQbcBfkXw+gKKC2DYS4Y2QYuhcMeOOiCo42w7wA0bgG+nohfAJ0xgU+parL33c56Tmvktapam+5Yso0lksZkERHJBf4X2A58W1X/EPDeNGCcqv4yhnK/C3So6oporz377LO/vG3bttry8nKee+45vF5v/xelWDzd0u3t7bjd7oxpjQz07W9/m+985zuMHTu2qaSkpPill15K7R6RJmIiMgnf0luzwDMc8r2+HXDaO6H1KL4JNS8ALydySS4RWa2q1jLZD3tOsbNE0pgsIyLnAvcA5+Hb3vCvwNnAMOBXqtoZQ5nl+Naqu0hVI16zrqCgYHhFRcXeoqKi3GXLllFVFWrZtvTr7u6mp6cHtzu6zUZUNW3rRkaira2NBQsW4HK5GD169Orf/OY3d6Q7JtM3Z23XUqACEOAosDdZY5idlRwWqOqaZJQ/EIjIPGBDpmwrmW0skTQmCzndZVfiSyYBvqeqb8dZ5gqnzEv7227R75xzzlmfn59flZ+fzxNPPJG2ZXH6E2tC2N3djaqSm5ubpMji9/zzz/PEE09w7NixntNOO+2UF154YW+6YzLGDB6WSBqT5fxL/SSgHDfwGlCjqv/d3/mTJ0/+YHd3999yc3P5xje+wZQpU+INIali6aLOlJnafVFVbrnlFrq6uvB6vf/74osvXpDumIwxg0fmDfoxxkTEv/1horrEnC7xe4F/F5E+BzqKiHR1df38yJEjzJ49O+OTSPAtB9TW1hbx+W1tbVF3haeDiPDggw+yZcsWNm7ceP68efMuTndMxpjBwxJJY7JUpN3PUZb5G+BtYFlf502bNq3a5XKNd7lcLF++PNFhJE1eXl5EywGpKqqa0MXMk+nMM8/kqquuoqKigm3btv003fEYYwYPSySNMcHuAx4UkRGh3hSRvKampn8vLCzknnvuobi4ONRpGSknJwcROb7VYTitra1p2Sc8Hvfeey8A7e3toz75yU+uTHM4xphBwsZIGmN6EZGvAsWqujj4vVmzZn2/q6vrNlXlqaeeyuiJKOH0tS5kMrZWTJXvfe97PPfcc3R2draPGzeu+IUXXoi8Lz+BRKQG8G/lWQmsi2ZPZWem8UPAYaAMKAbWq+q6RMdqjIlP9n0CGGNS4V+Bt0RkeuBixlOmTBnX0NBwa3FxMZ/73OeyMokEXxd3e3t7rzUvs61LO9hNN93Er3/9a5qbm73A/wEWpDoGEVkP1Ab+vRGRjSIyP4pkclXwmn4iskpESm0ZG2Myi3VtG2N6UdWjwD8D35CANX0KCgqeaW1tlcrKSs4///z0BRgnfxd3cI9MV1dXVkywCcfj8bBixQoOHTrEn//853kLFy6cnMr6nfX4CLGTyqPA6gjLqAl1rrPjiC0YbUyGsUTSGBPO94EinFatCy644PKmpqYZ5eXlPPjgg+mNLAGCx0r699PO1tZIv4svvpgPfOADnHHGGbJz585nU1x9NRBqO75NQJXTZd2fiYkNyRiTTJZIGmNCcrZpWwE8JiKFR44cebKsrIxLL72UcePGpTu8uLndbjo7T2wC1NXVlfVJpN9DDz3EkSNH2L1799SbbrrpkymseiZQF3wwoEt7ZgRlbAQeD046ne8jHmdpjEkNSySNMWGp6ovA38rLy5/zer1lDQ0N3HXXXekOK2E8Hg9tbW2o6oBKJCdOnMiHP/xhysrK2Lx58/eXL1+eqi2HioGGPt6v7K8AZwxkMbBNRAL33FwKLIkvPGNMolkiaYzpU2Fh4b8cOnTool27drF48WKKiorSHVLC5OTkoKp9zuLOVsuWLWP37t289957w/bu3bsq2fVF2G0d0VpRqjoR2ACsF5G1IrJUVR+zvZCNyTzZOeXSGJMy06dP/+q7777L6aefztSpU3nzzTfp6elh9OjRuN1udu7ceXys4fDhwykpKaG+vp7u7m5cLhcej4eRI0dy8OBBWlpaEBG6u7sZO3YsnZ2dHDhwgO7ubgAqKiooKSnh7bd924bn5ORQVFTE8OHD2bdvH62trbhcLrq7uxk/fjxNTU0cOXLk+J7YI0eOpLCwkPr6elQVEaG4uJiysjJ27NhBR0fH8Znmp556KkeOHKGxsZHOzk7cbveAuaempiZ6enpYsmQJL774IuvWrVspInGtLamq/bVqlvbzfiO+pXwi9RS+ruylwDxncpTN2DYmw9g6ksaYsK666qrztmzZ8orL5eKBBx7gggsuyLqFuvuiqrS1teH1euno6Mj4fbWjoaq88847fOlLX6KlpYVRo0ZteO655+Ymqz6nRfIIMD/Ueo8ioviWBXosgnJWOec2Ot8/DswDHnNmbxtjMoR1bRtjwjpw4MCzZWVlTJ06lQ9+8IPs2rWr15I52cyfPIZbDiibNTQ04PF4uPPOO2lpaeHNN9+sWrx48Yxk1Rdht3Mk5zyObx3JRn+5qjof34zwmqBxk8aYNLOubWNMSJ/85CeX7NmzZ0JhYSH3338/Q4YMobOzM+vXWvTzd1P7l8nMzc2lu7s7axdZD+ZyuRg9ejQTJkygsrKS/fv3s2XLlqdJ7vI69fQ9oabPWddO62NxqIXLVXWN8/5cfOMnjTEZwFokjTG9XHfddbmvvPLK199//32uuOIKRo0aBUBJSQlNTU3Hx/9ls56eHgLWWsflch1fSzLbHTlyhKKiouM799TU1LB161ZefvnlyptuumlREqveRIhxkCJSCaCq/SWApfTdamkJpDEZxhJJY0wvra2tjw8ZMqSgtLSUxYtPbLctIrS2tnLo0KE0Rhe/cMv9uFwuOjo60hRVYrS1tXHw4MGTkuRTTz2Vm266icmTJ/OPf/zjm8uXL0/WOkdPAaG6nquIIAl0WiKn93FKFbA+ttCMMclgiaQx5iTV1dVjt2zZcgvAfffd12sCSkVFBY2NjbS3t6clvkRobW0NOWloILRKHjx4kJKSkl5JcnV1tT95LtizZ8+3k1G3M8mmIcQ4xmpCbG/oX9on6HCtiKwNcW4VUBZBq6YxJoVs1rYx5iRz5waQNCkAACAASURBVM7ddPTo0Wlut5sf/ehHJ7Vs+e3fv//40jTZpqOjg5ycnD7HQmbrupLt7e3s2LGDSZMmhfy5Pfvsszz55JO0t7f3XHzxxWNWr169LxlxiMgqTuxwMxFYHWrco4jUAeuCZ2KLyHROJJ7+ru6/h5oNboxJL0skjTHHLV68+LJnnnnmBa/Xy5o1azjrrLNCnudfxLuwsDDFEcZHVWltbe03Sezu7qazszPrlgNqbW3F4/GE3aGnp6eHG2+8kZ07d3L22Wf/7+9+97sLUhyiMWaAsa5tY8xxr7322pOdnZ1cfPHFYZNI8I2V9Hg8bNu2Lau6gdva2iJqafQnYtl0bw0NDTQ1NfW5zWNOTg61tbUcOnSIjRs3nr9o0aKLUhiiMWYAskTSGAPAwoUL//no0aPDR40axX333dfv+f4lgBoa+tpaOXNEu2yR1+uls7MziRElTldXFwcOHGDYsGH9nnveeedx9dVXU1lZyRtvvPGzFIRnjBnALJE0xrBs2bLCjRs3fqaoqIh58+ZRVhbZTnajR4/m4MGDWbEcUE9PDzk5kf+TJyLk5ORkxb3t3buX0tJSPB5PROfff//9vP/++zQ0NIy68cYb+/+twRhjwrBE0hjDjh07flJQUOBpb2/n5ptvjvg6r9dLeXk5bW1tSYwufqqKqkaVSAJZkUj29PSQm5sbcfIPMGLECK666iqGDRvGpk2bvnjzzTdHloEaY0wQSySNGeSqq6vP+MMf/vBPdXV1fPrTn464VcuvrKwMl8uV0d3A/v20o+VPJDN5rGRbWxsVFRV9jo0MZdGiRRw8eJBdu3blvf/++z9MTnTGmIHOEkljBrl33nnn2VGjRnHuuedy8cUXx1RGc3Mze/bsSWxgCdLR0RHXlo75+fm0trYmMKLEef/999m7d2/USST4WpNramooKCjg9ddfv27x4sXjEx+hMWags0TSmEFs0aJF1+7Zs+f09vZ2Hn744ZBrD0aitLSUjo4OmpqaEhxh/Lq6uuLeP9vr9WbcAuw9PT3s3bs3rrU8P/axj3HaaacxfPhw2bZt2y8TGJ4xZpCwRNKYQWr58uXy6quvrhkyZAgXX3wxkyZNirksEWHUqFHs2bMno7qBE7WwuMvlyrgu7oaGBvLy8uJay1NEqK2t5cCBA+zYsePc22+//coEhmiMGQQskTRmkDp48OBXdu7cObSxsZFly5bFXV5RURGjRo2ip6cnAdHFr7OzM+rxnn0pKCjIqFZJr9fLmDFj4i7n9NNP54ILLiAnJ4eNGzf+UGJtljbGDEqWSBozCC1btqzkxRdfXNHU1MQtt9wS0fqDkRgyZAj79u2jq6srIeXFQ1VjGjvYF7fbnRH3tnfvXjweT9xd9n7Lly/n8OHDvPXWW8Ovu+66zyWkUGPMoGCJpDGD0LZt29aOHDkyd8qUKVx77bUJLdvj8aR94k13dzc5OTkxj/kMR0TS3uLa3NzMsWPH4ppAFKysrIw777yTM844g1deeeXhJUuWFCWscGPMgGaJpDGDzB133DHjjTfemNPW1sYDDzyQ8Fa70tJS2traaGlpSWi5kVJVOjs7E9ZaFygnJ+f4mpTpoKrs37+fESNGRL0mZn9uvPFGenp6KCoqcu/bt++nCS3cGDNgWSJpzCCzZcuWdSNGjGDcuHHMnj074eW7XC7Ky8vTtmROV1dXwpPjQF6vN2331t7ejtvtTthQhEBut5t7772X1tZWtmzZ8vHq6urwm60bY4zDEkljBpFbb7118aZNm8Zv3bqVlStXJq2ekpISCgsL09IN3NnZmdBu31A8Hk/KJ974n2UiJtiEc+GFFzJ69GiOHj3Kli1b1iWtImPMgGGJpDGDxPLly12vvPLK1wsKCrj22msZO3ZsUuvLyclh69atKU0mE7XcT39yc3NTvhzQoUOHaGhoSHiXdrDa2lqamprYtm3b6bfccsv1Sa3MGJP1LJE0ZpDYu3fvd3t6egpLSkq44447kl6fx+MhPz+fQ4cOJb0uSE1LZKCCgoKUdXF3dHTQ0NBARUVF0uuaMGECCxcuZMSIEbz22murly9fbssBGWPCskTSmEHgnnvuGfXqq68uAli8eHFci1hHY9SoURw+fDgl+3B3d3enNJEE33jJVNzbnj17GD58eFImEIVyzz330NTUREdHx5B9+/b9e0oqNcZkJUskjRkE3n333XVerzenoKCAa665JmX1ut1uTj311KSPJ0z04uOR8s/iTqaenh6GDh1KaWlpUusJNGTIEG6++WZcLhd/+9vfllVXV6eucmNMVrFE0pgBrrq6+qL/+Z//Of+9995j5cqVSR9jF6yoqAhVTdpyQP7leFJ9X+BbVzKZa0uqKocPH6a4uDjl9zd//ny6urpoaGhw7dixY21KKzfGZA1LJI0Z4F5//fWfnXnmmcydO5dp06alJYaenh7279///9i78yi5qvte9N/fGWquruq51a0JTUxCyEIIG2PAsjCTxWQEEiBACBBgaBsBkjAmK77xtR/kOl6Oc68tnMQhsZ0Y7BA7K/fFFzK8OO/ZvnBlYzMJCc09d1d1zafOtN8fVdWUuqu7plN1qlr7s5ZWq6ZT+6iPun7923v/fjXJ3hmGYXnh8XLIsgxVVWty7FAohGQyaUuQLIoinn32WbS3t+PgwYMb77///g11HwTHcQ2PB5IcN49t3779iUgksiASieDJJ5+0bRy5uoeRSMTyY6uqWve1kdNJkmR5MGkYBiYmJtDd3W3pccuxYcMGrFmzBl1dXXj33Xd5VpLjuBl4IMlx81R/f7/zwIEDX3G73bj55pvR09Nj63h6enowMTFh6THrVe6nGEmSLO/BHY1G4fF44HK5LD1uuZ566ikMDw8jHA4vvvvuu2u/3Z/juKbCA0mOm6dOnTr1vdHRUVcsFsPOnTvtHg7cbjd6e3thGIYlx9N1vW67mEvh8XgsXQfqdDprWny8VH19fdi8eTPi8Th+9atffb2/v792bYM4jms6PJDkuHlo165dZ73++utbI5EI+vv74XQ67R4SgEwwefz4cUumgVVVtWWn9lwcDocl53b8+HEAsHXtZ74HH3wQuq5jfHzcMzAwsN/u8XAc1zh4IMlx89CRI0de6erqoksuuQRXX3213cM5TTAYxODgYFXHSKfTcLvdFo3IOqIoVr2DOxaLQVXVhjo/j8eDp556Cr29vXjzzTd37Nq1q9fuMXEc1xh4IMlx88wDDzyw+dChQxfG43Hs3bu3YbJaOa2trdA0DbFYrKLXm6YJQRAa7ryATAZRluWK10uapomhoSH09vY23Plt3rwZfr8fra2twtGjR1+xezwcxzUGHkhy3DzS399PBw4c+F53dzcuvvhinHvuuXYPaQYiQm9vb1XBVqMFWflyWclKSh2pqor29va6dR4qBxFh7969iEajeO+99zbs3Llzo91j4jjOfo2zUp3juKpNTEz84XvvvdfucrnwrW99y+7hzMrr9cLhcFS061rTtIaa9i1EEAToul5WWSJd02DqOtpaWgBNAxgDGMNUyDxbYJoNqlnu7/l/BGHqcStccMEFuPDCC/HP//zPePPNN38AYIFlB+c4rilRrdt7cRxXH4899pj31VdfDSuKIt91113YsWOH3UOaUzqdxvHjx7F8+XKIYmkbgZPJJNxud0NnJGGaIFVFKhqFR5JAhgHoeuarYYBMEzCMzPNME8j+GYhGQYyhN5eNrCaQzP09F0jm/i4IYESAKGb+nrtPFDP3SRKYKILJMpgsAwU2M42NjeH6669He3s7Lr744r0/+MEPnrfyn4/juObCA0mOmyduuOGGnw0ODm5WVRUvvfSS7UW6SzEwMABRFEuqcanrOkzTbLid2pRMQkgkMl8VBUinQboOaBqS6TR8RDMCyNwfYgwwTaQMA4c1Dec5nRBzQR/wYZCYHxxOx1jmONm/T33N/5MXVE4FkvnBZfYrRBEsL5iELIO53TDdbpg+H5jXCwgC9u/fj3/5l3+BoijpDRs2BL/3ve8pNf5n5jiuQfGpbY6bBx5++OHz33vvvc25dWzNEEQCmSLlhw4dQltbW9EAUVXVhig+DgBIpyGGQhAjEVAiASGVAikKKJ0GdD2T2ZNlOIigiiJkWQZzOD4M2HLBWzaYOx6JoDsXsFk91vyAMpcFzd3OBbi5wFbTQIoCQddB2el15nSCOZ0wvV4wjwdmayt23HEH/umf/gkOh8MZCoVeBHC71cPmOK458Iwkx80Dl19++XunTp06e/ny5fjOd75j93DKoqoqTNOcs4NLKpWCy+Wyf0pb0yCNjEAYH4cYi4Gy09Gm1wvmcsF0OgFZPi1zmNQ0eOYI7BljiKsqfA6H/ec3nWGA0ulMoJxMggwDpt8PIxDAP7/3Hr7653+OZDLJbrrpppX79+//wO7hchxXfzwjyXFNbseOHdt+/etfny1JEvbvb75a0Q6HA+Pj41BVFS0tLTMeNwwDkiTZHmQJk5OQBgYghkIQJidhejwwurvBirQwdEsS0roOZ4EuPCZjOBGJYEkgYPv5FSSKYB4PDI8HaG/PBJWRCOSTJ3FdXx/+OhDA/xkZoUOHDr0CYI3dw+U4rv54+R+Oa2L9/f305ptv7l+zZg22bt2KZcuW2T2king8HgwNDRUs5p2rG2kncXgY0pEjkE6cACkKtIULSwoigUzZHIEIZoHZn+F4HFKD1sQshDmdMLq6oC1cCCGZxH+5/nr09vbi6NGjF+zYseMmu8fHcVz98UCS45rYyMjIn+i67o9EInj00UftHk7FPB4PvF4vxsfHT7ufMQbTNEve1V0L4uAgpFOnIA8MwGxpgb5gQWb6ugxUIJBUdR2TioKuRln3WQ5Zht7Xh1UrVuDyvj50d3fj7QMH/qq/v785ImKO4yzDA0mOa1KPPvpo+4EDBx6TJAl33313wWnhZtLZ2TmjT7WiKLbu0hZHRyENDkIaGoLe1QUzEKjoOJIgQDWM0+5L6To6PR44Ckx5NwuzrQ27b78d40NDSJlmIHLixHN2j4njuPrigSTHNakjR468PDY2JhqGgdtuu83u4VTN6XSiq6sLmqYByKyNtLMVohCNQhwYyASRnZ2Z0jdV8Mgyktlz0w0DTklCZwN2sClXoK8P9152GYaHh/Gvv/zl45+/5x6/3WPiOK5+eCDJcU3ooYce2vDOO+98Utd17Nu3z9apXyvJsoyjR49CURSk02k4nU57BqKqkE6ehDQ8DKO1Fczns+SwkiBA1XUcnZyENi1D2czuvPlmtEsSZK9XOjkw8BO7x8NxXP3wQJLjmtBbb731cmdnJ6688kps2LDB7uFYhojQ1dWFo0ePzlkOqNbkU6cgjo2BSRLMYNCy4zpEEePJJADAb1eQXAOSLOMP77kHkiThrWPHrnr0nnvW2j0mjuPqo3kX53DcGeqee+55eGRkZHFLSwt2796NdDoNI5vdcjgcME0Tuq4DyGT4GGOn3QYwNX2cK6uTf1sQhKm1iqIoQhTFGbc1TQNjbMZtQRAgSdJUF5rpt4kIsizDMAwYhjHjNgC4XC4YhoGxsTH4/f66n5MUiUAcG4MSjULr7YWg65AEAZphgAEgALIoQjdNmNkWhvm3gUzAaJgmjGm3VcPASCKBRYEA0ro+9bgsCGAA9OyudTm7S13L3pYEAZR3WySCmLfusthtgei0c5h+u5pzyt2+5JJLcM6//zsiTifePXjwFQBnFb2YOY5rerwgOcc1kf7+fvHnP/951OVyea644go88sgjTdPFplS5AuWapsHvr/NyO02D4/33IR07BqO93bIp7RxF06CaJtySBCEb7M0nB48excPf+hYmo1F8duPGnd/50Y/+0u4xcRxXW/PrpxjHzXODg4MvHD9+3DM+Po4HHnhgKus2X+Q22LhcLjidTkxMTNT1/aWREYihEOBwWB5EpnUdcU1Di9M5a13JZpbUNKxauhSfXrkSiqLgF2+88ae8HBDHzX88kOS4JvG5z32u7ze/+c29S5cuxRNPPAGPxwOPx4Nkds3dfKDr+tTGIUEQMDExMaMkUK1QKgVhfBxCOAy9o8Py4w/F48iFjqIgwGAM82VGyDBNiEQgInzuzjvR4fNB9Hq94aNHv2332DiOqy0eSHJckzh8+PDfd3R0CMFgEDfccMPU/bIsT60XbGa5NZK5cj+SJCEYDGJsbKwu7y8NDUEKhWC2tJRdcLyYaDoN1TDQ7nZP3eeSJKTmwfcNAFTTnGoB6W9pwaPXXw9JkvDrt9564KHt262PyjmOaxg8kOS4JnD//fd/6ujRoxsmJiawd+/e02oriqJYsLVgsylU7qejowOKotR8Cl+IxSCEw6BEAkZrq+XHn1QUdHu9EKbVxBSJpjbYNCvNMOCYttbz1uuug5RIINjZKQydOvUzm4bGcVwd8ECS45rAb3/72+/H43F85CMfwZo1a057LNeHupmDyVQqBXdeti5HEAQsWbJkKltZE4xBHB6GODGRCSItrsnJGEO7241AgXJGTkma0fGmmTDGYDI2Y9OQIIp4eutWHDt2DP/xm9987LE77/yETUPkOK7GeCDJcQ1u+/bte0+cONETi8Wwe/fugs9xOBx1W0totVwZoNk62EiShFAohHA4XJP3FyYnIUxOglS14haIs9FNE+9PTMA9x1S5W5KmOt40m7k2DK1ftw4fX7IEIMKb7733ozoOi+O4OuKBJMc1sP7+fueBAwe+3NfXh4ceeghdXV2zPlcQhKZcK6lpWtHi4+3t7RgZGbE+M2makEZHM9nItjbA4naMQ7EY/Nld2rOhbE3HZpziTmdbPc5m3333oS0YxFA0umDXli2P13FoHMfVCQ8kOa6BnTx58q8lSXJqmoYdO3bM+dxmzEpqmlZSHUyn04lgMIjh4WFL318MhSCEwwBjmU02FkrrOqKqiu4S+mlLgtB05YCSmgb3HEEkAPT29uKWCy9EIBDAr373u69u3bqVN8HguHmGB5Ic16AeeeSRFW+88cYWxhgeffTRkvpOu93upikHxLLlb4QSi3J3dnZOdbWxhGFAHB2FkMtGWkzRdSzy+0sqOi4QgTD3VHEjMUwzM+YSMrgP3H47kqEQdElyYXLyxToMj+O4OuKBJMdNQ6V8OtbBu++++/eRSIRaWlqwadOmkl5DRFMtCRtdLiAs9Z9bFEV0dHQgHo9b8v7i2FgmGylJYCVkDcuRUFW4JAktZfQLl/JaGja6tGHAVSQbmeP2ePDYtdfi5MmT+F+//OW2B267bVGNh8dxXB3xQJLjsoiog4gcrAGqRN9///03HT9+/AKHw4Fnnnmm5GALwFTv6kanKAocDkdZryEijI6OIhaLVffmmgZxfBxiOAyjvb26Y01jMoaBWKzsoJCyWclGXyuZ1vWSg8ic6zdtwrmdnehbvJhODQzwckAcN4/wQJLjPvQsgDvtHkR/fz/99re//cuuri5ce+21WLVqVVmvb4asZCqVKrrBphAiQmdnJ0ZGRqqa4pZGRyGGwzBdLrAKxjGXcCoFSRDgL2EpwnSNXg4o928+1+ahQkgQ8If3349kMokPRkfXPvDZz366FuPjOK7+eCDJcQCISADwcQA3E9FF2ftsmeIeHx//o3Q63To2NobPf/7zFR1DFEUYhtGQLfhM0wQRlbw2crqWlhaIoohIJFLR6ymdhjA2BmFy0vK1kSZjGI7HsbCKjTuNXA7IZKzsIDJn9Xnn4WMLFyLY2oq3Dh/+vsVD4zjOJjyQ5M54RCQyxkwA/xOACeBeImphjLF6B5OPPfaY/z//8z/3xuNx3HXXXWitossKETVkkXJFUSrKRuZbvHhxSbu9CxGHhjLZSJ8PKHNqvRjdNLGstRWOKoqaE1HDdrxRDQNyFee2e/t2jAwM4ODJk513XXvtMxYOjeM4m/BAkjvjMcZyc4n/CeDfACwHcE/2sbqm9I4dO/ajiYkJyeFwYNu2bVUdy+FwIJ1OWzQya6TT6aqDSCCTcQWAoaGhsl5H8TiEUAhCLGZ5K8SUpmE0kZiz+HipHKLYcIFkStPmrBlZis7OTtx92WVIJpP41dtv/8GWT3yi/Pl/juMaCg8kuTMeZbiQiRu/CeD3AD5FRBtzj9djHLt27Vrz1ltvXbtkyRJ88YtfrDjjlq+RygExxqqa0p7O5XIhEokglUqV/BppeBhSKAQjGASqDIryMcZwMhKB36IMJxFBFgRoDbJe0mQMIKp4WjvfvZ/9LFYtXAhfW5tDF8UfWjA8juNsxANJ7ozHMhQAvuxd3weQBHAHEfXWKyt58ODBn3R3d2PhwoW47LLLLDkmEU2tl7SbaZqWBZFAJivZ09NTclZyqhWiosAMBi0bBwCEFAWiIKClgg02sxGzRcobYZ2routFi4+XyuF0YvdNN8E0Tbx59OjNd1x99TJLDsxxnC14IMmd8bIZSScAR3a95O8B/D2ABQB2ZJ/TQkTWFhvMs2PHjrtPnTq1Ynx8HHv37rX02E6nsyE63miaBsnCLCAABAIBuFyu4ufHGKSREYjj45kNNhYGtACgGQZ6fL6yyjSVyu4i5akKyv0Us/Gyy9BNhK4FC2gkFOLlgDiuifFAkjvjZTOSaQCDADzZu3+CzJrJ9UT0ZQBfBbChFu/f399Pv/rVr/4sHA5j48aNWLp0qeXvYXcwWUnNyFIQEbq7u2Ga5pwbi8SJiQ9bIfr9lo5BNQy0ulzw1uD8nJKEtI3ZZJMxCCi/3E8xRISn77kH7737Ln751lvn33X11TdY+gYcx9UNDyQ5DlPrIJcBYEQkZKezXwKwGMBdAF5hjP1bLdZLDg8P/6mmaX5RFPHII49YfXgAmJpStmOaNBfgWTmtnU8URYyNjSEUChV+gq5DHBn5sBWihd9CzTBwKBSCVKNzA+wtB2QyVrNzW7l8OW69+GJ0dnXh3ZMn/6pROkpxHFceHkhy807eVPXU7WLPzwaOJxhjccaYSUQXA3gIwK8AnABwKZDJXhKRZamnRx99tPN3v/vdw263G48//jj8FmfL8tlVDsiKcj/F9PT0YGxsDFqBgEscHc1kI2XZ8laIg/E42t3ukvppV4qym1yMOn/vGGMwTLOm5/b5u++GDECTpNbbNm78rzV7I47jaoYHkty8QUQiEd0GYBeAV4no80S0vFg9yLzNNAEiWkRE9wK4G8D3GWOfA/AvAD5DRI8TUT+A66wa8+HDh1/2eDyiy+XCrbfeatVhC5Jlue7T2/UIIoHMubW3t2N4ePj0B9LpmrVCTGoaEqqKLouD00JcNkxxp6usGVmKYCCA+668EgDwu+PHn/zE6tWeuV/BcVyj4YEkNy8Q0WIA1wA4wBj7DoAvATgLwL8S0aJcsFgkO6lkX9cG4AnG2JvZ+7+KzMabrwOIM8b+wYoxf/azn/3IG2+8cUUsFsOTTz5Zs6nffC6Xq6xyOdWwutxPMR0dHfD7/adN30vDwxBDIZheL5iFO6qBzLTv8tZWy9cPzsYlSUjXqe1lbrd4Pc5t2w03QE6nkTZNuaWl5cc1f0OO4yzFA0luvvgMgF8zxg4DAGPsPwDsBnAKwCtEtC57/1yLBFMA/oIx9ieMMTXbNhEAbsgeZxlj7C+tGvCxY8d+pCgKzjnnHKxfv96qw86JiEBEdSkHZBiG5bu05yIIAlpaWjA8PJwJYuNxCBMTEKJRy1shhlMpMMaqLtBdDiH7vavHOldF1y0prF4KSZKwZ8sWjI6O4t9/85trt1155fl1eWOO4yzBA0muqRGRQEQLANwGIJF3H2XbHl4LYBWAZ4hoVfbxgmkWxtj/wxj737nnZNdK+pHJVF7GGDtm1bg/+clP3h6Px1e2tbVhz549Vh22JC6Xq+YdbxhjME1zqgNNvQiCgHQ6jXA4XLPi44ZpYjger+kGm9kQal8OKKVplpf7KebSiy/G5atW4bzVqzEQiViS8ec4rj54IMk1NcaYyRgbAjAO4LN59zEikhhjUQA7kckq7iIi//Q1k4UCy9xzGGMxxtg/Z4NSSxCRODg4+J1AIICbb74Zvb29Vh26ZG63G4qi1Oz4qqrWNRuZr6urC6ETJ8BCoZoUHx9NJNDidNYtY5dPFkWoNcwmm7nlCDZsoP7izp0IT0xgOJFYccfGjXfWfQAcx1WEB5Jc08sWClcBfJSIpnZUMMb07NeXAbwA4D4AH8/ex/Kex6Ydjwrdb5W1a9f+gdfrDUajUTzwwAO1eIuicmsXa7GLO1fTsV5rI6fzuFzwKwrSo6OWFx83TBMJVUW3z1f8yTXiqmE5IM0w4KhzFjlnycKFuPa889Da2oq3T536dt7SEo7jGhj/j8o1PcZYAsAvAGwDcFH+Y7kPo+zu6wSAh4koOO05geyO7Kuzz63Z3CERBU6cOLFvcHAQDz/8MNxud63eqihRFGsSSCqKYu95jY9jCWMQiWBYXE7JZAyLg0FbprVzchlDq6e4DdOEYFM2MueRbdswdvIkTo6P+2/+xCe+YdtAOI4rGQ8kuXmBMfZtAAcB/CERLcu73ySi3BzrbQA2A+gFPgwyATgBPA3gk7XOgpx99tkvSJLkWLhwIa6//vpavlVRuR7cVsbNiqLAafHu6LJoGsTRUYgTE0gFAjgeiVh26Liq4kQkYlvGLp9LkqBYvINbr3HNyFL4fD70f+YzSKfT+O3x45+75PzzA7YOiOO4onggyc0n25HJSO4iopbcnYwxPdut5v9DplvNf8veb2bvHwXwccbYPivXQk4ny/LZqqpu8fl8ePbZZ2vSl7lcDofDso03uYC03hts8kmjoxAnJ2E6nfAHAlO1HqvFGMPJSMTWKe3pXJKElEXBpMlYph1iA1yTN19zDdYsWoTWjg4x4PfzjTcc1+B4IMnNG4yxDwB8GcAXAGzMZRfzdnADwLcBjEy/nzF2qNjxiaiqCGnhwoU/bG9vp/Xr12P16tXVHMoyuWDWiiluVVVtzUZSOg1hQdpaIAAAIABJREFUbAxCtvi4QIRFLS04GY1WnXUdSybhlGX4atBPu1ICEQRYs4u7nuV+ihFEEfu2bUM8Hsf7Q0NX3rhxY31qY3EcVxEeSHLzCmPsqwD+F4D/C8DG7H0sb3o7DqArd3+pxyWiTwD4p0r7AcuyfC1jbF0kEsHu3bsrOUTNuFyuqndwG4YBURRtzbKKw8OZbKTPB2QDPr/TiQ6Pp+qdziIR+hooG5kjCkLVgaSi63A2wHR9vnVr12JNWxs6OjsxODLCi5RzXAPjgSQ3H90MIIrMFPeVwIc7uAGYAL5bwTF/CWAhgBvLfSERyW63+89DoRBuueUWdHR0VPD2tVVtxxvDMGzbpQ0AlExCCIUyxcdbW097rN3thqLrFfeqDqdSCLpcdS0+XipJEGCYZsUZV5ad0rZ7bWQhe+6+G4cPHsTvP/hgyc1XX21PeQOO44pqvJ8eHFelbND4AIBJAH9MRDcRUTcRbQKwDMA/VXjMLwD4OhGV1Tza5XL1L126tLezsxN33313uW9dF4IgVFwOiDFmeyApjYzMWnyciBBTVYwmk2UfN6lpGEkkrBpmTciiCKXCjKui6/A0yJT2dD29vdi1cSOWLl2KQ0ePfnP16tWNF8lzHMcDSW5+yvbJfhLANwBcCuAJACcZYz9hjFVUhI8x9hqA3yMTUJaEiDo7Ozu/Ypom9u7da++O5iJkWYZeweaNVCpla7kfisUghMOgRAJmoPAm3x6fD+FUCkqZ9RdH4nF0eDwNmbHLEYiAbGaxHLppQm6wKe3p7r/tNgiKAqff717c2fltu8fDcdxMjfvTkeOqxBiLMMZ+yBjbA2AfY+ygBYd9EsCTRFRSOxqfz/fcggULXJ2dndi4caMFb187giCAiMrKSqbTaduDY2l0FGIolJnSniUwkgQBnR4PxsrISqY0DaphoN3GILlUblkuuxxQo+zSnovL58MXrr0WiqLg8MmT923atKnH7jFxHHc6Hkhy81pelxpLyvowxg4D+AsAXy3hvdeIonjvyZMnsXfv3oYo91OMKIrQSsza2dVPOx/FYhAmJ0Gp1KzZyJwOjwetZQSFDMCKtram+L4B2XJA5XzvmiCQBIBrNm1CB2NIpFKCFo/zckAc12B4IMnNazXqUvNfAXyaiC6e7QlERH6//9uqqtJVV12FlStX1mAY1hMEYSpALMbuDjYAII2NQQyHM2sji0w/ExHckoQPQqGi08BjiQRSmtbQU9rTCUSZjHIJl3xK1+FqwM1DhZAk4Znbb8f42BjefPfdS2688cYr7B4Tx3Efap6fkhzXIBhjUQDPAPjTOcoB3dzX13fpwoUL0d/fX8fRVa+UckC6rsNhc01Fisc/zEa2tBR/ATLlckRBmHPjjWYYGEkk0NLA61ln4xBF6EV+CWjEcj/FnLtmDW7fsAErV63CqWPHflRpGS6O46zHA0mOq8yLAGQAd0x/gIhcHR0d3/J4PLjzzjsRDAZnvrrBFQsmTdO0fcpXGh+HODkJIxCYdW1kIb1+PyaSyVkDroFYDF1eb8NvRClEIAIBs5Y6auRyP3MSBDy5bRtioRCSqtp9w3XXPWHncIhoDxHdmv2zJ78tawXH2UNEz2W/brJ6rBxXa03204TjGkN2zeXnATxHRN78x4ho95IlS3oNw8DWrVvtGWCVcqV8Ck1xM8bAGLO3bqSigCYnQfF40bWR0zlEEd1eb8H1hIZpQhIEdHg8Vg217kRBmDVITjVwuZ9iWvv6sO3CC+H1evHue+995ZJLLrElZUxErwJ4jTH24+yf5wG8XE4wSURBInoZwAHG2POMsb3IlCt7tUbD5ria4YEkx1WIMfb/AvgPAHtz9xFRryzLXzp06BCeeOIJSE2yDq0Qp9MJtUCf6lQqZftObXFiItPFxu8vKxuZ0+HxwCGKp3W8YYxBNQz0+HxNsQllNkJ2neT0tZKqYTTdlPZpiLD9llsQHxrC8NiYs9Xv/+v6D4FuBQDG2IFpD30NwP4yDvVdAK9nS4rlvIa8nyUc1yx4IMlx1dkL4HNEtBQAnE7n80uWLHFfcskluPTSS20dWLWIaEZtyUYo9wNdz3SxicUym2wqlNA0DESjU7ej6TQGYjFIzTbtW0ChckCsSXZpz0X2+/HszTdDlmW8/8EHW7Zs2bK8zkPYBWB6EInsfZuIqOgFSUTrAGzKZjKnMMaOTL+P45pB8//E5DgbMcZOAvgmgOeJ6JKlS5feqaoq9u3bZ/fQLJHf7SbXwcbOcj8AIIbDEKJRMJcLqGKattXlgmoYiKbTMBnDQCyG3gbsp10plyQhlQ0mc6V+7F7XaoXLr7gC6xcuREdnJ40ODv60zm+/HsAH0+9kjB3Je7yYpwG8YeWgOM5OPJDkuOr9NwCXeDyeF71eL6655hosWbLE7jFZIleg3DRNpFIpeBpg7WAukDRK3Kk9GyLCokAAp6JRjMbj8MoyPDbvRLdSfsebtK435eahghwOPLNlC8ZGRzE4Onr+7bffflMd3z0IIDTH46Wsk9wE4AgRrSOiB/M27PCNNlxT4oEkx1WJMZYE8I+app0di8Xw8MMP2z0kS7lcLsRiMfuntJEpQE7RKMgwwCwIaj2yjEUtLXBIEvqqDEwbkVuWEU2n508QmXXWeefh02edBafTibfffPN7/f39NU+1ljJtjUygWepz2hhjL+Rt2NmbW4PJcc2EalOvmePOHETkEwTh0IIFC3ruv/9+bNiwYSqL19vbC1mWcfLkyakp4o6ODrS2tuLIkSNTU8UOhwM9PT0YGxtDMpkEEcEwDCxevBiapmF0dBRGdmNIV1cXWltbcfBgpuOjIAjw+Xzo6OjA8PAwUqkURFGEYRhYunQp4vE4wuEwDMMAYww9PT3wer04cuQIGGMgIgSDQbS3t+PEiRNQVXVqk9CiRYsQDoenXi9Jkq3nZI6P45xUChHGMCZJU2Vuev1++BwOHJqYQO4nWrvbjXaPB8cnJ5E2DIiCAAHAkmAQoVQKkXQajDFMplJodbvR6/djIBab2qTS5fWize3GoYkJGIxBJIJTktDr92M0kUBcVTOldhjD0mAQumliKBaDkX19j8+HNrcb74yN5a4TtDgc6PR6MRiLIaVpEAQBhmliRVsbYuk0xlMpS87JZAwLW1ogCwIOTkxk6mcSzYtzcogijk1OIhkO46e/+x3+5gc/qPr/MGOsaCCa3ZX9AYAtjLEfF3g8DOCF7A7s2Y4RBBBGZrf2RdMe2wTgZcZYa7nj5zg78UCS46oky/JX165d+7QkSXjmmWewatUq29cRWsk0TRiGAV3X4XQ67Sv7o+twvPsu5KNHoS1aVNX6yJxoOo2heBxBpxMpXcfSJqz5OZekpsEtSdBME455dE0CwGA0in/993/H377+OpRkUv/Yxz/e8eKLL0Zq9X55QeBsgSQDsHeuDTN5x3h+esCZ99hV03Zzc1xD41PbHFcFIjprwYIFT8TjcezevRt+vx+jo6N2D8tSqqpClmW43W6k02nbxiFEIhDi8ao32eQwxjCSSKDH60Wn14u0YSBeoNxRs0rrOhyiONU2cT4lDdK6jpCi4LbLL4esKAi2tUnjIyMzgjsrMcYmS3janM/JO8bEHI+tK3NoHGcrHkhyXBXcbvc3ent7Heeccw7WrVuHBQsWNMSGFKvkT3MDgMPhKFhbsh7ESARCLAbTop3Viq5DFgQEXC4IROjyeOZNIMkYAwMgZndp5+/gng8008Ty1lY4gkE8c/31iEajeO/99zfdd999peyarsYRzL2h5sgcj+VMAmgv8jjHNQ0eSHJchYjok5Ik3XjkyBE88USmY5soivD5fBgaGrJ5dNVjjEHX9dMCSdumtVU1s8lGUWB6vcWfXwRjDCDCkryuOK1uNwJO54xC3s3IYAyyIJxW7scpijNqSzajqKJAN024s1npDR/7GM72ehGLx/HuW2+9VOO3P4ACQWCuq02JU9KvoUAwmreZp5RglOMaBg8kOa4CRCQGAoE/kyQJd911FxYsWDD1mCAISCaTiOYVu25Ghcr95AKTQq0Ta0mMRiEkEjA9noo62Uw3nEhgMpWaUVdREgS8Nz4+a6/qZsAYg2GaM/ppi4LQ9FPcJmMYisch5X3fmNOJL27ZgngkghMDA2fdcccdO2o4hB8hU75nuk3IBIil2D/HMY7w9ZFcs+GBJMdVgIjuX7JkyXk9PT3YuXPn9MfQ1dWF8fHxpv3QVlUVjllqKjocjrqvlcytj7RiWjut65hIJtFZILMpiyJ8DgdGE4mq38cuWoEgMscjy009xT2eSMAlSfBNK0XVu2oVdl15Jbq7u/H2m29+69prr63JZ1t2k02oQM3HXdk/pyGil4nowWnHeA3Aa0S0J+95QQDPFToGxzU6HkhyXJmIqLWrq+s5Xdfx8MMPw+VyzXiO3++HKIpQFMWGEVbPNM05d547HI76nZuqZupHptOW1I48GY2i1+ebtRVir9+PiVTqtD7czYIxBt0052zz6JzWY7yZxFQVPYV+mRBFPHLrrVCiURhEXockfatWY2CMXQXgqmwx8QeJ6DlkdnIXmpJeB2BGG0fG2BYAIKL9RLQfmSByC89Gcs2Il//huDIR0TfWrFnzBZ/PhxdffHHWtnOMMSiKApfL1VSt6XRdBxEVLWGUSqXqcm7ixATkgwdBySSMnp6qjmWYJkKpFDo8njnHHU+nwQD4G6AIezmSmgZPkR3tjDGohgFn3trXZqAbBgzGZh83Y/iHV17Bn//2t5gYGzPXrV/f87Of/WysvqPkuDMPz0hyXBmI6FxBEB774IMPsG/fvjmDESJCMpnE8PBwHUdYHcZY0WxkjtvtRiqVqvmYhFgMQiIBVuUmG8YYwopSNIgEAJ/TCYGoqXZxp7O70IuhbM/tZtpUlNJ1HJ2cnDv4JcKNV18NORJBJBYT4pOTNS0HxHFcBg8kOa4MXq/3T1evXi1u3rwZ5513XtHnB4NBRCIRW+svlkPX9bJ2Zjudztqem2FkprWTycxGmyqMJ5NIqGrJGVSdMQzGYk2zztVgrORWiA5RRLqJ1kqejETQWcL3n7xefHnbNrS0tODYyZOX33LLLZfUYXgcd0bjgSTHlYiIrjvrrLM2xWIxPP744yW9RhRFdHd349SpUzUenTU0TTut3E8xucxlrYItIZEAJZOZIuRV7NbWTRNjqVTh9XWzCDidkAQB4TpkXauV1nW4y5yqlpskmJzMrsUNFFiLXMia9evxiUWL0NXdjYFjx16u5dg4juOBJMeVhIgcnZ2d35ZlGVu3bkV7+1z1hE8XDAYRCASgN/iHdjKZrKiYuiiKNSsHJMRiECzIRoZTKbQ4HGWvC+z1+TCaTDZ0VtJkDEJ2urockiDAaIJyQCZjWBQIlH5+koQ927ZhdHAQCVVdtPm66/hOaI6rIR5IclwJiOhRAIvT6TS2b99e7mvR1taGRCJR9/qLpcq1QayEJEnQdb0mAYkQj2cyklUGkl6HA31+f9mvc8kylgQCMBo42DJMs+INT41eDiiiKGhxOsvOtnYuWYKta9ciGo3ird///hurV69urp1FHNdEeCDJcUUQUVdra+sfhcNh7N69e9b6inMRBAHRaBShUKgGI6yeYRgVB5JAJpi0unUipdNAMgkyTbAqdk8fCYdBQMXBlluWcSISadhpYK1IuZ9iGnW9pKrrGIzHK/vliwj3bdkCQVEQjsXcCzs69ls/Qo7jAB5IclxRgUDgT5YtW+a54oorcOWVV1Z8nFyR8kab4k6n0wVrYZZDFEUYhmFpVpLicQipFEy3u+JjTGbb6bmqLHUTdDpxIhKp6hi1UEq5n2Jy/bgbbYp7JJlE0OmEo8LvnbOlBc/eeiv6+vpw6Pjxez/+8Y9XVzuK47iCeCDJcXMgorWtra13RqNR7Nmzp/gL5uB0OhEIBDAxMWHR6KpnmiaEaT2ZK+XxeCwtByQkEhBSKbAKA8lcO72FLS1Vn1+r2w0GYLKBNt6ohlFSuZ9iiAhidr1ko1ANA7F0Gt1VdjK66lOfQhcR2js7BVlVf2rR8DiOy8MDSY6bBRHRggULftDV1YVLL70Uy5fPaFBRtu7ubvgsaPNnlVwgaRUrywEJiQSoioykouvocLurztgBmWCrz+9vqGBLN82Sy/0UIwkCDNNsmKykYZpY1d4OocpfAEiS8MwddyAyOYmjo6MbPnPFFVdaM0KO43J4IMlxs+jr67s3Go2ed/ToUTz22GOWHFMQBDgcDhw7dqwhPrQ1TSup+HipRFEEs2AnMKXTQC77V8GaVC3bArDDgpaKOV6HAwGXC8kGKFKesmBKezpREKA1wGawcCqFSDpd1brPfGeffz4+tmABJicncfzUqb+lZmozxXFNgAeSHFcAEbkdDsd/b21tRX9/PwKBgGXHliQJpmlicnLSsmNWIplMwl3F+sPZOBwOaJpW1TEokYCgKDArXLs5kkggoiiWt280TRPHIhHoNgZcxXppV0oSBOg2ZyUN08RgPI5glWt2p3v87rvhAKBKUs/1H/3oE5YenOPOcDyQ5LgCNmzY8Oft7e3ujo4O3HbbbZYem4jQ29uLkZER28oBlVt4vBy5NZfVnJuQTEJIpzOFyMuU1DRELVhfV4hDkhBwOjEcj1t+7FKxbN3IWrC7HNBQPI5Wl6vqzVHTtXV04NHrr4fH48Hh0dGvLGppaa4m6hzXwHggyXHTnHvuuctCodC2yclJPPnkk5ZO/ea4XC60t7fXpVd1IZqmVVTGqFSCIMDITi9XgpJJIJWqKJAciMXQ6/fXLNha4Pcjoii2lMxhjMFgDGINMpI5dpUDYoyBAHRV2VN9NttvuQVmNApPIOA8Z9Wqv6rJm3DcGYgHkhw3jSzLPwZAK1euxEc/+tGavU9nZydEUax6GrhcqVSqog425RBFsfIi5YYBSqVAul52/UiTMXR7vZZPjeYTiLCyrc2WjTcpXbc8WzedJAgwbeh4k9Z1dPt8NZm2BwBZlvHUrbciHA7jN0eP3r5h2bIlNXkjjjvD8ECS4/Js2LDhM+++++5HRkZGqi73U4poNIrR0dGav09OtYXHy+F2uyvKuFIyCUqnM0FkGVlFwzRxMhqFv4aZ1hyHJCGlaYhk+0DXg2YYNQuypnNKEtQqMsrliqsqjkUiUzUta+WKSy/FCp8PyVSKJI+HlwPiOAvwQJLjsohIiEajf3XhhRdi+/btWLRoUc3fs6OjA/F4HMlksubvBWQ2i9Rz06rD4Si7442QSmXWR5YZEA7F45Aq6DldKY8sYzAWg1mnzJ1mmnDUYJlFIQIRBKK6nBtjDKeiUfT6/XX53j27cyd6e3owkkpdeNXatdfV/A25hkBEtxLRc0S0P/t1k91jmi94IGkxfrE2rw0bNjzrcrna4/E4du3aVZf3FAQBvb29GBgYqPl7McZgmmZN1nzOJteHuxyUSmUykmVMT6d1HTFVrckGm9m4ZRl+pxOjiUTN38uKDjblIiIYddgMFk6lIAkCWqpog1mOs846C1etWoWOjg4MJxIv8nJA8xsRPUhE+wFMAvha3tcgEb1MRLfaOsB5gAeSFuEXa3MLBAL+0dHRZ4gIO3fuhLdGC/4L8fv96O7urmpzSikURYGzTh/W+TweD5QypoAFRQGl0zDLGGtS09Dudtdt6jeny+OBUula0BLppmlJB5tySXWqKymLIpZYWF6rFI/eeSdCw8MQvd6OjRde+Exd35yzBBHtIaL/k/18fZmIlhV4znMAjjDGdjHGXmOMTQIAY2ySMfZjxtgWAG1EVPt1TPMYDySL4BfrmWHlypV/Mzk5KUuShJtuuqnu79/S0oLh4eGaBZO6rtc1EzmdJEmlnZuuA4oCGAZQYgbOME24Zblmu33n4pAkLPD5alpX0qzxLu25eGQZyRpuBhuOxSCLomUdekrV0tKCBz/1KQwODuKtEyee7az17jPOUtnP3F2MsYsA7AWwDMD+ac/ZA+BVxthrcx2LMfYCgEme7KkcDyTnwC/WM8Pq1avPHx0dvVFRFOzbt8/SloHlkCQJw8PDNTm2qqo1LfdTTKl1JUlRQKqaWR9ZwowjYwyHw2FbWxc6JQlHwuGaBFxmtiROrUoZlUIWhJpsvElpGsKKYku2FQC2XH89up1OuFtaHOcsX/59WwbBlY2I1gHYgw8/i58DsG7ac4IA2ot9LudkP5+vsnKcZxIeSM6CX6xnDkEQftLd3Y3rrrsOa9eutW0cHR0dSCQSZU0DlyKZTNa83E8xoijCMIyiU8BCOl3WRptwKgURgLfO6wen6/H5cDISsXyKO20Ydc/WTSeLYk0yrkPxOLp8PtuyraIk4Q/vvReiKGIombzpgp6elbYMhCtXbgH7gezXvdk/W/Ke8yCmJX1K8CpP9FSGB5Kz4xfrGWDDhg1bFUU5OxwO44kn7O2cJooi2trakLBw84au63Ur91OMy+UqWg7otIxkEXq2nd6iOq+vKyTgckEUBIQt/CVAM4yal8MplUeWkbIw45rWdYAIbTWs91mKDevXY01HB1rb2sgRDP6DrYPhSpVrNfYGADDGjjDGns8tKctazhg7UuZxXwNwsRUDPNPUtrJtc5txsQJ4ftpzKr1Ynwbw4+qGx1WLiKTFixd/JxgMYtOmTeju7rZ7SOjo6EAqlcp0+bAgiDBNs2atECuRKwc02zQ7KQqgqmB+f9FjqYaBxYEAnA1yfotaWixtL6iZZt13as8ll5msdkMTyxY7XxoI1LUU1Wz23XMP7vr61xFLJM772KpVN/3y/fd5QNmgsrOAQWT2JEzO8dS27NK0QjbN8ViwqgGeoRrjJ3CD4RfrmWH9+vVfe/vttwMAsHPnTruHM4WIcPjwYaxYsaKqD1rDMEBEtq35LESSJCSTyTkDyVIykoqmIa3raHW7azHMijglCUSE8WQSHVUuJbCj3E8xBFhSV3IimURK1xsikwwAvX19uOH88/HCv/0bBhn7CyL6R8ZY/aqxc+VYn/16YM5nASHG2N5CDxDRc3M9Vs3gzlQ8kCyMX6zzXGdnZ7vP5/tCX18fHn/8cVvK4szG5XJBlmWEQiG0t7dXfBxN0xrqvHI8Hk/hdZuqCmhaZpNNkXWBQ/F43eoOlkMgwlgyCZ8sw1VhIGhF1q8WREGApuuQqsiW66aJ4UQCq6q4rmth17ZteOX11+Hv6mrra239MoAv2T0mrqDcHoNXizxvkoiCRRJBp8nWfH694pGdwRrvp1VjKOtiLefA/GJtDIsXL/67rq4uacGCBfj0pz9t93Bm6O3txdjYWNnFvHN0XYcgCA0xdViIw+GYcW6UTpeUjYwoCnTG0NZA2cgcSRDQ7nZjtIpORXbVjSyFS5Kqmr4fiEbR6fHUrUNPqdweD57Ilv0aSaX2BIkaI13K5Wo0h4kojMwGWAB4LnffLGX19uPD5WmlugqZpWdcmRrzp5UN+MV65rjgggsujsfjm8bGxrB3796GDLYcDgf6+vqQTqcrer3d5X6KEQRhRjkgQVUzgWSRTF4olUK319uQ3zcA6PR4kNL1ikrm5ILIRj03IFMOSKvg3Bhj8MgyOm2o91mKzZ/+NPyqio6eHnnVOef8wO7xcBmMsRcYY62MsVZkGn0gdzv7Z/rehdyehosK1X0uJJvgmSgng8l9iAeSWfxiPTMQESmK8qNEIoFLL70U55xzjt1DmpXf74dpmmWXA0omk3A3YLYuX27dZn4wSek0SNPmzEgyxtDl9TbktHYOEWFFa2vZ7QUZYzBM07ZyOKWSRbHsjjeMMUykUmh3u22tiTkXEgR88c47cfToUbw/OHj9yvb28+0eE/eh/L0LpTyfMbYLwN5in8/ZUn9bCn3Gc6Vp7J9YNuAX6/x20UUX7QyHw2fF43H09/fbPZyiNE0rq0h5roNNI2e0chwOx2kZV1LVTCA5S0ZSN00cCoUabhNKIaIgYFJRMF7GFLdh0U79eii3401YURBRlIY/vwsuuACfWrECDIA7GHzF7vFwpyl178KUvM/nPdOXoRHRsux+hduzz+MqxAPJmfjFOk8RkTMSiXxz4cKFeOyxx6rayFIvra2tMAwD0Wi0pOfrut7QU9rTSZIELRuQFAskB6JR+B2Ohg9GctrcbgzH4yUX81YNo+HWDs5FFoSSzs1kDKOJBHp8vqb43j11773oamuDIoorL1yyZJvd4+Gm5BqClLXHIPu5+2MATxPRfgDLiOhlALcC+Npsm2K50vFd2zNVfLFms5JPZ4PJtuzF+joyFyufzrbZRRdd9E3DMDyMMdx55512D6ckRITu7m6Mjo6ipaVlzufmio83w4d1jizLSCaTkCUJSKczu7YLBJJJTUNC07CwyL9BI3FKEto9HgzEYlhSpNRNUtPgbpB6mKUSSwwko4oClyjC2yS/4HR2d+P2iy7C/330KKLp9HeI6MeMsdo1HOdKlSsWXnKSJye7DI0HjDXSXD+56oNfrPNQT0/PAlEUH2hra8Pu3bsbpttLKXw+39TmlNlqQjLGYJpmU2UjczweD5KTk3BoGiBJBXtsq4aBRS0tDb9+cLoujwdjySRMxmZdG6ibJkSipvoFAPiw//dc5wYADknC4mBzlc69d8sW/PTpp+EJBlvWiuJXATxl95i4qSTPG7aOgpuhuX4q1we/WOehrq6ul2OxmNDV1YXLL7/c7uGUze124/jx41PTwNNN3wHdbByMQU+nC05rJ1UVHlmGv4E32MxGFAR0ejxIqOqsz1ENo2G685TLIYqZdoezOBGJZH4BarIg2elyYfcNN+DYsWM4PDz8BR9Rh91j4rAMwCSf3Ws8PJCciV+s88wFF1xwRSKR+LgkSXj66aftHk5FiAg+nw9DQ0MFH0+n002ZjcyRDQOmpoFNC6hMxnAyGq2o3EyjEIgwFI8jWmD3fVrX4WrSIDJHnKUcUEJVkdA0eJr0uvzUFVdg7YIFWHzWWdKK5ct/aPd4zmQaZLCGAAAgAElEQVTZzaoAT/A0JB5I5uEX6/xDRKRp2t+1t7fjlltuwVlnnWX3kCrW3t4ORVGQnLYTuBnK/RQj6Dpkw4A2bbPJRDIJRxOtryuEiNDr92MwHj+txaCZ3aXdbNm66RwFygGx7C8AfX5/054fCQL+4L77kEwmkRKEq/r8/nXFX8XVSNmbYLn64YHk6fjFOs985CMf+YLD4egJhUJ49NFH7R5OVQRBwIIFC6DmTZMahtE05X7mQpoG2TCgiyJYNtgyTBMjiURTbbCZjc/hgEMUMZlKTd1nMobm/q59aHo5oLRhoNXlauh6n6VYdfbZ+OTSpQgEg/C3t/+Emv0/WvO6KPuVd4VrQDyQPB2/WOcRIvIMDg5+NR6PY8eOHfD7/XYPqWp+vx9erxepbECSTqcbsp92uUjTAF0HyTKMbCCpmyZWtLVBbqKSOHNZHAicthZSNYx5c25Apj2kZhgwTBMmYw3bwaZcj2/fjtDwMCYSiaXn9PTssHs8Z6iSkzxEFMx2o5teim9dtnMdZzEeSJ6upIs1r50im+XPy3UYK1fEunXrXohGoy63240tW7bYPRzLaJqGkydPIplMwuVy2T0cS5CmgXQdstMJ1TCQUFVMpFJNv34wnyQIEIhwKhptynI/xciCAIMxjCeTGE8mm3ZKe7pgezvu+8QnEIvFENX1bxLR/PhP11zWAVOVUYrZBCBYYJ/D7Six0QhXHh5Inq7oxUpEDyKTudyS/foCMv2zL8r780DNR8rNadGiRctCodAdS5YswZe+9CWI8yjz4/F44HQ6MTk5OWs5oKbCGKCqgK4DkgS3JOGDcBi+Jl4XORunJCGiKEhrWtMvR5iOiGBmlyP0zoPsf75tN92Ec/r60LN4se8jK1Z80+7xnEnyusa9VuJLrkLhZNAm8P0PNTG/fiWuQikXa659Yn6HGiJqY4yVeoFzddLW1vYTn89HKU8Kd79/N6T3JcjIlJZ5fevrME0TerZsiSzLYIyddhvAVKkdSZJARKfdFgRhaq2iKIoQRXHGbU3TwBibcVsQBEiSBF3Xp2pD5t8mIsiyDMMwYBjGjNsA0NHRgcOHD8Pv90MURTgcjuY9J0WBrijwiiLShoHRRAIiEeRsaZncVLcsCGDAVBFsORtE5zZ6SIIAyrstEkEUBKjZf7NitwWiqelZVuA2IdNnWs9O3U6/DWQ2nhimOTXmQrf9DgeG4nE4JAkOUZwX55S7fSIaRcDphGGaU2No9nNC9vVP3Xor/vsvfoEhVX3ATfTlFGOD4OphU/brq2U8/8cF7l8H4GuWjIg7DbG8XYRnsmymcT+AvbP1wyaiGelyInqVMXZVPcbIlWb16tWf0TTtH3Vdx8RNE4i0RAo+78alN+Lrl329zqOzRiqVmspoNfv0NiWTcLzzDsSxMeiLFmEwGkXQ7QYBcDdR4fhSpDQNTlHEYCyGTq+3aetHFsIYQzSdhkuSIAoCpPmQLc+TVFXs/trXMOFwIB0O/+/fHDx4id1jOhNk2xo+CKC1WFm+bLInDOCq/AQPEW1CJhAtegyufPPrf3p1chttXpjtCQWCyE3gay4aChEJk5OTfxkKhXDdddfh9o/eDj8KT7P99NhPseL7K3DNT6+p8yirk0ql4HK54HK5EI1GkUgk7B5SVXLrI5kkQTcMtHs88MgynJI0Z7HrZmMyBlEQIAgCeltawLL3zQcsm430O51wStJU9nC+MLJZ9n133YX3330X7586tSHo93/M7nHNR0T0XDZ4zNkE4LUSA8BNAFBglvAqAEd4EFkbZ2wgWeXFmrMFwP+xdmRcNdauXfuM0+nslCQJDz74IPas24Nf3/ZrvLf1PYgovE7ycOwwVnx/BS782wtxYKyxKz/lpoVz2UiPx4PBwUE088wC6TpI15EWBLwfCk3tZBay5zlfgq38VoICEcYSCYw3+S8BOaOJRGaJQ/b83JJ0WjmgZpc2DLgkCUuXL8cdGzagtbUVHe3tL/FyQNYiolsB7AHwYHb3dRCZJiGlth6+GIWTO5uQXTeZVy+as8gZGUhacLHm8MW7DYSIWmKx2JdcLhf27NkDj8cDAHA4HFBVFQfvOojDdx3GhW0XFnx9wkjgtp/fhlXfX4W/O/R39Rx6ydLp9GlT2T6fDw6HA6FQyMZRVSlb+ueUqqLD4zltty9hfmTtGGPQTfO06d4enw+jyWTTZ+9000RIUdCTV+6HiCASTa39bGbTd9j333gjvLIMbyCwcNGiRQ/ZOLT5aDL7Z1c2qfMcgOcZY6X+hj9jljD7+b4OH5b12zT9RVx1zshAEtVfrLnNOcvKeQ1XW7Is/0EgEHC0tLRg8+bNpz3mdruhZFvU/eS6n+DwXYfx0tUvwSnMrMFowsSXfv0lrPj+Cjzxn0/UZeylUBSlYAeb7u7uqbqSzYh0HQlVhQKgMxv858ii2PSBFgAoug7ntMoBsiii2+vFQCxm06iskdQ0tLpccE1bzzofprgN04SYNwMAAN5gEA9dfjlM04Qoil8nIp+NQ5xXslPSXwNwFRG9iky74nISPOvwYRm/nKeR+bzny9Bq5IzdbENEe5BJgwcBHCjzYs29fhdjbHktxseVh4hWBgKBtzs7O+U//uM/xgUXXDDjOZqmQRTFgiVzdry2A78Y/sWsx+9wduB/XPk/sK7TnlmR3I7s2fppp9NpSJLUlGWO5GPHkHrnHUjBIBwFutgwxpDSdXiadOONYZrQTLNgTUyTMUymUmh1u5uyHNBc5wZkzk8zjKbdVKQZRmZda/73RlUhDgzg5u99D5OKAsMw/uLw4cP32zdKDjhtQ83zyHyufwAAjLHns7OQVwH4YLbNtFzlzthAslrZ9ZX8omwQgiD8zOv1br744otPfPe7311c6DmGYYAxBmmOD7XnDzyP777zXTAU/n/hFJx49uJnsXXlVmsGXiJd1zPThbMEiowxHDp0CEuWLGm6TjexN9+E78QJuHp7wWYZe1rXm3YncFLT5gyCGWMYisexwOdrumDySDiMNrcbwTkqB6iGMVWMvZmYjMEwzZndh0wT8pEj+KWuY/sf/RFUVWUOh2N5PB4/as9IOYAnd+zUfD+VGwRjbBcPIhsDEX367LPP3ux2uxP79u37n7M9TxTFqbqKs9mzbg8O3XUIL139EjpdnTMeT5vpqWnv5w/U59vPGJvqqT0bIkJ7ezuGhobqMiarGIaBkclJSKYJNsf5Nes0aaqEDjZEhLSuY7zJlidE02lohoFAkV9cmnWday4AnkEQAEHA+pUr8alPfhJr1qyhhQsXvlT/EXLTXIXSi5ZzFuKBJNfUiEgOBoPf8vl8CIVCX1m+fPmcu+idTieSyWTR467rXIdf3vpLHL7rMB4870EQZmZTXnjnBZz7g3Nxzc+uqelu73Q6PVVQfC5tbW3QNA2xJlpzNzY6iqAsw8UYUGRa3i1JSDVROaDcLu1SsozdPh8mkkkYTbI5xWQMp6JRLAoEip5fM65zzX0fZj03QQAYw1O7d2NychJEtH7x4sXNVUds/tkEXkXFFjyQ5JqaIAgPL1u2bNWRI0eOG4bxDQBvzvX83PRwscxkvrmylBrTcDh6GLf9/Dac/8PzLd/tbWY/0EpphUhEWLRoUdOUAjIMA4loFN0uVyaILBKQEBGkJioHpBeaFp2FR5bhkWXEs52EGp1mGOj1+0tet9ps5YBy5X5mlb0GF/T2YvPmzfD7/XA4HH9DRM23SHkeyCvpwzOSNuCBJNe0iKhDluUvDwwMIBQKfZ4xlkamVlh4rtc5nc6p1n/lmJ6lFKb998lNe1sZUCqKUlbnGpfLBafTiXB4zn+ChmAYBpb09UFibM5p7XzNUlcy15qvnHWBiwMByKLY8L8IaIaBuKrOuS5yumYqBzS93M8MjAGmmfnlRxRx//33IxQKIRwOd5x99tlP12+kXJ42ZDbN8p3ZNuCBJFcyIgoQ0SeI6Gy7xwIADofjK36/Pzg6OvoagJ8BwPLlyw2U8Fup2+2uqmTOnnV78P5d7+Mrl3xlRgmhXEC56vurqlpHmetgU4mxsbGysq71Fo/HMTQ0BJkxwDCKTmvnSIIAzTQbPthSs7t9y2WYJo5NNnbzjaF4fKoHdTmaYZ1rScsRdD1zvcoyQASXy4X+/n4kEgkkEolns3ULuTpijL3GGLuo+DO5WuCBJFeSbGmFzwP4IoCXbR4OiOiC3t7eB3w+n8kYe5ydHln8QwmvhyiKMKr8YNu6civevuPtgllKEyZeeOcFnP/D88teR2lmW7KVMqU9ndPphN/vx9jYWNmvrQfTNHHq1Cl0dnaCDANkGCVnJAHAJYoNvVbSZJk9/5XsUvY5HFB0HbF02vqBWSChqkhpGjqm1fsslVuSkGrgKW7VMGbU+5xOUBQwpxNm3i951113HS666CJ0dXU5zj///O/Vepwc10h4IMnNiYhEInoMgMwY+y8AHgKwj4hmVsau35jI6/X+WUdHhzAwMLCfMfbWtKe8AiBS7DiSJE2tQbTCbFnKtJnG4ehh3P7z27Hmb9eUNO2t63pJG2xm09XVhVgsVnWgXAtjY2PweDzweDxTgWSpGUmg8adJFV0vulN7NkSERYEATkWjDZl1DSkKOrzeikv5EBFEQWjI5Qm5zkPFNg9RKgXmdoNN6+Szd+9exGIxxGKxm3p7e1fXerwc1yh4HUluTtmuDQ8wxr6RvS0yxmyNTojopuXLl7+iKEp0YGBgGWNsYvpzPvjgg2///+ydd5hcVfnHP2fmzuzO7mzvLWVnk0AICUEBFZEV6QiCKJooEQlF6VJSaMNgAiRSLChFVIRQBPwhorQIuKB0IYQUUmbTNtt7mXrvPb8/ZnbZbLbMzM5sCffzPPtA5tx77rlbZt573u/7fQkFvcMSCARQFCWmnb+ReHLbk6z8YCU+zbePL6UJE8nmZIpTi7nty7ftZ3KuaRq6ro8qkIRQMKppWsJ9Jb1eL01NTXi9XqSUpKWlkZOTM2RavqWlpbc4AXNDA9ZPP0UKgZ6dHdV1R/JnHA+8wSBJijJqz8Rmjwe71Tp8wcc40BMIkGKxjMrvsvcBYKJ5gvpVFavZPPy9SYll506CJSUEZ89GDvgdv/HGG9m+fTudnZ1btmzZclCCl2xgMCEwAkmDYRFCnAx8W0p5kRBC9KaQhRCKlHLM84tCiGRgY1paWnlPT88Vmqb9ZrDj3G73wcBGGMS3px9Syv36V8ebD5s+5Pp3rmd3125UXUXns500EybK08v3CSh77X7iEdzW1NSQnp5O+iAdY2JFSsknn3zCm2++ybp169i+fTspKSl9Aavf78fn8+FwOJg/fz5f/vKXmTt3LiaTiY6ODux2e58nplJbi3XLFnSrFT0jI+p1TKSON7qU+DUt5t3I/kgp6Q4EsFksEyLg0qVke0sLjuzsmLSfA+ltGTlRDNh1KQmMVKkNiO5uzO3tBMvLCc6cud94S0sLJ598Ml6vl/Ly8h9u3LjxsUSt2cBgomAEkgbDIoS4FJglpbwi/G8zcA6QD+QAG6WUfxmr9SiKsnz27Nm3bd68eZOqqvOGC2bdbvf/AWeNNOdYthfsDSqrO6r3CyiTzcks/8JyzppyVtwCW6/Xy65du5g5c2ZcAtNt27bxwAMPsG3bNlpaWrBarVx//fUcffTR2Gy2UHDn9fLmm2+yatUqAoEAOTk5FBcXc/bZZ1NWVsaMGTP61qLs3o1161Y0ux1pj75lcUDTMIfTpeNNvIOj2rAfaHFaWlzmGw11XV2ouk5ZlMH+UEy0h4BId7eVvXvR09MJzpyJlpMz6DEPPfQQTz/9NFLKrurq6hwp5cQVhRoYxIHxf/c1mOhsAb4rhLALIbKBBcB2YA3QA/xOCPFAeCyhCCGKSkpKbgwGg6iqelUEO6K3RTJvUlIS/jEqbjg873BeOv0lnjzpSSoyKkgxp2DChI6OR/Pwi/d+wZHPHhk3k3ObzYbdbqexsXHUc61du5Zly5ZRXl7O0qVLyc3NJT09ncLCQmy2kGRWCEFKSgolJSWkp6eTm5vLDTfcwHHHHccLL7zA448/Tm1tbd+cQtOiqtoeiDJB9HaR6uuioSA1lXafD984FxYFNI1Wn4+iOAa0QghMQkwIA3ZvMBiRhEB4vQhVRU9PR8scujB70aJFJCcnk5WVlTZ//nyj+5nBAY8RSBqMRCPQAlwEzADeklK+L6VskVKuAr4DXAisFEJYE7mQpKSkVYWFhSm7du16QUq5dqTjHQ7HB0BEu6WjtQOKlt6Acv2C9dx61K3YzDbs2OmmG4/mYXvndha8siAuAWV+fj7mUfoTvv3229x///1cddVVfO1rX+P+++9nxYoVrFixgtWrV7Nhw2f1Ths2bGD16tV94/feey8Oh4PzzjuPtLQ0rrzySt54443QwaoaCiRj3FE0CYFk/FvwabqOOc5pWrPJRH5qKvXj3KnIFwxSmpYW9xR7sqLgH+disN7fm0g0rebmZrTsbLS8vGEffKxWK1dddRU9PT10dXVdnp2dnR+3BRsYTECM1LbBsISrsz8kFFD+GXiY0O+NJoQwSSl1IcRywAmcIqV8PUHrOCIjI+O9pKQktbGx8WAp5fZIznO73eXAp8CIeauxTHEPRNd1Pqj9gJs/upna7lp8mq8v9W0z21CEwtIvLOX7M74f0/yapuH1erHHkD7u7Oxk0aJFnHDCCRx77LGsXr2aJUuWMGdOqDC1N3BcsmQJwKDjv/rVr7j88ssRQrBs2TIURWHBggWcO28eVrebYGkpxKgtlFLii5M2MRYi1dfFQq9W0m61joue0BsMIoDkBKWgxzvFHWlK29TRgamrC3XaNAIzZ4744COl5OKLL2br1q1kZWX9e/369V+P15oNDCYaRiBpMCS9FdpCiDMIeTN+DJwkpWwU4U+1fsU3HwBuKeX3ErAOkZyc/I6U8ki/379aSrk0mvPdbvftwLKRjpNSEggEEl7lPBgDO9g8ue1JVn24Ck3X8Gih3uAjVXsPh67ruN1uSkpKSInSA3DNmjW8/vrrNDc3I4RgxYoVfUFiLxs2bODGG28E2G+8sbGRXbt2sXLlyr5xKSW33XYbJ8+Zw09nz0Z1OGLelYSQPtFiMo2LVjLR1eO6lOxob2d6Zuaoq8GjQUqJu62NXJuNTFvi3L78qooyDj+7gKahmEwjf0+DQSx79qCWlBCsqIi4KGz79u2ceeaZCCGYMWPG1z7++OM347BsA4MJh5Ha/hwiQiT1//dgx4WDSCGl/DvwR2AecHx4TEopZb/eskuB6UKI2JyKh2ehw+E4MisrqxlYGcP5Pwd2jHRQvEzKo2Uwz8jvz/g+H33vIx4+/mEqMiowY+7TUW7v3M7i1xZz8t9P5uwXz44o9W0ymcjLy6O+vj6qFLeu66xdu5Zjjjkmph2xYDDYV5TTn0MPPZRbXS7+9f77PPDmm8hRBkjjlSaNVF83GkxCYDGZaOjuTuh1BtLu9yMhoUEkgMVsjqlTzmiQUiLDbSxHOBClsRE9KwstNzcqZ4GKigq+//3vc8ghhxAMBp8c6n3WwGCyYwSSnyPC5uLnABcDa4UQVwohHOGAcKQ3uWuBGuCnQoj+W2G9avkMwBv+iueaU3Nycu60Wq00NDQslVJ2RjuHw+HwAJdGcqzZbB7z1oK9XWwGo1dL+cRJT/QV56SYU+gKdrG9czsft3zMj/71o4gCyszMTHRdpysKzd3WrVtpa2tj7dq1EWsi+4/X1tbS2dnJXXfdtd/4jOnT+fnixTz30Uc89vLLEa9pKGyKgmcMu6ZEo68bLYWpqbT5fATHKFjWpaS2s5MpcbSNGgqTEAjGVucqCT04jvS2Zwr3rNdyc1FLSqK+zuWXX05XVxdCiOKjjjrq8ljWamAw0TECyc8JQogpwMmEGtvfD9wITAdeE0KU9UtR7/POGg4yTVLKdkK2P0cCVwshZveOhw+tBtbIaLa7Ilv30vLy8kK32/2xlPLhWOdxOBwvAiO2Luu9/bHaldTDfaNH+kDrX5zz8PEPMy9nHinm0OavV/P2BZTzn5w/bOecadOmRaUB3bJlCz09PSxfvpw5c+YwZ84clixZ0hcM9tdHDhxfv349e/fu5Xe/+92g4xs++SRULS8Ej7/yCv98662I1zUYY10J7FNVbGOk7bMqCgWpqWMWKGu6zvSsLJLGSHeqmExj2ofbFzYfHw7R04O5sxO1oCBmDW9GRgYLFy4kOTmZpqamVfn5+ePWEczAIFEYGsnPCUKIS4CnpJTN/V4zAW8CScBFUsoht7T6FdZcAHwfKAz/dztwCvAN4GYpZWsc1zzNYrFsttlsyZ2dnV+VUv53NPO53e50YD0wdaRjPR5P1FrCWBjNdT5s+pCVH6ykJ9hDg6eBLjW002gWZqanTSfVksoNX7xhPy1ld3c3Ho+H/PyRi0l/85vf0NTUxK233rrP68NpIgE++eQTbr31VjRN49Zbbx1cU3n99Qifj1+cfTZtaWmsevRRli1axFcOPTTq70UvMmwKnuh083j5V/pUFZMQIwZBo8GvqjR5PJSOwW5kf3qDu0Tv8EbSfUj4/Sh796IWF6NOmYIWwd/KUGiaxtlnn82uXbuYPXv2Y++8884PY57MwGACYuxIHuAIIUxCiCJCu4k9/V4TUkqdUBA4E7hBCDEzPD7YO6wEkFI+BJwHvA4sIeTVaAeuiGcQCZCcnHx3WVlZcmdn5xOjDSIBHA5HJ/AjYMSnp7GwA/L5fKMq7Dk873D+espfeemMl/jDN/7Qp6XUpNaX9l782uL90t7Jycm0trYSCARGvMbevXvJysqKem1+v5+CgoKRe5lLCSYTR8+dy4Xf+ha/WLOGDdXVUV+vFyEEismU8D7cUsoxLXzpxRsMsrujI6F9uPd0dpI6DlXUyYqScM/MiOQIqopSV4eWl4dWUDCqIBJCcpmlS5diMpmor69fOG/evPJRTWhgMMEwAskDHCmlLqWsA5qBs/u9JsNtDjuBxcAZwMVCiLSBmsne1oj9KrVrpJSXSykXATdIKR8NB6VxQwhx7PTp08/yer0+QoU8ccHhcFQBKyK4PkKIhKW4e8X+8bIa6q+lnJczj4r0CtKUNLqCXfvpKBVFIT8/n7q6uhHnVVWVtWvXRqyJBFi/fj3PPvssF1xwwbCaypU33MCqxYtZ8be/sX77dk7/6lc569hjufnBB9kZwdqGwpzg9LYeliKMR+1Els2GLiWdCTLQ7/D50KUkM4EtQ4cjWVHwJjB9P6IcQdNQ6urQMzLQCgpi0kUOxpe//GWOPvpo8vPzhcVieTYukxoYTBCM1PbnACFEKvB7oBVwSilbBjnmt8BCYIGU8qUR5jMTkkcm5NNaCGHOysr6eNq0aYesX7/eparqLfGc3+12K4R2VL860rFer7eva0s8GYvU+YdNH7L4tcV0BT8rrkmzpFFgKyBVSeWKqVdw9KyjUYZJA19zzTXMmjWL//znP8P6RPb3kfz973/POeecw9FHHz3oeO//zy0rw7p5M59s2MCKF15g+aJFSCm54u67KcnL4+4rr6RwiDZ0I+FXVSwJSpMm2u5nJLyqSnVrKwfn5cX9/hp7erApCmnjYIHVizfcajLe9zbi74Suo9TWIpOTUYuLCZaXx+xtOhi7d+/m/PPPR1EUioqKznjjjTeej9vkBgbjiBFIfk4QQvyU0E7cAinlK/1eN/UGhEKIGuB/wI/CxTW9x2QA5wObpJSjL68dea0XlpaWPuj3+2ubmppmSCk98b6G2+0uIWS0PmzeStd1VFXdz75mNAQCAcxm85j19h5MRwlgN9kpSynDarVywxH7aykBli5dyte+9jWmTp3KmT89M/Ti6bB9yb5+8P01kzfeeCPz58/f5/4G01Sa2tuxbt6M8Hj4qKuL5ffdB8DKiy/mn2+9RXVtLb+47DKyY9TqJSLgG0+/yv50+f0kKUpctZKqpqFJOWYFNkORCJ2rDJvGD3lvuo5SVwcWC2pJCYHp0yGOf/O93HXXXVRVVeH3+1vcbnd+oh7GDQzGEiO1/TlBSnkfob7Ztwghyvu9rgshet9dzwFOB4qhrxgHQsU4y4Gv93stIQghMk0m08q2tjaampquTkQQCeBwOPYS6hs+7Bt5ry1PvB+4hrL7iTcDdZT9q7279W7ohrrWuiHbMdpsNnp6eiK+Xl5eHlarNbIgWcrQ1wBMJhPX/eAHFOfmcsP999MZxfX7E+80qZQSXcpxDyIB0pKSaPV641bprOo6W1tbJ8S9JULnqg33c9N1lPp6MJtRi4oITJuWkCAS4Cc/+Qnt7e3s2bMnp7Ky8taRzzAwmPgYO5KfI4QQDmAT8EtgZX9Pxn5V2U8C6VLKUwe8PkNKuS3Ra7RarfccdthhV3388cdvBQKBr8bbTmggbrd7KXDHcMcEAgEURYlL8KfrOpqm7WdAPpb036W0SisZXRm8z/uoqNjMNjSpIRCU2cuYu34uaTKNNz9+k+ojw0Uwa+Fv9/xtv9T2FVdcQU9PD3/4wx8iaqE4t6QklNr+9FNW/OMfLF+0CIDbH3mE5YsWMbOsjBsffJBAMMgdl1xCSgy6vXimScc7pT2Q5p4eugIBpsdQDDWQvZ2ht4KSMa7UHooRdxCjnGvIHc7enUhF6UtnywSn9Z999lkefvhhvF6varFYcj/99NOOhF7QwCDBGIHk5wwhxPWE+mJ/D/h7OEgU/XwkjwXOk1L+uP/rEc5tI6Sd9MW4tllTp07daLVaTdu2bfvicHZE8cLtdgvgcUJWRkMSL01jojSXo+HxDx7nqa1PUS2q+9ox9vEe8A7wHcL71EAtfGXDV/YJDK+77jpSUlLIz89n165dI/beXr16NUt/8hMsO3Zw2xNPsOyCC5hbUQHA+u3b+4JJj8/H1b/+NV859FBWXHwxyTHsFMUjAByvNn7DoUvJ9tZWiuz2UWkafaqKu7WVg3JzJ9T9xcsOaFpvtsMAACAASURBVEg5gqaFdiLHMIiE0MPkD37wA4QQWCyWl//zn/+cnPCLGhgkECOQ/BwihHgemAFcJqX8V/g1RUqpCiG+ANwqpTwthnnvA/ZKKUesih4Mu93+8pw5c05ct27dn3w+3/mxzBELbrc7hZCf5pDNq3Vdx+/3jyoI9Pv9KIoyJtrIaNA0ja6uLqqD1Vz/zvXs7tpNUA8ikSExxLvAos+OTzWn8tihj+2jeXQ4HDQ1NTFlyhRgZJ/JDRs2cOPy5Zh8PlYtWMAhRx65z/j67dv7NJM3nHcej774IrmZmdz04x9jjTIo1KVE1fWY9YTx3B2LN+1eLx5VpTgtLeY5ugMBzCYTtgl4f6N9CJBS4lXV/ecIV2eTlIRaVERw+vQxCSJ7+eijj1i+fDlSSsrLyw9/5ZVXPhqzixsYxJmJ8/hpMJacBXQSsvupBJBS9hq46YQqvGPhF8DPhBBRe2YIIU4xm80nbt68udvv9y+P8foxEW6heAawd6hjTCYTQoiRfRGHQEqJrusTLoiEkM9deno6JXoJL53+EpsWbuIvJ/2FiowKlBwl5D4alhrOy57Hxws+3uf83ofRsrKy2BYwwvfUbrOx4uKLqWtuZtWjj6JGqQsUfGa3FAvD6uvGmUybjczk5JjvrcPnQ0o5IYNIGL3OddAgUlX3qc4OjHEQCTB//nzmzp1Ld3c3jY2NT4/pxQ0M4oyxI/k5RQgxD7gMOAxYCbwNHEqoZ/bfpZQxvXsLIVYCU6SU50ZxjiUjI2OzlNLR2dl5nZTyzliuPVrcbvdhwH+A1KGOiTXFPVadcmJFSsmOHTvIyckhIyOj7/VgMMg3v/lNLr30Us444wxgcLufhQsXctRRRw06PmRq+9JLQ6ntRx9l2YUXDprahs80kwXZ2Sy5914OnjaNJT/8YVSa1YCmoZhMUadJJ/JuZC+arrO1pYUZOTkoUXxPdCnZ1tpKaVoaqQkqLokHkXSiGYxBU9rBIJbaWnS7PbQTmcDCmpGor6/npJNOIiMjg3nz5l3wwgsv/GFcFmJgMEqMQPJzTNjW5zRCwSTAH6SUW0Y5p51QQvQ7Usq3IznHbDb/bM6cOXfv3bt3R0tLy0FSypFbriQIt9t9CvA8MOjWoa7rBIPBqDrSTNSU9kC6u7upr6+nvLx8nyBt2bJlfPTRR9x1113AvoGh3+/nv//9L3/+85+57rrr9huHoQPLQ6dPx7ppExvXrePnL764X+A4WGDZ2NbGTQ8+yIITTuDy7343KlPwWNKkE1EbORg1nZ0IoiuWaezpwaeqTOn34DBRifZnN2iBTSAQCiIzM1ELC0NB5Dg/IPzud7/j1VdfJRAIeEwmU8aGDRsS29rHwCABGIGkAbCvn2Qc5joXuBz40khzCiHyCgsL3dnZ2WmbNm06XUr5j3isYTS43e7zgD8NNR4IBLBYLBEFMVJKAoHAqFohjiW7d+8mJyeH1NTPNmWffPJJ3njjDWpra4F9NY9ut5ucnBxqampG1kQOGBc+H9aNGzE3NvKh39+nibz9pz/tCyJ76a+ZvOw73+HPL7zA8UccweLTT484mNSlxD9SZ5N+DKmvm4Cous6nzc3MyM6OaPdU13XcbW1MzcjAOoF3W3uJVuc6cAda+P0otbVoOTlohYUEp06FCfBg5/P5OOecczCbzRQVFf3+5Zdfvmi812RgEC0T+zHbIOH0a3sYT2Pcxwj1s/5hBMf+vKioKG3nzp2vAv+M4xpixuFwPAwsG2rcZDJFrJXUNG3YzjETjSlTpiCE2Edzd8QRR7B79+792kWqqkpmZuY+qfBokGYz0mxGRKl5LMnLw3XBBbz0zjs8sXZtxOf1BhV6hA/PkyWIBFBMJqZlZuKPsFe1JiVTJkkQCdHpXHUpEXz28xZeL8revaHe2cXFoZ3ICRBEQqjv/SWXXIIQgg0bNiw+44wzikc+y8BgYmEEkp9zEuHTGA5KrwRuF0IMWU4qhJinKMqFW7Zs0TwezxWJ9oyMBofDsQpYNdiYoigEg8ERP9QmcoHNcPj9/r7dR4Dy8nIyMzM5/fTT+3pnf/LJJ3R1dZGdnc3GjRuH7b09ZG9uRQGzmY937uT2Rx7h9p/+NPT1yCOs3/5Z55ze1Hb/cX8wyE3nn8/Tr77Kc2+8EfG92SwWfBEEW/6w9cxkwm61opjNdI/Qh9sTDLKro2NC6z4H0tvbPJI3CFXXPwsiPR6U+nrUgoKQxc/UqTDBZAonnXQSNpuNrq4uU3t7+/+N93oMDKJlYv1FGRwwSCnfAV4l1BFnP4QQwm633ztr1iyTx+P5rZRy09iuMCKWA/cNNmC1WvGP8IEdDAYnXRAJkJGRQVdXFz5fyA5UCMEpp5xCdXU1c+bMYcmSJTzwwANs2rSpL4js1UT2jvcGi/31kfuNb9zI+p07WfnCCyxfuJC5FRXMrahg+aJFfcFkf33kwHEBfPe441i9Zg2vvPdexPeXrCjD7tz1drCJpnBloqDpOrXd3UPuukop2dPRQd4ELvwaCqvZPOJDgAynwM0mE6K7G6WhAbWwEK2kBLWsDBLQe320CCG48cYbSUlJoaam5qgTTzzxmPFek4FBNBgaSYOEEbYBWg8cIaWsHjB29ty5c5+pr69vb2xsLJdSto3PKofH7XabgAeACwaO+Xw+rFbroNXDUkq8Xu+ErtQejs7OThobG3E4HAghqKur45JLLuFXv/oVxcXFvPnmm/z2t79FVdWINZGDjQu/n1+cdRaHzJ+P7OfR2V8TOZJm8jvHHcez//43S889l6Pnzo3o/np3HAfTV8Za4T1R2NHWRlpSErmD/O61eDy0+3w4srPHYWWjRw8X0QxlV9RblGPq7MTc0oJaVIRaXIxWPPEzxk6nk+3bt9PT07Nnw4YNU8crQyOEWAL0vl+XA88MfP+Ocr5yYKmU8uJ4rM9g4jH5HrkNJg1Syr3A3cA+dj5CCFteXt4vhRA0NzffMFGDSACHw6EDFwMPDxxLTk7u27UbyGQOIgHS0tLIzMxEDe8AFRUVcdhhh/GPf/yD1tZWkpOT+8ZGhRBgNiNG4RX4hVmz+Om3v80vHnuM/336aUTnmE0mtEE+pwfq6yYjJenpNHk8Q+5KTpQ2iLFgEgLCO8YD6X04MLW3Y25tRS0pQZ0yZVIEkQBXXHEFjY2NCCHKDjnkkIjt0+KJEGIt8C8p5TPhr9XA0+FgMFYMn8wDHCOQNEg0dwPzhRDH9XvtaiFE6c6dOzfruv7geC0sUsLB5GIGMWofLJj0+/1YJ7AvXyQIIcjOzsbn8/UVFp1++um8/vrrbNmyhfvuuy96TeQg4yuXLWPFc8/xydatfeODaSJH0kyW5OXxw5NPZsXDD7OxeuTNE8VkQtX1/XSu/fV1kxWr2cz0zEy0AQVhHT4fmcnJg/ecnkQMpnOVUqJJibW9HXNHB8GSEtSpU9Hy88dpldGTk5PDwoULaW9vp7m5+ddCiDF9ExFCfAdgkNa0txPKysQ6Z+sol2YwwTFS2wYJRwhxNqH+3ocDBXa7fYvP50tVVfUbUsrXxnl5ERNOc/+KkJF7H36/H4vFgslkQkqJz+ebcP20Y6WmpoakpCTy8vLQdR2Xy8X777/P6tWrR/SJjGTc1NnJpy+80GdKDsP7SI40/s///pd/f/QR915zDTNG6LSjh83GewOryWT3Ewk729spsNuxhTWh1e3tzMjOnpTaz4HoUhLsZxTvU1VSWlsx+XyoxcWoU6eiZ2WN8yqjJxgMcvrpp9PQ0EBOTs7tO3bsuH6srh3ejfxQSrl0wOvlgBvIklK2RzFfOaHU+HcBjNT2gYsRSBoknLDF0GvAU8nJycfMmTNnwYYNG/7u9Xq/Nd5rixa32y2AnwM39L6m6zqapmGxWKLymJwMqKrK9u3bcTgcdHd38/7773P//ffzpz/9aR/bn0g1kfuNBwJYN21i01tvcd1zzwEjayKHG5dScuTs2Xy6axd3XHIJ04qKhr2//l1TRtvXeaLR7vPR2NPDzJwcdnd0YDWbKbTbx3tZcaM3la3pOuamJiyq+lkQOQlM1oeiqqqKO++8k+7ubnXPnj2lUsqGsbiuEKKNkJZxvyyREEICJ0gp/xXFfBdJKR8UQjwARiB5IDP5H00NJjxh0fhVwMqCgoIFra2tQZ/P97PxXlcsOBwO6XA4bgSu7X2tdydSVdU+m5IDBUVRyMzMpLGxkYaGBr761a8ydepUnn46TrInqxWSkkJayTg81AohOPNrX+PLc+Zww/33s7epadjje9Okk9HuZyQykpIwCUFdVxc9gQD5qUN2/pyUmE0mNE1D1Ndj1jTU0lKC06dP6iAS4Nhjj6WkpISioiKltLT0/jG8dCbDp6Ej1kmGU9pPjXpFBpMCI5A0GCs+MZvNajAYZPfu3XePpgpwIuBwOO4iZLgehFDA5fP5our/PFnIz8/HYrGQm5tLSkoKP/7xj3nuuef6vCaj0UQONv5xTQ0r/vlPVv3oRxFrIocbX7VmDcfOn89hM2dy/X33Ud/SMuz9WU0mPMHgAZHy7Y8QgkK7HU3XmZGdPem1nwNRpETW1qIBemkpwfJyZNqQtrWTiiVLltDV1YXNZjtTCHF4oq8nhMiM4LBIjulNabdHkwY3mNwYqW2DMUEIsSgtLe3Phx56qOeYY465zWaz9QAW4AWgE/g20Csuf5uQbdAiwAb4gBbg38BRQBmhzjnJwF+BVODY8LEAb4TP79UyBgnZWbwHHAcUAIHw+U8AUwnpN5MJPVy9CuwEziPUc1sHPgY+As4EsgAvoFZWVrYDf+zu7k7p6ekhKSmJkpISLBYLe/bs6StUyc3NJSsri+rqajRNw2w2Y7VaKSwspKmpCY/HgxACTdOYMmUKwWCQxsbGvm4y+fn5ZGVlsWVLqBW6yWTCbreTm5tLfX09Xq8Xs9mMpmlMmzaN7u5u2tra0DQNKSWFhYWkpqZSXV2NlBIhBJmZmeTk5LB7924CgUBfB56ysjLa2tro7u7u6y2ek5NDV1cXerhA5ZVXXqGlpYXvfve7PPXUUxx33HGUlJRgtVrp6Ojgscce49RTTwXg9ddf58wzz2T69Ok0Njayd+9e/v3vf/PNb34Tm83G008+yTdmz6YkLQ17Tg7NjY2sqarilKOPRgD/+uADvvulL1FWXEyz18vepiZe+9//+NaRR2IVgqfefpvjjjiCopwccmw2GhoaeOyNNzjhS1/i/U2baOvs5MrTT8ecnEyH39/nE1mano7VbGZbSws6oAhBgd1Ots3GtpYWNCkxC0GSolCclkZjTw/dgQCCUGeYaZmZqLpOXVdXXwV4Yfj8TeGdUCEE6VYreamp1HZ14Q0GMZlMaLpORXY2XX4/zV5vX2FMcVoadquVbS0tfebbOTYbOSkp7Gpvx69pmE0mTMDUzExavd5B72lnezu6lPQEAqRbrZRmZlLT0XFA3BNAfnIy+e3trA8G0dPSUPLzsaamToq/J13XKS4uHvE9oqqqirvvvpt4IKUc9iminw7yu1LKZwYZbwMeHKifHGKui/qnx43U9oGPEUgaJBwhhD03N9etKEr+lClTfn7qqad+5HQ6nx3vdcULt9s9p6en56XU1NQSj8czqW1/BqOmpgar1YrH4yEtLY2cnBzq6+s599yQQ8k999wTs48kwIqbb+ZwkwnL7t0Ep08HIaLykRxJMzmzrIxOj4c7LrmE/AEFGGr4Q9wkBJquYzmA0tuqrrOlpYVpGRns6uigIitr0rREHJZgEEttLd6UFCgqoqeoiOT09ANKUtLd3c2OHTu46KKLyMrKYtu2bd/TdT1hqeLwjmQbQweSkpB+cvUI83yHkH1Qe7/XjEDyAOfAyuUYTEgURblh+vTp+R6P56OUlBQXkO9yuYavgphErFmzpqatre0Y4N2kpKQhvSUnIx6Ph56eHnJzcykoKKC5uRlN0ygsLOSCCy7A6/WO2OFnRKxWZEoK0mpFeL3xWXgYIQSLTj2VaUVFLPvd72hs29eyVEqJSQhM4fZ7kfbhngzUdnWRk5xMqtVKVnIyDT09472kUSP8fix796Kmp+MvKECvqMCWkYE3zr8344mUkrq6OsrLy7niiitISkqitLT0PiFEwp5QI0xDD3tMr9ekkdL+/GEEkgYJRQhRXlpaenVzczOdnZ2Xvv766xrwKHDgbB9AyrHHHrsDqDSbzY9KKUfswz1ZqK2tpbi4GJPJhM1m6/OWBDjrrLOYN28eS5cujdlHsnf847o6pN2Oqbs7Jh/J4cZ/8dhjnPaVr/QFkw2toXoCKSVqOJAEMAtBMJz6nOzIsLF6XrjApsBupysQwDsK4/fxRni9KHv3ouXm0p2fj2XWrFC/diApKWn0DzQThN7Ud2pqKueccw6KopCXl5dts9mWJfjS1QxfUDOSrv144AQhxAP9v8KvHx/+96p4LdZg4mCktg0SihDirzNnzvz27t27n/B6vQt7X3e5XLOBJKfT+dE4Lm/UuFyufKfT2dj7b7fbLXRdvzoYDK5OSkqa1A9qmqb1pbP74/f7MZvNKIrC1q1bueaaa7BYLNx6661AdD6SfeN33MH1Z52FUl/Pz199NWYfyeHGr124kEdffJHalhZ+ddVVZGRk7Gf34wkGsSnKpE+T+lUVkxD7pOr9qoqq66ROQrN80d2N0tSEWlCALy8PvawM84A0vc/nIykpaVL/7FRVpa6ujrJ+Hqjvvfce119/PW1tbcGOjg6HlHJPIq4thHgaqB7KR3IkneUI87Yaqe0DFyOQNEgYQoivWyyW10wmk8fv988Mt0wEwOVyZRAqpnnI6XROyryUy+VKBkxOp9MzcGzdunUn2Wy2RxRFmTytNfqhaRp1dXWUlpbuN9bc3IzH42HKlCkAPPLII7z88st0dXVhMpli7r1903XXIfx+7li8mDnz5u0zHk/N5EFTp9Le08PNP/7xoD6Tk91Pssvvp667m5k5OfuNtft8SCnJmkSG+ab2dszt7aG+2UVFeHNzURRlP4cEXddRVXVSd5XavXs3NpuNvLy8fV6//PLL+fe//43JZPq/7u7usxNx7bC+cbmU8gsDXr+IkHbyhBjnNQLJA5xJvWNiMHERQigZGRn3zpkzB7/ff3v/IBLA6XR2AB8AXx+fFcYFhbD9z0Cee+65V3ft2nUs8N+xXVJ8qK+vxzJEMJWTk4PX66UnrLn7/ve/T3Z2Nq2to+uEJhUFzGZM3d2jmmc4hBCce8opzKmo4Pr776d67979jkkym/drwTdZ0KWkpquL4iGMx5MVhbru7v3aJ05IpMTc1ISpX8vDYGEhwKA2WyaTCSFEXxX0ZMPj8eDz+cgZ5AFg6dKlFBYWUlhY+G0hxNGJuH64yKZVCHH8gKGLw1/7IIR4OhxkjkRvhxuDAxQjkDRICCaT6cLy8vLZe/bs2QvcNcRh/wNMLpdr0pWSulwuASQ7nc5BA0mn06m+/fbbrbt27fo6oV61kwafz9dXYDMYQghKSkqora1FSonVauXaa68lLy+Ps88+O/be2ytXctsVV4R6b2/c2Dceb83kL595huMOO4yvHHooy++7j807d+5zf2aTCX2S6lxbvF6SzWbsSUmDjicrChmTofBG1zHX1yMCAdSyMtTp09Fyc0fsY28ymVAn6UOAz+cjPz9/0CC5tLSU0047jezsbPLy8h4SQiTkszu863iCEOKi8NcqQruRg+kjDwccQ80lhFgSbrt4OCGN5NoIA0+DSYaR2jaIO0KIrIKCgur8/PzMTz75ZFA7iV5cLlcqYHY6nZ1juMRR43K5ipxOZ10ExxU7nc5at9t9IvBnoDDxqxsdra2tSCkH3RnpT2dnJykpKX1+ef/85z957LHH+MlPfsJDDz0UU+9tc2Mjm195hdueeCIuvbcHjgc1jY3V1ax69FGWnXsu/3zrLV794ANWXXopXzzooL57k1Li79eHe7LQ6fdjU5RhbYxUXWd3RwfTMjImpoG+qqLU14PFglpYSHDqVKTdTiAQwGQy9f2+DYXX6yU5OXlSaSVVVUXTNJKGeACA0I7l2Wefjd1uZ926defruv6nMVyigcGQGIGkQdwRQvwyOzv7Sq/X+x+v1/s1OcIvmcvl+iHwttPpdI/REkeFy+VKB3Sn0zliDtblciUBdqfT2eJ2u/OAPwLfTPQaY0XXdQKBAMnJyREdX1dXR35+PmazGSklt912G52dnSxcuBCn0wlE2XtbVbFu2cKmN97gumefBSFGpYkcOB7QNBSTiQ1ud9/4iUcdxWsffMAV55zDN774xb45ej0mJ0vHm/quLrJTUiJq9RjQNARMON9M4fej1NWhp6ejFRQQnDYNGQ6uovFonUx+rrqus23bNqZNmzZsIAnw3HPPsWrVKrq6utq8Xu80KeWkegA3ODCZHO+QBpMGIcTBxcXFl3V1deler/fykYLIMK8CJ02iFLc9kiASwOl0+gGLy+UyORyOJuAMQnqjCZdb1HUdtzu6WN5sNlNfXw+EUt5XXHEFzc3NvPjii7EtQlHQcnPR09IQcU5R9npEDmwV+PXDD+fKc87h1089xVOvvtqX0jYJMWl8JXuCQdr9/oiD3t5OMT2BQIJXFjmipydk75OTg1pSQqC8PKYgEiaXHVBzczM2m23EIBLgjDPOoKSkhNzc3KykpKSbx2B5BgYjYgSSBnFDCCFSU1N/U1xcbBZC/ElKuS6S88Ip4lrgiMSucPT0pqqjOcfpdNYD+QAOh0M6HI4HgbmEWjlOGNra2rBYLBHvRkKo8Kanp6fPWzItLY1rr72WtWvXsmDBgth6b9fVsfL//o/V55zDHT/+8ag1kb3jflXFajYPOp6bmYlz8WKeevVV7n3mGTRN6+t2MxmyNg3d3RSkpkbVT7vQbmd3R8eEuD9TeztKY2OoMrukJNThKFzsFQgEoq7ENpvNfe08JzLBYJDW1laKi4sjOl4IwU033YSiKJSUlFwlhKgY+SwDg8RivuWWW8Z7DQYHCC6X67Ty8vIbW1tbu9rb28+45ZZb9rPFGYqqqqo9gKWysrIlgUscFWE9p6+ysjJqV+eqqiq1qqoqubKyMgCQnZ3d1tbW9gjQSKhP+Lh6lqiqSk1NDVOmTMEcRbrTZDKF9IR+P6lh8+u8vDwyMjJ49tlnOeuss5g/fz6rV69mxowZNDY27qOJzM/PZ8aMGfuO33knyy69lHklJRRLScWcOdz+yCPMLCujobV1H81jQXY2M8vKRhxf/fjjzCwro6mtbcjzj50/n4rSUu595hl2NzTw5TlzsFmteFV1wqWA++NXVboCAYrs9qh0gUmKQlcggK7rpIyXZY6uY25sxOTxoJaUoJWWopWUQL/7UFUVi8UStebRYrHg9/tH1FSOJz6fj8zMzIh2I3spKChg06ZN+P1+U09Pz0HLli1bk8AlGhiMiKGRNIgLQghrUlLSxoMOOqjik08+uUbTtLujnSOsJ/yC0+l8KwFLHDVhbWSP0+mMuv2Jy+UyA6mDFRW53e6pwH3AKaNfZWx4PB40TdvPfDxSBhY4SClZvXo19fX13HHHHWzbti3y3tsrVjBn9mys27ah7NiBnp7OusbGUflIfrB1K84HHojo/KU//CFPv/YaErj5/PPJzshA03WSJmBAIqXEp2kkmc1R7Ub2EtA0egKB8fGVDAZRGhpAUVALC1HLytAzMvY5RNM0pJQxB4OqqiKEiOrhaKzo6ekhGAySmZkZ9bmNjY2cd955dHd3U1tbe6KUcm0ClmhgEBFGatsgXlyuKErFJ598skXX9XtjnEMDZrtcrv1dsMeZXv1mLEFkv/PMLpdrv785h8OxCzgN+B5QP5p1xoLP50NV1ZiDSAilErdv397n4SeE4PLLLycQCPDb3/42+hSjyYSan4+Wm4u5tRVG8cDrCQaxRlEwk5mWxurLLiMvM5Of/fKXbNu9G22C2gE1eTy0eTwxBZEQ0kqmWa20eCJOHsQF4fViqalBpqailpURrKjYL4iUUqKq6qh2FE0m04T0lZRSUl9fH3PVfH5+PmeccQadnZ0kJSXdJ4SYeE85Bp8bjNS2wagRQuQXFRU9m56ebm1ra1skpdwSyzyVlZV6VVWVDziiqqpqY2VlZXwXOgqqqqpynU7nqBy3KysrfVVVVQWVlZX7FepkZ2eTnZ29sa2t7SEgmZBedEwe9GpqarBardhGsStlNpvp6ekhEAj0pbgtFguHHXYYf/zjH3n++ee54447OO644/rS2Pn5oaY/vZrJm266aZ/xvKlTMXm9bNi4kdueeIJbLrqI4484oi+NXZCdDXymibzlggv2Gw9qGpt37GDVo48OOj7U+bOnT+e7xx1He3c3v3n6acry8ijMz59QKe6gprG7o4MpGRmYR1FZLoHdnZ2kWSwoY3B/pvZ2lObm0INCURHBadNgkNR6PHYThRAEg0HMZvOEsgNqa2tDVVUKCgpinuPQQw/l73//OyUlJdnNzc3NN99883txXKKBQcQYgaTBqLnjjjt+PWvWrKN27NixNhAIOEczV2VlZVNVVdVcoK6ysnJst0mGwOVy2QG1V984GsJayfTKyspB20JmZ2f7s7OzX25ra3sWOBiYNtprDkdnZyc9PT0UFRWN+oPWZrOxd+9esrKy+nZa0tPTcTgcvPnmm3zpS1/i8MMP318TOYxmsr67m9v/8AduOvFE5hx6KAV5eRFpInvH69va+MWjj0atqbz9kUeYNWUKJXl5vPTOO7yzYQOapnFIefmYBFuRsKujgyybjfQo9HWDYRICpKTV601silvTMDc0YPL5UIuL0UpLUUtLYYjvp9/vj6rwaygURcHr9Q7ZqWk8qK+vp7CwcFS7rYqiUFhYyLvvvovFYqm85ppr7r/lllsmZbtZg8mNoZE0GBVCiPmzZs36n8fj0ffs2TNHSvnpaOcMd40pCFc7jzuxVGqPMF8RUO90Oof943O73QI4E7iTEXkFrwAAIABJREFUBLUYq66upqCgoG8XcbT09tseON/zzz/PmjVrWLlyJRUVFRH13u4dv/3yyzncagWfDy3cGzsSH8kbHnwQpGTlxReP2ofSoijc9uc/M62khCULF5I2zh6FupQ0ezzkpqTEnNbuj5SSba2tTM3ISIgWVPh8KA0N6CkpaPn5IT1kevqQx8fbB1JVVXRdnxB9uKP1ah0OKSWLFy/G5/OxefPmhzo7Oy+MwxINDKLC0EgaxIwI8auenh5RX19/bzyCSIBwgDXN5XIlpKdsNMQ7iIQ+u6OikY4LWwU9C8wGrgHa4rkOXdcpLCyMWxAJ9Oksvd59N0a++c1v8o1vfIMVK1bQ0NAQ1ZxaTg5aVhamQAARoZZPStlnARMPDp42jV9edRU+v58r77ln0B7dY4WUkjavl7w4BZEQSgFXZGWhJWBjwdTejlJXF/KHLCsjUFExbBAZDAbjvnuoKAqqqo67zjUQCFBdXR2XIBJCP7dly5axc+dOhBCLhRBzRj7LwCC+GIGkwWj4bmZm5jG1tbXNwWDwljjPvR74QrhSelwIp7S7EjR9q8vlyhj5MHA4HH6Hw3E3ob62q4FRp6+CwSA7duwYlS5yKAKBAPX19ft8aAshuOCCC5g1axZLlizhtttuG7n3du/43Xezrq0tVHjT3ByRj+Tqxx/Hef75cenN3Tuek5HByosuoqyoiAtvv53XPvgg7t+7SGj1eun0++Ou+TOZTHT5/TTFq/BGVVFqazF1dxMsLSU4ZQpBhwNGSMX32v3Em5SUlP0ecMaaXulHPJk5cyYnnHACuq6L3NzcP4iJJAY1+FxgaCQNYkIIYcvJyXmhpKQkrbGx8WdSyv/Gc/7KyspgVVVVAPhSZWXlxnjOHSlVVVVpQEciin6qqqp0ILmystIX6TnZ2dm+7Ozsf7W1tf2RUEHOfCAmwV5NTQ12uz2uu5G9JCcn09bWhtls3mfnRQjBkUceyTvvvIOu6yxYsIDS0tKINJOrfvMbZpSX01RXx21PPsny884bVvN49Q9+wBdmzoxKExnJeHNHB8//5z+c9tWv8thLL9HS2clhM2aMmb2Mpuvs7uykJD09IYU/VrOZ3R0dZNtso9rtFN3dWGprkXY7WlER6vTp6Lm5+/hDDkav+XiiYiEhBJqmjYsdUFdXF52dnZSUlMT9/g477DDWrl1LSkpKSWtr60dOpzOmgkcDg1gwNJIGMWGxWJxz5869ZceOHRvb2trmSSljssUZjrD34pHA/5xO55j2cnO5XCmAFm5xmKhrpALBWO8t7D+5HDgfiHgLx+PxsGfPHmbMmBGz/chIeL1eampqmDFjxn5jPT093HTTTVitVpxOJzabLTLN5PLlCL+fX3zrW8z+6lf3KdLor2l0XXwxX5w5k6Izz8RMyFPq5TvvHJUP5cDxiqlTqW1o4LY//5kMu51l557bVwWeSFo9HrqCQaZmRLSZHRON3d14gkGmxbJzpmmYm5sRPh9aQQF6bi7BkpK+LjXDoes6qqomVMc4FtcYivb2dqxWa8J6gD/yyCM8//zzNDQ0NNXW1pZJKSdHj0iDSY+R2jaIGiFEWXZ29jKfz0dbW9tliQgioc978X1g6mD+i4kifK2kRAaRAE6nswdIDxcXRY3D4djlcDh+AlQAvwUi2t0MBAKUlJQkLIiEUAV3SUkJmrb/r0Zqaiq33HILfr8fl8tFd3dEbctDgaOiIFNTMbcM3gDJrCiYw7s9ZkCE/5u7dGlsNzIEKRYLxQUF/OpnPyPTbufSO+/kvU2b4nqNwUi2WCgbRl8YD3JTU0lSlKj7jIvubiy7d4PZjDp1KsHp00PWPhGmqXVdT+jvJNA3/1h7S3Z1dZGampqwIBJgwYIFaJpGQUFBXkpKyrUJu5CBwQCMQNIgFu7wer3JW7du/auU8t+JvJDT6VSBecChibzOAJIJbWSNBR5gVJGBw+HY7XA4LiNkFXQ70DHkxTweUlNTsdvto7lkRKSkpLBnzx4Cgf03XNPT07n11ltRVZUrr7yyTw85kmby5ytWsOLvf+eTTz9F+ENxfn9No3PxYlY/+ug+mscPgRs0jfvM5rhqJq1mM0lJSXzrmGNo6+zE+fvf88d//AN1kOA5Huzs6EBA3ApshsIkBPmpqXiDwciKU4JBlLo6zC0toV7ZU6cSmDEDPScnqusGAoExaWdotVrx+8dus05VVerq6hIevFosFq6++mrcbjeapt0shChM6AUNDMIYGkmDqBBCHF1eXn5Pd3e33+/3n3HLLbe0J/qaVVVVDcApVVVVn1RWVqpjcL08p9PZnOjrQJ8WNKeysnLURT3Z2dk92dnZr7a1tf0WaAAOAvr6r2maxq5du0hLSxszTz1N02hpaRm0DVxSUhLHHHMMH330Ea2trRx//PEcfPDBw2smi4qYlZ/P7WvWcHB6OnV+f5+mcda0aZTk5jJryhRuf+QR5jQ0UA8sA1YBR7a0UNbYSOm558ZFMzmrrIyGtjZWr1nDiosv5qQvfYnHXn6Z/65fz+EHHURqnCpzATr9ftq8Xgqj7KcdKyYh2N3ejtlkInmo4E5KTB0dKA0NIS1kcTFqWRlacTFEGRDG2+5nJIQQqKo6JlrJhoYGLBZL3ItsBmPKlCn873//Q1EUs6IoFddee+1fEn5Rg889hkbSIGKEEKaMjIwPZ8yYMW/dunW3BYPBG8bq2i6X61Sgxel0vpvg6xSF7XnGlETYDLndbgU4Hbgc+HpTUxM+n4+ysrJ4XmZYdF3H7XZTVFQ05C6opmk8/PDDvPjii5x77rmcfvrpbNq0aWjNpKbx6T//yfX33INUFG6/9FLmOByouo41HBj0ahot1dU8ICVfDJ8qAf+MGbx68cVx0UyazWZuvfBCDgtrQdu7u7n7iSfYtGMH1/3gBxx1yCGj+faF1iwlW1paKE1Pxz6G2r6eQIDdHR3Mys3dbxdUeDyYm5tDfbJzc9Fzc1GLiiJOY/cnGN75HGvd4lgEr8FgELfbzYwxLMjauXMnF1xwAUlJSWzfvv0IVVXHx17A4HODkdo2iBghxKKpU6fO27lzZ4OqqreP8eXXAjWJvEC4wGa8/EHaI7UDihSHw6E6HI5nHQ7Hca2trUfs3LnzzaKiokTZGQ2KyWSisLCQYDA45DFms5nFixdzzTXX8Mwzz3D99ddTUzPMj9psRsvJQSoKQlVB19GlZLB9umB5OVpmJr2PywJI2raN3DhlYjRNQ4e+FHCm3c4tixdz9Ny5XHnPPdz/7LMEhrn3SPBpGpnJyWMaRAKkWq3YLJZ9+nALvx+lrg6lqQk9Oxt12jSCM2agTpkSUxAJoWBrPIpfUlJS8CS4x7imaTgcjjGtEp82bRonnHACdrud0tLSJww7IINEYwSSBhEhhEhPSkq6o7u7m5aWlmullBFWSMQHp9MZBLpcLteZCbxMutPpTHiqfjCcTqcHSNin6QsvvLBzy5Yt31IUpRi4CEjozm5/0tLSsNvtI3r4ffnLX+Y3v/kNhYWFrFq1ihkzZnDBBRewatWq/TSTqx54gNuvuYbV557LHX/6E+u2b++zwxmoabxmyhTeLivrCyY/BG7o7ub3O3bERTN51+OPs67f+Ibqat7btInlixbx2v/+x2V33cXepqaYvnearoOUFCTApikSStPTsVksEAxibmxEqa1F2mwEp00j6HAQmDEDGTahjwWfz5cQL9NIsVqtg2p440FXVxcdHR3j0prxkksuoaOjA4/HU5GTk3PemC/A4HOFkdo2iAhFUVZZrdYlfr//HV3Xj5ZSjm3ZI33V1OcBbzidzu0jHB7t3FlAh9PpHPP76rcGC5DsdDrjumvocrlKgalOp3Mfr0+3230IIeughUBChfl+v5+dO3dSUVER0e7Mjh07+Otf/8rbb7+N3W6ntraWSy65hGnTpnHPPfewZMkSDnU4sGzdyrq33mL1yy+z7LzzAPbRNMJngd/qtjase/b0aSYPJ5Tq/tdll3HrG2+wfNGiYc8fbvzup57i6nPO2W+82+vF+fvfs377dq77wQ844cgjo9I41nV1oUlJaYIrtYckGCTY0kJzZyel2dlo2dmhNHZ+ftQ6yIFomoau6+PaA1tKSSAQIGmU/coHous627Zto6ysbEy1n/15+umncblcpKamdrW0tBRJKXvGZSEGBzxGIGkwIkKIipKSkk0pKSmWbdu2HSWlfG+81hIOik4B/hi2B4rHnGYg1el0dsZjvlGuJR3oieO9mQgFi2udTueuwY4JaymPB35IqLd3Qra/ampqsFgsFBQURHxOe3s7//3vf3n33Xd599136enp4ZBDDmH+/PmUl5czPTWV6arKzs2bue7ZZ4HhNY1KQwMPdnf3aSYhFEy+l5nJheEq41g1k66HH8bn9e43LqXkob//nYeef54TjzySaxYsIDOCXTyfquJua+OgnBzMCbbF2Y9AAHN7O6bubtS0NDbrOsVTppA8ZcqInWkiRVVVhBDjYg6e6HXU19ejaRolJSVxmzNadF3ne9/7HiaTiba2tgfcbvdPxm0xBgc0ifdaMJj02Gy2X5aWllrWrVu3ZjyDSACn01njcrk+BXKAxjhNa2Hs7H5GQgVsQLykA18AGocKIiGkpQReAl5yu90pwDeB7xEK2OOWdywqKmLbtm1kZWVFrInLzMzktNNO47TTTuvrU7x161aqq6t5/vnnaWlpwd/eTq7VSnNLC0nJyXT0DL3xohYU0HnyyajPPNPnMykAc3s7lvb2UAu/GAkGgyiD7K4JITjqkEN4+rXXePndd9m8cyeXfPvbfP0LXxh2d3JvVxeFdvuYBpHC68XU3o7J50NPTyc4ZQp6djZ5Nht7Ozspt1oH1aLGgqqqces5PRoURcHv92MymeJWEa/rOnl5eXGZK1ZMJhNLly7F5XKhadqFdrv9ju7u7p3juiiDAxJjR9JgWIQQxx988MFrOzo6vLW1tRVSyrhWFsdC2MA7B+iKh2m4y+UqdDqd9aNfWXyIZ+W4y+U6CXjf6XS2Rnuu2+1OJRRMngWcBoy6GMjn8yGljIsuzucL+a/XuN2433yTrevX81FtLe6GBmZPn87pRx9N5eGHs7uhYdDU9EnXXouZkGZyKXAH0HDnnTGltntfC+o6d65ZM+S4rutcd++9JFmtzK2o4CdnncWUQXZopZR0+v2kJyUl3u5H0zB1dWHq7AQp0TMyQl/Z2Wi5ucjwDuTevXvJycmJS/A31nY/I9FbDBaPNHsgEEAIMa4p+/5cffXVNDQ00NnZ+cGmTZuOGO/1GBx4GIGkwZAIIRQhxLrc3NxDWltbb1BV9bbxXlMvLperEjA5nc7XRjlPEVDvdDon1B9CPOyAXC5XMpASSxA5ELfbbQGOJbRbeSqwf+/DCGlpacFqtZI2iiINXdfRNK3vw9rU3o6yYwdKTQ3VUvKW282rH3xATWMjPV4vyxYt4tSvfAXYN7DLvfZabuAzzWTN3/4WVeA4cFyXko+3b2f1o48Oe77rj39kakEBm3fu5LSvfIWFJ51EdlgHqUtJTWcnZenpiQsipUR4PKEAsqcHmZqKlp6OTE9Hy8pCy87erwpb1/W+Xtij6UCjqiq6ro9LpfZwxCO49Xq97N69m5kzZ46J32ck1NbWcuaZZ+L3+ykrKztt8+bNL4z3mgwOLIxA0mBIzGbzZVOnTv3Nzp07d0gpZ0spI2rBNxa4XC4roerjvzidzphKYl0ul41QcUtbXBcXB1wul51QoByTbtPlcmUTSk8/kIgCIrfbPQM4CTgR+DoQcaucnp4eamtrqaioiPnDdjBdm7mxEWXPHpTaWrScHLS0NDbt2MGzVVW8u2kTRxx8MD869VSmFhbuo3n8vdvNkYS0DXV/+xsQfe/t/uMBTWNzdTXX33//iOd7/X7Ki4tp6ezkxCOP5KxjjwWrlaCU8W+FqOuh4LGnJxQ8Wq3odju63Y7MzETLykJPT4dhfia1tbWYzeaodK4DmWi7kf0ZzdqklFRXV5Obm0tGAnuhx8Kvf/1r/vKXv5Cent6ybdu2gkS1tTX4fGLY/xgMihAi5//ZO/P4qMqrj3+fmUlmJnsmK2EnLBIWUUSrVprWWqu+reJuKbhVaS0iuAAKeLlsyqKIW6tdtAtal6qt1W7aOtrXvq1VBFIFYVizh+whmf15/5g7YxKyTJJZcb6fTz4k97nLuZkhc+45v3POsGHD1huNRqSUd8WSEwmgKIoTeBv45hBOkx2LTiSAoihtDK3o5ULgn+GqQi8uLt5XXFz8eHFx8bcBC3AusAr4G/304kxNTcVsNlPfy7zs/pBS9jiVxJOfj3vECNzDh6NvbMRw7BhTxoxh5Y038sTdd6PX6Vj40EP86JVX6Og0Iu/Yli2Uv/ZawIkcKgII9pduNhq5/aqrWHHDDRyqqmLBpk388u23sR04MOT+k+Dr+6hrasJQWUnSwYPom5vBaMQ1ahSu4mJckybhLCnBNWYM3szMPp1IgPz8fBobGwfdMqejoyOq7X76w2Aw9NnztC9aWnzPfLHmRALccsstZGVlYTabc84666w10bYnwclFIiKZoEeSk5OfmDZt2m2fffbZu21tbaUyBt8omlZyErBfm8k9kGPzgbpYS2l3xq8FHei4RlVVx+Krwv5ZNNoZ2Wy2ZHyZ4vOAc4CzgS4hLIfDQU1NDaNGjRrw+Ts6OjCZTL1GM3X19RjKyzHU1SHsdl/LmrQ00OkoO3CAx19+mV379nHHNdcwecyYIWkie1t/6MUXuauHdkD9Hb/78GF+//77vPH3v5Ofnc2Xpkzh3FNP5fSJE0ntzwHzeBBOJ8JuR2e3I+x20OmQKSl4zWa8ZjMyLQ1vRgbejIyA9nGg1NfX09LSwtixYwd0XCy0+wmGwTq7ra2tGI3GmEvZ+/nDH/7A008/jd1udwP5NpstJh+iE8QfCUcywQkIIaZYLJad2dnZwmazzZBS7o62TX2hqurXgXeCdSa1fo3mWGj30x9aitupRWCDPWYcvp6Ygwv5hRibzSaA0cAs4Azt39McDkeWXq/HMIB+hG63G4/H02/fP9HRgaGiAl1jI/rGRoTdjjc11ddM22Dgxffe4/m33uLic85h1uTJbHnuuSE5jj2tjx89mpSkpKCPXz5vHm4p2fLrX3PP3Lm4PR7e370b60cf0dDaypemTGFWSQlnTJzImJwcdC4XuFy+qKPTCW430mhEmkxIkwmvyQRmM97UVN9XevqQez+CLyLc2NhIVlbWgLSSLpcLvV4/JH1lJPB6vbjd7gE5hHV1daSlpcV0tFVKyfz582lqaiIrK+vt999//+vRtinByUHCkUzQBW2c1p/T0tIuaGtr+5GU8rZo29Qfqqp+A3AoimINcv8UwBOKiu9woxXM6LTJN8HsPw2oCEWBTTix2WzC4/GMeu+995aeccYZaWlpacnAFHwR5l4/wQekYZMSXXMz+mPHEG1t6Nra0Nnt4HAgXC721tay/s03yUxJ4cqzzmLD734HwMbvfIfpo0d/nuYVgl2HD7Ns+3bf+vz5TBs7FnQ63z5CsPPwYZb//OcAPHjrrUwrLsbp9fqqdw0Gdh04wL2dNZPjxgVsREp27tvHj996i2O1tdx/zTWcOno0eDzg9SKdTv7w73+z7tVXEUC6ycRwi4UzJ07krFNOYfqkSRhSUpDJyUizGWk2401JwZuSAmGKjkkpqa2tJT8/Pyid62Ccs2jidDoxGAxBOb3+ZvvFxcUDeiiKBmVlZcydOxen08mFF1547uuvv/5+tG1KEP/E9rs+QTT4VklJyQWVlZXNwP3RNiZI3gfmqar6oaYt7BUtXZwy0HRxtFAUxa6qagHQryOpOcjnAs+F3bAhUlxcLIHDzz///JPl5eWnK4ryKwg0Rx+Dz6GcCBQD44BxHR0do81mc/C9Z4TAm5WFNysLHA70bW2I48cRdjvC6WTcmDFsmzyZTc8/z0N//jN2jwdTcjIyNbXr2D8pfWlgv8Ok0yGkBLfb96/Xi/74cYTHA1Kib2jAkJJCkpQc93hIEgJDRQVC02UaystJ0uzzf7nq6xFS0tHUhL6tDd3x46DXI/V6MJkYPXYsluxsAO678UY6PB7+9emnrH3jDfR//jNnnnkms7/2NU4tKYlIxE8IgdPp5NixY0H1SwzH9JhwotPp8Hq9Qf0ua2trsVgsMe9EAkydOpWLL76Y/fv3U11d/RIQvY7pCU4a9KtXr462DQliBCGEMTs7+838/Pysw4cPL/d6vX+Ptk3BUFpa6rRarWbAVFpa2meTcqvVWgjUlZaWRsS2UFBaWnpcVdWi0tLSPkcnWq3Wr+BrZfRZhEwbMlar9Rgw02q1tpWWljZYLBavxWJpsFgs+ywWy/9ZLJY3LRbL9scee+wn+/fv3zp16tRHgBeBN4H3gI+Bz4ByoBUYBj30zDYYfFrBzEy8OTl48vLw5OZiGDaML3/1q9S3tHCoqop5c+fy9BtvMO6ss8idPBlPXh4f19XxwK9+xaqlSzm/tJQHtm9n3KxZ5E6ahDcnh4+PHWPDiy+yetEizj/3XNa//DLjTzuNvAkT0GVn88GxYzz42musXrCA87/0Jda/9hrFp55K3oQJeHNy+Kihgec//pj53/gG35g9m/UvvUTxGWd8fv2GBh7Yvp1VK1fytQsvZOuvfsXXr7iCOdddx7fnzEEKwXMvvMA//+//+NOf/kR7eztFRUVhr4w2mUxUV1eTmZnZp8Pl8XiQUsaFo+VHp9Nht9v71XO63W4aGxspKiqKmXY//TFjxgy2b9+OECL973//e/vVV1+diEomGBIJRzJBgHXr1t1dUlJypc1m29fR0XHj6tWrozZ3eqCUlpYesVqtOqvV2l5aWtqjXkNVVSNgCDZNHEtYrVZhtVqTSktLe9RKavc2G3ijtLQ0nl43rFbrUSC1tLS0V02n1WpN8Xq9HXPmzGm1WCyVFotlr8Vi+cBisfzNYrG8brFYftPY2JgPnB/UhYUAvR4MBoTRyMyzzsKQnMzzL7/MZZdfzjPPPcf4adOoaWlh07ZtLL33XqaecQZ5o0Yx4ZRT2Pj444w//XSqOzrY+OSTLL3vPkrOPpvc8eOZUFLCg08/zbizz6ZaSh5+5hnuvPdepnzlK+SecgoTpkzhwZ/+lHHnnkuVlDz0zDPMu+EGTvvqVwPHb3zySYpPP52a9nY2PfooS5cvZ+qMGeQXFjJhwgQ2bdrEhAkTqK+v59lnn2XdunWBytw333yTp556iqqqKvLz88nRRj+GGoPBEGgK31eTcrvdHtPawd5ISkqivb29V2fS3z3AYrFEfczjQEhJScHhcHDkyBEqKipm/+1vf9t8zTXXJNoBJRg0CY1kAgCEEIVms/mzjIyM9Jqamm9KKf8cbZsGilaJfRHwy56qsUPR5Dua9GW/qqrZgF1RlD5b78QqWlHRaEVR/tvDmgGfHKHX4iibzWYEDgGFQ7HjjTfe4Oc//zlXX301zz//PADr1q1j6tSpXfYrKytj5cqVQa2vWbOGkpKSLhE5/7rBYGDZsmXMmjWr1+MHc/0333yTDRs2IITgy1/+Mtdeey3Tp08PedRMSklHR0ev0c/29nbMZnPcROu643Q60el0PUZTGxsbOX78OCNGjIiCZUPD4XBwxRVXUFdXx9lnn/3C66+/fm20bUoQv8R2+VyCiGE0Gh80mUzpNTU1f4hHJxJAUZRafC38JndfU1W1EIiZMYiDQVGUSu0+uqCq6njg3Hh1IjUEMFtzKLuTTf+zx69hiE4kwCWXXMJNN93Ec889R3t7aALXOp0Ot7vnhgK5ubl4vaEPII8aNYrc3FwyMjIwmUysW7eOZcuW8e9//5tQBg/8DuLBgwdPWPN4POj1+rh1IgGSk5N77Jnp8XioqamJ+jztwWI0GlmyZAmtra3s2LHj6vnz54+Ltk0J4peEI5kAIcQZRUVF8zMyMtzAXdG2Z4j8EThfm3wDBKbg2KPRUzEMtGqV3ECgldGFwAfRM2noKIrSCvwXX8/JAFrK3hPEa7cwVLZccsklzJ07l9TUVBYsWMCmTZsoKysLrJeVlbFp0ybWrVvHunXrglrfv39/wDH1r99///1cd911PPnkk0M+f2/rGzduxGazsXjxYiZNmsRDDz3EwoULeeuttwbdVLw7ZrMZt9sdaMjtJ56qtPvCbDYHUvh+/NrQeCog6s7XvvY1zjnnHAoLC8WRI0dejbY9CeKXhEbyC44QQqSlpb06atSoEfv373/E4/E8H22bhkJpaWm71WptBnSlpaVtAFarNRU4Hk/awd6wWq0AyX6tpNVqnQ20KoqyM6qGhQCr1VoBnG+1WveUlpa6tG0FWqS5V2w220xADaUtJSUltLW18eabb3LTTTfx+OOPM2HCBGpra9m0aRNLly5l6tSp5Ofnd9Es9rU+adIkampq2LJlC0uXLsVisTB69GimTp0a1PFDWX/00Ue55pprmDlzJq+88gqffPIJb7zxBo2NjWRnZ5OVlTXoyKEQArPZTEVFBRaLBSEEHo/nhBGW8YoQAiklQojA906nk9zc3JjvidkXQggmT57Ma6+9RkNDQ8F//vOfHZdffvneaNuVIP5IaCS/4Aghrps0adJzLS0t9VVVVcVSyuZo2xQKtOkuDfja5pi0iNdJgaaHbAYkcCbw3/7aHsULWgQyXVGUY1oav7a/aKTNZvsJ8L1Q2+L1etm8eTNHjhzh+uuvZ8OGDcDQNJMmk4mVK1cyZcqULtrCoWoiB7o+ceJE/vWvf/HWW2+xa9cuCgoK+PKXv8ysWbOYMGHCoBykhoYGzGYzZrMZh8NBcnJyXKe1O9O58ryhoWHAzdhjmTVr1rBnzx7sdnv9rl278mJxilmC2Obk+J+QYFAIIVKATVVVVVRXVy8/WZxIjTx8VcyZwPEo2xJStPng+cBYYMfJ4kQCaE3iT9UaqzuDcCJTgbDCc2KnAAAgAElEQVQUCuh0OhYvXozZbObXv/51SLSFdrsdh8OBzWbrs9I53CQnJ3Peeeehqio//elPOfXUU3nqqae4+eabue6669iwYQO/+93v2LNnDw5HcH37s7Oz8Xg8gf1PFicSQK/XB9L3TU1NJ9W9LVq0iAMHDrB///6cK6+8MjGHO8GASTiSX2D0ev3yGTNmjGhra9shpXwm2vaEmA+BImD4SaKN7E4WPm3kyXhvu4CL6b/ABuByoKcCnZBgNBq59957qamp4cwzzxyyZnHdunVs376d6urqQEQrlJrIwaxXVVXxz3/+kx/96Eds27YtoAd87733WLFiBVdddRU33ngjW7Zs4cUXX+T999/n0KFDJziYQgja2tqorKyMa+1gbyQlJVFRUUFubu5J5UhmZWWxcOFChg8fzq5du5bNmzcvvf+jEiT4nERq+wuKEGLUmDFjPjOZTEaj0XjVnDlz3gBMgL/hWxO+UXX+vh4t+B48/B/a/lSx/49OGz6nJkP7uR1w4nN4ADoAO74KXLTvO/BFDHWAQzsmA9Brxx7Xzm8A3No1UzW7PJpNKYBRu3azZr8/1OOfjPLHk+ieGrXvvwNUAX86ie7J/96z4+sHqcPXdLzXe7r00kt/YzQazxNC4HK5AAKj7fzFJHq9Hr1ef8LPLpcLKeUJP/vbvbjd7sB0k0OHDrFmzRq+973vkZ2dzbZt21i8eDFSSp544gkWLVrEpEmT8Hg87N27t8v6k08+ye23384pp5zC8ePH+eCDD3j55Zf54Q9/iNfr5cknn2ThwoWUlJTgcrnYu3cvjz76KIsXLw6s//CHP2Tq1Kk4nU727t3LY489xuLFi/F4PF3WXS4Xe/bs4fHHH+eOO+44Yd3tdvPpp58GbPZ6vTzxxBPcdtttTJs2DY/HwyeffBJYdzgcbNu2jdLSUqSUVFRUcPjwYSorKzGbzeTn51NYWMi4ceMYPXo0w4cPx263M2LECNK16UCdX5dwv06dfxZCkJSUhMfjCWg2O/8Mvshs95/94xzB5zz6+0W2trbS2NjI6NGjA9HpeL8n/88ul4sf/OAHOJ1OcnJy3vjjH//4PyRIECQJR/ILitlsfnnatGlX7N69+7fLly//PlDfU+/FeMWvr8M36aTqZIpKqqo6DpitKMqz8d4bsyc0DagDOB34397elzabrQCoJEKZlb/+9a/85Cc/YdOmTbS1tQ1Ks+ivbD5w4AD+QsdIaCJDvf7hhx+ycuVKnE4nF110ES6Xi4MHD9LU1ERubi6TJ0/m1FNPZdasWXHZjLwn2tvbMZlM2O32sE8NijQej4d//vOfrF+/Hikl55577vRnn312d7TtShAfJFLbX0CEEOeZTKYrjh496rDb7XcCLj6PBsU9Wrsft+Y8VgHXdm6ZcxJgB36jfd+mzdg+KdBeO6FNH/oPPnlCb1xOBP+GXXDBBXzlK1/hwQcfpKNj4C07Ozo6MBqNZGRkoNfr4zr9azQaMRqNpKen881vfpN7772Xbdu28fTTTzN37lyamppYsWIFc+bM4bHHHuPo0aPRNnlIVFZW4vF40Ol0mM3mQb3+sYzD4eDLX/4yxcXFuFwuPvvss5ejbVOC+CHhSH7BEELojUbjYx0dHVRXV2+UUh5RFKWZz1ObJwMZQD2A5kyWE+zovBhHVdXzAKOiKP7Gdm34UsgnC7mKojRo3zuBb6qqOrKXfa+KkE0BbrnlFoxGI8uWLWPt2rVBaxJ3795NZWUlDoeDsrIyNm/ezL333suaNWsirokMx/rOnTsxGo1kZWWRmZnJvn37WL9+PTfffDOvvvoqt912G4899hhNTU0hf03CTUdHBy0tLYEopL+tkT91HO90dHQEosb33HMPdXV17NixY+LcuXPnRtm0BHFCoo/kF4w1a9bcNHny5FtdLld1e3v7NatXr/b362uzWq1FpaWlcd0mR4vOORRFCYwSsVqt1cBXrVbrgdLS0rgNJaiq6i+webe0tNQNUFpaKrUZ47rS0tK4/mTT5Ag1/lnp2r0dB0qtVuuuzjPUbTZbNvAEEX4Y1uv1nHbaabz33nsMHz6c2bNnB9XH8Uc/+hGjR4/G6XQG1qdPn056ejolJSVh7yMZzvXx48fzyCOPMH78+C7rw4cPZ9SoUZSWlvKPf/yDtrY2XnvtNUaPHk1RUV+B5tjiyJEjFBQUdEnRCyHwer1x3yfT4/Hg9XoD88SzsrJoa2vD7XZTXV39jd///vcbv/vd7540kqcE4SGhkfwCIYTIzMvLsxUVFeXs3LnzO1LKLs3HNUfFqaUV4xLtHpq76+pUVZ0ESEVRPouOZUNHVdWrgL2Kouzqtl0AFqAhXnWu2oSeLEVR6npYmwt8qCjKHv82m812LRC15vn//ve/2bhxI2vXrqWkpKRPTaHX6+Wdd97hRz/6ES6Xq8u6f1b1gQMHYloT2de6x+OhrKwMRVG6rLvdbvbv38/YsWPZt28fK1asoKmpiYyMDObPn8+VV14Z89XPLpeL+vp6CgoKTrDV6XQGimvilfb29hP0nm1tbVx99dWYTCaKi4sffeWVV+6IknkJ4oT4/R+QYMDo9fpVY8eOzTlw4MC/+FxjF0BRlCZ81bZxieaM6HpyphRF2QtUaYUccYeqqmZ8aeyy7mva/Xr4vAo6HsnpyYnUeJXPK7X9XBJme/rkzDPP5Nvf/jZbtmzpN13rdrvJzs4OVPZ2RgiBwWAIy7ztSOFwOHqMzBkMBvLy8gLthIQQZGdnc+ONN/LKK6/wzDPPhHTud6jxVzrn5+f36PAmJSWFbMxkNHA4HD0WQqWlpXHzzTej0+nYtWvXD7/73e/mRsG8BHFEwpH8giCEmGAwGBbt2bNHtra2/rCP6QXNqqqGrS9fmMnrpK/riSxgjqqqcZWPUlVVh89J/Htv1efaQ0C8OsmZwLHe1rUIuVdV1a8A2Gw2AXw9Qub1yty5cyksLGTVqlVs3LixR02h3W7nww8/ZOvWrb1qDvfu3csjjzwSU5rHYNc7Ojqw2Wy9rufk5HDw4EG2bNkSWH/ttdeYP38+f/3rX3nhhRdC/KqEjoaGBurq6nqNOPpHJsajVrLzyMeemDNnDjqdjrq6On1NTU2i8CZBnyQ0kl8QNm/e/OuCgoJJtbW1z0opf9zbfqWlpR6r1ZpitVqdnTVpsY6qqgVAXV82l5aWtlit1omAobS0tDpy1g0Nq9U6FZjVPaXdw35tVqt1mH/GeDygpeVN/ckprFarG/im1Wq1TZ8+fRywNCIG9oFOp2PGjBk8//zzzJw5kzlz5pygKdy/fz/bt29nyZIlvWoON2/ezJ133klJSQmFhYVR1zwGuz5+/Hjq6up46KGH+jz+8ccfZ/78+cyaNYuCggImTJjAU089xVVXXcUvf/lLxowZw8iRvdVTRQeXy0V5eTmjR4/uUwdpMBiw2+0BjWG84O9J2ZeTXFxczKuvvordbh/z8ccf//myyy4rj7CZCeKEhEbyC4AQ4sKSkpI/NTQ0tFdXVxdLKft0olRVzcCnlbT3tV+soKqqAbAoilIbxL4ZwA3A0/Fwf1rboluBX2pRx/72twDt8XBvEJAjmBVFaQli3+nAKd/97nfzgcfCblyQ+PWBy5Yt48wzzwxs27hxI1lZWdx6661MmzbthGM6aw6nTJmC0+kMzKeOZU2kf33dunXY7fagjjebzVgsFrKzs7usNzc3k5eXxxNPPEFeXl7vv+QIU15eTlJSEgUFBf3uK6XEbrfHVb9Mu90e1IjOu+++m4qKCgwGw9H3339/VARMSxCHJFLbJzlCiKScnJzHkpKSqKurW9OfEwmgfahbImBeqMgNxomEwL29wOeTYGKd2cB/g3EiAbTUfka/O8YOOcE4kRplQLvdbp8dToMGytSpU5k3bx5bt26loqIisN1oNHLs2LGgCkr8+8SLVtLtdge0j8EwYsQIampqTkgDZ2RkUFRUxBNPPBFTesmMjIygHVt/ZC9eUtwdHR0kJwfXMeyuu+6ivr6e+vr6kdddd91tYTYtQZyScCTDhIidcsQfpKamTqisrDzi8XgeGcBxVaqqDgubVSGiP31dTyiKUgOcoqpq7IRAeucI8I8BHtOoqmrMz8v1yxGC3V/Th/4FODvWHK5LL72UM844gw0bNvDBBx+wefNmFi5cyIoVK4LWHBqNxkCfyVjVRALs3r2bRx99dEDH79u3j5EjR+Jyubqsr1+/nurqaj7++GP+9a9/hfx1GShSSsrLy0lLSxtQNXZycnJg5GAs019KuzvDhg3j0ksvJSkpif/85z9brr32WkOYTUwQhyQ0kiFGCJG8evVqj6qq+tWrV0f1EVsIkSuEeMXtdpuamprmSyk/CfbY0tJSrFZrstVqlf6ehbFGsPq6nrBarWZ8vSV3lZaWhty2UKCq6leBnYqiDKg0tLS01BvrOldNjmBWFGVAes6RI0cWVFVVqR6PJ6bG1AkhmDlzJm+//Ta/+c1vWLhwIWeeeeaANY8NDQ1s27aNu+66K+Y0kf71hx56iCVLljBt2rQBHT9lyhSOHj3K448/zt133x1YP+WUU/jDH/5AeXk5F110UVRbAjU0NGC32wMp+GDxF67452PHKp2bjwfL9OnTeeaZZ6isrEwaPXr0qOuuu+53YTIvQZyS0EiGECHEHOA0IAlol1KujaY9RqPxx9OnT1/w8ccfv+12uy/oo1K7V1RVHaYoSlU47BsqA9HX9XCsAK4GyhRF+W/IjRsiWt/LmcBvBjMnXNOCOhRFcYTcuBAw2BnhNpvtW06n8/cHDhxg/PjxGAyxFSA5duwY69evZ9q0adx0002B7QPRJK5evZpp06Z1KfKIBU1kZ/tmzJgxqOMzMjK45ZZbOO+887qs//vf/+auu+5i69atnHHGGUQDj8eDzWZj5MiRg9I7SilxOp0xO/rSbreTnJw8KEf3zTff5Mknn8TpdHrPO++80c8++2yi8CZBgNh9dIojhBDpQohbAJOU8n58EzeGCSG2RtGmaSNGjLiloaHB43a7Fw/GidSo0Qo4YpGB6Ou6oPVefA8YEVqTho4WrTsb+MdgnEiIbZ2rqqo5QFCa1h6YmZycTHZ2NlVVsfd8k5qayuWXX86f//xn3nzzzUGdw2AwxGx/QqPROKRpLi0tLXi9Xlpbu7YFTUlJQUrJq6++OlQTB01HRwfp6emDLprxR1JjUSs50JR2dy666CIsFgu5ubm6o0ePRu9FShCTJBzJIaJpIe8C3vJPipFSlgOLgVOFEKdHw6bU1NQn8vLydEePHn1KSnlCE+tg0RwZd6z1XlRVNZ8BaiO7o0XEPoq1ewMKgEZFUY4M8Tw12tjBmEHrienpPMJygMwAyM3NJTU1NaYKNMBXhDJr1iwWL17Mz372Mz744INBaRL3798fcCajrYn0r69du5bly5ezefPmIZ1/+/bt7Nq164T1FStWsHv37qjM4/Z6vRgMBoYNG5os3K9zjTU8Hs+QovdCCJYvX86xY8c4evToGfPnz78ghOYliHMSGskhIITQA6OBYinlm522G6SULlVV3cD/+udZRwpVVeekpqYuraura+ro6Lhs9erVQ5ovbbVa9YAuVrSSmuOXqijKkOeCW61WB3Cr1WrdW1paGvUwkJZyT1EU5cOhnkubVW20Wq3eWJnDbbVajYBnsO+lxsbGtYBFp9NhNBqpq6sjLS02+uc3NzdjMBgwm82B9Oijjz7Ku+++y4oVKwakSdy8eXOgT+PmzZtjoo9kcXExo0aNGvL5x44dy49//GPGjBlDXV1dYP2cc87hnXfeISsri+Li4oi+dkePHkUIEZIWPrHWW9Lr9XaZpz1Y8vLy+Oyzz9i7dy/Hjx//xve///0tITIxQZyT0EgOESFEOvBtKeV27WfhTyMLIa4FXpJSejpvD7M9puzs7L1Op3PU8ePHF0opnwjFeVVVLdCqnaPOYPV1fZzvbKBAUZTXQnXOIdhyEVDRX/PxAZ4zJnSumpOcoyjKoCLJNpvNDBwHBPg0aYcOHSI7O5usrKwQWjpwetPX/eQnP+Evf/kL27Zto6ioKLA9GE3h6tWr8Xg8rF27Nup9JMePH99FXzfU8+/evZuf//znHD58mDVr1gTWn3rqKZqbm1m6NHL95o8fP055eTkTJkwIWaGM35EcigwgVAxFG9md+vp6zj//fNLS0pg9e/Z9L7zwwgMhMDFBnJNIbQ+dCcDpQoivCCGSgQwhhEEIMRnf73ecEGIMERpfp9frl4waNWpUcnLyXuCpEJ66LhbSpJq+LuiWMUHyAVCkqmpRv3uGES1dXwx8GuJT12i/t2iTCwwlbzkBzYkEX7otPz+furq6qPdfrK+vJyUl5YSI1s0338xZZ52FoijU19cP6JxutzsmCjf84/RCWY0shKC1tZX8/Pwu20tKStizZ0/IrtMfUkoqKioYPnx4SO/PZDLFhM7V//8iVPeWk5PD7bffTn5+PmVlZco111wTP13YE4SNhCM5RKSUH+FrlHwnvmiJDfgMeBv4NfAxsBv4WAixSAgRtp4lQoiivLy8VU6nk8bGxoVSypClojWtpEtV1ah9smn6Oq+iKCGVCmh6vd8CUfujqEXrLgH+Eob7i7rOVbu2bgjaSPA52V1ITU3FaDRy/PjxIZx2aHi9XpqbmyksPPE5S6fTcccddzB8+HBWr15Na2vrgDSFK1as4JFHHolqH8mHH36Yzz77LOTnX7RoEVdffTVbt24NrI8fP57a2tqI6SRdLhf5+flhkUcYjcaoO5PBTrAZCPPmzQPAYDAYjx8//quQnjxBXJJwJIeAv+m4lPIZKeWlwI3AInwRrmeBa4EFwPXA8/g+CJeFq1m5EGLD8OHDzYcOHXpDSvlWqM+vKEo9EM3IlhEYkt6zN7S0faOqqhPCcf4gSAF2AfvCdH4XvrZU0SIU0ojxPW0cOXJkVFOIHo+H0aNH91rMkJSUxPLlyzGbzdx111088MADAc3g1KlTWbp0acDZ8jtZ/vVp06axcOHCQIFL9/X+jh/qeklJCYsXLw7L9adPn85ZZ53FD37wg8B6XV0dzc3NlJeHv7uMx+Ohra2NzMzMsJzfHwWMlnwsHE4k+JqvL1q0CK/Xy44dOy6//vrrJ4b8IgniioRGMgQIIfRSSk+nn8+RUr7fw355+JzL30spD4fYhjOTkpL+pdfrnXa7fYqUcn8oz+9HiwoGPZIwxNfN0kYAhusaecBlwC8G2gR8iNdNAsYB+wbb7ifI6+RH+nXTrpsHNA010mqz2Z4EftDTWnNzMy0tLYwcOXIolxgw7e3t1NXVMXr06H73bWtr4+6770av1/Pwww93SVv3pyncsWMHqqr2uh4uzaTD4SApKYlPPvkkbJpM/zSftWt9bXczMzO58cYbCfeggKqqKnQ6XVDztAeL0+lEr9dH/EHH6/XidDrD4kj6ufnmm/noo4+YMWNG2bvvvjut/yMSnKwkIpK9IHwYO//c277dnMhJwLe073Xav3ptvzp8Eb2Qjq8TQoj09PQniouLsdvtW8PlREIgTerQeh1GkmxgQFNQBoqiKHXAUWBWOK/TA2cA48LpRGoci7TOVUtph0qO0KuXmJ6eTnt7Ox0dYQlY94h/nF5OTnBB+rS0NDZu3AjAhg0bBpT2NBgMQc9HDhX+at9wT2pxuVy0tbUF+jCmpaXR3Nwc1mva7XZaW1vJzc0N63WSk5Ojkt52uVxh19fed999mM1mKioqps6bN+/ysF4sQUyTcCS7IYTQCyGuxpeS/qsQ4g4hRLGUUgaZkrbg00gG0Kq2/Y+kA1PcB8d3iouLz6ivrz8GrA/D+btjx5dmjghaNDIpQlHCd4BpqqpG5FNbm0BzOvBuuK/VSSsZSY8kBQiVV9Br83idTkdRURHl5eURSyXW19eTnJw8IH1dZmYma9eupaqqio0bN+J0OoPSFG7evJkVK1awdu3aiPWRtNvtmM3msGsyDx06xOuvv87y5ctZt24de/bsCfsDQWNjIxaLJSKRQqPRGNEHHI/Hg16vD/uoyeLiYi6++GJyc3MpKyv72aJFi6I32zJBVEk4kp0QQowCvgl8JKX8MbASGAv8TQgxslNbn77+w3QA3xVC5EgpvUIIEwScybGAAwh65nUQNqcVFBQ85PF4OHbs2FIp5ZB7K/aHNnYvWXPwIkGhoijVkbiQoih2fEVSkSq8OQPYpShKRKpFtNY74Q3DaPij1kMssOlMn1X16enpZGdnRywCJIToscCmPywWCxs2bODw4cPce++9PPjgg0FpCqdMmUJJSUlYNZH+9a1bt2Kz2SKmyZw3bx6ZmZmUlJRw2mmnhX06TEZGRtCR5KGi0+kCc7gjgcfjidi879tvv536+nq8Xm9WZWXlhohcNEHMkdBIdkIIcRvwopTyWKdtOnyj9IzArVqVdm/HCy1yeTdQJKW8s9Pa5cA04HEpZciikkKItYWFhSs7Ojp2Njc3ny6ljMhfq0hpJVVVzQVaIqlZ1K77LWBnCKbL9Hed4UC1oigRaxgewdcuCzgeirS2zWbTA076efj1er20t7djNpvDGm1qa2vDZDINaVpIbW0tS5YsYdiwYTzwwANdGkb3pin0F1CEs4+klJKPP/444ppMh8OBEIJNmzYxfvx4rr322v5/iQPE6/Vy8OBBxowZE3HdYnt7OykpYWvaAURGG9md5557jp/+9Kd4PB73+eefn/uLX/wivLqEBDFHIiKJz1kUQgwDrsbXwse/TWiO2UXARGCFEGKitn5CVLJTw/HH8Y1H/LkQQhFCrANSgbUhdiLHpKam3lNfX09zc/NtkXIiIZAm9YYzTao5PCLSTqTGTuDicEVdVVXVqap6NdAQSScSAq+dM5w6V+33ZgphK6Ncgvh7pdPpaG5u5tixIU3P7BO73U5lZeWQU4f5+fk8/PDDNDQ0sGXLFlyu/n9VycnJYU+TOp3OITnIg8VoNFJbW4vT6Qybvu/YsWNRaxRuMpnCPj4xXJXafXHNNdeQmppKU1OToa6u7sWIXjxBTJBwJAEppVdKWYVvdvMVnbZJbdxhC3Az8G1ggRAivbtm0v+9EEInpbQD/wOsBX6FLwr5q1A7emazeWtJSYlRp9O90FOVeLiJQJo0DWgM4/l7RYtEVgNnhekSM/A5yZETT3WlnfDqXEMtRwg6D1lQUEBjY2PYUty1tbVkZ2eHxBkpKCjggQceYP/+/WzatAmXy9WnplCn07F37142b94cFs2ix+MJ6/n7W8/MzMTlcoVlUpHb7aahoWFQcoRQ4E9xhysLGA0nEkCv17NixQpGjhzJJ5988o2bbrppRsSNSBBVEo6khhAiFV/q7EtCiMCHlr+pt5TyJeBp4CbgXG2b7LSf1P71O4sOKeVBKeUBKWXI9X1CiK+MGDHistraWrvD4bgn1OcfADWqqoa8f4bWEscbQn3dYHgHCHmUV2vq/iUg5L0+g0WL8iaFo0m5JkcIdUgw6MlQBoOBnJwcamtDn7nv6OjAbreHtNrX70wePHiQZcuW9auZfPjhh1m8eHHYNItbtmyJWJ/K7usHDx6ksrKS1NTUkP1+/djtdgoLCyNe/d4ZnU4XFq2klBIpZcS0kd350pe+xNixYykoKGDfvn2/jYoRCaJGQiPZCSHED4B1wHVSyr902q7zO4hCiHLgQ+B6KWVTp30y8TmZn0gp/xxmO/Xp6ek7TznllCkfffSR6na7V4fzev2hqqoFaA3lRBZVVTOBjiiltTvbYQayQzzbewS+iN1/QnXOQdqhx3dvIXP6tJR2Xqjnsttstv8BXg92fyklbW1tpKeHtNMW7e3tJCcnhyX1e+zYMe68804sFgsbN27ss89kSUlJFy1cqDSLRqORVatWRW22t8vlwmQysWnTJoqLTxhkNGj8KeVYGDlpt9sxGo0hraru6Og4YTxnpDl69Cjf+973ADjrrLNu3L59+7PRtCdB5EhEJDshpfwRsBdYLYQY12m7Vwjh/+S4Gl+fyCL4vFckvjThvcBXO20LFzdLKafs2rXrqMfj2RTmawVDMz4NaEjQnBFztJ1IDTfwbS3KNmRUVU0B2qPtRAJo2kxdiLWSFiAcRTwD8giFEKSkpHD48OGQpRLr6+txOBxh0w/m5uaydetW7HY769ev71NPF45K4Eho+PrD4XCQkpLCyJEjQ2pLVVVVVMdodiY5OTmk9+ZyuaIaZfUzcuRILrzwQurr6/nggw8eu+iiixL+xReExAt9IvOAmfi0kBn+jVJKtxaZfB94Ediibfdq22uBc6WUy8NZ9CKEyMrPz38gJSUFh8Nxt5SyPVzXChbNIXGFsPAmYu1++kOLsn4AfC1Ep7wA3xSbmECr3M4PxblUVTXhq9IOR5pjwMOQ/RrG+vqh17e53W7q6urCknLtTE5ODg888AD19fWsWbOGjo6OXjWFBoMBj8cTEs3i1q1bue+++yKuiey+XlpaysSJE9Hr9Rw8eDAkOtfW1lbcbjfZ2UGrI8KKP/0cqoeAaKa0u7NgwQLMZjNCiDSTyfR4tO1JEBli490XQ0gpbYAKLAa+1mk6jejkIP4IqOm+XUrZ75xkIcSUodiXlJS0evTo0Zb29vZ/Ai8N5VwhpoNBfNh3R0uTh20M4iD5CMhUVXXUUE6iHV+onS+WqFVVNRTOZDK+md7hYFDvrYKCAurr64fcl7C6uhqLxRKRyE92djYbNmygpaWFJUuW9Dqb+9NPP+WTTz5h8+bNQ9YsLly4kOnTp0dcE9m9T2ZlZSWzZs1Cr9djsViorh7a86SUksrKSoqKisLeoHsgmEwm7Hb7kM/j9XqRUsbMvaWmprJkyRKSk5P59NNPF8ybNy8kD6kJYpuERrIXhBCvAxOAhVLKt7RtBi0yORNYI6W8ZIDnNAL7gO9IKf8xCJsmjR079r9SSt2hQ4dmSil3DPQc4URL/zYNtkBGVVUBFMRKNFAv46gAACAASURBVLIzqqqmApmD1Upq93Yr8KaiKEdDalwICMFrpwNytDGTIcdms63Ap18eMLW1taSkpAxoAk1nPB4PVVVVDBs2LKJtY1pbW1m+fDkul4uHHnqoi97TrykUQqAoCjNmdC2UHYhmUVEUTjvttEEfH6r1w4cPc8cdd/Czn/2MnJwcvF4v+/btY+TIkYPuv+h2u3E4HGGPJA+GUPR8jERvyoHi9XqZO3cuHo+HnJyc//3LX/7y5WjblCC8JCKSvTMHaMGX4i6Fzyu48VXy/mSgJ5RSOoDlwLbB6CiFEA8bjUZ9VVXVs7HmREKgHdBQnkBzY9GJBNAmz5hVVT1jkKcwAn+NRSdSo4GhzYAvDJcTqTHoKon8/HwMBgNu9+AaAHg8HgoLCyPeezA9PZ2NGzeSkZHB/fffT0tLywn7+Kt1B5sm1ev1Uemp2BN/+9vfmDZtWmDijE6nY+zYsYO+N5fLRXV1dUw6kTB0nau/aCfW0Ol0LFu2jMbGRj788MNzb7jhhoQjeZKTcCR7QXMabwGagM1CiMuEEAVCiK/j07i9MchTP49vVvUNAzlICHGxwWC4+ODBgy0Oh+PeQV47EgwqTarp69rCYE8oqQXO1qKTQaNVfn9ZUZQD4TFr6GhNyh1aa6IBESE5wpA+Mdvb26moqBjwca2trRw9ejQqDboB0tLSWLt2LcnJyaxcuZKmpqYTNIdbt25l586dgWMGokm8//772bJlS9Q0kf71Dz/8kLfffptvfOMbXe4/OTkZKSWNjQNvJ1tZWRmVvooDISkpaVCyC/8DRKw8BHRnxowZzJgxA7vdzn//+9/no21PgvCScCT7QEq5E7gb2AqcA9wFHJVS/lZKOSgtmNZv8g5gfedinr4QQiRnZWU9WlJSgsPhWCOlDGlrlVDiT40OohI4nPq6kKAoSivwbwZeePM1tIlJMY4DGFCeTEvZG7UZ5eEkqf9deic7OxuHw0FbW/DPKl6vl8rKSoYNGzaUSw8Zs9nM6tWrSU1NZfHixaxfv/4EzeEjjzzCjh07BqRJLCkpYfLkyVHTRHZeX7lyJUlJSZx99tkn3H9SUhK1tbUDcrja2tpwOp1YLJZQvhQhR6fTDSqiHAvtfvrj7rvvJj8/n5aWlhHXXXfd4mjbkyB8JDSSA6BzP8kQnOsZoE5KubS/ffV6/Z0zZsx46ODBgwcbGxtPkVLGQlucPlFVNT/YWc6aM5Ib5tRoSNAapV+CT+vY7+ugRWcvBX4RI+2M+kRV1TygMVitpKqqEamwt9ls24BFQzlHe3s7R44cYeLEiUFVudbW1mK32xk1akg1ViHDbrdz//33U1tbyyOPPNJl+ktZWRlr167F4XAErUns7IxEQxPpp729neuvv55bbrnlhIikn+rqarxeL0VFRUH8pnyV+gaDgczMzKD2jyZerxeXyxV0mtrpdMaUJKEvnnzySd59913a29vtM2fOzPzlL38Z838DEwycREQyCPzjD0Pc1uc+4CYhxIR+rp1XWFi42uFw0NjYeHs8OJEazQNIAQ+LBycSAu2A/gKYNAe4P0YBH8SDEwmgvQ5BSRNUVU3DJ/2IBEP+1ExJSaGoqCjoyJbJZAracYkEJpOJNWvWMHz4cFatWkVzc3OXdYfDQVJScIFbh8MRE70HAZ577jny8/P52td6D/Tn5eXhcDiCeu3cbjdpaWlx4UTC59Nugo1KxlK7n/64+eabaWtrw2QymZqamn4ebXsShIf4eDdGGRmGsK0223szWj/KPljrcDjSDxw48BbwZqjtCCMugkhHqqqaTZTmaQ8WRVHagYvxVfX3ilbJfFRRlI8jYljoCFbnqsc3VjQShKS/SUZGBg0NDf0W3tTU1JCSkhI1bWRvmEwmVq1aRWpqKqtXr6a1tbWL5nDVqlVBaR4/+eSTQEQrGppI//qnn37K7373O37wgx/0+bvW6/UMHz68X2fL4/Gwf//+uHG0/JjN5qDaAXk8HvR6fcy0++kPo9HI7bffztGjR3n//fe/c+ONN46Otk0JQk8itR1FtHZA/wVu6zySsdP6jGHDhn1UW1vr9Xg806SUn0beysGjFWG09JYm1SJ6hYqiVEXWsqGjOVpXA0/1NBpS04jeBDyvaSvjCm1++jGt2XxP63ogXVGUiEQkbTbbE8BtoThXXV0ddrudkSNH9rh+/PhxKisrKS4ujlmHpKOjg1WrVtHa2kpbWxv33nsvU6dOxev1smvXLh5++GGWLvWpZjprEgF27NjB1q1be13vrGMM5/rChQvZtm0bpaWl3HLLLUHd98GDB8nLy+u1lVN1dTVut5sRI0YM7BcaA3g8nsCIyJ6QUuJwOGK+gKg7UkrmzZvH4cOHmTx58o6333779GjblCC0JBzJKCOEuBTYAJzaqb0QQgiRnp7+3oQJE84tKyt73OFw3B49KwePqqpFvfVeVFV1WDw6kX5UVb0Y3yQXaw9rZwFFiqK8GnnLQoOqqgW9zcyOlDbSj81mexz4YSjO5fV62b9/PyNGjDihB5+UkkOHDpGdnd1FgxiLtLa2ctddd2E0GnnooYcCqWq73c6+fftYtWoV0FWT6NfXffrpp1HTRALs2rWL2267jRkzZvDwww8HnWY/fvw45eXlTJgw4QQn3+l0cuDAAcaPHx9zkeRg6ejowGQy9Rhx9I/njAdtZHf27NnD7bffjk6n49xzz734F7/4xR+jYYcQYing754xDnhZShl0Nw1tdPKCTsdnAcuklLE2ZCKixObj9heL3wNVwPe7bb9i+PDh51ZXVzc5nc77o2BXqKjTCji6oOnr4iql3QPvAMe6b9Tu7UvAW5E2KMQ0affSBU2O0NzD/uEkZPpknU5Hbm4ura0nBoodDgdCiJh3IuHzPpMdHR08+uijgbSvyWTqNXUfK/q6119/ncLCQlRVHZBWMzU1FbPZ3OPYS5fLxahRo+LWiQTfa9fTWEgpZSCtHY+ccsopnHPOOWRnZ1NWVvZLEYXcvBDir8BbUsqXta9NwEuacxjM8eOAK6WUy7Svq4CNwIdCiFvDaHrME/2/KF9wNP3lYuB+IUQOgBDCnJKS8rDRaKS6uvo+KWXcOlxa2lenpUI7E0l9XVjQtJKfqap6TrelLOC1eExpd8MFdPlU1uQIJkVROiJsy9BmHHbDYrGQkZFB54yMvzff6NHxI+PKzs5mzZo17Nixg2effRbwRQMfeeQRVq9e3UWT6HdE/vvf/0ZNEwnw9NNP8+6777Jhw4ZA8/GBUFhYeIKz2NbWhtfrjbkpLwNFCIFerz+hqKijoyPu7+2OO+6gpaWF+vr63KuvvnpVJK8thLgSoIfI4QPAU0Ge5krN+QygTb3bBDwlhIj9p88wkXAkYwApZRnwIr4Z3wB36nS6kbt3797t9XoHPEEn1tDSo4HiDb9TqTXBjne8wERVVcdAQDupVxTlcDSNCgXa69P9ISBacoSQOpLga3a9b9++QCSvtraW1tbWuClk8FNUVISiKLz++us8/fTTbNq0iXvuuYdJkyYxZcqUQB/H3bt3s2fPnqj0ifSvv/LKKzz33HMoisLEiRMHdb/JycmBoinwPQDU1MRsa90Bo9PpujiSDocjJifYDBSLxcLVV19NQ0MD//u//7vi5ptvjqRnvADoKf38EfD1IJ3ABb1EHl/Q/v36YI2LdxIayRhBi0Z+ClxXVFT0B71ebzp69Oj5Usq/Rdu2UKD1X0xVFKWpL+1dPKKq6iRgJvAbfAU4OxVFiavCqL7wa1lVVc0EnFGIRmKz2R4EloX6vEePHiU5OZns7Oy419e9//77LF++nCVLljBnzhzg88bVH3/8MWvWrMHr9UZFE1lWVsayZctobm7mjjvu4KqrrhrSvXo8Hmw2GyNGjKCjo4O2tra4iiT3R+fxh/FYYNMbLpeLSy+9FLPZzIgRI373hz/84bJIXFcI0YhPy/h0D2sSuECLLvZ1jg/xpcaXdds+DrABC3o6/xeBREQyRpBS1gNrhRDbR4wYYaqvr//9yeJEavgn3mQC8Z7y7YKiKHvxRSbPBnQnkxOpUa+qai6+vxfhnmDTG2GRQQwbNoyGhgaOHDkSmMkdr5xzzjl8//vfZ/v27YEIXXJyMk6nc0jzuEOBy+WiqamJb37zm1x55ZVDPp9erycnJ4fa2lqampooLCwMgZWxg8lkoqOjA7fbHXRv0HggKSmJ5cuX43K52LNnz6U33XTT5AhdOou+x7j2q5OUUs7s7kR2O/Y/gzHsZCDhSMYWO5KTkwvKy8vd7e3tS6JtTChRFEXicyazNG3hycYLwCziv8DmBLRm6qn4opHRSmGExZE0GAwUFRWRnJwcFwU2/XHttdcydepUVqxYgdPpRKfTsWvXLrZu3Ro1TWRZWRlLly5l8uTJLFmyJGTSAYvFEhiDeDKkfruTlJSEw+GI2wKb3pg9ezZFRUWMGTMGm832SrivF2Taeij/+RcAH32RK7cTqe0YQQih0+l0/zd27NhZM2fO/FdJScmv8RU6JOFrRN4CXI5vJjXAP4FdwHzAjC9SVI+vkvgsYCQgARPwW3yOwFe0fQHe1Y5fqP3swtcWwT9LugDfh7cJeB4YDZyu/awD3gYOATfgK5zxAjuBHcBlQDbQgc95fB2Yhi/9q8M30/lkuafx+F4jE1CLL9padJLcU+f33nfxzeFuicY9FRcX35OZmTlHSklhYSGpqakcOHAAKWWgyjonJ4cjR47gdDoDkcWRI0fS2NgYKMbwj9lLSkri6NGjeDweHA4HOTk5WCwWKisrA0UpycnJFBYWUldXR3t7O0IIPB4Po0aNwuVydZn/nJ+fT3Z2Nnv37gV8Ore0tDRyc3Oprq6mo6MjUEQxZswY2traaGxsxOPxEOp7stvt/Pa3vyU9PZ0LLriA1157jdmzZzNixAiSk5Npbm5m+/btXHzxxQD8/e9/57LLLmPs2LHU1tZSUVHBO++8w//8z/9gNpt56aWXKC0tpaioiLS0NI4dO8bzzz/PhRdeiE6n4+233+aKK65g+PDhNDY2Ul5ezjvvvMO3vvUtkpOT2b59OwCXXHIJEydOHNQ9+aOpubm5ARmC3W6ntbWVvLw8Ro0aFXevU0/31Pm9l5OTQ3V1NR6PJ6CbjPd78v9/2rdvH2+99RYvv/wyQ0VK2eeTSafU81VSyhMuqKW9n+4l2tgnQojT8f2NPT/hSCaIOjqdbn5GRsYv2traqpYsWXJ3WlraHkVRTpo3pqqqGficFTeQoSjKCW1z4hXt3i4GXgNuBX6lKErcVtp3p9trlxKpJuSdsdlsi4BtoT5vQ0MDra2tZGZm0tDQwNixY+Ou2KYn9u3bx4IFC0hJSeHBBx+kuLg4MFcbIjdb2+v1kpGRwQUXXMD1118f0nu02WxYLJaAQ5OXd0KXsbhFShmo1O48E/1kwOVyceDAAV599VW2b9/OxIkTm2fPnp396KOPhsUZ0SKSjfTuSEp8+slNJxzc/7n92siTLhM1EBKp7RhACJGem5u7edSoUXg8nuVpaWl/AM7QRuydLBiADi1NajjJ7u0i4DNFUezA3/A5lScTaZoc4YQJPhEk5NpMj8dDXV0dBQUFgbR29/nV8cqECRNYsGABLS0ttLW1kZycjMPhiLgdjY2NpKSkcO2114b0vM3NzUgpycrKIiMjg2PHjuFyRfPtGVo6t/tJTk4+qe6tqamJzMxMfvjDHzJy5EicTmdmZWXl5nBdT0oZzIPvgB+OhRAv4XNAv9BOJCQcyZjAYDCsGD16dP7hw4c/An6tKEoL8BK+1F7co6qqGWj36+u0iSgnhTpeVdXRQBq+dDHAJ8AB7Z7jns6Tifw6V1VVg+8gHTpC7kg2NDSQmpoaqIgtKiqitraWkyFL4/V6ufTSSznzzDNZsWIFn376KV6vFyllxGZrL1iwgKysLBYtWhRyDaM/pSqEICkpiby8PCorexygFXc4nc4uTdp1Ot1J8Z70k5qaSkFBAenp6cyfPx+j0cjOnTsX33DDDdlhvOwB+i6oCXq6DYAQYiPwQk8Rzi8iCUcyygghxuXl5d3Z1tZGS0vLD6WUXgAtNXpxT1Nh4gkt8mjWonWdOabN4o530oG3/DOptd6LHwAFPTRhjyu0CvsuITpFUdqAzCiYE/KWQykpKRQVFQV+NplMjBw58oRm0PGIx+PBYDCwaNEi0tLSWLVqFTabjY8//jgifSTvvPNO/vSnP3HRRRedkPYeKm1tbaSnp3dp0O0vuDmZXjs/fqlFNKvuQ4GUkoMHD6LX6wP3dNVVV6HT6cjKytJXV1e/GMbLfwSc0P3eP9VmIFFFrZfkB92dSE0v+YUk4UhGny1tbW1JNpttu5Ty/7qt7QYuiYZRISSVHiputRS3f1JKXKI5+Qe7Nx9XFMUNnAacGhXDQodRUZTjPWxvicJDQEgdycOHD6PX608YF2g2m6moqOhxTF084XK5MBgMjBo1iquuuor09HTuu+8+1q5dy5133tnFufM7gytXrmTlypUBJ3Eo63v27KGtrS3kuki3201FRcUJTpVOpyMvLw+HwxHX0bveekZGS5oQSpqampBSdolO6/V67rnnHvbu3cs//vGPr990001nhOnyL9Bzw/CvM4BOG0KIrwMNvTiRJ0NgZFAkHMkoIoT4WnFx8RyXy9Xucrl6qhj7DF8qcUqkbQsh6VoUqyeO83klb1yhqqoJuJLPq7O78zfg7HhNcWsFNj32XVMUxQEkR1jnGrKWUS0tLTidzl7Trenp6ZSXl4fqchGnvb29S7TuyiuvRKfT0dzcHPKo1syZoxk/fhyXXTacsjIjZWVGLrvMxcqVv+cf/1jLl740hd/8Jj1k16utrSU9Pb3H+dx6vZ6ampq41bn6q5t7K/aKZ2fS4/FQU1PTJQPgZ9asWZx33nkMHz6cvXv3vhSO62uOX4PmCHZmgfbVBSHES92n2GjO4lVAkxDi69rXldr4xXsZYHr8ZCLhSEYJIYQhOzv78czMTNxu94NSyoru+2iatLfwtWGJOzrr63oiSg5JqDgTONJbdbaiKM34HgTOjKhVIUBVVQMEIqs9EgWda0gcSa/XS01NDcOHD+/1Azs7Oxuv10tLS0soLhlRnE7nCQ2sTSYTN9xwAzk5OSxfvpxt27axa9euwPpQNJHNzXp8WcPl+EYWPwrcA3wbj+c8Ojr0rFyZx1e+MpJvfnMEV1xRxEcfDU4v6XQ6aWlp6bP5eGFhYaBlTrzh9Xr77Bjgb+ETjxFXu91OXl5erxN6li1bhsPhoLGxcczcuXN7GkM4ZKSUFwAXCCFu1b424qvk7skBPB0o7rbtbXxdOf7a6esl7evKXs7zhSAeP8BPCnQ63a2jRo2afOjQoXK3272lt/20D+y9qqoOi6B5Q0ZV1XSCm2DTAWSE2ZyQokXrZuD7w9IX7xCfT6lGtElE/dAQwRR3SBxJh8NBZmZml4hdd4QQFBQUxGWlbG+TUGbPns2YMWMoKyvjrrvuYtu2bezevXvImkj4EN/kygfxffb+HZiOEIsxGDz42okKKiqS2b/fyM6dZm6+uXBQTqXH46G4uPgEOUJnzGZzoNdlvOF2u/ttPu5vBxRPuFwudDodOTknSBQDDB8+nG9961uYTCZ27969ddGiRWHRl0spl0kpn9a+lvXm/Ekpi7v3lZRSZkspRW9f4bA3Xkg4klFACGExGo1rWltbaWhoWCyl7O8vgwDmqKqaFgn7QkSKoij9OpJaVNIUZ1pJE75ekX1WEiuK4sI3XjAi82RDSEYw04e0+xcReu2G7Eh6PB6EEEH1G0xPTycjIyOuUol2u73XfoM6nY4bbriBP/7xj1gsFu644w7WrFkzZE2kLyv4IDCDn/3sGWbMeJm//GUh+/ZVs2fPIdatqyM93c3w4U7Gj3eQnu6htdXQxakMxqFsbm7m+PHjQY0LHDZsWJ8PCrFIe3t70L0ijUZjXGl4a2pqaG3tP6Zw66230t7eTl1dXUp5efmPI2BaghCRcCSjgMFgUIGcQ4cOvQP0OyJK+1AvA84Ls2khQVXVLCDokIAWdY2LiKuqqmOA0QNoON4BZKiqGqmZskNCkyNUDeCQVnwTb8LNkB3JmpoaGhsbg244LqXk0KFDuN3BBGeji7/St697mz59OqeddhrPPvssOp0uJKP3pk518tprFfzxj2/xxBNPsGDBAsaN+7zLyrXXtrJjx2Gs1qP86U/l/OxnVZx6akcXp7I/h9Lr9VJVVUVaWnDP0Xq9HpPJREXFCWqhmKQnOUJfxFM7oOPHj9Pe3k5ubm6/+6akpLBgwQKam5t57733bpo/f/5J0SLui0DCkYwwQoiSoqKiHwwbNszr9XoXy+D/IrwPjI31dkCavs7rb4czACKZJh0UWjufbwBBO1qddK5f9msPY5UByBECaNX3SRFodTQkR9Jut9PS0kJBQUHQxyQnJ5OWlkZdXd1QLh0R/KPt+uPGG2/kX//6VyDaqCjKkPtIrlmzhhUrVnDBBRdwwQUX9Hn900938NvfVnZxKjs7lOvX53DjjYVdHMqamhoyMjJ61df1hMFgoKOjI6hIWLTpTY7QG0KIgF4y1qmqqmLYsGF9yhE6861vfYupU6cyduxYXWVl5W/DbF6CEJFwJCOIEEKkpqY+NmzYMH15efnPpZQ7+z/Kh1b48Et8E2JimWSC09d1QUuTJsV4ivsMoEJRlAGV9GoFR3uB/h/Lo0t6MHKEHrDja8oeTnpqQxQ0FRUVFBb+P3tvHmZHWeb9f56z9um9O70kvWTrgIEkBAISAYWAooCjICgwLowCvoEBZJ0AAS1LeccNFwZmHGUcRZ1xxfnpjKOOjhrjOMLLIpssSTpk6T29b2d/fn9UVXPSfbr7LFWnqjr1ua5c0N3nPPVU1zl97rrv7/29l+f8gWawfPlyRkdHHV/iTiQSOWUYW1tbefe7301FRQVr165l06ZN3HbbbQX7SFZUVODz+TjttNO45ppr8tqzEVQaAeXmzZrCZ/fuCrZvX853v1vFhz7UzCuv+GlqasprbUPn6nSD+cwJNvkQCARIJpOOPrd0Oj1jPJ4rQgh27tzJ2NgY+/btO/M973nPGy3coodJeIFkaXn7mjVrzjtw4MB4PB7fme+TdRudBlVVT7Rgb2ZRk4u+bh4GsMfsOlcagf8p8Lm7gYRNU2EWRc9051PSnkG/CSi38iago6MjQQE3KKB9oDU0NFBTk/9Ly+/3s3r1akdnf/LR1wFcccUVNDQ08OUvfxm/38/69ev5m7/5m7x8Ijds2MAvfvEL7rzzTs455xzuuOOOvIN0AyOgfPTRbu65Z5C6uiTDwwE+//l6HnssyN13n8Szz1bkvW5VVRXhcJho1PShSKaQbyZyNn6/37ENYalUiq6urryCSINNmzZx0kkn0dzczP79+79jwfY8TMYLJEuEECIkhPhif38//f39ipSy0HpZD3CuEwOSAvR1R6FPhbFrBN+CqKoaBv6gKEreM1lhpsS9HjjX1I2ZgP77njZGWBaCft2t1rnmnZU09HXV1dU5ayNnU1ZWNmM94zQSiUTewUgoFGLHjh089dRTfPOb3yQYDObsLymlpLOzk507d/KNb3yD6667juuvv77gIHI2W7bE+MpXennTmya57bZDnH76s/T3V8yUvLUs5fKcu70NmycnToWRUhb1e3NyVrKnpyer12eu3HbbbXR2dvLyyy+3veMd77jBxK15WIAXSJYIn89388qVK9f19/e/lE6nHyp0HUVRjqDNc3ZUyl/vKJ/PeDwf4mj2M45Bz9Z9EMi1wWY+HgPWqarqNBF5EDAjtTGsN1pZRd6Z7v7+foQQBQeRBsFgkN7eXscFJIUEkqAFWPfeey//9V//xd13383999/PJz/5yXk1kffddx8XXHABTU1NPPDAA7S1tfHQQw9x3nnnmXk6gBZM/vM/93DaaS+zfXs5b3qTdv+we3cFn/98Pbt3V2TVUmZDCMHo6Cj9/f2m77MYpJSk0+miA3An2gFFo9GcG2zmo7GxkQ9+8IOEw2H27t37uY0bNzpd0nVM4//4xz9u9x6WPEKI5ra2tkfLyspCg4ODV0kpXy5mvV27dvUBJ+7atWvPtm3bHHE7umvXrgY9yC2Kbdu2pXbt2lW/a9euyW3btpmws+LZtWvXZcDjiqIU9Wm0bdu29K5du0aAt+zatetPDjq/OkVRik63bdu2Lblr165aq67d8PDw9eQxhiwej9Pb20t7e3vRH9ihUIjp6WlisRgVFfmXWa2gUH2dQWNjI294wxv4wx/+QG9vL2NjYySTSZqamnjooYfo7e3lJz/5CQ8//DBSSuLxONu2beOuu+7inHPOsdRiZ3h4mHg8zkknNXLJJRMcd1yc3l4/H/jAGIkExGKCxx8v55VXgvz85xWsXJlgxYrs8oNIJEJ3dzdVVVVHzbC2k2g0mlfz0EIIIXLyoCwV4+PjlJeXF/0+2bRpEz/72c8IhULB5ubm1quuuuonJm3Rw2S8jGQJCIfDn2pubq7s7u7+Lynlz4pdT1GUaTTnX3P+EhWJqqpNC02wyRcn2QGpqno8WoPTC2aspyjKHrQOfEeU73U5gpnpmn6gzsT1MskrIzk1NUVdXZ1pwUNTUxNTU6ZNaiyKYvV1Bq2trdx///18+tOfZuXKlezZs4fOzk7Wr1/P4OAgHR0d3HPPPTz88MM89NBDXHnllQsaS5tFMBikra1t5ustW2J8/eu9XHnlOF//ei/33DN4VKZy+/b5s5N+v5/m5mbHjL005qCbRSAQcEymPJVKEYlEqK8v3oAjHA5z4403EovF6Ozs/NDZZ589d76ihyMQTtRXLCWEEFsaGhqeqK6uTnd2dm4oNhuZiaqqHwJ+pSjKIbPWLGAPISC0wDztQtct19ctSJNo4j6OAwYVRck6d7qIdbehaS5tcxbW5Qg+M7KRWdaNm31u+/bt+yOwMrU6jAAAIABJREFUNZfHSikXNOgulFgsht/vtz2zZXRpm6VNNJg9p9sO+vv7qa2tzUlj99RTYbZvX87wcIDNm6eprk5z003DbNlydJe9lJLh4WFqampsz9xZ8TtOp9Mkk8midIlm7GHv3r20t7eb9r6TUnLttdcyODhIRUXFH/74xz+eZcrCHqbiZSQtRGjCrAei0ajo7Ox8wMwgUufXwAU2z6oOYI6+7ij0zu+InXZAqqqeBPSZHUTq+LBf51ptdhCpk8CajGtOYjApJfv27bOkCSEcDvPqq6/aqkszS1+XjVAoZOvUlGg0ysjISM7BXmZzDnCUfjKzMUcIQV1dHUNDQ7Zm76wK1I3Xgp3nNjw8TCgUMvXmTQjBnXfeyauvvsqTTz555rZt284xbXEP0/ACSWu5fOPGjW8UQhwBPmn24oqiHEAzkN5s9tp5UKGPOTQdvRM4PwM5k9CzamcBVv1l/iNwvKqqttgdqaq6wkw5Qib668EKX8mcorfR0VGEEJZl1hobG+nq6rKtWzYajRIOW9OPZnQC20V/fz/Lli3LK2tolL1nl7tnN+Y8/XQZsViMwcFBq7a/IGbJEebD5/PZZlOVTCYZGBigpcX86vPxxx/PJZdcwsaNGxkaGvpXUWznnIfpeIGkRQghyuvr678QDAaZmJi4R0ppVYn2PzFhfFwh6MGI1WM/xlRVNbc+mRtnAc+ZXbI30DOuzwIdVqy/EPrv09KRH4qi9KqqavanyqKBZCqVore3l9bWVpMP/RrV1dX4fD5GR0ctO8Z85Go8XgyRSMQWA/Z4PE4ymSxYXzc7oLz99qE5mcqPf3wjzzwzbkuwnE6nLZVEBAIB23wl4/E4bW1tlpXWb775ZmNKUcvZZ599kyUH8SgYL5C0CL/fv6Ojo6Ols7PzBSnl16w6jl6aPKiq6uutOkY2dA1jKep7CUo8zUc/t3a0rKFlKIryB6DbhvJ9AG0ajdWMmpxxXXTP8XiclpYW0zpisyGEsDRQXYhEImG5Ds6OEXxGuX716tVFWzUt1Jjz298u44c/bOO224I5e1GaQSqVwufzFX1ui1FeXl7yhrBoNEosFst5Fnoh1NXV8b73vY9AIEB3d/dnWltbHWURd6zjBZIWIIRoLysr23HgwAFGR0dvkFJa/Rc5DZyiqmopR/DVlqIRRh8NGS5xsFUOfEs/ttVEgQ+WSueqz8T2l+LcFEWZBMz0ylkwTRaLxUgkElRXV5t4yOyEw2EqKioYGSldL1gpG2GEECUt3Q8PDzM0NGSJ7nN2pnJgYBW7dzfm7EVZLFJK0zu1FyIYDJZU59rTU/AMirx473vfSzKZZHR0tGzlypVfKclBPXLCCyQtIBwO3x8IBCL9/f0/kFLusvp4uibtCeBNVh8LtJI2BY7TKwTdn7IkJt6qqp4AnGKV7nM2ejAeBTaV4nhAQyk74RVF6TbRgH3Ba9Lf31/SD1AhBP39/SUpA1utr5tNKcfvJZNJ+vv7izKwzoXXAsohTjstSlvbn9m9u9zygNLIRpaKYDBYstL96OgoUkpqa62cQ6ARCAS44447GBkZYf/+/VetX79+peUH9cgJL5A0GSHEWW1tbZfX1NTEgB0lPPSfgCqLJ4ugqmoZMFHMOL0CGbO6MUW3Mnoz8LSVx8nCL4Bz9N+tZegl+9KL38zTuc4bJU5MTBCLxUricWgQCASoqalhYMBqmbD1+rpsRCKRkpRJe3p6qKurK5l1zZYtMb761VHe+c5R3vpWzTktn2k5+RKPx0tuyxOJREoyY3x4eJjm5mbLS/YGZ511Fueeey7t7e2ioqLi0ZIc1GNRvEDSRIQQvurq6r+vra2lq6vrfinlq6U6tj6n+ttYP14wSGm0kUdhQZk0G9uAF82Y0JMPur3QzwGro6CSyBGyEMccneu8KbKBgYGSfqAZNDY2MjU1ZWkmtFT6umxYXSaVUlJWVmZ5NnI2QgjOPLOJm29+np07B7LaB5kRUNrly1kKnWs6naapqankk5527NjB6OgoQ0NDp51yyilvKenBPbLiBZLm8lft7e2bDx061JtKpT5V6oPrweTxqqqeZsX6qqoGAFEi7eAc9DKpJRNvdI3iBPC/Vqy/GIqivAL4rMoo6x3UJZMjZKK/XoIm6ECzRjRSSpqamqiqqipy+fzx+XysXbvWsg9sKSXJZNI2A3Sry6Sjo6N52/2YRSQSobGxkRNOGM1qH1RsQGnndQPttWmVzjWRSNDZ2Wm64X8urF69mnPPPZempiYmJia+7dkB2Y8XSJqEEKJaCPGpQ4cO0d/ff4eUctKmrTwDnKWqqhW3ifVYbBuTA6O6x6PZtAFP6rY8dtEInGv2onpZedIGOcIMeta1uchl5kQ0qVSK/fv32zqNJRAIMDY2xvDwsOlrp1IpWzKRmZSXl1tiwD46Osrw8LCt52dYDSUSiXn9KLMZnOeC3ZNm/H6/ZTcB3d3d1NTU2Hbtrr/+eg4cOEBPT0/zqaeeeoctm/CYwQskTSIYDH70xBNPbB4fH/9f4F/t2oduB/QY8FYz19WDkYSdwYhOFDA1faGqajvwFiyY0JMnfwLqVFVdbfK6lvtG5si4qqrFtFTPSfv19PRQUVFhe7BVW1tLX1+f6ZlJO/R12TA7M5lOp+nv76exsdH2azcxMUF//2vj5hczOF9orrdBKWyacqGsrMx0nevk5CTRaLSkeuTZVFVVceutt1JfX8/Q0NB9QojS1tc9jsILJE1ACLGuvb39lmg0ipTyZmn/APMngX69FG0WdYqimJ9yyRO9fJ9WVdWUFla93PpmYLe+tm3ox/8lmlbTFPQGnmm7zw1AN3cvJpt81DlEo1EmJiZKrq/LRjgcpra2lt7eXtPWnJqasqV0mA2zy6RjY2MEg0FLvQdzpaGhgYmJiTkBVzaD87q6JMPDgQXL3lJKpJQl7dReCLONypPJJK2trbaf36WXXkpTUxMNDQ2hk08++WFbN3OM44xXusuJRCJfWrZsWeDw4cPfllL+P7v3oyhKAngcaDPDf7HUdj+LoSjKOFBn0nLHo2Va95i0XlEoinII+KUZNwH6tS9XFMW+wdCz0HWuhU68OSqQjMVitLS02KKvy0ZjYyN+v9+UgMvQ19mdrTPw+Xyk02nTgslgMMjKlc5wb/H5fCxfvnxeP8RMg/P55npnBpR2zrvORigUMi2QnJycJBKJOOIGwOfzsWPHDgYHB5mYmLiyra2t5FPCPDS8QLJIhBDnl5WVvf3gwYNTsVislHY/C6IHk2cCrytmnYyMlt1Z1tlMqapqRnfFOOAoGwlFUbqAS3W7nmIIY92s8GIoWuc6PT1NJBIpifl4rvj9fhoaGkyxXbFbX5eNcDhsyrl1dXUB2J7RyqSmpobm5uZFg8DFdJRPPRUmFos57tqZoXNNpVJ0dXXZNs87G6eeeiqbNm0inU6LysrKH9i9n2MV57yTXYgQIhAKhR6Ympqir6/vk1JKx2TtdH4DbCuyDFwOlH6o8CLoZdKiAklVVbfpa5ViXGC+HKZ4nWu9TXY/izFNETrXdDrN4cOHbZsrvBB+v5+uri5jLnBBOEUXmY1ijcqnpqaYmJhwTMk+k4qKCg4dOpRToDRfQHn//WFuuGFNSccv5kqxOtfBwUEikYjjrt3tt9/OwMAAr7766iknnnjiX9i9n2MRL5AsAp/Pd/0JJ5xwQmVl5UHgS3bvZzaKovQAfRQ4NUVvsJlyYDYSKK5MqqpqPbABKKlnZB48ATQXOhXGaXKETHS9Zko3gM8HH2gmyMFgsOT+dbkghKC5uZne3t6CSpxG6dhJ2bpMiimTSinp7u6mpaXFkecnhCAcDuelc80MKM85Z4R0OsDu3ZUlG7+YD8XoXJPJJENDQ6xYYYn7WlG0tLRw9dVXs3HjRhKJxDeEEM7QuhxDOO/d7BKEEMsaGhruk1IyODh4s5TSiVktgJ+iBZN5oevrItgzCSUfxgoscZ8P/LZUoxDzRVGUOPBbCtCC6nKEmFNvAGAmo1ydp4bXn0qlGBgYoLW11aqtFU1VVRXBYJDR0fwT+U7T12WjvLy8oE7geDxOZWWlLX6fudLY2Mjk5GTeYy+3bInx4IOH2LFjck7J+7LLWrjsshbbg0ojkCwkmEylUqxdu9ZWX8yFuPbaa5mcnKSysnLZpk2b7rV7P8caXiBZIMFg8BNr1qyp3rdv3++AH9u9n/nQA5JpVVUvzPOpIUA6ORjRmSTPaT66Pm8ceNGSHZmEoigvA10FjIas0X0bnU6c/KYVBZLJJKtWrSrp3OlCaGtrK2iPTtTXZSPfMqnRqNPU1GThrorH7/ezbNmyvLWgsViMSCSSteT9zDMRnnkm4ogsZSgUyvvcJiYmGB4edvTrMhKJcP311yOlZHx8/J6qqipLx+l6HI0XSBaAEGKj3+/f/uKLL6YnJydvdIDdz2KMASt1v8RcWeYEu5/F0APdsVwN2FVV9aON6/uVEyxxcqAMuCLXLm7dp3HQ2i2Zg+55mnO3zOjoaM3IyIjjNFrZCAQCBAKBeTuBs+Eku5/FCAQCeWVPBwcHOXLkiCNL2rNZtmwZZWVlOQfK6XQaIcRRHfaZAeXmzdNs3qw1ulg50ztX8jEql1LS09PjiC7txbjooouIRCIMDw8HV61a9XW793Ms4fx3tcMQQoiKioqHGhoa/GNjY/8opXzO7j0thj6i7lfAm3MZU6fr8swzxLMYPeua6wi+TcA2/TmOR1GUfrTAcMtij9XP32fXCMtCyFXnqqqq2L9//+vcEmiBlrUbGxvLqVs2lUrh9/sdY/ezGEIIfD5fTo0p8XicwcFBli8vSO5rC8bEpFxyBAt5Rm7ZEuPRR7t59NFu00cwFkooFMp5fvrg4CBlZWWuCCSFENx1113E43HGxsbe1dLSstHuPR0reIFk/rxz9erV5yQSiTHgY3ZvJlcURdkHHAIWnOWsqmoYzVfRDdm6TFJo2bt50e10zgF+XZIdmccvgDNyyLoGcabdz2JM5GAHtDEYDAon6+tm4/f7aWpqyql5IxaLEQ47pzEjFwKBAMlkctFgq7e3l2XLljlWX5eN8vJy/H5/TmMv4/F4Tuc2X6f39u35j18sllx1rolEgsbGxhLsyBw2btzIO9/5Tpqbm6mtrf2h3fs5VvACyTwQQoSXLVv2gN/vZ2Bg4KNSSleUEDP4LcAidkB1iqK47bwMk/IFg2TgPOApvaTqGvTGlO+gWTEtRL3bzk1nHK2xayGa29vbR9ySsTOora0lEAgsmAGKRqOuKWnPRgixYFZSSklNTY2t4/QKpa2tjf7+/gXLwFNTU5SVLXj/OofMgNKYlGOMXyxlltK4EZiPRCIxU+Z3E7feeitDQ0Ok0+nXnXjiiVfavZ9jAS+QzI+ba2pqVnV1de1Np9Nftnsz+aIoSgo4DTg928/1pg6n2uEsykJlUr07eD/wx9Luyhz0EveqBc5vOQV05zsBXec6r0m5rg/9U3V1tXtSWjpCCFpbW5FSZtUUptNpfD6fa0ras1moTGrY/VRVVblCGzmbUChEe3v7vHZHxcoRtmyJzUzKuf32oTlZSquDyWAwOO9NQCwWo7Oz01VZZIOGhgYuv/xywznhy0IIZ3fmLQHc9+62CSHEciHER/v7+xkcHLxRSuk8N+Tc+B1wqqqqR2XvdH2dcJO+bh4m5ykBnw28pE/8cSvDwPmzLXN0P8akC+UIM+ia1cBsnavePPR/0M7d+UKtLPh8PgYGBhgamttI76SZzIUyX5l0cHCQZDLp6vOrqKhgeno6a6ezGXKEzPGLs7OUVmcnhRD4/f6swWR3dzcNDQ2uvXZXXXUVU1NTDA8P127atOlv7d7PUsedrxIbCIfDn9myZUvl1NTUf0gpf2H3fgpFn+KyG7hg1o8CuFNfdxSKoowya+KNqqobgOW4/Px0neskcw3mGxRFcW0mOYMUc62c3gw8rWfT3SOQnEVzczMDAwNzsluJRMKVWZ/ZzC6TplIphoaGaG5utnFX5uDz+eboXI0RnWaTmaUE6zWU2XSu4+PjJJNJ6uvrTT1WKQmFQtx11120tbUxOjp6a3l5uXuEni7ECyRzQAjx+vb29qsGBweT6XT6Nrv3YwLPAM/pVjgGbtXXZaNfn1xj6EHfAOx2gSdmLvwOWG18oapqAy7qsF+I2TpXVVVb0W4AHte/5VpvuGAwSENDA93d3TPfm56edl2DzXyEQqGjAsmpqSkqKytdp6/LRk1NDel0esZgPp1OW9phv5CG0oqSdzad68qVK10rtzA499xzaWtrY8WKFf5169Z91+79LGWE8y0Q7UUIIaqqqv54wgknnP70009/Ph6P32H3nsxAL4+egxaYNAH9bi6NzkYviU4BrcDJiqI41jQ+X1RVbQSMOmmlnoVdMqiq2qLrXdcCE7o+lH379nUDzpvRliPpdJrh4WHq6+tJp9MkEoklEWgZpNNpUqkUgUDA1Q1E2ZiYmGBoaIiVK1eSTCZnysJW89RTYR58sI63vW2Sz3++nuHhAJs3T1NdneZtb5vkF7+o4KabhtmypbgBXVNTU5SXlzM0NOTIedqFsnfvXq6//nqCwSDpdPoNe/bseczuPS1FvIzk4lwZDAZPf+mll44kEolP2L0Zs9Czc1XAGbhcXzcPSTQ7nDjwE5v3YjaDwLVAA+Bmzed8TKmqehIwZgSROot15Tsan89HXV0dAwMDRKPRJRVEwmsj+F599dWcfQrdQmVlJY2NjaRSqZkmm1KQqaGcXfI2M0sZiUQYHx93jWl8rqxbt46zzz6biYkJUqnU94Tb06wOZem8YixACFFRW1t7vxCCsbGxu6SUS6X0a/B74I1ourslhaIoU8B7gKolUtKeQQ/6/x/wDv08lxrTwNsyv7Fv374Qi1sEOR6fz8fIyEjeY+rcwsTEBLFYjOrqnAcWuYaysjJefvll2wKt2T6Ut98+NFP6LjaYFEIwNDREZWXlkpFbGHzkIx8hHo+TSCRWnXzyydfZvZ+liFfaXoBAIPCJk0466aMjIyMvXXTRRWc0NjYKXvswG0GbR214+42hBeZGZ+m4/l+jQWACrdnD+As7hZYtM7Is00AUqNO/jurfq9HXjenPqQb8+nMn9fUDaBm4cbTZxSG0xoUxfX9h/dij+v6NVIgPzQpoANi3RM5pWP//VcCFwA/181sK55T52msD3oVmrv7iEjkn47Vn2FM9jZ5x3bp1a2j16tX7jWaVQCCAEILMr30+30wmzO/34/f753ydSCSQUs752ufzzTQeGJY8mV8LIWbsUlKp1JyvQdMJzv46nU7PaAeNx4+MjDA4OEhHR8fMHtx8TlLKmTUPHjxIfX39TCDp9nMyvgatS7uvrw+fz0dbW5sjzulPf/Jz551N9PZWcvLJE/j92p5uvXWKk06aXvScjHMQQnDo0CGWLVtGJBJx9XXK9n760Y9+xI9+9COmpqam9+7dWy+lXJp3cjbhBZLzIIRY1dLS8nJVVVW4u7v7vNtvv/2xpZT90W1WqhVFGTE8CJdK5k7Xf16DFmQNAfEldu2CaEGgD6hRFOUVm7dkGvq5fRD4FlpgOaUoSnLfvn3HAa4/z0Qigc/no7u7m+rqampqXNs/NIdoNMr09DS1tbVMT09TXr6Yf767MMzH9+zZQ3t7u2POz9BRjo35eOYZ7b7M0FHmqp+Mx+P4fD58Ph/JZJJQKGT1tktGKpUiHo9z1VVXGUHu15988smr7d7XUsIrbc+D3+//XGtra/jAgQM/HBsb+w1QPtu/z+WE0DJNoGWZltIEgGrgT4qidCqKMoLLtXVZaFQUZUBRlD6gV1XV4+zekImUA9/RbaqSaBlPWALXMJ1Oz2Rv2traZjIoS4FkMkk0GqW2tnamEWWhqSluw7D7MbKRTjq3zJL35s3TbN6szXbP1TpodHSU3t7emSwkkNOMcbeQTCYpKyvjtttuI5FI0NPT88E1a9astHtfSwkvkMyCEOJNgUDgPc8999x0NBq9Xf/2IJoVievRA+JKRVGm9W91owXKHTZuyxR0c+564KmMb/eoqup+QztAVdUmjp5g4wfOU1XV9Z0bqqquBLbpIyENnauRsnO96C4ej88Ej0KImVLwUqC/v59YLDZjGRMOh5dMw00qlTpq+lBFRQXhcJjJSWdJy7dsifHoo908+mh3Vuuga65ZzmWXtRwVUKbTaXp6eubM0842hcmNGGVxIQRnnHEGra2tTExMiKqqKm8Ot4l4geQshBD+6urqv1+1ahXRaPSzUsqDMNPlPK2qqjPqGcXRiKZRA2bO7T+Bt+nj6NzM6cDxmV3o+vlN6UGma9GvTUI35wZAUZRhtNGPWcdeugVdanERR98AgOYJugIXe0jCax/MmU2j5eXlRKNRJiYm7NqWKUxPTzM+Pk5DQ8NR349EIsRixdnSOIFUKjUne5xKpejq6nJswDV7/GJdXZLx8QDPPBM5amJOX18fVVVVR9n9hEKhJXHdYO70obvuuotQKMTU1NTrt27deqGNW1tSeIHkLIQQH+ro6Ng0ODjYA3w282dLoUxqBIqZwYj+dQ+ap2Rdtue5AX3s42a085hNnNfKpG6lDK1xZja7gA0uz0puBXoURTmU+U39JiAWjUZd+7oEstr9+Hw+Wlpa6OnpcXUpcXBwkIaGhjmWOEKImcyrWzGykbM7tcvLyykrK2NwcNCmnS3ObOug2WXva65Zzr33ttDT0z7nuZFIhOnp6TnfdxPZpg+tXLmS97znPSxbtoyxsbFvCiG8GMgEvF9iBkKImhUrVnwmFosxODh4m5QyW4NGj54hcStNs7z5MnkBqJxnVrUbOAN4IqNkP4OiKDEg4ladq34D4Ms2K1w/t0d4rTPdjaTQAuI5KIoyNDEx4doRZ9PT0/N6RlZWVlJbW+vqDFBdXd284/QMb0m3kkwm5/WMbGlpYXBwMOusaqeRrewdDg+ze/cqrr++fY6OUgiBz+dzxbllw+gEz2Ybed111zE8PEw4HG544xvf+DEbtrfk8ALJo/moEKL+0KFDjwHfy/YAPUMy6cbsj66vmy+INM6tFTirZJsylxfQ/BXnYwhwq1ayhgX8PnU94etVVV1Tui2Zg6qq7cAzesY/K8uWLUu5MUNiWJ0s5D3Y0NBwlM2JW0in03R2dhKJROYdpxcIBObMF3cLRnPUQue2Zs0aRzXe5MKWLTEefHAPZ5yxj8rK9LwjGMPhsGtvcBaaGlVZWcmHP/xhRkZG2LNnz84NGza4Xn9tN14gqSOEOD4SiXxkYGBAjo+P3yAXvo2eQut6dg16RiupKMpif/X+CKxxU3OKqqo+VVUvB3oXmtCjB8pxt90E6NfOP1uOkIXngQtmzVB3NPq4x4vQvCbnRQgR9vv9riuTJhKJRQ2ehRCMjo5y5MiREu3KHPr7+wkGg4sadIfDYVeWSXOZPhQOhxkcHHRc481CSClpajrMxz4W4J/+qW+OuXlmU04kEnGdeX4ymVzUEeGSSy6hrq6OiYmJYH19vTeHu0i8QFKnvLz8gY0bNwallI9IKZ9c6LFGMOayxpQIrxlVz4t+bruBN1m+I/N4PVoTyqJtooqiDKF1dbuJheQIMyiK0gUcBM60fkumcS7w/7KV7GcRclsgaYzSy2UqW3NzM8PDw67JACUSCYaHh1m+fHEjCzeWSReSI8ymurqa7u5u15TwJycnkVJSV1c3R0eZ2ZSzfftyvve9am68cQVPPukeqyrDAH0hfD4fO3fupLW1lUOHDl140UUXnVKi7S1JvEASEEJcsHLlygt6e3snE4nE3Tk+bRyXNKboAa/I4cMaAEVR/gw85gY9oZ5dPBX4TR5Pc43OdTE5QhZ2s0h2zynodj/VaBNsFiPk9/tJpVKu+cBeSF83G7/fT2NjI729vRbvyhyi0SgrVqzI2QvTTWXSXOQImVRWVhIKhRzdeJOJz+dj9erVc75vdHpv3jxNVVVqpuT9P/9TxfbtTXOsg5zIYnKETLZs2cKGDRtobm7myJEjj5Zge0uWYz6QFEIEa2pqHqysrKS7u/sTUsqc/pLrZdKUS8qk1Wjl+HzoBq7QJ404mWbg8YX0dbPJsANy9F9F/QZA5iBHmEFRlDHgaZdIE5LAv+YzUSkUCrmi1JbPB5pBfX09y5Ytc3ygHIvFCIVC1NbmZ2Dhlk7geDyeczbSoLm52RVayd7e3gVvcIymnK99rWem5F1ZKYjHUzzzTCSrF6WTiEajec0Kv/322xkcHGR0dHTNZZddtt3CrS1pjvlAEvjrdDq97vnnn+9MpVIP5PNEN5RJdb1cIJ9gBGbsgYaAsy3ZmAnonp5jiqI8UcDTJ9HmQDuZajQj/HyJAZfo2UxHoqrq64GKfEdXuqVMmou+bjZCCMrLyzl48KBjS/hSSrq7uwsKCI2JN049N9BK9oVMHCorK6O+vt7RJuzxeJyRkZGcRjvOLnkfd5yguXl0puztxIAyHzmCwfLly7n44os5cuQITz311Be2bt3qGn25kyh5ICmEqBFCtJT6uNkQQjQsX778E4FAgGg0equUspDai9PLpM256Ovm4ffA61RVdWpX24XAXBO0HNAD67RTTcr1THd0oeah+dBvAv4AnO9EeYKqqpVoVk351HFn0nROL5MWEkQaGJ6FAwMDJu/KHMbGxkilUnlnIw2cHkjqs5gLem4gEKCzs9Oxr82uri6ampoIBPKT9mtZyh6++MUBTj55gqqqlOMCynzlCJlcffXVlJeXEwgEyhsaGv7Rgu0teUoWSAohwkKIK4ALgB8LIR4QQlxequNnIxQK/d/29vbqeDz+G+DfC1nDMEx2Yolb74gt+BNJzxbtRpuE4yhUVV2Llg1+rohlpnDu6L0yoJga7vNoGVcn2gGdB/yvoiiLNn9lcNTvwqllUiNIKjQYAWhqamJkZMRxpVJjnF5bW1vBaxiBpBPL94XIETLx+Xw0NjbS09Nj8s57dJVqAAAgAElEQVSKx3APqKsrXNZ/+umCb35zP1/7Ws+MjtIpAWUxN29lZWXceeedBINB9uzZc/WFF17o5MSQIylJICmE2AC8HdgtpfwecCnwJ+BfhRB/IQp95xa3p5Pa2tqu7evrS01OTt60iN3PYgwDlWbtzQz0knbODTbzoSjKc8CAk7KS+rldAPw0H33dbPRsn3SaVlI/v2Ah2UgD/ffyfbSJPo5BzwCnya3BJpOjokanlrhjsVjBH2gG4XCY+vp6xwXKqVSK9vb2os8vGAw6MmuXr74uG0Z520l2QFJKUqkUzc3NBQfJBpFIhBNOGJnRUTohoCxE0zqbCy64gPr6eqqqqnxTU1PeHO48KVVG8kzgt1LKbgAp5SEp5deBzwPfRitRlgwhhPD5fF8qKyvz9fb2fkVK+UIx6+kf2hMOm8NdRxHZyFk0Ahfr85CdQBnwM0VRuotdSFGUQWBZ8VsylWZFUYq+doqiTABCVdWtJuypaPQyewT4db6aXbI0iwWDQUcFkolEglDIHKVEY2MjoVDIMVnJeDzOkSNHqKgofuiVEcw46doVk9HKRAjB6tWrHZVxHRkZoa+vL2cHgYXI1LlmNubYFVAav+diKgCgndedd97JyMgIzz///JkXXnihm+zvbMfywEAIUQZ8GFiufz1zTCnlncAe4PNCiE1W7yWDd/n9/nP37t07FI/HP2rSmjEg7ARNml5mnywmW5eJoij79P9db8Z6xaCPbzxVUZT9Ji7bq6rq4oZ4JaBYOUIWhtAm3lSZuGahHA9clG+Djc7Q7G8YekKnBCTF6OuyEY1GOXTo0OIPLAHd3d2mBFoGZWVljslKmiFHyCQUCiGEYGhozku25CSTSfr6+lixwrxqrWHDZbBYQHnBBW2WBZWGNtIMTjzxRLZu3UosFuPQoUP/asqixwiWBpJCCJ+UMgo8DrwLQEqZ1n9mKH4vBZqA+4QQlpeHhRBl9fX1X1q/fj3xePxjUkpT3u0ZQZsT7HLCmF/S/CnwFgc0p7yZ4rSDc9BLyAm7z00vaWedp10oiqJMAo+h6RJtQ//dng/8qsAlso598fv9jsjaFauvy0Z1dTXJZJLx8XykpOYzPj5OKpWipqbG1HWdonM1KxuZSSAQYGBgwPbXZn9/PzU1NaZlykF7z0kp5zRNzRdQ7t0btixLGY/HC+qyn49bbrmFhoYG0ul02/nnn3+DaQsvcSwNJI2gUed0IURHxs+SQgi/lPIQcBvwDuAKq/WSfr//trVr17YfPHjwZeArZq6tKMow0GDmmvmil59DOYzTywvd6uhRwLbyvd4d30T++rpcGEKbZ20njYqi9Fmw7tOAX1XViAVr58oZwP4iSvZZA0khxIwGzE7M0NfNRghBW1sbXV1dtnY6T09P09DQYGq2FV7Tudp5bmbo67IRDoepqamhv79QwwxzqKyspKnJfBewQCAwr9XR7IBy3brYrCzlClOCSSvec8uWLeN973sf5eXlHDhw4HOrVq2yO3HiCqzOSBpB4beAtwIXCCFmLoyUMqX/9xHgP4EdaIGCVftpWbFixb0TExOMjo7eIKW04nbR7jLpcjP0ddnQR/BtUFXVrok+a9HMx03L2BnoGeUxu3SuuiWOJbUwXY/4MyBoo/Sin/ymD83m8Hw/sLtMakVGyyASidDS0kIiYfpLPifS6TTV1dWmZyMN7NSBmqWvm4/Gxkai0ahtNzldXV1UVFSYoo2cjfE7W+gmwAgof/7zw3ztaz1UVWm/h/Fxf9Elb6MCYMW1e//73088Hqe6ujqycuXKL5t+gCWI1RlJqZe3HwP+EVCA0zIfI4QwXuXvBlqBt1m4pU/F4/HIgQMH/kNK+d9WHEAvkybtKJOqqtrAPJkbExlFuykoKXqmdZ+iKM9aeJg49pmUB9AmvViCoijTaKXlkutcVVV9I9q1K0QbaTDArM7tTOwqk0opLftAM6iurmZ8fLzkwWQqlWLPnj2mlg5nY2f3vZn6umz4/X7a29ttObeRkRFisZilr8uysrKcp0xt2RKbt+T9l3/ZwgUXtOUVUEajUSIRawosoVCIW265hYMHD/LCCy98cOPGja2WHGgJUbIuXCnlrcAYcK8Qoj3j+ykhREDXUn4MuDsza2kWQoitK1asuGpwcDA+PT19i9nrZ6IoyhFKPPFGD7QCiqJYbffyZyCkquo6i48zgz6m8cNoQaxlGDrXUo+F1EchGjchVvJbNJ1ryYJlVVXXAB1AUZ+mHR0dEjgw38+FEAghSl4mnZ6etuwDbTalnsPd19dHVVWVJRmtTOzSuRY6xSYfgsEgPT09JdW5ptNpBgYGaGpqsjRQBi2YzPUGLlvJ2++XpFI+9u4N56yhtLICYHDOOeewYcMGgsGgLxKJeHO4F6GgQNLovM5omJkXKWU6o8R9A1rG8QNCiHJ9DZFRYv418CcppanBkBDCV1NT8/crVqxACPGAlHLf4s8qmiOqqhY2/qEwmhRFsfyTRg92fg+stvpYGbwB6NKzapai61xLbcDekM+s8ELRrY5eAkpibaHf3JyJZj5uRlrmlYV+WFZWVtIRdVbp67JRX19PNBplYmKiJMeLxWKMjY3R3Gz9yHZD51rKm4BoNGpqA8pCNDU1lVTnagRalZXWWxv7fL68b+AyS96qOkBVVZJI5DUN5Qc/uGLegNJoaLMy02qwc+dOKioqGBoa2nr66aefY/kBXUzeV0MI0Qo8JYQoMxpmFnuOYfYtpfwFcA+wE3ivvobMyEC+AlQKIUzNmAgh3tva2npqd3f3QDKZ/KSZa8+H4ZNXCu9F3dpl2OrjGOjWO8+V6NyqgS0Up6/Ll75S6Vx1OUIpfUJ2o+kVS0EjkFAUZcEAMA8WnWIUDAZLkt0y9HWlmqXg8/loaGhgbGysJMdLJBKsXLnS8mykQT5l0mIphRwhk0gkQkVFRUkab4xAq729oMmxBREOhwuWXVx55ThPP32ARx55TUM5NeWft+SdSqXyHvFYKGvXrmXbtm3U1dUxMTHxHTsGp7iFQt5Ja4AqtKkZMw0zuSKl/DTwA+C9wPv17xlphFOB7xU48zorQojKioqKzwWDQfr6+nZIKUvppZFC075ZjR8otRp/ENheguaUeuD/021sSoKePUtZXeIuoRxhBkVRosALJTIp96G9181i0UCyVF3A6XR6JhtTKurq6gqecZ0PExMTCCEoLy9t31k+ZdJiKKUcwWD58uWWl9FB8/ucmipGipw/hkl5MVrQTA3l7JK3EVA++WSIVCpVspsbgJtuuonx8XHi8fiK00477SMlO7DLyCuQFELcBFwEXAecK4S4Tv9+Tlc243E3opWxrxVC/K0Q4mQhxMWAAMw2Ar0LWP7ss88+IaX8pslrL4g+S9hSrWQJ9XVHoWdcXwQsS/nrWcGYoijzauOsQu98t9rKaXkp5AhZkMDxqqp2LPrIAlFV9VxghVmm+DpPLvaAUpVJE4lEyTIjmYTDYV555RXLGjiMedp2TGYppEyaL7FYzHTLmFwIBoPU1tYyPGxd4Wh6eprx8fGi5mkXSrGBJGQveft8mRrKOt72tjUlHcFYXV3NBz7wAfr7+9m/f/+nhBB2Wqg5lnwzkqPAJ6WUv0QL0P5OCNGmN8zkUuJO6V3ck8DfAlcBPWhmyU9JKX83y3uyKIQQa9ra2v6mqqoKKeVHzFw7DwZUVbVSaFQSfd08/AHo0KexmIqerXszWvbbLgas0rnq61rdYZ8V/abjD8BZVsgTVFWtBzahNWaZyT5yKMuHw2FLy6SxWKwk2aVs+P1+S8ukQ0NDhMPhkujrsmGlztUIjkuZ0cpECMGRI0csmcMtpeTw4cO0tLSUrGSfiXEDYNZNgFHy/sQnjIBSW/fw4ciiOkqzufzyy1m5ciVtbW2RU0455R8tP6ALyesVJ6X8ppRyWtcKPIzm/fhj/WephTQExs8ygjkhpXxFSvmglPILujG5qUQikS+0traGhoeHvyel/F+z188FvUyatqJMqn9g2xVEopdk/w1rgr31QMpEfV3eZOhcTa1f6usJSi9HmEEfexlDs9wym4uA/9bL6Kahd27/PpfHWqW5M7KddgUjAM3NzYyOjpoecEkpGR4eLkmDzUIEg0FLrI5Kqa/LhqFz7e/vNz3jm0wmqa+vp6rKvvtuK95zRkCpqgcQooxwWAsfDB3llVe25m0dlC9+v5+dO3cSjUYZHR39wIoVK1ZZdjCXUkizjZAaceAWoFUIYTSwzLue3lRTI4QwmhgszQ4KIbatWbPmkoMHD0aj0egdVh5rMfQyqalZOz0YCZv9YZ0vukn5mG7zYgr6ub0R+KVZaxZBCvPHXobQSvalrx8ezQ8o0pZnNvr0nD1osgcr+G0uD8rFMLkQ7NDXzSYQCNDW1mb6h3YqlWLlypW2lH4z8fl8pgdaRrbMzhsA0HSuqVTKVB1jOp1mYmKC+vr6kmp2s2FFMBmNRrn88gRPP32Ab32rm82bp4lEtD9b6bRg794wH/jACk45ZTXf/a41gfTWrVvp6OigoaFBNDY2/tCSg7iYvANJmfEOl1K+imbpc48Q4jTDEzLb84QQy4BvoPlIVkqz/1IcfSy/3+//u8nJSQYGBj4tpZx3KkYJ6dM7dM1ihaIoPSauVwxh4FxDr2nSev+m29XYiq5zNU10pAfJVUWac5uCXuKuUVX1fDPW02eFtwBPWqjZ/Y9cH2j2h5pd+rpsVFZWEg6HTWtOiUajHD582BHnZ4XONZFI2B5EGqxdu9bUgG9gYICpqSnbg0h47SbArGs3W45g6CgfeaSHdeti+Hzaz2MxP+Pjfu69t5FNm6wJKHfs2MGhQ4c4ePDgaR0dHW8x/QAuxgwxxY+Ar6LNYTZmaM9ZV0o5CHQBj0kpLTVDE0JcW15evunw4cMHk8nkZ608Vq7oJe6kGZo0XV9XSsuYBdGzkkPAycWupY9ffLtVYx4LZFBVVbNGd9YBpTEDzI1OYL2qqstMWGszsMmQBFhBR0fHfuD5XB9vlubObn1dNmKxmCmNMYa+zo4mjfkwU+fqBDlCJj6fj3g8Tl9fX9FrxWIxRkZGbJcjZBKJREwbWZpIJLL6fW7ZEuPnPz/Md7/bxebN07S2xtF6CAXT09YElG1tbVx66aXEYjGklN/OFuccqxT9i9Azix8FpoQQ/2x8P1MvaTTiSClvlFJ+a6H1hBCNQoizC92PEKK2sbHxU6tWrSKVSt0hpSz93LT5iWLOCD6Bpm9zEr8CXm9CVvIiFjGeLjUZWsmizs0pcoRMFEWJoV27txezjm4DdQaaG4PV/FuuDzRK3MUGW8lk0lZ9XTaqq6sRQjAyUpxMemRkBJ/PR3V1tUk7MwezMspOkCPMprKykuHh4aJvcoaHh6mtrXXcazMUChWtc02lUouajxsZyl27DnHffQOUlyeZHVAef/xaPvtZc26Stm/fzurVqykvL28+/vjjbzNl0SWAKRG1lHIAzRLoKiHEJVLKtK6JrNR/no8Oqw34vhCioG7ZYDD48VWrVtUdOHDgfwFHaRn0AKK8mOYNVVXLcIa+7igURZlAs24q+C+2PnYxALxg1r7MQlGUfqDYrKST5AiZvATsVVW1oog1TgVeURSlFI7Zj+Tz4GItZdLpNFJKx2S0MmlpaaGvr6+o85NSok/9MnFnxWNGmdRJcoRMAoEATU1NdHd3F7VOVVUVTU1mFUvMwwyda76ekVdeOc6zzx6YE1Cm04KvfrWOE09cXXRjTnl5Oddccw3BYJBYLHafEMJOVxHHYFpqVkq5C/i/wD8BCCHeDtyV7y9aSvk08O9oWc68EEKsb25uvnF0dFSOj4/fYKUOswhGKdCfUA9AK5ygr8uGoiijwHlFTIWpAH5dak/MPOgvVOeqd9g7Ro6QiX5T8jhQX0TWdT8lmj7U0dGxD9iV6+OL7QJOJpOODCJBKwGvXr26YA+/yclJqqurHZexM4hEIgVnJZ1W0p5NbW1twVNhpJTs37+fUCjkuBsAeG3iU6E3AVJKUqlUQVZGmQFlOPxaQBmP+9m7N8wVVxTX6X3xxRcTCoVoamoKv+51r/uHghZZYpgSSGZY+yhAnxAiBlwGfKLASTL3An8lhHhdns/7wtjYmH///v3/rAekjkMvk4oCP7BrAEcGkRm8ALw936yrrtHbpyiK6TZQZqFfu1S+Olf9d+FzUkl7Nvq5bUHTOeaFqqrvAoat1EZmIS8/t1AoVFBAIqV0dCAJWgm4t7c3b11aPB6nq6vLol2ZR6E611LOQi8En89HU1MTyWQy7+zd0JB2T2qXn2kuFPqeA3PkCFdeOc4LL8zOUIKUWqf35Ze3sm1be94Bpc/n48477+Sll17i4MGD76uoqFhX1EaXAGaVtiWAEOIcoBm4TEp5dcbow3zX6wM+BXwh1+cIIS5at27dhdFodCyRSOws5LilopAyqR6MRBRFcZLmcw6KouwFxoFTcn2ObhlzBZr20+lMA/l+OlWgZaKdzq+BM/MpcauqeiKaj2ipb3B+gGYzlBOFlkmnp6dLPiqwEKqqqjh8OD9zioGBAaqrqx2nr5uNkd3KJ9gyyqJOzNZl4vf76evry0vnmkqlGBgYoKWlxcKdmUMhTVNmyxGyl7wBBIcPhwoKKDdv3sz5559Pa2uraG1t/b5pm3UpppW2hRAXogn210kpc7boWIAHgeP0dRc7dqihoeHByspKksnkJ6SU1ox9MJf+PDuBnaqvy8Zv0OZ/58qZwF7dasfR6FnFslyzknrm2acoim3m47mi//6fA87K5fH6ub0J+K9Sa3Y7OjpSwKfzeU6+ZVKn6uuyUVNTgxCC0dHc7lei0Sjj4+OO1NfNRgiRt87VaNRwAytWrKCvry9necL09DSNjY2ueG36/X6klDnfBFgpR8he8obMgHLDhjU5d3rfcccdpFIpQqHQKcuXLy+qWdHtmNm+vktKuUNKacqkFT2beRvwRSHEgvl7n893Y1tb29qDBw92ptPpB804vtVklEkXfcfodj+2TbDJF92654VcAmVdO3giORpNO4R8ZqiXA9bMfLOG3wMv5/jYBuA5m+aFA3yLPKyAIPdOYKfr62YjhKCpqSlnvV06naajo8OWcXqFkI/O1dDXueXahcNhqqqqGBhY3PHMmPG+bJkZbl2lIRKJ5Ox3GovFLNfrZpa8ZweUsZiPe+9tzCmgbGpq4tJLLyUQCFBZWfmN+Ty0jwXMbLaxorT1U+BVNNPzrAghmsrKypTx8XGGhoY+Umg53SZG0cqeixFyaoPNAqSAd6uqWrPI40LAt/Rxi65Azy76F7sJyGiOcqw2cjb6DU6fqqoXL6RzVVU1jDbi0ZbRowAdHR0J4Pp8nuPz+WYMrxfC6fq6bFRWVlJdXb2onnB4eJhoNOpofV02gsFgTjcBTrT7WYzly5dTUbH4R0Fvby8TE06yoc2NcDi86OsymUyW9DWZS0B53HELWwddffXVJJNJotFoQ1tb29+UZOMOxNG3o7r28la0yTlZRwz6/f77pJTVnZ2dP0eb/e0a9A9tudAcblVVq3Fot+9C6P6EfwLOme8xqqp2AI2Korgm22qgKEofmh54IdwkR8gkhmbjdNICjzkXWG+3DVVHR8fvgYfzeU4gEFiwjOgWfV02/H4/nZ2dJJPZ+55SqRR9fX05BS1OI5cyaSwWy2pg7XT8fj/l5eULNj9NTEwQjUZdlY00MDTKC127dDpty3tuoYBSSs06aN26tdx++9wQJBwOc8MNNzA0NMTIyIgihMi1UmUJQogdQoh36/92CCHWlmINRweSAFLKF4F/AT45+2dCiJPb29uvbWpqSkopb3Oo3c9iTAOV2X5gdHaXuBvWTB4DWlVVnaMK18/tLcCRku/KPAZUVc16g+M2OUImenD4G2BrtpscVVVXAGvRrq8TuAV4JtcH+/1+UqnUvB9qdn2gmYHf76empmbeqSl9fX0ztjNuZKEyqVHSdnrz0Hz4fD6i0WhWnauUkp6eHkf6feaCEAK/3z+vztWQktgptcgMKIPBowNKEPz4x1WsW7eWD33oaHe7888/ny1btnDCCSeEGxsbc24QNhshxC+BX0kpf6j/+yzwg3yCyULXcHwgqaMC7xJCzFiTCCFEZWXl3zc1NYmenp4v6wGn69CDxNA8ZdIytPKhK9HHQn57nh+fDhx0acYOmClxy9mNN3pJuMyFcoQZ9IzrS2R3F7gQrcHGETc4HR0dU8ClwHCuzwkEAllLbW6w+1mM5uZmxsfH55SB0+k0qVSKhoaCrFAdQzgczmp1FI1GXdFhPx9CCJqbmxkYGJgTcKXTaZYvX05lZdacgysIBAIkEomsN3DT09OOkZJceeU4L754gO9/v4uamrkB5e7d5axbt5YLLmjTvisEO3fuZGRkhIqKivcLITaUes9CiHcDSCmfmvWjTwFfsXoNVwSSUsph4OPAlzJGL7577dq1Z7766qvD8XhcsW93xbNAmbTK6XY/i6F3AleqqjpTJtUDreVojR1uZxjN/iaTeqD4Qbo2oyjK74BpVVVnaoX6//9et3lyDB0dHZ1oGe7BXB5vZEdmf6i5UV83G5/Px+rVq+eUt5PJJMuXL3dtxs7ACPIzr12p9XVWUVlZOachLJlM0tPTQ1WV+4eoBIPBOTdwTpUjbNkS48kn5w8o9+4NsW7dWjZsWMPk5EmcfvrpNDc3+ysqKh4UpU8bbwdmB4Do33tLjpMCC17DFYGkzsPAMuBSIUTE5/N9rq+vj4GBgZ16oOl2jmSWSVVVbXFztm4WR4A36eMdQWuw+Y0b7H4WQ8+6powSsB5oRe3WDprIWuBtMHNub1QUxVGz0A06OjqeArYBOXWRzy6TxuNxR36gFUJZWRlSypky6eTkJIcOHVoSwRbM1blKKV3Tgb4Yra2t+Hy+maxkT0/Pknldzr6Bc4McITOgrKgwAkptWo7RmHP55a38y798kRde2DPt9/vPBf6ixNs8Ddg3+5tSys6Mn1u2hmveeVLKJJoW6n6/3393a2vrqr6+vmellHkJ7Z2K3rXsU1XVp3c6u8HAOicURRlC8yd8kz4+8X2KoiyF4N8gxmvd9yFcLEfIwtNAm6qqrcDZvHZb7kg6OjqeR5vO85NcHp9pmJxMJh39gZYvfr+f3t5eUqkUXV1dNDcv1hvmHoyAxAhK7NbXmYkQgvHxcXp6epienmZ6etqVDTbzkXkD5xbDf9ACymeeOcDevZ20tiZ4LaAELahsZGLiY2Gfz0d9ff3fCSFKKUSuZeGm3Fx0kgWv4ap3npTy18CL5eXld+ti8VuklIUNmXUm/Whl0XJFUSbt3ozJPJZMJmtisdjFLI2S9gy6VjKsayUr3GRltBh6xvVn0Wj0SuA44I82b2lROjo6+oFLgL8COhd6rFEmnZqacs0HWq6Ul5dTWVnJSy+9RDAYdLW+Lht+v59kMsn09LRrm4fmo76+nrGxMQYGBmhoaHC1Zjcb4XCYiYkJ1163XbsOsXdvJw0NmRlKgL/2+Xy+PW1tbav9fv/NpdhLjmXrBR9T7BrCbY3OQggJWmljPosLN2N0lC5FgsHgzB+QpUhjY2NOpsJuJBwOE4lE8hrl5hYKGcHnFowMqxAiZ0NvN1FXV8f4+PiS/CyoqKgglUoVPK/a6eRiCeRWysvLicVipFKpJimlpR8Kekf1PuA9UsofZvn5MPBVKeWdVq3hyjpOTU0Nxx9/PH6/H5/Px969e4lGo5xwwgkzd26HDh2iv7+fzZs3zwSd09PTvPrqq7S2tlJTU4OUkkAgwIsvvkgwGGT16tUzf3gPHDhAX18fp59+OqB1zQ0PD9PV1cWaNWtm3uSBQIDnn3+empoaVqxYQSAQQAhBZ2cno6OjnHzyyTMGyH19ffT09LB+/XoikQiJRIJ0Os0rr7xCU1MT9fX1S/ac0uk0TzzxBFJKtm7duiTOKdt1Ou6445bcOQ0PD7Nnzx6mpqY4/fTTl8Q5LcXXXrZz2rNnD+l0mng8TkdHx5I4p8zr1NzczPHHH7+kzqm1tZXKykqeffZZjjvuOLq7u5fEOS21195851RfX09nZ6eREOovtu9GSrnYAov5TNeyeBNiUWu4KpAUQpwBdI+Ojr7u8ccfX5pprSWKEOIzQNPExMSH7N6LR+7o40mfBXZIKf/d7v145I4Q4mTgF8D6JdKQeMwghFCAE59//vkr7N6LR+4IIfz9/f1PAJ+WUn6vFMeUUo7kEKwuWEoqdg3XBJJCCB/wAHCXlNILIl2EEOI44Bpgk9178cibvwYOAv9h90Y8cke3H3kA+JgXRLoLIcRK4CPAFrv34pE3VwMTwPdLfNxOFm6oWVArXuwargkkgQ8AabQpNx7u4n7gc1LKpWJndEygjyW9FzjHpVOjjmXejVaO+ie7N+KRN58BHpJSHrB7Ix65ozesfBK4yIa/l0+h2SPO3tNaACnlr6xcwxVd20KIKuBvgZullNlnLHk4EiHE+cBG4Et278Ujbz4BfEdK+We7N+KRO0KICPA5tL+XS7Nzb4kihHgj8Ebgs3bvxSNvPgr8R5bJMKXge2gDGWbzFiCXILKoNVwRSAJ3A/8tpXTKbF+PHBBCBNACyNullHNnmnk4FiHESWhjBz9u81Y88ud24Akp5W/t3ohH7mTIt+6UUi41+7cljRDidWh2Y/fYcXy903pICDE7ENyu/zsKIcQPhBD/p5g1MnF8aVtPq24HTlrssR6O4zqgB/ix3RvxyB1dX/clQJVSLtbN5+EghBBtwK3kNsnCw1l8EIgC37F5Hx7583m0BhvbRuNKKc8XQnzGKEUDHWh2Ptm0jVvIonnMc40ZHO8jKYT4Edrd9d/avReP3BFCLANeBM6TUj5v9348ckcIcSmgAqfoE6U8XIIQ4tvAq1LKe+3ei0fuCCGqgZeBd0gpn7B7Px65I4S4EC2TvFFKuWSGUeSDowNJIcSb0cTiJ0gpl2UqZwkAABM8SURBVKYr6xJFCPEQgJTyRrv34pE7QogytBuAa6WU/233fjxyRwhxJlq36HrP2cJdCCE+CzRIKa+2ey8euaPboz0H3CGlPGadLRxb2s7Q193hBZHuQgixEbgcOMHuvXjkzW3An7wg0l1k6Ovu9oJId6Hbo12N1pTo4S5uAA4AP7V7I3bi2EAS+DBwBPiR3RvxyJ0Mfd0npZSLuel7OAghRAtaILnV7r145M0HgBSePZobMezReu3eiEfu6PZo9+DZozmztC2EqEcrr71VSvmM3fvxyB0hxMVoVk0nSymX3nDfJYwQ4hGgW0p5t9178cgd3R7tJeBSz9nCXQgh3gr8A7DBc7ZwF0KILwNxKeXNdu/FbpyakVSAH3lBpLsQQoSBLwDXeUGkuxBCbEXzC1tv91488mYn8CsviHQXur7ui3j2aK5DCLEZzR7N+3uJAwNJIcSJwHuBE+3ei0fe3AI8L6X8pd0b8cidDH3dTinluN378cgdIUQHmgzIs0dzH9cB3cBP7N6IR+5kyLc+7o0f1XBcIAmMA38lpRyweyMeefME8Kjdm/DIGx/wFeBbdm/EI2+mgA9JKbvt3ohH3jyDlkl2nr7MYyEE8Ajwbbs34hQcqZH08PDw8PDw8PBwPm4Zkejh4eHh4eHh4eEwvEDSw8PDw8PDw8OjILxA0sPDw8PDw8PDoyC8QNLDw8PDw8PDw6MgvEDSw8PDw8PDw8OjILxA0sPDw8PDw8PDoyC8QNLDw8PDw8PDw6MgvEDSw8PDw8PDw8OjILxA0sPDw8PDw8PDoyC8QNLDw8PDw8PDw6MgvEDSw8PDw8PDw8OjILxA0sPDw8PDw8PDoyC8QNLDw8PDw8PDw6MgvEDSw8PDw8PDw8OjILxA0sPDw8PDw8PDoyC8QNLDw8PDw8PDw6MgvEDSw8PDw8PDw8OjILxA0sPDw8PDw8PDoyC8QNLDw8PDw8PDw6MgvEDSw8PDw8PDw8OjIEwNJIUQXmDqUrxr50686+ZevGvnXrxr5x6EEEG797DUEVLK4hcR4lJgOVAN/BuwT0qZLHphD8vxrp078a6be/GunXvxrp37EEJsA/4a+CZwMvCKlPL7tm5qiVHUXZUQIiCEuA64DXgFuF//0YeEECcXuzkP6/CunTvxrpt78a6de/GunXuRUv4WuBUQaNdvFYAQQti4rSVFsen5G4BrgX+RUv5KSpmUUr4spXwYuE4IUVn8Fj0swrt27sS7bu7Fu3buxbt2LsQIFqWUXUAlEJZSfk7/XvHlWA+g+EDyo8Bvge8DCCH8+n/rgAagqsj1PazDu3buxLtu7sW7du7Fu3YuxAgWhRAVwN3AP+hfB+zc11Kj4EBSCLETkMC3pJSDAFLKlP7jcaANOKvoHXqYjnft3Il33dyLd+3ci3ftlgRvAU4AFP3r1AKP9ciTgppthBANwMvAI8A9Uspp/ft+KWVK14w8BdRIKcfN3LBHcXjXzp141829eNfOvXjXzv3oXdu/BvZIKa8WQgRybZASQgivBL44haZ336M/9/vGG2sWO4E/APGFFsnQL3gXqnSYcu0y8d5sJcH06+ZRMky9dkIIn5QybeL+PObHrM+6mWvm/b0sOWfp/67Qv87pvTPrmlUDE977LjuFlrZvB34AvGB8Q/+lp4QQy4F3Az9hkfSx1BFCvEsIsV0IscXQnnhYhinXTmi0CiHeA9wphLhACBG2cuPHOKZcNw9bMPXaZXy4rfM88izHrM8645pdDuwQQpznXTvr0f0+bwf+XUrZrWeSFwwGMxJcaSHEWiHEj4D3An8phDjeu25zyTsjKYQ4A6hAuzCZqXyjlf5WoA/4n/nSx0akL4TYBFwFrEPzeaoB3imEiEopf5bv3jwWxqRr59f1QZcDE8BLUsofCCEuAP5ZCPE48HfeHbd5mHHdcjiGAMrmybp4FIjZ104IcRpwHpof3m+ACiHEIeCnUsqoqZs/xjH5s+5iNP/JaSnlZ4QQZwOKEOIV4DtSyoR1Z3JMczJwEXCS/nUun0sCkEKI9wMXA3+WUv4jgBDiROAGIcQ/SCm96o9OIRnJM4HHgH0wk5kS+h1aBXAT8J/An42fZz5Zf2xazzw+ALQCt0spe6SUL0kp/w1o04NMD3Mp6tqBJjLXr92ngFop5XP6938O/BWvlRE8zKPo6zabzMcIIa4GfgrcY8Hej3VMu3ZCiNcDPwSCwH1SyoellF8CptGqAsusPZVjDjP+Xqb1758HPC6l/Kb+/d9JKe9FS+ZcUJKzOTa5FS3QfyEXSUhG4N8M3Ae8CnxW/5mQUv4ZTcZwk8X7dhWFBJLDaBH7CzCjbzTK0TuBKeARKeVwxs+zHXMHWibyG1LKTuNNqv9sFfCmAvbmsTDFXjuDDfz/7d17jFxXfcDx728JgVRRuxgwRTRVZJpCqxCQAyIo4dXaAYrUhpKkBQSFFLwQnn8UG1CgqdrirqtKlSgPG4EESYmQU4SCUEltngqBQhIaXuIVE6ChvOIsaYJJMfn1j3Pu7vWwnhnfnd3Znfl+pGicO2fHZ3Ny7/zO63fgduCU5kK9AY9STnzY5fD/SI2q3dpmImJzRDyHMj13L/AuMFHviK2o7aKmKYmIF1Da57rM/PvM/GosHdP3NeC1wB+u8u8ybVZ839UZnKTkMDy3Xmt/130GeGJEmD5ohCJiJiIeSZk5e0Nz+QQ+4m+Buyk79e+sQWTWdvsOJeWTqi6B5Cbgh/U/6skAmXk0Ik4BXg28FbgR+o5onUQJJK8Erlvm7/gmZbu+RmtFbdfIzC8C57CUU63d0/sCcK5TNSM1knZr3ouI3wKeAZwG/JyyROHTmfnt+tkuSxidlT4vmynT3cCPKbM4zXvNaNddwBvSY99GbcX3XS6lCdoMPL/+eYalgPTnlOelO75HICLOhMU1qXOU4xCva0aSB/18vadOB14E7KWONtf/B5pOwSMxPjlGl0DybcB3IuKUZo1AHQb+Z8pagr/OzLuh7xfSZZQRkKsz82etsk19LgUOdaib+htF2y2uk8zMO2vZ9nTBuZTpII3OSNoNOCUizgDOAz6RmTcCv0+ZKv1I/VxHI0erc9u1Av8dwEMpKUxOjYiXRMR5EfGgLH4EvGUNf6dpseL7rjUz80bgjIjYXp+dTQfhddQOuVam3i+/ExH/GhHvpsQRc/XtgTNkrRH+yyijjtfmsWtfm++5F1OWNKjqEkgeoYwi/mmUnWebgKuAk4EdsJT1v4854H2U/FzUn2l2wp0OPA74UIe6qb9RtF27l93+srtPRFxACVI+vAp1n2YrbrfaU/8jytKD/8jMuyLi0cDZwJcz8wvgaOQq6Nx2rbbYRRm5ugn4JGWK+07gBRGxuaesRmfF911m/iJKLspfAt8D3hYlO8npEXEpZZT5X1bzl5gWtVP1Qcpo4o2U+ObpEbEph9gYU0cjTwKeA7yXsj4SWFqiEBHnAY8AProav8NG1SkhOSwGEFspw7yH8zi7rFtrC5oErhdTGukPMvP6Vrnm/SspgeSTMvOHnSqnvk607QZ8TrN56lWUNAufBS5peuoanRNpN1icjtkMnA6cmpkf6ym3kxL4/0NmXj+ovdVdh+flSXUa9ULKiNWlWXeOtsruAb6UmVesdv2nWYe2a17PAZ5AWfP/j5TZmncC3wD+GLgnMw+vyS8xhWqQ/zTgycB7M/Mr/crW+OOVwJuAJ2fZWNO832zC+SilM35+1rWxWkEgedwPXGqQ2cxcWOb9aym96b9spkZbN94s8N+UtSev80ttbQ1qu1pmBo7NZQe8HLiEsn5r3iBybfVrt4jYBjyLsmP0Pa3rZwBvBm7NzNeubY3VGOJ5eT1lNOv5mXlrTyfhEuCpwF+kiZLX3ID77mTKHoArM/Oa1vWXUpYhPD0zHdVaI62O2X3rKPE5AJn52Z5yB4DbgFdn5k/rtaadH0GZFdidmX+31r/Detb5rO3jaU177ouIv4mIU5v3ImIL8GvAp5ogsmqmBy6j7IT7gEHk2uvXdq0y99ae2RMiYi9wOfADYGtmvskgcu31a7fMPAj8E/CbEfHWiHhefetcyhTdQXBt5LgMeF7+NnB/4OOZeWst315L/lRgs0HkeCzXdq11dk+jjF5eA4u7iGcoo8tfB/4qIu7rfbc2mrWOubQJ9J2UxPAPbspEWVb3M+D6Jojs8WbgfyjLG9TS9YjEvmpv7G7KF1VvYHGEujay1bs+WtcmvIKyU+qG1aiXBluu7Vojxr9BmeI5i5Ko933Af6aJkMeu3z2XmYeA+Yh4GPDMiLgC+D3g5sy8tpax4zYmfdrufymd7N7nZZP54tmUNCUak962a91HLwTeX8u0s1ocjojLKaOVD2s6CFpzzwTOyswfw+K9dRslrc+367UZyqOxOcXoWZT1ym4E7rEqgWRd2PqiOpycrRvpMGW9VhMozrR6dW+k5CZ8ew6xTV+ro7ft6uUHRcnJdRZlAfL+zPz+uOqoX7XMPbe43rEVgNxGGT3ZREnfdFqUBf9Xud5nfPo8L49S8g9+sha9D2XnaFJ2+/4CF/2PVZ+2+zDwkFpshmPPd/4qpU0djRyTzPwu8N3Wv2ftnB1h6TjMaHUA3kKJW95jp/tXjXxqu601nHxvXWewALwbeGC9/ss65H8m8HrglZn5tdWsk4aTx6Y9eBLlwfcy4B7gznrTLQpP1VgXWvfcYhDZng6Nkvj4sZT0FX8OfJ9yUoPGrOd5OZMlt+A+yiwAmXm0vreZkof37ZQ1WxqzdtvVSx+hHPnb+yyFcr99A/jRmlVQA2U5HnYvsC2WssjcLyKeS1mq8OwsqbbUY+SbbQb+hRFbKbuoPpeZn46IF1LSktyVmZesaWU0tIi4HyWQ3APcTOkQfIgyqv1g4P8y8+bx1VD9RMSfUZYjnEE5P/byNIH1ulc3Rb2Gkpv1Ksqmtj+hTKU+I038v25FxFOA51E64f+WmUci4nzgTOBb7U04Wh/qAMlZlKU/PwWeQsnhek1mvn+MVVvX1jyQhMWptt+l3GR3AJ+g5LLzobjORUmpcDHwDkqPeoGy4eZAeoj9ulXX+2ynrNv6deC8bKXf0vpV2+7xlBHkuyhB5cfT01DWvdp2jwEuoJzYdhrw78B/OUW6ftV2exTwE+AnmXnPmKu0ro0lkNTGVzsD5wMvy8wLxl0fDae22xMpnbgrMnO5I0oljViUE3KOjLse0qgZSEpTqsmPNu56SJI2LgNJSZIkdbKqu7YlSZI0uQwkJUmS1ImBpCRJkjoxkJQkSVInBpKSJEnqxEBSkiRJnRhISpIkqRMDSUmSJHViIClJkqRODCQlSZLUiYGkJEmSOjlp3BWQpPUqIi4EHgfMAgvAgcw8ON5aSdL64YikJPWIiB0RsZcSPO5uvc5GxP4aYErS1DOQlDQ1ImJnRNxYg8H9EbFlmTLzwKHMnMvMg5m5AJCZC5l5dWZeBGyKiJ1rXX9JWm8MJCVNhRogzmXm2cAuYAuwt6fMToaYvs7MfcCCI5OSpp2BpKSJFxFbgZ0sBY7zwNaeMrPAA4ddA1mDye2jrKckbTQGkpKmwVx9vam+7qr/XNQqs4OeEcohHHBUUtI0M5CUNA0urq83AGTmoczc06x/rB6emYdO8HMPUnZ1S9JUMv2PpIlWp6xnKRtoFvoU3VTXUS5nW5/3ZldUQUnawAwkJU26x9bXm/qWgsOZuWu5NyJivt97K6mcJG1kTm1LmnTNhpgDA8ot1NHLoUXENuDznWolSRPAQFLSxKkJxe+IiDsou7UB5ptrx8kBuZeltZTD2k5ZJylJU8mpbUkTp6bm2QdQg8nZzHzAgJ85FBFnR8SWYTbd1NHI2wesu5SkieaIpKSJ1d5oM0z5zJwDdi134k3P524FLsrMPSuvpSRtXI5ISppkw260WZSZcxGxNyJuAfa1RxxrgDnXlBtpTSVpAzKQlDTJmtNrTmhDTA0mtwCvr6OamyJif/2c3U5nS1JhIClpkjXJwocekWzUdZLLpvyRJBWukZQ0yZoRyRvGWgtJmlCRmeOugyStiohIYGHQjm1JUjeOSEqaSHVnNTgaKUmrxkBS0qQ64R3bkqQTYyApaVKdXV89wlCSVom7tiVNqhMakew5NvHhwPwwJ9xI0jRzs42kiVQ32pCZMaDcFuAAsCszr67XZimBpEnHJakPp7YlTZzWEYcHhyi+HzjYBJEAJhyXpOE4tS1pEm2rrwf6FarT2VuBi1rXtgDzmIxckgYykJQ0iZqNNvsGlJsDFoALIxZnwBeAlzgqKUmDuUZS0oYXEfPAbLOmMSJuAQ5l5vYBP5fAPtdCSlI3jkhK2tAi4kJgZ/1zMx29hdZ09QC3rEa9JGkauNlG0ka3UP+Zq9PR88CezBwm7c9xy/SkA5IkLcNAUtKGlpkHgd3A9og4QDlbe9iNMruBY6a/I2K2TpVfvfyPSJIarpGUNNUiYgclAfnt9dJCZg7apCNJwkBSkiRJHTm1LUmSpE4MJCVJktSJgaQkSZI6MZCUJElSJwaSkiRJ6sRAUpIkSZ0YSEqSJKkTA0lJkiR1YiApSZKkTgwkJUmS1ImBpCRJkjr5f/S7EgBGKQXpAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010_T23*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100_T23*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120_T23*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OET\n",
- "\n",
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100_T13 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100_T13.append(fr)\n",
- "frs_100_T13 = np.vstack(frs_100_T13)\n",
- "\n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010_T13 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010_T13.append(fr)\n",
- "frs_010_T13 = np.vstack(frs_010_T13)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120_T13 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120_T13.append(fr)\n",
- "frs_120_T13 = np.vstack(frs_120_T13)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010_T13*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100_T13*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120_T13*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb
deleted file mode 100644
index ff31a79..0000000
--- a/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb
+++ /dev/null
@@ -1,515 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/smandalia/.local/lib/python2.7/site-packages/matplotlib2tikz/__init__.py:31: UserWarning: matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\n",
- " warnings.warn(\"matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\")\n"
- ]
- }
- ],
- "source": [
- "\"\"\"Systematic variations of HESE 7yr sample\"\"\"\n",
- "from copy import deepcopy\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import pyplot as plt\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "import matplotlib2tikz"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::UnfoldingSegment, std::allocator<golemfit::UnfoldingSegment> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::AstrophysicalNeutrinoModel, std::allocator<golemfit::AstrophysicalNeutrinoModel> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 3u, std::allocator<double> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 5u, std::allocator<double> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n"
- ]
- }
- ],
- "source": [
- "import GolemFitPy as gf\n",
- "\n",
- "# setup fitter\n",
- "datapaths = gf.DataPaths()\n",
- "npp = gf.NewPhysicsParams()\n",
- "\n",
- "sparams = gf.SteeringParams(gf.sampleTag.MagicTau)\n",
- "sparams.quiet = False\n",
- "sparams.fastmode = False\n",
- "sparams.minFitEnergy = 6E4 # GeV\n",
- "sparams.maxFitEnergy = 1E7 # GeV\n",
- "sparams.load_data_from_text_file = False\n",
- "sparams.use_legacy_selfveto_calculation = False\n",
- "sparams.do_HESE_reshuffle=False\n",
- "\n",
- "FITTER = gf.GolemFit(datapaths, sparams, npp)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.0 2.5 2.0 0.444444447756 0.0 8.0 7.0 1.0 1.0 0.0 10.0 9.99999968266e-21 0.990000009537 0.0 1.0 1.0 1.0 1.0 56400.0 0.0\n",
- "convNorm = 1.0\n",
- "promptNorm = 1.0\n",
- "muonNorm = 1.0\n",
- "astroNorm = 8.0\n",
- "astroDeltaGamma = 2.5\n"
- ]
- }
- ],
- "source": [
- "fitparams = gf.FitParameters(gf.sampleTag.MagicTau)\n",
- "print fitparams.anisotropyScale,\n",
- "print fitparams.astroDeltaGamma,\n",
- "print fitparams.astroDeltaGammaSec,\n",
- "print fitparams.astroFlavorAngle1,\n",
- "print fitparams.astroFlavorAngle2,\n",
- "print fitparams.astroNorm,\n",
- "print fitparams.astroNormSec,\n",
- "print fitparams.astroParticleBalance,\n",
- "print fitparams.convNorm,\n",
- "print fitparams.CRDeltaGamma,\n",
- "print fitparams.cutoffEnergy,\n",
- "print fitparams.darkNorm,\n",
- "print fitparams.domEfficiency,\n",
- "print fitparams.holeiceForward,\n",
- "print fitparams.muonNorm,\n",
- "print fitparams.NeutrinoAntineutrinoRatio,\n",
- "print fitparams.piKRatio,\n",
- "print fitparams.promptNorm,\n",
- "print fitparams.timeSplit,\n",
- "print fitparams.zenithCorrection\n",
- "\n",
- "nuisance = ('convNorm', 'promptNorm', 'muonNorm', 'astroNorm', 'astroDeltaGamma')\n",
- "for n in nuisance:\n",
- " print n, '=', fitparams.__getattribute__(n)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.00184875]\n",
- "[0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244]\n",
- "2635.5112\n"
- ]
- }
- ],
- "source": [
- "binning = FITTER.GetEnergyBinsMC()\n",
- "print np.diff(np.log10(binning))\n",
- "print np.diff(np.log10(np.logspace(np.log10(6E4), np.log10(1E7), 21)))\n",
- "\n",
- "livetime = FITTER.GetLivetime()/(3600.*24)\n",
- "print livetime"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "def parse_exp(x):\n",
- " h = np.sum(x, axis=(0,1,2,3))\n",
- " return np.concatenate([[h[0]], h])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "null_exp = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "\n",
- "d = fitparams.convNorm\n",
- "fitparams.convNorm = 1.4\n",
- "norm_conv_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.convNorm = 0.6\n",
- "norm_conv_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.convNorm = d\n",
- "\n",
- "d = fitparams.promptNorm\n",
- "fitparams.promptNorm = 2.4\n",
- "prompt_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.promptNorm = 0\n",
- "prompt_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.promptNorm = d\n",
- "\n",
- "d = fitparams.muonNorm\n",
- "fitparams.muonNorm = 1.5\n",
- "muon_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.muonNorm = 0.5\n",
- "muon_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.muonNorm = d\n",
- "\n",
- "d = fitparams.astroNorm\n",
- "fitparams.astroNorm = 12\n",
- "astro_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroNorm = 4\n",
- "astro_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroNorm = d\n",
- "\n",
- "d = fitparams.astroDeltaGamma\n",
- "fitparams.astroDeltaGamma = 3\n",
- "dastro_index_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroDeltaGamma = 2\n",
- "dastro_index_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroDeltaGamma = d"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f11881b6a10>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, norm_conv_p, drawstyle='steps-pre', label=r'$+40\\%\\:N_{\\rm{atm}}$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, norm_conv_n, drawstyle='steps-pre', label=r'$-40\\%\\:N_{\\rm{atm}}$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_convnorm.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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1UKN5hwOpnWt6oao/ApADvyVpghy4xCwRraYwSRu+DwAi8hVvgwmeO/bx79igGlsczbtcOTSRY1MvEa2gMAOQviYi5zABtAWgDeAMCaqNptNpPzMPg+nitZFDGzmIAE5gedRWa3LS/FbgE+Y4g48xcT4RxUGYeaYlmNViXoTJzbuhqr+Ixa0aQ4n3IfZRgUKQPtz2Wwmc/K9DIWhicFmaZ0hDIdjOf9U/Nn/4W1AIdu36qkycT0RxEHYJNi9w3gjs/3KE5aEVdufOHwJ41977IPDIX9m/bZjU+d723O7/i8Cxf2L/luZUSiKi8EKN5hWRr6vqDwB8EridmU/RaNV8+GF/ObeK3YJyGJ3QYVSaDRfAczm297ZnLxwR0QzCBNMOgEMRaajqUxH5HyJyCODxnMpGNNGxvygccyoR0XKFSSf4MYB84P6bIvI1u59o4VgvJaK4CNNneomqfiwiL0RVmHnj1JjV8hYGFywnIlqWsBmQRjkE8CCC88wdE90TEdE8jAymIvJlABe4ujNKpjiGaE740SOieBjZzGsT2NdV9Re9DcCbAF4b2pcHcH+B5SXyKQQKWXYxiIgm9pnuDt3/cmCeKQBAVdswNVgiIqK1NbbPNLC82lVSEZWFKBSxzbxs7CWiZQszmvcNb4Fwj73/RrRFIgrH5Ol1/JHa5vakfL8S2Fr+/pdfPl32SyGihAqzasw7AA5E5DMRORWRz2BG8v7HuZWOaIKXXjrFE2xDIbiHn/r7d/GXUAhq6GfTv4kuFIJnSA+co4nfhUKQRQuffnprYWUnotUSap6pqr4JYAsmm9t9Vb2lql/MpWREV/ibv7mF7Xvm9vGTP/BXBHJrvwcAcHYBVbN1n5nj0jfhH6eqyGW/tKTSE9EqEdX16XFKp9P6/LlJnr6/v8/EDeQTOyh4jf47EBEAEWmpav7qIyeLImlDYjBpA42z76fdr0w4iohotLUKpkTjVPyl4SrLLAYRJdRMuXmJVkUFDKNEdH0MpkQwS5a/e+VRRESjsZmXCACQXXYBiCjBxtZMReQrI/btishPROTnIvJjEfnn8ywc0aJk4SILd9nFIKKEmlQz3RGRM1X9AQCIyLcBbAIoA+jZ278vIuIdQ5RULX/de86NIaLwJgXTQwBnALxA2VHV7wQefwrAFZFHgWOIEqllm3lzSy4HESXTpAFINwCkAs29436yd6IsENEy5NFCHv08va1W/zHHGZ/nNzcUfYOP3b272NdARMszKZgW7d9z+3fDe0BEXggcl5hVY7rdrp/gnNmPaNCHAIBnSEMh2M5/1f+s5A9/CwrBbqBP9R6OoRBU2v9sIHF+cI3Vjz5aygshoiWY1MzbAfA2gPsiJtmaiHxFVf8aQE9EqgA+A5IzaoMZkGicO3f+EB99dC+w5y8Ct//E/i3ZLeh/zrVcRJQM18rNKyJfBkKteRoL+Xxem83msotBa4C5fomSYam5eVX186GmXiIKeIJte+t4qeUgosWYmAFJRL4pIu+LyL8P7NsVkX8AcCEi/23uJSRKoG18gG18sOxiENGCTEra8B5Mn6kA+Jd2QfDX0e84+n0Av2CnxhBRwLbdiGg9TGzmDbYji0gWQHWobdm1QZeIAlgnJVovk4LpT4J3VLUtIvURx/1ttEUiWgW7yy4AES3QpGB6AzD9pqr6R3bfY+9BEXlBVb8A7KQ6IvLtYubBgUSUIJOCqdeE+w0RaajqX3tTYezUmAsRqQGoLaKgREni+vNRnaWWg4gWY2wwtYHzHbtdekxEtgA0kzbXlGgRXNvMy1BKtB6uNc/UNvE+jbowRKuiZBODMZgSrYdJU2O+ZueYvhDY915gjunPg/NPiYiI1tWkpA15mGbcLwB/PdPPYFapeg3ALQAvici35l7KiDDRPS3KTXRxE92BJPgiLYxbfUbEDRyXu/T4yy+fLvslEdEEk4LpZ0Prl/ZU9Tuq+rGqfqKqbVV9BwkazZtOp6GqUFUGU5qrLl5BF68M7Gvid6EQZNFf320fFSgE+4G0g1n8HRSCZmB11U8/vTX/QhPRtU0Kpm8M3T8fedT4dU6J1tedO8DNm/6PN1VFLvslAECraRLgqwKVfXN4ZT/nH9dq/jEAIJdlonyipBi7aoyd/vIUwPcANABk7ENNVf3CLhpeAJBS1e/Ov6iz46oxlERdSQMA0srlA4miFtWqMWNrpnbKy22YvtMOgBO7XYjIzwG0kKBASpRUaTxHGs+XXQwimuCq3LyfwyS7f1tEMgBehWnu7anqJwsoH9HaS9u/rJcSxdfU80xVtQNTQyWiBWKdlCj+rlrP9Fsi8pmdU/pDEfm1wGNfs/NOuaYp0VwxaydR3I2tmdp5pQ9g0gmeA3gTQFtEfltV/5eqfiwinwP4MYB/sZDSEq2hGrxBc8ynRBRXk5p5bw2NcPq+iJQBPBaR91T1RzBJHIhojhwc2lvuUstBRONNCqaXUq6oag/Am7Z5F0Bg9jkRzYVjm3gZSonia2KfqcfOKfXZzEc3ANyPvkhEFHQIB4ds4iWKtUnzTL9ja6DfBnAmIq8PPf59AJ8gQekEiYiI5mFizdTWQF0Ar6nqn494vAFTQyWiObmHY9zD8VDS/HEJ8wERJ3CcM/IYJs4nitaVzbyq+vmkBA1cHJxovo7xFo7x1sA+hUCHGoWeYBsKwT381N+3i7+EQlALNBPfRBf/6dPKXMtMtG6m6jMloiW6cwe4d28gab7HS5ivCmzfM/uOn/yBf5xb+z0AgLMbSK6PCu7io2W8EqKVNTbR/SpionsioGtG4iO9Rv/3icaJKtH91OkEiWg1eKusMpQSRWetmnm73a4/MIOLgxMRUVSmrpmKyDdh1jK9NKo3KdLpNLpdrr1B645dHURRC9PM+yZG/C8UkRdU9YvoikRE89T0R/YygRlRVMI0876P0UuwMTULUYLk0EYO7WUXg2ilhKmZbgF4T0Q6AHp2nwC4DeC7UReMiOYjZxuYWC8lik6YYJoHcACzHFtQKrriENG8tZFbdhGIVk6YYFpW1afDO21NlYiIaG1NHUxV9amIvACzUkxHVX8kIq+r6sfzKx4RRW0fFXurMuEoIgpj6gFIInIbQBtmVG/W7v5ERL4+j4IR0XxU8C4qeNfOuc5dkTQ/F0ia7zJpPtEYYUbzbqnqa6p6H8DHgJ/knkuwESXIf33tNb9OmsXfQSFoDvWjPkMaCsFN/L2/r4b/AoVgN7BM+T0cM2k+EcIF0z8bs59ZyYgS5F/9+Meo2ET4reYfAwBy2cGk+emb5tjusx/6SfOd3V8HALi1YNL8PSbNJ0K4YPqGiPyava0AICJfAfBGxGUiokXJ5UxUbA1NlOl2bVRN9/e5rtnn9KeWd/FXOF5QUYniLMxo3kcAWiKiAHoifuvu7chLRUSJ4K2yyuYpWndhRvN+DuA1ESkCeBVmRO/351YyIiKihAi9BJuq1udRECJKItZJiYCQS7CJyLdF5FxEfi4in4nIv5lXwYgo/hQC5YB+olBLsO0CuAVgBybh/SYAR0REVf9oTuUjIiKKvTDNvJt2jqnnEwANEfl2xGUiooQQ28zLxl5ad2GaecelOeFaTkREtNbCBNMbY/Z/2bshIt+crThERETJE6aZ900RKWNwgfAMgI6IlGDSCuYAsP+UaE08wba9xdQNtN7C1EwzAN4B4Aa24P0auN4w0VrZxgdI409tInwHjriACFxx/ET4aekCIuj6CfMFIi20JAeIICct/9iKVHDyj//psl8WUWgzr2caxLVNidbL6Usv4T98+mlk56vgXQRy6xMlhqiuxjg8EXFgmqAzABqqeimw5/N5bTabCy8bEU2nYtOUVlbke4niT0Raqpqf9TyhMyDFkYhkYKbuuPb+Ecx8WCJKkHft38oyC0F0DSsRTAEUAZwF7mfHHUhEccb/upRMsQumNpH+LVUtj3hsD6YpdwMAvJoogBcxOMoYIpJS1d6ci0tEEcoGFh4nSpLYBFMRKcD8LN3CUGC0j1cBnKhqw7svIsVA4v2NhRWWiOaiBa/rin2mlCxhcvO+bm96gc4BAFX9bhQFsUGyISIvAkiNOMQZqq2eACgDqAP4bOjYDdZKiZKnZZt5c0suB1FYYeaZvg0go6pfAHgK07T6VES+NZeSBYjIqI6UcwAFe7sO+/9PRFIAGvMuExFFL48W8pyuTgkUppn3RFV/ICKvAsip6i3AH0k7bxswwTOoZ6+fUtWOiLQCTcWX+luJiIjmJUwwvbB/CzA1Qc8iOjdSuNwn6gXXDQC9wGAk1kqJiGihwjTz5kTkGzC1vu8BgIjcxmIG/ozq//SuO1xjHavb7QbSmfW3SqUSSSGJaDbPkMYzpJddDKLQpq6Zqup37ALhJVX9kQ2sGfRrrPN0jsuDklK2XFMPNEqn0+h2u1GWi4gilMbzZReB6FpCTY1R1cPA3Y6qfj/i8oy7bltEhoPmBtikS7RSvDopf/JS0kzdzDtirdKeiNwWka9HXKZxXJvQwbMFs1INEa2I5wCeowZXHEAEjrj+ijLbcgyI4HigmwbwDvCOEwGOZRsQwenLLy/7JdGaCNNnOtDMqqqf2FVkIukzFZGszXBUBHBfRPaCU2LsHNOMiBTtcWeBhA1EtALu3LkT2bla+CeRrmhDNMnEVWNsH2kOwA2YKSftoUMyAJqq+vtzK2GE0um0Pn9u+mT29/c58IhohYldgWZVVsai+VjIqjG2j/RQRL4H4GMAj4cO6ajqx7MWYlE4AIlonewuuwC0RqYdgFQGUFjUgCMiolntYubKBtHUpgqmqvo5gJGBVES+oqp/HWWhiIhm5aJkbzlLLQeth9CrxojIC0O7ygAS0WdKROvDtc28DKW0CGGmxuyKyD/AJGnoBf4m5rMazIDEwUdEq60EFyWuj0oLEqZmugnghm3y9YnIe9EWaX44AImIiOYhzDzTk+FAaj2KqjBERFG5iS5uYjgfd2sgucPg5gaOy4085uWXT5f9siimwgRTFZGvjNjP8edEFDtdvIIuXhnY18TvQiHIBtZM3UcFCsE+jv19WfwdFILm0DLln356a76FpsQKuzj4iYj8WERO7dYEUJ1T2YiIru/OHeDmTaiqv+WyXwIAtJqAqtkq++bwyn7OP67V/GMAQC7bP44r2tAkEzMgDRxoAucjDC6HJgD2VPXNOZQtcvl8XpvN5rKLQURJZDMqgRmVVspCMiANKdtcvMMF+WzWQiyKN5oXYDpBIgqHK9rQJFM386rqUxF5QUS+KSK/DQAi8nrS0gl6zTgMpEQUxnO7UTgvv3yKilQAEVQCA7xy0gJE0Boa7NWVNCCCtH+sO7CKUFwHgYWZZ3obJtH9mzBJ7wHgkwUuwUZEtEQ1cNXH8KIetBXXQWBh+kzfU9V37O3bXpOviHwjKTl72WdKRNflislP4ygTQYQRZVfzPLqtl9Fn+mdj9rM3nohWnoNDe4vBNIz+NKTcxOOmcc+fvrQ987miFiaYvmEj+E9hA6idd/oGgB9EXzQiovhwbBMvQ2k4LX/1ntnrXcd4K7JzRS1MMH0EoCUiCqDnjYoFcDvyUhERxcyhTUPOYBpOyw6xmb1eihjXS8MF03dU9TURKQJ4FWZh8ET0lXo4NYaIaLHy9udHFHXJ+NZLQ84zFZEzAI9V9Yt5FWiemOieiK4rzv118RZdM2+chQmmO6r6fRG5LSIZAGeq+qN5FYyIKE7i3F+3PuL73odJ2vB9+/epqh4C6IjID0XkW3MrHRFRTBwDgVT4q+vu3buB1XPgZ1MIJlY4lm1ABNv+cQ4ccQERuOL4x6WlCwXwLKKyKQQKufrAJQiTtOF176+IfA9AB8DnMIkciIhW2lvo99mtsrc/+ghPIj7n//7l34z4jPETZtWYuoj8GMARgJ/ALBR+n029RLQ+dOaaGkTQFcHdu3eX/WJG2rabSb0Kf9kcb/UcVWBbjwFVHPsr8rhw1QFU4ajrH9fVNKCKrf/7J5GUTWzdNI7C9JkCwNujkt0TEa26O3fu4KOPojvfR1GeLELbtl66Dk3aUQqTTjAxaQPHYTpBIooDb4retN+/ixTnlebinE4w9ACkJPPmmYoI55gS0RI17UZhPME2nsR0atLYZl4R+SaAFMxi4E1V/XMR1WDrAAAS40lEQVS7/8sACgAyALYA/ERV/+0CyjozzjMlojho2mxK8PPWxseun+PJmXjcMmzjg2UXYayxzbwi8g8Asl4QHXNMCsBnqvqLcypfpNjMS0SxsG5tqRHZtmU7jrBsi1g1xp0USAFAVXsicjjpGCIiGpSzTbzxq5cCLnYBxLFeihjXSycH0594N0RkFyZP8S6Asqp+d9RxRER0tXYkad/no2TT/8UxmMIG+jiaFEz9NBM249GhiGAokA4cR0RESVeyf+MXTncxc2vs3EwKpqMapUfVQuPXsE5EFGP7qNhblQlHLcfNZRdgAjfGgX5SMH0QWLPUszVi3wMAw7VVIiIao4J3/VtxE+f5DnHuz50UTHMAbozYvzl0/9XoikNEtPoqQ3/jpGvrpukll2OUkp22k7RgeqCq71x1AhF5L8LyEBGtvPjWS4FXbN2U/XfhTMqAVJvyHNMet3TMgERE8ZC1G4VxE13cjGlD9Niaqap+Ms0Jpj0uDpgBiYjiIOtnGaIwunjF3opfvTnMEmxERBSBFvJoIT+wjFtX0oAI0v4ybi5ccQAROOL6x23LMSCCY/84sxzcyy+fRlK2JnJoxnQebBfxHSAVdgk2IiKa0ckv/yY2/v5nkZ1PIcCn5tascmjPfI55iW+9NMQSbKuAuXmJaCVFmE83JybJYUvjVzudx9J1i8jNS0RECSC2rhZFiGnHeEWbOC9bx2BKREQB8W3mjfPSdQymRETk2192ASaIc38ugykRUcI9wba9dTzzuSozn2F+4rx0HafGEBEl3DY+QBp/aqfJOHDEBUTgiuNPqUlLFxBBd2BKTQstyQEiyEkLIkAF+6jEtH7aRi62y9cxmBIRJdzpSy+hgr+N5FzvooI/fOluJOdaJ5waQ0REiVCRivmrlcjOyakxRES0VuK8dN1aNfMy0T0RUXJVEMcwaqxVzZSJ7omIkiu+9dI1C6ZERJRk8V22jsGUiIgSIc5L1zGYEhFRIrTgDbqN3ywUBlMiIkqElm3mjWPaBgZTIiJKhLxNJBi/eumaTY0hIiKaBwZTIiKiGTGYRqFeB3Z2gBs3TEbpXM7c7/Wiv9bBAbC1ZbadHaBUAlwX6HTMdcOW2ytzvR5dGRuN0e/H1pa5nctFd712G9jcNNc5OOjvd11z/UYjmutEfT4iCu0Z0niG9LKLMRL7TKNQLJpta8t82ZZKgONc/bwwvACVzwNHR0AqNfjY5mb4cxaL5u/OTjRl9BQKZvPej4cP+9cCTNDb2QH29oBqdbZrZbPm/Rj+IXF2Zn7MRPWDJurzEVFoaTxfdhHGYs00CXq9fsA7ORkMpIAJXLXa4st1Xd4PjWBNMmrVKnBxMRjE43Q+Igotbbc4YjBNgnLZBNSHD8cf4ziXg2xcBcvZbi/mOnE8HxGF8txuccRguijlsqlden+DTau9nmka9vpAt7YG+xS9frpMZvI1PvnE/A32I5bL/XN4fZijaoQnJ+bYctlc33vetGUMI9hUms0O9t16zeSbm6af8jrX7nQu96MGX3+9bs59cNDvzwXM/eF905zPdUefz1Ovm/0HB/3yB/teJ71+1+1fO5frv3euWfwZW1vh33+ixKrZLYZUdW22XC6nc1UoqAKqtdrl/alU//7enjnu4sLcz2RUs9n+462WefzszNwHzHZyMn1ZTk7Mc/b2Lu+rVvv7jo7MPscZfH4qZcrtuaqMo3jvx9HR4H7Hufw+1WpmX7HYv753+6pre/eDr2vUPu/1Fwr999677qh9wXKHPV/wudms2ecpFgf//a96/d61vfuq5rnD/2ZEK66GXa1hN9JzAmhqBPGFNdN5a7dNbeP+/f6+atUMaEmlTK2k0wEePOg/nrXJnL1+UK9GGmbwy8ZGuHIOD+ApFEy5O53pyjhJrWZqW17tEjCvPzhIyyvvrVvm78WFGVg067WDvGtkMv0mW++9HbWv07n++YLPPTw0NX+PV5sM1k7HvX7AvN5Cof9eAMCjR5dbD4hWnINDODhcdjFG4mjeefO+/Ib724a/dE9PB5tfi0XgxRfN7ULBNOudnk4eALOz0/8CnpX35d7pTFfGSXZ2ph/dPNyUPeu1RxnV93md0dCTzhfkNWV7fd+TgvS4pvxy2QTfatVsnc7Vzf5EK8axTbxxTHfPYDpvV9VyvFrWrVtmqsgo1Srw+LEJqOOmknQ6V9dGw9Rsz8/N3+AX9qQyzss070+c9Xqm1p9KAU+fmr+uG36+aqFg3guvH3nSYDSiFXUI86M8jsGUzbzz5jXRNRqDwezgwDQBe1+Sw02WjUa/JpZK9WucW1uXA3OnY5pQg4F2VG0p2NQ47Oysf7vXM9cvFk0wnaaM87LMa0fBayp/8KD/bxJ8r8PwAmiz2f+RQUSxsFY10263CxEBAOzv76NSqURz4nodeP998yUHmC/+kxPTV5ZK9UfK3r5tki6kUqam5X0htlr9UbReTXBzc7AmViiYfjRvRChgzrOxYY4dDpSZjAmutZoJjqlUv1/00SPz1zu/l2DB64Nrt80Xd/D605TR02iY6457P0Yd75Xp0SMTfKa9drvdL/f775vHM5nBfdmseZ+8ffW6eX4+3/8BUqv1+z69fVGcr1g0Tdzvvw989plpmn7woN/se35ujpv0+j3ej5tZE10QJdQ9HNtb20stxyhiBjOth3w+r03vC54oKYL9o1tbk1sYiFaZrQwhwrglIi1VzV995GRs5iWKs3K5PzjKmwdMtKaO7RZHa9XMS5Q4Dx70m7I3N02TPNGaesv+jWN7KoMpUZxls2zWJUoABlMiIkqIONZJDQZTIiJKBIX4t+KGA5CIiIhmxJopERElgtgaafzqpayZEhFRwhzLNiCCbRGICEQcOGKWJXTFgYiZkpqWLiCCrn+cQKSFluQAEeSkFVmZGEyJiCgRXnrpdNlFGIsZkIiIaC2ZhErMgERERHRt+6hEdi4GUyIiWksVvBvZuRhMiYhoLVUiPBeDKRERraXo6qUMpkREtLaykZ2JwZSIiNZSFm5k52IwJSKitdTCzDNifAymRES0llps5iUiIppNHkwnSEREFBsMpkRERDNaqWAqIo6IRNcITkREK+sZ0pGda2WCqYg4AEoANpZdFiIiir80nkd2rpUJpqrqAkjskjCVSmXZRSC6Nn5+KYnSA39ms9Al2ESkCOCWqpZHPLYHoANbs7TBMez5awCOVLUx6vE4L8EmIlin5fBotfDzS0kkZg02qKrMeq6F1ExFpGCDZQlAasTjVQBtVa3bILppAy8REdGc1CI700KCqao2VPUAQHvMIc5QbfIEJvAC8AcW7Y3YCmHK0e12Q5V72qaraY5bx2awZb7meV07ivNe9xxhnsfP7mz42Y32HGGft6jPby3CnsFFN/NWAaRUNRgoswCequqNoX2tsFXvq5p5RUTDvN5pm66mOe6qY1axmWyZr2le147ivNc9R5jnLfKzG7ZsScDPbrTnCPu8hX1+RSBIUDPvFTYAnA/t6wGAiFxqEh7HNgvnAexwegwREV3FibCZ95ciO9P1pXB5OosXXDdgA+tVVLUOoH7FYf9PRP7RiP3PAYxqA06LyDRtw9Mcd9Ux014rSZb5muZ17SjOe91zhHneIj+7YcuWBPzsRnuOsM9b5Of310OUa6w4BNNRwdILrsM11pmo6i9Heb55s83WZQAZAFDVcX3ORLFjW5buw4zSx7juF6K4sZ/dC9jPLkxMuj3pOzgOwfQcl0f4pgBAVaeqla6wPIBPALijphMRxdyRqm7ZL6ZDAAymlBT5YD+qiDhXVWaWHkxVtS0iw0FzA/yPBwCPbPM1UaLYkfZejbQHYGe5JSKaXrAVRUSK0+Q9WHowtVxbYC9wbCHKCUBLNkOyig37pZQFUFfVzvDziebtmp/frH08C6AAoMFuClqGCJIFTZWidiHBNPAfqggTIM4Q+M+lqmU7b7QI0z94tgo1skAg3EK/7T34eBXAifcrSESqwR8V3j+siHQAHAHILarsRLN+fgFs2JanDoAWgM0FFZ0ois+vl/N9qlbShc4zXVej5tfa/RdD82sLAMq2n6kIIGOTXVw6lmhRrvn5dQBserUBO8d75rl8RGFd5/Mb2NdS1akqMXGYZ7qWxsyFPYepwQNmlHPdHptBgpP40+qZ4vP7GHYUuh2AxC4Kio0pPr+ezLTnjEuf6TqamKxCVRsiUrT/6LfAARwUL1d9fnsi8r6toabAzy/Fy5WfX7tv6h+BDKbLc2WyikDbfeL7j2nlhPn8EsXNVMmCpm3iBdjMu0wLS1ZBNAf8/FKSRf75ZTBdHiaroCTj55eSLPLPL4PpkthpQUxWQYnEzy8l2Tw+vwymy+UOLYK+UskqaOXx80tJFunnl/NM5yiQrKIE86vnEYYywQQycGRgBm1cmbaKaBH4+aUkW/Tnl8GUiIhoRmzmJSIimhGDKRER0YwYTImIiGbEYEpERDQjBlMiIqIZMZgSERHNiMGUiIhoRgymRAli1wZdSyKSEZEju9jzMsvhiEhtKHsOrTkuwUaJYRdJLwHYA9AG8H7g4U0AR6oai9ywIlIDAFUtRXS+FIBDAEUAMuG4q94jB0ApwZmKTlX1ILjDvuYygLPAbu9zkLlqKTgbFB8CyAJwAZSDyc7tmqw1e86yqrr2mgym5GMwpcRQ1Q6Asv3ye3/El+qRiGRiEiiOMLSUk4g41y2b/XLfEZGJKcumeI9qMCnWVoJ9nSUAO0MBsAATAK+sxapqXUQaAC5gfpD1hh53RWRTVcvRlp5WCYMprQxV3RERFZGGDSrLLMuoGvLUCw3Pi6q2RSS/7HJEwdYODwG8OiIANkSkPfqZl6lqzwbUEoZWDrGtAqcRFJlWGPtMadU0MEVtZJ5EJCUiBZto27tfQ3/x4WWUyQncbS6rHBGrwSQuH7f+ZNgVQKoAiiP6pe9f1VRMxJoprZoTmNoFAL9W8RCmZnELwImttRRgvjw79jnn9vGzYFOsfb5jjwNMH9xB4HGvbzKF/hJOPVsGb18BJpBm7fH+6hTjyhc4fxX9WtEsi277tWJv1Yyh98ALPFtj3oNJ72ET5j18YB/z+hRLgecE+zPP0f/Bs2NrywV7joMQzaneiiAj2TJmrnodQ8f3YP69g83jazvoi0JQVW7cErXBfDHvjXnMMR/rgWMzQ/dT9nYRJnAEn38UPDeAlne8vV8AUAtcqxh4rAggGzjuZOixozGvZVz5Trzz2fuZ4Gub4j06gRmIVBv3PO898MoAEzg0RBkd7z7MAB7v9bfGvReBfcPvvXPFa8p4/zZeOYPv/5TvycjXEdhXDZbLljM7qSzcuKkqm3lp5aRga3De1AUd7D9tA7gfuD/ct1qDqb14NTdooBlRTU3GsbWcDoCqnSrhjRqduq92UvlsE3FeA2svavh+4BNVPVAzotiv7Q01Y/aC5/Zeq3fMFO/hOYCOqvZUtR0obxb996IDYKCf1r6PCDSFFwA8nvaFBf5NLjWd23+Pqoic2EFp2Sk/C4D598945YIJpFP3vdL6YjMvrZpN9PsEMwB6XlC0TjE54HXQb9bLYmhErtWDCXQNESnBNDXW7ICX2yHKOql8+SvKGYoOjuotAAj2AU5qPp7mPRz1/HrgOuMCZRXmh8sOTA0xbDN2A6ZZemCEtPab0BVmGpDXjHzlZ0FVO95AJBEpj3ltRJcwmNKquY9+QPNqW8HRmVfNQ82g/wXawehBQykAHREp2tqoV8uq4nJ/2yW2H8+r2Y4sn/3Sz1x+diTCnPc67yFg5rdu2BrhuY6eb/sYpmYfrMWGUQLQEpFpAnGY11GDae5vIURtmdYbm3lpZYjIEYBHXrOcDXRe8PKOSQWa8IDLgcVvErXPTw09vwigbpsLM0M1nfcxXidwrYxtEh1bPvul3wmWdajc12Kbb7emPX7K93CUW6rqqmpdx4yEtQHwMYDqdZpS7b/BLoCnwfLZMhYQqFWGeR2B8uauUVumNcWaKSVGYIRoBsADET8R0IswNb2aXp7feRvAQxHx5wkOfbl3bIDswTTrnuhgYoVc4PkbMM2RO/axHkxA9TLhZFT1wH5BlwHkvUQNtqmxaaeoBJuOJ5XPe8yrLXv9mEcAdkd90U94j4B+BiSvGdQrpzfK2IXtL4apMVZtwBpZRvv8kn2dewDcQJnOROQi8Fo7MP8+w4G1hqH+1DBsOdowiSq8a39mr5fD4I+lqz4LQQeY/OOIaICoTkyoQrSyvOw5qjp1TY2uZoPsA5hWgp6tDXsJFnaDtdBAU/k0583AjN6d2Iy+CHEqC8UDm3mJKGoFmBy63kjhng2gTcDMzR1qHidKPDbz0loaaqK8ds5cusw2dTuBJu0NmCbqE9vcvQHTPM73nVYGm3mJKBFs02oV40cHL6ocDkx/7Mm0TdS0+hhMiYiIZsQ+UyIiohkxmBIREc2IwZSIiGhGDKZEREQzYjAlIiKa0f8H7RjuCsThG0kAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179a73a10>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, prompt_p, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=2.4$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, prompt_n, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=0$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_prompt.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179863390>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, muon_p, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=1.5$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, muon_n, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=0.5$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_muon.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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JBJM2ECXTJlaNmebcwTnWIp1ODxeqZiBdUMJWtJnM3+tvJS+Vpuf5nazRijDXL1GSBAZTEXlXRP4gIv86Z/sDgOKay0zrdH5uti23v+/+nI4HLhNRhAX2marqtyLSUNVHdp+IPADQ802PgYhkAXyw+mLSxtjVbLbcIgON63WO+iWiYLMGIE3OvHvXH0gBQFW7IpJyXyyKjAQ18RIR3dbUPlPf8mrzMJgSEVGihRmA9JFdINzybn/ktkgUKS9ejC8+HkFMTUhEmxZqaoyI/B3MUms9mMxHPQAP4jI1JhHrmboW4TkjBwcHztMTulprNcKXjYh8NrGeqU3UkIUXUKctFE5b5OHDTZdgKpfpCV2mJgQSM26LiDxLJ22IEyZtoGlcJoAgoviIUtKG2GDShiXY7AR+h4dmn79PtV43+/yjgPt9s49rrBLRlkpUMCVaF85JJUqWRDXzcgASTeO6mZcDkIjigc28REREEcFgSuuTyyVujTN/Mnw/u9xs0ObvbrbLzXIKLFG0TQ2mIvJ+wL5jEfnKS3L/f0TkP66ycLRlul2zJYDrxPlMmk8UbbPmmR6JyJWq/hoARORnAHYBVAAMvN//QkTEHkM0U4L6q+dNgfUv7TZLwiryRLE1K5ieA7gCYANlT1U/9d3/CkBdRJ75jiGajpGBiLbUrD7TOwBSvubeaeMSey4LREREFDezgqld9Pva+7lj7xCRd3zHxWbVmH6/P0xqzqQNG3B6arYIc5U0n4nziZJl6jxTEfkRTABVAHYsYlNV/1FE/gCgCuANgPMQy7VtFOeZbliEJ1+uImk+4GbeaoQvG1HsrTzRvap+NuNxd7xjYhFEKSKePt10CaZymTQfcJs4n9//iKIv1Koxlqp+O9HUSzRfxJt4o4rjtoiib2bSBhH5sYhciMh/9e079pp534rI/155CYmIiCJuVtKGTwD8BKa/9D+LyGsR+RBA2dv+AsAfeVNjiObrdMxKM5NVrXTadAz2+6N9pZLZ588W/+KF2Xd4uJ7yRkSpNJ4ViYiiZ2Yzr79T1lsUvDrRUVv3gi7RfD//uUnlk81uuiSxcn5ufnIVGqLomhVMv/LfUNWuiDQCjvtnt0WirTVtkI+/RmoFrWF2eDg+pJXDXIkoIuYlbYCI/Ni377n9xTcAyd2wRSKayibCn2wln5Ywf7KV3K7bzsT5RO7NCqa2CbdisyDZqTAi8i6AgYj8TwDNVReSKJBqImqlrpPmA0ycT+TarRcHF5EHANpxmmvKpA20Lq4XG3eJreNEIytP2jDnyd9R1VfLPjkREdE2mDU15rveHNN3fPs+8c0x/Vf//FOitTs8TNw0GSKKpll9pnswzbi/B4brmb4BkAPwHQD3AfypiPx05aV0hInut8wXX5gtwpg0nygZZjXzvlHVc9/twcTtrwF0vSAbC+l0Gv2gaRgUT59/vukSTLW/v+80cb7Lc7GvlMi9WcH0I4wv+n095Tj+a9JmRLiJ12XifJdJ84loNWY18z4TkbaXn/d9mH7S79k+VBF5f2IOKhERUSJNDabelJcHMH2nPZj5pE14g48AdACkVPWX6ygo0Q31usnr609c2++buR/p9PixuZzZ3+mM9p2emn0J6z/P5bgSDZFr83LzfguT7P4nIpIB8AFMc+9AVb9eQ/mIpvubvwG++WbTpYidbnfTJSDaPrdO2hBHTNpAU9kaawSrbK4TQDBpA9GIq6QN89Yz/amIvPHmlP6tiPyZ777vevNOuaYpxd/entmIiG5hVtKGnwH4TwA+BvAIwD/CTIX5DwCgqr8FUAdwtPpiEq1YNpu4peFExrubO53ZSfP93c12uVkmzScyZtVM76vqnqqeq+pnqloGsAvgUxH5nnfMm9UXkWgNOp3xaLHFXCfOZ9J8ohl9piLyM1X9dMp9nwD4O5gRvdeq+serK6I77DOlOGLSfKLVWUufqe/J3vffVtWPYdY7fbRsAYiIiOJu1jzTT70BRj8DcCUiH07c/xlMSkGmZ6H4S6dvzk0lIlrQvHmmH3sLgTeC5pWqaktE7qysdETrEoP5qi7TCu7v7ztJeZiwMVtEU81t5lXVb2claIjT4uBEU/3ud2aLoH3XI4bgLnF+gsZtEc10q8XBibZOhJt4XSbNB5g4n2gVFhqARERERNMxmBIBoywE9fpo34sXZt/kUm82W4Hf4aHZ9+LF6ssaIUGXgiiJEhVM+/0+RAQigtOErRRCc7juL63XxwMzEW21hRPde2uXtlX1H1ZbpNVh0gZamwhnM3CZBCLCL5NoIa6SNoQZgPR9ADcikYi8o6q/X7YgRFvl+HjTJSCiNQrTzHsBs0j4pFLAPqJkS1gz72R3c70+O2m+n123nYnzKc7C1EwLAD4RkR6AgbdPADwA8EvXBSOi6Nvfd5/ononzKY7C9Jm2AdQAXE/cVVbV77su2Cqwz5TWpt83PyM4f5WJ84lGNtFnWlHVVwEFCWr6JUq2e/fMT0YFokRYOJiq6isReQdmpZieqn4pIh96i4QTkd/du5suQSxx3BbF1cIDkETkAYAuzKhem976axH54SoKRhRr/f6oqTei7JzrZbcDhyOGEjZui7ZImNG8BVX9jqo+AvBbYJjknvlPiGLEdeJ8V0nzieIsTJ/p30/Zz04hohhxmTjfddJ8uwJNLuf0tEQrF6Zm+pGI/Jn3uwKAiLwP4CPHZSKKv1yOEeEW9vbMRhQ3YWqmzwB0REQBDHzfSB84LxVR3HW7my4BEa3RwjVTb5Hw7wB4AuA5gE9U9T5TCRIFaLfNBgCnp2YCpX9xhU7H7JusvabTZr9/8FKpxLRARBEXenFwVW2soiBEW8VlE+/5ubtzEdFKLJwBCQBE5GcwNdN3YVIKnqjq/1pR2ZxjBiSKJTtXpBS9NNiusykxAxKt29ozIInIMYD7AI5gEt7vAiiJiKjqr5YtCBFNEcEgSkTjwozm3VXVR6r6SlW/VtWWN+f0zqoKR0TJ8/Dh6PdSafrKM5Mt6UHHsKuZ1iVMMH09ZT+HLRKt0osXZkuA/f3xcVrLYj4JWpcwA5Cm1UDftb+IyI/Z5Evk2A9+YH4moCNxMp9EmPSCk5fHcT4JopnCBNPvi0gF4wuEZwD0RKQMk1YwB4DBlMglf7snLaxW23QJKEnCBNMMgI/nHFNeoixEFCQGTbwu0wru7+87SXnIcVu0TkuvZ+rHtU2JkmV/f995onsmzqc4CrWe6QLHbGxtUxEpwTRBZwC0VJWBnWjFXCbNB9zWcCM8PZe2UOgMSFEkIhmYqTt17/YlzHxYovhjJoNbKXudTgymtA5hpsZEWRHAle92dtqBRERErkUumIpIUUSqU+478e4vec261nsArieOTa2ynERrozqqlR4empqqf1BSvW72+atg/b7Zl06PnyuXS1w2A38SBz97KYI2/6W0axIk7LJRSJEJpiKSF5ETmBHBNwKhF2C7qtrwmnN3RaToO2RnTUUlireHD4G/+qtNl2Ll9vfdn5Njo2iahRPdi8iH3q92YE8JAFT1l04LZIJmSlXLE/vfquod3+08zAjjgheEB74+07FjLSa6J4o214nzXWLX9XZyleg+TM30JwAy3vqlr2CaVl+JyE+XLcQ8IhLUB3oNIO/93oBJGGGbd1urLhMREZEVJpg2VfXXIvIBgJyqPvGmwny9orL57WCiTxRmCTiISMqbBtPxaqslAJU1lIkonk5P3SbAJZrh4GCx/uigrdMZHWsXPYhqv3WYqTFvvZ95mJqgtY5GjxRu9ona4LoDXxMvWCslmu0XvzA/GVBpDVz3M0e13zpMMM2JyB2YWl8JAETkAdYz8GcQsM8+72SNdap+vx84Kfzp06c45QcLJcXTp5suQSxxuMVygvqac7nF+6DrdeD83G2ZXAqTAelTb4Hwsqp+KSI/gsk29HbOQ124xs0RvimvXEGBNlA6nUa/33dZLqL44RfHW5lcP5XIL1QGJFX1fy/oqepnjssz7Xm7IjIZNHfAJl0iokjLJiSFzsIDkETkxxO7BiLyQER+6LhM09Qn5pUWAHCRJaKwOp3xkR0RJCJOtgOHo1VKJaYmvI0YvN2cCDPP9KdBc0pdLQjuTX/JwyRt2AHwDCZhfdd3zAlGyez9g44WwnmmRIj0hMmDgwPnq8a4mrMa4cuWGLap3WVwdjXPdGYw9fpIcwDuwOS77U4ckgHQVtW/WLYg65BOp/Wbb74BwEFHlGCr+ESKINcJIBhMt9Nagqnvyf4aprZ4MXFXb5PLroXFmilRcjCYRkPUr9u6MyBVAFyo6mcTW2wCKRFNSKfNJ51/hLudGV/39aC8eGH2HR6OPz4oezzF3sHBzZHLsxIr+N8qds2FaYsLbLOFRvOq6rcAAkfuisj7qvqPLgtFRESbsYqkCK4WHYhyLXfhAUjDB4i8M7GrGpc+UzbzEiUHm3lvJ8qvcxVlW3uiexE5FpE/wCRpGPh+xmawuM2AJCIcfEREoWSz43Mml2n6jHKOWbqdMEkbdgHc8Zp8h0TkE7dFWh1mQCJyzPaj+hcr31KuBz9HNccs3U6YeaYPVPVVwP53JwNsVLGZl8ixCLcJBuXhXtb+/j5evny59HkifNkSV7ZNrGeqIvJ+wP7jZQtBRDH1+edmi6B9V6NefFwllFCNZrCi2wvTzPsTAN/1vu3ZPLkC4LsAbmRGIqIEmJwuEyEuapB+q6jpRtExq0e3EiaYZgB8jPHl0ATAidMSERHRxtRDJWldr1qEs7GHCaaVKX2mbxyWZ6X865kynSCRA/aTlxngQ0lIRkfnovw2CzXP1Jtj+ggmjeCXIvKhqv7DykrnGAcgETkW5dEqjrmctxrly2YDvKv1W10vXuBqEJjlagDSwjVTEXkAs+RZF8DfA/gSwNci8kNV/fWyBSGiGGIH29bZ88KKq0DvdhWg48hOKQrTzFtQ1e8Aw8AKVf1WktIrT0Q3RbmDjSLFZY0+isJMjfn7Kfsj2FBBRGvT75tPuXR6fH8uZ/b7OwZPT80+/3iFTsfsc9WuSLQBYYLpRyLyZ97vCpgk9wA+clwmIiKiWAmTAeldAB2YQOqfHvNAVX+/grI5xwFIRHRbSRmA5LpsUb9um8iA9LHXZ/oEwHMAn6jq/bgEUoCJ7okiL52+2Vy8hY6POXZr24Spmf4BZoWY53EKoH6smRJFXISrbK6XdIsq1kxvJ0zN9EhVfwXgvrcc2/eWfXIiojG/+53ZEsCOu5q2+cdtlUrTj3M9bqvdNhuFs3AwVdXPvJ+vVPUcQE9E/lZEfrqy0hFRsiSkmTfKfv7zA+ztybBLbNnNLfG26AmzOPiH9qeI/DWAHoBvYZI4EBFRCLncaPWYoM1f46zXpx/nfp1V91kRVrGCT9SESdrQEBHbUl1DwELhRERLsclXI5wMwlVty2VaPLd9iTXvXBFOhBtBYQYgfQWgHJTsPi44AIko4iI8AMl1jlnA3WAml5ctwn8CiJhquKq7juK15+bFlFVjiIicifAaW46Tqzs7V7JEN0tW6AFIccZ5pkQRVypFe50toimm1kxF5McAUjDZjtp2qTUvE1IeZrHwAoCvVPW/rKGsS0un0+j3+5suBhHRSoiYyr2/67lcnn68vyk3lwO6HE56a7NqpnUALVX9lX/NUlX9VlU/U9VPYdY2nfGnIiIK4cULs1Eo7gfLumvSToqZwXTewt+qOgBw7rZIRJRYP/iB2fxsdgK/w0Ozzx9463WzL4HNxC9fjqbK+F9+qTR7+o1fp2P3CYCHayz9dpgVTL+yv3gZj/5aRP41IEnDVyAicmF/H3jo6IO83zcb0RrMGs07/CroZTw6FxGo6i+nHUdEtJSgEbNBczSCmoInBy/duzf98RRTdv5x9FofZgXToHdgUC2U71Qiip67dzddAnLODtGJVzB9HDAXqhCw7zGAydoqEdFmsYmX1mhWMM0BuBOwf3fi9gfuikNERDRNdtMFmGpWMD1T1Y/nnUBEPnFYHiIioikcZ/V3aNZo3kXzekU3/9cEZkAiSpBczv1in0RTTK2ZqurXi5xg0eOigBmQiBKE6XxojRbOzUtEFCvtttkizNUC3CKCg4ODTb+cRGMwJaLtZJt5T09NZiR/106nY/ZNNgOn02a/vwWrVDIh7U2DAAASMklEQVT7HK6xuorFslexqDctLswSbERE5IDL5dwALukWBQsvDr4NuDg4EW0jG0xdfJ67PJdrq1i43NXi4GzmJSJaBFe0iYAcorpAOIMpEdEigla0ocUt2h/94oXZd3g4/ngRKLoAojlKm32mRESLcLWaDW0l9pkSEcXcKgYgRTE2iJgarKq7RPfsMyUiIgDup9o4PZ/TTFQlRHHFGIDNvEREsed6qo1TDjNRfQ7bjxq9gWAMpkREi1jFvIwkcNi1dogvnJ3LtUQ18zLRPRHRmjls5j3E5zjE507O5VqiaqZMdE9Et8Ya6cZ9gcP5B21IomqmRES0Zqen43mRtxSDKRERjRwcjGd6qtdNf3HJN4q23zf70unxx+ZyZn/Ht4j3L35hNgeO8Zc4xl86OZdriWrmJSK6NZuRZ9tTCv7mN8A//dPNDES39fQp8Pq1k1PV8T+83/67k/O5xKQNRESLSMpo3gh/aah7f4OSw78BkzYQEa3T55+bDVi+6fP01DSnRlGEE/qXvS2K2MxLRLQIV82egLM+xOSJbqsAgykRUVil0nitFDA10qDmR3+N1Hr6dDXl2nJ3Yac2pmcetwls5nWh0QCOjoA7d0xzTi5nbg8G7p/r7AwoFMx2dASUy6bJqdcLPzG60RiVudFwV8ZWK/h6FAqjCdyunq/bBXZ3zfOcnY321+vm+VstN8/j+nyUbFGeLiIy6h+OmD7uoY97my5GIAZTF4pF4PIS2PP6sMtlczuVcvccrZb5MG82zbntz1oNyGRMQAmbA7NYBM7P3ZXRyufHr8eTJ6MydzrA48cmuFYqyz9XNmvOPenqynyZcfWFxvX5iCi0Pu6ij7vDeO9fBtV2Y0/b/Gw3tsvvDAymcTAYmOADmIA0GaTzeRNU48I2j/lrkq5Vq8Dbt+YLQxTPR8nW6QQ3/0aBamRHLN/DOe4hmlnsGEzjoFIxAfXJk+nHlEpua8Kr5C+nwxUlZj5PFM9HybW3N2q5oRAeApBhvPd3W5dKo+8BQZtfp+P++wKD6bpUKqOmzaOjUU0TMIGyXB71gRYK432Ktp8uk5n9HF9/bX76+xFtU6ptJp7sW7SaTXNspWKef7IJdl4Zw/A3lWaz4323rZY5/+7uqA0n7HP3ejf7Uf2vv9Ew5z47G/XnAub25L5FzlevB5/PajTM/rOzUfn9fa+zXn+9PnruXG507WybVqEQ/vrT5mWzZqPtoaqJ2XK5nK5UPm++BNVqN/enUqPbJyfmuLdvze1MRjWbHd3f6Zj7r67MbfvlqtlcvCzNpnnMycnNfdXqaN/lpdlXKo0/PpUy5bbmlTGIvR6Xl+P7S6Wb16lWM/uKxdHz29/nPbe97X9dQfvs68/nR9fePm/QPn+5w57P/9hs1uyzisXxv/+812+f295WNY+d/JsRufDwodkiqA1o2/+/tCSvftpWB/GFNdNV63ZNbePRo9G+atUMaEmlTK2k1zODciz7jdX2g9oaaZjBLzs74co5ORI4nzfl7vUWK+MstZqpbdnaJWBev7+Nxpb3/n3z8+1bM7Bo2ef2s8+RyYyabO21DdrX693+fP7Hnp+bmr9la5P+2um01w+Y15vPj64FADx75mYAF9GkL74wWwTlvM2V42N35+I801WzH36T/W2TH7qvX483vxaLwHvvmd/zedOs9/r17AEwR0fBI1tvw36493qLlXGWo6Obc/KmmWzKXva5gwT1fe7u3u5c087nZ5uybd/3rCA9rSm/UjHBt1o1W683v9mf6DY+j+Z6ocAokLoaulWvu5vQwGC6avNqObaWdf8+cHISfEy1Cjx/bv7y1WrwMb3e/NpomJrt9bX56f/AnlXGVVnk+kTZYGBq/akU8OqV+Vmvh5+vms+ba2H7kWcNRqPosykHo7i+sstMT46tcLji0tjMu2q2ia7VGg9mZ2emCdh+SE42WbZao5pYKjWqcRYKNwNzr2eaUP2BNqi25G9qnHR1Nfp9MDDPXyyaYLpIGVdlk8/tgm0qf/x49DfxX+swbABttzl4Je6++cZstFEuZyclqmba7/ch3izdp0+f4tRVBpJGA7i4MB9ygPngbzZN+0EqNRop++CBGQ6fSpmalv1A7HRGo2htTXB3d7wmls+bfjQ7IhQw59nZMcdOBspMxgTXWs0Ex1Rq1C/67Jn5ac+fz4+P4O12zQe3//kXKaPVapnnnXY9go63ZXr2zASfRZ+72x2V++LC3J/JjO/LZs11svsaDfP4vb3RFxCb/CKVGu1zcb5i0TRxX1wAb96YpunHj0fNvtfX5rhZr9+yX26mtU5QfPzud5suwXS29WPRrpk1cp2E0eXsJC7BRhR1/v7RQmF2CwPRsqK81JzjspnTcQk2ou1XqYwGR9l5wLQdSqWbOfFevDD7Jvstg3LfHR6afa6XSzs+djvM1aFTb4uiRDXzEsXO48ejpuzdXdMkT7RK/uAeMXbhutNNFmIKNvMSEcVdhPs5XbJjXlzFLZfNvKyZEhHFnR2U6CKY2uk66eitGRrlMewMpkREceeyj/Oet15oBFstI7rODgAGUyKi+HPZz3n3rrtzOWaDqauUgu22u+kxDKZERDQSxaxMHhv3XNWZJ1OSL4NTY4iI4q7fN/2lk/2cuZwZZeNP9XN6avb5k9Z0OqNl/mJARJxtrjCYEhHF3fGxu4ztEba/v+/4jCFXnpqBU2OIiCgeHC8QwKkxRESUPBFeHIDBlIiI4iHCCwQwmBIRUTxEMJGExQFIRERES2IwJSKieCiVIpt/mMGUiIji4fzc8RQgdwkK2WdKRETxUHM3L9RwlEsQDKZERBQXEW3iBdjMS0REtDQGUyIiiocXL8zmjLsMgGzmJSKiePjBD8zPCKbB3apgKiIlAG1V7W66LERE5NjDh5suwVRbE0y9QFoG0Nt0WYiIaAWcNvG6tTV9pqpaBxDbJWFO/WsLEsUM378UY05yFK51CTYRKQK4r6qVgPtOYGqVO8AwOIY9fw3Apaq2gu6P8hJsIoIkLYdH24XvX4ojbwk2qOrSq4SvpZlXRPIAsgAKCGiGFZEqgKYNgiJSFZGiqjbWUT4iIooB8WJeBL+4raWZV1VbqnoGYNrAoNJEbbIJ0/8JwPSHishJwJYPU45+yAVlF226WuS4JDaDbfI1r+q5XZz3tucI8zi+d5fD967bc4R93Prev+6SQKy7mbcKIKWq/kCZBfBKVe9M7OuErXrPa+YVEQ3zehdtulrkuHnHbGMz2SZf06qe28V5b3uOMI9b53s3bNnigO9dt+cI+7h1vX/Fq+nGppl3jh0A1xP7BgAgIilVHSxyEq8/ds/7/ZrTY4iIaF2iEExT8AYd+djgugMvsM7j9a/O62P9fyLybwP2fwMgqA04LSKLtA0vcty8YxZ9rjjZ5Gta1XO7OO9tzxHmcet874YtWxzwvev2HGEft873778PUa6pohBMg4KlDa6TNdalqOq/c3m+VfOarSsAMgDA2jbFiYikADyCN+hwWvcLUdR47923GA2Y3QHwYNZncBSC6TVM7dQvBQCLNvFusT0AXwOoB00nIoq4S1UteB9M5wAYTCku9vz9qCJSmleZ2XgwVdWuiEwGzR3wHw8AnnF6EMWRN9Le1kgHAI42WyKixflbUbxpmnPzHmw8mHrqE/NKCwBcrwK7MUskq9jxzdFtqCpTJdLa3fL9m/XuzwLIA2ixm4I2wUGyoMkxPYHWlbTB/kMVYQLEFXz/XKpa8eaNFmH6B6+2oUa2bLIK+4cVkR6ASwC5dZWdyEGylR2v5akHoANgd01FJ3KSLMjL+b5QK+la55kmVdD8Wm//24n5tXkAFa+fqQgg4yW7uHEs0brc8v1bArBrawPeHO+l5/IRhXWb969vX0dVF6rEbE2i+7jxauuTrmFq8IAZ5dzwjs0gxkn8afss8P59Dm8UujcAiV0UFBkLvH+tzKLnjEqfaRLNS1bREpGi90e/Dw7goGiZm2xFRC68GmoKfP9StCyaLGjhL4EMppszN1mFr+0+9v3HtHXCvH+JomahZEGLNvECbObdpLUlqyBaAb5/Kc6cv38ZTDeHySoozvj+pThz/v5lMN0Qb1oQk1VQLPH9S3G2ivcvg+lm1b0pMNZWJaugrcf3L8WZ0/cv55mukC9ZRRnmW88zTGSC8WXgyMAM2pibtopoHfj+pThb9/uXwZSIiGhJbOYlIiJaEoMpERHRkhhMiYiIlsRgSkREtCQGUyIioiUxmBIRES2JwZSIiGhJDKZEMeKtDZpIIpIRkUtvsedNlqMkIrWJ7DmUcFyCjWLDWyS9DOAEQBfAhe/uXQCXqhqJ3LAiUgMAVS07Ol8KwDmAIgCZcdy8a1QCUI5xpqLXqnrm3+G95gqAK99u+z7IzFsKzguKTwBkAdQBVPzJzr01WWveOSuqWveek8GUhhhMKTZUtQeg4n34XQR8qF6KSCYigeISE0s5iUjptmXzPtyPRGRmyrIFrlENJsXaVvBeZxnA0UQAzMMEwLm1WFVtiEgLwFuYL2SDifvrIrKrqhW3padtwmBKW0NVj0RERaTlBZVNliWohrzwQsOroqpdEdnbdDlc8GqH5wA+CAiALRHpBj/yJlUdeAG1jImVQ7xWgdcOikxbjH2mtG1aWKA2skoikhKRvJdo296uYbT48CbKVPLdbG+qHI7VYBKXT1t/MuwKIFUAxYB+6UfzmoqJWDOlbdOEqV0AGNYqnsDULO4DaHq1ljzMh2fPe8y1d/+VvynWe3zJOw4wfXBnvvtt32QKoyWcBl4Z7L48TCDNescPV6eYVj7f+asY1YqWWXR7WCu2q2ZMXAMbeApTrsGsa9iGuYaPvftsn2LZ9xh/f+Y1Rl94jrzact47x1mI5lS7Ikggr4yZea9j4vgBzN/b3zye2EFfFIKqcuMWqw3mg/lkyn0l87YeOzYzcTvl/V6ECRz+x1/6zw2gY4/3bucB1HzPVfTdVwSQ9R3XnLjvcsprmVa+pj2fdzvjf20LXKMmzECk2rTH2WtgywATODREGUv2NswAHvv6O9OuhW/f5LUvzXlNGfu3seX0X/8Fr0ng6/Dtq/rL5ZUzO6ss3LipKpt5aeuk4NXg7NQFHe8/7QJ45Ls92bdag6m92Job1NeMqKYmU/JqOT0AVW+qhB01unBf7azyeU3Ee+pbe1HD9wM3VfVMzYjiYW1vohlz4D+3fa32mAWu4TWAnqoOVLXrK28Wo2vRAzDWT+tdR/iawvMAni/6wnx/kxtN597foyoiTW9QWnbB9wJg/v4ZWy6YQLpw3yslF5t5advsYtQnmAEwsEHR8xqzA14Po2a9LCZG5HoGMIGuJSJlmKbGmjfg5UGIss4q396ccoai46N68wD8fYCzmo8XuYZBj2/4nmdaoKzCfHE5gqkhhm3GbsE0S4+NkNZRE7rCTAOyzchz3wuq2rMDkUSkMuW1Ed3AYErb5hFGAc3WtvyjM+fNQ81g9AHaQ/CgoRSAnogUvdqorWVVcbO/7QavH8/WbAPL533oZ24+2okw573NNQTM/NYdr0Z4rcHzbZ/D1Oz9tdgwygA6IrJIIA7zOmowzf0dhKgtU7KxmZe2hohcAnhmm+W8QGeDlz0m5WvCA24GlmGTqPf41MTjiwAaXnNhZqKmc4Hper7nynhNolPL533o9/xlnSj3rXjNt4VFj1/wGga5r6p1VW3olJGwXgB8DqB6m6ZU729wDOCVv3xeGfPw1SrDvA5feXO3qC1TQrFmSrHhGyGaAfBYZJgI6D2Yml5Nb87vfADgiYgM5wlOfLj3vAA5gGnWbep4YoWc7/E7MM2RR959A5iAajPhZFT1zPuArgDYs4kavKbGtjdFxd90PKt89j5bW7b9mJcAjoM+6GdcI2CUAck2g9py2lHGdXj9xTA1xqoXsALL6D2+7L3OEwB1X5muROSt77X2YP4+k4G1hon+1DC8cnRhElXY537jPV8O41+W5r0X/M4w+8sR0RhRnZlQhWhr2ew5qrpwTY3m84LsY5hWgoFXG7YJFo79tVBfU/ki583AjN6d2Yy+DlEqC0UDm3mJyLU8TA5dO1J44AXQNmDm5k40jxPFHpt5KZEmmihvnTOXbvKauku+Ju0dmCbqptfcvQPTPM7rTluDzbxEFAte02oV00cHr6scJZj+2OaiTdS0/RhMiYiIlsQ+UyIioiUxmBIRES2JwZSIiGhJDKZERERLYjAlIiJa0v8HHwraZJC47EAAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179a3fa90>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, astro_p, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=12$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, astro_n, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=4$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_astro.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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zdYmjwIgi42qeaZgl2L4nItcAWt7WBnDp/Z4I6XQaqgpVZSCl5Njf7+eJdLE0nAin2hA5FqbP9ABmtZhXIvJjVf0S6OXnpRVViWBdHpdpBXd2dnA+vOLLqomiifd3v3N/TqI1FiadoD+A9kbtisiPkjIlhukEl+v+/fuRJLpnszERzWrhzbzeRX/k/frK9/ui1jOlhDs/P+81s7vYiIjiIkww7QD4GxF5xxvV+1hE3gLYjKZoFAccSEpEdLvQo3kHHizyPVX9xmF5IsVm3vDiPJCUo4NnxBVtiHqW0sw7TFW/EZF35i3EojDR/exs/vWgPOx2IGnQViz2j2u1OIg0Ft684ao2RI6FzYAU5BTAIwfniRwT3Ye3swO4GjN0dOTuXDQHu5oNETkTWDMVkXdF5I8i8odbtj8C2F1wmWmBzs9NE+/w5tdqBR+jOtjfysVPYiKdNpuLpeE4Z5UIwJhg6iWwr6vqn9gNwA8BfDC0bwvAwwWWl4jiJJsFHj9edimIlm5Sn+n+0O13VfWVf4eqtgHcOC8VEUWvWjXNB/6Obbs03PPng8cGNUk8f26aJbiqDU1y/76brF253CJKO7OxwdS3vNptUo7KQkREq+b0tJ8Oc4WFyYD0BYC/VdXf+PZ9COAvVfWziMrnFKfGLJfraTYu0xICa5Ka0DXb3+qv3RIliKupMaHmmYrI/0Z/qbWM9/Oeqv5+3oIsAoPpcrkOplGkJ+Sc1ZDiPBGZVk8Ec6SXMs9UVX8IoACgCuChqm4nJZDS8l1cmM0Vl+kJaUZc0YZuUyy6a7mI8Rzp0PNMvUFH7QjKEjmbtAHgeqbLEPPxAzQLrmhDtzk9NT9dvFdiPEd6rnSCScNmXhqHqQmJIhLzfnVXzbwuMiARTcX+LzFxPtEaiWkQdW2u3LxEYZye9lt8iIhCc9n/6hiDKRHFh011SKvj+fPRJCCzivE3cjbzElF8xHSkJs3h44/NTxfjESqV+c8RkbE1UxH5TsC+fRH5rZfk/h9F5D9FWTgiWjOvX8d6xOZasOn//HM551kU4aOPzOZCjJt5J9VM90TkUlV/AQAi8tcANgGUAHS93/9KRMQeQ0Q0FzbxLt8337g9n6sm3pib1Gd66m1WR1Ufq+qXqvpCVateEoftaItIRGvF1dJwa/Ih7tzVlWmS9X+xmXdRBFdc9r86NimY3gGQ8jX3jnt1Oi4LRKsrmzWbZT8Hgzb/52i1Ov44JsshWiMff9zvg42ZSc28dtHva+/nhr1DRN7xpRFMzKoxzIC0XP5scq44Ts3rNHk+E+fPqFodnYxsa0HDgvbFtOZCDrjqe43ApJppB8BjAA9FZB+A+GqpXRE5FpFPYfL0JkI6ne7lYmUgXT7bGhS0+VuTisXJx7qws7Pj5kQ+rpPwU0jVqmmq9L+Z5s0fvA5yufjm/oxxM+/YmqmqfjnhcXe8Y6Zd85Qo1lzXIF0vD0cz+OUv3U61sYE2roHGlXYiU68v3cy5eYeaehOBuXlpUZjrdwWty3Jz6/KlwbOQJdhE5BMROROR/+rbty8ifwRwIyJ/O28BiGYV59YoWkHDI+hWVZz/sYJGb8fE2JqpiHwBII/+QuAKYB/AzwFUAIh3/6WqPllIaefEmulqiXNFgTVToghE8E+/kFVj/BcQkSyA8tBFq17QJSKiVWAHXMVx4FWMv5xOaub9rf+Gtyh4PeC4f3ZaIiIiWp7PPzcbhTKpZnoHMP2mqvpzb98ze6dvAFI8G7CJiFyy02n8OWtX0dOnyy5BIk0KprYJ98ci0lTVf7JTYUTkXZgBSBWY/lMiotW2LivaxLF517LpJGM413TSPNNvAXzmbSP3iUgBwAXnmhLRWuBqNsv39dfLLsFYM61n6jXxvnBdGKIw9veXXQJaK+uyok2c55l+9dWySzDWpKkx34Ople7b5Axes+8h+knvD1X1vy2ioC5wagwtCqfGUGLFec5ZBBaRtGELphnXBtK/BvAWQA7ABzBLr/2Zl583EWyiexFhbl5aCPt+m3e7z+Vxlm9dloZbl+QUjk1q5n2rqv71TLtDt18BaHtBNhHS6TSuVn0k3hqJc2vUzs6O00T3TJofA+vSZxrF8k6u2C8y/sULYmJiBiRV/cx3+8dBye9F5FNV/WmEZXSGzbyrZV1ao9hkvIJiHBRiLaEZkI5F5ALAzwA0YabC/ABe06+3HFt+3gIQEa2dgwPzk8E0nBiPOhzbZ+pNebkH03faAdDwthsR+QOAFoBUUmqltLps99TwcpS2iytoG24aFgHYLUkLs78f38CQTsd35HLQwvExcVtu3m9hFgh/LCIZAN8FcA3Tf/pqAeUjGmtnB3DZlchuSVqYmAYEAOuTnMKxmdczTSL2mdI4ce5/ZZ8pLZQdpBnH2mkEZVvUeqafishbEfmDiPydiPy5777vicgXXNOUiCikq6v45viNczPv+++bLYbGNvN6U14ewSRuuAbwQ5ipMD9Q1X9Q1W9E5FsA/wjgLxdSWiKiVWADAlsbwrl7d9klGGtSn+n2UNX3SxEpAXjmTZv5NUwSByIiCiPGQaE3wjiO/bpxrc1jcjB9ObxDVbsAfug17wJmRC8REYUR46CAUy83TxyDaYxN7DO1vDmlPV4yhzsAHrovEtHiVSpmI1qoXG50TtfRkdnnT3naagXP6UqnzX6XwZn/DDOZtATbT7zE9m8BfCEiOVX9je/+L0UkDy4OTiuAc+eJPHH+Z7BfJmKY8nBizdSrgVYBfOAPpL77mzA1VCKKmKuk+UycHyOtlhmE5K9xHh2Zff6aaS5n9g0Hkasrsz+dXo9E/O222WLo1mZeVf12UoIGLg5OqyDGiVWws7Pj/JxMnE+JdHFhthhi0gYixDtpg2tMAkHUt5CkDURERHQ7BlMiIkqGo6PBvuQYWatgenV11RuAcRTTPwgREY3x+edmi6GJq8b4icgnMGuZjozqTYp0Oo2rOE+WJiKi8Z4+XXYJxpo6mMLk5h0ZvSMi76jq790ViYiIKECMWxTDNPOewSwSPizGM3yJiIiiFyaYFgC0vKXYzrztGYAnEZWNaGFU+9NibIa3oM2fHMZmeBu3MS8CkWOtViyzHwHhmnm3AJzALMfml3JXHKLV8NFHsW6RIkqmLW86aAznSIcJpiVVfTG8U0SCmn6JEmvaL742wxsRLUg2u+wSjDV1MFXVFyLyDsxKMR1V/bWIfKiq30RXPCIiIk9Mm3iBEH2mInIPQBtmVK/9evBKRH4URcGIkqxYjPfiG4C7xPlMmk8UcgCSqn6gqg8BfAP0ktxzCTaiIaen/TWW48Z14nwmzScK12f692P2s9eIKEHOz8+dncsmzSdaiHTa/Ixh8p0wNdPvi8ife78rAIjIdwB833GZiIiIRr15Y7YYClMzPYaZZ6oAur5vpPecl4qIiGjY69fLLsFYYUbzfgvgAxHZBfBdmBG9X0ZWMiIiIj/bzBtDYWqmAABVrUdRECIioqQKtQSbiPy1iFyLyB9E5K2I/OeoCkaUZNlsrOeXEyVTjOechVmCbR/ANoA9mIT3mwCKIiKq+vOIykeUSDGeW06UXHa+WbW63HIECFMz3VTVh6r6QlVfqWrTm3N6J6rCERER9VQqZgOA58/NihIPHgweY1ea8HvwwOx7/ry/r1odPW4OYfpMX47Z33ZRECIiooli2sQLhAum42qg79pfROQTNvkS9b/wMhE+UUQePAj+Bwva56+RWrb/1VHtNEww/aGIlDC4QHgGQEdEDmDSCuYAMJgSEdFaCRNMMwA+u+WYgznKQkQJ5TKt4M7OjtOUh0RjOUxLOPd6pn5c25Rovezs7DhPdM/E+bQw77/v7FRTj+a9LZB6xyxtbVMRKYpI3vuZWVY5iPxEBkfx2wGE4za/XK6/P66rnJ2fn0NVnW1EC3X3rrNThUraEFde8Nz0putUAZSXXSZab45XOQMra0QRcNjMK6vwbVBEDgF0vUAKEblU1c3h47a2tvTi4mLh5SOaxzqNDLZ9r6vwuUTJICItVd2a9zyhc/NGzUukv62qpYD7DmFGE28AgA2eAN7D4ChjiEhKVbsRF5eIiCg+wVRE8gCyAAoYCoze/WUADVVt2tsisutLvL+xsMISEVHy5XLOThUmN++H3q820BUBQFV/6qIgXpBsish7AFIBhxSHaqsNACUAdQBvh47dYK2UVsX+/rJLQLSi2u4S+IUZgPQYQEZVfw/gBUzT6gsR+dRZacYQkaD1N64B5L3f6zAJIyAiKQDNqMtEtCjVaizzehMln8MxNGGaeRuq+gsR+S6AnKpuA72RtFHbgAmefl3v+ilV7YhIy9dUPNLfSkRENGAZzbwAbryfeZiaoLWIYXcpjPaJ2uC6Ad9IXrBWSivGLufm8P+eiBwL08ybE5Efw9T6fgYAInIPixn4E9T/aa87XGMd6+rqCiIysh0dHTkpJFEUtrbMRkSOOfzsn7pmqqo/8RYIP1DVX3uBNYN+jTVK1xgdlJTyyjX1QKN0Oo0rh5N0iYgowT7/3NmpQmVAUtVTX1rBjqr+ZBFLrqlqG6O10w2wSZeIiGb19KmzU00dTEXkk6FdXRG5JyI/claayapeQgerAKCyoGsT0QIFdcfMst2Pa1JjigeHzbxhaqYDzayq+sqrpTrpMxWRrJfhaBfAQxE59E+J8eaYZkRk1zvu0pewgYhWwI7jpMZcgYYWZWJuXq+PNAfgDsyUk+EZrhkAF6r6V5GV0KF0Oq1v3rwBADx9+pQDjygR1ik3r0vM80u3arUgW1tOcvNOleheRH4GUwM9G7qrs8xl18JiontKIgbT2TCY0q1EIMBCE92XAORV9ct5L0hE4fD7H1FEsllnKQWnCqaq+i2AwEAqIt9R1X9yUhoiGsFkDUQRabX6TT9zCr04uIi849/A1H1ERLTmwkyN2ReRP8Ikaej6fhYjKptz/gxIHHxESVEsmi/PQdtwrXXccSJMlk8UpTC5eTcB3PGafHtE5Au3RYoOMyBREr1+7fZ8NqgWE/M1mCgi6bSzU001mhcweXh92Y/8+98dDrBxxdG8ROszOlgc9YX57ezs4Pz83Pl5aUkcjuYN02eqIvKdgP1cupiIYsd1AgiASSBWjsNmnzDNvI8BfM/7tmfz5AqA7wH4qbMSERE54LoGGUVNl5bMYTNvmGCaAfAZBhPOC4BDZ6UhIiJKoDDBtDSmz/Stw/JEyo7mBZhOkIho7TkchTd1n6mqvvDmln4iIj8AABH5MEnpBNPpNFQVqspASkS0APfv33e2CpDzlYBOT52dKsw803swie5/CJP0HgBeLXAJNiIiShjXg7acnq/ibhXPMKN5C6r6gao+BPAN0EszyF55ogRRXf1pMRQ/tlVwns25ZTTzAvj7Mfv5b0lERGstTDD9voj8ufe7AibJPYDvOy4TERFR9J4/d3aqMKN5jwG0REQBdH1zru45Kw0RRc7m8221llsOoqX7+GNnpwpTM/1MVT8A8ATAMwBfqOq2qv7eWWkixkT3RGb5RkdLOBIl20cfOTtVqHmmInIJ4FmSAqgfE90TEVHP8+fO1jMNE0z3VPVLEbknIhkAl6r6ayelICIiSrAwSRu+9H6+UNVTAB0R+TsR+TSy0hER0UK5TrKwLsIkbfjQ/hSRnwHoAPgWJpEDERGtgChWxoliBR8nHAb7MM28dW8kLwBUELBQOBHRqnNV24r72qiRJElYYWFG8wLAY1X996r6UwZSomTa3zcbYKbHiIzf/NNnisXgY1ymSo0z17Urro0aAw6/MMy9agwRJUu16vZ86xITXNYi16kvcV2EHoCUZJxnSjQol+vn6g3abIIHwATh4fuzWbMRrbuxNVMR+QRACmYx8AtV/Y23/10AeZjFwgsAfquq/2UBZZ0b55kSucUsSpRoDx44O5WM62QWkT8CyNogOuaYFIC3qvonzkoUoa2tLb24uFh2MYhozdlm3jgO8lmrsolAgJaqbs17qknNvNVJgRQAVLULwN3qqkRERIvy1VfOTjUpmP7W/iIi+yLyMxH5Q0CSht+CiNaSHdFLlEgOm3knjebt/Yt4GY9ORQSq+tNxxxEREa2jSTXToEbpoFpo/BrWiYiIbuNwntikmumjgLlQhYB9jwAM11aJ6T4/AAARlklEQVSJiIji7eDA2akmBdMcgDsB+zeHbn/XWWmIiIgWZX8fOHUzhnZSMD1R1c9uO4GIfOGkJERERItUrToLppP6TCtTnmPa45aOGZCIiCgKY2umqvpqmhNMe1wcMAMSkVuVxHyVJgrgMB6ESXRPRDSgWFx2CZLNZcL7uC/pFkvvv+/sVGGXYCMiojlFsVg2l3Sbwd27zk7FmikRzcxO02MNNRzXNUgu6TajqytnKbwYTIloZnaaHoMprTs28xIREc2JwZSI5mYT3g+3mOVyg/f5N39tttXq779/f7FlpzWWyzk7FYMpEc0sgnE04DgaWph229mp2GdKRDO7bRxNqzXdeXI5QJXLuc2LA5FCurgAtuZeFxwAa6ZERInneqpNFFN3YslhMy9rpkRECcdkDcvHmikREa0nhzna1yqYMtE9UbxdXJiNaCE+/9zZqdaqmZeJ7onizWEXFtHtnj51FlDXqmZKRETUw2ZeIlpFxSJTE1IyMZgSUWycnpqNaCGmnQg9BQZTIiJaT44SNgAMpkREtK6yWWenYjAlIqL1xGZeIiKi+GAwdaFeB/b2gDt3TKbuXM7c7nbdX+vkBCgUzLa3Z1ZnrlaBTif8JL16vV/met1dGZvN4NejUDC/53LurtduA5ub5jonJ/391aq5frPp5jquz0dEK2WtkjZEZnfXbIWC+bA9OHA/vt8GqK0toFYDUqnB+zY3w59zd9f83NtzU0YrnzebfT2ePOlfCzBBb28PODwEyuX5rpXNmtdj+IvE5aX5MuPqC43r81Egh11YRLdLp52dijXTJOh2+wGv0RgMpIAJXJXK4ss1K/tFw1+TdK1cBm5uBoN4nM5HgVotp91YRJO9eePsVAymSVAqmYD65Mn4Y4rF0SAbV/5yOlycd+J14ng+Ilqu16+dnYrBdFFKJVO7tD/9Tavdrmkatn2ghcJgn6Ltp8tkJl/j1Svz09+PWCr1z2H7MINqhI2GObZUMte3j5u2jGH4m0qz2cG+W9tMvrlp+ilnuXanM9qP6n/+9bo598lJvz8XMLeH901zvmo1+HxWvW72n5z0y+/ve530/KvV/rVzuf5rV62afYVC+NefiAyHzbxQ1bXZcrmcRiqfVwVUK5XR/alU//bhoTnu5sbczmRUs9n+/a2Wuf/y0twGzNZoTF+WRsM85vBwdF+53N9Xq5l9xeLg41MpU27rtjIGsa9HrTa4v1gcfZ0qFbNvd7d/ffv7bde2t/3PK2ifff75fP+1t9cN2ucvd9jz+R+bzZp91u7u4N//tudvr21vq5rHDv/NVoB9qwdtQW+XcRutJgAKx39gABfqIL6wZhq1dtvUNh4+7O8rl82AllTK1Eo6HeDRo/79dhSG7Qe1NdIwg182NsKVc3gATz5vyt3pTFfGSSoVU9uytUvAPH//IC1b3u1t8/PmxgwsmvfafvYamUy/yda+tkH7Op3Zz+d/7Ompqflbtjbpr52Oe/6Aeb75fP+1AIDj49HWgxWws7PsEtBacThQlKN5o2Y//Ib724Y/dF++HGx+3d0F3nvP/J7Pm2a9ly8nD4DZ2+t/AM/Lfrh3OtOVcZK9venftMNN2fNeO0hQ3+cso6Ennc/PNmXbvu9JQXpcU36pZIJvuWy2Tuf2Zv8EOj+f7rhpEuLb74cc0ERjOUwEzWAatdtqObaWtb1tpooEKZeBZ89MQB03laTTub02GqZme31tfvo/sCeVMSrTvD5x1u2aT/VUCnjxwvysVsPPV83nzWth+5EnDUYjANGObaMVYVvNHGAzb9RsE12zORjMTk7Mf7v9kBxusmw2+zWxVKpf4ywURgNzp2PeEP5AG1Rb8jc1Dru87P/e7Zrr7+6aYDpNGaOyzGu7YJvKHz3q/038r3UYNoBeXHBCJpELbOadzdXVFUQEAPD06VMcuVoYtl4Hzs7MhxxgPvgbDdOEkEr1R8reu2eSLqRSpqZlPxBbrf4oWlsT3NwcrInl86YfzY4IBcx5NjbMscOBMpMxwbVSMcExleq3ex0fm5/2/DbBgu2Da7fNB7f/+tOU0Wo2zXXHvR5Bx9syHR+b4DPttdvtfrnPzsz9mczgvmzWvE52X71uHr+11f8CUqn0+z7tPhfn2901/7BnZ8Dbt6Zp+tGjfrPv9bU5btLzt+yXm3kTXRCRc2IGM62Hra0tvbAf8ERJ4e8fLRQmtzBQj/e9GWv0EbfybGXIWdx6/hzy8cctVZ17LTY28xLFWanUHxxl5wETkRsff+zsVAymRHH26JFphrdBNZ9fdomIVsdHHzk71Vr1mRIlTjbLZt0Z7e8vuwQUe8+f9/sD5sRgSkQryc4iIloENvMSERHNicGUiFYSl3OjWzlq4gXYzEtEK2rLm+zAqTG0CAymRESUKOKwRukKm3mJaKWJ9Dd/s2+xOHiffxteRMnuv39/sWWnQTsxXlaIwZSIVlIUn7u/+pX7c9L0zs/Pna5x7RLTCRIRTYHpCVfPcxF8DDCdIBER0aweODwXgykREa0lBlMiIqI5fe3wXJwaQ0Q0heH16Yn8GEyJiKZQLC67BOTaPoBTR+diMy8REa0ll2shMJgSEU2hWuVKNKvG5Z+T80yJiKbAeaarx0tLyHmmREREccBgSkREa+muw3OtVDAVkaKIZJddDiIiir8rh+damWAqIkUABwA2ll0WIiKKPwbTAKpaBZDY0UVHR0fLLgLRzPj+pSR63/xIuzjXQkfzisgugG1VLQXcdwigA69m6QXHsOevAKipajPo/jiP5hUR50sCES3KOrx/OZp39dhFxlV17tXGF5IBSUTyALIACjABc/j+MoCGDYIiUhaRXVWtL6J8RES3YRClSRbSzKuqTVU9AdAec0hxqDbZgOn/BNAbWHQYsOXDlOPqKlwL+bRNV9Mct47NYMt8zlFd28V5Zz1HmMfxvTsfvnfdniPs4xb1/nXZTrnoZt4ygJSq+gNlFsALVb0ztK8Vtup9WzOviGiY5ztt09U0x912zCo2ky3zOUV1bRfnnfUcYR63yPdu2LIlAd+7bs8R9nELe/+KQJCgZt5bbAC4HtrXBQARSalqd5qTeP2xW97v16o6rhZMRBRaLmd+tlrLLQe5k3N4rjgE0xRGp7PY4LoBL7Dexutfva2P9f+JyL8J2P8GwaOk0yIyTdvwNMfddsy010qSZT6nqK7t4ryzniPM4xb53g1btiQY+3xk7jrM7NeOwXkX8d4Nc7yL9+Z/DFGuseIQTIOCpQ2uwzXWuajqv3V5vqh5zdYlABkAYG2bkkREUgAewht0OK77hShuvPfuDfoDZjcA3Jv0GRyHYHoNUzv1SwHAtE28K2wLwCsA1aDpREQxV1PVgvfBdAqAwZSSYsvfjyoixdsqM0sPpqraFpHhoLkB/uMBwDGnB1ESeSPtbY20C2BvuSUimp6/FcWbpnlr3oOlB1NPdWheaQFAZZkFcmmOZBUbvjm6dVUdmaNLFLUZ379Z7/4sgDyAJrspaBkcJAuaKkXtopI22H+oXZgAcQnfP5eqlrx5o7sw/YOXq1AjmzdZhf3DikgHQA1uB58RTeQg2cqG1/LUAdACsLmgohM5SRbk5XyfqpV0rRYHX5ag+bXe/puh+bV5ACWvn2kXQMZLdjFyLNGizPj+LQLYtLUBb4539ONgiYbM8v717Wup6lSVmJVJdJ80Y5aKu4apwQNmlHPdOzaDBCfxp9Uzxfv3GbxR6N4AJHZRUGxM8f61MtOeMy59puvotmQVTRHZ9f7o2+AADoqXW5OtiMiZV0NNge9fipdpkwVN/SWQwXR5bk1W4Wu7T3z/Ma2cMO9foriZKlnQtE28AJt5l2lhySqIIsD3LyWZ8/cvg+nyMFkFJRnfv5Rkzt+/DKZL4k0LYrIKSiS+fynJonj/MpguV9WbAmOtVLIKWnl8/1KSOX3/cp5phHzJKg5gvvUcYygTjC8DRwZm0MataauIFoHvX0qyRb9/GUyJiIjmxGZeIiKiOTGYEhERzYnBlIiIaE4MpkRERHNiMCUiIpoTgykREdGcGEyJiIjmxGBKlCDe2qBrSUQyIlLzFnteZjmKIlIZyp5Da45LsFFieIukHwA4BNAGcOa7exNATVVjkRtWRCoAoKoHjs6XAnAKYBeATDjutteoCOAgwZmKXqrqiX+H95xLAC59u+37IHPbUnBeUHwCIAugCqDkT3burcla8c5ZUtWqd00GU+phMKXEUNUOgJL34XcW8KFaE5FMTAJFDUNLOYlIcdayeR/ueyIyMWXZFK9RBSbF2krwnucBgL2hAJiHCYC31mJVtS4iTQA3MF/IukP3V0VkU1VLbktPq4TBlFaGqu6JiIpI0wsqyyxLUA156oWGo6KqbRHZWnY5XPBqh6cAvhsQAJsi0g5+5ChV7XoB9QBDK4d4rQIvHRSZVhj7TGnVNDFFbSRKIpISkbyXaNverqC/+PAyylT03bxYVjkcq8AkLh+3/mTYFUDKAHYD+qUf3tZUTMSaKa2aBkztAkCvVvEEpmaxDaDh1VryMB+eHe8x1979l/6mWO/xRe84wPTBnfjut32TKfSXcOp6ZbD78jCBNOsd31udYlz5fOcvo18rmmfR7V6t2K6aMfQa2MBTGPMaTHoNL2Bew0fefbZP8cD3GH9/5jX6X3j2vNpy3jvHSYjmVLsiSCCvjJnbnsfQ8V2Yv7e/eXxtB31RCKrKjVuiNpgP5sMx9xXN23rg2MzQ7ZT3+y5M4PA/vuY/N4CWPd67nQdQ8V1r13ffLoCs77jG0H21Mc9lXPka9nze7Yz/uU3xGjVgBiJVxj3Ovga2DDCBQ0OUsWhvwwzgsc+/Ne618O0bfu2LtzynjP3b2HL6X/8pX5PA5+HbV/aXyytndlJZuHFTVTbz0spJwavB2akLOth/2gbw0Hd7uG+1AlN7sTU3qK8ZUU1NpujVcjoAyt5UCTtqdOq+2knl85qIt9S39qKG7wduqOqJmhHFvdreUDNm139u+1ztMVO8htcAOqraVdW2r7xZ9F+LDoCBflrvdYSvKTwP4Nm0T8z3NxlpOvf+HmURaXiD0rJTvhcA8/fP2HLBBNKp+15pfbGZl1bNJvp9ghkAXRsUPS8xOeB10G/Wy2JoRK6nCxPomiJyANPUWPEGvNwLUdZJ5du6pZyh6OCo3jwAfx/gpObjaV7DoMfXfdcZFyjLMF9c9mBqiGGbsZswzdIDI6S134SuMNOAbDPyre8FVe3YgUgiUhrz3IhGMJjSqnmIfkCztS3/6Mzb5qFm0P8A7SB40FAKQEdEdr3aqK1llTHa3zbC68ezNdvA8nkf+pnRRzsR5ryzvIaAmd+64dUIrzV4vu0zmJq9vxYbxgGAlohME4jDPI8KTHN/CyFqy7Te2MxLK0NEagCObbOcF+hs8LLHpHxNeMBoYOk1iXqPTw09fhdA3WsuzAzVdM4wXsd3rYzXJDq2fN6Hfsdf1qFyz8Rrvi1Me/yUr2GQbVWtqmpdx4yE9QLgMwDlWZpSvb/BPoAX/vJ5ZczDV6sM8zx85c3NUFumNcWaKSWGb4RoBsAjkV4ioPdganoVHZ3feQ/AExHpzRMc+nDveAGyC9Os29DBxAo53+M3YJoj97z7ujAB1WbCyajqifcBXQKwZRM1eE2NF94UFX/T8aTy2ftsbdn2Y9YA7Ad90E94jYB+BiTbDGrLaUcZV+H1F8PUGMtewAoso/f4A+95HgKo+sp0KSI3vufagfn7DAfWCob6U8PwytGGSVRhr/3Wu14Og1+Wbnsv+J1g8pcjogGiOjGhCtHKstlzVHXqmhrdzguyj2BaCbpebdgmWNj310J9TeXTnDcDM3p3YjP6IsSpLBQPbOYlItfyMDl07UjhrhdALwAzN3eoeZwo8djMS2tpqIly5py5NMpr6i76mrQ3YJqoG15z9wZM8zhfd1oZbOYlokTwmlbLGD86eFHlKML0xzambaKm1cdgSkRENCf2mRIREc2JwZSIiGhODKZERERzYjAlIiKaE4MpERHRnP4/562EKt2Zs/MAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f11796f0e50>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, dastro_index_p, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=3.0$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, dastro_index_n, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=2.0$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_astro_index.tex\")"
- ]
- }
- ],
- "metadata": {
- "anaconda-cloud": {},
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.13"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb
deleted file mode 100644
index 618e86c..0000000
--- a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb
+++ /dev/null
@@ -1,446 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\n",
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.patches import Circle, Rectangle, Wedge\n",
- "import matplotlib.colors as mcolors\n",
- "from matplotlib.legend_handler import HandlerPatch\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "mpl.rcParams['text.latex.preamble'] = [\n",
- " r'\\usepackage{amsmath}',\n",
- " r'\\usepackage{amssymb}',\n",
- " r'\\usepackage{accents}',\n",
- " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
- " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
- "mpl.rcParams['text.latex.unicode'] = True\n",
- "\n",
- "from scipy import interpolate\n",
- "from tqdm import tqdm_notebook as tqdm\n",
- "import shapely.geometry as sg\n",
- "import shapely.ops as so\n",
- "\n",
- "import warnings\n",
- "with warnings.catch_warnings():\n",
- " import ternary\n",
- "\n",
- " warnings.simplefilter(\"ignore\")\n",
- " from utils import fr as fr_utils\n",
- " from utils import misc as misc_utils\n",
- " from utils import plot as plot_utils\n",
- "\n",
- "from unitarity import calc_unitarity_bounds\n",
- "\n",
- "tRed = list(np.array([226,101,95]) / 255.)\n",
- "tBlue = list(np.array([96,149,201]) / 255.)\n",
- "tGreen = list(np.array([170,196,109]) / 255.)\n",
- "grey = list(mcolors.to_rgb('grey'))\n",
- "nbins = 25\n",
- "fontsize = 23"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "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": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[array([0.33333333, 0.66666667, 0. ]), array([0.30535346, 0.3527747 , 0.34187184])]\n",
- "[array([0., 1., 0.]), array([0.18301213, 0.43765598, 0.37933189])]\n",
- "[array([1., 0., 0.]), array([0.55003613, 0.18301213, 0.26695174])]\n"
- ]
- }
- ],
- "source": [
- "s = [1, 2, 0]\n",
- "SM_120 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
- "s = [0, 1, 0]\n",
- "SM_010 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
- "s = [1, 0, 0]\n",
- "SM_100 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
- "print SM_120\n",
- "print SM_010\n",
- "print SM_100\n",
- "\n",
- "SM_X = np.load('./chains/mc_x.npy')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:297: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "../utils/plot.py:296: RuntimeWarning: invalid value encountered in sqrt\n",
- " area = np.sqrt(s*(s-a)*(s-b)*(s-c))\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
- " (i, m, i)))\n"
- ]
- }
- ],
- "source": [
- "# Calculate nufit boundary\n",
- "polys = []\n",
- "for x in (SM_X[SM_X[:,0]>=(1/3.)], SM_X[SM_X[:,0]<(1/3.)]):\n",
- " polys.append(plot_utils.flavour_contour(\n",
- " frs = x,\n",
- " plot = False,\n",
- " nbins = nbins,\n",
- " coverage = 95,\n",
- " oversample = 15,\n",
- " delaunay = True,\n",
- " d_alpha = 0.04,\n",
- " d_gauss = 0.02,\n",
- " smoothing = 4,\n",
- " hist_smooth = 0.03\n",
- " ))\n",
- "p1 = sg.Polygon(polys[0])\n",
- "p2 = sg.Polygon(polys[1])\n",
- "nufit_bound = so.cascaded_union([p1,p2]).exterior.xy"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot\n",
- "tax.scatter([SM_120[0]*nbins], marker='o', s=350, facecolors=tRed,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([SM_010[0]*nbins], marker='s', s=350, facecolors=tGreen,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([SM_100[0]*nbins], marker='^', s=350, facecolors=tBlue,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
- "\n",
- "tax.scatter([SM_120[1]*nbins], marker='o', s=350, edgecolors='k',\n",
- " facecolors='white', linewidth=2.3, zorder=10)\n",
- "tax.scatter([SM_010[1]*nbins], marker='s', s=350, edgecolors='k',\n",
- " facecolors='white', linewidth=2.3, zorder=10)\n",
- "tax.scatter([SM_100[1]*nbins], marker='^', s=350, edgecolors='k',\n",
- " facecolors='white', linewidth=2.3, zorder=10)\n",
- "\n",
- "ax.annotate(\"\", xy=np.array([0.415, 0.44])*nbins, xytext=np.array([0.499, 0.83])*nbins,\n",
- " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
- "ax.annotate(\"\", xy=np.array([0.505, 0.335])*nbins, xytext=np.array([0.64, 0.55])*nbins,\n",
- " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
- "ax.annotate(\"\", xy=np.array([0.67, 0.14])*nbins, xytext=np.array([0.975, 0.014])*nbins,\n",
- " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
- " fontsize=l_size, prop={'size': fontsize})\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "ax.add_artist(legend)\n",
- "\n",
- "# Plot NuFIT boundary\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1],\n",
- " linewidth = 1.5,\n",
- " edgecolor = 'None',\n",
- " facecolor = 'white',\n",
- " alpha = 1,\n",
- " zorder = 4,\n",
- ")\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1], \n",
- " linewidth = 1.5,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'None',\n",
- " alpha = 1,\n",
- " zorder = 5,\n",
- " hatch = 'XXX'\n",
- ")\n",
- "\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
- " linewidth=2., label=r'Standard Model')\n",
- ")\n",
- "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\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",
- "ax.add_artist(legend)\n",
- "\n",
- "fig.savefig('./plots/thesis.pdf', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Load chains for Unitary MCMC + HESE contour\n",
- "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
- "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
- "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
- "\n",
- "bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "flavour_angles = bc_chains[:,-2:]\n",
- "flavour_ratios = np.array(\n",
- " map(fr_utils.angles_to_fr, flavour_angles)\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(900000, 3)\n"
- ]
- }
- ],
- "source": [
- "# Only plot n points\n",
- "n = 8000\n",
- "SM_120 = SM_120[:n]\n",
- "SM_100 = SM_100[:n]\n",
- "SM_010 = SM_010[:n]\n",
- "\n",
- "print flavour_ratios.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
- "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
- "f_s_100 = fr_utils.normalise_fr((1, 0, 0))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "n_samples = 1000\n",
- "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
- "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
- "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot source dots\n",
- "tax.scatter([f_s_120*nbins], marker='o', s=350, facecolors=tRed,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_010*nbins], marker='s', s=350, facecolors=tGreen,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_100*nbins], marker='^', s=350, facecolors=tBlue,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
- "\n",
- "# Plot unitary boundaries\n",
- "for f_m, col, zorder in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue), (9, 5, 5))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " facecolor = col+[0.2],\n",
- " edgecolor = None,\n",
- " zorder = 5\n",
- " )\n",
- " tax.plot(\n",
- " f_m*nbins,\n",
- " linewidth = 3,\n",
- " color = col,\n",
- " zorder = zorder\n",
- " )\n",
- "\n",
- "# Plot unitary points\n",
- "tax.scatter(SM_120*nbins, marker='.', s=2, alpha=0.5, color=tRed, zorder=8)\n",
- "tax.scatter(SM_010*nbins, marker='.', s=2, alpha=0.5, color=tGreen, zorder=7)\n",
- "tax.scatter(SM_100*nbins, marker='.', s=2, alpha=0.5, color=tBlue, zorder=6)\n",
- " \n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
- " fontsize=l_size, prop={'size': fontsize})\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "ax.add_artist(legend)\n",
- "\n",
- "# Plot HESE contour\n",
- "coverages = {68: 'grey', 90: 'darkgrey'}\n",
- "for cov in coverages.iterkeys():\n",
- " plot_utils.flavour_contour(\n",
- " frs = flavour_ratios,\n",
- " fill = True,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = cov,\n",
- " linewidth = 2.5,\n",
- " color = coverages[cov],\n",
- " alpha = 0.2,\n",
- " zorder = 4,\n",
- " oversample = 1.8,\n",
- "# debug = True\n",
- " )\n",
- "# Text\n",
- "ax.text(0.34*nbins, 0.225*nbins, r'$68\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
- "ax.text(0.34*nbins, 0.13*nbins, r'$90\\%$', fontsize=fontsize, rotation=6, zorder=6)\n",
- "fig.text(\n",
- " 0.3, 0.8, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n",
- " horizontalalignment='center', color='r'\n",
- ")\n",
- "\n",
- "fig.savefig('./plots/unitarity.pdf', bbox_inches='tight', dpi=150)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb
deleted file mode 100644
index 565d4f2..0000000
--- a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb
+++ /dev/null
@@ -1,1076 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:24: UserWarning: \n",
- "This call to matplotlib.use() has no effect because the backend has already\n",
- "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n",
- "or matplotlib.backends is imported for the first time.\n",
- "\n",
- "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n",
- " \"__main__\", fname, loader, pkg_name)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n",
- " exec code in run_globals\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n",
- " app.launch_new_instance()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n",
- " app.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n",
- " self.io_loop.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n",
- " handler_func(fd_obj, events)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n",
- " self._handle_recv()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n",
- " self._run_callback(callback, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n",
- " callback(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n",
- " return self.dispatch_shell(stream, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n",
- " handler(stream, idents, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n",
- " user_expressions, allow_stdin)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n",
- " res = shell.run_cell(code, store_history=store_history, silent=silent)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n",
- " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n",
- " self.events.trigger('post_run_cell')\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n",
- " func(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n",
- " activate_matplotlib(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n",
- " matplotlib.pyplot.switch_backend(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n",
- " matplotlib.use(newbackend, warn=False, force=True)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n",
- " reload(sys.modules['matplotlib.backends'])\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n",
- " line for line in traceback.format_stack()\n",
- "\n",
- "\n",
- " mpl.use('Agg')\n"
- ]
- }
- ],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\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",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "from scipy import interpolate\n",
- "\n",
- "from tqdm import tqdm_notebook as tqdm\n",
- "import ternary\n",
- "\n",
- "from utils import fr as fr_utils\n",
- "from utils import misc as misc_utils\n",
- "from utils import plot as plot_utils\n",
- "#from utils.enums import MixingScenario"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n",
- "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n",
- "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n",
- "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n",
- "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n",
- "[0.26, 0.4179999999999999, 0.32200000000000006]\n",
- "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n",
- "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n"
- ]
- }
- ],
- "source": [
- "s = [1, 0, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "s = [0, 1, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "s = [1, 2, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "s = [0, 0, 1]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "m = [0.26, 0.418, 0.322]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "m = [0.533, 0.230, 0.237]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "m = [0.206, 0.434, 0.361]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "-> [ 0.000 0.000 1.000] = [ 0.000 0.000]\n",
- "[0.0, 0.0, 1.0]\n",
- "-> [ 0.000 0.010 0.990] = [ 0.000 -1.000]\n",
- "[0.0, 0.010000000000000009, 0.99]\n",
- "-> [ 0.010 0.000 0.990] = [ 0.000 1.000]\n",
- "[0.01, 8.88178419700126e-18, 0.99]\n",
- "[4.999999999999449e-07, 0.0099995, 0.99]\n"
- ]
- }
- ],
- "source": [
- "m = [0, 0, 1]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "m = [0, 0.01, 0.99]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "m = [0.01, 0, 0.99]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "\n",
- "print map(float, fr_utils.angles_to_fr([0.0001, -0.9999]))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
- "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
- "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
- "\n",
- "SM_X = np.load('./chains/mc_x.npy')\n",
- "SM_U = np.load('./chains/mc_unitary.npy')\n",
- "\n",
- "T13_010 = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
- "T23_100 = np.genfromtxt('./frs/fr_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')\n",
- "#T13_010 = np.genfromtxt('./frs/fr_DIM4_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
- "#T23_100 = np.genfromtxt('./frs/fr_DIM4_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(200000, 3) (200000, 3) (69648, 4) (69023, 4)\n"
- ]
- }
- ],
- "source": [
- "print SM_120.shape, SM_100.shape, T13_010.shape, T23_100.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "flavour_angles = bc_chains[:,-2:]\n",
- "flavour_ratios = np.array(\n",
- " map(fr_utils.angles_to_fr, flavour_angles)\n",
- ")\n",
- "\n",
- "nbins = 25"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "T13_010_an = np.array(map(fr_utils.fr_to_angles, T13_010[:,:-1]))\n",
- "T23_100_an = np.array(map(fr_utils.fr_to_angles, T23_100[:,:-1]))"
- ]
- },
- {
- "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": [],
- "source": [
- "def cmap_discretize(cmap, N):\n",
- " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n",
- " colors_rgba = cmap(colors_i)\n",
- " indices = np.linspace(0, 1., N+1)\n",
- " cdict = {}\n",
- " for ki,key in enumerate(('red','green','blue')):\n",
- " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in xrange(N+1) ]\n",
- " # Return colormap object.\n",
- " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "6.7289209e-39\n"
- ]
- }
- ],
- "source": [
- "PS = 8.203e-20 # GeV^{-1}\n",
- "PS_D6 = PS**2\n",
- "print PS_D6"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "min_scale -52.0\n",
- "max_scale -40.0\n",
- "min_scale -13.827945423101944\n",
- "max_scale -1.8279454231019443\n"
- ]
- }
- ],
- "source": [
- "d = [T13_010, T23_100]\n",
- "min_scale = 1E100\n",
- "max_scale = -1E100\n",
- "\n",
- "for i in d:\n",
- " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n",
- " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n",
- "\n",
- "print 'min_scale', min_scale\n",
- "print 'max_scale', max_scale\n",
- "\n",
- "min_scale -= np.log10(PS_D6)\n",
- "max_scale -= np.log10(PS_D6)\n",
- "\n",
- "print 'min_scale', min_scale\n",
- "print 'max_scale', max_scale\n",
- "\n",
- "#min_scale = -10\n",
- "#max_scale = 8"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "fontsize = 23\n",
- "\n",
- "def alp(x):\n",
- " y = list(x)\n",
- " y[-1] = 0.7\n",
- " return y\n",
- "\n",
- "#cmap_010 = plt.get_cmap('jet', 10)\n",
- "#cmap_100 = plt.get_cmap('jet', 10)\n",
- "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n",
- "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n",
- "cmap_010 = cmap_discretize(cmap_g, 10)\n",
- "cmap_100 = cmap_discretize(cmap_b, 10)\n",
- "cmap_001 = cmap_discretize(cmap_b, 10)\n",
- "\n",
- "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
- "\n",
- "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1]-np.log10(PS_D6))))\n",
- "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1]-np.log10(PS_D6))))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[0.36384429 0.33097686 0.30517885]\n",
- " [0.3642224 0.33090046 0.30487714]\n",
- " [0.3642224 0.33090046 0.30487714]\n",
- " ...\n",
- " [0.40636667 0.35579595 0.23783738]\n",
- " [0.40636667 0.35579595 0.23783738]\n",
- " [0.40636667 0.35579595 0.23783738]]\n",
- "(200000, 3)\n",
- "\n",
- "[[0.54269219 0.226958 0.23034981]\n",
- " [0.54269219 0.226958 0.23034981]\n",
- " [0.54269219 0.226958 0.23034981]\n",
- " ...\n",
- " [0.34185681 0.29456371 0.36357948]\n",
- " [0.34185681 0.29456371 0.36357948]\n",
- " [0.34185681 0.29456371 0.36357948]]\n"
- ]
- }
- ],
- "source": [
- "print SM_120\n",
- "print SM_120.shape\n",
- "print\n",
- "print SM_100"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
- " (i, m, i)))\n",
- "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "\n",
- "coverages = {68: 'grey', 90: 'darkgrey'}\n",
- "for cov in coverages.iterkeys():\n",
- " plot_utils.flavour_contour(\n",
- " frs = flavour_ratios,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = cov,\n",
- " linewidth = 2.3,\n",
- " color = coverages[cov],\n",
- " alpha=0.6,\n",
- " zorder=5\n",
- " )\n",
- "\n",
- "# Trajectories\n",
- "tax.scatter(T13_010[:,:-1]*nbins, marker='o', s=0.03, color=color_010, zorder=10)\n",
- "tax.scatter(T23_100[:,:-1]*nbins, marker='o', s=0.03, color=color_100, zorder=10)\n",
- "\n",
- "# SM\n",
- "#tax.scatter(SM_120*nbins, marker='o', s=0.03, alpha=0.06, color='red', zorder=2)\n",
- "\n",
- "#SM_010100 = np.concatenate([SM_100, SM_010])\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "# plot_utils.flavour_contour(\n",
- "# frs = SM_U,\n",
- "# ax = ax,\n",
- "# fill = True,\n",
- "# nbins = nbins,\n",
- "# coverage = 100,\n",
- "# linewidth = 2,\n",
- "# color = 'gainsboro',\n",
- "# alpha = 1,\n",
- "# zorder = 0\n",
- "# )\n",
- "# plot_utils.flavour_contour(\n",
- "# frs = SM_U,\n",
- "# ax = ax,\n",
- "# fill = True,\n",
- "# nbins = nbins,\n",
- "# coverage = 100,\n",
- "# linewidth = 2,\n",
- "# color = 'gainsboro',\n",
- "# alpha = 1,\n",
- "# zorder = 0,\n",
- "# oversample = 4,\n",
- "# delaunay = True,\n",
- "# d_alpha = 1.2,\n",
- "# smoothing = 4\n",
- "# )\n",
- "#tax.scatter(SM_U*nbins, marker='o', s=0.9, alpha=0.12, color='red', zorder=3)\n",
- "\n",
- "#tax.scatter(SM_100*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n",
- "#tax.scatter(SM_010*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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(0.34*nbins, 0.14*nbins, r'$68\\%$', fontsize=fontsize, rotation=3)\n",
- "ax.text(0.34*nbins, 0.035*nbins, r'$90\\%$', fontsize=fontsize, rotation=0)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "# legend_elements.append(\n",
- "# Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n",
- "# linewidth=2., label=r'$\\left (0:1:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n",
- "# )\n",
- "# legend_elements.append(\n",
- "# Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
- "# linewidth=2., label=r'$\\left (1:0:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n",
- "# )\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='grey', alpha=0.7, edgecolor='k',\n",
- " #linewidth=2., label=r'$\\left (0:1:0\\right ) + \\left (1:0:0\\right )$')\n",
- " linewidth=2., label=r'$\\rm New\\:Physics\\:Territory$')\n",
- ")\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='red', alpha=0.8, edgecolor='k',\n",
- " linewidth=2., label=r'$\\left (1:2:0\\right )\\:{\\rm subset}$')\n",
- ")\n",
- "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
- " #title='Maximum New Physics',\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",
- "ax.add_artist(legend)\n",
- "\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
- " linewidth=2., label=r'$\\rm Standard\\:Model$')\n",
- ")\n",
- "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\n",
- " #title='Standard Model',\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(1, 2, subplot_spec=gs[1])\n",
- "ax0 = fig.add_subplot(gs00[0])\n",
- "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(0.5, 2, r'$\\left (0:1:0\\right )\\:{\\rm w}/\\:\\mathcal{O}_{e\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\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",
- "ax1.text(0.5, 2, r'$\\left (1:0:0\\right )\\:\\:{\\rm w}/\\:\\mathcal{O}_{\\mu\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda_{6}\\:/\\:{\\rm M}^{2}_{\\rm Planck})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center')\n",
- "\n",
- "# save\n",
- "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n",
- "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "ename": "IOError",
- "evalue": "[Errno 2] No such file or directory: 'kf.npy'",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-16-95425441735f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mtax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_tax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max_labels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mKF_FR\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'kf.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m plot_utils.flavour_contour(\n\u001b[1;32m 9\u001b[0m \u001b[0mfrs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKF_FR\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 384\u001b[0;31m \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 385\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_pathlib_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;31mIOError\u001b[0m: [Errno 2] No such file or directory: 'kf.npy'"
- ]
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 432x432 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "nbins = 25\n",
- "\n",
- "fig = plt.figure(figsize=(6, 6))\n",
- "ax = fig.add_subplot(111)\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "\n",
- "KF_FR = np.load('kf.npy')\n",
- "plot_utils.flavour_contour(\n",
- " frs = KF_FR,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = 68,\n",
- " linewidth = 1,\n",
- " color = 'black'\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(10, 10))\n",
- "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "ax = fig.add_subplot(gs[0])\n",
- "\n",
- "ax.set_xlim(0, 1)\n",
- "ax.set_ylim(-1, 1)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize)\n",
- "ax.tick_params(axis='y', labelsize=fontsize)\n",
- "\n",
- "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n",
- "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n",
- "\n",
- "for ymaj in ax.yaxis.get_majorticklocs():\n",
- " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "for xmaj in ax.xaxis.get_majorticklocs():\n",
- " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "\n",
- "# HESE data\n",
- "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "\n",
- "# Plot\n",
- "ax.scatter(T13_010_an[:,0], T13_010_an[:,1], marker='o', s=0.03, color=color_010)\n",
- "ax.scatter(T23_100_an[:,0], T23_100_an[:,1], marker='o', s=0.03, color=color_100)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='lime', 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=(0.03, 0.78),\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_010, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n",
- "\n",
- "# Text\n",
- "ax.text(0.34, 0.12, r'$68\\%$', fontsize=fontsize, rotation=12)\n",
- "ax.text(0.33, 0.26, r'$90\\%$', fontsize=fontsize, rotation=18)\n",
- "\n",
- "fig.savefig('./plots/fr_an_trajectory.png', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "sc = np.linspace(-52, -40, 1000)\n",
- "energy = 1e6\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=energy)\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, 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=energy)\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, 0, 1]\n",
- "frs_001 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=energy)\n",
- " frs_001.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
- "frs_001 = np.vstack(frs_001)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "frs_010_an = np.array(map(fr_utils.fr_to_angles, frs_010))\n",
- "frs_100_an = np.array(map(fr_utils.fr_to_angles, frs_100))\n",
- "frs_001_an = np.array(map(fr_utils.fr_to_angles, frs_001))\n",
- "\n",
- "norm = mpl.colors.Normalize(vmin=-52, vmax=-40)\n",
- "\n",
- "color_fe_010 = map(alp, map(cmap_010, map(norm, sc)))\n",
- "color_fe_100 = map(alp, map(cmap_100, map(norm, sc)))\n",
- "color_fe_001 = map(alp, map(cmap_001, map(norm, sc)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "print frs_001[-20:]\n",
- "print frs_001_an[-20:]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(10, 10))\n",
- "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "ax = fig.add_subplot(gs[0])\n",
- "\n",
- "ax.set_xlim(0, 1)\n",
- "ax.set_ylim(-1, 1)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize)\n",
- "ax.tick_params(axis='y', labelsize=fontsize)\n",
- "\n",
- "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n",
- "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n",
- "\n",
- "for ymaj in ax.yaxis.get_majorticklocs():\n",
- " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "for xmaj in ax.xaxis.get_majorticklocs():\n",
- " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "\n",
- "# HESE data\n",
- "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "\n",
- "# Plot\n",
- "ax.scatter(frs_010_an[:,0], frs_010_an[:,1], marker='o', s=3, color=color_fe_010)\n",
- "ax.scatter(frs_100_an[:,0], frs_100_an[:,1], marker='o', s=3, color=color_fe_100)\n",
- "ax.scatter(frs_001_an[:,0], frs_001_an[:,1], marker='o', s=3, color=color_fe_001)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='lime', 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=(0.03, 0.78),\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_010, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n",
- "\n",
- "# Text\n",
- "ax.text(0.45, 0.185, r'$68\\%$', fontsize=fontsize, rotation=5)\n",
- "ax.text(0.45, 0.52, r'$90\\%$', fontsize=fontsize, rotation=-4)\n",
- "\n",
- "fig.savefig('./plots/fr_an_fe_trajectory.png', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(60000, 3)\n",
- "(60000, 3)\n"
- ]
- }
- ],
- "source": [
- "MCMC_010_sc = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13.npy')[:,-1]\n",
- "MCMC_010_frs = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_proc.npy')\n",
- "print MCMC_010_frs.shape\n",
- "\n",
- "MCMC_100_sc = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23.npy')[:,-1]\n",
- "MCMC_100_frs = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_proc.npy')\n",
- "print MCMC_100_frs.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [],
- "source": [
- "#min_scale = np.min(MCMC_100_sc)\n",
- "#max_scale = np.max(MCMC_100_sc)\n",
- "min_scale = -52\n",
- "max_scale = -40\n",
- "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
- "\n",
- "color_MCMC_100 = map(alp, map(cmap_100, map(norm, MCMC_100_sc)))\n",
- "color_MCMC_010 = map(alp, map(cmap_010, map(norm, MCMC_010_sc)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 3 Axes>"
- ]
- },
- "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 = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "ax = fig.add_subplot(gs[0])\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_120, marker='o', s=0.03, alpha=0.3, color='red')\n",
- "#tax.scatter([[0, 1, 0]], marker='*', s=500, alpha=1.0, color='green', zorder=100)\n",
- "#tax.scatter([[1, 0, 0]], marker='*', s=500, 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",
- "tax.scatter(MCMC_010_frs, marker='o', s=0.03, color=color_MCMC_010)\n",
- "tax.scatter(MCMC_100_frs, marker='o', s=0.03, color=color_MCMC_100)\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(0.34, 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='lime', 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(1, 2, subplot_spec=gs[1])\n",
- "ax0 = fig.add_subplot(gs00[0])\n",
- "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(0.5, 2, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\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",
- "ax1.text(0.5, 2, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center')\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_trajectory.png', bbox_inches='tight', dpi=150)\n",
- "#fig.savefig('./plots/fr_trajectory.pdf', bbox_inches='tight', dpi=150)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb
deleted file mode 100644
index 4d79dfd..0000000
--- a/plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb
+++ /dev/null
@@ -1,238 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"From 'Unitary bounds of astrophysical neutrinos' DOI 10.1103/PhysRevD.98.123023\"\"\"\n",
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\n",
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.patches import Circle, Rectangle, Wedge\n",
- "import matplotlib.colors as mcolors\n",
- "from matplotlib.legend_handler import HandlerPatch\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "mpl.rcParams['text.latex.preamble'] = [\n",
- " r'\\usepackage{amsmath}',\n",
- " r'\\usepackage{amssymb}',\n",
- " r'\\usepackage{accents}',\n",
- " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
- " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
- "mpl.rcParams['text.latex.unicode'] = True\n",
- "\n",
- "import shapely.geometry as sg\n",
- "import shapely.ops as so\n",
- "\n",
- "import warnings\n",
- "with warnings.catch_warnings():\n",
- " import ternary\n",
- "\n",
- " warnings.simplefilter(\"ignore\")\n",
- " from utils import fr as fr_utils\n",
- " from utils import plot as plot_utils\n",
- "\n",
- "from unitarity import calc_unitarity_bounds\n",
- " \n",
- "tRed = list(np.array([226,101,95]) / 255.)\n",
- "tBlue = list(np.array([96,149,201]) / 255.)\n",
- "tGreen = list(np.array([170,196,109]) / 255.)\n",
- "grey = list(mcolors.to_rgb('grey'))\n",
- "nbins = 25\n",
- "fontsize = 23"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
- "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
- "f_s_100 = fr_utils.normalise_fr((1, 0, 0))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "n_samples = 1000\n",
- "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
- "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
- "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.legend.Legend at 0x7f24e1534210>"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot scatter\n",
- "tax.scatter([f_s_120*nbins], marker='o', s=350, facecolors=tRed,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_010*nbins], marker='s', s=350, facecolors=tGreen,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_100*nbins], marker='^', s=350, facecolors=tBlue,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
- "\n",
- "# Plot fill\n",
- "for f_m, col in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " linewidth = 3,\n",
- " facecolor = col+[0.4],\n",
- " edgecolor = col,\n",
- " zorder = 5\n",
- " )\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
- " fontsize=l_size, prop={'size': fontsize})\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "ax.add_artist(legend)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n",
- "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n",
- "c = so.cascaded_union([p1,p2])\n",
- "f_m_x = np.array(map(lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot fill\n",
- "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " linewidth = 3,\n",
- " facecolor = col+[0.4],\n",
- " edgecolor = col,\n",
- " zorder = 4\n",
- " )"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/\ b/plot_llh/\
deleted file mode 100644
index 5afb8dd..0000000
--- a/plot_llh/\
+++ /dev/null
@@ -1,236 +0,0 @@
-#! /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/ahlers_unitarity_contour.ipynb b/plot_llh/ahlers_unitarity_contour.ipynb
deleted file mode 100644
index 9cf76eb..0000000
--- a/plot_llh/ahlers_unitarity_contour.ipynb
+++ /dev/null
@@ -1,151 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import healpy as H\n",
- "import sys\n",
- "import numpy as np\n",
- "from pylab import *\n",
- "import matplotlib.pyplot as plt\n",
- "import matplotlib.colors as clrs\n",
- "import subprocess\n",
- "import pickle\n",
- "import matplotlib.tri as mtri\n",
- "import matplotlib.lines as lines\n",
- "import ternary\n",
- "\n",
- "rc('text', usetex=True)\n",
- "rc('font',**{'family':'serif','serif':['Palatino']})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:37: RuntimeWarning: invalid value encountered in double_scalars\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 1800x1680 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#### Boundary and Gridlines\n",
- "scale = 20\n",
- "figure, tax = ternary.figure(scale=scale)\n",
- "figure.set_size_inches(6, 5.6)\n",
- "figure.set_dpi(300)\n",
- "\n",
- "plt.axis('off')\n",
- "\n",
- "tax.gridlines(color=\"gray\", multiple=0.1 * scale, linewidth=0.35, ls='-', alpha=0.5)\n",
- "\n",
- "# Set Axis labels and Title\n",
- "fontsize = 7.25\n",
- "tax.left_axis_label(r'$f_{\\tau,\\oplus}$', fontsize=fontsize, offset=0.175)\n",
- "tax.right_axis_label(r'$f_{\\mu,\\oplus}$', fontsize=fontsize, offset=0.175)\n",
- "tax.bottom_axis_label(r'$f_{e,\\oplus}$', fontsize=fontsize, offset=0.175)\n",
- "\n",
- "tax.boundary(linewidth=1.0)\n",
- "\n",
- "fe = 3.0/3.\n",
- "fmu = 0.0/3.\n",
- "A4 = []\n",
- "\n",
- "steps = 360\n",
- "for chi in arange(0.0,2*np.pi,2*np.pi/(1.*steps)) :\n",
- " \n",
- " L = []\n",
- " \n",
- " for dchi in arange(-np.pi/2.+2.*np.pi/(1.*steps),np.pi/2.,2.*np.pi/(1.*steps)) :\n",
- " omega = chi+dchi\n",
- " x = (1.-fe-2.*fmu)*np.sin(omega)\n",
- " y = (1.-2.*fe-fmu)*np.cos(omega)\n",
- " z = (fmu-fe)*(np.cos(omega)-np.sin(omega))\n",
- " \n",
- " B = [0.0,(x+y+z)/3.,x/2.,y/2.,z/2.]\n",
- " \n",
- " if x**2 >= (y-z)**2/9. :\n",
- " B.append(((3.*x+y+z)**2-4.*y*z)/24./x)\n",
- " if y**2 >= (z-x)**2/9. :\n",
- " B.append(((3.*y+z+x)**2-4.*z*x)/24./y)\n",
- " if z**2 >= (x-y)**2/9. :\n",
- " B.append(((3.*z+x+y)**2-4.*x*y)/24./z)\n",
- "\n",
- " L.append(max(B)/np.cos(dchi))\n",
- " \n",
- " A4.append([fe+np.cos(chi)*min(L),fmu+np.sin(chi)*min(L)])\n",
- " \n",
- "A4 = np.array(A4) \n",
- "tax.plot(A4*scale, linewidth=1, marker=None, color='red', linestyle='solid')\n",
- "\n",
- "r = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'red', label='$(1:0:0)_s$')\n",
- "g = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'green', label='$(0:1:0)_s$')\n",
- "b = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'blue', label='$(1:2:0)_s$')\n",
- "\n",
- "black = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=1., marker=None, color='black', label='This work')\n",
- "dotted = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=0.4, marker=None, color='black', linestyle='dashed', label='Xu+, 2014')\n",
- "\n",
- "handles1 = [black[0], dotted[0]]\n",
- "handles2 = [r[0], g[0], b[0]]\n",
- "\n",
- "tax.clear_matplotlib_ticks() # Remove default Matplotlib Axes\n",
- "\n",
- "tax.set_axis_limits({'b': [0., 1.], 'l': [0., 1.], 'r': [0., 1.]})\n",
- "\n",
- "tax.get_ticks_from_axis_limits(multiple=10.)\n",
- "tax.set_custom_ticks(fontsize=3.5, multiple=10., offset=0.022, linewidth=0.5, tick_formats= {'b': \"%.1f\", 'l': \"%.1f\", 'r': \"%.1f\"})\n",
- "\n",
- "first_legend = plt.legend(handles=handles2, bbox_to_anchor=(0.75, 0.85), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n",
- "tax.ax.set_aspect('equal')\n",
- "\n",
- "ax = plt.gca().add_artist(first_legend)\n",
- "\n",
- "tax.legend(handles=handles1, bbox_to_anchor=(0, 0.90), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n",
- "tax.ax.set_aspect('equal')\n",
- "\n",
- "#ternary.plt.tight_layout()\n",
- "tax._redraw_labels()\n",
- "\n",
- "ternary.plt.show()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/command b/plot_llh/command
deleted file mode 100644
index f38a7cc..0000000
--- a/plot_llh/command
+++ /dev/null
@@ -1,3 +0,0 @@
-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/fig2.ipynb b/plot_llh/fig2.ipynb
deleted file mode 100644
index 18b1625..0000000
--- a/plot_llh/fig2.ipynb
+++ /dev/null
@@ -1,563 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:23: MatplotlibDeprecationWarning: \n",
- "The text.latex.unicode rcparam was deprecated in Matplotlib 3.0 and will be removed in 3.2.\n"
- ]
- }
- ],
- "source": [
- "\"\"\"Figure 2\"\"\"\n",
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\n",
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.patches import Circle, Rectangle, Wedge\n",
- "import matplotlib.colors as mcolors\n",
- "import matplotlib.patches as mpatches\n",
- "from matplotlib.legend_handler import HandlerPatch\n",
- "import matplotlib.gridspec as gridspec\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "mpl.rcParams['text.latex.preamble'] = [\n",
- " r'\\usepackage{amsmath}',\n",
- " r'\\usepackage{amssymb}',\n",
- " r'\\usepackage{accents}',\n",
- " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
- " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
- "mpl.rcParams['text.latex.unicode'] = True\n",
- "\n",
- "from scipy import interpolate\n",
- "from tqdm import tqdm_notebook as tqdm\n",
- "import shapely.geometry as sg\n",
- "import shapely.ops as so\n",
- "\n",
- "import warnings\n",
- "with warnings.catch_warnings():\n",
- " import ternary\n",
- "\n",
- " warnings.simplefilter(\"ignore\")\n",
- " from utils import fr as fr_utils\n",
- " from utils import misc as misc_utils\n",
- " from utils import plot as plot_utils\n",
- "\n",
- "from unitarity import calc_unitarity_bounds\n",
- " \n",
- "tRed = list(np.array([226,101,95]) / 255.)\n",
- "tBlue = list(np.array([96,149,201]) / 255.)\n",
- "tGreen = list(np.array([170,196,109]) / 255.)\n",
- "grey = list(mcolors.to_rgb('grey'))\n",
- "fontsize = 23\n",
- "nbins = 25"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n",
- "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n",
- "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n",
- "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n",
- "[1, 1, 0] -> [ 0.367 0.310 0.323] = [ 0.458 0.083]\n",
- "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n",
- "[0.26, 0.4179999999999999, 0.32200000000000006]\n",
- "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n",
- "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n"
- ]
- }
- ],
- "source": [
- "s = [1, 0, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [0, 1, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [1, 2, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [0, 0, 1]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "s = [1, 1, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print(s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "m = [0.26, 0.418, 0.322]\n",
- "print(r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "print(list(map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))))\n",
- "m = [0.533, 0.230, 0.237]\n",
- "print(r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))\n",
- "m = [0.206, 0.434, 0.361]\n",
- "print(r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "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": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "def alp(x):\n",
- " y = list(x)\n",
- " y[-1] = 0.7\n",
- " return y\n",
- "\n",
- "def cmap_discretize(cmap, N):\n",
- " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n",
- " colors_rgba = cmap(colors_i)\n",
- " indices = np.linspace(0, 1., N+1)\n",
- " cdict = {}\n",
- " for ki,key in enumerate(('red','green','blue')):\n",
- " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in range(N+1) ]\n",
- " # Return colormap object.\n",
- " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.48612238851e+38\n",
- "6.8279454231\n",
- "-6.8279454231\n"
- ]
- }
- ],
- "source": [
- "PS = 1/8.203e-20 # GeV\n",
- "PS_D6 = PS**2\n",
- "print(PS_D6)\n",
- "\n",
- "print(np.log10(1e45 / PS_D6))\n",
- "print(np.log10(1e-45 * PS_D6))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Load chains for NuFIT + BSM textures + HESE contour\n",
- "SM_X = np.load('./chains/mc_x.npy')\n",
- "\n",
- "T13_010 = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
- "T23_100 = np.genfromtxt('./frs/fr_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')\n",
- "\n",
- "bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "flavour_angles = bc_chains[:,-2:]\n",
- "flavour_ratios = np.array(\n",
- " map(fr_utils.angles_to_fr, flavour_angles)\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Process only n points for plotting\n",
- "n = 10000\n",
- "T13_010 = np.vstack([T13_010[T13_010[:,2]<0.1][:int(n/5.)], T13_010[T13_010[:,2]>=0.1][:int(4*n/5.)]])\n",
- "T23_100 = np.vstack([T23_100[T23_100[:,0]<=0.9][:int(4*n/5.)], T23_100[T23_100[:,0]>0.9][:int(n/5.)]])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(10000, 4)\n",
- "(10000, 4)\n"
- ]
- }
- ],
- "source": [
- "print(T13_010.shape)\n",
- "print(T23_100.shape)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Calculate unitary boundaries\n",
- "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
- "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
- "f_s_100 = fr_utils.normalise_fr((1, 0, 0))\n",
- "\n",
- "n_samples = 1000\n",
- "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
- "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
- "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)\n",
- "\n",
- "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n",
- "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n",
- "c = so.cascaded_union([p1,p2])\n",
- "f_m_x = np.array(map(\n",
- " lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)\n",
- "))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "('min_scale', -52.0)\n",
- "('max_scale', -40.0)\n",
- "('min_scale', -13.827945423101944)\n",
- "('max_scale', -1.8279454231019443)\n"
- ]
- }
- ],
- "source": [
- "# Work out upper and lower axis\n",
- "d = [T13_010, T23_100]\n",
- "min_scale = 1E100\n",
- "max_scale = -1E100\n",
- "\n",
- "for i in d:\n",
- " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n",
- " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n",
- "\n",
- "print('min_scale', min_scale)\n",
- "print('max_scale', max_scale)\n",
- "\n",
- "min_scale += np.log10(PS_D6)\n",
- "max_scale += np.log10(PS_D6)\n",
- "\n",
- "print('min_scale', min_scale)\n",
- "print('max_scale', max_scale)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Colouring\n",
- "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n",
- "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n",
- "cmap_010 = cmap_discretize(cmap_g, 10)\n",
- "cmap_100 = cmap_discretize(cmap_b, 10)\n",
- "cmap_001 = cmap_discretize(cmap_b, 10)\n",
- "\n",
- "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
- "\n",
- "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1]+np.log10(PS_D6))))\n",
- "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1]+np.log10(PS_D6))))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:297: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "../utils/plot.py:296: RuntimeWarning: invalid value encountered in sqrt\n",
- " area = np.sqrt(s*(s-a)*(s-b)*(s-c))\n",
- "/home/shivesh/programs/anaconda3/envs/py2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "/home/shivesh/programs/anaconda3/envs/py2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
- " (i, m, i)))\n"
- ]
- }
- ],
- "source": [
- "# Calculate nufit boundary\n",
- "polys = []\n",
- "for x in (SM_X[SM_X[:,0]>=(1/3.)], SM_X[SM_X[:,0]<(1/3.)]):\n",
- " polys.append(plot_utils.flavour_contour(\n",
- " frs = x,\n",
- " plot = False,\n",
- " nbins = nbins,\n",
- " coverage = 95,\n",
- " oversample = 15,\n",
- " delaunay = True,\n",
- " d_alpha = 0.04,\n",
- " d_gauss = 0.02,\n",
- " smoothing = 4,\n",
- " hist_smooth = 0.03\n",
- " ))\n",
- "p1 = sg.Polygon(polys[0])\n",
- "p2 = sg.Polygon(polys[1])\n",
- "nufit_bound = so.cascaded_union([p1,p2]).exterior.xy"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 63,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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6bBGnZqXuHvduQ7FXUwA6TZ069cjf//73nYsXL1784IMP/gLASl9jESMXERUB+CeAxIiICNv8+fNPFhcXN5tMpn6lIn19fVRVVZXwyiuvjOvs7KwA8DYRLWHmd/y47joApQBWAdjJzIs9HLMKwB0AigBUAbgz3ImqHvdiAJUAagHsdNmdoH9/h5kvTpvJzLVEdDuAowB2hCpW4GKivxvAambeOdTxAbqm829nJ4BWAM0AsqHdsyoAu6DdqzgAJfr3HGauDUFsIb8f4STJthBCDICIll577bXLampquktLSx/2tx3FDDN6ANiBOEtrYW7ioTpfk20AKC0tfbimpmZ+aWnpCj25esHfmMTIoS9a9AKAxAkTJly46aabaqOiouwDHW80Gnn27Nnnpk+f3rp9+/ZJx44diwfwPBGVMPNRX67tTEaJaBuAVUS0zjVB1Y/ZDmA7Ee1m5mKff8Eg0GPcqCeUm9xjBgAi2kBELQAmMXOrfl6rXqITas3Q3hQ0h+JiRBSnX6/Y+bvr27MBHIGHN0xEtBtawh0Kg94PIlrDzJtDFEvQSc22EEJ4QETG5OTk36WkpICIHktNTfV6UKMrlWwEFX2wADACDEPvU9Uf9qsnJzU1tbW3t/ex3NxcREdH301ERn/aESMHERGA+wAkZWZmXrj11lsPD5Zou4qKirLffPPNR7Kyss5D66F8gIj8fV3fAW3xpA16oubJVj/bDgtmXg8tmXtxBMTSyszFzFwVoksmANjgmmh7YT20nu+gG+x+6J/yjCmSbAshhGdfqKyszKmpqWkoLy9/xt9GFua9NJ0NsMEGbYBkr/VIr93s3UTbHlRUVDx95MiRs4sXL54C4PP+tiNGjA8DWGyxWGyrVq06ajAYfJphxGAw8KpVq45ZLBYbgIUAVvsbiJ6ctgLY5m8bI9BOAEWDvIEYq7KhlYn4wllWEm4fC3cAgXZFJttElEdE3yaip4iomoiOEdFeIvozEX2JiJLDHeNIQERFRLSNiHYQUeVYv64QTkSUnJ+f/5PW1lakpaVt1hMZv0SZ22NVIAoWACoQZWqZala7/Z5BwmKx2OLj4zfZ7XaMHz/+R0SU5G9bYkT4bwCYO3fu6djYWL/+zqKjo23z5s2r13/84jDjWQ2gUq/THjN87OEdK3yqvQ73PSKiOCJaA2BdOOMIhisq2SaiaUT0AoBqAD8CcCOAPABZ0OYx/SSA3wA4SUQPBCLp1v94Nrh8rdP/mEBEG4bbfjDpH++shzaYImS9Ar5edzTfY38QUTYRtcgbkeAhoh9WVFREnj59+r3i4mKfB5256rJZO7RGtZ9NKjLmjHszbzhtlpSUvH3y5Mn3r7322hgAPxxOWyJ8iCgNwCJVVR2lpaXnhtNWcXHxOaPR6ABwNRGN97cdfbDadgBbvO0NdnkOXkVEa4hok/NcZ900ETER7dC3FRHRbn3bbmfZgMtzG+s15IFQqf8+nuIucot5lcu+dUR0xBm3673Qz2vRvzbo2yr1tpzfVxHRJpf7s1s/3mMiqd+nNfrXOtdSisHaHggz7/QneXbWSQ/xmBa5/D7OuNbo96nIi/0D3Y81AIqhfbqyVr/mZY+Lyz1Zp7e5yv1+eRmjT4/vcF0RAySJiAD8D4A7AZgA9ABgAL+ANlDg5wC+qW+7AcByaCu1rSBtSqXn/LxuHLRasdWuo3v1B3ITgJugJZXu542YgQH66O2gj0z297r+3uNRLqQDba40RFRYVla2trq62lFQULDF16n+3O2rLzhSGv+mTSGYAIAAOtQ8+eRw2lQUBVOnTt1y+vTp3+bm5q4lonuZec+wAhXhUAIAaWlpHVar1as67YFEREQ40tLS2uvq6mL0dofzN+acsWMDgLWDHUjagLsdcBmIpyc+u6HNbLFeT7J3OGc60TtUikkbvLjeWberP+9fC6DS04BHX+ivDVsA1DKzp9KaRAAJzkGC+vEtRBSv1xNvJKLNAJwxXkxcmblK37dJjzkbwGK9DMc1hg368a367+txNiN9+1rXWTn0xLAWWlnHgG0HgxePqevjlw1tFpudRLQWQImevwy233n+ZffDZbBuCbR72y8PcnnNv9Zt4Ocm0gbwbtbbGipGrx/fYd9QXDk92z+FllibADwLoB3AMmb+NjM/COCjAH4MoAZa4t0K4D0AyQCe9vSuyktboI34vezB0v8IPL5rd393Jobk8z0e7cIw0OaKQURktVp/V1BQQH19fc9Nnjy5brhtTkvdP4lUZ782QARlevIHOcNtd/LkySdaW1ufnT9/vqKq6t16p4IYXfIBIDk5uSsQjbm0M2047eiJx3oAa7x4TdoELSm5LFkB0Er6J4x6Etnq4bW0Fv1rzLP9SLQX6z2Vzq8N0KYqvNPTVIa6StfkVo+/FlpPuOu27fD8huOcy+vOQJ8yuveo90vc9E6hKg/T322A1lnkbduBNORjqquF9kbA+Wap2C1B9ma/r7YA2Oqh1349PA/uHTAGHx7fYRvzyTYRfRrANwA4ew2uB7CKmV92HqP/ezWAf+lfH4H2UcZdAFQAjxLRDD8u75z/sx/9P5anfWNuYECQ+XOPhRjIh+fNm3f1gQMHOmbPnv1oIBqM5PZo4ss+RVQ6eiPaA9H2nDlzHq2tre0sLS1dCOBDgWhThJQFAEwmk98DZl25tGMeblt6QjJop4XeA1qJy+e4dtoF7XXU6XG4vL7p5zo/fXTlzwC9Hcy80eVrvf41WIeEp8GDrR6ufye0Nx2XlRng8t95J4B1etlFttu57u27WwPPc37fCe2eedt2QPj4mDZD+xsZyFD7fSpz0R+DVfDwRsPlzdIat11DxeDN4ztsYzrZJqJxAO7Wf/yFL+cyswNaackWAEYAD5Hv02w1Y+B3pYDLNEo0hgcGBJnX91iIwRCRJSMj47dJSUmwWCwPJyQkBCQhbrdZL4BAzmdbBuwT44/nB6LthISEdmb+U25uLuLi4n5NRJZAtCtCph0Aurq6ArLkenf3xYG3HYFoD1onVDYNUGeMS9PEldClWuJVeg92K7QyTadN0BIlp0o9oa919njrCU+oyuO8SvT0hN09iat0TeT1HlDnAjtH9FrfQWuqgYuJLeChU0h/09Dqb9vD4MtjCg8/u/N5IbBBlOjfB/obaYa2QJPXMXjz+AbCWK/ZXgcgFsAbAG4DsEjfvo2IVjt7t4loIbR37/32E9HXAKwAMBPaE48vvV2boH2s4ekjoov1Sbo1AHJwaWCA893jDteJ5/V3XCW49Ed1zv0jN/0/8DZo/2nWQ3s3mg3tHXuxe5tu567DpZWmEjDIu7uhYtH3b9Gvfbvebja0+3hZr4Mv13Xjyz12jX0DLv0HjINWz+UaTxy0jyHfwaX7tp61BRH8ur9ePnaD3jNoTwov6tvu9PT7ud1LZ62alJwM7WsLFy7MOHDgwInly5c/H6hGiS/vtLQzWv9W/aGAtV9RUfH8zp07Vy5atGjCk08+6RybIkaHvQDQ2NhoDURjDQ0NznYCUr+v1yM7594erGzhcQ8f6192vF4HW0tEq9yeH7dC6/HeDuCmEI5X8mVA6gZoz78b6dJiMZfRX3+KXXqGVwM4SkSTPNwbnwSz7UEM+ZiGChFl+1DS4c9kDkM+vsM1Znu2iSgSwGf0H/OhDaB72aVkZBsRLXRJtD3uh5YcRevtfMGXGPREaDuAHaSNevU4qtZ5LDOvhfYgb2LmtfqXa6IdB62ebTMzb9cHTOS4D5Rg5lrWVvlqhpbAJ+jHb4b2B7XNQ12Tc/WoKpf2N0P7j93vYz1vYmHmKr602lg2gGa9zQRceofq03U93Td4eY9drncEWkK8Wf/aCO1dvHOktXMZ2Ttd4tmkb/Pr/vrw2A16z5z12vDwzl7/dGQ3gM0u19kI7c2b+0drwgURZcycOfM7TU1NmDBhwmZ9VoeASLI2X5wZggFWgagYc1vAeqCNRqMjLS3tHofDgYkTJ36HiDIC1bYIuioA9sbGxsjW1tZhLVB04cIFQ0NDQyQAB3yfX3lA+nNVLbTnQHfO63i7EMp2aM9HrnNAb8blPd4jjv4cnE3aDFA3uXemkDaYMU4/tlZ//l0MrdPIvUzGtV1nUjfg/fO37WHw9TENBeen10Pdr2wMXjLi0VCPbyCM2WQbQAWAGP3fHxmiRnv1EPtvgjaDSQURxfoSBGujoJ3/MSqhJWJM2jzSvr4Duwlar6erDRi49KQWXgwCAS729Na69w4P0svgSywDDlDw47r9+HKPvRiMAvg2OMSr+wv/HjtfB5b4OnBE6FRVvau4uNjS1NT05qxZswI6q8fzh5a+aAe6AG0mkh47zp7vie0O5DVmzZq159SpU28vXLgwAtqAcDEKMHMLgL8xM954441hTTX75ptvJjscDgLwd2ZuCkyEF62G9px22WBD/blmJwYYa+Sh42OT3s5al+e2VgBV+idyI3mMjbMzZSCeEt9NGLqndTMGWIjI5fXG37Z95sdjGgzNuPx3u/hmAwPE5uzQguc3hd4Y6vEdlrGcbBcPfYjXunDpYzmfZwthbb7LtcycAyAe2sjXSvi+hOxOaH8Qrm3XApfVfrnzdhDIOgxc3+ypPsqXWAYboODrdT3y4R4POhjFx8Ehzm3uPN1fXx87nwaW+DlwRAAgotnz5s27Zd++fbYZM2Y8EOj2b5n18P+o+kA4AOi2WU8yB37ikIKCgvvr6upsBQUFnyaisoBfQATLrwFg165daadPn/brE4+GhgbzW2+9lab/+Btfz9efgwZ8zdQT44E6QFYDWEX95zleBbfnMP05z1NCvQnAHZ5KAb2UGKBz4jBwArsBA782AMB6Dx0ai3H5c7KnttdD61W9LInVf3Zey5u2veVNgu7tYzrUp89D7R8olh3wXHsNaK/tqzy8bm6B9ibO/e/L2wG3Qz2+wzKWa7Yn6N/vhg812gPtB/CuW7tDIqI4915G/efNRLQLwG4iqvT2CUb/I3L+p/N2QZMh67kGG6QRwFj6DVDw57oe2vD6Hg81GEVvz1neUuLhP3Mr+tf5eTvIxp/HzpeBJf4OHLmiEZESGxv7h+zsbBw8ePCprKysM4G+xrmepH1xEefnwAECwFHmrqmrpm5b8fDeTz8VyOtMnDjxdHV19d9mz5790Zqamt8S0VxmDlg5jAgOZn6NiB602+2f3bZtW/Ztt91WHRUV5fWc252dneq2bdty7Ha7AuARZvapE0f/dHENgDgiSoA2NsXTc/J6aAmJe/yt+hijO/SP4Z1zQ+8coJ0N6J/QPA4fe2n1nnBnT/sa/fl6oNid52TjUlJVor9+rHXZng2tzCVHL+t0/T1riWjjAO0367HcRETOcUdx0MoVaz1cN1Evz3G+XuXQpdlGnO1X6ecO2rYP92uN3o4zgd5CRB+D9snyZT26Qz2mLr9PEbTXtWIAG9w6kLzZ3+9+6NffqJeEOscfbXfZV+sS2zl9fw60sk/XcVeDxuBuiMd32MZysu3sta/GpRps50c1F2u0AUDfPtR+54AmX0aN34EBPpZgbbBIFbQ/hMEGIV42MIC0VbWacfkf7mAx+DIIxKcpl/yIJSDXdTPsezwAbweHeH1/A3i//CVlJP19qqKiomjfvn3nr7766qDMy/7oe7c8+6XSjdPiIjrnQQEcfWr7nsbCt4Nxrblz5z6+a9eu60pLS8tef/31TwJ4JBjXEQH3NQBzm5ub8++///78j370o7Xjx48fcu7t+vp6yxNPPJF97ty5CACHAHzF1wvrSc6QH5/rz4ceF7jhS/Nye3O9fj3k+vk+za2td5D4eo6neb0H3O6KLi304qld52uDx95/b9p3T3i9bdtb+n33pTxzwMd0qN9nuPv1YwZcTMmbvzdvruFqsMc3EMZyGclZ/XumHzXanvbv139s9CGGoXowd2HontGLbejJWpxeLuHx3Zc/dbneDNLwcJ1hx+LPdT3w+h57eb2gDA4J1mPnIigDR8YyIorKzs7+VWxsLGJjYx+MiYkJyMIirlSy0fzsf+VHmzuLAIAZbHOoHT02sy3Q1wKAmJiYLpPJ9EBOTg4SExN/TkRRwbiOCCw9eagEcLClpcXywAMPTH366afHnz171uTp+LNnz5qeeeaZ8ffdd9+b6ANhAAAgAElEQVQ0PdGugbainqwqGyD6gHPX5+RVwyhzESNMqB/fsdyz7Uwshl27SEQqgDy3dr1RNESZSCX6fyzncWCAbhXcehZcSh2cx90E/94Bb8bANXueErhAxeLrdd35eo+dg1E8LQO7hpk3E5FzAEa/x5r6T1vlrWA+ds6PwDzGHYCBI2PVN+bMmZN44MCBQytWrPhXMC5QPvn13Jnj3v2Q4tAWGSEGmdS+ZKuxa9iLjgxk7ty5L/3zn/+8Yf78+ZOefPLJ9QC+E6xricBh5lN6rf3PHA7H2qqqqtSqqqrUuLi47pSUlE6z2Wzv6elRGxsbra2tra613fcB+Doznw9T6GOVc0D7av25WjorxpaQPr5juWf7dWirRi7Ui/qdNdiLcGlaPwD9arT77Yc2iC8SwGFmrvchhlZoD2S/0bt6ndx2D72cgw0MqEX/UoBKaH8kCeR5QQBvB4GsB1DpYUDEGnge8OdLLIOVifh6XXe+3mNvBqN4PeAH3t9fXx87fwaW+Dpw5IpFRJPmzp27vrGxETk5OZtVVeVgXCc7+chMZjigaPXaAFDflv6PqjPFw14GfiCqqvL48ePvcTgcyMvLW09EE4N1LRFYzNzGzP8FrZPojwC6W1tbLTU1NQl79+5NrqmpSdAT7R4ADwOYw8y3S6IdFHcC2Kq/FhVJr/aYE9LHl5iD8hozIugf3a+CNpvIcg8DIAeq0XbdTwBegLaK5P8x8899uL6zp3QVtIEJrdCSpARoU7QNtLDMJmiD41rhMsjEpeC/FtpiK8Cl6e7ugDZd3WaX45wrPj3uNghkld7GTve6KLq02Ivr4jI7oPWMbmdtmj2vYtF/vux6GGCAgrfXDeA93gCt3vqywSgu+52L2jiP8TQ4xOv76+dj1++eebj2ZtdaP7e4nQNHtrIsanMZk8n015tvvvnDe/bseXnlypW/DNZ1spOPJMxO/XfZ5ISjawEocAC9Dmp8fP8t6462ZrcE67oA8Oyzz359+vTp8x966KEB//+IkY2IzAAK9C8rtNeyfQD2MnNPOGMTQnhvrCfbpQDe1H+sYOY3XfYthFafDQCLXGu0PewHtBrwfKmJE2J0I6JFS5Yseampqam3uLh4bUZGhi+DiH2WHXso7lMz//wgGAoc4D4HWo6dz3v8Lx988h/BvG59fX1iTU3N5vb2duOuXbv6PccJIYQIjbFcRgJmfgfAL6D9nk8R0dRhNPd5SbSFGN2ISE1KSvp9WloaIiIiHg92om1Q+pSVBU9/EQxt2hkFDofD2Lbz6OKXg3ldAMjIyDjX19f3eGFhISwWy9362BMhhBAhNqaTbd13oC1skgrgP0R0y1A12vq8ks9Cq/kGgF8y8xOhDFoIERT/b+7cuVP37t3bVF5eHtB5rj2xs+owoScRWjkaGHC09UbXNHUmB3zmE08qKiqerKmpaS4rKysE8LlQXFMIIcTlxnyyrde13QDgKWi1vH+CVgt8P7Qa4VdwaR7uW4noXmg12lZoc2r/GMDXwxC6ECKAiCh+ypQpGyMiIpCSknK/1WrtDfY1mRWc6457F865Rxww9NgtIfuEzGq19kZGRt6XlZWF1NTUu4Y5vaQIEyJ6loieDXccQgj/jPlkGwCYuRPARwB8FtoAPAO0WSlO6D8/AiAK2uhvbSCTNm/pAmb+Do/lwnYhrhBE9N2ioqKYmpqaD8rKyl4P1XV7yHoeCvS+bdijTO2Zobo2AMyePfvf1dXV1eXl5fEAvhvKa4uAWa5/CSFGoSsi2QYA1jwEIBPax6k7ALRA6+0eB8AC4CSAJwCsADCNmV8NT7RCiEAioqkLFiz4UkNDA0+dOnWzooTuqY+h2EDQkm0F9gu9UceTrGcjQnV9RVGQnZ19j8Ph4GnTpn2JiPJDdW0hhBBXULLtxMydzPwAM18HbY7kVAATACQwcyYzr2LmZ5nZPnhLQojRwmKx3J2VlaW2tbW9MGXKlKOhum567KmojPiTlegEwwHADCUpuqn0E9P//N8mtSdkz7/5+fm1p0+f3lFSUmIAELSpDoUQQvR3xSXbrvTe7kZmrmPmoM55K4QIDyJaft111y3es2dPV2lp6Z9DeW2rqdPEdqUXAIEAWw8uWNA7PtLQkZ1gaQ5Z7zYAlJSUPHzs2LHuioqKZUQkJQlCCBEiV3SyLYQY24jIlJ6e/vvY2FhER0c/mpKSEtKV9pouJLe3nIvdpwUDkAMGm0NptTnUNquxM2hLtnui/+6P5uXlwWq13k1EplBeXwhveFgBV7iQ+zM6SbIthBjL/nvOnDkT9+zZU19RURHy2RzmZb46MzX67GLnz6ygs41jD57ozHqxpTe+M9TxVFRU/P3gwYONc+bMmQzgi6G+vhCD0VcClhlzBhen3ycxikiyLYQYk4goZebMmT8iImRmZm4xm822UMew7/zUw/Xdyf+EAgeMgF1VOxt60/YkJjZPmpvzn6tCHY/ZbLYlJibem56ejoyMjB8QUUqoYxAjHxFNJKLvEdEDRLSViO4jojuIKD2I1ywCkM3MVQPsrySiI8G6vtu1solog/61jYh26PEF+7rriGiV/rXOUy+2fn+yQxGPCBxDuAMQQoxuRETQptUs1L9eBbBRn3IzbFRV/Ul+fr61urp694033rg7HDFkT94z3Z7YNREXAPQCRos9OSfl0OpDDVP+8saR8r3hiKmoqGjX888//15ZWdnMp5566kfQpjsVAkS0GMCXAVwP52SVl/shET0J4DfM/O8AX34DMy9230hEm/R/HgEQ9BIKPcFdxczrXbZVAthNRGuZeXOQrrsDwHrXNxtEtJuIVjNzreuxzLxRP77f/RIjk/RsCyH8RkTRAL4FbWafxwE0AfhfAK8SUch7bl3imnnttdd+rqGhwV5QUHBfuOKwdqm2+F6HEXriQg5YVLJbk6LOTo6PbLGGIyZFUTBlypTNzMwzZ868nYhmhiMOMXIQkUJEGwD8E8AKo6LQhydnY8PVc/HbRVfjznlzsWxSFlQiA7RF4F7Te149JeT+XH8NtFWd+2Hmtcy8FsDOQFzLC6uYeaNbDDsBbASwKRgLQznLQjz06t8JYFP/MwBoC/GtCXQsIjikZ1sI4RciioCWWD/GzNX65v8Q0VwAzwD4JhHdysx9IY6LoqKifp+cnEyHDx/+e05OzqlQXt/Vv/YvfsfYZ1fiEvfOAgOOXrT1wtBsUPqsXT2WnnDFlZOTc/L5559/5qqrrrrhvffe+zURLZLFu65MesL8KwBfNhDhy0UzcPPUPCRFXD5Zzqem5uFMRwce2HcQ9+7ZBwAbAJgB/CgAYawFcG0A2gmEtUTU6qEHeyuAdQAqAWwP9DUBeCqfqQJQSURxzNzqtu9xALsBBKWnXQSW9GwLIfyVA2C/M9EmIhUAmPkNAN+Dtmpr0Go8B7Fq6dKl5R988EHb7Nmz/xKG61/U2RtpM1m6IlgBA4CqIN5Ajsheu7lt0dR/LQpnbGVlZY8dO3as45prrlkA4KPhjEUEHhHFEtE4Lw69DcCXjYqCB5Zci68WzeiXaDulRUbim7OL8btr5jtrTH5IRB8aZpxxAJo9JJPh0grtuc3TdgBICMI1S6CVyVzGpXykxMO+VgC1Urs9OkiyLYTwF0PrWXH92elFAKcBlIcyICKKyMrK+o3JZEJCQsLDCQkJHaG8vjuFbMiOO/JJMoFgBCgCaOuNOVBzZsrr9a0ZtUO3EDwJCQkdBoPhjxMmTEBUVNQv9U8qxNixA1oytmKgA4hIAfANAPjpvDlYmOlNbg7ckDMJ60sv5njrBzvWCzdBizVoiOiIXiYzJGYudq3XduGsF98V6GtCm4GleZD9A9Wq74DW0y5GOEm2hRD+igLwcyL6ChFFMrPDZd8ZABEAQjqvNRF9ffbs2Wl79+49Vl5e/s9QXtuTCGOXQVU5AgrAChwM2Hr7jK1Wc1fUKzUL94c7voqKin8eOHCgbt68eZnQSoLE2JEJwATgr4Mk3IsBTB4XFYlVuZ46cwf22YKpiDYZAWDOMHtXF8NzCUUgVcFDz7GP1gKoGmi2FH+v6WUN+EDHVAEo9TIeEUaSbAsh/MLMbwHogzYTSaZzOxEZ9I8438HwX+C8RkTjZ8+e/e2uri7k5ORsNhgMjqHPCq7Ovkhbl8N0FAYACpjsUGIjLkwfF3dqmlHpC/vzr8FgcKSnp98bHx+PrKysb3lZdiBGFyMGTrg/DwCfys+Dqvj25xhhMOCmvMnOH78wjPiyAQT1Ux5mXj2cWUT0NxOVAG4PwjWHKktphTYA3ZNahGCGFjF8YX+yF0KMPs76bAC3AljJzAed+5jZOZ91EgCHyznJwYzJZDJtnDBhgunkyZP/mTlz5r5gXstbFrVDsZh6M9EHUC8Uh4qeN46Wb374jVsf7bWbw/5mAABmzpy598iRI28WFRVZANwV7nhEYE2ZMqUZAyfcswBg+aQsv9q+Pnui85/DmdFmqBKKkWAbgNU+9Gr7YqjfPQ7AuUHOvazXm4ji9PnB1+gzxqwhoiJ9+kIRJpJsCyF8xsx2IiJm7mbmOr32EwBAREYiigFwEoDrTCApwVpqmIjKlyxZ8omGhgbbrFmzHgzGNfxhUnuNCmDRq9nJZkdHVuKJvD6HcUQk2k7Tp0+/32az2UtLS2/WZ5MRIxARsbdfANIAoKSkJCEvLw/QEu6niMjk0mQcACREWPyKJ8FsvqwdPyWMoMGR/RDRNmjzXwdl6kEvf3ePx+jnuj+nbgFwJzNvZuaNeu/6FsjKnGElybYQ4jKkMbv+7Ok416niXOu19an+zAD2AuhxOT8RQG4Q4lXi4uL+YLVa0dfX99cJEyY0BPoa/uroi+mzsXIeKsAWOAwqotNizpRlJRwfUS98WVlZDU1NTU/k5eWBiO52ffMkRoTn/D2xpaUFdXV1zh/PMXOvy+5uAOix2/1q2+W8bn/jA7yuWw45fYDjVmYO9FR/7oYqB/FYZqPfN/dEvMhDAj/cQaximOQJVQgBQCsNIaKboA0E2qEPfMxhZvZj8Yo0AC3M7NDPNwKYB+APgY4bwK3Lli2bceDAgea5c+cG+0XRJzaH0dHTZ6mHCpAKIoLRYOhJjI0Iz4I2gykvL99+/PjxC9ddd10pgFvCHY+4hJmvZ2by5QvaIGXs2LHD0dXVBWgL1kx0a7oBAPaf86+K44NzLc5/NvrVgKYZwZlOb1j0BWPecU+0gzTVXhU81GU7PwkcolfdPRHvt5S7fn5YZz+60kmyLYQAEU0AsBTaaPt7AXwbwCQALxFRprMX24ekOw3AUf2cdAA/0dsM6GqORBSdk5Pzc7vdjtTU1D9GR0cPq4ctkK6b9vyMj5U+utRk7E5nwG5zKK09NtNxo2KPjY24EB3u+NxFR0d3R0RE3J+amorIyMgN+uqgYpTr6+tToCXaH2LmLrfdfwGABz842O88b/z5gHMtKzzmb3zQksAR1bOt1zc3D5BoB+ONwVZ4nsKvEoOvnJmN/jXfG6EtLb+JiFY5PzUIUr258JIk20IIAFgB4C1mPgwAzPwqgK9Bq7t+0tlTMtQqgy7JeBuAViIqBPAIgE8DKGDmOwMZNBF9s6ysLPHAgQPVc+bMeTmQbQ9Xr93UZ7Mbu3tt5tMOB7UDsHf2WOuOn8t64rXD86uHbCAM5syZ83J1dXXtokWLUgHcEe54xLA4azwGSrQB4H4AeLnuFA742Lu9r+kcdjeeBYALAB4dRpzezqjhd5JLRF4vba4/162G9vxVqX+t0pdUvwNe9hD7ck09qW/2MIhxrf41kH4zuehzhK+FthDONgAtRDTQku8iRCTZFuIKRkSK3vN8E4AOl22k12EvA5AH4FtElKfvH7B32yUZjwLwGQAvAKgGkOGyGlqgYs+ZP3/+/7W0tCA/P3+Lqqojarnxl6uv2d/ckdBodxg6FYWjDIojKS6ydfa59qQTKtlH5HOvqqqcmZl5T2RkJCZPnvz1YA1oFSHxAwB3Y+BEG8zcAKAOAL71+lvotnlXu32htxdfe+V1548PMfNwFo/aAW2ubY/0mTW2QUscnYvFeJ3I6orgeVVIT14EsEaPy/nlvP4qH57HfLkmmHkxgMX67CFr9Hrx1UNcr1SPy72tzfriPATtjcMaH++XCDAaoqNKCHEFIKLtAJ5i5kdcthmY2UZEq6H1XP0GwPeZuU1Pxi+Wlrj3eBPRL6HNvbtAn4874CIjI5+5/vrrV9TW1r60cuXKXwfjGsM1I/PdjGvyd9weaeqczoABQG+f3Xzmg/rpj75Svejd9p7ovnDH6Mlzzz33v+PHj1/w5JNPPulwOD4S7nhE8Ohzq78JYPzc9DRsWrwQcZdmGemnobMTt73wEvY2nQO0N9LlzDysqfuI6Agz+7aqjgAR7WbmYpef46DN7lLrdtwqAGv1hF6EwYjsXRFChA4RRQLohbYS3MVBOs75spl5G4DNAG4DUKFvc52JxNM79r8DiA9Wok1E1y5dunRFfX19T0lJyZ+CcY1AONwwuTHC2JVDBJNCUAlAS0fMe5NTDi3OS61OC3d8A5k5c+aDPT09fXPnzv0wEV0T7nhE8DDzKWifYJ1+4/QZlD/2BL77+luoabl8Qou9Teew7tX/4Oq//NWZaNcCWDbcRFtXFaSBh2OWfr/cl45PgOfa7yoMMH2gCA1DuAMQQoQXM3cQ0WsAfgzgaWg1ngC0khJ9RpEvEtGNAD5PRG+6Ti1FRLHQEvH9zPyC3uZLwYqXiAzJycl/ICIQ0ePp6ekjdkEMu11x9NnVFlWxxQBgAGqP3dQRRV1G+Dq/SwhlZGQ079+/f2tWVtbNb7zxxq+JqMhlsSIxxjDzPiKaA+Dh9r6++Q/tP4iH9h9EosWCSKMB7X19aO7ucT3lHwA+w8zDmYXE1Xr9a7D6ZHG5tQA2eNi+gYh2uvVurwUgddthJD3bQggw8z3QPhL+vmudLjM7iMj5pvwmACsBZABaIq5vN0MbOLQoRPMzr1m6dGneoUOHGioqKp4KwfX8lpFQH+tgtcvB6LPZ0d7dZzz+wcnCt7t6I8509ESOmJlTPCkvL3+qrq7u3IoVK66CD8tUi9GJmU8w8wJoq0FuAtBxrrsbJ9ranYn2eQC/BpDPzMsDmGhDTwxbpXfbO/p9avVQz90M7U1LEV1aQXIdtCkMg7Ioj/CO9GwLIZxuAbAfwFoi+gkzXwC0chK9h/s/RPQ4gJ8DWK4n4gozNxJRBTMfCnaARJSQn59/V3t7O8aNG/dARETEiKx5dkqPPZ1sNPQkKgQjKVAYHGk02NQ//uez93X1WUd0T7HVau2NioraEhsb+42oqKgfE9HWAJUMiBGMmd8H8F9E9GVocz9HQZtxpFlfsCpY112vz5ohvdtDW8vM/e6T/onj5jDEI4YgPdtCCAAAMx+BNoPBVwFc4+yldpmZBADugb4Qhut2bxNtIlKHE6PBYPhhcXFx9JEjR/aUlpa+MZy2QuH1w/NrmtuT3gEAIsDuoO5ZE6qWzc99+aolBf8Y8b14ZWVl/6mpqdm/ePHiBADfC3c8InSYuZeZTzPzIWZuCGai7WK9zJoxOH2wo6wIOcpIsi2EuIiZfwqtZvsuANfo29illKQdQIpzuy9tE9FEaAOhBp7qYPDzpy9atOjzjY2NjoKCgvsUZWQ/feUkH0r4eNmjywyK3QwADoaNiAwxERfyMxNPzMxNqVmYk3xoxK2c50pRFOTk5Nyrqirn5+d/kYimhTsmMXYxcyszS8/sIJh5u4fl2MUIN7JfrYQQ4fBhaB8bryWihcClmUkAOABs8adRZj4G4DiAr/h6LhFRbGzs72NiYpTW1tYX8vLyjvkTQyhZjN2mSMuFNGNk2xQAUAgmB3P3+ydmPOhwqD02h6ErwtRlCnecQ5kyZcqxurq6fxYUFKiKovzah1VEhRBCQJJtIYQbPbG+HdpUUT8jog8RUaq+ulk2gGeH0fz/AlhHRL5Oe7di6dKlC06ePNlRVlb252FcP2Q+qL/qTHN3zElFtZvtjF4AZFT6UiYmHS+LMHUmKeQwnm1LaQt3nN4oKSl5uL29vefqq69eDOD6cMcjhBCjiSTbQoh+9EFSXwfwKwDl0JLkOmZ+Yji1m3pt9wMAfurtOURkHjdu3O+6urpgsVgeTU5OvuDv9UPN0RvRabXDqhCMNgc6Gy6kPR9lactpakuufrVmwbbGtpThrLwXMsnJyRe6uroeTktLg6qqvyKiEd8jL4QQI4Uk20IIj5j5PDM/yszrAHyDmasD1PSPASwjohJvDiaiL1933XUTjh07dqqiouK5AMUQdEQOENlhd3APGA6VYIyxtuWe74w9EBd5PqvmzJQG5tHzFFxRUfHsqVOnztx4442TAXw53PEIIcRoMXqe6YUQIeesz3WZjWTY9CkFvw3g7qHqf4kotbCw8Adnz55FVlbWZpPJZA9UHMGWFNVkzU09tFpVEeMAehmwWY0duSdbMt5/ft+yx63mTuOCvJenmg3dw5qhJVRMJpM9Pj7+XrPZjOjo6O8RUWq4YxJCiNFAkm0hxIB8nXHEBw8BsAD4+GAHmc3muwoLCyNOnjz5TnFx8btBiiUozraldDa1x+2yOdChAEaFYFEVRBeM2//JXpvJNjnlUNrUjP0LxsfXxYY7Vm8VFxdX1dbWvrts2bIoaJ9QCCGEGIIsaiOECDlmthPRVwA8RkRPM3O/2mUiKl6+fPmn6+rq7DNmzLg/DGH6rXTiW1kK2ZXzHfEnxsU2WIlg6LXjNABDc0fc++e7YrvPXEg7frI58+EzF9JHRd2205QpUza3t7f/furUqZ8jonuYuSrcMQkhxEgmybYQIiyY+d9E9G8A6+C2YAoRUWJi4r0Wi4Wam5ufnjRpUn14ovTP5JTD06PMbSkJkedKQdoniA6HsRtQ7arCBmYCs4LRlmgDQHZ29qkXXnjhmYKCghtramp+Q0RXB/ETkEHpS1E7l6zOBrDdwxLWg50fB+AOAOegrZYYB2AHM28PdKxCiCsXhek5UgghQEQTALwLoIiZj7ts//inPvWpx6qrq9vmzZt3e1xcXGe4YmyYfDCpcfLB3Gk7r39LtRm9ql03qT1KburBlA/NevIXCsEKgByM9nPtCa+rCoxN7cnVW9/5xAtBDj1oWlpaIg8cOHC/w+Gw7ty58+PMvDXUMRDRDgDrXXvWiWg3gNXeJtxEtMl92Wsi2gDgiCyuIoQIFKnZFkKEDTOfAPBbABuc24jImpOTc3dzczNiY2MfCmeiDQDtSY0JbcmNuX2WLq8/CSRisjuMjg4VhjYVigOwA1DMhp4Eg2qLOtUy7mgQQw66+Pj4DpvN9kB8fDzMZvPPiMgayuvrS1bDQwnLnQA2ednGOk/HMvN6AGv7nyGEEP6RZFsIEW4bAZQT0dWAlgQtWLAgpb6+/ujcuXNfDHNsyHlzfs3cR/7fnyztMb3ennNN/oszry/8+1e6bVRvZoAAlQBThKkrU1V6Ix0MO1HAJngJi/Ly8p319fV1K1euzIQ2J3sorQXgqVa8CkClXh4ylJzAhiSEEJ5Jsi2ECCtm7oRWt303EU0sKSm54+TJk8jOzt5sMBhGREZKg8yHrVo6DNET96e4bjt9Pu1Mr93UEs+caAJACgiA6mClz6za0oonVn2kYNze9CCHHVQGg8GRkpJyj6qqiI6O/gYRZYbw8iUAjrhvdCkf8WYO990Atrgn5vrPXtd9CyHEUCTZFkKMBFsBdFoslu1Tp041NTU1/XvGjBkfhDsobyQUvDkluejlj5jjGy+WUmSlHZqqKr2xioII5zYiKDab4fz+09Me3HW09ImaM1MawxNx4MyYMWPfsWPH3li5cmUEXEqBQiAOQPMg+7OHakCvyY4DcJSIKl12rQFw+/DCE0KISyTZFkKEnT6bxYMVFRXFhw8f7ps1a9aD4Y7JW60Hig+d21v+TE9rUicARFjajKkpJxaQajODcGkEuvZsS80dCY3ZybXT7Q51TIxOLygouL+jo8NeUFDwCSKaF+zreVki4s0xYOYcADsB7CCibUS0hpk3MnPrsIIUQggXMvWfECLsiEhJT0//Wnx8PGJjY6syMzOnAiAAWQAioNXiFgFoBNALYDyAfQDyoD2P7QUwA8Bpvcl0AO8DuAqADUANgAIAJwGYAKS4tNkF4DiAfP17NIAEl/3teru50MoLEqAlc1UAivo64lrPH5rZDGA+gEMOmzGzuzXBcL7X/M6kpKMTHIqDDdrvAou5Ozcu4ux1jW3J7GAlEsCskfg7AWiF1nOcDeCQfu0ol/3NANoAZGVmZh7s6+t7b/LkycX79u17bYhFQYfEzEM1kDDE/lZo0/h5ayu0e7AGwCoigsxEIoQIJJn6TwgRdkR02y233HL/Bx980LxkyZJfms3mPeGOyR+KYqOCqW/kOtqi2js6ojs/NveR3xsVRAEA9Orzrj61dtuuW35wonlCKw9SCz6a9PT0FL7zzjvrDAZDzPPPP38bMwftkwm9Z7sF2hR//ebDJiKGNiXgRi/a2aAf26r/vAXAKgAb9VlJhBBi2MbGM70QYtQiopiCgoJfnj59GklJSQ+YzeZqAIXhjssfiQmno7In7l2kRLdHnrmQ0d7Va9YG8emJNjPsvX2WhsyEY8mfm7fl1nhrsyWM4QZKodlsrlYUZUtkZCSioqLuIqKYYF3MyxIPb47ZAmCDsz1mbmXm1dBmOlnnVscthBB+k2RbCBFWBoPhu2VlZbFnz549OGfOnFcB9ACIwQh5fuq1dBrYy2n6zjZltv37zRsf3Xdg7uGuPqvtg3OTnwMAKAArYCLAYuoZVzh+71I7K/bOXmtfMGMPAQXaY9UzZ86cV06fPl17/fXXpwD4VpCvW4vBB0EOOpuI3osd52nxG72EZD2AxcOKUAghdCPixUwIcWUiotyysrKvHjlyBFOmTNmsKBefkv4NYEIYQwMA9ES2GXfd9PCtNd/KfAoAACAASURBVPN3XuXtOU3nxrU5HAYGgA67ubcL4C4ADFCPDecO1E995FjTpDfeOFKxo8dmsQct+NCYAO2xgqIoGD9+/O9tNhtiY2P/h4hyg3jdKnioyyaibABg5p1DnJ+AwXu/hzpfCCG8Jsm2ECJsYmNjf5ubm6t2dHTsnDZt2mG33Un6V9iYOiP74uuyqhJOTDrlz/klKfs/bAHIAkBxAGYDkicmHq+wGLuiWjriOwIcbqglwS3hnTZt2qFTp069fMMNNxiJ6OdBvPZWAJ7KPCrhRaKs92gXDXJIJYAd/oUmhBCXk2RbCBEWRHTdwoULl1RXV3eXlpb+ycMhnlYIDCliBVP/tfS95KO5g83p7FFWenWS1didCehTkegiLW35+WkHPnfznIe+OyHheGzAgg2Pd903zJw588HW1ta+adOm3UBEQSnF0AdGNnuoq14LD0utO6f1c9u8noi2eTi2EkCiF73jQgjhFZn6TwgRckRknDRp0r2qqsJoNG5NTU319JG+A0AsgHho08+NKtdOefEGg4Loi/M9KQA54FAVjmFmm0ntTUmIbI460Zx1Ppxx+ikXgB1Ak/uOtLS0lg8++ODRGTNmfPrw4cN3E1EhM9sCHQAzLyaiDc7SEWjLr6/2VIcNrRf7su3MvJ2Iaolok77J+Tf4jsxEIoQIJJn6TwgRcoqifOnWW2/9zfvvv9+wdOnSz1sslsGSsUkAjoYqtkC5tfLXXxxvbb3WAagKtN5tcsBus+Nce0/swefev/6+bnukw+FQHGcupI+okhIiIrPZHGk0GiMVRTEQkUpECgDYbLbO7u7uRLvdXu1wODyOHO3q6jK+/fbbWyIiIhKee+65LzHz70L7GwghxMghPdtCiJAioqTS0tK7jh07hoyMjPuGSLQB4AyAUgDvhCC8gFF6Le29UUAv4LA4oDAAMwO9dkvj+3Wznjl9YXzH7fPvXdfRG1V3/2trHg5pbIqixMTEjLNarZOMRmOaqqopiqKkKIqSRESxRBTpTK4H43A42hwOxym73V5vs9nqu7u7D7W0tBwA0B0REXGPxWL5Vlxc3I+I6DFmPheCX00IIUYcSbaFECFlNpt/XFhYaN29e/f7CxYseMuLU7r07wRg1HwU13oh8Uh63BlHjwGGPgWI1Cb5I6uxO7dw/PvLz5xPf7i9J/pYY1tybW5qddKhhin9SjICwWQyRcTExEy0WCyTTCbTJFVVs1VVzSIi03DbVhQlWlGUfIPBkG82mxEZGYmEhASHzWZ7PyMj45VHHnnk4LJly/Ife+yxHwD47wD8OkIIMepIGYkQImSI6KoFCxa839fXx5MmTfpybm7uCR9OzwdwMFixBYrJ2K0umr915STLqdkR5t5pYDAIiLSB+gCb0oeO853xu57Z8+GH6lomXPhY6WPXWU2diQ++/rnHhnvtyMjIxKioqGyLxTLJYDBMMhgM2YqipA91nsPhuMDMjXa7vdHhcLTqPdZtDoejnZltzOwAYLfZbJkmk6lZUZRIRVGsqqomqaqaoShKhqIo8e7t2my2tj179kTdf//93NTUNIOZ9w33dxRCiNFGeraFECFBRJSYmHjvxIkT6cCBA8/5mGgDgAVAKoCGIIQXMA4mtvUZuywRjphuFY6YHrDRAZUVwAiovWxsPdgw/aW6lgkXAKCmIfdAlLnD6ss1FEVRY2Njx0dERGSbTKaJBoMhW1XVbEVRogc7j5k77XZ7rc1mO9rb23u0q6urtq2t7VRfX1+PF5dNhfYpw3uedprN5si4uLhpVqu12GQylSv/n73zDo+jvPb/98zM9qLeJUuW5YobxsaNXmxTQkm4kEvgRxIgCUm4pHPJBRIglJuQALkJLQECIQUBCaTQewLGBuMC7rJVbPW22r475fz+mFlbNi6yvKuV7PfzPPtIenfmfc8uZva7Z877PZKUqyiKb86cOZgwYQLdddddvyGiRSwyPAKB4ChDiG2BQDBSnH/SSSctWr9+fWThwoV/HMb5awEUpTuodKNpDqN16+zVM2btPNURUNbbXfEZqgSOyYBLRSyuunY2dNXt+qIxqWTrVLc9kv+vrSdv3td8Vra62uFwVCuKMk5RlBpJkqqJ6IDXb8MwunRdb1RVdXsikWiMRCKNoVDocL6oMMz/BvskkUhEOjs7PwDwgSRJvyktLT3R6/V+Xpbl8pycHNx8880L/vnPf/43gDsPIwaBQCAYcwixLRAIMg4ROSdPnnw/AHi93icLCgpCw5iGYWa3pwLYmM740k0YihZwGKyw6vICrEkglwFojLjsCk84ZfLrZz6x/MpnAWBnf2Xj9IqPqysKQiVJqbbI6XRW22y2almWq2VZHkdEngOtxcyaYRgtmqY1qqq6PR6PNwaDwcZEIpFOh5NpAMIYYs28YRh6W1vbW7Isv1tVVXWpy+X6nMvlwllnnfWTm2666bHbbrutI42xCQQCwahGiG2BQJBxJEn69oIFC8rWrFnTcu655754GFO1ACjFKN8subN9Ul9SdXQXKPE5OpCMKHC4dEC1w0OSkZvjiR5/4vQd7qg+Li/E55Vuj0wdn1s85zPGQS7JVj11S6oMJBqNbg8Ggzt1XU+7j/UgCEAfTFeYQ0LXdbWpqenxsrKyztzc3K97PB5JkqS/AFiU9igFAoFglCI2SAoEgoxCRGUnnnhiEzPbCwoKbjr22GP3W4owRDwAZgJYnobwMsb/O/X+L1Z5u85jgqQDRABUApDwUGd0LtxKH5pDpyCQrIJNiqI3PnXXuVZtdbOu682qqrbE4/HmcDjcEovFstEAZxHM8pHDypRXVFTc6/f7aw3DwIcffnja3Xff/WZ6whMIBILRjchsCwSCjOJ2u382ceJE++rVq1ecccYZhyu0AVP0hdMwT1qx2WyOvLy8qS6Xa3JhwebZGpVPIOpSAEBhQGPAkACNXWgOnQKDFfTFa9Vq3xv9HqUj1NI77p1EItESiUSaw+FwRmwAh0kIhym0ASASifzC6/X+SpIklJaW/qG+vr7i4osvFtkegUBwxCPEtkAgyBhENG/JkiVfWLdunTZr1qxH0zj1xwBmYz/OGCOBoij2vLy8KW63e4bdbp8py/IkIpIBwOfphMu3BWBABcASOGYD7BrY7uhV+6PhR3d0VK4Lhba1b+EyJiolzWjZZzfGLHMsgNXpmCgQCLQ4HI438vPzTxs3blzZqlWrvn/xxRf/NB1zCwQCwWjmoB3CBAKBYDgQEZWVlf2mtLQUNpvt+ZqamvY0L6HBtKMbMTweT0FlZeXZdXV1t9TV1f2psLDwJ263+xJFUaamhDYA9PTN63TrUkwHdA3QVAbrOpLQEbIRy6dUPXRsONjbZhiGobPCmmEbjUK7BEAynRMGAoHfJBKJJADU1tbe+tBDD7nSOb9AIBCMRkRmWyAQZIpLFy5cOGv9+vUDJ510Un0G5v8EQEUG5t0Dt9udW1BQcLLL5TpJluWJ+zrGsthbF4vF1gUCgY3xeDxcZMyYPnvy8ptsgNNhAE4dUsABJSoBHJFiREzg0bvJE+bnw/p0TphIJCLhcPgJh8NxVV5enmPdunVPAPiPdK4hEAgEow0htgUCQdohIs+sWbN+aRgG8vLyfpeTkxM7+FnDwoC5WXJdOieVJEkuKSlZ6PF4TlcU5Vgi2uMuoGEYvclkcmU8Hl8bCAQ+jsVin7IydLrDORoAu2Gm4JMqBnQHfJKB+PLG+X85pmJ92ZaOSZ0x1Z1JJ5HhMgtAVyYm7u7u/ofD4bjA6/UWTpky5XM/+tGPJt1yyy1bMrGWQCAQjAaE2BYIBGlHUZQbZs2alb927dpt55133hsZXKodQALmteywRavb7c4tKipa5nQ6l0mSlD/4OcMw2uPx+L/C4fCKvr6+hoN1QnQUdU3R486Nhj0+SwIkpw0FRgJ9/Yqjf+aEj84ppUhtdUHjX/625sL3DjfuNKMA2AHT7i/tMLMRjUZ/4fV677Db7eRwOJ4FMCMTawkEAsFoQIhtgUCQVoio5owzzri+oaEBdXV1D8uynOlSiQSABQD+PZyT+yta/C0nLL/4lI1X5JUkxy0c3JmRmcOJROKdYDD4Zm9v7z47PO6PYDivsSS/a4YDkBhAvw1s0+EpiSf1oM42yaY7awoaTwYw2sT2QgAfZXKB3t7eT2w227q8vLyZdXV103/4wx9edMcddzyTyTUFAoEgW4gNkgKBIK34fL57q6qqlEQi8c6MGTNGotNjBMCw2pDn5uZWHeOf+7UpgYWf8VP+iSmhrev69mAweF9DQ8MXGxsbHzxUoQ0AA+H8Lq/BXsBqfamBJYIdCnsMRXUPSPa+pp7xb54367lF/3n8H84eTvwZogNpsPo7GOFw+F5N0wwAKCsr+019fb18sHMEAoFgLCLEtkAgSBtEdPJJJ510/kcffZScM2fO70Zw6a0wM7JDwuPxFNTW1v5XaWnp/+Wg4ITZLUvJncyBqqoruru7r9+yZcu3WltbX9c0bdhuHDbDIJuEgqQERCQYZCAs6Yj0gnqCcU+LLalEqvJ3LEjqtvhALCcj9dHDYCHM9zLjhMPhnkAg8DcAKCkpyV23bt1dI7GuQCAQjDRCbAsEgrRARHJlZeVDeXl58Hq9z1RUVIx0Y5ZeAIUHOsDhcHhqamquqKqqesjhcJxBRBIzczKZfKejo+PahoaG23t6eoaVjc+b9n5N7uRVlUQG5sx6ffq46g1LNIB0A5ywQUrKcBLg9Ehc5C3qWBaMera7bLHy5t6anS98fO6Hw3rF6aUQ5ns4YvT39z8Zi8WiAFBbW/vtX/7ylwUjub5AIBCMBKJmWyAQpIsvz5s3b/KGDRt6Tz/99L9kYf0tAGphbuzbw7dakiS5oqLiXI/HcwkReVPjqqqu6OnpeSIQCOw43MV947bMYkNWE82TOivLt85P6vZw1APdbkBRGLARFFUBGzqSYDIKfP1zk5otsLO/KnC4a6cBCYAf5ns4YmialgyHww+4XK7ver1eeefOnX8GcOZIxiAQCASZhg6yoV4gEAgOChHlzpw5s7murs4fiUR+unDhwmFtVkwDRQDGAViVGigsLJyan5//dVmWq1NjmqZt7O/v/91ws9j7QnZEFWaJjaRT97gD9nxnv/OiRY//wiOhKAEgZgeChF6S4UpGveu1vvz1r6664IVALD+RrhgOg+MAtADozsbi5eXlv87JyanSdR0NDQ3zb7rpppXZiEMgEAgygSgjEQgEh40kSTfPnDnTv23bto3z58/PltAGTLHYAMDhcrn8tbW11xUVFf1vSmjrut7a399/+9atW69Pp9AGAD3h1nLcAafDHlUi0dzkhKLGCpaQBwAKwPYkEqGBgn+pqmNHnpEocHoGakaJ0HbArNPOitAGgGg0+jPDMCDLMlwu11P19fWUrVgEAoEg3QixLRAIDgsimnzyySf/V3NzM0+dOvUhScr6ZUUtLi7+SnV19YMOh+N0AGDmZCQS+f22bduu7ejoWJGJRW2uoH3BCc9ePvfYV+cCgOGMO6IOQAcQlkEJBbYqZ+8JOWqigJ1amc0dq87N6XJnIpZDZAEANZsBBAKBpr6+vncBYNy4cTWffPLJ17IZj0AgEKSTrH8qCgSCsY3L5bqvpqZGjsfjr06ZMmV7NmPJy8sbP3HixFsKCgrOTNVmq6r6QWtr6zdaWlqe1nU9Y90a82f/e3qTU/M0ttVtr67aUFxVsnWRw4DMAFw6YNOheRk+D8GfTCo7trdOrR8IFkYzFc8hsB1Apjp8DplwOHx/MpnUAKC8vPzu+vp6R7ZjEggEgnQgNkgKBIJhQ0RnnX322UvXrFkTX7BgwZPZisNut7sqKiq+4HA4zk21Vtd1PRQMBn+ZqUz23gxsOXZzMlDYW+yIOadOXnm2ZGhebxJJmWAngBwG7HEdfZpuC4YVV9+/Pzr7feas5ztOA5DJDp9DJhaLhQKBwJ+Ki4svz8/Pd2/cuPEBAF/OdlwCgUBwuMg//vGPsx2DQCAYgxCRraSk5MUZM2bkxWKx38+YMWNNNuIoKys7obS09GabzTabiIiZ9Xg8/tfm5uYng8HgToxQ1laL+dR4T8VAIuGKe70BcvoC5ZIjWe5WIYFAOkGLsdwTdWt55EyWlhQ3U25Ol62jq6YrS6I7H0AUwGhwQwEAJBKJTQ6HY5nD4XD6/f7Zb7311mMLFiwYyHZcAoFAcDiIzLZAIBgu31iwYMH49evXdyxduvTvI7243+8vKy4u/prNZjs2NaZp2vru7u4HAoFAizU0BcAAzNLpEaGibFtJceHO2Yqi+Q1mLS6BVBncR86mhCQHchJJuFS2OezJnHGVm0/r7Kpp3dE6eaQ9yWUAxQA2jfC6B8QwDCMSidzj8/lucTgcFIvFngFwfLbjEggEgsNBWP8JBIJDhoiKpk2b1jht2jRPLBa7bd68eR+M1NqyLNsqKyv/w+VyXZRqr24YRjAcDj/a2tq6d0lEPkzv7RFrGiPLqjSuclPxolkvX50vRScYkpGjKiBmxBwq4s64o7+pe/w/nlt74VtVFVuLmlqmdWYhsz0XwDYA/SO98FAoLi7+aUFBwRQA2Lx581k33XTTS9mOSSAQCIZL1gsGBQLBmOS22bNne7Zt27b6uOOOGzGhXVJSMqeuru5Xbrf780SkMDMnEomXmpubv7YPoQ2YDW42A/CMVIyKrErTJq88VTXkqCEZbhtDUjSQTYdkB5yKkihNeqJ+TXMYjc3TsyG0PTDfk1EptAEgGo3+XNd1BoCcnJzH6+vrxWeVQCAYs4gLmEAgOCSIaNbJJ5/8lY6ODuOYY4757UhY/fl8vuIJEyb8MD8//8eSJJUBgK7r27u7u3+wffv2++PxePgApyewj1KEQGmrb8sJr08zZC2tns6arui6Tgm7KzohrsDm1AFDBscdcKgMpdcJWfLEDthWPsPMh/mejFrC4XBnb2/vywBQWlpavHnz5v/JdkwCgUAwXITYFggEQ4aIyGaz/XL8+PEUiUT+WVdXd9htzg+ELMu26urqSyoqKu632+0LAICZY+Fw+OGGhobv9Pb2bt7fuRF3RDHIAIAkgI9h1invomd8Q3lX3ZYTInl9rnTGfPycV47Lz+tcRJJmTyaUBhlgRTXbxw8o6A4mfKuadkz7lyRp5LBHFacjokhSegX/AZABrIP5noxqgsHgI7FYLA4A5eXlNz766KO+bMckEAgEw0FskBQIBIfCZ88888yTPv744/DixYv/mMmFSkpK5ubm5l6dymQDQCKReLOjo+N30Wj0gCUQEXdEefILT15e01Tz0dJXl64F0ANgCYBXUsfUrly8pWzTMS2e/sK0upV0do/bWVG+tcsGQ7LZ9dz+BAY0huxU4Yxq9qirL695e/OMlhMWPL84x99dSwS5p7diw3srPzMSFoWnY9B7MJpRVTURDAYfdblcX/f5fPbNmzf/DsDnsh2XQCAQHCpCbAsEgiFBRK6ioqJ7CwsLEYvFfp+fnx/JxDp+v7+0uLj4apvNNi81put6U19f34M9PT0bhjKHK+bSxjeOXzW+cfzOQcPrAeTAdCeBpCucbqENAIGBolAi4ex0OgYmKoQiL0AAwCqgIultcxr66Sc/9cVk0h5wu0N1uq6EO7uqWg42bxrIgfkepHABsMHMdsswPw9Sv+swu0ru/TDSGI9krantb97+/v6XnU7nRTk5OcW1tbWfvfvuuyd/73vf2+/dDIFAIBiNCLEtEAiGyncWLFhQuX79+pZly5a9nO7JnU6nr6ys7GKHw3FOymWEmSORSOQPra2tLxiGMWShJ7GEJa8tWbfXcCuAWQA2IEPtyYsKd/gWz//7pZquRFXV1em0x4pkACpD73NBgoyyQufOCwfChf/e3HDc2/l5HZtV1Rnf3jyzPU0hSDAt/cqsn/nWowhAqfW8x3oMp4xQh1mCsq9HAub7urd4twGwW4/Bvw/+/NFg+qH3AGgHsBPAJ8y8PhqN3p2Tk/NTm80GwzCeBTB9GHELBAJB1hBiWyAQHBQiqpg0adKNTqcTVVVVD9tstrRlOGVZVsrLy8/1eDyXENEu15BEIvF6R0fH49FoNJ1NV7bDFGur0zjnLvr6SyOynPQpSjQfZJBKUIM2yLIOkhlGUkM4EveulyXDaRgKr1x19kfDXIpgCupaADUAxgOoAFCCvWrT04wMMyOe1jp3mJ9FPusx3hq7GEAyEAh8aBjGtvLy8gk1NTXH3HLLLZ/90Y9+9Jc0ry8QCAQZQ4htgUAwFO6cPXu2c9u2bcs/85nP7J0xHjZlZWUn+P3+KyRJKkmNaZr2SW9v7yN9fX3b0rXOIEIAGgH4AQTTPblhyIYiJ/1OZ3QiMwwZUGQG2RmGoYMcBnySrBau2jL/4da2uu5DmNoDs0HPVOsxEYBziOcGYdr89QAIA4gM+pmEma3WYWaXU7+nMtKpTLRtr79TD4c15hj0nDFoLs167C8brsL8HHICcGN3Vj6VhbcDWBQMBqGqKsrKylBQUPCb+vr65y+++OIRa1QkEAgEh4MQ2wKB4IAQ0YITTzzx8kAgoM2cOfPRdMxZWFg4NS8v78uKokxOjem63hoMBh/t6OjItG93GMApAF5L98RFhTv9iaS3DSB2OiPHgCAlCEbCBl1VYPMloRv9uRvWrT9x60GmsgGYBuBY6zH+AMcaANoA7LB+tsEsxeiA2Yr9FABvwRS9YwUPzJKf4wGcAMAei8XQ2NiI0tLS/PXr198KQNgBCgSCMYHoICkQCPYLEUmyLL//hS98Yd7WrVufXrp06e8PZz6/319WVFR0hd1uX5QaMwxjIBKJ/LGtre0VwzBGKlvphZl5TesGSSIDEyesrqos2zq5pHTreS6bXg0A9gQMBeCEqrR0hkv/rUoyXn7j8mcNQxl8Ac6B6YG9EMAMmFndvWEAzQA2wuwA2Wj9vT8rPxfMLPWBfMhHO34AnwdwDqzNpj6fz7DZbPnXXnvtQFYjEwgEgiEgMtsCgeBAXLZkyZJ5mzdvHli8ePEzw53E5XL5S0tLP+9wOM4iIhkAmDkZj8efa2trezaZTKbdFeQghAEshWmDl7aMA7OELQ3H7ago2zqRWNENQ9cUQNFlkC6BNNbcucVtZ8cT7sbiwpYchyNe2bxjWg2ARXm57dOqKrZK6zcuhG7YUlMaALYCWAPTSWQLgOgQwyEAJ2KMWP0dgCCAhwG8R0Q3MbMrFApJAP4FYGZ2QxMIBIKDI8S24IiBiIiZOfUz2/GMdYjIm5+f/9OioiKoqvqY3+8/ZEGsKIq9vLz8PLfbfRERuVPjiUTija6urifD4XBPeqM+JFbDLFdIe9aXyJAVJVnEgKYYkJmhq4yE4UCeqirt775//taS4pafVpY3lHZ0VSOR8EDT7Egk3GBQAMAKK761MGurh4MHpkg/UviEma+TJOlBwzAkSZJm3HrrrYtvvvnmd7MdmEAgEBwIIbYFRwwpgZ36KUT3YXPDokWLSjZu3Lh92bJlbx7KiUQklZeXn+r1ei+TJKkgNa5p2rre3t5H+/r6tqc/3EOmC8A8mB0Vh92+nGRVYn23O0t11YbiwoLW+QAzSbAlCLqhIRAM5/d6fYGJH3+yuMJmi1+6vXkakkkndF0BgK5QuGD55oaC9wBsxuH7WTtgbqTMdP37SNNht9t/H4/HrzAMA5Ik/QNAXraDEggEggMh2rULxjRERNbPE4joWiL6KxFdA+wW3YJDh4hqJ02a9H23243q6uoHZFke8ntZXFx87MSJE+/1+/3XpYS2ruvNfX19t2zduvXGUSK0U2yA6ewxLHw1G4prPvPIl7xVmwtTY+FIblTX7OFE0tViGEgyQyYZhZqOKYmES/bn9NmmTvoAXnc4GArnv6lpjm8DuArAIzBrsdNhqzgR5ms74ojH48/abLYQABiGkXvTTTddn+2YBAKB4EAIsS0YswwqG6kEcCWAY2Baid1LRJuI6JxBx4p/64fGz2bMmGFrbGx8a/r06UPq2Jefn19bV1d3a0FBwS2yLNcAgGEYfcFg8L6tW7de19nZuSqjEQ+PCEzXjvzhnJwcKAzHe0s3JoMFu0o9evvKw7GE28+MOpLgkgApNwnKdQ0gOJCjr/n4pPc+WH3GPXUTVj88e8bb3TA3OqaTfJivKSMdPkcDkiTdlfrd6XTe/vjjj4u7tAKBYNQi3EgEYx4iugLAZmZ+n4hyYG6augrAZTDt3a5j5k3ZjHEsQUSnLlq06I3c3Fy1srLy6vLy8r4DHe/1eguLi4svt9vtp6TuNDBzLBqNPtPW1va8pmn7c8oYLUgATgfw6mHOYwNwKoDzFi94Zlxt9SdgNu1AHBo4aoOhS0gmEo7GaCxvc1dX1bp1G078OBrzp/v9ORPA60hva/VRh8Ph+HkikZgIAIZhvHjLLbecne2YBAKBYF+IbJ9gTENE4wD4mPl9AGDmAWb+F4BrYFqFeQB8QkS/JCKvdc63iKhkv5MexRCRQkT31tbWIhgMPnUgoa0oir26uvrSysrKBx0Ox6nWnQY9Ho//o7m5+eqWlpanx4DQBkxR+haGX/vrhdnt8BEA3wR4nN2WABFY06QoJDADiUAk581k0tFktydK3a7ApHA0t98w5HQL4jyYr+WIFtoAoKrqrZIkMQDYbLaz7rnnngN5kQsEAkHWEGJbMOZIZU8BgJlbYG50SwnFVGY1yswvAbgAwNcBnAdgGxE9ADPrnc4W4EcSVy1dunRmU1NT36JFi57b30Hl5eUnTpgw4UG32/15IrIDQDKZfLetre3rjY2ND8disbR3Z8wwKszNkodyTSwB8BUAj8G8i5ILALk5Xf2FBR39RNCcTsOZANSIA5LHOzAvFnc3MiRIku6fOGH12QvmvXBiGl+DZL0GNY1zjloMwxiw2+0vAYCu6wiFQoe0iVcgEAhGCiG2BWMRCQCI6HNEtAhAHxH5mFnbe1MkM/cA+C2A0wD8OzaPRgAAIABJREFUDsBXAdzLzImU37PAhIjy/H7/7UVFRfB6vQ+73e5PZaXz8/NrJ06ceGdOTs73JUkqBABd17d1d3dfv23btv8NBoPtIx952vgApovHwagG8D0ADwE4d9A5jQB+7nEHv9/dU/E7ZrPRjCTBBoJNluDp7Kr+8OXXLr82HMn70G6LltjtUX8a43cAWJnG+UY98Xj8IUVRUv9Oq2+99dZLshqQQCAQ7ANRsy0YUwzaFJkDoBNml71mAE8CuIOZY0QkMfOnbqMT0dUArmHmOSMb9diAiO4955xzruvt7d20ZMmSH0jS7u/iLpfLV1ZWdrndbl+auntgGMZAOBx+oq2t7fV9vd9jlEUw/a335SleA7OT4aLBg7Ir/LHsiL2QDBS9CwDnLP3tf3o9/VMd9kgdEZxEkAGwpqEvEstZp8iaN5H0ticSzn5mJbl563ErJ9V9NO+9Fee+GonmDrfsxg1gNoD3hnn+mMXpdJ4Uj8e/BwCKosQnTpzovvjii8UHm0AgGDWIHdyCMcWgzPXtAN4G8C6AxQB+CCCfiL7NzElgn01ubAC+aT0nM/NItQYf9RDR1AkTJnzT4/Gw3+9/YLDQrqioONXr9V4lSZIPAKy67L+3t7f/OZFIDLWb4VhhNYAqmJ0aU4yHKbIXDhozYHYw/EvFSX+dLjmiEwzVVdS5YsmrGzcf/9bMY97x2+2R8QywbHaoZEki2eMOTzcMOfLeijPub22f2AcAE8avLZNlzSlJxuHcaay0Yj/qiMfj79hststVVS3RNM25adOmBwB8LdtxCQQCQQqR2RaMSYhoOoCNzKwTUTFMMXQ9zBKT65n5Ces4hZm1LIY66iEikiTppfPOO29JZ2fnq0uXLv0/APD5fCUlJSXfsNlss1PHqqq6qru7+7cDAwOt2Ys445QB0GFufPw8gAWDnjMAvAmgHkA7ALhLmnNcxTsLPZXbZnS+v+yVaVWf1BQV7phUXNz4WUmGDwyWzNbpuqrK7cmkq1PVnD1bGo57uaevorere9zh1rcXA5BT8RyN2Gy2Ck3THmBmKIrCpaWleVdeeeVAtuMSCAQCQGS2BWMQK1P9yaDfu4jofgAvw9wM+TARfROm5d9yIsqD6cP9iyOo3CGdnD1//vwluq4n5syZ87gkSVJlZeUFbrf70tTmR8Mw+oPB4EPt7e1HQ5mCE8B/AZgwaMwA8AaAp7GXqI12Vg9EO6sHej9evA0A1DJ7wuftn6BIyIGZyzCYwUSQNU3ut9kSRYotWXjMlPdzAfCGzfOfLi1provFPcH3Vpz3/jDinQ7TgeSoRVXVVrvdvjKZTB6vaRq1tra+AeC4bMclEAgEgNggKRhDDHIa2XU7ZlCLdo2ZNwO4AcAZMB1K3iWi3wH4AwDvaBLagx1Vsoklpu+pqalBMBh8sra21jlhwoS7PB7PF1NCO5FIvNTU1PT1o0BolwD4NoB7sVtoGzD9t78G4JcYQvZ4a8OcZl23hWBmxwFASv3XZhgSIGmJhG/7h2tOe6x/oGhdLO6NxeKegVjMO5wMdxmOEqu/g5FMJv9XlmUdAIhozt13373wYOcIBALBSCAy24Ixg1V/bYdp41cJUxC1AfgHgG5m7mDmKIB/E9H/g1nL/QSACDOfDeyu487OKwCIqBBAMFVXPgq4dtmyZRPb29u7L7nkkkB+fv59ROQBAF3XW/v7+3/V3d29PttBZphcAJcAWIrd10QDwCaYArvtUCbTdJuhqvaQ9ScbDJUZqizBaRiO4M6umlc2bl6wurunKrSjdcrLum4ztjfNHE4JiAKza+pRWz6yF6qiKL/Xdf2LhmEgkUj8E8PsDCoQCATpRGS2BaOeVBaYiJbBzDwug3nrXAbwXZibJH9NRKemjmfmPmb+O8y21f9jjSvZFNoWNwH4QpZjAAAQUbHb7b65uLgY559/fmNBQcF3U0I7Ho//c/v27deNZqHdWNOY++rpr87UZG24dwk8MP2xfwOzAVJKaP8bZjnSTwAcct2v2xWyK7ZkDjMMACQR7BLBrmrU295Z+3Z7R+227p6qkMcdsJ+z5LEvzZr+9uRhxu8AsHyY5x6RJBKJvyiKEgQATdPy7rjjjuuzHZNAIBAIsS0Y9VgZbR9My7V7mPkqZr4KptBeBOA+mO22HyCi41OCmogqAbzEzI9b82R1oyQRSTCz7RcS0XHWWDbLSX5y5pln+mfNmhUqLy8/HgCYOdTf3397Y2PjQ6O9++O22m2V2yZsmxf2hm2HeKodwIUwRfbF2O2TvRrml7mfwsxmhwEcC3Oj5JApLtqRb7cl8gwDIcMwxbphIKHInFdUsHNeUeHOygnjV5dPn/redKczWO12B4fTudJnxRYZxrlHNJIk3Z76nZlvf/TRR+3ZjEcgEAiEG4lgTEBE5wIIMfPbRORg5sRez8+D2WTED2A+M/da47LlWLJP7+2RYlActwKYCWAHgP9h5mA2SluI6Nhjjz121TXXXEM5OTkAAF3XG9va2m4Lh8M9IxnLcDHIQNgbtvtD/qF+KZBg1vNfij3LCzbDLDf6eB/n2AGUA2g62OREBuYf9+Jx4UhOv0S6PGvGm9dLEnKJdpfrJSOuRpLZLsmGIxbM3arGHQPNK096O9xTGiQAZLqWAGAigIgHTb/7OSQkucJuGN0yWLM2YVrn8q7jaNcwQAyCdaD1/OBveUTgQcdhj+MAhhXH4Llp9xIgAgM8OMbd8+65zu4EDzEPOn/3XIPmN38yAGKy5h8U3q6/93w9DPqopPyifl0vAQBZll+48cYbz4FAIBBkCSG2BaMeIioD8HVmvukgx50C4FEANzDzU6PRS5uIlgCYCrM++EVm/r8sxEDFxcXLb7/99vl+v9nAUFXVD5qbm3+mqmp8pOMZIU6AWTJSPmhsB0yRveIg546DudnxgHaHkqTROUt/e4XLGakGM7vd4ZnMkIlAAJh1aMmNtU1y4YAfxKT15wSSW8e3yblhT2JTXYcR8aS+NHzqoswgJusJVSIfA2Q3+FMlLoyUajbn4E89vddxg/7e13F7PkefmmOQtN7j/EF/8N7PH3C+fcVK+xn/1Ny754vLsmNFfvFXdcOALMvIy8ur/cY3vtEIQUaxuvIWMXNHtmMRCEYTYoOkYNTDzO1E5CUiBYDCzPsUhMz8FhHdAuAUAE+NJqFtlYs4YFbF3EdE5QBOJ6L1zPzGSGa3a2pqvvS9731vl9COx+MvNjU1PTSa3FoOl/Vn/mOuPeqJTHz3VBnAlwBMHPR0N4A/wvTLHsprboFZ/nNAsW0YCr/02hW/nz51+US/v6ts/LhNsy2hTQAMAmSput1LJKFvw9R/5U3btEhVJBmKroW7xjXH1Pwh1YcHZds0v65uGMqxRzOFzB90AvN0XUcgEHgTZgdQQQax7t5dSUR/YubtozHhIRBkA1GzLRgVWEJ6f8/JMG/716aE9t61zmQiwewq2UFEttFirweYCtuKPVX/+ySAKIBLiah8pIT2hRdemHvNNdc8UFRUBABIJBKvNDY2PnAkCW0A0BVtkmsg52oAd2C30A4C+C1MG7/XcWh2ecsxBLGmqi7d5esrCerOWHvStb5HAsP02TbAABEhGfJ1uoq6y5KBnPbOd05ZvvOFc9+IdZYOSWjHJbnEr6ubDiHuo5bx/d0v2RVFBQBN06rvvvvui7Md05EKEUnWwwbTIeeHgCm+sxuZQDA6EGJbMCo40OZF64LdAOA9q1Rkl7/2YEFtCUYNZnmUOgqcR3ZhfRlwALBb2Z6PAfwFpk/yl6xj/Ck3kExRXV39TE1NTco/+53Gxsb7M7leFsgHcO3MFy+4uPKTOXXWWBLAUwCuBvA3AOow5jVgWk0edDOmVtg5xV615ZxAwtOUAAwGJDCImfRQY82alr9+7u89Hyz4sGfFwvf0uGvIsTBISUhSKYSn9pAgAFWJ2POpv5PJ5O/q6+tHzRfwIwXremZY199LAJwN4ItENDPLoQkEowYhtgVZxbrluImIFh/k0P+FeTv/F0R0qdWiPeVUIg8S1mcD+Ks196j5YLUy2wmYLhdua/hZmDZzc63ylzsAHJ+pGC677LL5xx133OkAEIvFOpqamu45gjLaLpg12Q8DOBPmtc0A8AqAr8BsbBQ7zDX+jd3/7fYJkYH8uC1cy2rORFffQgai/RJAEhRIgLuibZLijtgUT8Tpm7hlfO70dTVDXVwncvg0TZSPHALFoYGNHkUJAICqqq6GhoZfZTumIwXrTuKu7DURfQfA4zDL5X6OQ/SnFwiOZITYFmQN62I9C8AkAEX7eT7lm52EactWCNN15C4iuoCIKqw6wVwiOhmAzMxrgT07TY4GLPFfC4AtdxQGUA9zA95lAP7KzG9m6ktCXV1dvcNhutxFIpH7DMM4Em7xKjA9slM2fimbt5UArgXwKwB9aVorAXNza+7gQWdBu6f6nEcv9o//pKSoqDnHmdd1UlhR3ZLdKKww4PVpSLAGTU/aB2BIuqemqbxg9uq59txA8VAX1kjyxiS5UgIPJyt/VDMhFHgy1cLTMIxrHnzwwdyDnCI4CNY12bB+n09ELwG4G+YNhZ8BuJ2Zx4SrkUAwEgixLcga1q3H/wJwAjM/Z5VapBrY5A/KuqYyKG/DFOd/gNkYph7ARiJ6G2YNbjmA563zM5rVHlQWsuvvgx1viesWZg4zs2HZFX4NwPsws/aLgD06ZaaNq6+++tpp06aNA4BwOLxyNDerOQQWA/g1gK/CtHwEgK0w60V/AtNtJN18iL2y27rq0I2kM6SrDrWkemNtu0w6CE7JABHANgl2TiqaFvJ3aTFXMNZZ0hPZUblNdsY97vK2cYULlk8/2KI6weHV1YYMvJ4jHk8i3p8r0RYA0HWdenp6Xsl2TGMd6xpVTETfh7nZeAlM68xTmflmy9JUPtBeHIHgaEJY/wmyxt471YnIxswqES0F8CKAHwG4M1XPnXre+t0F4BswRSoAfMDMGbf2sjZrfg5mbfClMEtB/sHM24biKEJEFwBYBbMJz3EAfsvMa4noRgCfAfBnmDZzLcz8XDpi/s53vmOrrq4OlpWVOTVN09va2q6KRCK96Zg7S0yDWec+uPNiB4AnklPWNILJsG+elckW5uNhlqg0Dx50OiLK+Wc/8D+aovqIdclj12qSEmQFgKTBMFQKEklS+xtnPJU3bcMssifc4eaajUbcHQ+sn968z5VgbooEAKehd2bwNR3RaETymoKSG1RNIyJCTk7O8dddd90H2Y5rLGLdcZwD4BqY10AA+D2A25h5h5V4GJz5djJzPBv9BASC0YLIbAuyxt471VNCGsD3AWwB8F8AWojostTzVkZZYeYYM9/NzPXWYySE9jiYreI/YuYHAdwIU3i9QURV+9q0uQ/i1nn5AL6bKnmBWa9dBrPWMZwuoQ0AzPxYWVmZEwAikUj9GBbalQD+B8Bd2C20gzDrtL8O4N/JyevmJSevm5vhOBphljPtQUlxc35CtfU1DJT+a43hb1QNxOwAoIOJwLKdvcyS4Z+0eYrsCefa/KFiR+5AnqEqmrOoy/+pVSw0Ip8Q2oeHwqyXauobAMDMCIfDL2Q7prEIEbkBXADzenU5zGz2DwDcCmAnEdmt62DqDuWlABqJaJ4Q2oKjGSG2BaMKMlusr4TZhOQEmJnjR4hoeeqCzcyaZTG1R133CIR3LoAVzNwAAMz8DoDvANgJ4K9ENMcaP9CHSgzAI8z8C2ZOpuIHcJ41Ty0zP5qugK+55prxM2fOvBQAYrHYQGdn5zPpmnsEyYMppn8FYL41loRZRvQVAP+A6UID92sXvOB+/fyXRyCmtQCmDB5o3jGt671PTqsPeWIlJTqTQrCRAcgEYoCYATXkbXcV9dTGewvaAh/PeDvYMKHBX9cwxTOupWxfi0QludKja6IZSxqoDPS+57IpcQDQNK3wrrvuui7bMY1BdJhdWBcDCAF4A6bDT9C6NieBPRIpVwIowZ4+9wLBUYcoIxGMaqxykbkAboCZVX4SZka423q+BEBXJrMmliAuAfAnAGcxc8waY6t20Q9TKL8Ks3vlliGWlJB1vg/mh9cr6XYHufnmm9dMnz59FgD09vb+pKura2U6588wLgAXWo9UfbwBsz7/jwCynaE/FcC7MIU/SFYlZ1Grz1XYUjRz9hs/ygFseQZcAMAMgxhGuKVqpRp2Dxhxb7z/41lb9JhblZ0xRU/adRjyHv9eDJAtpChTczR13ci/tCOTfo9v3Ga78wpmhizLqs/nc1933XX7tR0V7GbQ9UqGeZfpGJgbhkMw7zQRzH0SU2DunTgHwGwAj8G8ZguxIThqEZsXBFlhqPV7zBwD8C8i+hjAWTBLMJqI6DYAvwRwL8xbmBszFaslgNuJqAdmvfaTg+oRFWsz0JUwBWATEf2YmUODX+O+Xq/1wUXMHALwUrrjvvbaay9YvHjxLAAIhUIbx5DQlmC2s/9P7On88QFMa7GWfZ2UBd4GGYWuwtZYrKciVDzv1VlFE1df5Q75NpbrxFFV2gG7PkmVgCDAvjhirpLOKZ5yw65G3b3hptodesyl5kzdMD7eXdwX3Vm1x5cHjciTo6mfZOvFHYnkRUItPrenI6hqpbqu28Lh8J8BXJTtuMYCqeuX5f60g5mbAbwwaK9NMcw7d2fBLANsYuZnrGtkyoHpSLEaFQgOCVFGIsgKqYvvoHKQGiL6ygGOD8DcPLgUZs3utQDCANzMnDGhnYLMZjNJAAuIqGBQXJr182mYtcNfhpml3qOcZG+hnSp7yVS2p76+XqqpqXlEkiQYhsGhUOi+TKyTAY4D8H8wN1+lhHYDzFrt2zB6hDYAGO7S5mNLF754pX/8+tJQ07RGT9C/Pk8j3Qa25dr1SWCwYgC5BiS7DW4t5upNhjztJGuSb8KWGhDDVdxd5ijo3cOOTiXJn5CkIogGNmmnrr/3D4osAwAMw/jcr371q8oshzTmsNyUUqV7qZKRbmYOWXto1jDzM4OfF0JbcDQjxLZgRCGi44noq0RUwKb1X2pT5I0wxfN+sWoCdzLzbTB3waswvbdTLiEZg5kjAP4FM9t63ODnaHdzh28AiAC4hohy9zomh4i+bTmtZNwDfOXKlXdWVVXlA8DAwMCLAwMDo73BRA3MOxQ/AlBljXXC9Oz9LsyNWFnHV7OhuPKMP58pOyMKACQChW8FGma9H2mr7Yl21ARW/u0b9+9omPOyqto6GTBAIDAMbcDdElTlkK5odsUTKbB5o5W+uobjFHfU0fry0nf6187eNngdBiSfrm3bdxSCw8GhqdEC8BoAMAwDgUDgtWzHNBYZlOk2Bv+9v+MEgqMZIbYFIwozr4TpIPECEd0DAEQ0F4Cfmf+4r3P2I6SXAniImbfvbSGYKZj5AQCbAfyYiGoHjRuD/GQvhmnhVw7sFuIwa45vAHDqoLGMcMcdd+RNmTLlOwCQSCTifX19j2dyvcMkF8A3YZYDzbbGogAeYzK+vvr8pxyN896t3e/ZI4zsjDplRzRfUpIyAOgxX6J/w/wuPe6pAQBmCTva69qaJEd/i25rUnVoMUOODTTWrVFsusfui1SSxHY97uzpWzXvDS3iSVjGDbuISXK5TuSEyGpnjJrerr87bDYdAHRdn/zzn/98WbZjEggERy6iZlsw4jDzn4joIwDLLd/pbpi71mE1c9H2uuU4m4h0AOsHZcJ/BlO0A8BIZk4uB7ABwFeJ6HZmDgJmOYlVk/geEdXD7KZ2tiXEJWbuIqLFzLw10wHG4/F6v9+vAEA4HH4omUwebpvyTGCHaSF2EQCnNWbA9Ff/E4AgSwbpNtWp2ZNpbfBzOAQ2zW0JbJq7dynLdpibxQAAquowmNjuSNr6iPQyRTEkf2XzVMWAkbRBlkP2gD5Q2BZtL+/ZW2gDgEGkeHRtNJXLHHFIACqS8X9uJ/k8AIjFYk8ByMluVGMf4aUtEOwbkdkWjDjWhpnNAJ4DUA1gJoDHiGgBMyctgSoPqul2ACiFWWoAAGDm/lQ2eyRrAZl5G4BbAHwLwGm0Z0v5VBwPwCyB2GN8KEKbiBTL3WRY3HDDDQumTp16BgCEQqHWrq6u14c7V4YgmC4eD8JsUZ8S2h/AzHA/BOtLlKQrPPeZy/4x8d1Td9Xkb5q0qXBb7bb8kQ15SGwGMHPC+LXlHmfUbgt5tubYY1MVh+FUDFKdBQO1sgybrJEaba3aABDJ7ojdntu/RzfKiKyMd+taa5Zew1FFyUD/Wo/NFgYAXdf9d955523ZjmmsMdhyVQhtgWD/CLEtGHFSmwphOnB8CLP1+k4A7xFRvVXPradqupn5PZjZw/OJ6IQshb0LZr4DwCswN2qeZo3xoFKSMIDi1PghTn8dzA2Ch0x9fT3l5eU9JcsymBmRSORnw5kngxwDs2nPt7G7KUwTgJtgbn7cCQAts1dWf7zsuYUfXvTkuXtPsHzB8lOWL1i+aGTCPSS0BXP/fvKi4/9+68Lj/36hktM7P2pjNxNANsOrG9DJgG5nZpsz4VXD7v7SE99ZknvMJxN9dVvLJFtSZkDWQS7aveFMkGHGhweelCy9qOv6Db/+9a9dWQ5p1JMS2NYdu5Tbktu6Bi4kotuJqCK7UQoEowshtgXZxA3gfmZ+Fqb7xOUwPVrbieiW1EFWxmQLgHsAFIxQA5uDcSHMDOxXiegUYI8vEQaA3wxz3ocBnEFE8w965F6sXbv26zU1NeMAoL+//93+/v7tw4wh3ZTBrFe/E0CdNdYP07rxWzAbxAAAks6osmPWqiUx70CRLeYa2Huipa8ufemM1894czhBRNwR5ZEv/fbzjZfd/9XoSS/MGc4cB8JmS36karKe6+88qUBTYnK/NwgGWIaUYGgMkBp2d7nKOieTTXUk+vJbIzsrWvNnr15Qcc4/l+reeKlfVzekOy7B/vHFot05stwCALquy4FA4PlsxzTaGCSuZWBXYkG27kAWE9FNAO4iopUA3gFQC2Ba9iIWCEYfoqmNIGsQkc/ymE79LcFsf34JzOxnEsB1KQspIloCoIKZH8tGvHtDRLNglj7MBnA7gOUAZsCs/fzboPryQ533CphfPhYNtUTmgQcecBJRX35+viuZTGptbW1XxGKx0MHPzChemP8tz8Hu/SFJAH+xHvF9ndRf0eL39BZG7XF3WpuNqIoqPX/ecyceryc8xY11G53rFuy/MyMZIEmXWLcN6f0fV7mp0O/r9QM8d+qk5XM03d7itwVPiTt1yWDzWyVJUJJJhHmgoJWUpENPuENtLy972VnSmWcr7KlpXXd8jzsuNaTr9QqGhibJ9tX5hddrmg5JkuDz+SZ961vfyvjeirGKdX0aB2AWgM8CeBtmGdhOAPcDkJk5kb0IBYLRh9ggKcgKVrbERUReZm4HdtVebyOin8MsMfkGgCeJ6G6YF/RymOJtVNQHMvNaIvoeTDG5yHo8wsyHayX2e5iv/QvW7wels7PzN9OmTXMBwMDAwJNZFtoSzMYWX4ApuFO8AfP1HLDzY17ruOCBnh8uNs1mXPSX/3h7KMcWz319hqes8diWly/7o544uOivGbd+mt/fW+N0hMoVm+a3y/pUKIbsIEgSQWKGpjM4YsgJqa+g1Vu1Y0aiz7NTi/gSkRZnV7KpLuohLQzZINYVkQEZQRRDTxYZxvvtwALDMBAOh1/FoP0hAoCIzoR5nfsKgPUAVsLsHvllAM8DiDFz3Dp2NNx5FAhGFSKzLRgxBrX7nQ2gAGZd850w2/neCvPfozHo+ByYbYHPA9AMYA0zbxitncjSGRcRLQTwDIDJzHxA//G77757QklJyVaHw0HhcHigtbX1CsMwsvX+zAJwNczMV4pPADwCIG2+0SFvyGZP2nVH0pGR1+mr3ljkKd8+ruP9s1aBD15tZ7fF5epxn5TNn/vizVFVUZ2a7JPdUY9GkBQDSVmCLQxwu2EfKG4p3pToqNhpJFyJgY3TWorPeOP8aFdJqyenl0k2lI43T1uRidck2D8GgLVFZf8dV1UbALhcrs//4Ac/eCrLYY0arEZed8Lc1P4izI3OXwWwkplX7ct+lYhqAHiYef1oSI4IBNlE1GwLRoxBF9vPwuwEuA1mE5gSq2GNsdfxA8y8npnvZOY/MvMGa3xUCe1B3SDTFhczLwfwJoD/Ptixuq4/63A4CAAikcjPsiS0S7G7y2NKaHcAuAPAD5FGoQ0AT1/09GefP+/5U/b3fGzha9Pjs5aPH+78oeap3R3LzxmS0AaApOrUO7tqeqKqo7NTop5NbtUZUiBFZRjxsLtbZxjxfn9DmZT0+2t2LvDVNE1xV+ysAhOCLeNaeMDTHGkZtyPcPK55uDELho8EoCoRfy71dzKZfOzXv/61yNBaMHMvM3+FmV8AkEoq/BlADRHZ2WzhLhHRUiI6n4iehXl38uupzZNZfQECQZYRZSSCEWFQVvs0mBnqrdb4mQBC1u+yddF2wWxy0zlas9iDyeAHyX8DWEtEjzDzPuuLf/KTn3x20qRJswCgt7d3Y19f37oMxbI/XAD+A6Zndup6EgfwFIC/wezymXYmb578oT/oj+zveb24bQLFXQNYi/3XZaeZYKgwHg0Wry73dU+PQYWXwJoEyeGPVvQAWsCXzBufsIUMYmImQ3EmPCHZNtGrSb15M9fN7Xjr1LfUYM5o9EQ/KigM9m9qLyoLhFU1V9d118DAwL0w3YEEFtb1OGW52m/1SziFiP4bpo1rg/VzDcx9J1EA4t+04KhHlJEIRgyrhfldAL7LzBHLb/tT9bCWz/QFAJ612qQftRDRjQBmM/NFez9XX1+vdHd3dxUVFeVpmsbt7e1XhsPhnpEKDaZf9hUA8gaNvw6zLrtvhOLYJyxpBJaYhpiZThdLT3/0wpLilks1A3JCBrkkSIoBJAwkYnF3r70/p0O2qY5k2NcfbKjb2t54jDvPGWjxVO0oHtgyaScMWVyQs0jU6cr72O3FhLRdAAAgAElEQVT7pmEYkGWZc3Jycq+99tqM7CE4UiCiLwC4Cub/95sBNDGz8IoXCAYhMtuCEcHKbAeIKArLR3hfQtsaD1rHzQPw1shFOSr5OYCNRHQqM+9hebd169Y7Jk6cmAcAvb29fx9BoT0Z5kapiYPGNsO0LRwVLg5k7LnJsGPihuLW6WvmTH/lM687Ir6MZNsBIDenZ45EsCsEo1dVBiKS7vQDkpOY9P7cdiKiWHfRDl9N07E6kOdrmPxXLeLFwKapOzIVk2DouOOx/lxvTkOfYdTpuk4DAwMvAlicjViI6Acw+wsApp3eM8x8yHae1jyAuU+mF8BHadjEPZitMLu+vg9ga8qFaSzclRQIRgpRsy0YEQY1fZkF4IuAeTE+wM71V0cqttEMM8cAfA/AvSmfWwB44okniiorK78DANFoND4wMPD4CISTD9OS8WfYLbT7APwCwA+QZaEddUWVP/znH85ZdeyqTzXU0BwJm+aM+zSbKu/r3HQRi3kbYUDXGaqiaG6Xwo4OzRGJxZ39lBMoG9g4ZV3Xe4s/ivYWd7MEKWfqhqpMxiM4dOp6O5+yKeaXNcMwFt13332zRzoGInoVwGvM/Iz1+CmAp4mo9hDmyCWip2GK658y8/UAAkjztZWZVwLoBuAHMCPV0EYIbYFgN0JsC0YMK5P9EoAfE9F0q0Mkp1qeA3vYRhkApgzqyng08yzMD8mrUgPt7e1/crlcMgAEAoFf6rqesWwtABuAi2G2Uj/VGlMB1AP4Gsy7D1kvf2Bi6LJu02X9U4K68pNjW+f/6ctPewL5+/T2Phxs3n5H7qTVFSADKz4869lYc0Vbj0Tc64C9T4GUC01OJB0hw1C0eHdRv+ukf88NFnUXe3L6bZI9bk93PILDQ2Y2SnTtbQBgZoRCoZdGcn0iusha+6O9nroT5v+DQ+U3AD7YK4v9GoDrDy/C3QzaHP5XZn6fmT8SJSQCwacRNduCEYeIVgMogWn39wQzR63xXfZRRHQ5gFZmfiN7kY4eLLvElwFMueeeeyaWlpaukCQJfX197Z2dnV/N4NLHw7TyKxk09h5Mu8bODK67B1vqthTosi5N3Ty1e6TW3Bc2f5/TW9lQ2r9xblPKqaRo7uvH1I5fe0FRxNVJhqy5tejJgZyopkm6Enbr/vKEpMtdxZ2KZIRCPQU7pKq2uYGQt6sg4N8ZbaneEess7dUi3mQ2X5fg06wpKvtBTFUdAOB0Or9y/fXXD7cr7CFhZbU/sjLRg8drYbr65DFz4CBzzAHwOjPnHei4sYSwDxSMZURmWzBiDMpS/y/Mf3v/B+C3RHQJAFhOJDlEdDKAWiG0d8PMawA8R0Q3M/OfJEmCYRiIRqO3Z2jJUgA3A7gRu4V2E0x7v7swQkJbz+1xxee8W7di/vuLVhy/4sSRWPNA5ExYNz5vyofLnPmdntRY3ycLNid2THhNS7h6ZQ1u8ofdblcyP0e1JV0Bb2sMpMZhxDvzByrikxrm9XhiTt5Wu7pnxcLVudPXz/LWNJZl8zUJ9s24WOSZ1I02VVV/9Ytf/GKkPi/nYh9WmYPqtecOYY4bAHyYzqCyweAyQyG0BWMZIbYFGYNMdt3ST22IZOY/w/zAeAnA5wH8kYgiRLQc5ka7ZTAbJ4huZHty45w5c66sqKioBYCenp4PQ6FQS5rXsAO4FMCvsftDPQLgQQDfAvBxmtc7IOqEjVXJyWvPOGvlcSuWvbLsZQAIFnV43rv84f+3Y+aqT9U7G7KW0X8vfesXbOlcsbQ+3lu2yyVHj3u0tSvPWbmqf9ymFl0pSDZXblI0qCF70uX1hEsKDd3mL+oaR1GH7tUkZ3mSEqXVTXW+8dvKez6Yu0LxhL2lp7wxL5NxCw6d/HBwu09RugFA13V7LBZ7bISWzsWB3XyGUrd9BoDtRDSHiL5CRBcR0Q+I6Iz0hJhZiKgI2LXXh6yxXCL6LhGdTUQTDzyDQDC6EPWwgrSTut1nZSJ0IqqE6cfcnbr9ycw7AXyGiObCrAduh1mn/QEzv5eaS2QzdvPUU08FOjo6bACgqqoRjUbvTfMS+yoZeRXA4wBG1P5s4+SNRT2FPbknrFjQoLSN6/R2VA0k7UkZABxRT9LTn9/iGsjbo7Nm3Bu0f3Thn/+zuGHy+3XLT96cibiMpFOPtE7YQwj5SrflFi547f+zd97hdZxV/v+embm9qPduuci9xnZsx05xGimEkISEEJa2u4QACVk6u7AECAHyY2GJl5pAgBSUQCCk24md4hL3brnIkqzeru7V7VPe8/tj7nXk3iRLiufzPH6kO+87M2cka+bMec/5nptj7eWb3Q1FQhvTAJchiSxZuBwMWSLoZEAtklVbh8ScJ2teJau3zDW3u7pr7aJ/JgM5ASMZG/RccotzpzoU+PN2X+aXDMOAEOKuRx555Cuf//znu4bqfCl51FNxJnOymfk3A46/nIgymfnZszLw/HEZEeUw8y8BzCCiL8IMzLQA2A2gjYieYua3htVKC4vTxHK2LQadtIOciqLcCeBjMCWn/k5ErwB4mZmTqel7ALwF4E1mDg+HvaOFPXv2/GTixIlOAAgEAlvi8bgTpgyfC8BmALMAdAFQYba53wlgPMy/8x0wlWDaU4crArANwFQAXpjyZtMHnK4LwCMwFQYmAGgCUJP66oOpTJI+ZyR13HEwpcqyYT7s0+NBmJG6MTAVS4pS50yPB2A2NqoAUAegorOgc2ZDVYN+yepLipT2iq4NszfMOTD2wMLrXrruN/6wv3L6C7foMF/OFqevyR7zFGe1ljXn148fA1P7ex+AKTAf0HYA+QPOGT/3axKB/MKGi+ZMX1m1p6M0Etg9r8Df2ROPzt883WBmTYHNqUHLlmBnQ2ImAgtSw3ZWtFB2ODcjmN0bKChGT06d7lKzMybuuyxxsGpzxHCX2YQIAIAmSdluw2iISXIFAYZTGG1xWa6wCdHDgKJLUqbH0OujslJNzEmHEN0JWS61C9FlELkMIl96XGKO24ToS8pysUOIDp3IZxB50uMyc1RhDiclqdBhGG2aJGUJIteA8bDMHFclKd9pGC1JScpjIkd6XBEiSICuSVKuyzCaEpJczIDsFkZTTJarRuU16Xowi9DYA1QKIaiurq7zXBbbmPlUO2efYjwIU8LvhAxw2Ocw89H1HD8C8AyAke5svwXguVTL938F0APgg8z8Wro/AxF9nYjWnEhC1sJiJGEVSFoMKgM6Rc4E8HGYN80dMOX+boDp9GwE8Admfj21RDgDZtGPlaN9ApYtW5bv9XrbXC6XHIvFEs3NzfcKIdpPvedJsQG4JfXPltoWBfBHmMWYwybdlbQnpaQjqfjDfhUA6sfUZ9dN2FO1cNPsPZldRbGBc4U7bIOQWUq4z+tDN3vK2jG54zZfndeTW1ffMnEPFTdWzP3nlPnqHf8syM7qmxBWQF0Aj9chendN3uicuHdmQ09eq54VzCS7Lk8MeLv790zeRBJTojs3kDN780Xd6+avTXQVWE1URhAJkjJ25eZ/XtV0iYjg9/svue+++94ZinOlHOU+ALceL/pMRAzgaykpwFMdIy33d7yxKwdZa3vQIKIcAPNhqqnkALibmR9LjaWfL5cA+B2AzzOzJRNrMeKxcrYtBpUBaR/zAPwyJQl1gJn/E8AdAJoBLALwP0T0EIAJzLwFgI2IPjA8Vo98gsHg02mpv3A4/HMhRBbMSO3ZMgnA/8L8naQd7eUA/h1mvvywauQ6VIdIO9oAUH2wOjClM6935weeu6u3vOGIZfTo1X+9MXbF3897Lmqso6Ir1Fa91qVo7ukT116b4e+cF5+3LdufEaq0ESSdIHkY6NSUqLO0uUwNZNY7D1a9OxZsz4k7ov31Y7b5qg9MdBe3ViS6CkKtr1yzwnK0RxYqSZlCkjKKNO01wJQCjEQizw/V+U6lMpLipHMGHKP3JGOzztC0IYeInCkn+gkA/wTwGkypwtfT4wOkYmfAXJHaNFz2WlicCZazbTHoENFcAFFm3pf6nNYSrobZoOVDAA4A+AKAF4jof2F2JHQOg7kjngcffHBBdXX1ZQAQDAbbA4HAapjpFqVncTgPgM/BVBRJN385COArMNVhRqyzl9M0pjO/fvxqf2fREelGtgMTN9r3T9l2Pm2R7AmZJF3qfPearQ2NU7c07p/1un/H2JBa1G2TZeEQDGFjsCygepx6hjOzv9TvjuTEMsMZcU2O2VtKg+78nhLFFc9offWaN4RmN4TqMM7nNVicGlWSctyG3lIc7N3gttliAGAYRtZDDz301VPtew4cxMmLIE+ni+Sp0k1Ox6kfdAYUO9KAbTIR1QB4GKZznQFgATN/AsDPAPwfADBzIvVVMPMvAFzLzIGBfRosLEYq1n9Si6GgE8ByIvKmtLNVIioCUMPM25l5KzPfDFNWLgLz5trMzH8bTqNHIrW1teRyuY4n9Sdg5rufdkc5ABfDVBm5JvVZhamXfT9MFZgRjbc3Lz7+7aU7bUnnEU6pc8e8Jvu+aYdTalYuWTnx+eufnz+UtuTOeHNq0cIXb7d5gvb6hulte/dfdMjmDo/pyQ37IoBuECjDAHIZikcAkoE4yWy3F7WO0b3RLH3M/nIt5owdfPLOJ9hQrFy+EUhckgvdhtGC1CpPZSz8VNpH1HX9B8uWLbOdbP9zYDOO4yinu0eeZvrHChzn3jAgn/uM274PBqnIdH46Qp16LtwLszHWhwB8ipkvZuZ1qZSR5QA2peZhoGOd7slgdaq0GA1YzrbFUBAE8N8A1gH4REr+rwtAd8oBtwEAM/8PgL/AvMHeB5hRjuExeWRSV1f3uZKSknIA6O3tXR8KhQZK/cVhrhac6u84E6bu7jfwXgHWNgCfB/AchjllZLAJ+8L+qCd6OooNZ01//bT9wX0zl2ux91Jd8t6e1W7fNPOt3saqdQ0K0KGASJdYY2iBuCcQlkiUO/vzSxhynipp3srmi535Xf6htNPirJFUSSqUcLiQGxnRSJtfltsBwDAMJRgM1g7Ruf8CU7rvaJbCdKJPh1+f5BgHhzlf+49EdDuASwC8BLMz5m8BlDPzE8DhyHc6+v0DAHcQkYOZhRXJthiNWP9pLQaVVDQiBHPpzwPAnopAzAPwIWaOMLM2wKneDCBvQNtfayk9RW1trbOwsPDHAKCqqohEIseT+nsdJ18uXgAzmn1x6nMY5tLsfwHoGERzBx1BAk9+5Mmr31r01jGauuHcLnf9tE0l26dsP6YhzI0v3PjuHX+5Y0hbbCd6i6KBXfMb0l0kczPafFTY6Vcn7Z0eLOquBsPIFiDFJuxMQE8wp5lsmsdm1z1ggkKAnnCE9ZhLBRju0uYcyZ60XjRHCCpJ/gxd23709rHB3j8rsvlrEkLc9Mgjj1QM9rlThZGB42hi/3vq3xEQ0TNE9G9HHWMFgBVE9NUB8zJhqpEMZcfZEzLASf4dgCdh3rv2A6hm5v9KNTWTADMCno5Yp5SrbsZ7beat3gsWow5L+s9i0EhLMgEAM28HUDVgOBuAO/0hdWP1wJSV22jpaR9LXV3d/9XU1LgBs0AykUhEjjNNwPwZxmGm5KTxwMyDv2zAtrcB/AZAaGgsHgIIxHSsXFrD3Hdm7atoWtDFjlBZS9kfsoJZyePtfr6YOW35bVpuxzRW3c3OsK+rxBbLtrGQdBkSyXCUFLSMd4GVRMTTBkPW7RnhMkUkglFZHu/LDB7Inb1pbnDPxB39+ya0DOd1WAAGkSshycV2QxyT12zXtUQOeHMnMEsIgWAwuBymvOagwsxXEtGP0qkjMFewbh3QRXIgs3CctBBmvjXVyObXAzbfysybB9ve02GA8/wsEa0A0M/MtwGmI57KxT5ilY2IHDCba7kB/DcR/ZqZz0v3WguLwcSS/rM4J9I3yVRHr88AqGPm36e3D5g3Cabu87eZ+fupbZ8G0MTMK9KSTsNyESOQn//85+XZ2dmNDoeDotFotKWl5U4hxInSPewwdavTzVZmwMyDTEe8wwB+CWBI5MrOB+HcLndvxcGC8p3TDqmTtlbqbeWdvTkBb1QoYlLdpCFrMnIq8ma9MclTUj8zJ2CrQm6gTNo061XP3DXXeN1qTpaArEqgPgISAf+BXG+kSJaEnTrz69ScvnInGUpo54ytnesWbs8saBXJntx+odmtlZ1hRiPJJzMnJLB2vHEBYGte0TeTmiYDgMfjuf7LX/7yi+fVyFFKqobHIKKpMKPb85g5dpx5EoBKALfCDBo4APwXM5+vLp4WFoOKFdm2OC1O5AwPcKj/DcAnYbb1PqZohZl3E9FvAPwXEd0EM/dwCoAbU+OWoz2AWCz2TFFREQFAOBx++CSONmAWOhbDjP5cAeDDA8Y2wVQZOVn75xHNpg8/8QHVEfcbdjUjW8erqNl6pSPu+mfF7pmtw22bHvdEZWesQInne/n5DzydP2lXtWFTPT4ByVwPh8g0YBCz5BAAG3LccMa94V0T34oEsnozqhrH+Soa8mMNlXvpfZY7PxpJSlKOTpLXY+hNJ5ojASjVEi/UQ/4gACQSiadhNkWyOAXpVBFm3kFE3wCQS0TNA+//qVbtV8JMG5kEU5L0LwDqiehjANYyc/3RAR0Li5GMFdm2OGeIaDbMyveVMP3mY/RdU/OqYUrOVcFsmvIMM2+1bppH8v3vf/+q8ePHvwoAfX19zR0dHfecxm65AL4DswsjACQAPArz5zyq2XnlPy+yxzyR3ENj2rNayoOHLlk+vbWicca0l26u9fbmxYfbPkdOm2cB1X3JX94Z9JUfmq4lneT0hfwMITpskOwEhSKOTtmh+d2GEEE4NGdfRmuAFT3pSrrLE4rctW9Shz0pH0h05wfVvuzocF/ThUpMVsrdhn7o1DOB7XlF90U1zQcAdrv9h9/4xje+ObTWvf9IycIqzBwjogyYKTFfAnA9zOLt+wG0M7Oamj8WwEeZ+YHhstnC4mywCiQtTkpKA/XuVPX4EdsHfNwMIMbMPSdytAGAmeuZ+VYAlzPzt5h5a2q75WinqK2tlfx+/x8BQAiBSCTyvdPY7SIAP8d7jnYjzAfWqHe03537buU7Va1TffUTDwVKmgo6x+0p8Bwa2+yLerp53LYzkT0cMlyufpeYs6vaUdQ+LhHIbos2lW+Nthdu61Fg65NALlWOOYhlJ7HNsMEpYvaQHsjqQFdei9Fcul+2q5JDVnv94/dP85Q2n0ujIotzICbJpQ7DOO184KpI6AnJXL+AYRhfW7ZsmWvIjHv/shTAs0Q0GcADMNVJKgAsZOYPM3MTAA0wm9oA+BSA24lo4nAZbGFxNlhpJBanYgGATwOQiehtZk4v3QsAIKJlMKX+thBRITN3nCjlJJ2vx8wjtnHKcFNXV/e1mpqaAgDo6el5JxKJnEwxRAJwF45MG9kO4HsAhrVgcLAo7CjsK24r3pURykg2Vu+bE8vubZr20s3vuMfs6DPKD87md8Uu4vdiBkwC+xa/PjWjvbircN/kQS2ksvkDzpwpa6f07rx4p9afnQCA6VPeHJ+hqoWFhqEHIMeTrmSJu+yQ2+kNFTKDZIJNsxsKkSFF6yasDFe3TNN8aqZ3Z35Pcvv0gzKAZk+kTo16RU97ha9s2rvFrkBmKN5aMWrTfkYppEtSplsYp12g6ovHujM8/qY+ISoMw5D6+vpegJnGZXGaMPNLqU7CO2DKw36BmX8HvKdeMqCwMkFErQAaMExNeSwszhYrjcTihBCRH6Y284MwuzuGUg1q0kWRc2Dm0zHMApanAXyRmaNH3ygtTs2jjz7qZeZev99vTyaTektLy52qqp4oTcINs+vj7NTnOIBHYCqOlAM4raXwkUj9mPrsXZN2jbv6tas3OFTH4f8/SU/YpiSdhqzbBCuaxPaELMV8RxSxCVmnd+/4/Z2+zsJ9U5bfsH4w7fJV7s7Pm/nmTd1bFv8j3Gg68ldf8fhN7h5Xmc3bX9JZ0p0fgSTlwUCWoZPDLjKSBpIJGUQSFEfM0RcLZra0dpTWKxtn7yXNfsTfhnfa9jnFF6++NNZSvLXlxQ8Opw7yBUdCkvOcwug+0/10SVK2Zud/XdN1kiQJPp9v4n333Vc3FDa+3xhQLHk5gOcBFDBzNDV2WNnqqH1szMcvXLWwGMlYaSQWJ2MMgDwAEWbuBnB0x66PAfhD6usvAXwEwDtENDMt40REitWE4PRoa2v7vd/vtwNAMBj800kc7WIA/w/vOdqHANwH09EGzDbsGUNp61DRMnlL8b75by9pK2qbFPVE7QPHHFGfJus2c0VFt4mjHW0AkAyF5zxz11OTV1w3qI42AIQbJ3U1vfQvj4UbJ3eCBIoWPj93Q9uELdrrC4Itby95Nbxu7n6O23rDkqZosrAxwAIQCRkyEdDvSnojrGgZh0o6c6dvG2++o75HdHfN5v72oq5ET277CUywGAJ0kjwaSSfTqj8hihB6njDWAofTvl4bXOvevwzoAPkGgFdgFtini/GPcbRTWGo9FqMSywmyOBkHYDp21wOHK8mdAEBE0wA8zMxfYuaXYObb3QyzVfsmInqCiPzMrKedcyKqTDevsTiShx9+eMKYMWM+DADhcDjc19f39xNMnQHT0S5JfX4XZoR7oIO2AcCobJASye3Oy4Lh+MSfPv6n7D4zVQMAIjndrnBul/tk+6axJZ1GOrWktbjVF8wI2k+xy2nhzGn3FC3656XO3DYvANgzeyq8uW1lrrmbavpvevnmxPiDmUZ2f7luZ6dDgUcIaDZdUZ0MikmQo0x6WLMn3MXtBc6c3nxI4vDfgqeiIS9n1qaJ7asXv9m2YcGwq6xcSDAgeQ1t/9nuXxboft1ps2kAYBhG2U9+8pM7Bs+69zcDAjH3ANgHnFyZasCzZDwRVaW7EVtYjHQsZ9viuKSc4iiAjQD+QUTfBQ7nzckwm6McjgYxcz8zvwbgX2BGKGYC6CKi/0wdbzaAn1gSf8dHCPGszWYjAIhEIj88wc/pGgD/DbNhDQDUwkzxOToCrgMogJlOMqIIlDZlbLr5yWv78zo8xxuvefOqbfOe+uTTzoT7iMhW3WWvLN1zxUvXnMm5enJ6XE995Kn/eOEDL1x1LjankZ0xh+LuL1CcEQdYQtNLn3hG1E/ZI/ICmbakbEiymvQFPe2VcSmpErhLBpFD9wqGCBpSPEOwXCIMche3Vca7c9rzF7wzU527cXxi5rYxNm/E48gJ5FcsenOSu6y1lEfpy9JoIyHJeRpJmXQOEVMJQFki/tf052Qy+diyZcusoMJpMCAfuzP1/DjM8VZEichFRC8C2AVTh/s6IpqSGrN+5hYjFqtA0uK4DHD2vk1EWwH8HxF9CmZBXjWAV5h5WzrvbsB+nUT0ZwBrAHwUwP2p5jUSgK8D7zXCOZ/XM5L53ve+d8uECROmAEAgEGgIBoM7jzPtowDSijAqzJbrJ2tSswfm72lEoTsSNt2R8OuO5AnvPcQS9lfvz143f93Cq1+7+vX87vxY+Za5a4VknFFwQLWrsifqaak4VLH33C0Hoq3VgWhr9ROHN7CEaHuB2lTqcOTYgoL84QkggQSg6ATECbIuQA5NjuhOw3lAscXdffmd+ZoifNX1U424K8xhSUAxVCOc1aeFfcH+tuJ2taMgHpVtY32GNih2W5wYBhS30JvP9Ti54eD+9ryivoimZRmG4QyFQo/AjNZanCHpAvvjPSOYOU5ELQB+CvP+Vw7gWgA7rUCOxUjGKpC0OCGpyAIzM6eiB58C8HmYbcHvYOZX0/OOd2MkIi+AMpj5eAeZ+bKj51zo1NbWKt3d3V15eXlZhmFwa2vrp6LR6ED5RAnA5wCko7P9AL4L4HSWvX0wNc23D6rR54G68XW57168+oq5e2o22iRdDhW3VM/8x0dekQxlRN2wpvUHZ/vGblsi2/VDWWPrJ8U8kcz+zEgh4u5ej6HKWW41V4o4u1RfoiASd/XIW2a+JYIZ/Y7sQFa0paw92VXYDwD+mj2lroKOos63lmwASzBAThBIZh52HfH3K1FZqXIKo2OwfsZxpzNju9v/RSEEZFnmrKysrHvuuSc0GMe+ECGiJTADDA6Y97AVzLwz9VwR6c6TRPQvAOLMXGt1IrYYqVhpJBYnJFXkyKnvdzLz/QD+AaAFwMupvOz8AXl00lH7R2A6hQLAl1NzrOXxAdTV1X0/Ly8vCwB6e3tXHeVo2wF8E+852p0w87NPN780DGBUav/W7KvpuailaH/vpO1XCFmXiSWDhDTsD1FHVpe74rrf3+qv3l4EAG4kLo9OOpgVdhq28Pq56/Jl4XTosubRZD3Hoxb022BP2Nge0m3RPl8iL3vWpqUFC1dflTVtx+Kc6dumpo/bXzexpfPNyzaACd6KxnybOypFZGX88F3p+x8B2AfzZcaVSISyJNoPAIZhUF9f3yuDdewLDSIaD+BPAO4EcBmADwCoJaJqZo6kmuA4U9M3A6hJBX2G/R5hYXE8LGfb4pSkc+GIaBLMfOGFAG4DMB1AAxF9CziieIUGfPUCuJ+ZN6VuhlY1eYrHH388q6ys7D8AIJFIaKFQaNmAYRfMotO5qc8HcWwh5OnwLoBR57St+Njvbn9r0p5rdjmFLLpLumc9d8drA/W0zyfZU1ZXV930y09X3vCbOxVPyCk0e0SoDg2AlJMUCduauasyvKFM19TtU2NxZx9smpc90dwOGYZDANn2ZA61FO00Ip72nlBGSzTmCsaay3b2bJyzxZ4V8JRc8/ISV3FLlm/s/mJbRtCVPWPrbF9FQ67LMJpg3aOHhJgkl/gMfdDTdKp7u2ptirn6IoSY//Of/3z2qfaxeI8Bedc1MJWwPsXMVcx8FYD/ALCYiO4CzPqh1NyPAfCk1K+svG2LEYl1I7c4JQOiBUmYOtphmBHuqwF8H8CXiKiBiD581Hw/ADszP5c+1Hk0e8TT0tLypMfjUQAgGAz+Xtd1NTXkhuloTztTixkAACAASURBVEp93gZT7/xsGzlkAsg+F1vPN66ot9cVc7d7QhmHPFHPaTXo6cvsc6xasmpiwpEY1NUTPeaP6glPt57w9qjB3Gjza3e+HGme0AvgCoV1zRV3qfGy9up4RiQLnni2KkGOOXRvRIZdAiAUyI7yQzNrbLHcSGYsr1fYE5Ji2FxFHblCtet6xNNv80Y8WZN3TVfccUfnO4ve7t8/vsXOIhhSbNMH81osAI0kn0F0Wso2Z4rMLAoNfSUAMDPC4fBLQ3Ge9ysDnh2FAH7MzM8OGHsZwF8A2FIdJ0FEn4TZ0r3nfNtqYXEmWDnbFucEESkwoxD3AvgEgNUwHfLtRPQHAM8w84vDZ+HI5KGHHppdUVGxUZZl9Pf3B1tbWz+eGvLAdLTHpT6vB/AQTIWRs0WC6Wy/Lx5IbE/IpDqPWSFZP2d9xcY5G69dumLpM+MPjO893r7nAsmaBCYmRZeE6sz0V+2omJS7/ZPerrzVtvF7p3X7I7n+mDPg8YfKWYY9bIPijSDIRKQm3D2Z3nhJYM/EldGNc3bkT9o9NtZa0hlrK011imTYswMeNZAdBd4LziVJypYA3cbC6ro6SGgk+W0sIkh1wR0KtuYVfSWuaU4AcDqd93zta1/7v6E61/uJdM41EeXCrE35DjP3pJ4zSOtvE1E6GDEb5jPnX9mqb7AYwVjOtsWgQEQuABcD+C+YLd53AfAx87iT7ngBUltbS83NzfvLysqqmRnt7e1fCYVCe2Gm3DwAYGxq6joAP8a5OdppxsF0LuoH4VhDQqigzds2adu4sWsu225LHulMMwmo7qhNym/NiM9b+SHnhsXP2+uPbMcuSKCloiGrrKmqbyhSTsqv+dONzGDFGSvu2bp4f3bA3lhatPMT3rJ2IbL7yoRDzXCqctwRdnfaff0lATtcLgK5BUT365f+MTRj9xzjYPkevbSrwrZn/C5b3fjW07EzKisVLsNok2B1zjtX4pJcDAAuYbQN5XmCXn9Fnc3xcWaGLMtqVlaW+5577rFS6E6DAQ73IgDZzPz8gLEimEX6dwHohSl/+iQzN1nFkRYjGSuNxGJQSEUVVgL4IEyd7RkwuxpaRZFHUVdX94mysrJqAAgEAvtTjrYHZkpO2tFeA+BHGBxHGzCLKhOnnDWM9JUeygtUNF4Uze4+vMSvORJywttv37t4xdQ1d/32q32uhE3pLN0m9xYcE+lN+EOO5iXLb96/cOWko8dOByOr2xW77Pl5hr/PcbzxWEd5XbRtzO7+hskRLZKxu+hQRrZBHOnLDZRHAhlNHb3Z+6BTwpbVP8awwSEAoQtoalzuc+d35df4eisr8tvLqCunTZ1cN02duWPMsWdhyO4jO2c6DaMzKstVZ3NNFkciAcmhdrQBIDPS3+RT5C4AMAzDHgwGHx/qc75fGFCU/w6ASiL6ABEtJaIfAFgO4A6Ysn/fZOYfMnNTalfrOWMxYrGcbYtBI6WN2g8z325lOn3EKop8j9raWnt+fv7/AoCmaSIcDj8AU3Xk2wDSztfbAH6CwW9NHAEwZ5CPOWhwT35fVyivzhbKjgNmNHvjh564ee0dj97riHgjJGAkFV1xr7xhvRzMPWbJ2BnxqTlNVRtyDo05K2fKyOn06wWt00R2l+944z1bl+wL7FjY27t90fOJ3uKOLF2tsiednQW6JBLF3ZPYF81tkWQjLkGSGbINIK8AdbmFJzH2wByWIPXm9pbqU3YvktvzDkkdOcekunirGgqKl6643J7de7jpjwxOuITRrJPkPZvrsjAJy8o4mcV5SzWoDgWekGXT/xNC3Lls2bKC83Xu0U660JGZ/xdmmsh1MOtWugB8D2bayMsD9zm6xbtVLGkxkrCa2lgMBVsA/A0wo9qWs/0edXV1/1NTU+MFgEAg8Ho8Ho8C+BaAiakpa2C2Yx+KfNIQBi9SPuj05gb8Xbm91aGM0GZPzBPpHFuXn8gM1ghi2lTdWLPo+dt/UdhRHD16PyYBvbgpU2mrCNasuvqsNcXtB6Z02prGPUqa42Q/+4sAvAEAduaMboViHPF1qjZdgj3hK0/ak0Kj6EEHO+1RuTfLbuT5wUqPXdhVQLepjniJLeZumbJ3ocgO7S0qb+6NNlQ1xzsLQwCQ6MrvCx+o3qP1+49wCmXmZL+iTM/QxZazvb4LHQIMJaXNfD5wqmokB7yzC5gihEBfX99yANPO1/lHM+nodsphzgSwBMAymEWTRzQhIqI5MDsX22GuEK4E8FeYPQnYSi+xGAlYOdsWFueJX/7yl4Vut7vV5XJJsVgs2dzcfKcQ4osAFqembINZFDTUDvE0jLBGN+n27d6e/KiUymNWnTHl0Kz1Y+Nhf//aeRuXLn196T/HNIzpO3pfdcK24sSs1Tc6Ny/8h33v9DOVRjwTnDAf6P0AcFNny2c7HI5Nen6XL37lyqVSbs/4TB0COuJ5CrxaQgr6XCJHZ3BYl6Nq2N+url6w0gaBvrKuQqUjt6ti7IGJ/QfG7g0fGHdKu3Uit8TQJbB6qrkWRxKVlSqPoTec7/MKAFvyir6lappERPB6vZfdf//9q863HaMZIqqG6TzPhFnXUgUzLc4G4FEAHwagATgAM1hRBWADgCAz/2g4bLawOBorsm1hcZ4IBoPP5OTkSKnvfyeE+BTec7T3AvgBzk/kWYGpThI4D+c6KUl3VOkraco+NHPDAoAwt/bjf0+P2RNufeyaS+sAYOqOWX9Mb981cVfB1hlbZ93wwg2v+8N+VTk0tsvuCb+uNI3rHkJTJZBY7K/atT3cODEMQ2YCFAIhcdXKq3M8/QVJg7Q+G9tzdAVew+AYSJENcKsMNWwXNt2pO3nmzqnev9/whrOpuhsAGnWb4Zy78WIPeGP0wPiTOtwKcyyo2GZm6to2DKGSxvsNjSQfD1PKpASgWEu+2gjpWmZGLBZ7DkDWcNgyGklFpeuJ6FcA7obpUCsw0+G+DFMJ6y8A/sbMzxy1771EVMXMDVZ022K4sXK2LSzOAw8++OAlVVVViwAgFAr1hkIhD8yuaABwCKYKyfkqYNwMswXyeSOaGXC2T9h5TM5q84wN4w4sWnVzwb6JmzP212zeN3ZfzqmOpTpURbWrHkM2CACkuEd3bl60X0q4h/JFxZ89eV1/3qxVt/mrdxYXJePZApQw8nq8UlPJPj3hCjkC/hZFVaL9qqM/JkiVHIbHEKRKgYxmIpAhJ51GXneVVtpy2NliR9LGNs0lO5I2xRNxFF7++jxnXpf/REZ4DKNeJ2lINKLfrwjA5jX0YVPhKQoGNrptthgAGIaR+cMf/vAbw2XLKOY3AB5l5teY+SUASwFUA/g6gH9LO9pEZBuwz+swo96wHG2L4cZyti0shpja2lpyu91PSZIEIQR6enqeh5ljCJja19+G2Vr9fOKAGRU6LzTNXjep/uK3P5j0hAc+DFG6fVZ95YaL/1m+bc6hLeMOTnhz8ZvXnOgYYW/Y9vhdj99kSIb0ycc/+WxWMOu0mt2cDZItKWVNXF8h2RMyzG6eVb7yunIj6QiEGye2lybi5apEwfi8jbOMgu6SWNzdZ2SHyooV3a96orlhu3AAIEUoWqkjmSnrUqLQqea4XbH8+CXvLAYAtqsyaQ5DffmqFwK9eSEQg4gJdGK/wMaiPyFJBQJ0Xl+WRisxSS7lIx2wYaEq2v9Eul7PMIwHli1bZv3+ToMByiSCmZMAQETzAdwO4CZm/jEzhykFM2tp9Stm3gkgkW6AY2ExnFhpJBYWQ0xdXd0Xa2pqSgCgs7OzQVXVO2F2LonDjGgPRzpHI4BcmC/cQ56SULnx4l3ZhypbHFHfEVrRzohfLd05sxUAlry1ZE3MHXPsuObvC/qKm2c6Yp6ueU9/6vDSsCQkVnRFs+m2IS+49Zbty8+auPFaFvKLwb2zcwDUdW++vMFd1FhYdtUTH874y2UiJtw9cm+mh8eEchB1RkISlBhDt8ddQa8tnmMwGREmw61oLkdrwR4UddXYNESdXbltcEftieLOrMTMbbPYHfdT0h5Tnr7ln+2vL113KtvchtESk+USr6EfHOqfwyhHsjH3j4SGQP5YtCPD42sNanqJYRhKMBh8FsANw23XKOVDMNWuXk451szMh+9hzGwQkRem/OxbADqGyU4Li8NYkW0LiyGktrbWVVRU9EMAiMViRjAYzIJZZCdgNqxpHEbzNABzz8eJ3KGsZOH+SV3pzxtu++NNu694aTYARN1R5dFPPnr7vup9xYZk0LaqpvkxZ7xEdcVzBx7DE/Potz9z28uJSZsX7F28fOpQ2tvfMLmje/Olfwvun5GA+TuKxzoqg8m+vD5DdYUdqpQVvHrVZLVm/wypL7Nb2jF5mw2AKhDH+jkrmmxEvXZ2anbVtd9tOAPlHVPahS0aIrvhqGqcZf/g329092ZEnG/PX6McKtln2zNhx+naJoGTTiG6NJJOmG5iAYRl2zgafPnMs6Y60Puk8p4U4PWPPPJI5fBaNLoYIOXXA7MHAZjZGOhop+YpAB4B8BpMxzxw1PgxetyWTKDFUGM52xYWQ0hdXd2vMzIyXEIINDc3R2HKWAHA7wBsGkbTAFMK8Bh1j/OBs9/f5Qpl9QGAoisi5ozlrV2w9m5N0WRbT+H28a9f97M5f73z0aP3kwxZOMP+LlcoI8Q0NAH5xPS1VVrlvtxw46QuCHkmUuojABBunNzZsvyOV2RNkrWylhoomsu+Z/xeyRv2QILslOHSF757nSqxHGcIQVBcApI9qUSVnZNWO9oLDviVpDcjq2+se/KualtHUci9cskW57apjWdio8IiFpXl6sG+9vcTMouowuIYqcjhwm5oiVwWmwBACIFgMLhiuG0aTQzIu3bDVAYCER3hw6RSSXSYTW9eAPBYqhvlXUQ0h4iktBQtEc0mon856tgWFkOC5WxbWAwRP/3pT6uqqqo+xsxobm42hBDpSOSLMB8EI4G9AOad75PWrLhu3YGMiOdQ2SG/Q3WIybsnr8gIZuyqaqwKfOSZj6wYs3dyl6s/UwVMHe34/Ncna6UHs4gljHvj2jWZVbvmxJY+t/hU5zkbtHE7F6rjdk6B+WK0CsdJs5FAimPHpLVQlbg6prEiNqVuphqz9xgJRyBb03iGAbkKUAIKZJuA5mys3GYvPzRBLeyqbpdg9BhyGBmhbPNoDFK0M70XC7+u77Qa3RyfsKxMcAujZbjtOJqKQPdLDpuZBmUYRvXDDz9843DbNFoYEH3+NYAJRGQ/Oqqdhpl/x8y3DdDkjgL4GYB/ENFXiegVAP8GYOuQG25hAcvZtrAYMlRVfcbhcFAwGEQsFksvXe4E8NvhtOs4xPBexP28EMwMOg6MPTD/YNXBIgC4/M3L99z927sfdacURf58x5+vfemql2b0+/rt7IwrWsX++WpVXUV/Zq/jz3f++aObnCClvawxfbx3L3q34p0F74wbDNvcr93yjHvV9WthNrA5RtPaxUl7YM6OQrXmwAxSoBgFnaXIiBSykHUmIrudXRGAE4CREDC6NVsomRPMz7KpHpuQDElT4lHDEQ+rzgSTgGf83pLSa1++0ubrdx59LlI06USOuATWorI8jq021Uegk+SVzp+yzxkhAShVE8+nPyeTySdra2utFIbTYECxZAdMCcDriMgPAESUOXDO0RFvmI1uALMT5QMA1jHzvzPztvNhu4WFVSBpcUqISGFmnYiKAXQzs3bKnS5wfvCDH3xg3Lhxs+PxODo6DtfnBGDmaY80jeQdMBtBBM/XCfN68uJ3PH3H4/5+v7p38fKprv6MEADE/aGMCW9duaO9qH1BV15X/FDlodm3PH/D094VNz21+5KVi5LX/W1SZWPl1sLmsnbH3omHdbUbqhomqHbVvWjNov3napvcn5WE2Txj/fHGy0Rfaaysy019/hb7vrH12tQ9Uw01HlOgy3Alc8JJxAISDKcE2SBAkrU8EiGhNFbsctXV1KnXv3o7d2e1GSuuWKdO31nZPa5+olJfdkCPu45x7AsWvTMbYOpYdflxbfEYxj5BZJeZz1sb8pGOTuTxGHrTcNtxIvJDfTs784quiGiaX9d1z4EDBx4C8LXhtmuU8Q+YTW7mE9ECABuIaFPKEUc64k1EPgALANyT+toAYDIzJ1Lj0omi4xYWg4nVQdLitCGifgC3MPNrw23LSKa2tlbq7OzsyMnJyWtoaICu64DZrOYbMNM2RiIlMBvdnHah3ukiZJ36Clt9UYlQ2lLan+4QmeatT//iC46ot90Z9nclveHcuX/5xN+C/qC9o6DD11raWuQrOjC9xxsvsJNw5LWUr57+4i1vHX0OTdEkIQk41JO2Wj9dvAAmA3j36IGc6W+Nq+zTZ7mCLk9gweYq55aZGxC3q4lL1ixGvyfgqmye65DhiDNEtgAnGIauKv1J3ZYoUW1aeP3cNxyzNi3sV11hff1F6/WK5mKtvGWs59UrliuBnGNaiXvKG/NAjGhT1Qkb9qRSJg5ZDjcQlZVKhTnsEEbvcNtyMiJOV84ut+9zQgjIsiyysrL899xzz4jJLx8tpIod3Sn5P1s6EEREdgATYaaKfAbALphygZ8BsIOZ/5QOIg2X7RYXFlZk2+KkDIhqfwtAq+Von5o9e/Z8q6amJq+5uTntaANmQeRIdbQBoBVmOokNpkrJoNE8fVPFgdnv3lxvgzFn7aK/ztoyq6W1uNXnC/uS/rBfdYb9zUrc2e/w9ZaWBTPbASCzP1PN7M/srdlf09t5Z90luqRmR3qL14xdffn6pD0ptRW3+asaqw5H4m26bTCjU+UAthxvwJnTUca+2KzQpDgjN1CSWPxOHlgSsKlO+MOFcRmKU4AdgCRSuQwqKSzi/t5GQzKkReuvNGyaQ5LDxXJlUyv7Yj5kB8vUmTsmKq9fekzBbPRQ5Sm7YnoM42BClovchn7o3C999MIgxS5Ej41FZLhtORXeRLw30+tvDAhUGoYh9fX1vQDgsuG2a7SRKnYMD9DYlgCUAbgVwH/A9HE+w8x/AgAi+g2AXxHRP5h52CUhLS4crMi2xQlJL7ERkRtmCsRCZt5kRQROzGOPPeZj5h5VVe1dXYeV7t4E8P+G0azTxQdgOsxK/kEjltHnODR1c3Vz5cEZ5QfGb5iwbsn+X/3rrz6p2TTPZasue2bynkmdfSXNGW1XPXu3qhjuSCh/S+XeyZvKt150SCs9mGXkdmRSf1bYcXBiDwC88pHHb9hf2nLlpVtmPTZl5dVbiQe19KQI5stGz/EGc2eunFjhOXi3aCtbk5y2ay4cCR9YElCVODyxbDgMv0uH8AFyWAJkAwlJgoP67W1kOJMenYyIjW2yXfXYll/+t3hjVXdi+vZKOeZOKG1FASnqPSaV5HTQSPILQHGwGA7N9hFBv2yb5BZ6gzJKIvy6JClbs/O/ruk6EREyMjIm33vvvbuH267RDBF9CMB/AZgG4GFm/vqAMTszq0T0JQABZn78qH2tlBKLIcMqkLQ4GQOrv/cC2Jf6bN2QTkBra+vjiqIMdLTbAfzfMJp0JoQBDLqCgzuUlRy/dsmezKQjCpvmAIAZ22asdCQdoZg75iCWkN1SEbIF83e0eNQCzRMtVF1RF0s6xRe+drOR01WUdrQBwJ90xAt0Scsr23eFNqYuf5DNnYwTONoA0H9wamPOhmnNjs0z611r5q+SO4vq5caK7fDG82BIOgzoCRlSTIKgJPrjmhJJENjwqQWRzHBJn+rsj9gMm3SgemMs6k2AGMaE+smJ+RsXJedtnnK2RttY9Cdkufxs938/YGfRO1ocbQBQhNDzDH01ADAzwuGwtWp4FqRVSlJOdC3Me1hZ2tFO6W4D763Y/RzAM0cfZ0Ce92Iiyh5quy0uLCxn+wIkffMhogoiqiKiitRnecAcKdWJazqAOwH8O4CriShrwE3JqqIfwI9//OOJlZWVH2ptbU1vMgA8DLNT5GihEcCSwT6oQUxS/eTNFesX7QGA+evnN35w1eKXMx0Rr25LSgBQGMjsmtlS/MZlj//7r8auvXTvpuueu3SnrEQc2+YdoRiw4O+3r7jl1/d+zddcsTo5eePFwhk7nA63bu66yj/d+acbEo7E2Sh0FAB445itJFC69KmrKq7/3e05U1fPkDTzdEZxRwH7wtlGViAfNt0FBoPAAOASgCFBZpeeo0bt3aLf16prciSWF6g2QKI3py8/dsm6+WxXZZZYkrtym4Uz5lLH1hechd0AgAxd266SdF5VZUYK/YptilMYncNtx5lS0dez0mmzqQBgGEbJT37yk48Nt02jjZSOthfApwF8mZlvZOb2VAd3Kb0Ke1Tr92PqIwCAiP4Vptznd8+T+RYXCJazfQGSysGWAKwAsA3AjwaK/afmpKPXnwPwbWZeByAPwF+I6NbUHCsH6Uie7enpgaYdTnn+I4BzVscYBjpgppQMGrsn7Sx8d+Hbd+yYtrVs+7XPLdh23V8XH1i46sbmGRvv6piwuwgAMlbdsCHv+Y8++/x1L8x//JO/ubMjv2PigezQuHji2NQKKeHWubegozkrVB7N7D0smUdMTEyCmM70/6YNwBScaNWGicEkbN5gUd/87ZXsDzuVLVP2ChgScnrHQCcVDs0Dg3Q5KfV7GKTIcAgANrvqVXvym+xbZq2imLeHNCUp92Z3wq66jIqWfOe6OWth1xyQWcaZ2z0QEZflCgZdULU4OpFLEWJYmjMNBmWJ2F/T3yeTyd8uW7bMCmKcORcBaIa5CptGQar5zfEgIi8RTU19b0ttfg3AbrwnFWhhMShcUDdlC5NURNoHMzUkAmACTOmkGwC0H+VEPwXADwDM/Esi2gLgLiKKM/MLVp6byQMPPHBbcXHxpAFR7a0A/j6MJp0LewHUwEwbGpTfbY4qi6ok6XmaJGKqI8GSkCeuvPqvoYK2nOI9U9vS8+pq6gqbypsWuOyxUsQd3Re9+oFfdW3r8u3q3pUhSZIoLS3tLS4ujgBAe1lT9Y68vovUmRu2zHi57B0AmLdhXtO8DfNOKfvGtqQUve6pD8ltFbtd6y/bA8ABYN3xJ0toef325Z6S+uySKW9+2L1rXEP3VSsuE9nBYjgTmWBiad+4t1nSFS5vnarbDEeTIsAEBQy2syR0d8yn1M3foLQUd2g1+6s5I5wlN5btk3qyQvHF7ywwvNFMz+uXL/eRIYmPPnVrpKV0n+2tS85YA9ir63sFwSYzLpSaCkklKWckNrA5XXLDoQMdeUWBsKZlG4bhDAaDv4K5kmhx+qwCcAXMl+YEEU0GUAiz6HvtCfaZB+D7AC5OFVcqzNwE86XbwmJQsZztC5CUMx0CcH1aLomI7gUwnZkPOz6p6HcTzGKT9OctABYB+BYR9TLziW5kFwy1tbVKVlbWbwboaccA/A+A0Rz574P5ex+UDmsle6d02HT7H5tnbJgvq/Z4ELLWMba+tKCzsKenrDErnt3rr9g8r3HKziltzrjz8dXirav2b+ibsmXDs8uMNYYrfRxPETD383Ks5YWsd2bzmHcu8hS+UrR6yfpt1/91sW5Lumc/99FXTmRDur07sQQYMlPc0ytFvVEAGTBlwo7vbKcwki7V3puhSYGsbpHTvQguLRsxWy/s7Ba5vaXI6x0HggRdSjLDACBLGqJx3RETimoXk/ZUutZcvEcb06AaGf35tq1TtmuVhwqN4u7xUnv+Ph+ElDt7w/wgC1KzQjnaFavmuF+/dOOZ/JxlcCIs2Sa4hNEyklqVDxURWam0i9FfFFrd3/enHR7/vYYQYOZ/XbZs2dfvueeeURutP58MKOR/HsCNRFQAM2+7AcBxJSBTKZMZAOYR0QPM/O2BRf9EJA9c6bWwOFcsZ/sCJV2Zjfcil5sBfJ+I1jNzL3A4laSBiDIGfE4CeJiInABuwImjBhcMe/bsedDn82UYxuF78yMwndXRTCfM37Uj9fWcIJZQcKCmp7fiYHssoy9vX1XDdXHV0Vk/5mA7eyJl40POrvItF/22vbnd+9LPXvpsv7t/ruN2hxj/YIU0p6MI/7h7K770xS+jo68Jq3f90d26N3DV/rU9VzmKHQfHTnijbWYgr0N3JBwnsyF6459uopi317P8w2+TUNjz6q2rUkNjARzj1Dpz2j2+ql1VPVuW7GbDJhI9xZG8vYuaWdZt0OwJuDWCkARIVRC3RUAgACTLwiELsKbL/U5NTigxZ0B1JTK8E+rmh0o6KnVFswMQcntBn62ltFfuynta6coPZSxYPVuy6TZed/Eqm1O1CefJr+dEeA3tQEKSCxTG+9rZFiC7U4guZRRI/Z0KVzLRn+nLqOsVqDEMg/r6+l4FMHe47RoNpFdWmXk9EW0FkM3MHSk5wGMCHkRUAuAWAN+CmXpyjOSm5WhbDDaW9N8FwoC3/yPSPga+wRPRbQCizPziUfsevmlZaSNH8utf/zpb07Su3t7edEHeuwB+MJw2DSJuAHMAHNNE5mxhEqhbsnw6x93RrMax7b05vd766ZvnZbvCpfm1c/757IblDxgzRfatk2+l0mtKsUSMxYvaMlyz7av40MKPAwBWrlyJjElx/PnRZ/GztX9gaqL4LMesh6+77rqTRoFjC1+dLkX8/c5tFzcM2FwO82XimOK6/HmvzPBX7bqudeUtv4h3VvRL9oR8dXfbnUGX1Bi5/K05RtmhqWAwXHomujP3Q9JsyIlWeRmUKUDtjCQDhpMk2WkIo191hjic0WXbNXFb4uL1V9n2jH9XDvvDwp6w21pLuu09OWEihpFwnXMKiEpSpiCyOYVxSp3u0Uq/Ypvi0fX9MvicXwZHAgaRtDWn4Jvqe1KAF917771ntLJh8R5HO9up1u5XwpQGrAHwIwDftZ5nFucDq0DyAmHADeWzRPQvRDQhtd0YoELyNoDxx9mXB3wvUlXeVhEPgK6urr/19fWlf35JAP87nPYMMjGY+duDdp9Q3VFbX3nj7ERmIHfjnI2Ti3qzF6kcOQAAIABJREFUI0tWXrFSCeTseydvxTezZuk5nxn3GfrK9V/BYnkx8qgKX3D8Bn61BMgBIAMJJYBXXT/FovsqsfNHO2l8yXjXhswN3/7947+/RQgBQQKBrMAxhVHu1VdvO8rRBoAKHMfRBgAj7o0I1Rlg3W4AQPk1f/xo+0dfWJIcX18oCnrGQLcl4NQzkKQwPMks5ETHQECLELhVBoQMuwuwQUMiIBPpuj1h3zxjo+tAVbtrZ81aW0dBl1Z9cLw6bdfFscVrFoukUx8MRxsA7CyCqiSdtbLJKEByGkbL+8XRBgCZWRTo+huAKQUYjUafG26bRjMplRIiIjsRzYdZsP4MzFqUamb+TjoANbyWWlwIWJHtC4ABUe2PwCx47IcpR7cCwPeYed+A3O2HALzIzG8Pp82jgQcffHCO3W7fEI0eXq3/BYDlw2jSUHElBvG6kp6wbVvNnqJNszdePUljOae1bPPe+KHZje09117ddDXe+N0GFG8sQiwjgkuMasiteXjm/pdQ9HgRbmq9CX+/+ze49MliXJv7Bdxk/yy+v/H7+M4b34H4pkBBbsELU/4wZeX2WduXXvXaVU+Pqx93snSeSpg1Cce/CZKA4orYjaRLt2f0ujLGbq0eG4p/xNg+50VDSUixu578DGxwo6VwO/z9uciMloPB0JGUFDhLBWQW0EmjRKvhCBlJd9S/Zt6qsqnbLiJFs9c7DVk/VLZPbi5ph12zOfZOOFwvYeT2erWx9aWOjTP30dl3x6SEJOePRkm8UxFSbDMzdO24XT5HM7IQ9s35RV+N6QbJsgyv13vdfffd99Jw2zWaSEnbPgLgJzB7B3wDZsFpHYAvMvM7qXk2AEfIAlpYDBXWG90FQMrRtuM9p2kjgFyY+tl1RPRnADelhPz/CqAUOKIZgMVR1NbWkiRJL6YdbVmWX4EpM1UxrIYNDfsBeAfrYI6oT5u7ae6hT/zxE4+V7J28Mqexukk72D/Z/7Kdr7u7HFe9PRk79V3o0TvREOzDiw1/xed+eBs+57sbn534Wfz6v5/DC7e1YNf+Onyl7n789M6f4pWLXsH9996Pzs7O67d9edu1AkJZf9H6k+W8OgBU4SRFrFpZfXZo0WsLsuesmFqy5Lk7XXktE7X8vky9qD0ruXjtXDjYD5kdKOmaBHcyB5oUB0GCDW42oAUZajiJcIuLPQ4mOLdNfTde3lLSYTOkQ8IWS2REipW+zKCjYUy3HPMkYpesnio8ETsAiMyQxyjqLGVH8lz+BjkpSQUCh2XN3hcYRC6HEG2nnjm6sAnhLFST81mIlwHAMAwYhvFkbW2t9Zw+TVKpIzqALpjBpNUwn3NfYOZZzPxOKtqtMLPGKY4+xjCYbvE+x3KmLhwKADzGzGtS7dedAL4D4DYAHwXwIQAvw1QbmQzgKasl+4nZvXv3FxVFyQcAIkoahvFRmAovD8Csct8+nPYNMo0AZsC8pkHLb3Ql3MbYNZfujUajyoGfGQULnp5Bf3EtxwedV8DXXo6X33gCe3+5BZ9/bAl6iurxQf4yWCTQvXAHrn9yDh5b9XM0B4FfPPkLLJ21FEsvXQq73Y6HHnpoafanst+Y8bEZJ4t8OgGsGbhBK9+frXSUhUh1GgAgMvp8IqOvNNpcUe8vaI5rMW9XIq8lU8zbcDH7w4VIKP1QdBt0KQlFcyDq6oE3XggZdlbg6CcQZCggIOaKZyql7aVyc3FzvLGihQWx56oVFZm5nQXBzLLu+KK1l4CJjZaSDnTIQduBMZ1KfWXnubai9+n6HkFkl5i1U88eFUhxSS7yGvrB4TZkMLEL4c5Vk7Nfzyn4VVxwgoiuZmZZCJFx6NCh+2E2x7I4TZj520R0F4AWZh6X3j5AGEAnIg+AL8GUv/UDeIWZ11tRbouhwHK2LxCYuZmI0iLQaqqD1r1E9AsAn4KpLHIzgOsAyET0CDOvOcHhLmhqa2vtLpfr4UQiAQBQFOWeb37zm+l0hf/87ne/+28wuzC+OVw2DgGHYOrPDspLxNbrn71U9UQyPYHclpa25ulSvuH4hPceQA7hb8YvUIBZ6HsYgAEkFRUFwot2bT3cSjUi6MeCzpvxu8+9AdcEYM8Ny3EQS+GnHDz44INIJBL42c9+dvm67es6J3968lPHOX02gGoAG9Ib9PxWX3zh8tvsByavdG5YshcAHDvmNjl2zG2ivGYfj5UMOWlnSZd1IyNUpCm6w4h5e1x7SnfxtN1XQoEd/rgdqhKBrDsgICBDBoGcBnRWbQn1/7N3ngFWVOcffs6U2+/2XtilVynSizR7IzawJlFjib1HoyaXNWo0MdHEoEaJMZZEAXtvsAoCUgSld5YFlu3t9jsz5//h7vJfWxDdXRZzny/MTjnn3TvL3HfO+Z3fm7Ovh1KXXKuvGbTLSmpyGPXp5f59+RVKY1LIvnLoMm1PXm3o2AUTlPyKKueisWt/aKINoCBjAUXt7rCo0KXV/IMbPMQEVK3Iblk/qkWfdtP0pseiQ97LyHmkWdPDAFLKD4HjgsEgubm598yZM+fxGTNmNB3iULs8LTptrWWg6BbgAthvWyullNGWapN3A5e1XPY5UAMcIYT4FNgmpUzo5RO0K4npqf8h2lgkGUIIpWXKbauU8nbgp8S1be8T13OPhMSU2jexYcOGeeFwWANQVXVzLBZ7su1xn8/3OPHP8TR+PP/H6oh717raozHTHnEbtmhSzB52+5sDRcIOU0dOpK/oTd7ekcx55C3eeGABx745lnmNn5K/ZQQ2qTJEHU/3T8Zz80kz+fCNBbz853eY+/OPeWjLLJ7gCYQQTJs2DbvdTnl5+bnPPffcyd/QvYev2H2p1bnN9rUj3tE3Dd751ZMtU7esmC1gX9+vyr4nuwJLMRTNcijepjw5bP3JaNiJEkKgYTeSoSXRNogQstU6JeTbYimqHnEpNWn1AEpTUpiNfdYGs2rThVSwbe5doQTcUfuKYav19X12GN3K06Vitsv/Pa9pbDXjVp2HNSbCbrOsmh/DS0MrTtNMSYtFB72dmTurNdFu4bXWDcMwbGVlZY8dgvAOS9qUZ58HPNUyk9uaiB8JLCOu4Z4HnA2cLqU8VUo5XUr5AFDY4lyS+P5L0G78WBKBBAeJlNJqefgoLT+vllLeD9wE/BJY27I/MaXWhgceeKCHpmmnAgghUFX1JJ/P97XPyOfzvQv8mbhMx/nV44cpAeJV1743W8Yt6LfyzOdOHvbK2W+Ne+ayp4e+cdZHu25Qo1a5zrP7HuRP9dew7cNXuOGyM+kzsQhy0zG6F3DjtMdpXprPh6Ufcv6dp/P8vP8wefJkjpo0ibv/9GeeO/05ei3pxZVbr2Ta89N48803mTZtGlu2bLn8pZdemtgmhJ6AyVfkMEIq2NeM2qk2pX7N3cKWVOu2pVQPcXTfMDKSXZdE2OFXA+4am6GGEYDEImJvbDldIaw0YmEihKUilQhQEdMajYijSd/as9LI2Zfkn/bm5PDIlZMsV8Ddti9td34drrA9PHrlKKNgb9oP+azbYAmwQoqa207tHRL8mtZXlTJ84DMPD1yGkZ5sxPq8mZX3SFDVol85vAvYA+D3+8nPzz/niSee6Nv5UR6etCbJUspXpJTBNm5cdwNu4ErgV1LK11s9uduUbF8FnNlyfeL7L0G7kJCR/I/T+hBq9SSVUm4RQmxPmPp/M8Fg8KPW56/NZvvHbbfdtu3bzvX5fOtKSkquJ550zyc+VXk4EyFe/OigC91U5FS4d+fvTk8zVVOYakxYyv4vsXA43HfCxcN49NlZRFbDzD9cxMdF65luHMMAdTT53u5c9fqpnPzTKVghuOz9UwkXNREkyDrWsXzkcmY/MZszjz0TXoCLbr2Io3sczfjx4znuuOPkokWLbnS5XM0nnHDCKuISkuXfHumXiRVvymgY+fEpWcLS7BHdoZQVbNd2dVsbG7yun5Fd1QMZlmiGg4irmZC7gcy6XqjSTkwLoJiaKbCkVA2pmw5sTbnNFz97AXrUiR71EHE0atu674j13pajlRVWi2jcYlDdm1PvWDriU3VPbrsVRrJbZm2zqvU+8JldEwuhu01zm8KPQ3vuMYwsl2nkvZaZ96ipKN+2DmIZcHooFAIQfr//BeJrJxIcgK/4a7e6cZ0CnAD8XEr5TJvjrX7csZZrFwohjhZCFEopyzs9+AQ/ShIj2wmAr3lpJxLtb+Cuu+76qZSyAEBV1WAkErn8QNf4fL5q4FLixWF6dHCInUETMPlgL1o1dFXfFRM+vrCm287+vZVganj4x323j/qk16bA57mRSCS5KK8Y73hIPhca8bBdbqJO7qWaWvrRD5UQWRdDtAoKG8fyrJjLOtbRm95oaNTr9fFx91/COeXnAOBwOHj99dfFEUccIZYvX37n6tWrj6GNfMTIqHA3nzX7/Gjfz/O+LW4RccRiYXdNLJi03bMzx3QuHLcsNmBzbzOjtoigsxEhVUwRI6WhEFvUjd9VgyUldsOLhYndSA4JUwkrUkWVOmE9gJAqQVctMT1idC8rigxdM8zIq0jd36elSq28oE5YaruOqnlNY1tQUQvas83OoknTjtCkFTzUcbQHSbFYvsMyM1/Pyp/9XxJtaPO3GgqFyM/PH/Lggw+e1gkh/qhoM6o9FrizNdFuM/rdNjHXW1y43MSfdQkStAuJZDtBgu/ArFmzhKIoT7T+7Ha7L/D5fN/ppcTn84WBq4k/wA/3EsySuMTooKQxkz6e9MWAek9Z1NtYqAS8lVvT6lM/nTj/10tO/fDnaPDaC28w7MihHHFcT2Y//QSFtd0xhJ1yuZNXA69yx4P389dRL/L0h3/gz/odfBL4mKd5miaacG5wcsult7BgwQIWPLOA8886n9LSUgCSk5Px+XxCCKG/++Fbl++dMuuy0MjSfgBK2BlTAt5KEfSEAWIF21PDRy7qBSDUmNL99FmX95s476ri2uQK3RZKM7Krc5vGf9pDuvxe0ZBcEanJ2C0totgtD5p04gql4gyl4SAuDVGFgiUtFBQUVCRS2Zu9Uy0vWKfUp+1RQ65G24qha5R9meXBE94/M3j0ghHh0Sv6Bk94f2y73a0vYxmKkmIhvlcZ+EOFhbA7Levb/dAPI1Ji0WIV6XgjM+8pS4gD/T6baZE7tVqMOp3O2XPmzEnMSB8EbXTXFcBbrfu+SSIi4649fYDDdhYoQdckkWwnSPAdqK6ufsI0TTuAruubb7jhhoNare7z+aTP57sXWEd8KvNwZg9wBAchQ3MH3UbhxoGLnA2pOxrK+2yqz67uK0POHXVfSNO9DY5+cygPZb5Jt6S+FP0qh0jjKoTZjBEIsi+2j5/fcSGnjj8D55BkkotSsNbtxb3ezbqF6/jHxH/w/F/+zaRJk5g8eTJz585l+vTplJaWUlpayuWXX85TTz2Fx+nVFz9WPyG2ryE1ffCiXoo/Jep+++wP9PKedQCx3mv7RHuvnSi1mCIt1Yo1p+6wDM3vKdx2nOoM9DCSmtzR/ltGmJn1RVZWTfc9mXWZMdVUAYHEwlDCBN1VNNsq4r+1paKiEdYaCNsa8Lsryaspds2fuMT19jGlzneP/lCvzQzIpOYUNMOBocWUmrR6pSa9w9w2vEZsvSkOn2RbghpQ1SK7ZdYe6lh+KGmxaC9TKNG3MvOel99t3V0YKAdoamoKAKSlpaWXlZX9tgPD/NHRJqnOJF4V91sRQuQAM4HFUsrGNtWVEyT4QSQqSCZIcAD+/Oc/JweDwXrTNIWiKKSkpPS65pprvlWrfSBKSkpGAdcArwBfXRh1uJAM5AEbvulgQ84e796Bn/fpvWjqaj3i2D8D8Om5T07Xg676Jt3QN+dUDa55O5Rvnhgr+m3y9eIkcwx/te5nG7upkCGatvupvQOuu/867u13Ly5cPBP7A+8YL1ARqmFB913QBPeuvpuVA15jpvQxyHYSAKWlpUyZMgWABQsWMHnyZFauXMnEiRPlxBmx2tN+kVm678PLnm4bs9QjiuVutqsNGaH0wQt7p/RedXxgX/GyYEXBrpR+n03MCBqTw7qsVGrS9+IJJRHTY2Zh2UDhjWRjYiAxqE7bSnp9EaZqELUFSQrmYxDCUmKirNvnihDCTK3LwxVJ0tf1X+z8ZMxa6Qrppitg06oz/W3t/qSwiA5d013bnV+tVmf42+vG+VWtp82yam3SamivNjuKoKIV2qRVp0krcOCzuy4Z0Uj/gKpVzE/PPthKrDcDE4HqoqKiZJfLZQuFQoYQIudnP/vZYf8C0hm0jmILIfoBk6SUf2+7v815g4HfA0cBY6WU61r226WUkVbt96H4HRIc/iRGthMkOADNzc3zTTNuw2az2V75IYk2gM/nWwbcRtzXvL0cJzqbRuJ2gN5vOtiQX55RX1B2ZCC19ktWgUNfm/5KVVJDbmNO+eSwpYQ9x8UKRu7TRLGZwQfWPErUxzlTuxJL6iSXQcE42OX9jCciv8GSFmepV9HNcpMfSYtrtIHiYA9O4DTy1IFfikH3gGjzhBs+fDivvPKKmP8fK/32M5r6BwKBL43Mi5jdUhsyQlkj3xvsLV4/xjL1UNAVSE6a8M7telJDn0hWfQr5lYNkj/KharOnyUqryxaaYcNoeWFS0cmuGyh16TFVw44rmIpBEA0bqqXLbnsHm6n12bgDqSAx8/YVhcYuHRA8bv6kyNgVo6zUhi85k0hbVDOKd/U0cvalf79b9M14TGNHe7bXURhCODVpNR/uiXZWJDykQdO3f49EG6B1liOttrb2QwCn06lVVlb+s/0i/HHTmlBLKTcCCCGmtCTQUgiRK4ToJ4T4LbAA6Auc2JpotzBHCDGgZZFlYqQ7wfcikWwn6HIIIZKFEEcJIQ651dV99903ssWbFVVVDbvdfk57tOvz+fYQXzg5lsN34WQd36JB91Zn17vqMrY4m1JCbffbA96YSKkbnqZHitMNQ0RTUJUsgznB37NF1Vgs36V27xt4lzbQZ2wO555+Pp/KhXwQeCZeJ0bo5O4YyPpfb+H9D9/i/dK3uHbatfT6ZCxpahEQH9U++7yz+NOKM/nPp/fvl5QAHHvssdx8062irto/cPbs2TdE9UZdZu7xONIr9ie6zqzd/aKNGTt2vn7JP51plUPDwlIUe7BQ2iN2onpAX3XEwljPnUNJaczHUkxatcQR4ccgVKsgdzmEKjUcaDgIa02E7c1IaZLSVIBQhevFac/Zlx35qZVdm6/uy9qDPeK00ho8bT8rJeIwXG+cMN+2ZmBZ+90yACwphNbVF0sGVK23LmW7jeh3OlKSEwmP3Gd3rFyYlrXoe7bSmmyrfr9/TmNjYzNAQUHBqY899tiQ9gn0x08b3fbLwGDgWSHEu8DrwGriBXCWAJdIKT/5ir+2AvwOEuYBCb4/CRlJgi6FEOIYYBzxJDRfSjn4UMZz11131Ugp0wE8Hs9tN9100/3t2X5JSYkAbidePnxZe7bdSTgAPeIKhIKpta7UPd2aAMqHrOhWPvizqYPePXVuUlXul0Ymqwcuz9901ILLjIjSuDXgn5SZrgjsFilGPskSdiyoJOuoCcxIO5ZYdC0fRN5l+R0hnj7nLZakLeGhyt9yV+6l5BWnsN34iG4bf8Zlp97J3LlzAfjZVWfwu+cuZdyAk8jR+rHy4w1Mnz59//Hp06dzxhln8PjjjzPxZu+y4y9Tw90MqdTX5a6s++CcD4Ua12wjFVIHfdJdtYdc/qKtw3OM0BSP37vJtnLoaqtwb54IOgOxgvJiq1v5EDSpAwom0RgQRY25QUMznYRt9UpDyl4i9qDlCLnU6owKJWqL2FcO26gEXVEAM73OrVVndmpiGVC1Yrdp7OzMPr8rhhAuRWIoyMNTZiWlyI1Exm5zud/5PCl10w9oaQrxkuIAl7tcrv6FhYXXK4pCRUXF5tzc3H4zZsxIfIkfJC2SkcHEddxe4FWgXkq5q805XuBY4AkgFSgiXv498XknOGgSyXaCLkHL9NyVwFYp5dtCiCJgILBAShn671d3DCUlJdcBDwHoul53++23t+t0/lf6mg5MBd7m8HNdOH7dsW/UNeSVDxn1/EX/bNVoS2ERs4e1xrzdyZnb+3xJX7pt9MLeoYEfX7HBEevVoDtJEqlUnrkXGYabnpzGkvylOKwwhrCoVDXO3HwDtwz1QU8474PzeKjoIfZGPqY08mcm2K9nz0qFn0w4C4BXF/8TdchWpjpuwakkA1/XcE+ceBT3PHE8zzz9IT2OzHzjJ1eY9r2eUB7vnHOfVlHUqDmb9czh84/U3I1ZjvR942qrCudnxZpPV4oq0rGUqG3twIXajqJdwUmLpkpvc45lM9wtRn0CBZUwjYS9dTj9aRiOECAI2/yO0qPeI9nviQ79YoyoSd/teev4T8JHruoV67Wjr+v9KQvU+tTOtLdTAqpW5O6CspIGTT8yxYh9dqjj+D4oUqo5kfC4tZ7keZs8SbsOfMV/5Sjio64Qfz7uzsjIeCQzM7MAYPfu3T+78cYbn/nWqxMcNCJebXUIcCPxKsDbgPOllKsOaWAJDmsSMpIEXQUnoEkp3275ebeU8q1DlWjPnj1bUVX1gdafvV7vmR3Zn8/nmwv8nXj54MOt4uTKws9HbC/8fMR7bRdDCqmwc+SSvpsmfjC9OaPKBVDRb03O0nP/cU7Gzp4Vn9e6y/a6wLRFSBNVqOfDkHtgZcZH1CgxltoCNNl6cIX2G0bUtxSB9IMudWpkOX1sR3Nd8icENBuluf+Oz4f8DLyRIk523b0/0f4qFgY15mZOmT6USWMmUPFF9SnNO6Ppcs3op9TK/CaAjKEfD/YUbDnRllwzQNHDmenpZVOb86vTTKRANR3R7tsHBictOprU+u5Bm+EuUzENiYmhxpNlFR1HNAVdurCHUlGiGqlNReGpC06M9tzeWzR5a9S6lBojq9Jr9CjrqTZ565SG5CBAePSKvuFhqztDWmSZCKfF/sp5XYKWAjZbD3Uc3wfVsmy5kfD4FUmpz7RDog1frnSqADQ3N98fjUYtAI/H87c5c+YcNu4yXY22chEhhCqE6EVcMjKfeMJ9P3AnkCOEOEcIMe6r1yVI8F1IJNsJugoTgP6wf5W42bJ9SDxld+/ePcc0TQ3AZrOtvuaaa0o7uk+fz7cauB44Bcju6P7akZqkqpz+3VaP3PfVA/lrhm0rWjXqLU9tRrAht9y7a8iKcc2ZlUdtGbdgnNevGK5mSJUWyVGDQWfo9OxbSGB9E65oBJtwUiv3Mrf2X0yrOY7frL+U9194l9JzX+Xl7XdSGnqQj0J/oXmpxfPnzudPf/sT191xLdc+NI0n1l5OpEXuW1payvTp0+M+3AsWcEXJWTy362pq2MVtvt+gBPrId5/1D3E0b5jgytjr9Z/4wjHluhR168Y+bfhTt1mm2ow9km84Y7aoqYeQiokqNTyBTBRUJ6jZJkQ0tKBm2mUEPxF7E0qsJYlVLCL2gLq1eDGqZbdy9/WRiqVZ6fWZkXHLRzmWjlzuWDJ6lZAKEomV3JAinWFHZ9y4JDO2PqYoSZ3R13fBQuh+VeutS+uwKyhisyxXdjQy5uPUzCfKXJ72sm9su8A4CBCJRMpqampWAaSkpCSVlZW1q7TtfwUhRHfiCXWr5d+lwIfARcANUsp+gE9K+VLLINBbwDghhKtlcWUi4U7wnUmY4yfoKvQk7itLy4NMBWYAWUKIdGCdlPKFzgjkwQcfzFFV9UzLslAURXo8npM6o1+IV5wsKSn5BXELqgzivtyHA6uJaxq3tN3pbkgLuxvSdgFsG7NovKnH3Gm7ur8SSK3p1ZTVOKhhN/iTQMvx0ENxMDjlNJTCDVQ2fIBTceCiiS+qarCd6iCIn/F9xzPmlQIeCbzNyVUKI/3duWPG7/jjK39h2rBpxIxaUh5+mzfm/5PutaehSed+vfbkyZMBeETM4e6npxH8RXe2+f/Nrh01Iik/VWkOVZ6Ukfd+M9JTa0Sdodo147crtrBDT6odoKnCmyxNU/G7q9X65EpLtTSZWpePGrUrOk63RAubSE3DhkDFHnFjEAEEIPCEsiyzPkZjSgVef4YSsQcdi8aslM6wDd3Y73AgPQG7leRP0/fmVnTWjTOESEJR6Qpe1hFFyXRbXU/WciCcppmcakQHvZ+e80iTrrfnbFxbt5/9mv7m5uY/BAKBp91utz0nJ+fqZ5555r6f/vSnX3vZTfBfySa+UPJO4kXHxgAPA7e3zqi26rOFEDYpZZMQYiPwC+DhhHY7wcGQSLYTdBU2AXcKIW4HbMBJLfveAy4BHhFCTAV+LaWs68hAmpqaFrRu2+32Z6655ppOS3wAfD5fDLi5pKTkcuAY4IPO7P974gdCxBcS1X/TCb0XTVloOMJ6Wnlxw/wrHhhnOs1kww5puRqKrrNONLFFeZ7+WUWogUx2VFXjXA3qSU6ECLE9/DpP83saU02GGyfx+J1v8s/34InXHmDlgFk4LYszlJ8yIeNi+g40uHPuSax5Ct6cu2B/og1w9KTjWNi9mE0VG3np9I288eIC8vLyxKW3DtUKB+ydltR44S+zMwv9AFbMHonUZ690ruqzyNZ98zGh/EqP2b18pNid/UXEZtlCurDZmlzlLmcg06HjxAJEvFokIUc9AkWpztxpeZvSZXJznr69aK2pmzYAyxOwR4d9MdhyRtx6ed5Ox9JRGxS/J+L4ZMxitTa10xZLuk1jR1R8i+amE4kJxaNAVD1E0rHvi9swMj2mUfRGZt7fIopqtHPzKS3/GrQMRgBYlhWqq6t7ze12T7fb7equXbueA45u575/tLTMni4VQqwC/k18geQAKeXmluNf8tSWcv9CXQsYIoRwHiqJY4LDk4SMJEFXoQqoBS4jXip3sZRyuZSyVkp5P3AW8Wm+e4QQto4K4u677z62pfgBmqZF3G73xR3V14Hw+Xx/B+YR/9077HduR/YBQ7/tYFJ1TiCtvLjb5eqaAAAgAElEQVQB4Ii3f/LX4k0pS3omg1+AQ7hQLSdhGSCGyRpXmCNs4JwCjWqMHJlFtc3NszxNgaFy4c6LsC+EzPNgQ8pSjhdncDTHoSoqxzhvIy10BIF9YIa/OZYBlZewbwXoLZP03XrnMuMPU0VtwPQ++8wLvw6G/Jo9dZ/LnbdtkO5u6ubaURDQ61Nqscc8SAttb84uhKUJIVGTAgVSbTNwIbEAianEkKphpTZm27b2+lw0eytiAzaOtVIa87W9OXulI2S3XAGvvmrgZ/rqQVtky7pYrSKnUUTtJoBRsCfVKNjT4V7sUggtoGrFHd3PfyOoqj1slvmNL2pdlaRYrNBlmVmvZeU/1gGJNsQLRwHs/eoBv9//TH19fT1AQUHB1FmzZo3vgP5/rLTmPtcRL+N+tZRyc6ts8avFa4QQuhBiKHArsDGRaCc4WBLJdoKuwhZABX5C3IVkZ2sBgZZRhgXAHcT1dB32pSKlfLF1dtDtdl971VVXHVJfVZ/Pt5C4NeDpxG2qujIGsJBviXPNwDU5S0ctLa4rKEvePPHD0x3CUWu3IPqyQY1Rj0YjhaaCq06g1DRj92r0Ejam7jPoETA4VZ7EOKMbp6z+DZedfgV3vHkF51xxJq998hrvVSwhRvxWlZaWcsEZl3Dzjbfw6MLrvuSz3Xr8qpPu48Yh83hp9nymT5/OJx8vYVjhaRz102NF8mD/ERXqrHtzJrx2ui2lerBiD+aJ1NpMbXdOBYqhgbDwe/zNIWetrd5bpkYJCYlBq4uMhYFAwRvMASm08rxNWALR4K2m2VuFqUYRSCN/X7aVVdvDGLRxkDFgS7fAKe9MssSX/9yiAzb1iQ7c2KcjblZb7JZZq8hDZ7MXFUpykhFbJ+Cw8TFOjUV7CuD1zLynLCE6SlKQ3/Lv15JtgMbGxr+apomiKEgp/z1nzpyEjvg7IKU0hRCqlHIv8AjxhelIKb/2wiSESAV+RtyTewDwUWfGmuDHQUJGkuCQ0/LQCwkhbiVewjwJeENKWdWyCKW1AtjvhRBnAr8kXu2rXZk5c2ZJi7cquq5XXH/99Y+3dx/fB5/Pt6dFx30/8VGY9Yc4pP+GAQwjLn350ujQ2kFrhgRTa/tmGyNej7j9hX5NrxE6csB4p4hFghQIHRHNZqv1GcnpUK0YuCUkSSflnzQwKPk0VBQuOPMi5s6dy5i+o1ghPyWKg1fve4UTfvoFDnPbfo128QAHBlHmzj2N6dOn88Lc/yAQnH322fxn3r+YOu5ETALMmfs8l1xzFle/PJAM+0AmHq8SrAn1m/eQd+uUKSc/6i1e3z+vzuuNFvpBlTYsYRoDtgxNtkeSVVc4Qwnaa4hK8EQdgCSsNmI3Xag4cQUzlKrM6ujQNWNxBpNd/zp3dmzYmj5KRVat3ti7XET1qOUKuqUlLZnamBkduqbYvnrwztay7Y6Px67srBvnsMzKZlXr4zWNzZ3VZwtKUFV7pBjWYWOtlhmNDPKrWvn89OyOlHg5gNyW7fJvOiEUCq2sqanZnp2d3SMrK6vbrl27rgRmdWBMPyYsACnlPd90UAjhJF7v4Q7ifuePA9dJKSOdFmGCHw0Jn+0EHUZLomxrfTi16OS+8Q+u9ZgQYjZwMXCBlPLfbY6rLaMRRxNfPDhZStlunsSzZs2y19fXB0zTVIUQpKamjrzmmmtWtFf77UVJSckVQD+6to47GYgS13Dvp7zPmswtE0pnZJZ3X1bdc9MJFVJvDK2tm9Q7JUsP9auiQQF2QUou2FToIftgqV5SzAijN/6CW1+7geB6ePGaBQyZ2I9ksnhWeZad7GRi6USOO2UKsUDcR7utRhtg/kfvc/+649i3Eu698iZCRYvo6bqIWv+TdHddwpa1fl7aciOvlMDTzzzA3Oc+YN7z73DlvRnvDD66uY97e24gmludITFjaIadquydznUDvwiNW3y0keTPRSIVHacCkqjajGa6EShYRNiXtYns2l5IJH5PFaYwsYfdROx+53tT34mO+WyktjenXFiaFeu2q4e2L6fcsXj0hk67W23wq1pvl2nuVJCxzurTQtgtIbTDoiy7lOREIyP32R3Ll6RkLO/g3gYB97Zs3wN8+k0n2Wy2jIKCgifsdrva3Nwc9Hq9WTNmzOj6n2UXoc13z2QpZakQQiE+gn0dcCGwGLhGSvlFy/lqopJkgoMlISNJ0O60+JXOAC4H3hdCXCeE6Pkd7ZJuBnYDV7SWSW+hdZQ0mXgS166auerq6tdN01QBbDbboq6YaAP4fL5HgbnEnVq6qr9uIzCyou/a4nXHvDFCCgtTiyk7Ji64AFskw1WfUutoTto2/JOJc2ov1f2qw8QCYoDIB0WBmIRdYi96eDsfqet5tOcDxFIgsArq7eXM9I/leeMPnM/53MqtRNR6Jt4DR14FhggjpSRg1dH6blfrXIMnF/x7wRYeRJH9TDaaSzD1gYTMvUST3uHd+6B6Gzgiw3n4Dy9y9Kl9ZGVlzbHblmcsMVKaUqU7kILDSMJtZJBT1TM8eM1QqZo2NOyKfb83ukA3XUgMDIJEbH5SmnKRpiAqQiKih5SQsxF7zEtac3Ho1PfOEoYWtS8fvtm+YthWfVPv9VpZ4SFzlfCYxpaIonSaXMlC2P2a1vtwSLSFlEpeJDx+m9P9QSck2hB/qW7lW6tQRqPRmtra2k8AvF6va+fOnX/t8Mh+RLQZALpFCHEvcA1QSrx65LlSyklSyi9av7sSiXaC70NiZDtBuyKE6AYcAWySUm4VQkwEziCuOZ4gpSxvOe9ro9ytK8CFEGOI6+LmAvdKKde3OWcoMFJK+UR7xfzAAw90D4VC2y3LQlVVmZqamn7VVVd16YVaJSUlOcAfgEXEpSVdDee2MR9Pquq5OX3UCz//j2ro1oYpbw+JOUJuZ2Nq3b7eGyesd8Wc2pt1k7qL7jbnCTto8kCDgGYd6gW4JEwK6ZQDkUgMu8PDedt+zUM338/k55IJel2M0Y6n9/KpXDT9Fzzw9iXUuzbywLSFPPLPBwkPXspUxy2sWVjGr547hfNuPpqswHCuO/6vzJk7F33URlQMarYv5KnH3uTq6fMQ0sn1d5zGvX/9BXrOSv70q9VW71FN0YnHaga2mMTQQ5YjlmxKTF0qEtWymSAMMHULU1HRMTFRUGhw70ZqBlE9SlJTJg4jxf7elOeszJr0WP7unjiiLvzOBufKkcts27tXQ7zqppXa6FLrOrWS5JcIKlqhgow6LLOyo/sKK2qWzbIaFbr21LxqWbacaGTMZ0kpz213eTvrZehu4iXFK4gPXHwrQggtPz//Oa/X64zFYjIWi3W/8MILyzolysOcNt87o4ClxGflSoD7EvZ+CdqLxMh2gvbmFOBTKeVWACnlx8TL3u4GXm4drf6mh1jLA0+RUi4FrgJygDlCiEFCCIcQ4nTiNoAvtmfAgUCg1LLiA+cOh+Phrp5oA/h8vn3E/V57EtdIdzVCPT6dsGn0fy56TzV0C6D/ghM/T96XvyeYWpflqc7cmBtTTG9vtD2pO7AcNgwBYQGKBSkGpJmw1cxB7I7hdIFdCbC692xOfGog9Uv2YguVM7/pRS5eO4ObF5zM+YPv4ZreL/HMYy9y6fQbUdb1Z/WiLUyfPp1bL70fV45Jct8I/573Ly649Cw271hIad393HHrO1x91htMmXQikydP5v6HbuHfcx8l1OBm+pnnKe/+SzrqgzEndtw4Yik1OtoemxAypgWpT9phKQhNoCpKi8c2WFhKjObkarUpuQaQNCVVqWWFK7Wa9Eaj144hwhnz2lccuci1dOyS1kQbIHrE+qLQMQsmmxm1nkN141yWUd5iv9eh3w8tdoOiqyfadsv0ZEcjoz9OzXyiExNtJ3EpA8ABy9ZLKY36+vpnAXRdF3V1dXM6MrgfE22+d5YBTwIvSCl/nyhck6A9SSTbCdoFIYQihMglLm8ItNknWmyUTgT6AHcIIfq0HP+mB1nrYsjZxPVyC4BfEdcueoBr29Nn+6677poOdAPQdT3odDqvb6+2Oxqfzxfz+Xy3AtuAk+li/5+FVMoUS+3bdl/Y25QU8TRnBDKr+to99SP8SyBn1xiWuk2qVDAU0CQIGTfurtpTzsDkERQpvehlZlFkeDkt+1JOL/4VjR8GKVu8h77Ti6nIX8E281MUoTB58mSef3YeZ42+lhNPOZ5nXv47x404i1xtIGPtl+IdXcmdr53Er6b9hw1b9nDuw4MoGq9jtcwOHz/yDi454S1+MugtLjnzUc499bc8eCXq7rWi2VJRHQbR1BiG5YymRRwRT8QkYsqW0WwAFTuqZccWdZpa2ElGQxEZdT20HYXbiemmWplZJiO63+i7tb/RfVdB288n1nN7bxFwNVv2sB6c+tFwaYuoHAIkKH5V696RfYQVNd9hme1VabFDcBlGelosNuidjNy/VdkdnVnVcgj/b2DwnRbJBgKB12tra6sBCgoKRj300EPHd1RwP2J+DeS3LpRPjGwnaC+61JdzgsMXKaUlpawAaoAz2+yTQghNStlEfCR2GnC5EML71ZGDNgtVWrVxu6WU10gpfwbcIaV85qv+pz+EWbNmCSHEv1p/9ng8F1111VWH3cPV5/M9R7zy2QziTi5dBYv4tGwBQGXvDZn564ZuHfXChS95a7I2C0QsWobURm9ngjGQGhUaNDAEFEjIkJBZAJuTV1BNA373SOo1i3JzE85Ib9ZsgG0lcPOG35Gk5vOW+czXAuh1MmzLmAcomDLK+shbfBF9Gc10k9IfNr0Nuc1jWRl5lhXNJayou5yIWfOlNqZMmcLpZ1zD8lUyORzCdOzNXp9Um7pbRPVmuyLtHgthi49ox5FI6pPK9O3dN5HWlIcwbZiKYRTvKY6O/myIc9H4ZXp5wTbLFU7SdnT7ksuEY/nwzxyLR69EM1XpiDikah2SZ7RNWg26lI0d1X5EUTO8ZmwTX3Gs6Uokx2IFbsvMfTUzb1ZA0zrbFnFiy79h4IvvelFTU9MfDMOQADab7V9z5sw5JC9rhxttRrergZOllM2HOqYEPy4SyXaCdkMI4SaudxvTUmId+H/vUinlXOL2SRfT4pXdduSgdbtNiVy1ZWU4HVFEoLq6+i+WZTkBbDbbjmuvvfawnXr1+XzriFsiHkW8KFBXwQD6m1pM3zruo2k7Rn4yDKAxe98QxdCawst1/+7PqvE2SIoNjWQDmgTsU+J1zl0aSAmNsgZ3eCcn6dfi/bwn1917PTnXdeMXz1/BhbdfRtrOAgqVQYQJU1payvTp01mwYAF/uPZpZl3/Ju+veIGYiKApLupqa5n98LPcdddt3HzxZOa99Tfkht54RRoWERYtmc9jr53Me588yQcfz+HJ908i++z3KDrJTVkE3dAbC0VaQzcl4KgBIZFKDIFCVPG3FLSxRNDV6Fg2YqNSmbkdv7tS295jubIzf4e0RW0i6IwqTd5mYagxM7nRHTxu/mgjZ19S8IT3xwm/O6TWpwb1sm417reO+0QJOTvNFeSr2CyzvknTB7Z3uxKUsKIUdmVP7fRopK8E+Xpm3j9NRensFwInMKplewnxZ+p3IhwOb6qpqdkIkJGRkV1WVnZLB8T3o6R1ICdh7ZegI0gk2wnaDSllgHhRk3OB4W2PtUmaryIuM7lCCJHylXOShRA3CCGObznXbM+R7LY8/PDDHk3TrgZQFAWv13tSR/TTmfh8vmbgCuJJzNRDHE5bFqmG7uj1yeRXe3w6YRVAn4+PfiGpMu/j7Eul0RxMY72yhiRDYBAfmm/UYLsOQoGgCllRSK6XvFd7F39bdA3n//FcFLdKuNsGpjw/kofuncur9X/jn589sd9nu/eENGqOeI0rHjqeK06bifPz8YQ+LeJPozZz+0UPMaH/aNyptUw8twdzdt1K+VoHgTVnc9ODl3DyL0cweuRYCoaUceYFo2iq20T3JBfGVp3GUDjDlJZCcnM3bBEvqmXHIIxiaVSnbkZBk9lVvYMjVvQWmqUiEGZmTaHQTE2EnEEzvdZjFFQU2j4fuMLou62/5Qi6MBULUzWRXUciKsBUpQxKaNfRUVMIu9cwuqZXvJRkR8JHNml62buZua/IQyPZHcf/V4w96AIqzc3NvwuHwwZARkbGzDlz5iS3Z3AJEiQ4eBJuJAnaHSHE4pbNC6SU29vs16SUhhBiHHEXjUFSyvVtVoNnAWuJL1K5vaMSbYCZM2cuaXE9weFwvH3rrbce9sl2W0pKSsYTT7xfBw6Zs0UbjgI+2zj5vZ5N2Xt7FS8b/1Fd4fa85a+uOS16sn9E3ogUsTnSQJEL3CKuLYgJ2KeDX4EhQQdNq8Ik94Z8OYGU5L0kWS76iiPYbXewvKmUPbN3UP4qPP3H1zjuqFOpNDayJPI44+yXsX7RPqZMmQLAex+9TsPwtximTydP6cnq6Ht8XPkI2+as4qM5cM+jf6a530J6W/l4pELQKGdh+FPqdu9lcBbUViDdXqxklxrAbnoQCEyiGFrYsJSYYo8mK6YapiZtO2mN3YhpIRG2+/Wyoo3OjyZ8bqY0OCPDVw+wrxq8ITrsi/4EXEHHZ0M2t5Zo72oEVK3YbRo726MtE+EIaFrPJCO2rj3aa0+ElEpuJDxmm9Pz3urk1EPic97C74hrthuIr1s56Oeg1+v9ZUFBwUkAZWVlc2+55ZYZ7RphggQJDorEyHaCjuCnxEe2LxdC7NcQtyTaipRyMTAHeKBlf6tergoYL6W8rSMT7fvuu2+woihjADRNM5OSks7qqL4OFT6f7xPiRRmOB4oPbTQALAOSnI3JjZaw1LXHv3bF3v5rTku/PtzNIxBOM4zqgi0CalWo1MEtoSgGw0IQEVGiGtQthh7NPagWfmJ6NqNsF+IywqSKalKSoP/p0OjYAoBd8RIjTIwwAOn9IKkQdMvDcc7f0F2fQAMNpCtFFAQG8PpjsO1zSA8ewUD9FJK1nuQ7z0RXs8mywmRqUNsEbtlX+BtR63TTU61iARIL09QMPWaPucON3jLtiwHzcQfSCNkaCdmbHO9Nfdu+bPj6WPedGYHTXz9dmIql1qUF9Q19t5mFe4uN3MrUQ3dr/juKlJGQoua0R1uGEC6P0ekVKg+IZln2vEj4qM+SUp8/xIl2PvFEG+KzhN/rOdjc3PxYU1NTACA/P/+s2bNn92+n+BIkSPA9SCTbCdodKeU24j6l1wNTWyUkbZxJAB4FKr+6X0q55UDtt1gBfu+/3Wg0+n7rjI7D4bj7iiuu6Aojv+2Oz+erJW6V6AYmHeJwIoCnaNXoaPeVY0vT9nRbVLDmyDmu5pRlTR9DIBYmwwYODRpU2KnBYhds1cCvgaFaZA9IwnFcEm83Pw3N6SzRq1ioLKP/yrNZf4fkyuF/57ZxL3L1T+6htLSUFCWfE5wz2byojunTp3P3iz/nwdev5+o//YRPF33GTuNTXgvcwvydf2Pl4rk8Ove3vL/gZe6870wCnxYx0H0VmfajqNyWArE6lDw3etJQQmITmbkaWgTFZqAQ0ZrQsZsCVZdSOlKai40+W0diN9wi5GpUwy6/XpvhN7Irk4PjF0+RzmCaaY/oEom6N6fB+eGkj7SywpoDfoKHCKdlVqhShvmB3xcRoaRZQjg6szrld8FpmilZ0cjI+WlZj+5weTrcW/wAnNxm+60f0lBDQ8OjUko0TRN+v/+wXY+SIMGPgYSMJEGHIYR4nfhivaullB+07GuVkgwH7pJSnvxfG/l6m4L4iM9sKeVTBxvTzJkzLxNC/B1A1/XG22+/PeVA1/wYKCkpmUzcDeZ12rn65ndBCovNE+YPyt7aNyelovADgPVHvzW8Ib98SNmSislht57sPc4mbGYAF3G9dkCJe25bAoZHwCYF23TJwGAysfWN7BqSxcTGfNb+fRMzj3mTyZMn83H4r2zbvJ1fHf0cc+fOBdiv4R47aSR+q5Lntt3Ewxcv4OonJ7Hb+xFb5jdz7LAz0PKaONF+DZ9vexJfyftc/LuT6Vd1AfP3nUa/UR5cNg/jUp/ks41zeO2tZwhUFNP/+M3Sk+rYnZEpdbs9moKQalRFsyTSEbBVE3I0irDLr1fk7rKcIaeZU1UsnaEUtS6t3P3Sqe8IU/vSAzgyaH2hUp/s1/fkdymv95hQvGFFyfGaxgFfhr+NZlXr/UOu7wi8sVi+yzKz3s7MfTKiqMYhDscJPNXy7yrA90MbzMzMfCwjIyMPYM+ePdNvuOGGeT+0zQQJEhw8iWQ7QYchhNCAxUAZMEtKWdrm2DCgSEr5yvdodxTwCtCvxVLwOzFr1ixRV1cXtizLBpCamnrCtdde++7B9n+4UlJSkgncD6wGdnRm36YWU5ad+88Lkvfmbxnw4clVwDZLNUTE7dc/OPZvf21WjDxPYQEN2m6Ko1CtQrkeX+mZJSEpBtkWOIUHrxmhuKkX983bQLIHHhn2F04deTEaDr4wPiSJZLYvqeGK+0+lrBRefe8/ZA6PYRdeBtpOxiDC4o+Wc8HtUzmqBIb2GE8odSdekc009wN4zADL13zBDb+5gzw3nP9Ad3KdoFomTr0Yt1JMZXU5i5cuYOA4CGtI1Y7ltrA0UOssgnZF6O6YGhZbi5bL/H39hKVHbasGfiIVS0GVqr6rcJ9Wmf01e7HAqW9PUmvTqhyLR2+QSKQnYFf8ni7hjhATSpImLb/4HtKGkKLmOiyrWiAPdUK7n/RopK8hlOC7GTkvHaKFkF/lFOCylu27gBU/tEG73Z5fWFj4SEuhm7q0tLScGTNmdKmZhQQJ/hdIyEgSdBgtln+XEl/o80chxGlCiGwhxDFAD+DN79nuMuA94PaDua6qqurp1kTbbrev+19KtAF8Pl81cVmJnU52K1FM1fJUZW3xVuXsArrHbGH72uNeH1fZa2Oeni1Ml4bMW55CmlQJa3E3EpuIF7jpHYlvB4DJ4nTyKEIKg74BSN0NqcG+vBa4jceDP+d69U6eVF9kYd5jdL8AckZAefIHbDHms9VYQFQGsYv4msa9S+CNi8BuJNNPO4nTnH9haWQ2y4MPYyW/TFIUTvkluNVabCKNAsd0auReGpUwipmE3Qlby8FwgDOKECYmIFPCesjV5KxQyvPXOL44Yr1Sl7ZLX9dnuZG3L99Ka0oTUd0InvDBKbG8PftnVSx3wCZtEdX1zjEL7UtGbgAwindlBE/4YKqRXdUlvNNVKUNNmj7oYK+ToEYVJavLJNpxx5ERjZpt+zuZuV0l0daA01u2K/iOhWwORCQS2VNTU7MKIC0tLa2srKykPdpNkCDBwZFIthN0KFLKz4GbgQeJW1rdBJRLKV+U8gdpN38NXCKE6PldTv7jH/+YrmnaBRC3+ktKSvpRuY98V3w+n+Xz+f5IfIHqOYC3M/qViiUC6bVFzZlVWUCpYY+k+zOqe5l6VMsu6/O8sVWp3/TFZssh7ARFvFS7bgEKbLNBkwrpQKMa40N1N4urtnDqLwq45OdHc97557GtzGSd/IzT5Ylkf+FhQ+Qteh6dwb0P3s47q5/Gtm4YOcoAojKw34f7/Y/e4tl5f2fZ9ndp3GXxUfSPhIwKtvo38+Lrq7nvvrvpl34tK5c2scHYiallM8BzI6Gqamb/5R0Gj0mhX3EethAiHEAJBlCNz/u/E1NUK2IznUIz9ejYFWOUoCsgbVGbWVgxQKlJrUEzVRGxB9S6VH9kyBfFkSPWdQtNXjQ6PP7TwSKmW0K2FKKszGrUN/Zep9anBDrjHh0IBRnTLatWHuT3hiEUd5IRW9tRcR0MqpRaXiR81BaX972FaZmLD3xFpzEFyGzZfomWSrrtQXNz873BYDAGkJWVdcvTTz+d0V5tJ0iQ4LuRkJEk6FRabf7aqa1fA6OklKcf6NyZM2euEUIMAnC5XC/ccsst57RHDIczJSUlKcB9wHagwx0YpLBoTSSBcVJYa4GmncOX9tiQtPhco8g/2pYqiEiJqsYL2ziANCteGcdmgbAEBc2SZCcki2Qudb7MutVbufb+mxj5t8mctudMbjz7Rh6Y9yuS++2lhzaRxTteYfY9r3D2XUNxGhn8bsJC5s6ZhzpmHX6ris27P+fJOz7konum4qGanaEldEvOYUT6VQTCS9kXWMjeyiaKXdOI2bZSUb+etLQBuNy7MQiDoVD6Rpg9FmQneXcMHW3pOEJJ2Vu6r8ARc4moHtHX990YHblqpO2zI1aqe/JroyNW9dfKC/Ya3XYXIIWlVKfXKiFHRN9Z/KWFkhJJZPzSgUpVZq1tS699HX2PvgsHo702hOIOKWo3rxk7lA4fANhN05seiw5bnJLxZIXD2ZU08QrwGJBDvALvZcT/5NsNr9d7XkFBwTkAu3btevvmm2/+nxxsSJDgUJFIthN0Cq2l2Nu5TQewHrisdQHmN3HPPfdMME1zYcvK/FhGRobr8ssv7xpT2oeYkpISQVzqcyTwDp1X1U8DUraO+Tht54jFlwlTiVQvDfa25eHQBoAqoEqBkID8GDgkxBTIiEFEQEy10yPmJNdy06xE2SRjrK5rIH8L5A8dzZDUQoojAYboZzHGeTGlpaWcdNYUPHnw5KPPMGbMWBR0glYdfllF2acBZvz0DI6YAdOu6ofqKCOmZ9LTLEaPbSbW3I3dtctISQWX24Gi5qHRiJ9GbBj4jVRWflBPqA4mTnDtS45mbFcbUmrVvTmV0tAMXCFntNe2XlZWbXca3fvUoKfZtq37Ntv6/nsAAqe8M1HE9LB92ZFr1frU/e44EknouAWj1aqMKvvqwZ2qs/82woqaBQiHZR7QuaNF5x041NUivYaR6zKNvPcycp4Mqp1eev1ATAFuaNl+HHijIzrJzc19NiUlJcmyLOrr60dcccUV7SJVSZAgwYFJyEgSdArtnWi3tBkmLkt5qGUx5jdimubrrd27XK6bE4n2/+Pz+aTP53sceAg4C8jupK4NIMNTm5HibE7eMPyl83+vfpK5oP4dyHdOkS4AACAASURBVKosogZwW9CgwHpbvMBNAJACogqEiFCjNLBVC7HAFWWZp5HuqVDcH1INO/kxSZWsYZW6BktabMz8FyNvAFc2rM+dzQeh+1CFTrm5nM8i/6HSs4LjH4E9X0CT1khYhkiONLCTXdSpMWpcG/AbsHw5eOouoNA+Dl3LY68GfsVFSIvRsBMayuDJe8NpdRuSGkTUFov12tnD6LelT3jM8qOJalH0sJvcqkEIS7Qm2gD2lUM/l1rMHhm9YihA+MhVPcLjlw4UCFzvTf20qyTaAA7LrBJgHKiyZFhRM2NCJB3qRDs9GumnSml7NSv/sS6YaGvAeS3bDcTXonQIjY2Nf7IsC0VRiMViL8yZM6dLiNUTJPhfIJFsJzjceYW4X/fl33Rw5syZt0kpUwBsNlv1DTfc8NfODO5wwefzbSRuDdgDGNtJ3W7M2TIgNP5fV/wjpTLff3T43H8SJVZTX4YANBMcFiRZIICCKEQFeAxIMiBiQZIYyJF16QxYLRmISp5bYfvvPyWyr4GIWY1hhXh52SMsjz7FxJ8XM+u3/+Hx8z7HveYokkQOdUYZn/lf4iNxLyP6TuQ3991Eo6ggIFRS1AIGWWm4QwarXwzTw3slwyb0oDTwD8qqaim2TWewmIw77CK2x8/Z02cw4+KRpHWzbAt3bp4YDltCWMLSN/TZJBDgCntEwFtDk3ev/sXAL1VQ1CpyGh1LRn1mX3HkFwAIxDfJdqUtqgaP/2BstMeOrM64Qd+GKmXYr+q9/9s5phBul2Xu7qyYvoaUIicSHlWv27a8nZk7r4sshPwqJ/L/L7jPAx32MhAMBlfV1NTsBMjJyelZXl5+YUf1lSBBgi+TkJEkOOwRQhwBfAj0l1LWtu7/y1/+ojU1NYUty1KFEGRkZIy/8soru9KiqC5JSUnJ8cD5xItqtNvivP9j77zjoyjzP/6eme3ZTe+VGnov0oRwgFiwA3rHWTgUPPV33tnPQ4bV8/SEE+tZOHsHlKogAiEIKEjvPSRAKAmpm2yf+f0xCSIGCKSi83698mJ3nplnvju77Hz3eT7P56tIASGn29rmsfva5uX0+KFDSdyR9PCjKQdbrxxc9v2Y/w1QBUXKX+1OVSIq2oX0BMmsFbgpEKGXG2IVbZR7r0nTcpeKIKoQ64feFaGEi6UUiSKuYBy7V+Zzfc9m9M99lKff+BvXO1tSGgX3Wt/lmz0v8/wf5/LEh6MpMu3hkH05JslMF8sNXGedxuztU3l35mvcdGdf4ssu46tV/6HndalcEz2ZI54FbK5YQtn+IhKbhVIgOdg78zjDr0sjOaIP4abOfPvVJlZt/ATPYUfO7X9M3mXe3HEXhqAkFDvK1YjSEFQB6UhCkYCW/Pna7En0tdvT1ryx8xZ/+r7mUkHUSfPGLgequ4aq0S+6B67qJh2LPSGVhJUbDicVVrefp+eGVkpYaZhtaUa9SQUCgmATVQIi6i8SxArJkGoJBo82VgEbg6KY43zey7bZw2busofmNkYMNSAETTbiAPKA+6jnWQCz2RyZnJz8jslkEktKSsrCwsJiR48e7anPc54NQRAeRVsvAtqP/Fmqqlb7ua9hfy2Ax1RVrXbgRUenMTnr1LuOzqWCqqpbBUGYBUwG/q9qe2Fh4ZeiKEoAJpNprZ5o1wxZlr9xOp3rgH+h3Qx31EW/JfF5jiOdNl2hGILLTOX2Mo+jtGVexJbOcfvarjW6bSdVQREieysmX2FFesgWh3TUWkb7FChyQImkTcMVi9DcD/FBOGDQtpcYoczkYa9k5ITkx8Ix+nS8iUXvfsEK03gG/zuacGs8a80neb3iLtKSQnlm+kP8859P4joOD786kpSUNHb5v2G2+y+M6fw+iApf7XqR8BbLiR9twSpJbCl7ijxzGENj32FLyftszp1NRHQJQ4f9gcGp/+C4sgtrUKVlxv/wWdvw8I2703oMPUKHXj5LyIKrVgBQ7jiVmPra70rydtzetXIQWxG8Zp9YbisXKqw/KzqkolKVmAt+o2JbmrHePXhFt0Dz3OaGw0krqrvWYrnNjTFgrIv37WxIKr5Sg6FDWMC/+czTBwQhVERtlCTXFghEhQX9bTIjY988aTK7GiOGGjKSn9yAPqAB5DZer7ewoKBgZWJi4sCwsDBHTk7OFE77zmwoBEH4Fi0x3nDatvWCIIyqRcI9kzrwJtfRqQ90GYnOr4VJwK2CIHQA+M9//pNiMBiuBZAkSQ0PD7+gSpW/dSpLvd8D5APXAbVO3CKOpJa2W3rVZ83W9dnX6oeBe3p8OeaFdsuufCnicOrsPp+PXd33s3EzjKKxLBBPRZ6ljOJkOFihlWw/aYATlRF4FMgXwRiE3h5t0WS26CNU9VMkgUtQybMWsX0aKKlaBqOo5TypTiJNCcePm+zIOfS4H9JvAGswkrzgRuzEUKocpSSYh6Iq2GLBHwRF9CD4S/AqJYT5SqhQPeSZfHjCIW8HmP3h5Pi+4Tv3cwREI9GmfnSKmISqwpatpWnZ2Z6Q6q6HP+FovGrxOixZ/VeEzL1mseFYXKlldZ8dpt3pR6v28bXblVRx/de/U03en+mjzT/02mbN6r/mbNfatLPtEcv3vevVAURADZgV5Shn3Ee8ohTRWFZ/kT5fS6uiRM+NSXqliSfaScD1lY93oxX/ahDKyspeKC8v9wLEx8ff+9FHHyU21LkBBEEYCXB6ol3Js8Cbteiz2lkeHZ2mgJ5s6/wqUFW1AHgamCYIguByuZYriuYwaLFYpt9zzz0F5+xA5xdULp58B3gGLTFIq22fUbnNi6WAUQEIzY+vSNzZ+VilHWByRVhhol9UjN7ipPmF8/HH+kTVHmcgTYFsEdwqtPBDPz+0CIBVgAJJS8RbBLQ7bRuvVgTnUNYyHtrUngdbTOWzp8pZVRZLG0NfIqU0jEea8UPWRmJbWblu6C18veVtct2bsEgOSpVjzNz9NJmFrxCTZscRF0FxEfi9CopajqQUsir3ExZ8spRmtgGk9OzEN5veYu/e3dgr8ljnfoOje7swbdZdzMucSu7GBPXpR491ykld3VEJLbVUXQdfmz2JhJdF2b4aNt9wPK5M8JmrHdUUi8Jd0omYowQMP7PLFN1Wv1jmaPTKkhYleKJUMrateu4XRIdPEKIaPBBVJd7r6ekyGPIWxCZ+FBTFOrEXrUfuRZtZVrnIBPNiURRFKSwsfBfAbDaLx48f/7Qhz4+2vubMRJvKbUMFQQivpu2sVMpHivlJkqKj0+TQk22dXxOvA8kjRox4Ck0DiNFo9ISHh/+5ccO6tJFl+SAwFk0qPZz6+d5Y57NWmL2gFEYGm9uzWyw6sUQR1lgDbDNqiXW+AbKN2lC7S9ScSSoUSPXCVgvstMAOM6yzQtpVAkWO/RzquJ6UZw3s/GYeU/c9ws5jxXy37wvaDEvFZfSTG/8VPS/rSc7GIrJLN1PoK2bZ3k9Ia51EvKk1ScZEUuw2vMYC8vxJFJa15b8TlvN/N9zEwKgB3JH4HsMub8f2gukQKCd4wsWcHx7ljw+ZCO+QyUtvPyKkdZRMByM3X1UefjSy6sVKJ6NKpdykg1LxTzZ/1WE4Fl9i+b73TkGRmuziGrMaPO4VpapCKYI9GNjXkOc3Kool0esZuCvEsTArMrZaWU0TYzDQqfLx10CDXi8Al8v1dWFh4UmAlJSUga+++urlDXj6nsD+MzeeJh/peYH9DT2X9auOTlNAT7Z1fjWoquoXBOFvXbt2/UfVtpCQkHvuuuuupj7K1eSprDw5Fe0HzSi0afC6JOgJLU2NLHeEXvfV1Qv73ZS+xGimPKoEJUqBmCDEqOARwSWBqsBeAxSZoIcfwoOgqmDLgQSvkQQhnB7iVYQFFPoEjVw9wsHCOe/z+eo59G47gk7hwzAJUfgppyByPS26JFIQyCG36CSdO/ViVMRLNDMMwE8FzWy/w1zRi7U79vL9sdXc/m5rAjELyamYjkNKoWP8eHqHybzxcDETBn/HmK6z6BT+IDYpjU4pI5n43B3CjnVBy1MvbO9W9WKlgiiXaXu7bET1oiwylJByky81J8rbY2Mrte6KDV4UZq2qpFQhGlICgmAXoMH+v4UE/LHRfm+3zMjYN3baww421HlrQSjwp8rHxcBHjRVIWVnZs8GgNqEiCMKnM2bMaKh8IJxzSz5a1LSjSvnIjFpHpKNTz+jJts6viieffPJ3BoNBADCZTIceeOCB9xs7pl8TsixvRxvljgKGUoffIfF72mf1+PIPOaqtvMSkWjyO8NAV8TZEG2ADzAoUSVAowTGDZgnoAXaIEBKAaC8oNkhW/FSopfgFicLANuyo+MVi0vtDegwogosc71LiVDulhjQKpHCaFVxLRR44KqAkdDPzvI9xMLgCEyEUqvkcN7qwJ0DhbEh0teWEKQ6/oTk7fd/QPORPmP3NaH0l9HkUwELH0CfpGPYU28ueIir9MC0T+xPSLa/7rENLLwuGF1tVMSi4hy7v7+nzYwfF7DEoIS5TTa+TKii4r1g20N9le6dA4rEkRKXRPe2MqlLqkcRUqxLMa6hzRvu87Uyqap8Tm/xKocncJEra14D7gbDKx/+jDt1+LpSKioo9BQUFuwBiYmKScnNz632hZA0lIjWSkVTJR1RVLa5dVDo69Y/uRqLzq2HatGk2g8HwcFXhBlEUX3M6nc3QpmwdaBUSrwQOouVpbYEsoDfaAsDlaAlk1bRuK2AJkAH4gbXAIGAXmqSi2Wl9lgFbgX6V/0aijf5WtRdW9tsb2AgkovnrVrUfR7P/6lZ5nlaVfVS1H6nsoxPaYqrGfk3ZlfGMRSsxvb6yPRxNe9kdbeSuEG2kai+QANhPay+sPEda5fnbBg0+z46hXz8h+g2+pJMxO7eVl/oFI8YYCRQDxAegTIICgza6HQbYBa3ojckAQhSU+SFCDXIouJKAuT1i+T68bghrLyIhcdC1FJMCJjGCAsFKbKCQVWVv0DlxIARFsiuWo4QcpL31HlqKg5hRci+Hc/MZ4niE8HHZLM6aQesrexAS05NlFZOYe/Lv/G98KW+98Tke00luHfEHZs6cxaBBAykUg2wt38y2XUVcfbuDL/+7c0if3iUtHNk9j5i3dsrxucLCff3WXyMkHbapX4zebvIaCgD8ohhpCwazK0QpTYCgRQnmuSUpzagoBSqSIbCpp8daZtrlLomNdwlCK7Og5HskKdmkKCeCgmANCoIjJBjYXy4ZWoqq6jYqSpFXkhLNinIsIAiOoCCEVLVLqlpuUNUyryjGm4PBPL8oRiiCYD2tvUxSVbdPFGMtweBhryjGqIJgrmo3KEqxT5TiRRWvVshGjFRBsinBnApJam5UlMLzvyYMAVEMr+pTUFWvWan+NblFqXWKpyL1sNm2cmNYhLfyM1nbz14aYD2t/QSa53UysA1IR7tfbgW6AFWLWBOAzZX/HwPAHqAjcBgwAbGn9ZkO9Kk8bnNlDANPa3dV9tsaTX9c76+ppKRkUURERBuTySTY7fYXLRbLi17vxS8FUNXzztREnqe9GO2HfE0YqqrqWzXcV0enUdF9tnV+NciynCWK4kAAq9W60u12D5NluVE8ZH8rOJ1OI/AYWlKxlNpJCIYBmXv7Zd7mtbq2n2x2oL/b5EovK/YnFicglFigQoCkgParwKxCO4/mxX1CghIRPAKYgd4nIUpty4+OPNKOl9LF1IWi0H2ABwIqJ/eotIsbxhb7cUJ9m4kwxBMTcRWBwD5OuDfgKirn98cyORyaycwtz9Ezoz2JkakoSjmmspXszfGSlBpJjsFHdomL3tI1jG7xFCmG7ixfvpxRo0Yxc+ZM3MZD/OuNe3n4ictwhFq5tesqNTXdU/LYoBHvhYQhGI7FlXo7b2vmT9/X1pLVf6Wv04425q0ddkv50S6AYOwJh1gcVnG2BZRNBLFMMra2B/37Sg3GzmEB/8b6OpE1GAyP8Ps6/xgW+X6uNeRSWvQcB7yMlvwWoY1wlzVqRBrG0NDQPyclJQ0FOHjw4PuPPvronfV1ssqR7SJglKqqs6ppV9EsAZ8/Tz8jgSWnj2oLgvAmgO6zrdMU0ZNtnV8Fzz33XDufz7dDVVUMBoMSGxsbnpeXNxL4WJblplai+VeH0+nshJZ0rwYOXcixfrNH2nLNl1cm7uh0JGFXp00AR9tuG7h7wJKepoqQo3nkDVWT1Bi/CHkS2BRo7QcxCM2DcMQABgGsfnAIUK7CITP4AtCxAAIRdvoZr6LIvwY3pUgYiCnow/fZCxAMkNDJiNXgwGL/A7GqnRBfDmWHRZx/+Ji0DLjl7rFISQdoLvViu38+sb4ipOI0XOYf+fZ/8Nehi7H3+J5kY18SLcMIKB4WbRvP4498yM5lsPTbTNL7GbCK0axdmsOVV17JqNsj9lz9eMBiWzLw6/ADzfMBlLBSS9nlq3qdPJp8qPmGjgdVs8dQMWLxUOP+ZnvOVuSmKeAWpcQq+YhPEMNNqlJKPei2I3y+FgZU6+Ko+I88khSo6/7rERPwHNqsEmj1AKpz42hoDMAgQRCWJSUlfeZwOKx+v1/1eDytxo0bV2+ft8qE+lzJ9oRzjVhXyke6n3m8nmzrNGV0zbbOrwKv17uk6oej1Wqdcvfdd5cBC4HURg3sN4Isy1uBO9Cq4l3NBUjUVEGRLGWh7Xy28lOjVF6bK9ZcYff7bOUJ4eGWAnMpAZsXtXUARAG8gCRAuaSVcpeAQqM2jx8OdPBqc+y5Vkj0gxR0IQkGJAwkS91pVngtogGCbjAFHbSTruaKYHfM3gP41AqOhq6i3SiI6gzrIrZiMXfDIkTQ2XQTcSFjiSm8g/wNELTCCft6CgLbOOpewJrC2ynwfYfHtoZeE+DGJ0ERXWwKLGJ3YCXDhw/n4YcfZtGiovQdO0wVqtdy6oegWBLqOZKdvndFl/3tjsUXOESPNWBZ2/1H455WjVfy/Dz4BDE8KAjWqucmVSkuMRg7Uof3FkFVxXiv5zKXwXB0XmzSe5dYog2azV9Voj2fppFoA8QA61VVVYuKil4FMBqNQklJyef1fN4DnHsR5PkS/aHAMEEQ3jz9r3L70Mrn/66rYHV06gJ9ZFvnksfpdN4OvA9gMplcLVu2DB09erRa2dYf2FVZpEWnAXA6nS2AJ4HtaAU7zkc82kjoiaoN+/otb38yObt/afzRjqZy23435a2PW/2pYgiCV4C4AJgUMKigCFolyZAgCCI4AtDaB6oIJwkhoryccDEOu82BiESx9wTfveBhwN/sBIyFnNyvkJQaj8MShkVwUFZWzvxJOfxz3Ifk29fx0qxp/Hnk3/C0+B4PpVjz2vLUsEW8MPcvHAnP5IMHN/DXf97OoOadKfKtoXT7cP7y4HieeW0ignk7T/z1S6Y+PZ1B/YZiEyNYvHgxI0aMwCAK7lduGfXflMif7P98Jr94JPl4eLPspELhLPLXgugi2/Lfre3eb2W3LYl5saW1erNqiV8QQ42q4uK0kWyfIIYDgklVimrbvzUYDIv0+7psdIR/sj/EcfT8RzQ5RgDjKx9vBybSAJUia4ADTeu+q2pDbGzsW1FRUfEAx44du+Yvf/nL1/VxYkEQZgIHVFV97IztLYD9NdB9n6vfQn1kW6cpoo9s61zSOJ1OQRTFU1OODodjTFWiXcl6tEVIOg2ELMsH0OzNCoEb0Ua7z4YVbZ3jidM3tlqdscNYHuIPSoE4S1HkPrNgO+gKQSkJQkw5SKq2SDJSgRAF7EqlvMQLcUEIClAkgkkox2+HfRynrMJLRF5/8nYXc9lDVnyWfDySSkRLE8eOHMVfKuIqdbPktWym3rmAy/r1pGf7yxlxTyoLdv6bHPd67Lk9kAct4rOPZnFZ58H8LvkunnriOZ4Y/imH17WmfMsfufWme3ltymzatxOJbJnKhDeG8Ngj4/l+1RKWrPqAj7+7gTffnkZQxfrsosUjlNMGPITEvMjUUqvv9ERbsbqN5SMWDvQ3PxgDYPQbghaP2W30Gxo1aasQpeTKUe2fSUZMqlIcEIQQBcFcm/4jfb6W9mAgZUFM4kuXaKLdFbir8nEB8G+aRqIN0IEzvK7LysomBQIBFcBoNL47Y8YMqdoja8/naKPQZzIUbfG2js6vDj3Z1rmkCQaDbymKYgYwm8177r///nmnt1cukFzqdDqbN0qAv1FOqz75KJqbSZ+z7NoNyK2uweoKW292h+QJoiqpUtAapeBXDaiSGdWhQK4JDhshTIVIvyYv2WCFYkEreuMWoEQAiRhSTBYKvYf4Nucd4tNjCZosxAudacFlSFKAXtaxPN1uB585t9H7/rY0vzyeHf6v2RfIJCWsLR37t6DgRClPTXiLGTNmMGjQIFoaLyeo+shu+y5vz5rG4MGDGf3XwXw4+w0yMjKwSEm0kHpyU9p4/vXmCJ55bTSjR97BrTfex21jxvLMs5MwpOa3+Wj96o5Vr9nXZVtnd981PcpHLBqoGvwigBCUFLHMUSK4NclJWInDO2JexvqY/MhGtbuTwGNRgsera7MoSn65ZKixX/LpiKpqSPB4+pYYjLnzYpPevQRlIwBtgH+g3WP9aKXIm4pFXRyaG4r/9I1ut/tYfn7+BoCoqKjYnJycv9fHySu11oWCIJyZcE+o/PsZgiDMFARh/Jnbq6EFF+DRraPTkOjJts4ly7Rp08KNRuM4AFEUiYiIuOosu5YBw5xOZ6P7Ef/WkGW5QJblv6A5lYxGk1JXEQlsAtzVHdt2xbCtXeeNntJp4Q3FgiAKYX7K0so46dmOWuCFWL82wm1SIFqFqAA4gppY3CsJxCuQrIKZMo4bRLaFgT0FgsZ8SsVC3JbW2EQLFsIxB+30eAKSrwKbKmLESKrUi9bSUFoaM5BEgcLdUHIQNiW+wFrvOwCkSn3oZx6PzZeEPQmGvAB5oSu1NttoBBV2VLwNrgxWzoWiY2AtvQaDaONP917D4CfD1Q2jNl+ba98b52u3K8m6bOAq09Z226XCiHyCkgIg+ExBa9aAzYZj8SX19T5dKGWSoY1BUc7qpiGiem3BwAG/INovpN+QQCA63uvp82NY5CcrI2NW1z7SRiEVkNGMcRRgKppVX1OhK2f5P+dyuZ71eDwBgJiYmCdnzJhxQaXTa4qqqsPQdNfjK//+jbZosjq9dneg5dn6EgThUUEQvq3cb6ggCN/WMDnX0Wkw9GRb55KluLh4qaJoBT0sFsvcCRMmVLuwRpZlFW3qsl5uHDrnR5blZcA4NA/dq9EcGnqieYNXi6CKROSlHK2IKDSqqqLG7k//xCIZveZ4SlwhEBA0XXaZqFkBhgOtfBCuQpGgsk0EATMVQQWPr4J2wUiaOXqQX6rgUgSQ4rnO/grZATuzi1+h+/hQWg2yM2P8Tr7Y5eT9sj/wfsVoijZZ+fKBPO5MeYsvPp/ND7sXsWH/dwB4KePERgO3jLqF2Z98zVURj+O87T0+W/dvfKqbGMtQdhf4mfjC31i8MJPMzExGjRrF8uXLiTB3YWT6dOH4UtXwbd4Pw/xt9rUVym0+08HmBZbVl+0U1Cb79SwI4JdQz2nILKH6yyWpdY16VFVifN5ORlWxz4lNeumQ1XYp2fqdTiLwFJr/NcBrwPeNF84vsAPfna0xEAj4CgoKZgLYbDZTTk7O2/UViKqqj6mq+lbl32NnSbRRVbXlmfruM9qfV1V1mKqqQuXfMN1/W6epIU2ePLmxY9DRuWCeeeaZ3sAkAKPRGIiLi+verVu3s+ohMzIyvFlZWbdkZWXtycjIuBSnpS95MjIyghkZGSuzsrK2AnejFfE4eL7jvPaygsJmB4YKqnjCHV7cSRWlkyVBJTzCh2A0IOwxQoUCUaomiDUjYFDAK4JLDeJ2B4m0CoRIfq6MeBRPYRhzd2ymjZSC/2Aph8QvMaWBYlBJkmLoObg9G0Lmk2MMYFH8TL9/CfdPvYGO7bswoMXNeCq8fDr/f8QKHchUnmX6m2/x5uQ5/G7QMLokDKV1l2Sm//AQscH2HM0u4oEbpjL9uVkMzvgdzZo1o3fv3owaNYrevXsjumy8//TnbFnvimhW2Hl5i/CEs0oNjqXvjytOOBEeeiK6Uf2ZyyVDmj0YOFiDXVWDigtQz1XC3aQEQ+J83j4HrSHLVkbGrlA1+7dLkTTgX0BE5fN3ga8aL5xfYAL6ohXeOSs+n2+byWQaYbFYzA6Ho93q1au/6Nmz54lzHaOjo3Nu9AqSOpckgUDg1Ep5m802cezYsTUpe7YAiOYCfaB16pyjaKN9h4ExwCq0CpnVEpGXWtZu6dULj6fvsHtCytdKqug34S4ql8p6+v0IIaECqkFF9Wkj3EWiHUfAjY0AVhXcIVaa0R6BEDobRnA8eT0PqzezfMMsNh/9gstubMZhcjkhJdEuEIstykakL4KDeUUUm+D1fyzj8rb9ESu/Lsd0fZqk0gxue/gKMp6Hv459jtAeVr5S53GNcB0j+v0Rqz+WoQOGA5CZmUmvgZ1RVAVREMnIyGDmzJkMHjwYgK+//pq7xo1T383cNGxQWsfpklj9iHZR2tGEgMlnTt7W9qzXqr6pdBqp8ZC7QVVcJQZjt9CAf3N1CXeEz9fSpCqOb6PiXy81GquVNlwitENzGnFUPv8EmN144VRLKFrF2PNSUlIyJTQ09ClJkvB4PJ+jLajU0dG5SJrsPKWOztmYPHnyA1SW9DWZTEWJiYnnrDZWRaX9X2un0xlfn/HpnJd44CtZlhehSUvswHWcw7WkOOlQnis6P7XH3Fvf6fjNdZ+m5Lafb9npWFX6LRQdsZJrgB8sUAL4KOOEGCDHAO4gRAUMlLGLE/zI1LJuHPD9QLFtO8fWg+sYJJb2J522tA8EOcxa9qsriPWksuNLWDEdBAQMgglR0L4uRUFEVI0cXQdZT0CEuz3L3VP4wffBqXgl1XTqsVcqYqH7SXICP1Kk5v/itVmtVp6fMkU4UVoa//7qHzqd7Rq0xSJAhgAAIABJREFUWdJvU4eFg2qULNUnIcFA9oXsbwsG9wXO0G5LimJK8Lr7lhqMuXPikqdf4on2QOAZfkq03wE+a7xwqiUcTeLiqsnO5eXlm/Lz83MAEhIS2r/wwgu31mdwOjq/dvRkW+eSYsqUKZIkSVMABEEgNDT0pjOs/s7HSrQFQjqNgNPpjABaybJ8FECWZZ8sy1OBJ4DewGCq+V5q+cPAvb1m3D7fXhTdKvxYsqtd5lWboxPitod3lk4WTahA8ZpAgJxKszmbCC4T2IwgUkZJQCGECPwEKHdXsHPrHob+JZXhf27Dx+9+ielkAj2NV9JGugZbWRs2rNzBczfdzZt33sMd/3cTy5cvB2Cffzmfrn+GkaNG8sTWfzDpxTe5a8KdNNsylAeN0wBOlWvPzNQ02reNvBtxe3uOCMd5x+9k8YpFP2sfNWoUCQkJ9L26vbq/y9bhLsV9asbRHVpmdoeVWgBEVURUpEaTWJRLhjRVEC7YDs6oKmU+UYwMIlgAQv3+lBi/r9vq8OgPLuFFkKDVUroTeBhtljgIvATMacSYzkYLYMeFHFBeXj7J7/erACEhIa/PmDHDdL5jdHR0qkdPtnUuKVwu12eKohgBzGbzpvvuu2/5hRxfWbp9rdPpbF8f8emcl/7AmjM3yrKcL8vyg2g61+uo5geRoIqHgWNUfW9JitFqjc10PIFLCPooAypE2GWG3UZI80tsNwkYRQMFqptyj4DLnc6Kj49j7JWA1R6ONTycbveM4dnhG4lb/3tab7mbz27JZkzrqViblaGm5PLqWy+eWtS4ZutyXvrfs8ycOZPI9pE065nCw3MyePrFR5iz7QXmr/6AUaNGMXPmTDIyMsjIyGDG57OYcM1kyr4XSdjUlTE3//Fn7TNnzuSWW27h6huHCmKY3/rRjz+ceu3bh67qtW3oql7181ZcEKJJUYrMSvCiikNZg8EjXlFoluD19PGJYumc2KRXj5mtTcUK72KIQSvBflPl83K0NSRLGy2is5OCVlzqgtaqeDyeovz8/O8AIiIiwnNycv5ZH8Hp6PwW0CtI6lwyPPfccwk+ny9PVVUkSVLj4uKS7r777gsudlFpAXg3ML3SqUSnAaj0Oi+RZbnwPPsJwFXArWhFiU53KbADnYHV+S32RO1ruTdtT7Ntowwr3W2KozBI/cElgU2Fy91GfjT76ewDX8CILduP8Ti06BpHVuhxutCRiEAFFsfNdPt+ANdffj0D/wlXjOnOY2mr2eVfTLlSAITzZukEvn0qn8OvaRrsjIyMUwEdD+5k4+qdTJx5Mwe/hVmvZ9JqYAqRQhw2QVNPLF++/JRG+8zjT28XBIFQq7Xk43F3vGKUJHXurQsHqYLKDZ9enVWri19LyiRjO5sSOCip6kXJPUL9/hSrEmy2Ojz6qxNmS02qijZl+gJ/4SfZ0wG0gjVNtfDOFcDiizlQkiRDcnLyZzabzeTxeAKCICTddttt+mJJHZ0LRB/Z1rlkcLvdy6p+HFoslg8vJtGGU1aA76GVK9ZpACoT6GHAeUt4VxbE+RoYi6YxvZmf/LldVX3EHEg/abKVRbYIhORGzuz0Quli8LsgoEChAdaY/YQFIdso4pIMBMLBbwSPECQjkE45xXjUcu7nL4QGQpGuB/9loKCgopJuHEKqoRcqKqBCpUt7QcgmVnr+S9VnMU5qhyUYyfpX4OQu8As+Pg+8yKbgWR3WzoqqqpRUVITN3bS5FUDfZb3X9V122foL7qiOkVTVdTGJtkFRTFWj2XNjk6adMFua1UN4DUU4WpGmv/NTov0V8AhNN9GOApZd7MHBYDBQWFj4LoDFYjEcP378wzqLTEfnN4SebOtcEjz99NPDRFFsC2A0Gn0xMTHjatNfpZxksNPpvKCiGzoXTRTwyYXMJMiyHJRl+W3gHjQnhRvR3GR2Ar0AknZ03qKKqilmktuR+icp326E1BMQ4bPgFuGwCUpVC+pBN+7IaCydWrHYdZJ2e+/EEijkqMHPZ1vfYdSoUdz50tWkdejKR3ft5+2df2a//zvme//F3m37WXWLn9d//wGZmZlMfHwy+3fnnIrzTI32H0aOocW6/nSXBlXbXiVJOfP4ZZlLmLXyNUwhIt/vz24LEHsiqjzueFSNFrXVF2WSobVNCVywg0+Ez9ci2u/rsjo86sPMqLgllZZ+Wfy0kPBSYgjwX2BA5fNyNBnJm5xRibEJYQU6cYHykTMpKyv7qqioqAggOTn5itdee613XQSno/NbQvfZ1mnyVI6KbkCryEZYWNh9EyZM+LG2/WZlZR0EbBkZGY1a9vrXjtPptAA3y7J8UU4aGRkZgYyMjNVZWVnL0KbEe6MlO357YcwJa2n4/sTtXfbElyau2v96bqoryx8vvidx+eXXsjN0N4WSn+OxMNp8J82NyfilYyx5fRHpfQRCytrx7qS5/OODa7gxdQxRUin9el/OxzPew9tqK/vYwIq8+Vw5tjlhzQRGpP8fHdP6cPe1T9C7d28OHjx4SqM9aNAgmjdvTu/evbn9prH0693/Z+0ZGRm/8Nk+vb3r5a3ZH/0lR3eWc2DbCenm7t3W1eHbcFFoVn+CZFSV0poeY1aC9jift9dJk3n74uiE2S6D8fTCRQE0945czuG93YRogTZyfR2aTzVoVpVOmlZVyOqwAznUMtkGUFV1m8PhGC6KIi6Xa2hOTs7LHTroboA6OjVF12zrNHlkWXaKojgJwGw2H3388ccT66pvp9M5HNghy7LuvV1POJ3OWECRZblOqgI6nc5w4G9o3r8LgFOL9ioqKgxvvPHGZJfL1Vn5s0LoZCiL0Kqq3BX8I17fatLE9nRffxsPPXMLJdnw2VsLCO19guaGQez3LyUnuJby/VY++OoVDHYYeH1nTA4/7cxXcUPIf1BVleVZy/jd4KEALM1cTL+BffnW8086G28izdi7xhrtqnbLAA9ble8ZJY3n1hF/4ptFi4my2ws6JMZv/32vnhti2guUxZ4MTdyenlcX17CGCB5RirYowV/6FVaHqgoxPl8nVSCQFRE74xx2fg60WdUmU36+GsKB24ChnBIQUQi8TjULfJsg0UAysCnoN4iSMVDrHzaRkZFT4uLi2gDk5uaOf/jhh6fXtk8dnd8KuoxEp0kzZcoUs8Fg+AeAKIpERERcV8enWAo0r+M+dSqpTLS711WiDSDLcrEsyzLwNJABXI/mDoHNZgvcfvvtz1it1r2sh3I/RHhshCjwJZ/QxXAjQ7iRt1u+iqMPNB8OQdGLUYxmkvAUy9VFNDP05WDUfA6tgKxHINzdgitsk7nSJgOw1T+HnbHvIxohNBVWN3uUTPfzJEvdCRUvzsI9XmhGG7EbYWIi9917P3feeScnXa7oFXv2Dbr/0xkPvH3om6uz2+zoEpQCwnk7qyNckqG5qKo1kkg4AoGERK+n/36bPXN+bNL75/HNLgNaokmDmhpW4BY0ecgwtEQ7iGbndy+XRqINEAds8ZQ6TGveGXv73sxBtXZfKi8vn+zz+RSA8PDwaTNmzLDWOkodnd8IerKt06RxuVzzFUWRAMxm86oJEybU6dS6LMsBYKfT6exRl/3qnKITkFkfHcuyvBl4HG3BWgyapjslOjrafdttt00K2RqyN7gMCndUYFANFEkKz4gvsfzou+QcWcngWycgj/qSh6fdyYrs9wgVYjgkecg68j57NuTywqS3mb9kHu/PWsThDR4sQihB1U/2+kI+fW8WL24dxbuf/5ede7aSvztAN/NoIqRUMpdncuvtI8nMzOTLH/7LXf+4oVqN9uka7oPfHWOg4QYEQcDhcLBgwQIyMzP5+OOPMRiN4jfTC9u8dOOJ9l+s2dy6Pq7lmSgIRouinDCpyjnt+UxK0JbgdfcLCoJndlzyi9sdYQfOtf9pbAGa1TrQusOIJhV5C62qaVUi+SNwP1qhmorGCe2CaUmlTMdkq/CHJeZtD0vMq7WDiNfrLc/Pz18IEBoaGpKTk/NCbfvU0fmtoGu2dZos//rXv1qgFYnAYDAocXFx3bp16+Y5z2EXTEZGRkVWVtYVWVlZW86c7te5eJxOZzvgoCzLNdb7XihZWVkScIUsy29mZWV9g+bPPdRutwfatGnz5bYl27r4Y/1RzILY/iZiAypLXjqCOlJAiZLomJzOsSFb+XLCFv7Qeiw7jVms/Gg9v+/1AGK7bJo370xJWjHP3f46Cb19fFf8AW/PmsrfR3xAj4596ZlyNWqxnQfHvoz7ci+eXR7GvXQTd8xoy40d76Ykegtd+rTi7msn/kKjfT4Nd0ZGBp06dWLAgAHMmT2X6Mh449LNWzruPHrMOqBVi2yDVH8FbsoMxvYmRckXtVHdXyCoqhjr83YxqapjRWTsRzvsYbtU4YIG3RXAiyZ3qLfPRw0Q0aQif0db/Gip3H4AeBH4HG0k/lKiG5qvNoKoEttmb15IdGGd/FDw+XwbLRbLDSaTyWCz2bpv2bLl7c6dO19q10dHp8HRNds6TZbJkyfnCIKQCuBwOF5+8MEHH6ivc1Uuwmwjy/Ku+jrHb4nK6zkOeLu+vcydTmdXYHPVeZxOp4g2SnmN3+8vmf7h9E4nck9cgQDmVtB8QwRuUxEZagZDxev5KjCdITvGcXfPh3D0h4/+PYsB/QaS4/+ePKNKiGKm/PtCnt80hiMp8Ejq00zoNvFnMXyw9gPuWHkHPAf/XCrjarOXycbpGDAhILAi6zuGXaNptL/96vwa7nO1AyRFhOf+8/prZySGh9VLmXOPKMVZlODx6trC/b7m1mAwfrs9bPZue2ht1zoMA76tZR8Xg4gmQbqFn2wlAY4AH6MtgrwUb45JaK+h3rDb7ZenpKQ8AnDo0KFVDz300IDzHaOj81tHl5HoNEmcTufoqkTbZDJVJCcn/60+z1eZqHWtXHynU3vSgPcaomiQLMub0JKmqueKLMtzZFm+22g0fnDvn+7dmZGRkSmJUiCQK9BySUfSgqnsU/bwmvoCD5mmIwXtxNwPwWywBcK4R7iPOab17GIXP7hfZHvCmxxbCfunQrOyXxZ0TK1I1Twr8qHfyUE8Y/oQs2BDEgyIlRXOO92h/dWWJ554gvzyitQHZ345bnteXp1/XksNxg7VJdq2YCAy0eMeUGow5s6OS365DhJt0NZMxNZBPzVFBH6HttDxr/yUaBcArwD3ASu5NBPtEDT3lHrF5XJ9d/LkyRMAKSkp/Z977jldgqejcx70ZFunyeF0OgVBEN6reh4aGvqn0aNHN4RN2Dx+svfSuUicTmcIMLBSD99Q7HM6nb8oUiTL8hZZlv+akZFx45gxY/4dFRZz/KubvqP4r6gmr0AgeATn8ceZwJ+JfTaMO9Z0YNSkm/Ef9tNKSeWv6sO03X4T796/kb88+jxzn53LvY/eytcrZxJU/RQGc8hcrumuM5dqGuzRo0azYvmKUzFUabSf/uPHPP3Hj8/qs30+H+6q9rfeeoupU6eiGgzhT877atyqffsvblVmNfgFMdSoKD+r8GlQFHO819PbqKghX8UkvrIqIuaHC5SMnAsFzVXGXFcdngURGMwvk+xCNJ32BLQR9kvBjvBsGGigBZwVFRXOqsdFRUWvNsQ5dXQuZXQZiU6TQ5bll0VR/D8As9l88PHHH28wtxCn0zkM2C/Lck0XeumcgdPpjAb8siw3qLWb0+nsDWw4V5LfoUMH0e12P52Xl/eQ0tZr7vhaBAemV2D6byiKqYyAoJJY2oyT4/P4/fOD6XviRv765wcZ/+kNrElbRi/TrVgPfcuapdu4o8M0DkV8w9TrVvLhG1+ckn5UJcczZ84E+JkGuy7bp0yZwqOPPqoWFxUFJ1ze/7Nru3TKruUlFN2iFG9Vgpq9oKoKMX5fe0HFuCY8cuYxs/WciyVrgQ2QqB9ttAgMQpv5ON0ytBCYhVbG3HexnXvL7MbCg2lR8R12HBPERr2Xxlf+bWqoE6akpLxpt9sTSktLmTx5cvrhw4ebuu+4jk6jYWjsAHR0TmfKlCmhkiTdr6oqkiQRGRl5VQOHsBTojrZASucCqRxd7irL8leNcPqjwHC0EtrVsn37dgX4hyAI/zZsNzyxZVDpg0GCxsvatiDu9jhKE0o56tiH+X2Bt7Lm8dJj8/jr3BvITdhFJ9oxnvvITuhI2/YVjM6YQFgazHpj2c801hkZGcycOfOsGuwz22eu/ogjPddRofbEJtgv9HihefPm0n+zvhtzpLj4q3sGXb7xYi+eSzK0NCvKcYBQvz/ZHgyk7QlxLNjqCN93sX3WkAq0iqD70ZLguuBsSXYRMJNaJtlV5Kzt1frE7jYDQ2IKPgyNP96YxbHswOaGPGEwGPwUeDA0NJQOHTq8B/RvyPPr6FxK6DISnSaFy+VapKqqAGA2mxeNHz++QRcsyrKsAIedTqd+47g4UtESmQansjDRGqfTed5y4Kqqlvr9/seDwWAiQZ5ZN3Fd2bykeRR3L6bnqr4YAgYCvYAJcPmxUfQ3jyXOMoQDwm5Ws5JySSHogcLdIPBzScXG4ApWxs2CGiotRAQkDL/op6a8/PLLwtAhQ4TZGzePeOyLOVe7vF7pQvtQEMwWJXjYEfCT6HX390pS0ZdxyS82QKJdxQYqvdJrSdXCx9fQCh9VJdpFwHTgbrRCSLVOtAFSe63b12LAyrmO2BONmWi3Q9OcN+jQ+okTJ1YriuIF6NatWz9BEAY15Pl1dC4l9GRbp8nw3HPPtZUkqS+A0WgMRkdHj2yMOGRZPgYkVDpq6NQQp9PZDciVZblGhVDqCQ9wQ013VlW1QFXVicFgMAG4d+vWrds+zpjJoVaFdJjckQdcD3D3iP+jYqMbEZHP+ALvnigmrHiQz1Z/yj/23MHtL13PF99/fKrP7et38s4r77Ns2bIaabAnXPcA8au6YhVCqm0/3/Fjx47l0cce45FHHmHTocM9xn/46fiVey9Mx10hie0TvZ7OViUYsygq4b/LI2OX16EuuyYEgXwuvsBU1Uj2a8CDaK4c8PMkez51lGRXYQkt8yV23na0kSUkEUB9SXzOSiAQ8AWDwU0ALVu2xGAwvCwIwgX/0NPR+S2gy0h0mgxer3dJ1WOr1fr82LFjG3O06AugB1CnRXR+5XSgATWj1SHLssvpdP7gdDrFylmKGqGqajnwuiAIbwA9AvnctvWNnbduCm6LlSRJfaTvI8Idd95B88ub8/wzz3PvnHsZkj4Ea9AF/xZ4/OPxRHm1/O5voyYyc+b8U9KPmTNnnlODXZftUVFRTJw4MfqZrxfd1atZ2g8PDMlYEWW3nz3BVFWi/L620eDY6Ah/P9caUmeVPi+CQqAzcCHacxG4HLiVnxJs0JLPWcAi6jjBPh+qov1IaaAEvBWwuiFOVB0+n2+H0Wi8LCwsjO7du3deu3btOLQFpzo6OqehL5DUaRLIsjxSFMWZAEajsbxVq1aO0aNHN+qH0+l0jgIy67LU+K8Vp9PZEdjeEFZ/NYhFAMYC79YmHkEQRKAvcJ0kSSOCwWB7AKvVqg4cOFDo27cvffr0oXPvDmzetpmrBo4Azu+TXd/t8+bNY/78+UyfPh2b2ewe0iZ9+bgB/TZYTcaf/fiwB/zxoYFAq82O8MJ9IY73L+oi1Q+paBUQz4WIVoTm9/wyyf4CWMgFJNnFxWGmH3/s2eayy9buDg0tq1Vy7vps9DCCksE+5tOFtemnBjjQKrQ2WrIdFxfXPTIycjLARx99xPz58/OBdFVVG3ykXUenKaPLSHSaBAaD4dTN3m63j23sRLuSudS/Jdklj9PpDAW6NIVEG055pq+llv7NqqoqqqquUlX1sUAg0AHNLu4Pbrf7zSVLluyYPHmyeuWVV5IYmcKfbrn7VCK7ceNGSkoa1IjlZzgcDt566y3Wrl1L9169rPO3bL3qtnc/+Msry5b3LHW7DSYlGJLgdfdVEH1z4pLe2xfiyGy0YKunOT+VSz8TERgIvAo8zE+JdjHwNnAX2v/bC0qYc3JSo/bubd3v0KHkiIuK+DQMiXkHpcS8g7XtpwYY0T7njYbP5yuqepyenl7SuXPnGODJRgxJR6dJoo9s6zQ6Tz755D8NBsM/AIxGY+4TTzyR1tgxVeF0OjOA47Is72zsWJoqTqczFiiXZbkxZT+/oPK9Wy3Lcr3ICARBCEVz0egN9JQkqU8wGDzlfNG8efNg165dJaPRyIIFC3j99ddJTU2tNyvA6tpVVWXKlClMnDgRv99PiNkUGNwsbX9Cl66vJrXvcARoC2yrj+tTC8xoZdNP/8VSNZJ9K5B82vaLGsmujiPZaeHxyUdKJWPgUvDaTgHCaOT3Ljw8PCUhIeE1gP37989btmzZtatXrw5WVFR0VFV1d2PGpqPTlNA12zqNyowZM0w2m+1xn0+7T9pstpsbOaQzyQLaOp1OoamM3DYlnE5nM6CtLMuLGjmU6tgFDAW+ro/OVVUtRbOKXFq1TRCEGDStf4/s7Oxuubm5XRRFSVVV1fTFF18wd+7cBtVwA0yZMoVvvvkGg8HAtGnTDHPmzGmj7t77SnR05oG0tLRvLr/88j3h4eENqms+D16gI3AIzWWjP1qSnXLaPnWXZB9JdESFFbsPfjP85pK0nI3tr/pmQ236OxO/3yB+/fVVvdPT9+xv1253fh11q9IEfiQZDIZTzj/h4eHrExIS2iYkJKRnZ2e/AFzTiKHp6DQp9JFtnUblySefnGcwGK4FMJlMP/7973/v3dgxnYnT6UwG2siyvPS8O//GcDqdXYBtsiwHGzuW6qgcdQ/IslxX/s0XzOjRo8X9+/ev37BhQ9c5c+Zw/fXXN6iG+8z2Q4cOMWnSJD744AMURUGSJF9YWNj3LVq0+G7QoEEbHQ5HY7rJVGEArgWGoGm4qyjhpyTbW9uT7NqVHr1s2e9G9ur149cRLrstPC33eHSL7KLzH1lzysrsxk8/ueXW5saAO73Djh/TLvsxp5ZddgYOU3ee5BdNcnLyVQ6H488AR44cmZCdnW04ePDgtB07dpj2799/taqq9a1b19G5JNA12zqNxrPPPpsUEhJybdVzQRBGNWY8Z0OW5cNo+kid03A6nX2B4qaaaFdSClzXmAF06NDh+uHDh8+w2WwHx40bpxw7dqwxwyElJYU77rgDRdHUEldeeaUpGAwOXLdu3cSXXnrpk5deeumR2bNnD8jPzz+bbro+EdDkIi+iLXKtSrRLgHfRNNlzqINEGyA19VBx+/Y7lrduve9YVNfN2d+u6d3rwIHmtdZtn47D4fKPG/fuh2GiqpafjIqqgy4NNIFEG8BsNncCzc2ntLT0aFRU1KGIiIg1fr8fs9n8kiAI+vemjg56sq3TiPj9/sVer3bPNJlMcx5//PHajvjUJ99UaoB1fiJOluWm/J4hy7IH7b2zNMb5K51RrjWbzduGDBkypbi4WBkxYgQjR46ssY92fbevWbOGWbNmCQsXLuTOO+80K4oyYPPmzY++/vrrn/7nP/956qOPPhqxbdu2uHq+VFVJ9ivAo/yUZFfwU5I9mzpIst3FYaYTu1tHA9hs7kBGxopd4eElPo/HYigvDkveu6NNC0WpW49xyaDQ+84Pvmh/9aLaSlQ6ohUAanRMJpPVaDT2BPD7/T9WbU9KSnq5T58+penp6a2B+xotQB2dJoSu2dZpFCZOnDg4LCysfUVFBYDi9/vvbuyYzoUsy6rT6QxzOp0xsizXle7yksXpdF6G5vpwKXAMuNvpdE5vBN19f7Qpf3r06HFoz549b65fv/6+sWPHNooP9/nax4wZw+zZs4WXX36Z3Nxcce7cuZ337t3bdd++feMXLFhwLCwsbF1KSsqmnj17bo+Pj6+LBbEC0A/Nwu90uUgpmlzkayCNOhrJBjiwsn+X4kMpXSPSct8xWrynZmUSEo6VNwsYQo7vbH/D3tb7c9q02dvULD/DgJDGDqKKuLi4KwRBsAC4XK7vqrabzWav1WqdY7FYbhdFcbIgCB+rqvqb/87U+W2ja7Z1GpwZM2YIBw8ePO52u2MAJEn6aOLEibc1dlznw+l0SkCaLMsHGjuWxsTpdEYCQ2VZntHYsdQUp9PZCk3y0qAJlNPpfA2tfL0CoCgKr7766oNFRUUZCxcuZPjw4UDD+nBfaPvevXt5+eWXefXVVxEEAVVVEQRBtdls2Q6HY1tcXNyutm3b7m7Tpk2+KNZ4svR8SfZCtGqgoI14bwTqxO3GlR9tLT0aH57YedvRqm0HDjSPyMq6fEi3Fgc2exHEHv1X7zEYgr+4OX7++aihoaGlJ6+66puNx3elRxvMvkC+12T44Yc+g4YPX7woIeFYfTryxKFV2Wx0txSz2Wxr1qzZm6IohgWDwSN79+69Vz0tmVAUhX379r2xZ8+exHXr1r2pquo9jRmvjk5jo8tIdBqczZs3P2QymWIqn6rBYFBu1IBqSKU2OdbpdHZt7FgaGSuabvaSQZblfUAvp9PZYDrkysWZAqclR6Ioctttt71mtVpzb7nlFvXAgab/u61169bcfLNmEqSqKtOmTePJJ58Uevbs2aK4uPjazZs3P/r555+//a9//evzqVOnPvPGG2/c9emnn165ePHiztu2bYurqKg4fQbVAAxGk4s8xk+JdinwHj/JRTynHfMDdeh3b48pcJ+eaANIUlAxGILexKLImA6HUlpVl2gDGAwBn9Ho9wEcXN3vdwe/79NXOzbglaTqj6kjWqCNbDd6og2QmJg4RhTFMACXy/WpesaonSiK2O32N6KjoxWr1Xq3IAhdGidSHZ2mgS4j0WlQ3nzzTWtSUtLT+fnarKIgCPMnTZrU9DOOn1gDpDmdTqmJLwysF5xOZxsgSZblI40dy0WwFm00taFcZcaifV5+RkREhPeqq67657x581687rrrrFOmTBFuv/12MjO12jJn89Fuau1OpxO/3y+88847PPTQQ2RkZFj37dvXce/evZ3OXARqt9u4zh+gAAAgAElEQVQrevXqFejRo4fNbrefuu/4/X5PQUFBViAQmJWSknL8LNcxgOatbQHyanLha4rfY5Zy1/ZuldR1U/Ztt30837NiQOtgUJLOtv/NN89eUfW4zbBvF0pmX9ARm1/RuvX+BdXt/+WXNwzweCz2P/zhs9pYY4qACzhRiz7qjNjY2M4Wi+VagEAgsCMvL29FdfslJiZuqqio2N6iRYtOu3btekkQhMFnJuU6Or8V9GRbp0E5fPjw24mJiacWq6mq+nxjxnOhVGq3g8AVaFPdvxkqF/spQFOrOFgjZFk+6XQ6dzmdzjhZls+W2NUJldcqHdhRXXunTp2OHTly5Lk1a9Y4b7jhBhYuXNgkNdw1aZ84cSILFiyoaheWLVvGyJEjmThxIsePH2fLli307NnTZjD8dLspKytjzZo1rF271uLz+YYDwy0Wy0m73b6xefPmq4cOHbrBbDafPoq7Ba2CZ51SmN0s8ui2DoNNtgp3Ss/1uZaBK/cCe2tybGhSXlkwKJ1zdjgysrCgosLmrmWY3YAmsRDZbrdHR0REPAKgqqr3+PHjL51r/+jo6P+kp6e/WVFRMSg7O/smNImQjs5vDl2zrdNgPP300y3T0tL25uXlCZUuJLuBdpdisRin0zlAluWVjR1HQ1LpxpJ7KWvWnU6nCfijLMvv1PN5uqAVYll9rv0+/PDD6/fv3z9u0qRJOJ3OU9ubsoa7Ju3z58/n7bffplOnTpyeZEdHR9O3b1+Ki4sZMmQIAFOnTkUURVavXs3ixYuV0tJS0Ww2FyckJMy95pprvo6JialKVuOAGOqwmIuqCBQfTg4NTz5cKvw/e+cdHlWVv/HPmUlmkkwmPSGdhEBCEwJILyJ2ZUVEIjbsdX+ru6666+p6uepa1ooNXXtXwIaVJkWqdBGkppIEEtKTyWTa+f1xb2LAAAlMCjqf57lPJvfccjIzmXnvue95v4a2fQx9++05g/btS+w3ffq7H5jNjva0d/QBOr2CbUBAgDU5OfkRo9HYHaC6unpmYWHhMe8S7d2798/r1q07Jy8vL7++vr63lPJELz58+Djp8Hm2fXQYQoi5QKPQBnjnZBTaOitVVf2jVUjzO5mFNoBeun2OqqpR7XyqLFoR0XbFFVd8ERUVtfjBBx/kk09O7kE/t9vN1q1bef3119m4cSODBg1qEtrJyclMmzaN2267jcGDB9N8IuWQIUP429/+xpw5cygtLTV8/vnn9OvXLyw3N/fqV1555a2333774urqahNwADiixeN4EAZJeHJBq4R2w7ohyfYfRvey2QL9bLZAv6SkgqL4+KJf/P2d7Sm0T6ULCG2TyRSYnJw8o1Fo2+32r1ojtAGSk5NnZWZmVqanpycDd7ZrR3346KL4xLaPDuG+++77U3p6emZtbW3z1R91Vn9OFP0iwaMnc/zuUVX1DDrO69ze1AIX6+kyXke3kHTj0El+LWIwGLj22mtfDA4O3nXVVVfJLVu2dHjO9om2X3311bz11ls8++yzfPrpp+zbt69p26ioKObOnUtqaioZGRkIIY56fJPJRGhoKPn5+bz88ssMGjQoMCcn55oXXnjh1Y8++uishoaGn9EqKHqVyspQU11dUNMQvMdlFDUl0UHNt3HuTcuw7+416JNPLj5v7sdTJ/Xr+8uBCy74doOhjSPibcCKVpa9U/H39zd37979AaPR2AvA4XAsy83Nfa0N+3vMZvN7QUFBmEymfwkhEtqvtz58dE18NhIf7c7s2bMNRUVFJfHx8ZE5OTnY7XaAHYqi9Onsvp0oqqoOALaexCP0x0RV1TDgdEVRPuvsvngLVVUTgRpFUara4dj9gSuBla3dJycnJ+yjjz56LiwsLNTpdIpPPvnkNxMUj+Sh7oz22bNnk5iYyKZNm9ixYwfNv0fq6+vJyMjg4osvJjQ09ITPP3PmTO6++26cTicBAQElgwcPXj969OiPLBZLZWuf3yNRXh4esOC7s06r3h83xBJR8csV17zzGUD2D6N7FW09ZUL/SfM+CEsoqgHYu3Rc7+Jtfce7Ews21eT0GOsft39TYFxx/jjN590epAC57XTsVhEYGBialJTUJLSdTufa7OzsxzweT5snh+/atev5vXv3dl+7du27Usrp3u+tDx9dF98ESR/tzubNm5XMzMxIj8eD3W6XaHFov5fJhX7AMFpInfgdEcNJFvV3LBRF2aeq6mRVVRcqilJ77D3axEXAlrbskJqaWjl27NiHvv/++/9mZmYaxo4d21TCcPz48cyZM+eIHumObA8PD+epp55i8+bNLF9+aAhFUVERa9eu5emnn2bChAleO/8dd9zBgAEDmDBhAg0NDTGrVq06f/369eMjIyPnZ2ZmLhk6dGhuG/K9D6GiIiwgLz/l3AjpcfSILs1vXB/Va0+R2+m/3BpT0pSbHZ2xq8AjxbKkIRv25AfbatbtS+hlLomJp5UTKttIOuBsh+O2mpCQkLi4uDjVYDDEAjidzg05OTn/PR6hDWC1WmfGxMQ8YTabrxJCvCSlXOPdHvvw0XXxiW0f7cpzzz1n7dGjx70AVVVVNqDx1myrR/26MoqibFRVNVFVVX9FUTr1y7E9UFX1FCBUUZRdnd2XduB7IBPw9kTXJNootgHGjBmzu6io6IWNGzfecf/99/Poo496uVvHR319PcXFxVx99dWkpqaSn9+kSfHz86Nfv34YDAZmzJgBwPEK36MhhHbtIaXkySefZOXKlUHz5s2b/O23305eunRpcXh4+KqePXuuHzVq1I6AgICjisHCwnir0ej2xMYeqKurCwo4ZcCWd3pn7MrpkZbTNFIeEnugLiT2wCFe6ZC4/XUhcft/AUg/Y8n2nh7RYtKMFzACZfrSKURHR/ePiIj4p8FgCAFoaGhYnJub+8LxCm2AuLi4PbW1tRsHDBgwdPPmzc8JIUZIKbtEbrgPH+2Nz7Pto105ePDg+yEhIf4AVVVVzct7b+qkLrUHHuC8zu6Et1FV1YBWbOR3cWF0OLqFpEhV1SRvHVNV1RBOoPBIVlbW4ujo6PmPPfYYX3/9NdA5Hu3Fixfz008/8cEHH/DEE0+wa9cuUlNTm/axWq1MnDiRu+66i7CwMK6//voO699jjz3G7bffTnFxMS+99BJ9+vSJKy4unrJ8+fJHn3zyyY+eeeaZ+997772JGzZsSPJ4fvtSLFhw1rmLFp0xPjs7JWz+/LNv3bGj93kRkeU2j0fw00/94+x2c6u8/AaDpJ382qfSicVrkpKSJkVGRj7cKLRtNttH2dnZM09EaDfSrVu3Z1JSUurj4uKGolmtfPj4Q+Ab2fbRbjzwwAP9MzIy/gRQVVWVXV9fX6o31QE5ndcz76IoSpGqqvnH3vKk40xgd2f50YUQBsAopWzPOwb5wHTAW1GAE4A9J3KA6dOn/2/WrFm9p02blvzGG2+I2267rUNytIcNG8auXbuYMWMGS5Yswd/f/5B+BQcH079/f1wuF9dccw2DBw9m9erVnZrz3adPH/Lz85k3bx4Oh4P58+eb582bN3TPnsJhe/Yk8u23r1aFhDjXh4VNzh03LnxpSkpQ1ahRq5aYTE7XljXDTrUYPfYBw36cHRZW5di9Oy1ixYoxk2prgxeMGrUmu6HBZJg9e+oFvXrt3jpixI+5J/KatpESoKIDzweAv79/QHJy8l9MJtNYACmls6am5qXWpo60hpCQkFqTyfR1TEzMJeXl5f8VQnwqpfS2jcuHjy6Hb4Kkj3bj0Ucf/SUtLa03gNPpHL1nz54/A5cD2YqipHVu77yLPgp8iaIoszu7L95CVdURiqJ0iq9SCBEATAF+klJubc9z6dnbsYqinPAFk6qqTwI/cIIjk1u2bImfN2/e8x6Px3/RokWHeKDBeznZ4eHhzJw5E7fbTX5+Pod/H9TX19OjRw/OOussunfv3mQR6ewc72O1P/DAYh56KAz4H0FBC6XN9nchxPtuq3Xb5uTk5GVDM275hQ3njXJUW5PMI9d+njRkY74EfvppQEJ6+q4DQUH1roYGk2Hu3CnnpaXt3dZcbHs8gg8+uOyC2Nj9eWee+b3XMr91xqDdSerQL+aIiIieUVFRfzcajQkAHo+ntLS09NHy8vITunBsCbfbLXbv3v36rl27ojZu3PiIlPI+b5/Dh4+uhs9G4qNduPfeey9rFNplZWXzr7jiilVoBSkASo+858mJoigeoERP7jjpUVX1QmCdt46nj1IjhIgTQlwrhBgphAht1i70n4238C8DruAIFRi9iZ69fbaqqt640xeMFywAAwcOLEpPT39ZSunV/G2Xy0V2djbZ2dncdttt3HHHHWRnZ5OXl9cktAMDA+nWrRsffPABTz75JOnp6aSmpraLF7u9GDPGD7gF+JDPPntVPPro6Vx//URjYOCoQbt+tt353SfipcW5kZdtbXBH5K8/9Vx7dYjJYJBkZm4pDAqqd62bO3nc4neuuvzSS2d/09KotsnkqDebG44Z7diwfkhyzevXTnOXhwcca1vAAlTSgUJbCCGSk5OnxMTEPNEotJ1O5+b8/Py/tofQBjAajdJsNr9mtVqxWCx/F0L0aI/z+PDRlfDZSHx4ndmzZxvj4+NnATidTldkZOQNelPjfenf3URCAEVRlqqqOlJV1TUncxSgqqpWwKkoSqs9mo1iWbZwq0wIIaSUHiHEKcCVUsp/CCGigXFCCDuwXkpZoe/vFkIMACYDr+q/i5aO62W+QJu8W328B9CfN6/1c+rUqQtnzpw54uWXXx46fPhwpk/X0tKae5j17VqM0luyZAlSSm6++Wbuv/9+hBDk5eXhcrkAiImJaTpXQEAAAwcOpHfv3uTk5JCVlXXMqL7WnL+z2q+4YipLlmj9n3LxbQzsv5Q/TfoXJpPHYNuzhgULl/nXy5/9ZV1dZnXA/0r6k0Ig1qbno9zpH5BTbe1RXBwbnBBXXCMMksbCNwaDJCtr7vcA1cWxltI9PRNSR67ebfBz//a9b6mtF5a6MuHvbM3/UiJerI55LCwWS2R8fPzf/Pz8BoD2v2ez2d4rKCj4rL0nLqampq5yOBy7MzMze61ateoJtLtYPnz8bvGJbR9eZ/PmzU9mZmaGAtTW1j5z8803N1a5qNF/WjqnZx1CFdqt4B86uyMnQC9FUZqiGY8mpBtp3qaPTsvGL2wppRRCNEYk5unrSoUQq4BHgXwhRCbaxVgtEAsUSyk/E0IYOiKxQFGUUlVVs1RVnX8C2dsj0TzgXsFgMHDRRRc9//7777984403BiUmJmIwGI7qYZZSctNNNzFz5kzKy8vJycnh8ssvJzv7t4U/ExISSE9Pp6amhmuuuYY5c+aQm5vbJLQ7w4PdHu3vvPkqf710ISFTe3PWWXZu+uBqJkxZzNgxZr56d75h/oYzzn3uuZCxg3pZ3xiYZtyZPGx9/oRLPl2UUZjwoyMnNW7Jh9P+FdVzz5cDL/5i1eHP4YEdGckHfukzLiZj5z5rTKnt8HZTn52lpj47F7bi5e6H9tnxG5zZqeGu/KSYgHE/7GxrSfkjERcXNyo0NPT/hBDBAG63u+jgwYNPttdodkuEhYU9ZbfbX/D3979YCDFBSvl9R53bh4+OxufZ9uFVHn/88cjo6OgDwcHBxrq6ukqLxRKflZVVD6Cq6gdo9oDfnWe7OaqqxgPliqIc8zZzV0NV1VMBFEVZ39p9dCF9O2ADegCBaHF686SU9fo2wcBbwDNSypXN9jtNSrlYCJGOdgu9Fi3ZpUZKucBbf1drUFXVAvRWFGXDce4/A9hGKypHtoU5c+ZM2LZt218bf2/uUZZSUlpaysKFC/niiy/o3r07wcHBLR6nsrKSPXv2MH36dCZOnEhgYGBTW2d7rNurXUqw1cEbT23lzhnn4qKI5x7awrv/GwCR8P4H8NL/tvDiiy/JKHeCrV/8pHljbvj8w8bjLv/urEzb7p6jemRunp8+dvXew59Tt9PPUHcwKjAkbn/d4W1twB+tWmR5S422r88b4ipIGmi95u23RUDDCSWCmM3moISEhJvNZvPpjesaGhoWFhQUvOp0Ojv882rnzp137du3b9zatWt/djgcg6SUro7ugw8fHcHJY8LzcVJQX1//cXBwsBFACPHnRqGtk6v/TFFVNeg3O/9+cAIXdHYn2oruWT7QXGjr3upJQojbhRBX6SPQh3M9sAT4EpghpfwL0Av4d+MGeuLACJqlLOhfrN2EEH5Syl1SyhIppQ24BPjNKGJ7oyhKHVCnqurxXghG4GWhDTBlypTvQ0JCNhsMBvz8/KiqqmLlypV8/PHHPPHEE8yaNYs9e/bQr1+/Q4R2QEAAGRkZnHfeeQwdOpRnn32Wr776iujo6EOE9smIxwMNR8iwcDoMuHSj2qJFcO89sG5xN0w8DfTmy6/jsNdChAF2/wIu10Duuess0eDZbNlcc2mTf3j9+9POzd3Tc1SeyVm3eOuAM9Z9Omn0/u29Y5qfy+jv8pyg0AYYylGsdYFnL9xkuXT2+ycqtKOjo/unpKQ83yi0pZS1lZWVj2VnZz/fGUIbICkp6fn4+Pi6qKio/sANx9zBh4+TFJ/Y9uE17rvvvuEZGRlnAFRUVGwPCgr68LBNGrO1DUD/Du1cB6IoSinwk55QcjJxHs08x7qwHokmkJcDYcA6IYS52TY9AKuUcpOUslBKadM91g8DZwsh4podX6JZRJpjBEKaHe9u4PVOjAPbBQw/zn1bMwmurcQYDIZxN998c9kNN9wg//Wvf7F582YWLVrEjh07qK//9VrW39+fqKgoli9fzpAhQ7jnnnuYNm0aNpuNq6++ukNzutu7/dPnNvH1fdBQ99v2P09eztP37gAgIQHw28kHKwqZMHE0X3/9Cls2fImrys3IcfDpV2AJ+IVXZz3H8D63Ul1lG7569eoeANVFcSOTJZx77vzPUrrnbXCURvcsz01J9Mqr+isCLQa15ogb+Ls8xvDKhuM9gdFo9E9JSbk2MjLyPwaDIRrA6XRuLCgo+L/i4uIOv6htTlBQUIPBYJjdq1cvrFbrI0KI8M7sjw8f7YXPs+3Da4SGhn5kNBqRUhISEnJlVlbW4R6l5oVsxgI/dmD3Opps4Crg7c7uSGtQVVUAOYqi7AMQQnQDHkQbqd6orytDE8uBQOOX/3XAXL29cSKjQBPWxUCC/hNgKzBYCPFDs+xsN9ANKNetJgFAYXv+rUdDURSPqqqzVVXtoyjKL8feQ0NV1QjAcYKnNwFpQO9mSziAxWLBYjl0qoPZbCY0NJSPP/6Yu+++m/PPPx8hBP369evSHmpvtF855XKefeADVv1YRVbWoe0zZlq4657p9J/wFK++msrixQp/vXMGN92USEhIIllXJbLw3Q9IH5hB9acJ/PDxR7zz3qMMGtmPjORYuXtlnyv7JMc/4x9YXxzdZ8cyIeC8C77b4GowbTL6O709f2ACsMRVGG81RpbZTnT0+nDCw8NTo6Oj7zQajd0BpJSO2traN/bt2/eNN89zIvTq1eszKeV56enpsRs2bFCAvx5zJx8+TjJ8nm0fXuHee++9edCgQS8DlJWVfXLrrbdecvg2uqDbjSYo1iiKMrKDu9mhqKo6HNiuKMoRR626CqqqTgPmzpgxw61PaHwH2CGlfAR+nfSI9pnhbpy4KIS4Ba3k+SNSyvxm6wVwL/CZlPIX/RhTgYHAh1LKbfo2fwK2Syn3CCFuAkxSyhf08wUCUUC5lLK6g1JJGp+P64D3FUVp1YiiqqoT0EbE25Im0Q3IQBPVGWh+9yNVL3RJKfdu2rQpvry83HLXXXcZLrroIqBreaS7Vvs04HbeeXMConQEZ18G7zwP37wJiWkl/LDmacKw8++XrsS99VSGXgW3/e0Rtq132K66x3h53prRvYoORMf9UhrTZ+plH78ZEVHhbatFIJDkqQvKrn3nquv8uudtCDr/u+OaL3A4QghDUlLS5KCgoCv0uRG4XK7dJSUlT1dVVXXaxeyRyM3NHVBYWPjQunXrPJWVlQOklO0e+enDR0dyst3m9tGMxpSIzua5554zJSUlPQ3gcDgckZGRt7W0nR6H11j0ZYSqqikd08POQVGUtcCwrm4n0ScG7lcUxaULbQuagG4SjlJKt5TSI6V06783jvC9gyYaNwohbuRXG8rZwPdSyl+apZnMQRu1bvSzjwPKdKHdHYgBvtPb4oHzgXSgrxAivqOEts5c2paaMxgoOEp7AHAKmh/9PrTn7VXgLmAimse9udA+iDbJ9HXgbiBLCHF3TU3NgytWrDC89957bejaH4eqIs3LXVgYCNwJDGTVwlg+nAXrVkHZXogIheqSQKwMw8IY/LvZGXE9xPaD868MId+tBu3N2R7RPW1vUbe9PS/qYQuICQur9LbQFmiv+S4RWO8yD9q80DTwp13eOLDVau3Ws2fPRywWy9X6fAiPzWb7YO/evfd0RaENkJKS8lNkZOS2AQMGGA0GwzNd5bvNhw9v0aVFgI+WEUKY9Idd4vU7cODAi1FRUUEANpvtP1lZWSVH2fzjZo//3r496xLkAaM7uxNHQr/bMFhRlKXNVv8JzdJgEEJECiHG6JMkJwshIhs3EkIY9QmNt6O9ro8Am4UQjwMOKeVvqk9KKWcBHwohpqNNCmssnNMHiNGFdyQwCSjSE0mK0W63dxiKolQDE1RVjWrlLgn8Gt0m9N/PAG4DZgIfAf9BKw0/HM3/3ogT+AX4HHgcuBbNnvNftPzvnYAL4LTTTtsZExPz7dy5c3n55Ze7jIe6K7R7PLDkSZjz3238+c93ceGFl3PqqSN477NXqI88yP0zYO23UFxSz8rsEq5+oBfRGWdy76UudlUsQ/pDTMwoAPbu3ZvqWH/qKeUe/KoD7KW5uSnh+flJTXMLvEBftLLsCIPEPGJtjl9C0QnfAUtISDgrISHhOT8/v74Abre7sLS09O68vLyPPB6PVy0q3iYqKuqJmJgYh5+f39loF9o+fPxu8NlITjKEEJOBQWhxUTYp5UOd2Z9HHnkkPiEhoSAwMNBQW1tbGhwcnJiVlXVU76qqqvPRRj4bgB6KohR1SGc7CVVVk9CiAE80tcDrqKo6AqhTFKWpJLoQ4nrgKTTvZC5apF8hms9+EvBgsxFrv0b/tRDiUbQs7dOBA4AKvCulPOrfLYQIRMvbflRKeUAIkYIWGzhAP4dZP/duKWWul/70Y6KqagDa+/Oot7T1qqHvoE1yy9CXlvP3NA6gCegd+s8cdDHdGkpKSoJee+21V3r37h2yfv16sXLlyqN6nBvF6R+hvTo3kHvuUJj1+T9JSxvPxx9DYMNWvnzASHVsEimlgfzo2ochNZLXZ1l59AZoaLCx1ZPGffd/w4IFYXz7bSZpadGvXX7WXYvdByOD7ckFFa++esO9VmvVnptueuP91r5OR8GMFvV30AvHAiAwMNCakJBwu7+/f9PkXrvd/nVBQcGbLpfrROcSdBjbt2+/pbKy8vzly5fvtdvtfaWUJ03fffg4Gj6xfZIghLAC04BaKeWHQohE4F9Ag5Tyb53VrwcffHB17969RwDY7fZJ06dPn3esfVRVHQWs1H99X1GUK9uzj52NqqrhwDmKonzU2X1pjqqqJqCboiiH2B+EEGcB84GHgWellOX6ehNanN/5UsohzfzZAWixXe+hjdImAk+ijex+jVY18ojeZyHEOOAiKeWdzc7/oJRyZLNtAoFLpJTveunPbxWqqg5Aq6b5i/67AW1UcqS+jEAblT8SDWgJJzubLZUn2q9FixZdsGLFipsfeugh7r///i7ike789liG8c8LP+W6VxOwxkDNAVjyLOzZVcBLn+4lgAHEJ5i49v5g8jeBKRhqqyC+7yZu+PtIIAGjMYYg0+07zuyT/kla7x17HMvHnv2N22hO7vPLinHjVnqj6MtYYCPglYvvqKiovpGRkXcbDIZIAI/HU15RUTGzpKRk07H27Wo0NDT4ZWdnv7Vs2bKQ/fv33yWlfKqz++TDhzfoEjYEH0dHH937O7BISvkhgJRyH9rI40AhxODO6Ne99957enp6+giAioqKDQEBAV+2Zj9FUVYBjaL8ClVVfzOZ8veEoigVwDJ9pLQrcQEtJ2g02oBSpZTljROs9FGmD4FMIcSoZhMhs9C815VSyjop5U4p5Z+Ai9EE6VXH6MffgOea/R4FFAshgqAp5aQeMHeClzMHmKqq6gOqqn6HVnhkK/A/NLvH4UK7EPgeeAm4A7iUXz3aa/GC0AY488wzD4aHh69QVVVu2bLFG4c86Yniatz0oddl+VTug/f/ArMegB/Xwpc/RGIng3zWkjqgmjPOgeAqiLJA7lfw/nNpaO6pbIKCpMfU0Csye+PA/1u6cuQ4u7+z/tKzFn/hJaHtjzYX4oSFthBCJCcnT42KinqkUWg7HI5VeXl5fzkZhTaA2Wx2GQyGtzMzMwkLC1P0VCQfPk56fNF/XRw9lSEZraJeTrP1flJKhxDidbTRsg5l9uzZIjIy8n2DwYDH45Hh4eFXtRD1dzRuQStrHgG8oqrqVkVROvzv6EBKgWuA1zq5H0BTAZtNiqIcaKF5v/5zKzQVn0F/vF0IIYHThRCr9QmVN6DZgprQBfJ3QogrgalCCKuU8jeeVH1U+0cOnVxYizZZMIZfCyGB9hz6cZQCICeC7l/vjuaxH6UvAzjyoEQ1moDORvNgz+MoecleJA1Yf/HFF29/9913B0yePNlaXV0tlixZAhzZZnGytz/zzEY2bgznkktGcvXVS+jduzc33gifv7Ke/96eS69TnmFQ9zpuv+5/nDm0B/bibsQOgVVr7ThsJhLDwsgcPpAlSz9iy45T2fnzOBxfQ5XNRYXHwFVjX2TM6Q/w4oNOQ7X/xtr9xj7SXZRwNr13fDCxR04FQOnutIjakpiw1NGrs6urraZ1607tOWzYut1Wa21r35PjgcWt3PaIBAUFhcXHx+2jdp4AACAASURBVN/p7++fCSCldNbW1r66b9++7461b1cnIyNj4S+//HJRWlpa0oYNGx4GbuzsPvnwcaL4xHYXR49ZO8ivAqhRyDQKIDd61bqOjEbbtGnT3wcNGhQHUFlZ+e4tt9zS6kxiAEVRilVVvQUtnSQCWKiq6hhFUfLbobudjqIoLlVV16qqauki3u0rgQ9aatB907VAtH5R5wItTkxPISlHS9cw6iPNBUA0zQRzs/fhATTBbKaZEG12rD8Dj+nvc6OedvIL4AFSgFxd0A8G8pvlc58wqqqa0eY/jGq2xB1ll91o9qdVwGq0WEePqqqT0GL7OkJom9AuCPYmJSXVDBw48Nl169Y9MGXKlC6Vg90e7YmJg0hIgLPO+pzrr9/Bffc5+X5xOS//dRejhkxi4cZw8mvDuWzadD7+8H/0jb+DnLWQa6ugmyWOGy4JJDUtkAtuHsb9WR8zdXwP6CFZs+BNLrzsCoaOS6NmXQzRFEgjwcbhZyx9onxvWp8+I9Y2jRIX/9y/d21JTEbKyDXZOTkpkTt3ZoyLiSkpP+WUbU2fz0fBjGYpOqGs7piYmAHh4eF/NxgM4dA0CfLxioqK3BM5blciKCjoqdjY2Kejo6OvF0K8JKU8KUfqffhoxOfZPgnQhcYVaCNnq9HyWevQoqMGoSU6OIHqRn9tezJr1qwAg8FQGR4ebrbb7faAgID4rKysimPv+VtUVX0AbSIdwF5gkqIo27zW2S6GqqoXAt8oitLqCXHt0IdAYIAeTdgiQohVQBlwvZSyRF9n1EXxDrSsbFVfPw+9+I0Qwr+5IBZC3AHkSSk/b7ZO6AJ6GtAPTWzX6W2NPvBngQNSykf19WeizVf4TcJJG/7uGDRbS6OwHoomgFrCjvZ/tQpNYG8EZEuTeVVVvRvNPtIRYjsCbUS96f0za9asmw4cODDx888/Z9KkSUDX8VC3R3tlJcyc+TMzZgwHbHz4yE9U5p/C06+Awx+GGyEyqoa3CwpIJYIBcRas4VaSR8PZ18Err8LIhK28+dC3BNGNEYMn0uPcSK5UYcN78J8b58t8QfGwibYHEwb+dMjrnb9+cFL+2mEX9D53weyI1JzykpIYS0xMSZ3BcMzvUQNwKidYyCs5OXlKUFDQ9EY7lcPhWFpQUDDL4XDUH2vfk41t27b9u6ysbOiyZctWuN3ucR0c/enDh1fxjWyfBOgiZiBacOz5aBFj1Wiji7FAPdpoSYUQ4kngNT2SrV0oLCx8c8CAAWYAh8Nx3/Tp049LaOs8hCYg7kC7Pf6jqqrXd7XJhF5kM9qX7nGLxhNBt0qcpijKsW43v4t2+zYNKBFCBEgp7UKIMDTfcfPiLQuBW4UQT0kpdzSuFEIMQBOFmw87dmOFyYHATillXbNR7cYv1KeBM4QQE4EtaNaSVheMUVXViOanbhTWo4GeR9mliF9HrVcBmxVFOcTPrqrqJFVVf1QUpfiwfbuhJYu0N+FoF9iHXCRNnz79jZdeeqnPlVde2WPDhg0iPT29A7rSeYSFwWmnHUQLyYGooWWknwGXhsGq16GkFA4WBmCnF36U4W/zI7ga7Ab4LhK+/QgSx0ZgxMQmPiOkZhI/vw8hCTDmLNgjv6EhyJGTMDD2NxdW4ckFZTUHuq0Pji6tNRgksbEHWnuXqhea3ei4MJlMgUlJSbebTKbRoM2fqKmpmVVYWHjClpSuSnx8/DPAm2azeYzNZpvKrzUafPg46fCJ7S5O4yiglPJN4E3dA+tBi2DbiyZkTGjfPMPRxNE/hBAz2mMkQFGUtIyMjEsBqqurC0NCQp471j7HOJ5UVfVOtFFUFQgCPlRV9XLgTkVRvDEpqcugKEq+qqpmVVVD9CznjmYY2qS/Y/EGcC7a5MbVUsrGoh43o1mavm227UtoySOThBC3oU26dKFZSD6UUu5vXllS/3k+ECulvLeZ0G6yn+jVKD9CE8ihaKK8tqWO6sI6AxjSbBnEkYvSuNEE/KpmS75edOlofIuWtHI4HfU5agLWH77SYrG4Jk6c+Minn346809/+pPlqaeeEtdee22ne6zbq33J4qX8ffI7fPLSOmxFgUyf9BZRxlHE9DERZYcKPNR5DpKUZCHlQCT2qgbqU6qxmELI+QES46r4etF3XDB2Gn2cV7B6zW7OGpOIKIkjONaBw91PhNnGpJXuXR8enZZT4cpLDm3YMHhA4JmL15rykyJTpRDm4FoHQHFxrCU8vMIecPQy64FogyPHFfUXEhISFxsbe5/RaEwG8Hg8+0tKSh75PdlGWiI8PLy2qKjoiwkTJmR9//33TwkhvmrPQSQfPtoTn43kJKG5INF/HyWlXNXCdtFoEYHzpJR53u7Hww8/vDk9PX0ggMPhOOvKK69c5K1jq6p6HvA+2ggeaKLtVWCmoii7vXWezkZVVSuaXaZDywDq9pE4RVGOOsLWzOaRiWZfKkebnJiINir9qp6Gc/h+kWjCuFhPD2lc3+jPbr5tHJAupVx2HH9DH7RqjIPRhHUmR6/2WIlmv2q0hKxTFKVF4d6K8w8GPIqibG627gW0qMT2pIf+84iv3aJFi/qvXLnyYX9/f8PXX3/NmWeeCXStHGxvtF96yRX8a/Ra4uMS8bdATfo6lFsb6B02hMAGA8U2Bx6rH0HGQOLDofagncCafGLGhBJR68euLfsIjkgnIDiQPQ3gtNkptc3n388ksvNLK98v+JmdgdYtQYbhzvMu//iZwJKYEMePQ882xBVuc+7pOcFose0PvvH1t+rtAX5vv33VNcnJBZsvuODb31wESY/A9vmksaaBW6L903K+RbsDeeg2Tj+Da19iiH9qbospNd26dRscHh5+t17VFafTuXHfvn1P2u3243r/nmy4XC7D7t2731y2bFn4/v37FSnlg53dJx8+jgef2O5EdN+dqTGDuLUTHIUQGcA1+qhg44hhkxgXQswA5kopW33bvTX885///NPgwYPnAZSXly+/5ZZbTvPm8QFUVY1Fq0R4bbPVEi2v+R00v3NXmGB4QuiFUIQeC9hR58wCFimKckxffzPBbQQuRBup3o82YbG0nbvaWFCmJ5qnu7++9EO7c3O0yNIG4Cdgg76sAnYoinJCk9Ka9UsAZyiKsqjZupfR3p/tyUC00fijMnv27DO2b99+x7XXXsvrr79OY1JiV/Zgt7V98aKl2L4/jfpKmPQklFXCQ+eUUbPVRQ0R2KIbkJXBNDhh1KmwawvscnowsYLehGAJ7Iuxv4k7/wf3D9dupfn1LiP3py8wEocdAz+ae+y1mKNL/3z7C48a/NyyvjLEVPPFheeaD0YNMp++9LWAwZsLAVavHt4jIaHoYHJywW/uUkmnn6Huw2nTjEkFuwJPX/YbMQ5g/2FMumNr/wlBE7/+wC+5oLq6ONaye+lpY9PGrFjZf6QYExwcfLMQwgBQX18/Jy8v7/3DL1x/7+zcuXOEzWb714oVK+xlZWXpUsqCY+/lw0fXwmcj6QR0ATMFzat8uRDiE+ArKeXeVgruCLRZ7U0cluZQ5u0+z5492xAXF/cWgMvl8kRERFzn7XMAKIqyH7hOFzAPAuegjaZO1Bebnne8GO05WNyK2/9dkRrgelVVX+2I/quqagGWtkZowyF2DjfwWTv0R6DlaXdHE9CHLwlor/vRaEAToBuaLdsURWmXaEBosj0tV1V1nKIoy/XVxvY6n04/oFWThrOysha//vrrMW+++eZlCQkJPPRQpxaYbR88EBAMAy4C4QePPQY/7wwhEjdFQFB5ADVubQZ56QGoD4OaKjcxjjpKsBMn+hBmhXUvQ2w4uCug2OChkDrK2EI9xfRPTFs8cEi3Hw1+bukuiQ7KXzpu+EGbpdvQW1/5jymovmly6siRa494p0H4uzzB098rQ5tc2yL+/X/Ow+haYIzXSrU77QH+rvrA8NReUdOtVsc5oPmzq6qqni0uLl7htefwJCIjI2PNtm3b9nTv3r1nWVnZY2h323z4OKnwie0ORgiRjHYLfKOUco8QYjta8Y/vhRBjGq/ajyG664ErhRDzpJRljZPXdMGdiiZCjlpiuq1s3rz5oczMzAiA6urql2+55Za93jz+4SiK8iNwrqqqfdGK91wKhKANRF2sLwCoqgpaxcJfgDx9KVAU5YhVC48XvYKgGW1yakCzx35oosugL8bDfh7+2I026W+8qqp1aCPHhy/Oo6x3t1GkT0Ob9NhmjnUBqAvnALTXJ7zZEtHscRQQf9ji38ouSGAPmuD8WV+2ATvbU1gfCUVRHKqqJumj74ITjHI7Bv5oz12rE3quvfbaD2fNmhX58MMPnx0TE8Mpp5zSpT3YbW+/hNkfzyHMMh6jBItrF5WOWCwGC90i7RSWOhBYGYYfjgLYj5s6dtA3/HRMQnKwvISoNd1Ys9xEQAbsdNSzY7Mgrtt1GKskDvsmTq2M7GHd1VBO3x0l9qWnjfAUJI4OiC/+sbnQbo59zbAU156e/S1T534jzI7G94M/2sXgEd8fxvDKBuOoNU2CPTa9sH74WSt6NJZd93g8lQcPHny4rKxs15GO8UcgNDT0ieTk5Jf2799/uR4FuPLYe/nw0XXw2Ug6GH0C2Wwp5cFm6wzAD2jC7SYp5RFHQprd3r8LiJd6iWu97WI0If+ClNJro9svvvhiaEBAwEGr1epns9lqgoKC4rOysjrUM6gLm7OBqWij3dGt2K0Uza/bmN5Sg+YD96AJOA+a8DXzq2g+/PHhotrkrb/JC7g5ujhvbPegCf26ZuvcLTyGI18cNP4e2MLircqYJWiTfhuXRoG9Q1GULhVtpl9g9ESLCLwDaJP3vA3EAYennxyThoYGw6xZs/5ZWVk5Ijg4mC+//LLLerDb0l5XA0/cuZc57z/HoMDHCIm3Ub2tDmdKKP3jQvlhPRQ5XBTiYWyoG7PTwE5bPWlBgXSzmNkiICKkkqg9LioN4Zg8YESyx+xh4Dkmti2u4UDdGkYndv8g1kyNKX3vNo/Dzy9/3dAsT2rusj6Tv2hR5Oliu59l6txvdbHthxYz+UNrX7MAc5A1wt3/keCk+u7GABdutzu/uLj4wZqampJj7/37Z+vWrX+vq6s7beHChRvdbvfQP5qdxsfJjU9sdxC6oO6GVu76PCllvb5O6uI5BNiHFqN2r5Ry19FGFIUQAWg+0caRXH+0SpJe9/TNmDHj2759+54LUFNTc8P111//ujeP31Z0oXM+MBPNcrBT/+m7U9N1qUaL1zt82YcurhVF6Yicaq+hqur5+sMRaJnc3iYGSEKzx7SZmpoa/1deeeXB+vr6fvPmzeP8889vautKHuzD2w8cgO+++5Frrhne1H7aaeMp3AyWWFj8CeRt2MOKt8JxUk2vgEROmezPji9hRy24/MAVXM/Bygpq6UYxgomxBjJHwQcLIMgGA/0c7HIswskQBgWHkvnXADIz4LPb8/mgYm5DeOi1G8eGVe6iJGaEsVvxCpxmS9DkLz4zRpW19qIvDc3O1+LEx8MJDg6Oignt/lDh7IEJkaMKCOpVvKmgoODxhoYGX/qGTm1trTkvL+/thQsXBlVWVl6nJ3T58HFS4BMnHYQugIv1apBTgPcaRbFepa9aCHE9WlW/XD26r6a54G42qm3QM48nouVsC8AmpWxNFbM2oarqoPT09HMBKisrd4eFhb3h7XO0Fd0+8TXNJqWpqmpCK2vfvdnPeDRrQ/PFj19Hahvznhv0xd7CY/thy5HWOdFGkN36zyM9bsySNuh98Uf7Yq7Sj+XXbL1fC0tr1/ujjURH6eds4Feri/EIjxtH+5v3+/Df7Wg2pnq0uMn6ZksNUKEv5c0eV3aG3aMDWIB2p6W9BJEHOO7KeVar1Xn11Vc/+Oabbz42ZcqUlEWLFonRo0d7sXvtw+LF8NXn8UQzhFL9OqOhBpbNhJoDcP5D4LLXUsocIjmbMnsy33wJtlrtH9rsgpQqf6Ix6f9sEms1zPkKQq0Qb9O2S2AIxUCev8SyCU7NhA11ggLCasdM+vLlkLiiatvsqW6P2+gnEIY2CO1gtM+DSgBLdmq4qTQ6tGL4j7ktbRwaGpoQGxv7kMHgiUq4eAce/+ql2dnZMz0ez9HiBP9wBAcHN3g8no/Gjx9/3aJFix4XQnwipeyM+FQfPtqMb2S7A9Hjm15FEyJKS1YPIcSLwOXAZVLKoxYeaSlSzdv897//3ZOSkpLm8XiQUg697LLLWpxV7+P40ePsLlEU5bg81Uc5rhVI/j1X5OxsVFW9B83StPxY27aRdDTB1ppM9KOSl5cX+uGHHz5hMpm6rVq1SpSWlnZZmwjAggXLueOSN7j1rIfpd1M2066cwpw5c4jzG89b02CfoYptBds5f0Qq63aEYKz0x46BCowUAmPwEIBkBxIXBsYB2XjIx494IA4Xe/1nYQ28gaBqE4UU0rN7OKkpVnKX1clakVuZqcy9Om/NsBSTucEZur9btCElt2BtSbfIxMTCg2lp2b+ZZGysC/KLWD2id+WQjbud4ZWj0CImHQDxn00aZS6JSc+58bW3OKzSZERERFp0dLRqMBhCAOx2+5e5ubmv+aoltozb7RY7dux4dcWKFTHFxcWPSyn/2dl98uGjNfhGtjsQvVLeD8DDaKXXFzS2NQpnKeWfhRCT0CryrZFSVjbbJhS4DtgupZzf3kL73//+9/WnnHJKGkB5efkXt912m09otwOKotSrqvqJqqpxLVQnPBH+RPtH0v3RqQGs7XBcgReENkD37t2rLrzwwvs///zzp8aPHx/idrvFp59+2iRu58yZc1Tx29HtV1wxlY8/m8vIIYkY/BJ58e5FXDn5Nm6c9ha5njjWFpoxGYZh32ukpx0KcRGGoAEPIWjG/xoElRhxAHm4CMVDbzwEA3upISXkBooIxJIEZ4xv4Nt3nTjzXLgoEXWWH3cAFG/vOzzAz2W31AbHGcMrK3fs6D2mpsa6tSWxHZSfFG7dlT7GHl/scYZXNgltgAPnLPjRWGfZdLjQjoqK6hMVFTVDCBEIYLPZ3s/Ly/v4OF/mPwRGo1H6+fk9O2bMmEeWLVt2pxDiNSnl76rwmY/fJ76R7U5ACNFYjOZKKWV2s/V+UkqXEGIUsALoL6Xc3ixLOwYtieEN4F/tKbZnz55tKisrK4uMjAxuaGhwms3mxKysLN9EnXZC96HfCHglClBV1UjApShK1Ql3zscRUVX1X0A+mhXoiBOb28hgYCvayLbXWLt2bcqCBQueSE5ONm3evFmEhIQ0tXU1D/dpp41n1yIQBtj6GeSI3cx84SNGcCY9T+mFS0aRuw8C7VBjh3A85CE5iIcwDOwXRkok9DWCyQ3gohYHwVQTag4nyWVmbxi4yiApAjy1TgY5nGzmXbb1z3lcWC6qP23k6p/9TE6Psc7ib4gsq6+sCjUHB9c6/f1dLX7umkqjAh1RB8chWi5wFFAYbw3blNm7dMKSTZEp1n4RERH3CyHMADU1NS/v27fvm5b28/Fbfvrpp0cKCgr6r1u37gsp5UWd3R8fPo7F0YpD+Gg/rkKrfHezPjESAF1oG/TKkLPR4uzQhbZBSlkCjJZS/rO9R7W3b9/+fGRkZDBAbW3tf3xCu31p5kM/4WQPXbhfjJY+4qN9saKNbpvwzp1CP/1YXve4Dx8+PHfYsGH/yc3N5dJLL8Xt7rqWYClhz1JoqIPYfhAm3NTyIRH0pGF3KI5tEF2piW0rmmejAEERBjx+ThKNEG+FlG4QGQwHMHAKJjwIyhv8MbhhSwOsNUJMbzDE1/M1D1JIqXvg3vsmlWenDrN7DKKqzuJvjD5YLwyS8PDKBn9/l8ddEh0knX6/+e50RB90I448UTawMD4iqCBxYIwlcWRERMQDQgizlNJTXV39jE9ot42YmJgnu3fv7uzevfskIcSZnd0fHz6OhU9sdwJSyr2AipYfPaGxQpg+AbJRRM8CDhy+Xkp5zLLlQgirEOL8Y213JJ5//vmEHj163ABQXV1dGhkZ+ejxHstH61EUpRC4RI85PBH80Yr9tJgJ7MOr+KNNZFyDNjH3REnWj9UunHPOOZvT09Nnfffdd9x7773AoTnWS5YsYerUqSxdurRpn85oX758Keeq4GeClx6v5pXnndx6zydEXVBPnj0XGV3NfrSryWA8hKKJ7mgEkS5/alweIp2woQhqat0k4cSAoJRotgBbcBPigX7JEFhTQUJuMYMMZ8pRXGEPc/lbJo1c8+UPP4wd/Omnk6e5XMam4kqeylCTffbUaxsWTRh42FPrD4xGm4/TIhXD1ufV3//NjtAM49+EEP5SSndVVdUThYWFS9r4Mv7hiY2NLXe5XAtOOeUUDAbDs0IInyXWR5fG9wbtJKSUjwghRgKPoRU3WaQnjfhJKV36uhh927baCizAO0KIUVLKNhdDqKmpmdutW7fGC4Drs7KyHMfax4fX+BbNknBckxpVVfUDLvX2ZEsfR6R5lUsrx5mLrRNH+/i/D+Gyyy777qWXXkp54oknzrdYLLzwwgud6tE+vP291z5n2iWX89Hct9n9RQLrC0pJG9kTj4xhzwHIDXLgV1JPNh7KgB5oSteFgQggAQ9VeAi1a1WVQFCHP3kYMAPJBhc9PHVcGGJkXwNszt1J0hkNrFhcK6abncUN1qrd0hYUmGU3B9qcBr+E784esn/it+sBTB5BtMtosVeHRNRUhpoMYVWNn41xwFHntMTHx48PCQn+q36X0lVZWfno/v372yMy8g9BRkbGG3v27BnXrVu3fsXFxTcDL3Z2n3z4OBK+ke3OZTJa/vDNQojxoFlJ9DYPWnJJm9EjAB8Hnmrrvg8//PCZPXv2HAFQWlq6/vrrr//yePrg4/hQFOUgEKiqarfjPEQG8L0Xu+Tj6DT/DP2JE7N/ONEqDrY711xzzWsWi2XPgw8+yHPPPXeIh3r8+PHMmTOH008/ndNPP/0QIdwR7ZXfj+ahqxZw+umTeObl+VwyJo2bR8XQxw0BpZDsNhGAlXC0rEoLUI+BDLSKXjl6sqcRLZMxF4jHQCCaP+epz/0YcnMJS/avYlPRBs6IHIBlq4NwdjREBEYcCLnk07cDxqzaE1RnCbeVR4y05yUPbuybK6zK0dBr92J7YfywsA8vvUpfHYam92uE088Q8nPfbpadPSOT3p92nn95eABAYmLi2SEhIX/ThbajvLz8wY4W2q78pJDa9y87z1UUF9yR520vAgMDnVLKN0ePHk1ISMjDQojIzu6TDx9Hwie2OxFdWN+Ilsf6hBDiIiFEN92D1oMTS5J4DugthDi3tTvMnj3bYLVa3wVwu90yPDz88hM4v4/j5yfgtLbupKpqGBCg21F8dAzNP0MlWkXNfsdxnP54rxLnMQkKCnJdcMEFjwkhGv7zn//IruTf3uyA1cUBwOsUchqF5X4sWQdvfwEhdZBg1q5KIoC+aEHuLqAATVi70CoBSSSlSArQvB3h/nBGHygvgvc3hzGfQEL4nuCkfEwlaQwy3OCuC60pNNqCTIH5SSFrx6xc+kNkxTo/f1dd8K6ekQCe6hBTUV7KqebA+hJLkK1U73L/gOLYsuR3r7gwavnY3lHLx0225CfHGRrMwQaHyZiUlDTRarX+n24HrC8rK1M8H/exJ3409czED7POjlo+plfj3x6UkxIWmJ/068xVLyKd/n6ywRSMw/S7uaPdv3//RVLKfWFhYWHAjM7ujw8fR8IntjsZKeUW4C7gGWAU8HegQEr5iZTyuEfJpJQNwJ3AM0II/9bss2PHjn/ExcXFApSVlb15+eWXH9Mf7sP7KIriAL5UVTWtjbueC+xohy75aD0FaBawtlKNVk2zw+jbt29J3759n9+2bZu47bbbmtZ3tod74GlrmPvNXxg1aAJjY3uQ/7OR3BUuPPtB2GBVtZNdaGVzDWjDykF4cKHl7dXgoQIwIghFMBg3of4N9LTCj7/Ac7e4kevW8tz94Uwc8BeWbCpmIfPrq03+hQdCK7uZvz/9vOhl48anp+8pu/jiz98JMjtseAwCwBBW5eiWkruu4ZyFnxRf/d48tKJiP0YtGzvUvyK8R31CYWnF0HXflI5fvj3vurfndBtmPjc4OPgm0KJfS0tL/11aWrpNeAxG3AY/v5rgaBz+TZ/P0UvHnRk0/+wLa96+arK7IszsrdcawD8tu9x63dtz/FLyWlXV8mTAYDAQGBj41KhRo2R8fPytQoj+nd0nHz5a4ndzhXsyI6WsQqsc+YGXC9V8BfwFuBVtpPuIvPHGG9aEhIQZADabzRYTE/NXL/XBx/FhB85QVTVHUZRjvh9UVU0AvlQUxZdA0rGIFtbtRyvh3tqJjiM4gUqRJ8LkyZOX79u3b9Srr746avTo0SQnJ3d6zvZf/jKVefPmcCA7gpkqGHGxxuNmvHDj5zDQEwMBQDkGGoBSPAQCFjxEAqVIihCEYcANmJGUOQ3srnAzyABrPZVcf0Vfeuf04JntDmoYxal+yaWhfqJqV25KkEwocmeOXLsU4Mc1wzPT7OaQ3hsHn1rbe9d3Se9dfr75QPTgGo+Y7yiNKa8Yuq4nBjnfHVRfU9cje4UtJa886aOsSQZHQID1isLhgYGBUwE8Hk91SUnJvysqKnLcByMD9wXX1UUO/GlTzPLTJrtDq5suzkpPX7aofl9CpMhN6SuM7kPm6gTmJ4WYyiOsVZlbfHeumtGzZ8+9mzZtWpeUlDSsqKjoGSHE2b6iQD66Gr6R7S6CEEJAU1l3r6B/4PwN+LcQIupo2xYXF79ptVpNAPX19XdnZWXVeKsfPtqOHgU4h1ZMmNOj/i5AK5nuo/NpQBtkbc3nq0HftqFde3SkkxsMXHjhhS/7+fnZrrnmmk7xaLfUPnb0eDZuAEcDhAT5IUyC9bVOvnPacAEB+lObBPTEQAiaP3sjWg5jIAYMQAJgizNShKRKOojx1NB/gp1VP/RgSUUdOdwiTYavKvpawnJ61AekDHEbsmDRmwAAIABJREFUjOkpuWFVtZYAAP/Aehv+jlrTgZiBEauGpwqnX1BdSt4yj8VWG7Yx84KYRWfUGG2BfsUXfrWmfMTabeE/Dk1zB9vt4WMcVzYT2hUHDhy4t6KiIgfA8dMpKQ0bBp9bFVleW3rass8qM7c03dGwpeRVyjGr9vYR0p2wZHyTVxwgfP2QgRFrh52N57fXd+7SqMCa1667vGHjoMS2vwtOfpKSkmYmJSU50tPTz0Qr5uXDR5fCJ7a7CO11JS6l3AZ8CDx4pG1mzpzZNzU1dQpAeXl5XmRk5Mvt0RcfbUNRlArgQlVVLcfYNACY15oRcB9ep6WRbdB0X+9W7N8b7xXDOS5SU1Mr09LSXu/MwcCK/WaCGACE8fPPIVQUQH8HXHMORIXDBQ4jEIgHK7V4KEHzYVeg2Ul2AkVALJIIBFa0mcL5wIpi2IGgEjubqaXfuHIGx3kIWmjD4zrLUxaZtnoh0pVjqdu9BWEoWDE6ZeOXF/yj5uUbrj2jzhIcMm3OF/b4og1hmwafZ6oIT3fElhQfHLMyr2zU6oPBe3oOsOxJiwZIeveyP0evHP2PoD/vON+/d20mgNvtLqx9s/u7oU9PGtEokgNGrd4VeO78j41xB+pq+v1yQDYrkiOcfobur18zzWA3Wx3hFYfECJZOWLJ2//nfzD28EiWAMDe4DdaaEmGpqa+edeN1Vc/c/o/mEyEbNgxOqvnfDdNdxbHH+iw5KYmKiqpxOByf9e3bF4PB8HRjsSAfProKPrH9x2AGMEUIMaClRqfTOcfPT3MUmUymy7OysnyirevQ6AttEVVVzcA0RVH2d1yXfDTjSGK7se1oI41dZhTykksuWRQcHLwrNDRUTpkypcNztu+57nsu6LOc/z66lDv/ls/sb9cz6WGossCaEhc1aAHkA4BYDETrpdftgBkPUWiTJVMRlAPBuKkHzGgSvTt1TAszYzTG8cR/NlO1uQyz08JIxpWdlujaGFEX3KegNrjfwZDq3fFu4XSYGiyr6oPiAvclDI36/vSBtb12bXeb7RVV/bd+UT587V5p8ITWZOyct/+Cbz6s7r+tGMAzMq+Os/eGGiNcyQBOp3NjXl7eXTb/sl2OqLJ8ADyCmNUj0sOkaPF9I41ujyOqLK9y0OYVZeNWHBLb6gyrctQnFR5yx1G4jCJ60YT+lsqwAMulcxaZMvaUGSPLsw1hlbsNwbVNka2G8IpaEVR30LG1X2qr3hAnIf379//IYDBUpqampgF3dGZfhBD3CCEu0Zd7hBA92rh/DyHE4/oyRwixUAgx+Nh7+uiq+DzbfwCklOVCCBV4VghxRvNR9EceeSSrZ8+efQH279+/4Pbbb191xAP56HAURalSVbW/qqoNiqK0NIEumRNLrfHRfmxDy8oXaEklzRFo9pHtHd2plvDz85OjRo16acGCBc9ecsklHZ6z/drbX2BuCGX8lIEs+SKeZ/+vmt0/72L7L1ZCnAbKiCYFA35APh7MwAG9mE13tBHuDAy6d8eDA0EEHnKRDMZGaJCZ0BAzYT3h3KRUDnwWTBBGzwiiRf1e/+FFBleVjCxbHV5rTakXhv9n77zD46jO/f89U7Z3adV7t2Vblnu3jAtgwGBsi0ASWkhI7r2kkIQkN7nZbO5Nfjc3lSQkEAjEdGxwggFTbbnibstdvfey2l5mZ+b8/pgVyMbGsnFnP8+zz0pzZs6c3Zmd/e6Z9/2+TMWSD34XMvqZ4IFJNm172gRVvy2DFdSmSFKfSzWQkGU+VDbL0JBvCma0H0zYPz1dmy9UsF+uzwWnHOZwKPx65+GhFwRTJByZuj8AZZIdTFjNGuqKZjIh7aFAftMnC+AwFN23vrHz1MVsUMslbp5f5pl4qDac1v1RjDfnNakN9YUzwchyKKv9OADoK1/bfOr2fF7zUPT4mH6xOW8qjWw7TtTCNTeholKpJAB/mTp16n+6XK6fEkKejdngXlIIIe8D+AGl9MCIZfsJIasopU2j2D4PwEpK6Q9GLFsEYD8h5EFK6d8uysDjXFRIPI/g80GswtZBAA5K6ToAWLNmDdvf399vt9utgiBIKpUqs7Ky8nwLcsS5SMQK1dzocDjeOGW5HUChw+GI/0C6TDidzscAvPMpq6QCSAZQfcryiVASKa+oOxKPPfbYf7hcriXPPPMM7r77bgBAVVXVSTHWgDIbvWDBggvS/pfH9mHcmMmYq/yL1sPAo1/tQ+ceDeoRgQQbGLAohSKqIwBMkBGEYuGSAiAABilQQko6AAiQUQIJzTgMjp2AfC2PmaUAzQ3jnfUv0ZnB6ZKOyfPmypyWB+GOg4Cwka4Cbaije9mGJ4WiRheAMWxQ25P993vu4nzGQtf0PU9wEa3WeHzMN3wFDc/oOjMmcyw/jtGLduLTcLipDvKSerfH4/lzZH1Gr3X/5Ot7bnxnTfAU9w/ebVaJBn+Uch8nQLIBHUdkhohGf9S6a1oOF9Tp+q/b/NEPMW1bpin1raV3DE0+8P7QtL0tJ/U3ZFFHzZ7I6cJLRkKjHCMNJGgYfVBkTL5rtlBZdXX1706cOFFQW1v7DKX0/ku5b0LISgAPUkoXj2b5Gfp4hFL6f6dZ/isAjwCwUkqvGUeZzwvxMJLPCTFP728D+A0hRAMAJ06c+LndbrcCwNDQ0B/jQvvKJFZ2vcrpdJ5qazUHlzneN84nZqxPpTv2GHmtZaCEGF9RQhsAbrrppucJIZEnnnjiku3zwKYkPOcEIgFg3TogxAERGeiGGlFoIYNAB6U0uw5ADoAEKDPadgB7oGQGRwGYAFRACYRvBwMtxkMtsUiSAN1xivpXw4gESzCYfvBlccLRx2Dy7A/rfAeymOjQWIm3U7O3GVZPiA3ouNR/LUtO3nDDfQQMIZRVm46NWyyxYoaQ0bdDfU9dAf+9fdNZFU0lE7s5LKlHNKtvX2tr67/39PTsCWa1D/jzmvZEkvpOtoGUCTifQU0Z+aTzJu1ft16ftm75TQCga8vK03ZkFI1sD2W1e1vvfu6ZU4U2AESt7rMKbQAgvCiHN103P7jutptHc1yuVsxm828mTZokZ2Zm3ksImXKJd/8gTn9NPgBgESHEMpo+CCFfO83yV2LPi853cHEuH3Gx/TmCUroRSoW67/zjH/8wZ2ZmPgIAfr/fm5yc/OPLO7o4ZyEAYEZslhsxD+4PHA5H+PIOK84o8AKYPeL/2VBMM644cnJy3Onp6Wt27NiB3//+95fEZ3vDpiVYvPwAwAHPPQf84t960LnPBBEsDKwKGlDkQ0YEioG5DBkuAANQfq3MBmCDjDAAD4AwRKRCwGwAM8CgFBTZeh+oL4p5og73Y5I4sbvyluTelGJGH+lbYwp2HsnofDOS2f6qDIYkvbrii3TIovF2phVL+sCuiGUoFMhvfB2FA8Scplmm/dn+W3VpzEomLWjCshOQtZEhcUvG8d7jvifC4bAPACIpvYG+69+vlnQhESMwHxmXmvrGLV9M2DanmES5j75/veOOHfSWHtsPAJ0rX9vUfufL6089NpI+KJ667FxRjTtazY87dk2XiM/Nze3yer1bsrOzCYBHh52+LhFTADSeunBE+MhoxL8bwOlqLAzPZtvOb2hxLidxsf3543sAvtvY2LjWYDBwACCK4rcrKyvjtnFXMDErwOcB2GNWfwtxfsVT4lx6QlC0IRN7DOAKtmlcsWLF62q1euiFF16g8+fP/yjGevPmzR8J5eEY7GHbvvNpnz+/Anl5FXjqhSfwoPMebN++BRZLE7bs/hOS9AwyOA5aqoKapfCBYggyApAxAKVyUBUYhMHACOVNNUCGGjJ0IAgQDjlg0cJw6CSAfyAEN7yUBZH1YIL9jOTvBpX9BQ17FkfUZltEY1UNJZSGXbbyrSKrqds6d/azsjrHN9OdpRdt1xtSVQ+qbcxCfnlzEiGExaAW9PFJbvr8hD7vUfbJKI0c0jXnZGQ8f+dS4/GSpFPf0+R3lpQnv319eSCveSCY1brPtnfqF9PW3VYx3O4pO9zlnnKgHQDAUIx0KLmQqMqOdKuH93MNU1hY+ERqamp43LhxswB84RLu2gLFKOdMnDVRklI6eWS89mm23Xc+A4tzeYknSH7OoJQ2FhYW/rOkpOQBAHC5XI02m+0fl3lYcUaBw+EIO53OCgAfAng5JsDjXB2cADA59vf+yzmQs2EymYT8/Pxn9+3b9601a9bgjjvu+MgHG/hkDPZIn+xPa1+y4A7YUInVr/8TFRVz0NsL/O//ArI8D0VFVVi0KBfj8AWsWPZTiLtV6AkAhAfGpnDY1S6BBZAOGUYwiIKBDkAiFM9tHjI0AKZBggYEVMVhWwQwyAAPAjUYGkCd4MFUMRFUUgPoGbDPtqf2NJiivI33GsqINdjHzKnrmZLtzzAE1bNLO4g+syRSynz9IMCJwJYc0BaTEE3v24VHp8voNRIhoadmaNq+6nBa93bL/vJ0Y03xTer3Fxb5Cxv+OFIwa1uzyojMkN4b3z3Ye/37BzRd6WNldSR46nuftu7W2ZBYvmvVus0X/MB+jrBYLMHGxsYXi4qK7j927Nj/EULWU0ovasGvUYaIjGadM/EggAMjEy/jXD3EZ7Y/h9x3331z+ViFYKPR+KXKysq4aLt6+ADAbQ6Hw3u5BxLnnNFC8US/4lm+fHmVTqdr/eEPfygLwoXKpePAIxE71qWhtx2w24FvfAOYMgUoL3cDCIKDHq37LFjbBwQ54EQU2NGuJEZKAHQgUEOJzx5+MyXgo2TJBrixWSMDEWAugBTI0EJGBFGwmCL1gqBHK/QG7e7GWp2ojqotq0wl7tyUrx0wc+X9YxOGzNclvz5+rH7QoM9Ti2D+OhVUlAOhPrRF6wxHon8o3+F6KeE1pj3BLqsiXs5vTBMSBoMAEEns9xKRMxCBN4181eqeZL1o8PdGkvvqAYDyotxzy5uv+YvrGpPfWVKWvnZFxUfr9tkLdW1Z89iALj4R9hkpKytbTyntnzVrVgaUxMKLzdnCO9xQ0g3OmZjt3yIAXz2f7eNcfuIf6M8ZP/7xj1eVlZUVA4DL5art7e3NczqdPQDGQ6lW+A6AGwC0QLGxLQGwBcA0ADyAzVA+9A2xLgugCMAKKN+BewDMB1AD5bswZ0SfPgBHAMyKPdugFHkbbnfF+p0GxTklDYqTw3B7L5TEsvLYfgpifQy3d8b6GA9l9vdafE0LAGQ4nc5yAGOukdd0NR8nFYB5se19UPL2amLPWiiJUZOghI6IUMwzEmPbc7GxlEFJogQU95JDsfdEBFAHYBwUkw0VFCvB4T5DUAw4SmLPxtiYhtv9sX4LATTF2iwj2t2xcecBqI/t2wDgAM/zk+bMmbPpvffeu+/hhx/GK6+8gqqqKgCftPIbGYP9ae3vVa1FyM/hoS/8A1NuuBG23pnImgqk2rdj47Ob8c+Xt8OSHMGDi/bCQ+bDQlkEoDiPCCCQALhAMADFO9sVqxwJyNDFDl6xwQCTX0QTGKh0HPRCEB6xC+78hlrBMzO9ROBVyd/9MDPDII3J3ZQLvSWUxOxIAJIDwIE0oNYK6tZTDKijkVkNB9gOba53vanB0Jqb6i6qHQxP7djtz2rhte2ZXjagFQllC/mBhEXGuqJQKLUzCZykiyT3dVNenKNvyG8Vjd6xphMlSWxEY+i46+UjsfPCaKgpnm1ozKcyEbOJoEL6mpWZnnFHw+G0ngAltEvSB2eN5jjF2s927vVBsZnMAHAUQNGVfO5dqNfEcRzy8vLqRFG0A/gpIeSn+AxQSs8W+/1p4SOA8voHz3P3awGsis9qX73Erf8+R6xZs4bp7u4eSE1NtUajUSkQCJR3d3e3OByOKzJZK87JOJ3OVHwsQBc4HI6Nl3lIn3ucTucfAbw/ilWnQPkRASjC4YoOJQEAWZbxhz/84X8CgcCEf/3rX7j5ZsXEYmTcNXBmcX1q+4GdFajbAsxZuRcPfe9H+O1X/gxrkQ+//nYV5ky9F9f/OAlGPfCtSj/c3UEksDZ4JQJ9bDa7DQzSACRBRgiK0ioARRRABwgCYJAIGSqVhKAgIRc8eABQi8h7aBe6ekwYUzwAzeFUoFcHiZMRLu8Sda+MF6WsvjZ2d14WJIYDCCikkHvioT+Eszs6bR/OeEg9aMsQTN7+oZl7XhD1/vbErXNuUQ0kzqa85BuavP8p697JXxONvrqozd0YSRzo6rvh/eq8xx78OhvRJLTd+fIfOL9BHShs/EiMqfoTtckblizUt+asFHXBxkha9x7B7O431BdeF8xu+7B7+fprxs5Tclk10ZriNPW0vc1khN3hJUALgNu3b9+POjs7xx08ePAVSulFjd8mhFAoovjVM7Sds082IWQtgFdO12ecq4d4GMnniAMHDvx3amqqFQB8Pt+furu76wGsuMzDijN6ygBsj5Vl3+d0Oqde7gHFOav1H6DMyjdAmd0egOJWwF/MQV0IGIbBrFmz/i5J0kluIiNjtBcsWHCS0D5Te15eBcIC4OsDOo5Nxexpz+Erv7sOK78+H9PL7wXLJuF/vgc88h2gp9sAi9oCSQrABhFGAANgEIUy3SqAQRIAKyhaQEBAkAKKUshwQ0RHlCLAcOjlREQgQ2MNw17eh/Jb6qHanO2nG/LDURd7vN0tvXHi+aJ35U69h+zNgAzZRSG6ABolYDS6tqypvNsyDTIZCCf1vysaAgcsByausu2aNh+U5SRVpC9qcB/VtWSNp5wcZgSVuf1LL23oW/JBNWQCz9gTVeGU3v2CfSA4LLSZiIrJfvreSvPh8XmCfbAzYnPtkvjIIBPRmASLxy3pA50Dc7dfU7OX0WNjM4XqiUukrjTjJd71LADhlJSU35WUlEh5eXl3EELmXuR9NuHTkyDPWtRmJDFv7bjQvgaIi+3PCb/61a9MBQUFjwBAMBj02Wy2n8Rs43Y7nU72Mg8vzlmIeWzvdjgcUUCpLAmg1Ol0xj/Dl5fRiO1ZUGqxDBOJLbvimTFjRnNiYuIHjz76KG1s/ISj2ah57mlg+3vA/64BdCwwrdCHdBSCAeApCuC1ekAcAMIRwMwD+UYBLNTQggUDigQAOZCRBhkqyDBCSXzkoMRrB0ARgQyLUUAOGOi0AurUUfAMJC0vdIbWJz83+IL1vxr22qtDATWHukS1q90kFgQ0dskYaHJPPPx8OK37A0kfbncRoc8FUBdDZX1D7mwiciSS2lMXtbma1H1JmVzAUB5O6j0ORg6qBhPmanqSF0aNvtquW994zHhsTHLukw/cl7Fm5SJDa864jlWvvkcZmWrbMk2JVfNLKJFp1Ojt5V3WRNVAYgYjcDo+YMgnUU6j60rL4j2WouSNC2d/6pt5laGesbtRe+M7L3NZ7Zcyz4QBUAsgmpGRMeB2u9/Jzs4Gy7KPEkIu5vfdAZwmLnu4XDul9IPRdhTz2t57qtCOl22/Ool/UX9O8Hq9L5hMJg4AKKXfraysDACAw+E4AeALMTu5OFcgsWMzAx/7rA6zGqf3Y41z6Tib2CZQnOpGWv2FYsuuis/c0qVLn6OURh9++GEA5+6jfdutP4OaP4QHHwCSMwFt8kE8+9wP8f1bX8SLv9+BbWufRGlZB77zP0BhERAQJdQO+JAEFVLAwBsrvZ4ORcX4IcMLil5QcFBsAdNAYQWDZJ8GVkqQF5CwRKw/lCvDm9GrC/Nvj8/VbZp6s0bgLO1E6AsJnNndn7RUkhhV1DJUy3Skj1X1J0xkZE7P6yLd/aBiJL29FyzdBU6KMAGdOWJx9cu8MBBO6o3oW3KXcEHDBMpKAYDhVUPmspR3ltzBeozaqMHbw4Q1BiqBzXnm3i8lb7hhsvFEcY7pxJj5aa/dtgAyIZr+pBImwuu5gLEUoERWC76epe9s9445sT6c2t0GAJAJroVEScKLMp/bcqkrHs6FEmsOABg3btwzCQkJwbKysnIA913E/b6C0xedWQQlv2RUxMqzu84gtOM+21chcbH9OeCRRx4pHTNmzM0A4PV6m/R6/d9PWWU44SvOlUkGgNWnWv3F/i93Op3nleEe54JwNrE9C6e/ddyEq2R2Oy8vbygzM/Ol9evX49e//vU5+2zfMv8FPP4zD/TpW/Dhzs34jaMKd678Neb8Rzp0Yjnumf5NHK9fCFXyu6ht6oZABVAkYT8oDkP5ZWICoCJRNEKp68IQCXYQSCDQmQTUQgAFRQRKtp4ZjGC1JdYk6oNNGl7y1Xn1YzqDhlKDNtKXylOBA6efAzlqC+lLmJ6UOS3dGSsbBD7RNWnfM+5b3vhLgSbcnd6WuzCY1Xai++a3Vuvbsm+0Hpi00ldS+4p7/JHH2aA6DwBDZFbjL6hfHU7preLclsnJmxd8n/ea0nivOY/zGVKpRBh9W9YkdV9SNigYQ2NBpbGu6Mu+vIZd4dTeelkXaumfv/VRURsYYgJazjVz9wlfYX0X5zPw9o0LSrNWf/l+3m1Wne64sEEtdzoxzkRUDOczXPFhSheRNCjJnR+h1+uFUCj0VF5eHgD8ghBivhg7joljV0wsj+TB2OMkCCFrT60WGRPUqwC4CSGLYo+VsZLvP8I5hqLEuTKIJ0h+Dvj5z39+vKSkZAwASJI0784779x26jqx+N9jDofjE96vcS4fTqfTCGCZw+F44QztGgBWh8PRfbr2qxlCCAOApZRGL/dYzoTT6fwtFJeU05ECxRWl5QztOVBcV664su2nEggEuD/96U9PCIJgf+edd7B48eKT2jdv3nxGn+3GY8CTv2zBb14shxFz8bs//gQ1m8fiWC3QI8gYm+lCUnknigp78b2Hb4IpyCAHDCQQMABEUBihJEFmQLFy0caK2RwH0KIGDJKAfFFCAAxCaAzeSHJdOwngL2had+Pk6oPi+wtXNTFyWD3m+IedW+f9qJAC4/WhJsjg5DBvDVFNJlFF2jRW9xEmrDKxYW0hpTQEVg4KFneNasA2iRVV9oh9cIukCQ1p29PvACVR0ew90Hb3C3+27Z1aYjw65mYS5cyR5L5d/qL6auv+yctAWVUwu3lbOLWny7pr2u1MlNURkTdL+mBb+52vPEXVUTll/U0L9U15dwrWwQ95n7kEDJWiFveRcGpPjaGu8CZfcc3rPcs27AMAfsiiTtwyb/LQ9D2H7JsWzCMiq2675/l/jTwWGS/ecT0X0NlavvrMSxfvjLhiUUFJQK4/tUGWZRw8ePCvAwMD6Tt37vwNpfT7F2sQsVjr4birfABPjKgiOXK9RgCvjixiQwgZwqf4cY/CFSXOFUh8Zvsa56GHHlo1LLTdbvcHpxPaMRoBLL10I4szSvQAPlG6eZhY3H2x0+ksuXRDuvgQQjQA7oTivnIlc6ZKfxwAHc4stBFr0+EqsGDV6/XihAkT/iLLMl59dfS5WpFIBGGhD+GgjK/d90OsXPIztJyQ4Ql0YsLMY6hYehQ5sxqxZ2s2Njw1CdkhFiwIgiDwQPFztIOBGwQqiNBAmenWAGABqC0ALwAplKIRMjw4Jrq0CbWrKW+pk3lzTUv+rV0Sy3hn7XnTIqrMtn1T77KwUjBHHergwprMiMibferokEHvq5YnHl4dSeqrlVSClgqMiZE5DRPWZKn7k+YSidVTCsqEeBtYKgsJQx8G0zs2gaGSpApHfcV1rZGkgcNUJXrYsNamGky0Q2I1JMJoIwmD/dqO9Ew+YCwhMm8I5ba9x3vN4zNfueN+0eQT3FP37YkkDmzhgoZcEmVNUaPnuMQJQZmPRATL0HF9Y36Foa4gAQBUQ1adpidljL4hP9VXUnPYN6bmAACwAR2X9tryedYPp+eqB+ylgm2o49RjwQa1nKYr1XABTocrmSlQLDo/AcMw0Ol0v83Ly4PFYvkWIaToYg2CUvoDSunfYo8fnE5ox9bLP7VaJKXUSiklZ3pcrDHHubjExfY1zJo1a0hubu7fAECSJNlisXztTOs6HA4XgPedTmfiJRtgnE/F6XTmABg/CmvGLfhslckuOrFZahBCUgkh9xFCZo68lUsIIbHn4eSlOwF8Ecrk5ZWMhNPHXk/G2X13AaVey+SzrnUFsHTp0v1ms3nPU0899ZGtH/BxjPbGjRvx7rvv4vHHH8frr7+ODRs24Nf/uQ8b3z6EmXfsQ8UNuVh0XwNKK9pQVtYLc6cVC67zYmxJGGrfTqg9ZhQQIBkEIgA/GBjBQA0KAwANWOwBsBMUgAw/AwQIMDXZj04JGIIaHSgKdDFaWmoI1Mwz+o4uFDib+7VbnRInCNzYExsz0rt3LDD5a/R6oQ+UUelkzmwGq6UaweUvqmvWtGbO0gzYJzKElaMmz6FIUt9GyokusDRCOTnISCpj523/fIONqlSagcSZ/JB5Zs7T9/07kQnpu+G9jZ5J1ev65299PZTZ0cFE1EmsoM2z7Z12p7o/qcQ79tjqgflbH++ofPUDf0HDK77i2q0AEE7r8frH1uzwjjv6kpDg2hnIb9qjGbRP1nZkjveV1OyRNaEBlSvBBACBvOYhX1Hth7Zd0+8lAq8amravDQA4n1GtHkzIAUOpd/zRt/uv27zn1ONn33jdpNT1t9zBRFQnfe/zLqsm4+XKxbqW7Cv6GjIKjACqAZyxUuSYMWMaXC7XnvHjx/MMw/z20g0tzueduNi+htmxY8cvMzIyLAAQDAYfq6ysbD7LJkEAt138kcUZJVkANp1tpVjsdp3T6Zx38Yd0eobF8pnaKKUyIWQ8gG9TSp+BYoU3jxCymBBipbF4NkqpRAiZAGA5gCdj/1/JszkBAOpTlumg/EgYTVLYUGxd3QUe10VhyZIlTwIQ77vvPrz//vvYsGED1q9fj8cffxwDAwNwu924/fbbEYlE4Pf7EXDpEPBoMOTWgGVNyMzKgF6vx0ub/h+KbnNDo9fgB1+txZz55bBnWOG1cPBDmb1OZKJg1WEEIYECSAKLCWBQBKADAkKyDIEEEenbiwQMgEEwnJ0Y2JaoCffpIupUHUNFLSd6IfNFfDGMAAAgAElEQVQWbXtqarQ/MVUMa0wSAWFEXk+JFJBVkS6qC7S4Zuz+l645Nx2UplBKZcqIg7JKiMj6sFs0+lvcEw//w19c96KkC/cyURUHgFBeaqMslfkhy7TU15c9GEnqD0YN/mDqWzd921hTXCrpAm2iJtzCBDTZbECb0n3LWx/6S+q69Y15NtWQLU/Tn5QBAEnvL5xm2znjG5ru1GJCCKvuTc6NGnwNvNeYm7ht7jcFm7vdNWN3MwAYagsTebfZSimVKSvLAGCoKUoUjb5I89eeenZoxp6W/gWbT0St7sipx85TdrjGPengRlktnHQ3hgvoeM5vSOL8+lPP46uNGTjZ9ee05OTk/DktLS1aVFR0MyHk+kswrjhx4jHb1yrf+ta3jGPHjnVZrVYuHA77NRpNemVl5Vmtl5xOZxaA7mGLuTiXB6fTOQVAi8PhGDiHbSoBrD01kfKzMix26SgvFjFxTU9ZxgG4B4CaUvqX2LIEAP8PwG+hJDXxUCrPpQC4nlL6ICGEoZSeKVTjsuN0Or8NpSrcSGF9HYDtUOqujAYVgDkYxQ+rywHLspzZbM7S6XQFKpWqwO/3TzebzVaOO3P0C8Mw2LNnDxobG/HAA1/D228vxNy5HFauBNrrgfq2LVi0eCmA/8K8OV/B3FI7qt4A0A8MscBAWEQWABEhSEQLH+WghVLykwCwQoIKQAD16OBeohbxHqFLb6leqI8OqnSBHmnQNo4vrHs32pI3G2G1rRhgm0BFo9HfbPVYxlM+3GP3GceBlQVJG2ruWPXan7JevOt/ZE7QcyEd37+w6udE4HlDQ+FUVX/CNApIsi7cKavDrnBqz3F9ff6NFFKEDxjGA4yagoa9Ew//wXiiuJLyopuyclRSR1wql3UKREZNedHffdt6p7GmpEjblTaJEiqKZk9725dffEPTmWZMem/R9ZzPkOYde+IDXWd6kWD29OhbsueKRn9b38JNb4ey2r3WPVNzrPsn3ShpQ4OSNuTuuHPNe6r+RG3G2pX3yEw0wIa1Sb6Smg/Ug/aMvgVVW1Rui843tqbv1GNjr5o/Rt2XlNZxx9prqSgWC8AKxcf+rOzcufOLlNI7qqqqaqLR6IQrOS8kzrXBFR8rGOf84Hn+JavVygEAIeSR0QhtAHA4HG1Op/N+p9O52uFwSBd3lHFOR8zqb6zD4dh3Lts5HI41sTLuBy/keIaF86cJX0LIl6CUULYBSCaEbKWUHhwhvDUAbgTw+xGbeaAUbKiNVVdzQxHbNwJ4LbbvK1Zox/BAqVQ3LLYJFH/f0QptxNatjW17WWc/OI5Tmc3mHK1Wm69SqfI5jstnGCY79mMJAKBWnzwBSinBjh0TMX06QUWFFlarFbt378avf/1rAMBDDz2Eb32Lg80G9LQBT/4UcOkyANwMwIeSzABattsR6AUS7ECyCkAHIMlDSIIePkZGvqQ4kgQAeAF0EYoWGoEAHzjRFU1jk71lApN6jHIaDZGjfpvreJou6E9ho0HImuQ2TaQ/6tcVBjwGJkUfaObDqgRZHe0HQyVKKDEfH5s/OHf7O+Z9ZYWSoCoK2/uGeJ9Z75q2+z37+wtzJF2wg/UZ8/mgOY2JqC2yJtwrc9EAHzCUyBAZWRtp0LVkz4bM6sKJ3Vs0A0mTQindR0Sjr1PTkzJD1AY6EnbMWsT5jdlMRJ0cSu/cNFCxZTMAhNO7fKLZ2wNQWdeZXuQdd2yfe/LBDnN1WXsoo8MlJA6G9A15toQdM78oc1JkcM6OV4JZ7R7r3slZ+vqCkkjCQL22PX02ETmdob5gNuWlkHXvlHG6rvTxgbzmp2VN5KTrOOeyJDIRlf4inkaXGgbKD9zRVHIFAJSXl79SW1t74+TJk0t27dr1DQB/vGijixMHcbF9TXL//fePq6iouAkAAoFAi16vP6fysAA2AsjEpyd3xbl4lAB47jy3zXE6nd0Oh+MzO1zEwj5MUGwhLZTSR8+w3tcA9APYB8BHKY0SQvYSQn5IKd0IAJRSPyFkBpSwCcSWiYSQZEIIRymtG9HfSgBf/azjv0R4oHxWhrkOyufnXOmMbXvJZrdVKpXWZDLlaLXafJ7nh4V11nB8/emglIYkSWpsa2vzrl+/ftbUqVPxwgsv4e67t6G4uBjp6UoMd2VlJaqqqgB8XK49P78CPT6gr78Ha3c+h1/+8seI9Kvw9u/tSCESeIZFKwG8bSIoGBhhAw+CPgnIhQyrhkFQA/D+KGrEPiSY/Wj1HEMRfhmGpNLxEmPUUEojIqOu7Upb2D1kK7lZJbihFQaYZev/jpfu/EUErKY9tftIan3h7RwXHaK84KYawW04UVIpGf0I5rf9y1hTbE9bf8s3ZVYKsEFdDpHBBvKb3jeEtEkUDB81u5ujFm8vkRmWDWvtjKBK9E44usfQWJAtqyO9Ko8ll0TUybqOzGmIsnoSUiXxAXUWCKJgqCxrQ+2soNInbp4/j1DChNK7mmR1JBQ10z51X1Khdd/kRd5xx571TDzUOfKtBwMZrBhM3DJvaTCn9ZChvnC2qAv0hTI7arwTjvxVsLiDSZuum+8vaDhmqC2cIPGCT9WXqM166c6f+PMaN3St+udWANAMJuYIFk/n6Y7vVUoilFjtUaPRaERRFB/Lysr60a5du5yEkBcppaO+ixgnzrkSF9vXIGlpaWs1Gg0AQKvVPlBZWXlOM9QOh6PV6XTOdTqdg6NIzotzAXE6nTYAE2LFhs6HtwDYP+s4CCHZAO4CsBuKNV07IWQrgC9TSltHrGcC8A0oYR8jEwL/DcCzhJCFlNJhdwAKJURkZNIjC0XQu2L9fR/A3yml/s/6Gi4RQwCKY3/bAdR8hr5qY330f9ZBnYpardabTKb8YWHNsmw+wzBpnxYPTykNSpLUJIpiYyQSaQwGg40ej6dz+G7DiRMn/rO6unr66tWryb/92xwsW7YWmzfjJJ9tAFi7di2WL/8pnn76/8FiieKlnfvxw5+swI9+NB7VHwLV2/pxdP/bmKBeBjsbxruQAJihB4soAAtkBCHhiCDjSJhBGdphIBmweEyw4Xp/KnRcGDLVcEJ/kVochNs8vkBmtLLA6owPPP8bqSfZyOe2ebS3vPnfoIQhWe2D3WNOHEdHRpqkCYf9xXXtiVvm3aQaslndkw8cFw0+j7Y9o5CIrJoJaTMEu2u3rjt9Yveyt57Utmcmm46NXRi1ujs1vanjPWWH3zQdK10Uym1TU5Ye0Ldm5TJhtVnmhUFCCctG1EmMzCUAhKFE9Mi8OEQZGpG4aIgJqwySMTAgaUPh/oVVxwDAundym74xv5gyJ9/QCeQ1D/Ve/+7fRYM/bN943WJ1d3JOILN1v7Y3Jd89+UBD1OIRAMA9sXo/oQRMRGPi/cYsfVNuGiTODJn9qGpi7+KNb4hG30mxzbzbrEp77fbbvaXHdg3N2NNyAU65S4UWitg+50Tq8vLynfv27WtcuHBh/saNG38O5ZoVJ85FIS62rzHuv//+O5YsWVICAH6/f9P9999/vnF51VBm2l6/YIOLMxp4fIrV39lwOByC0+nMdjqdCQ6H4/C5bj8i7OMtAP9GKd06oq0CwP8RQr5JKe2NLb4Dyh0QeeT2lNK9hBArgMVQKl0CwBEAkwgh20bESEoAkqEUglBMJ5RZ3qsFL5QESR5KgcPPIrY7odzVcENxvTsvdDqdxWAw5Go0mpEz1imftg2l1CeKYuOwsA4EAo0+n6/n0+L0Fy9e/Pd169ZNWbduHbd27dqTfLYlqQJOJ/CTnwBz51Zg0aIXcPvt3wawDv/1X0eRklIKlwuYOAv44wt2/P5H0/DBuiMIB8fDBAZWMFADaANgAwOZF7EnWgMZhUhm0sHLhFogSxokqXuJHDBCFnQgBLpgJ41wdgKOFVN6dwU33DifLz12OLj+5ulQh4I5NWMWMRJRsVmdu3m3JU00eXuFpAErI6gyu257/Ql/SMN7u9NyuZvfej/31RUroYoO9S+selPXmp3G+fQa3ms0cx7jWDVJE1zT9rxp2V++AIRKiHJ7jQ0FdzAhtUrUhnqkBNeRcGp3g6o/MY0JaK0qt2WCpPe3iPpQn7rfPl09aNfIfNjFRjQ2dU9yuaY7dXfX8n9to4wsR41eV/Yz934pmNt80Fdc1xpO6/IBgK+ktk/Xmm3R9CTPYQQ+QdKEn6asLKauu/VmbVf6DZIm1C4k9x8CJUznF9asUQ0m6EMZHR5G5v4k2AY/uqMUzG51E5k56UeWrBJk0eAfEE3eq63OwgQA53ydA5S8ApvN9ntZlv9ksVgeJIQ8Tik9r77ixDkbcbF9DbFq1SoyZcqUJxiGgSzLssFg+Mb59uVwOHxOp3Or0+lMdzgcV5P4uWpxOp2FALIcDsdnTVzaCWCc0+kk55osSSmlhJD/gDLTXA8AhBA+Jo7/COVH2CIAw0V25gAQEbO/i23PUUpFAAcA3EQIeZ1S6gbwDyhfjkUAjsVmVf34WFjeBWCIUnoiZgE4PGvlopR6T5d4eQXghvIDYRIujE1hZ6yv3WdbkWEYxmQyZeh0uhyVSpXLcVwey7K5DMN8qoWbLMtuSZIaotFoYyQSafT7/Q1+v/+cb6GXlpb27tq169WXX375C7NmnVwMMz0dKC0FGAZ47a9AaXIIr+JNAMD06S68/TZQWAjMmQP888/ArrdTMAQ7QoigEDpwUE4eFYCJGUDKEMXkqAU+hOCRGdoLAwYYqb6QizA6nb8tENEkhVjRb8zoPCRGeKPk58ZpIrxB7Ey/XgrzWtqXMp1GOatbJiqwkteYMNDTP+vDfbIhIMjV4+erOtNSaUeaxXR03Axde8ZS7fNfLBTSO6sJJYxtx4zZbFhj06ozfFxIZ6esHOa9pmL7xuuK2Ig6Q7C5tgkJgwOBzLZB04mSMkZihgQ+0mWsKV4ic6KP8+oLCTiDLKoGtV0JM0W9tzqY0/ahvjGnAmBUhAHVtKdNynnigSKV21omaYKt4dTeQ/r6gpms12jRtd02k7JSKFDYuN096UBtxOY6wHvMxaohWxZVRQKCfaCdH7K2yCrB489rOOIrru8Wjf6oaPS7AUDbkVGo7UynnolH1gNA2r+WzeKHLBmtX1m9Zvh4SbqQGMxpqWfCmqup8qQNwFEo5jXnRUFBQduOHTu2zJgxo+K99957lBBy3RV4jYlzDRC3/ruGsFgs/5ubm2sGgEgk8kRlZWXd2bY5Cz4AS2MJe3EuPiZcgJjdmMDuAbDkPLtYAMUGcjj8SIwJ3QEoX263xMJHEFvHBsTqaJ9MHYBxsXZQStdAEZM3xdrnARiklDbEwlaSALwTa0uDUmSpCMBYQkjaFfol6Iby+o5B+bx8VnyxvowjF6rVar3dbh+XmZl5c15e3kNFRUW/KyoqWpuamvpns9n8Pa1Wu4Ln+fJThbYsy/2CIOwKBoMvuFyun7e2tt5TW1t7d0NDw89bW1tf6Onp2XU+QnuYFStWvKpWq4e++93vYuPGjaiqqsIdK76KLesP47ZbAUqBfcfq8bdnf4qqqndRVVWFe++9Hddfvx2BbuDf7wP+9riIgVAEOhWHZJUKbgAsRGQCSOYBmfMgGpAxlknCRERpN7TQgNBC2ZhO1OEBJmTIqY/yFl9ElyM25cxBRJ2k14Ua1QFjJgyBJtqfPA2T9j+/kYm6fWx0MMHqPtral5zhen/RIh8vTGzdP2V2QCa8zm0xJ0d5tc7iPkBMntaBBVv2RJL7GvStOXfxXlN+18p1b/Qs3fByOLlnG2FAJV2gWTT5D1JeDJiOj80ZWFj1rLe4ZhcbMGTpW7JvY4KaVEbgrYyoTpWJFHBP2bdG5iNdlBPDmt6UMVzQUMqEeZuoCvXxfuMY3mXMh0RFyokhbWfqNM/Yo5sFe38PI3H6qNXdpGvNmpiwbe6U9nuefzFQ1LBhaNqe90lUpWHCWn3rvat/I6sj7oSds+62HiwvMNQWJia9t2g8ZIKu215/u3fx+x8QkSW61iyzoaaoUjWYUAb55Mu66UTJZFNNyfjzPRfOFTao5UiU+ywaZAo+g9AeZsyYMX8zGAyR0tLSCsStb+NcJOIz29cIy5cvNy1evPhhABAEIaDVan/8Wft0OByi0+lcB8CACyMk4pwBp9M5F0DdhbLtczgc/U6nkzuf2W0oSX85UEIjhhl2yjgGRSynQQmhaAcwHcok5DDD+zsOxe4vC0ATAFBK/0oIySSE3A3Fa3vYcWUMgKSY8E4AcCuAakrp9pgQvw7A8+f4Oi4FHigx229fiM4IIcRgMJh5nr/ZaDT6eJ7Pjc1WJ33adpRSWZbldkmSmqPRaHM4HG72+XxNoVBoVC5E54vFYhEKCwufOXr06MOdnZ348pe/jD/86kX8/D8OwD/Eo2DqIB59+ih+9atHUFExCYASw73i9i9ivPY46vpVEKL7kJw5Fr0uHv4AEIUMEW6M50yIaGTsaW3E3PIAhg7y1IuBcBBLoALlTWB1Xr8uf4BlmGx77yarJuJBT/IsqEQ/Ywi0E7UQYNM7asTOtAJ1bktX1vGxPV63ubxRG97F5bTUU59B527NzjkERFT6YLO+357uXrD57fR/LntIF0jLS3zmnnHtEuG1Gt+xYHHju5SRaerryx6QVYI7avA1dq58dTXvsWhT3lr6VfPh8ct8pcf/qOtOS6AqQQuBZykri5STgpTIAUIBbVt2MSNyFuI3akS9vwGMHKYsFbmI1i6pwv1c0FBCWckdzOw8YD4y7sHEXTO/2ldR9SeJiwwygkofzGo7KFiHhgzHS1IopXLCzlnLojp/r74l57rcJx+4KWpzVfvyG95VDdpS2IDeqOlNLmYE1XHzwbJsy6EJNwaz2/f0Ldq4T+ajLibKW+2bKkr7Fymx4gDQseq19SBnv1TYN1WMFfWBwND0va2nXUEmSH7n+knBnJaO01kPDpPxcuVy0RAY7Kx89XwmGLRQ7uB9Zrcim83mr6mpeSE7O/v++vr63xFC3qaUhj9rv3HijCQutq8R0tPTX0lMTOQAgGGY/6ysrBw62zajweFwDDqdzq84nc5n497bF4fYnYMkh8Ox7UL263A43oqJ+HPttxrADVB8azuBkyz4PFBirFOgxCf3QYlVNgEYjuMeXvcElBCLROBj60BKaTuAZ4d3RgjRxvb3i9giI4CvUUonxEJNegH0EkJyKKUt5/haLjYsgA6cfmb/U9FoNAaj0ZijVquzeJ7P5jguh2XZnNj7cUYopYFY4mKzIAjNoVCo2ePxtEuSdFk+n7fddtuW5ubmW3/0ox/lrlq1ivnCV6aCVcl45J530Y3f4Y13n8PixZOw9wPAaAVmzKjA2PRq7DrahChYZGSVorHXhMSo4oGYmcmA9epQ59kOlS8JGaoU1B78HcbjaxFtouWdwUFy3SCi3hDlrX6WCgUGd32j11Qg6Xr38gyNEk4KaBd/8DqX3uWL1hfYxbqiOcKWiuunPvjUnz2r71oVDavN5ul7W73PfPkR7b7JSXMeeOo/VQcmF7OJg66Iz6RrVom+tKSO7a7u1HJR1KZRTaiVDWuNCdtmlwIEgsndrnElFiW9v2SBriN9oWDwHJcsvi6ZFaVQQv9BXm1MiGY3vcBIKg0b1FkZQWWOagOdvNeYDoZGicjqZU4MUCJHQOTo4Kydz2o607KMNcVZlBU8+uaceZIq3CrYXMcTts+6kxFUdi5kKBiasm9rwq4ZN/Aua5moDbYyEqeTknpPBIxN73FeQ6LKbS2kmZ3H+d7Ucb5pe97uW/zBXtVggs58eMINMicG/YX1TZI+KA7O2P1iwp7pd+obCqaGstq7w6k9PtHoj0r64KjOYW17ZpGkDXmHpu9thUyQ8tbSaaHM9nbPxMPdAMCE1ayxtmgJ59Pv/jSx7S9sqBaNvvNJhOaghK+N2urvbEydOnX9kSNHbp02bVrO1q1bvwPF/z9OnAtGXGxfA9x+++3jly1bdgMAhEKhNq1W+9cLvIsNUFwSus62YpzzYgqAdRepb/N5xN3vg3J7tgJK2AiPj32jWSgCejiMpB2AOfYAcFLxmw6MqK74KZ7ZUwHII5IuCxEruRzrK0wI2Q5gJa4gO0qn08kCuBtnuevD87zaZDJlaTSakaI6i2EY26dtRymFLMtdkiQ1i6LYHIlEmv1+f/NnCfu4GHAcR8vLy5/evn37L/7w27/hoW9+E0lZIbTiewAkqFQUhACNRwCNAXj3ZcDfoIceW+HCNvh8z8BkAhI0wHgNkGgCkhd2Yt0/epCCYkQFDR2Lb7qtXKInJIUsAqGRIV7oc0k0lMHSaJfF39I3qCod57bmq8ur1xBDIEj4qBzaPLc02p5ZSgBwOU2HpIFEPSPzOtlvyAy+ufRGwkkseNGrqRmbJTQUzlKV1L1EDH7Bz00PtdtdfSUBY2c0qf9EIHGwU9eWVUYoYZq//sTvM16641bKyFHKCWGZjXpUfkupHNZnJb+3hOUHrPm821IYSdbIqiGLSTQEW0iUNaojtumCbfDDQE7L6yqXrYgL69NBCKGsHFL3JqeGszpa1YMJVUxIbWd9hiLwokfTnzSLETQ5FHIwmNf8QsK22cs4r6kklNKzre/Gd9821pZkBbPbeoO5LW7j8RJ7wvbZBn9+Q6u/sL4lUNA0ZKgtTLTtmDkPhEru8oMfSNqwYNs1Lce+dd7DEZtrD5EZtX3TdcujFndbxxfWjFq4tt/10nqQmPe+xDKavqQCqhIiHqAbAMBQiIZAR9Tq+dTzdHDujvrzPOVM+PiO2AWB53mZYZg/pKSk/Dch5MeEkNUjXJTixPnMxMX2NUBBQcGrOp1S7Vmr1X69srLygs5wORyObqfTudjpdIYcDscFmTGPo+B0OpOgJEXuvUi7eBtA5jmGk+wH8CiALxJCnqaUBgGAEFIEJQ6bhzLDDQB7oQhq82n6aYs9n+06853YY5hEAN2EEB2lNBiLFw8RQtRXWJJkMpTZtXIAYBiGNZlM6VqtNkulUuXwPJ/NsmwWISTlbCXnY/7VbaIoNkWj0eHZ6pAoij6M8Ca/Ulm0aNGRw4cPVz/5i76yQPNx8vjrq1BV9QEAYPnyH+Lee1fjBz8oRvUm4Pk/iWiIiLhlwQrc8qWpePDbi/CTh/+KxddNwBO/AlrrerDrHwQ23AgfdgVNmpJmliRie27jW6aI2pTkMZVpRHWyduKhv3IdmRPTp+3dGe5ObdAwsqyZuatOqMtP8L/0hR9DJizRhHuN33zsN8H1t8wKvnnTbG3lK88FNtxQEa3Pr2ASXXu0cz48xOU39kJiN7Op3X6wkqyecHQjl9/U7bG6PZIuELYcLJ+sctkmBvKa9slqQXZPOrhLPZBgMR0Zf6OsEQapQCXKi75ATvOJhM602eBEbyij08X5jTqV2zJVMLoPkChnklkprPJasgK5zTu07RkTRIOvlYtoExmB19mrKr47NOHQ0+ajpbczMmuSqegBJZwM0c+A4dS9ydMoKCWUUak8ljzrnmkTJEPAp+1IT7RUl40TbIN9RGZVluqyCer+5DHttpef0TfmZWl6k+fKvNCfsGvmHUTgTN6xJ/4pc1F3JLmntvu2N3daDpZnSrrASSETTETFpK9dcUMwu7V2cO6Hjacea8qL8si/W+77x4tgPv5IypqI1PKVp58fuewCYoASlnZOvtqjYeLEiYd27Nhx7Oabby594403fgng3gu9jzifX+Ji+ypn1apVd61YsaIIAEKh0NZ77rnngsSOnoYdUBLa3jnbinHOCR7AGxerc4fDITmdzgQoyYd7RrMNpTQC4I+EkEQAtxFCWgBYoDiU7IASv+2LrdtNCHEBmEAI2TSi2iShlEqEEAEfi+5PQAiZFxtX+4jFfigz6Ek4eSa7H8o167KGM61Zs0YdDofL0tPTbzaZTFIwGFykVquXMgyTPrLS4umglIqyLLeLotgiimJbJBJpDQQCrX6//0ze2hOgJKtGztB+2XF3phkbqirmTR7Ttu7D3c9PfOz5d7H6xddRUaE4lPziF4/h299uwOCgChqO4kTEiOQsDRh9CpJsKZg2/p9492e1CB9qwp79fuzt7EQmyuRcxjOUap502Lz8zb9zWe3egy9VLonKDJ+S2vUOG9ImHupPyg2wUuSrY2v6kkeEKzRtnbdCJ3C2xLLDT6jGnWgkDIV60sGjUl9SB8sQwrEolPXBAPXrE/ixxzsZoz/Kzt9W6+5IM4jVZcV8Q8ECqc++03vzhp3pry1fHEns6+CGzHWqPnuWutfeDEKpYBvyiIZAV88tb65PW7PiHt5jGqtvzcr3TjjysmogIYMwGIjqfWCD2jRW0CQSmTNw/bqsqNF/XLAPDpqOlxZHEvv3enNaDwZymtqZkMagb86eDAomktL3jr+wfhcb1OkMNcW3kYA2i4lyZlEXapP4qIcR1AnajvQJjMgZIHB6wtKoriWbkTnRr+lKmxyxDdVGLe5wJGlgQLC5qkNpXccMdYWLCWXUgn2gP2rx1hoaC5eqBhOq3ZMPtJ96PInIMeqe5Kmcz5h6OrH9CU4nqi+O0AaUhOmjF6vz9PT0P4ZCob9ardZ7CCF/oZSO6poZJ87ZiIvtq5iZM2cyN910019iVn9Uq9VeNFN+h8MRdDqd+51OZ57D4Wi6WPv5POF0OscBsFxsa0WHw7Hf6XTmOZ1O1uFwjKrAUUws/5QQkgsgHUoIUT2AVCgJkCMF7w4ooR8mxGa8YxaAOihuHYERfZ5a+v3fAfxvTJizlFIJSqy3DCVJsyXW1yQAbSP8uS86a9asMUNJ3CyJPQ8/8jQaDTNcOGr4rtJIYgmL3ZIktYqi2CYIQmswGGzx+XzdsiyfS1JXAxRHl/2f8eVcNOQoz0pRXldaPL91/4lX9+sjN01q3jWJ4Hal/RvfmIyeQw343d++gwB2475lexDts+P7PwMOHQVCNUkATFj96geow8Mw4t2A2hrcXTClaT0YGeGtc+dyBQ3HbjD5BpNpAZ8AACAASURBVMW2rMmGu597un/7rLE1B8u/bLS4jwXfunGy7qa3P3p/IlZPM2xDzfpb3t5PoxwTOVCeQQy+UPT4mElsancVV1i/T9g1fZIcVSUG37pxvmbWzt3hzRXXNQd0iYzLOilb5Kyi2u6ybJvlErvSZskJA2u5oD6d8xvz0l5bns75DHmCfeBgIK+pOpLUHwwUNWzXNWf71X3JE0Np3a9L6khA35A/K5TcE9EM2jnKyGIws2m9tidjtmj2tnrKDrWD4AnIlFoPTl6i6UvO5t3WYt5jniSrhJ7mrz/5DBNWs+lrV9woaUMdMit6WYkz8n5DUdTgO0GJJKjclomiyVcLVgqzQUMBhSxHMrreV7sSxlJ1JJD1wl3LPOOP7m958O+rte3pRlNt8U2MwCdYqssq/HlN+411xXpG/KQTCOc1qvRNefaeW978Mwiga8m2JG6dW9FfsWVTKKv9E8m2tp3T8/RNeSUdlWvfGTnjfZFIgfJ5EM624vmSk5PTvW3btnfmz5+/9M033/wTIWTmp4S/xYkzauJi+yomLy/v/4qKiswAIIriU1/60peOnW2bz8gAgOVOp/PJC+Wa8XkllhQpQhGql4IAFBeRURXMGRbFlNJmAM3DywkhE6EUOnKPWH0tFNeRXADVI3y2FwOowggBHuuDUEplQsgXoISl1MXapZgIbyCEtAKYCWBzbB82KDPeF5Q1a9YQKF/iY07zSB1NH5Ik+WRZrhNFsS0ajbaEQqFWr9fbIYrihRAFQSgCw4ZYlc0rDVtOq3v6favXAsCMGTOe2/Tey5PbwjkAvo99m4CWGkCnk6FEGj2NnEI/MqcC48oByrVCNu1Bu2sOVBgTtRjWHtIEM/KSLK3NqvFHO5o3XD+b6U8cl5LbfCKc3drR1pZV7vn7vf+eZBuoLdD7Ww1md4dP4NVr/nH3imlZrcfSD05cmZ/cf4A1BF2B15bP44vq6iK7pt/MpnYdkvoTJ1CBD8l9SaIc1GcTVvSJrVmLBUPADQBZif11EFQmoop4tIs3/jNYXTauT2b45PbM0mB266ZAXnODutdu13SnBShDRd5ttpmr/z977x3f1pne+f7eU9EBkgDYO6lCSVSnmlUs2ZIlW+6m69hTsjO7m9nc7E1ydzPJDeYk2Ww2uzeZSTaZJDuesT3jRhe5F0mWRMlWF1XZxF5BkCDRiHbae/8A6VCyuimRsvn9fN4PROCUFwci8Zzn/T2/Z2FuqPJs++Bdn53Nf+3xe8BQfXjd50czd95tj8xvOERF2W/qKsgRQumlvi2f/quSHojaGublZHy++ilQwsQKuw4EVhytE/uzT7v2rbNQQrXCXz/7qGwNDxj7ctZRHaxujvco1lAzF7TpYHQFDJV16JSCalSUgyTM2lVLtE52BPqM3uz1RCcs6L/JluL5fZH+7R/8Q+4bj/4FF7LPFoJpXVRQoonsgejFn2Xa4RVzbI1zNw+v+uJ1JS2Uep1eqIAyeLPM4qDLFlp41gtKyMRz3WQWAvj0pp9k4cIXOzs771ywYEHVyZMnn8L0dEGa4TaDTB/54wzXw9KlSx3f/e53/ZmZmayiKDGe5wurq6tveuGUJEkGAGkej8d7s8/1TUaSpLsBNNzKhkGSJG0AUHstN0qEEB5AKVJNZnyEECulNEIIeRmpbPOfTMhOgxDyG6Qyz38y4Rh/AaCVUvripbLahJD/DqCZUvrCeFZ7fDtCSAGATUhJR04jlV0/d6Nt3GtqahxIZd9nXeLRdoVdx1HH3ktjLBYTjUbj6wzD1ANobmxs/AlSUphrWjW4ARikrsWkuS9MJv724rTWvRu2lK7bv9NV3jby93//938YiUTWnj17lhz4aDZ2fzCAdw/WYN68J9HeboESrsWjD81BQdlH+Juf/QHlE9tVhTyvupyh3XzCmmWKGfKyXMOH55d0nAjXz71nJGOkqfKp194P+zIt53dv2hToyd1mExO9LkEdPcyr0aq7dr9x9GjV6jXDjuK0sH0RW9r2GpsW8lOFF03bPj6iNMzN0g9XbbKPpC/RHnvrHaWw+4DSMDdLOV8+C4yuGu/ac4yxReToB9uWqc3lWwx37fmVfHzpenHV4T1QObbkVOUS3RwL9z/yzpeuPnmvVd/NRaxZjMoZYvk9pwbu++gYAOS9+vhmIeAo0gUlEpnTdHRk5ZEgGzWVOvetZ1RbJBRYfqwl6/377jT15K1LZA4cFgIZ83Qx4VdsES8XM2dEi9pPOk4sfY6A6qCMSFTWonNaWDfFe9mosQgMlWVHsJ6LWIpYWcyESkRCeTuFFqe8GgCl0MyJ7lh+90HjYGZFd3XNi64D65cl04b9aSeWViuOQJPv3k8+cu+6a6MuyjFhOL04kTXQODr7fGukomnQtXvjfFt9xWbVEumlvCZ3P/vbdy7+vLPfuX+1YSBrbucPfvXrW5DNHicNFzbAuqkcOnRos9Fo/PGuXbsGotFo+Y3+3ZlhhnFmMtu3KUuWLHk9MzOTBQCWZT23ItAGAI/Hk5Ak6R5Jkl71eDwzXqQ3DjMFnTlrkbLYuxZd/0YAfwXgTwF8PBZor0QqoPwVkJJKTAi4/wjANkLInyPlr10G4OxYI5tLZbW3AciilP7xBPnIxIx6NyHktbHj2JEKyq/4hVdTU2Ma2/5SAbXr2i4RYkhZGjZeNFqrq6sVSZLSAOgej2e8QBSSJPnG5nizMs86UisgZoxJcqYTvCGh8KZYkDfFFQC47777nn/llVeWb9261fDDH/6GvFkbwLp11SgocGFoCHDQFfj8zUbEMYB04/0NpQW/e6w7GbEvv+PQR3JDxbyoP6M0GbYU+3RSV7L101/lz2rxE4bCnu2NVD33m3fOfbC1x2gLhQBC2N78UicoHinoaqZ5Pee13rx2orO8HrJl0Ig1K7F7Y5zN6xtg7OF+1hzLhTl2QuU0KlSe8wqV5y5IGPBFnT101HKMcQSjNG7MSB5Zfof1e795mzbNiQsjGYUYs9C0nZmfJTuCQ4lMX2+8oMeXdA19+f9SM0fDZCiDF4fTN/EjjgprfUVb7xOvN1naSjcSlTUxSaHG3F2wmSR5l8GXxWjGeB/vz1jJj6Qlktm+WjZqNhMKVrGOdoBQhY2Z86ARkQtZF+pCsl8TE4PcqCmbqKwx7hz6XAykzWMTnJmAsNBZEzTWxocEl0UusRLKmRwnFxXbT8/7kc4rIwSseXjuod/m1jzyfTZmzFHskRY2Zsq2tJSXWs+Xs85961sVe7B7pOroDkLHFCY6QW7NY3cLIVsuZbRkpKLpqH9D7XFzW0l34QvPPTWy4shn4fHrOLFJzuRqtnmkuqp+3c6610xVVdWu48ePP7xmzZqcnTt3/hcA/++tOvcM30xmgu3bkMLCwtkej2czACSTyV5RFP/+Fk/hfaSqwmeC7RtAkqQ7Aey81ef1eDxUkiRVkqTsa1iZGAbwFgCREHIXgLyx8TeU0i+LpiYE3AOEkBeQkmQMXU5bPcFJ5CT+zd7vkhlhSmkcwNnxn8ckH+kASi4apUgF1XlXeU8T6UFKgz4uYxkPqnuqq6svma2TJIkD8IjH4/nlRS/1I/W+b6bMI4aULOczTEIjjxuhqWmWc2Qk3bZ69eELajbsOd7RnA21B+oa5xSsdQ82l5SUBJYvX/7fDx8+/NOf/OROsmnTexBFEWVln+GDDyzoC46CIXWxhekLPxdH/7hM7WO2Vi078Y/zFjT4sKDBt+f55zLCMVOea25jR2dbWW5JafuIdmZedvJI1Wbjto/eHPVllWuDbn3OwjNflD712ieR//P9p5OBtHnWZ3/739gNB87HPrpnKVhVoQzV1d78edqQq8D89Kufxxg6givcrAjzG3zC/IadVOEYS3nLgbyGeVtjh6qKfHft/pxLGAWqExh6c6yZH2z9I51T41p6qMF/Z+0r6QdXFCvm0VhkYb0vPK/hvGqMjRp7c718MK2MsmpUM8eO9Dz+OpP79oOVXMSSNrD1k7+1H128mlMNNh26SkzRdvA0wfszFon9mevAgoKlChuyFDM6a9SEpJ8kjCXQGYGL2OYSAlY1xdsNgYzFupDwhYo6fmFrmv0cNMYEaHGd08JE4R2KLdzk/GKNBwCIwtmpoEWJzjLCSMYdlNFi8bzGt03d+VzCNdjMRy1pfCBttjlYtIiNGfYRTTAxCm+xn5sf1YREkB215CVy+o/KjuCo4gjJ0ZKOIUtbqVe1ReJE4RjKanre649tJhoncDFTRqjy7P6RlUdS8jOdgOgMoZx2oxG4AddY3D1ZsCxLTSbTzwghfyOK4h8RQp6fhh7/M9xGzATbtyEMw/zMYrEAAERR/Kvq6uqbVjByKTwej1+SpPskSTrq8Xgu27Rghq8yZvVnnULN+24AcyVJGrjSHCilxwkh5wE8gVS3Nh+AI5TSxktsq094vCZvWkqpF+O+vBOoqakRABTiqwH1+LgWycc4g0gF0i0XPbZVV1fHruM44ziQ8py/mH6kukjebE4gld2ekm6u9fXzKkZG0gsuDrYBoKWlPK+pac66iorG7qwsX3TLli2nKLX+9HTdyd8/svv/S4+gHh9+OAyWXT1qtm0/VVq6bN+m9adOtew+X3Xal1nhH3blzgNOKQmRHQg6yiIqZwt0F7p9TXPWucpbei3pIxHGNdTK2MPJBQ+8967y4dYtSv28ZcL8ei9X1nqCGbW2sFm+KABwhV29iQNrtxvv3PsOkz5yKPr2Q48l9mxYZbxr76U+uwtInlyUmzxStdV65953tLDtcP/JJVtI1PKF8a4956I1j24k/rSiTp2zM07v/jRXoM/Yk2tNO1L1OBczF8XOLPxQMyQi4khGcffTL/8mc9fdK8MVDU2U06icOaRRVjeZO4vuJJRhjP6sNZHy82+ZegtWyRnD57ioJZtXzHMoo0WoKI+o5lEvGzVmQmV4JiG4QAilrBYlFCSW17+PjZrTuVFTGaMZRVvz7AowhBCdKonMoT1s0pDOBx0rxZGMbIDhKdSQzqkhRiUiQKnOKCEQ6OaOkjVs3OAyEKD/wXdfzn37oZykeeiQYSB7M+XUUDJjpE5xjvSMrDh8gkka9sVKOr+s01DSgsne6jc/IwrHFP76uWcUa7hf9GVWxgo7v9DM0WAyw//lyk/u2w9t4EbN6V3f/c2N9BKwI7UydbOsUS/LggULmvbv339s+/bty998883/CeCxWz2HGb45zATbtxmEkDvz8/PvmfAUf9mNby67kGrTPRNsXx9WAB9M1cnHstsMUh3YrthZklIaBvCvk3n+mpoaFqnCwyKkguoipAorS5EKpvOQ0ihfK0NIFXC24MKguqW6ujp0pR2vB0mS7ABWeDyeDy/xsg+plZ6bzQhSDYDqkcp031LuvfejL+Jx45FLvbZ69cHzc+c2drtc/jgAnDtXkdnR8aOqtYvO/zxy3rolaf6o1xDdlr3koS/+xVk4HAb2I/HF6rKiIfecSFnbYc2YiANAxJdpyTMkg2mVZ98vWXOw1T37fL/VPRQDAK6g50AiIbJgNd328DsfAkDHi888OaCxhpU/+uXz43Nh3UNhLtt7jnH5RxlHMMFm+QS5pXSRML+hdjwgvxxspi/EZXvP0eyB8EBp+358siXG5fUO6FETx2b3d8XS/QNcaKjFUNDdaTy+/B7FEQwNzjv3vni28kF7b856wivBWHHXPs0UV/sfevdzAIBOUPDCd0r4sK1cTg8cTGR7ewy9Od5IefN5ymmqpa1kA5sw5utEjYCB4tuy6/m0w1XrKACdU0IAY0im+XayCXMONEZI5A60m1tLMwhlLVShKgFr14yxxmS6v45VBEtg6Ykd9rrFqhhIW02hyQSchVVZs87J3vTjyx8lDAHVGKPs9DeJXrdBGMmocu5b38EkxXRm1JCVcA3uUzOCPf47vjghDrqsOTse/j6hhBlZceTdUOXZXvfOu5aFKxrPx8raA0RlwcbMWZoxPhwr7vzcv35/neIIXZD8ieX3dHAR643KHPOQWgWbEsrKyv4pEAj8MiMj41FCyAZK6b6pmssMtzczBZK3EYQQVhCEkwUFBQv+9E//dNRoNFoANANYVl1dfcsLOCRJykHKuq7hVp/7dkSSpKVIabVveZbmEnPJBTDk8XiuuCoy3ozlWhvJjGWm85EKpMdH0YR/5+P6bvJlpLy22y81qqurb0mWd0z6c9Tj8XwlWJMkyQLgb3BtWvivi4hUpu/s1TacSkZG0gyHDq2ct2rl4XNGVqfJiEXsP7tgVvnGvad4Q1IDALU73ybXV5QZN+49RUT5S2lMPGgXDLawTC7S/VKd4OA///DfDRJNeeg//PIFAPjwX7//dFfQPvuJ3/nVXwIMY2opy6Rhm81492fj14dTvVm5ibqFTsRMZmF+Q6Mwt/lynuaIf7GqRA860swTrAQBYPTF7zwIXklYnnrtEz1oF/h377snzRoZGl1x7EyipSzXeGz5dzI4JcKJyQDhdLnzey/8Zrx40FG3OM9Zu/apeOZAZHDbp/u5sK0n+8Ntj1NGV7iQtVwTEwOaIRlgdFbQxHiAjVly+IB9PtGImYARVHukLrDsxA7r2Yo7xOH0FfFc706iM2KkpO2k4+TCbYwsZCrukeMJp6/D0lG6jqisicQFN6uJOTqvDBCFMQJE0AzxbjnTf8y/6uC+rE+3PKtz6qg4nL4aAE3ag3ViIG05GDCROc0vjKw6fDz7422PyGkjnZRQSllVDqw8dpZJCmzey0/+tZIWOO67Z+fbsYLuoHvPxsp4fo83coXreoPkI1UUOaVNnWpra7/jdrsf27FjxxlZlpdcTvY2wwxXYiazfXvxO7m5uQv6+vp6GIb5FwB/idTy9d6amppnq6urv7LEf5PxArhHkqTGGSvAKzPW2nsYQNdUz2UMBcB9uEqb+IuD7LEixEJcPpjOQarpzfUwiMsE0wD6q6urp/TLTZKkYgDnLxVoA4DH4xmVJOlWrTAlAfQh1b3Sd5Vtp4z09EDi3gkBq9ERkh35fScAoKurwH7s2LJFmzfvOmTb+mndxfsaL8qMJvatm0NVjhPWHmiwx0w5gi30ZZvvWUlDmoOBtnfvnSuGh50lT6WNdCBqdmLsZiR5YvGjNCm2cM6R4cTehc8QTlevFGzLR5c9BhDgomCbpA/30qAji6os0UbSzRa/a5ExbB+2vZuzcLS07ZDJEu3yb9yzY7S8dZiRBXY80DZ4s8zxLG8wXNH4SSLLOygMutJjxZ2xrude+rXt3LwcU1txn6k7fz1ldU2xh7q4UYtLCFvLdVYOAqyq83pkcO3+38ZLOv3Ws3PXUEI1fjBjMacL6URneT5mqSAaa2a8mXY2aGnnIvbFBGAAwlFoMVWM9bIsa6IEOhe3VJABhnWcWhTmgra5DOXdiiVwmAIwBFybdUYeoLwes7SUPmruLlyfcA3Wyfag335q0ZPhytOv67yiZ+xbt0Y3xbvMUVP+kt8++XeNG/f9t8HNu884ji3Jz3v18bt9m3YfUNzDk1XLMxsp2duUsnz58tcbGxvvWbBgQeWJEyd+gEle7Zvh28FMsH2bQAhJs1qtf+X3+xGPx/9AFMV3AKwGsA3AMgBnampqXgPwTwAOV1dX3/Tgd0yS8AJSDhAtV9n82849AE5Pl5sSj8czKEnSBYH/WAGiE6l2yBPHxMD6Wl09JuJF6iajC6ksddfEMRWrMtfJJow5sFyBW3lDEABwF6apFeDVCATSLIODrjnDw+mnbbbIVetN1EF3DlROkHXSUCvGBkvyehpjMSPn82Va8lcdfjePV7QeYzzp9zv7zCuPtENnvrzZ03rzOD0p2k2bd53VI9bnDasON13pXHzV0RooPCefL01XmuaU0rDNxTiH+xhjIqEOijaoHMOXdASiP/7Hv1SiZt5xcnFpoOpYS7SkvZsyOrhRi2DsyUuzNVTMG9jy6YHsd+9/Ip7bd3a0rLU95+0H/hxgRN+9H70fWnTmnUDV8W7KUBgHspdESzoOsSov8FGzUzPG+3RWjcXyeutMfXlLMo5VbaMnl8QNg5lbKENVAi2cdA4dHll5dLfgdZ9IP7bsh2CorpsTAzRp9FKVcIQSAQzDczFjHgjDU0O8RzVFTrMxU5mtee4PdKKOglKq81qcj1lLKFH8waV1v7Cfq3ySJEUnUXiHoLuQzPD3c0lDrrE/d1Y03N4rRGzZvjv3vFi+Z8MzZoaqlv7sXGb3RlEcdOVZ2kse4wOPFCgZgS7flp37L5aTXCfZuIXuI1fCZDLJiqL8c0lJyR+dP3/+vxNCaiilwavvOcMM/8aMjOQ2gRDyd4sXL/79M2fOHNA0bT2llNbU1PAA/ieA/4QLda5dSLVV3wNgb3V19WQv712AJEnPAnjrcpm/GQBJktZ4PJ5b1cDmktTU1BiRWpotAFBAKS2QZXmdKIr62HP5SFX+Xw8agF5cPpjuqa6uvm1dayRJygfgu5rcRpKkf8CtdZjhkCrYvCWWn1dCV1kyeL7c5Z7VMsSMOU68/fb9q/v7c5f8zu88/08Gg3yBe8rgoMv05puPPDt7dvOBTZv21lOdwNc02+0qb/WzV/Bt3rVr04Ljx5f+cH55yxvqkKvcq7GGJ59+9ZdpacHLtbJfDeDg9byX5OEVxckjyx+ihOrEFBuEwpuY9ECn5fE3vpJhVXtyrYRXdYMga/mvPv4cowj2aFHn50n34IDx3LzVvWs//zQ9bDcnXYMhLmw1uD+++/cIIUzX91+sEX3uXnv9/IWROU1nbQ0VC1VTLCynj/gNPneOLspxYchZ1L/9/XcLX/zOHxOd4X1bdv6D49jy9WzCkMGPWmd3PffSTwgBde5Zv9bYn7s66RyqY5OGNGHAtZGAMepCoouKWoiMCnkMFZyALuuMFiE6Y9bFRBeRhXQALKGsGaAKZfREvKRzh6E/Zw1ROCs01kaoLseKej/kR625o+UtBxhFECmr6UMbas/kv/LkI9GS9jOGgcw8llC9TBGMvawqB+2hYdvZ+dWyc+h41w9eevN6rv0ExLHPbu8N7j/p6LqOgwcP/txoNBa///77f0cp/b+nek4z3F7MZLZvAwghc00m04/r6+uppmm/N760X11drQD4/ZqamhcB/FcAjyIVdBcC+NHYQE1NTQOA4wDqkHI0ODXJ2cR3kHKsmAm2L4EkSfcBuFRh3aRRU1PDAHDjq1npieOCrDQhBKIoXu3QSQDduDCA7pzw777q6mp1st7HdEKSJAHA3R6P52pZbeDWZraBVJOdRUh12JzS6z9QX5HV/sWaB9Sk4f28xaf6ACAeN9lkWXDoOsO8//69ywmh2n33fXQcAPbuXb/S6fQ3L1x4ph0ABptnuc5/trF6/8FVw7a8vqZ77tl5QUGcNuQ0xj/ZctfyyjPHQuUtb1SUtLX2BdIKXOWthw0Nc3JHuwrLzdVv7iQXWsvZcWGXUyTrFuVCZxhxWV3P5d4LX9HQR1X2XQoKcfHpLsYcu+y1je+6exsRk2H2ydc+Diw/8Skj81yssMsXz++LRPtyi7h96++3WqJDXMTcZj0/e21g7eHnFVs4aj+7IM3Ynf/vica1GLvz80eWHzuScXjlWlCAkUWT7Bz2WRvnLE87s7BeM8X72JgpRxjJsHOymBYt6jrK6Gxd0j04WvDqk9v5oL2QKKyDGTXn8KO2WYlM3y5x2LWKElDFFm7XMpJnDN6sO4jKGInGWgBGJIrgJCA8ZfU4VOgERIDO8caOokcpp/qhEyOnswZNUIKqOTos+p0LzOfLVrOKYCfmqDc+amkSFp36Ylbj3EX7H3rnU0PUzAtvP1hN5zV8HiptH7CcL/cTVTABQNrRZQWW1rJ5fY+8/akuype9kboIAcDha9z2lsAwDJxO589lWf6Z3W7/T4SQf6WUXnGVZIYZJjITbN8GMAzzd3PmzOHq6ur+lVJ66uLXq6urTwJ4vKamJhspe6IHkMoMjGcpK8bGs2M/05qamvNIBd7jAfjJG3Vv8Hg8YUmStkuSVDcFjVqmNZIkZQBQvq58pKamxowJWelLjHykvqSulwFN04YZhmkkhHQjFVj3jD12Axi6FZKkaYoZ19jeHlMT8B5BKgs4pcF2elnr4GdHqqJayGYZNzp/+unXPtFV9tO+0wvz1KRgYPh/a12vJQ1Wh3l0xOkcjisJke06umy1HDUVJIK2SmPGSPdXTqCxDNVY3iTI2qOP7tgPAKVLzvwWABL77yiHzvJjLcMpACjny12MPZTHZg5eELQn9q3/LqWEFZfV/fnl3gtji8iGOw62TXxOj5q4+M67qvRRS7pxQ22tHrKbhPkNPsPqg58RQ1IFQxGoOtYJAExCZB3HlxZoy4+dEHpzu0lr+cJ4bv+gaot8HFx8qofyqs4HHCOxgp5DRGXb3Ls33cuovEA0lg8uPXkuXtAThsqAHbXUqIZ4XGeVhJAQ89NOLHkKOsMTnakb2rj3uKNuSSFk3ihbQ92GpJiuZgTa+Lgxi9U4I2W1eNI9dDiR33c+MqepM/u9+7JAKI1n+ert5+b9ewBUtY6eY+LGYp1P9HGKIZcAItFYC0NBtVTNBcuqvM3SXryF1zhbklEiRGON9v6szfZXqh2RFUffY1SWJ5Qg5PLHmxiqic2zlue0FUdZQQm1/eiXLwEA0ViWaF9+PlclZ8cD98dz+8RA1fE3LvW6pWmWUzPF5XhBT/hajjeZzJkzp33fvn2127ZtW//666//LVISzhlmuCZmgu1pDiFkmyiKW1pbWyO4Sher6upqL4C/B/D3NTU1BqSs+TYCWAlgKYCM8cMiVXwyG8BT4/vX1NS0YSzwBnBmbPRdY7D1CVKZtplgewxJkgiAXI/H8+mVthuzw8vClbPS6TcwhRj+LWi+1Oitrq5OSpJUDqDA4/FMC43kdECSJCeAtR6PZ8c17hJAanUnfvNm9RUiSP1u12OKvLcBgBNlnbVEhzhOUbuPLS1IK+z29q5nBAAAIABJREFUW91DsZGuwrSuI1X3Llp0elfx6kNfBrAVxngk0Fm0/uw792tz7vn0CGF1lTfFevM1xl+1fv+Ji4/PZvmi1u++9LavcbaLaSlNd5W3jezY8cAdus4wjzyyYz8uqheRTy56CrwyYH74nQuCbcO6Ay9da9B3wfFOLyxUuwrvYOyhtuTRqsWqzz03ebRqxLD64F6uqOuC7LnldGVebN/6/8jPaXpbe+CDI113HGq9+HhKWjCppAV3QmOKMw6u8hn6sysTWQP16UeXL+4r6Kk19eXZTe1Fq6zKLAdUYtA5LRTP76k19OatJirDFf3ih3/KxoylcubgntDihqM9K19+z3FyUS6jcKLYn72WsmqESQq29IMr/8R+fFE3AcODUljD1lnh+fX/rPOKbDk393FWEbPltOF9alKLcjFLBQNonM7aASozABROCbAq77ArnENOjx+L+q2zYyAGNpBxB20tb29gNcV+4I55iXt2nhYLus7Mbpy7eZRRE+GYKV8cdJmS7qHYyKojHSOrUs1tBH+G0dxe7A4sO9F1uQ6TmiFh4sK2+st9Fs4v1mxWTTF/b8Hrt7wpGABUVFT80uv1rnI6nVsJIdsopVf1bp9hBmAm2J7WEEIEURR/VlxcjKampp9SSq/Z03pMJ1s7NsaL3/KQCrqXjD0uRcrVYJzSsVE94blgTU3NeOB9Bqkq/3MXy1A8Ho8iSZJPkqQlHo/nKw4D31JWARitqamx4sqBdB6u/3eRItVM5VLZ6PExci03Sh6Pp0WSpLAkSUaPx3Mrg8XpTDmuz8qvC6ni0stKFG4SJ5DyJ2++xef9Eo7TaK5lNNBwcPUPksa4N2ck/UDxHV+cO1e3aEEXdG1OaeuXjY46D60ojgXtOWbX4Gk5ZrTyhqS2/JlXPzz5+mN3JSLWTHN64JL6/oYPty71Nc/aanX5T7vK294XxWRMn1AIOQFBvOOLHYTVhi9+4UrykSshLqnrZOzBF/m5TT496DCoXQVtSkNFJURZpQrHJI+sKOXn1XezacFkeMHZPrm+4hjNHvBeVaDF6jRc0TDq2rvhDpFVk/H8vjMAEMvvCSkZI60IphUn0/3NrCKaR1YcP5E14iznYmY7mzQUgNGTIFQlsiDkvVJ9j9GbW5XMGDoDhmpswpDPJPkMTUh6CShlZLFAZ+RBQhmOjRtt0EiMUVijDjUcze86ZK+f/xwATgcYFTQBMLwJILLCOzlb+LTKmHLliK3IxMsjqkIMDga6f8BdSZzDDbw/Pde5d72cHUhzG5OCM2lLNI1kDR3ReeVLWRWjsqTiyIrSQNBmE7uKlkeLO1+SXf54/itPbFUtoyPe+z8Y924v8W39dDeuUIcwuGnPR5opdkubuE3E7XaHGhsbX928efNzb7zxxs8IIbsppVM2nxluH2aC7enNjzMzM8s7OjpaAPzvr3OgsaCrZ2y8M/58TU1NDlLB98QAPHfCrg4A68YGJuzXBqABqS/5ZgDNs2fPbmpubp6FlDTlW0FNTQ2HlN3duJRjvPiwcM6cOcWEkBykruH1MopUAHe5rHT/JHcOVQDcD+D1STzmbYkkSXMAeD0ez/UUdnYCWI9bH2wrSGXVczGFq0oWazhkNMQHitceeDO7pMPvbynP1Lw5S83WcJfJOqqMbydaIzGjPezlDPFwqDd3oRwzcoIprs66e/fncsTMU52AMBR9pytzCNFp9vx6b/Lg6nIzo6mO3L6D5Rv3HQKAbds+udzfmBVcbn8dJtSPaIMuk9I4J19cfaiFXKEA87Jwqi7Ma/QBAJseSLDpgT5x8ek+orJE7i5wyGcWbAKj7WRXH26HKaEK33/xWgsDO5PZPla1jpaDMpxvy84TAEB0hnjv/2CXEEgzGrsKMoVAWkassCs4eNfuNxLuwYj1/KxzjCzwxs7CWRmHVv5ANY12jZa17By6s7Yu663tqqWr9AcA4UOLTv7c1Jm/WBw2lYJA827+5M8zji2/l1fSrYQwRnA0bhzIWcBovBsgLEBYlShBG6V6FJzNSFmLyRLt72MImROwLbGDkAFQatZYg0PhrLs27vks77Un/h97b8Fd6UQOhTklcHp+/QHfqiPta995YD2fFAx7Hn/j03RfpqXsdOWm9jlNB9q27HyDMcWURfvWzx0W4xHFHpq4MpCLlN3nZYldtJIwFaxcufLdkydPbl+8eHH54cOHfxfA3031nGaY/sy4kUxTCCFuh8PRSgixBgKBe2/lclVNTU0GgAUAKieM+Ugtk18RSmlA1/UelmVPIhWATCyu66murr6cc8C0Y2w1wI4rZ6VzcX0dD4FUMV0fLp2NHh+hW62VHgsym6eLPeFUMeau85vruQ6SJBUB+F0A+2/StK7GnbiF7g1UJ2jdt74ivbizP6M41cb76AvfeZgV5GgibM8tWnXw43B/jnukq3Dxouo3X7s4Y33spae3U0Lp4idqPuJ5VT93riJz4PM1WzPSA92Lq9/cc+ylZx4EodrSh3d8PPrSM9/lirpOmLZ+ei2dBL9y05E4cMcs+ez8O00Pvvsyl+O9rsJwtavAHvtkyyOGlUc+ERae+TJDLww5jblvP/REqPJM7WD2wAib1xu6qEATNCGyZKyBzxVIYxLCXNeejYnI3KZ2S2tpnqmzaFHP06+8ppniKlFZQjSWXK64sOhffvAdLmwp6nv87Z/rnKLlv/r4/8XGjIWKKXKeEIZV7eF2qoEVR5yLNWPCSwU5IgxnrCQqY9J5NajYQ6eFkbQVROdsANXB0ASjMzYCEDsITHldv+3N6z9ffGLRs0ZQrdcoD1vD9mV5gO7P6n9vQGFt7oBzmUaJ0G+LnDNrrDHLHBvwFnUdc3fnzRdkMe2j773wT/Zhpxk6aG57aX7EHgguOrDuGY1TY/seeftXIZc/rvFqIVKdYL8CUVnirF1XMVre2nOxVtvQl2O1Ns4p9K/f30Bv5EbqBjl+/Pgys9n8Zzt37gwHAoHy61l1nuHbyUxme/ryl0VFRdYzZ858fKt1YdXV1cNIuRzsG39uTFdcggsD8NlIeWx/2dCDEJLGsmza2OsXQ2tqagYw5mKBVDOT8ZGGlDSiHcAxpDSoEQCJrxN0jmWezWPDMmFYkdKwTxzOSzx3vVZ4ABDUdX2QYZjzuHQg7Z2mDh7NSBXRvjjVE5kqxm44rivQHqMPN7aCMVnsxS3MbstRMz94ftYqVRaOjwfb1uyBNt4Yi/HDiVGLazgimOJJJSmaug5Xzc2c29wxvh0A2HP72862Fy9sfOXJ+5977jfvNDbOnSfLvK00t68LAObf//5HhNHBmGOq+ZEdrzD20LWsMmzCJbyZxVWHWriy1j4ue+Ca3ZJ66xblJqNmU/GCc12se7CZcfov0MSr1oicyPQ1B0bNZrUvh1ys3U4eX1qQPLZ0s2nbJ29whd1XKjwPAGTQ1F2wHoxOY/k9/UzC0KILsgYA2e/ev5YP2zK7vvfiJQsGVeuoj4uZc3VO0Y3e7DQCwg+vOfRzNmEwWNpLV8uu4a7IrOaOrA/uncXExUw2bFtINMKppmgzozGCOyE6Q9bRxpg10iUOuFaDMizAs4wh2iwmhRzizdmc68tcH1HErBjRwkxc1ywAp4MmHT73nU6wtogYbYmA4Yo0CuuosUgBVS0Be4YlYi8DJVz6QJYtq70oJ7+1bCWjMxwfN7gZhbMMlfYdXbrnzg06pwmtlWc4Q8ykNk+Q+nBhq6BaRmUubBMt52etBvBFvKDngm7FlrbSHGtL+erw/PqOZJbvlrlhLVmy5Pj+/fsbNm7cWPHWW2/9Bcacv2aY4XLMZLanIYSQRQ6Hoy4cDmu6ri+YzhZDY8FsMf6t4HI2pXQugHJCSOYVd742VKSWhGWklswnDh2pG0b2Mo8m3FiwfLX59OLyGemexsbGbQBqPB7PLcu0TBaSJC0D0O7xeEamei63GkmSjACqPR7PDd1sSJL0LwA+mNxZXRcbAXyO1O/KTScWcIgGa0RmLsroXrzNydern3HPOn+ofOO+CwKlI0eWF8bjRuOGDfubEgmRlWWBvZYmN+P09ORaT51aNHfjxr11ZnPMiFT9yVcKEm+Exue/+xhNGJ0Vv/uLX1xpu9FXHt8ClTdanv3tOxOfV/uzLfKJJRWGjXvrrmQfOAZhY8Y7Mw6s8csZwyPRkk4/5VRdF2TNVl+RxQcdjqFNey9ZNCgMOg2m7nxn+rGqbcGFp3ZFizt81vqKwrSTix5TxeSIf8P+NyOV9QP2Y0vyM3fe/V8p1CijiC7K6TKnchmFIMwAKw+F7OGzXMyczyTEPApwlFHDNgaqrvIZcSHRnSYLWRYwvANa3ADOEeESHRaVdegsTVBGjw8Ud33o7s1dL8RMs3RWiyTM8XZWZUztC86+KSZMlsKGuU9RqmujaaHTNn/6CkqoXnf3nr9mdY5VecVa0Dy7TOWV8J4nanYCgDiQac7Z8eBT8TlNn5eMWqwBWyhoj9isR7Z9fIJOLK7UCfigw6BcRut/M2lra8sLhUL/ePToUQwMDCy5lFPYDDOMMxNsTzMIIYRl2drKysq1J0+e/Bml9D9P9ZxuBEmS7hFFsb2kpETHV9t7FyLlvuHGjblsTDY6gBGk2qmPD//Y4yAu1E77rtQ+XJIkB4BKj8czVXKCr40kSesBfO7xeKa0TfqtZoJN4w3ZikmS9I9IufJMFUakbjKnzJnkUiQjFl4wRxVyGQeKG+XYsaUFJ04s3XzffR++kZfXlw/g3GQde7Tm0U16zOSwffelt660HU0KDCghl5OLcBELTxSevYZgcF7Bi99ZysiCTjRWpJwaU6yRob5LNNNhoyaOC1tFsDrNfnf7w6opOkQBKgbSy3RWTQjDGVWUVcMEhIvMbaoZuPfjo8JwhjHj0IpKccA9K+EaarM2zn2W0TgnoPhVURniksZiAAygywBnBXSZmEdPGaPmOZoh3i0rfLpD4zNMjBKwUqgiZYxG8BmjxvBJU9w8J2GItyimpN8csFUylBGSpninGDcWDeX1fSAbkhFXd846XjbkEEp4ymgxVVRG4tZox97qNz4NOYfThIR4WieUqmNyGSYpMK69Gyo59+DQks/vqA5zyZCNo9rOZ15+OWmKT5tVwc8+++w/FBUVbX3llVf2a5q2gc4EVDNchhkZyfTjUY7j1jY3Nw8DuKwf7G3ArmQyOae6uroeV8g2jXXBdAJYi1RxpgOprm/WCcOClFTl4sEglWlWkdJBX/wYQ6rQMDr2ePEYD7CD1dXVXzsLPWb1V3E7B9pjdCKlAf7KF/03FUmSsgGs8Hg871x148ujXH2Tm0ocKbvPZlzU0GUqEScUSF6Ozz9fXRoMOtLGG99cC8uXn+iurDz7K1GUKzHJ8hnzwzv2XItNILlKo5asD+7dxMYN1q7vf1UGwiREVhx0m8VBl93Yk+/oeeK148bevH5Td0GWJiYSmi1ygTMQUVli7Mm3px+uWib6MhfqhmQgPKfhgOPU4geZpJARK+n8xNCbvYzRiEExJ5o1Q2JYGEnPc+25M25pK1k5svT4x8OrD53SGR32+nk/1Phkz+j8ppfFIWcJRqhGNIaPFnV8bGue8yMKqtCoeZ4CwkER3UQjQhJgVF3IzIQeY8AYdehxc9w6j4AYhISY21F57q3ZR5fOZ8CYDTHzfI1RBhmVFQLuwV5D1HQuYyA7X+WSgxpLk0Kcd4tUTApRkxXO4VOyIXnBddRFWffds/MUkxSYk83lZ9i4Kb3v6VffUkVZd3fn24Luwah8dT38TWfx4sUvdXR0bMjJyVnX09PzCIAb7Zo5wzecmWB7GkEIMZpMpr8tKipCQ0PDn1BKA1M9pxvF4/FokiTFJUla7fF4LtsyeawLphdAzdi4nVkHwDfVk/i6eDyeLkmSZEmSrB6PZ1plSW8imQC+bm3EVAfbQMoKMA9TEGx3HFpREu7Pya186J0D15vFHh7OcIfDNuf1nlMUZRGpladJ/Vs5Vuz4tbOUoYWn69iE8ZLNplx7N1SaO4uWRwu6TggBRw5Yvcvozb6TUblW/51HviIddNQtKUw7vvSeWH73CS5k94/ObTosDjszuaipJJ7j3enbsvNgzlsPOtioqSC45OQHsnMkzMoil3APhk09+fMyd939k1hu36eBVUcOJNy+3XzEXg4K1nvfh+9lv7ud54K2coc/cwEBwyhCMgidkKTKWKiQHBATYl6CQreAqiEwAgeCmDl0Jitumc3oLMuCc5SdWfAkA9YCEI4A4HQh2zGYsVI2JsPdZS3H+JiQxoITzWH7UgJiNCSsttz24nRBFhwLa++4y1vcec6fMzA4u25x1UBRZ9O5NYfbMz5fM1cIZJT1PvLWS6oo66awVVj14bYnvEWdx45eW8HsTSU9PT167ty5FzZu3Pgfampq/pYQ8iGldMY+dYavMBNsTy/+0G6357W2tp4F8MupnszXxePxtEuSVDHV87gVSJJkANDi8Xj6r7rx7cEoUlaAL0/1RG42kiQtBBD1eDxfV+vsRWplZiqzyiqAJIAipFYobhmJsM0qR83pTc3lzrq6pVXbtn38WVpaMKmrLPE1zsl0z2keZC/jGPHAA+8fusHTVgE4euOzvrlEKpou61IRWnT6vJweCASWH+sEQ08AgOB3LgGQYeosdGiGhDKx6C8yp6mfkYXPNEM8IQ5kzdLEZFI1RsPRko4d/Q+8t0c3JVTVHvFrYXuX7BwJE0pgbZhbOVrWujuZPtzFJMQzSlqg3/3ZxkeDi0/tpLyyL5E5GMx+b/vD3Ki1kKGMQR21lnFCsk92+Y9HC7rOOk4vfsbGaHE7CB1g9bhBYwxJ6CoL1jKQEWo1x5WAEDNkcQrvYGQ+TYeWICAiAeEBaKzG2929uXen+dzLeVl0+jP7drMqZ9FYJeYr6pW9BV0nZ9ctXZzRn7vN2Ze7fdQROiFGTflWf3rpuTWH/yG84FyHZorFZZc/DgBxy6h8fsnJnb6C7qGb/dldK6tXr/708OHDDy5btiz/wIEDfwDgL6d6TjNMP67XsmyGmwQhJC8jI+OPZVmGLMu/Rymd8iWySeJDSZLumOpJ3AK2IxXkfCMYy2jvkyTpRlrA326UYXIK61oBuCbhOF8XL1Le77eMkZE0w/FBd6F52fFDiiLwsiyYVJVjAMDXNNvddmDtg/2nF+Zd7TjjhPqzLcdeeuYBf3tx2hU245BqsnVbZhIT2QPRwIqjnRO7KXoffG+v98H3ZPfujdtcezesmbi9aovIw3d80RJcVtcju4faMg6vfNxxavH3QAmjmxIqADBJwUTioiv9i9V3M0mRZ6MmZ97LTzwVLW1v1QU5YmkpvQuUsNGS9oHA8hPd8YKecCy/+5wuJEdka6hJMyR9UZf/hMGXtcnWmztHcYQah/P6jw1mDXwG6EkZoEN80tcBXbeFbEVC2FwixIzFlNGTqkH2ceAsANUpqKZBS1CAoRo4PiZkEw18Zm/e/XySd6mclubsz5ZXfbTt6dy2kq0RR/A4BVX5pOgUFDHXGDMVA8CSo8srKnyZWfMOrSjZ/s//7ruF9XPdjSuOdo5ch7PMzYbjON1isfzvnJwcZGZm/oQQknv1vWb4tjETbE8f/jonJ8c4PDz8FqV031RPZrIYs1DLGSsc/EYiSRIDoM7j8Xyla91tjhfAc2Na9G8kkiQtBbBjkrzF25Gyi5wOHEKqG+xNpb5+buYLLzz7yPBwuolSwlBKSGXlOe/3vvfim66xbKR79vmhwhVHPySuweDp0wuyIxEL/+KL33nw+PEl+Zc7LqWEUEqYq+imN2KS5SPTgIgetPe1UcL25/Vc0nda7Sqwe7O9Xv8dn78cXHbiV/51Bz7/8jVzNMiqfJo4kraQKDwXLW6vE8KOCktLWbkuyJFErveYaov0aeaYkvXh1qW5NY9ujJV09jIabxZHXHcQlQhgqGbikwPWIXcVI/PWvnt2HWh85vU3ktbRpqCgDI0akoMaCOSIdZ6WFPMHKWcflbl0ojJGDVqSgDAAKANGJADhND6Np3w6ATgKwhOVs1mCtmKbP2ONGBczWYUxsypj1Dg9FreMtsXMkbPeoq6UpIsShlDC2P3pToffecei/esevjUfw/WxaNGis319fcfXr19vBPDXUz2fGaYfMzKSaQAhZLXL5Xq6vr4+CeCPpno+N4G3kcq0TZuirUnmOQAvTfUkJhuPx6NLknQQgA3AlbyCb0skSbICmOvxeE5M0iE7kfKLnw5QpJou9eMmZn45TtU4Tk2mpQXjz15kfzcOy6t6/tK6nnfeuX/1wEDW3MLCrt9wnKrwvHJZVwlHbn+k6rnf7LjCqU0AmjAJuurpBqVkMJnb79IyRkKXWlZKHFy1gkZNTvzOr19Byob0S/wb9p+KFXRLYCi1n1mwSBx0L4kVdO8c3Lz7qHqRraI4kFnKBx2z4nk9naMlbbWW8+VG6IQXBzLXBrO8+9iRtHlMUnC4d21aPbzm0PHRWW21tnPz3JopOWjgR2qpKTbYDDVu6Mt/xMVpYUEx5DBgLKmj6xoBw1AQjgHhAMIxOmtICokeXhWyWY1nKMCKMXMZA8ZgCQuupCHRxehE4BUhw9Wbu2rBgdVd59YcPBNJDyRKTi/Izm0va+meff5zXIW5R5YXFtVXVNU++va7seuwkvy6lJeX/8vQ0NDikpKSZwgh/0QpvVFp1AzfQNif/vSnUz2HbzWEEIbn+bdLS0tzvF7v/6CUvj3Vc5psNmzYoNfW1i6tra3lN2zY8I3K/o4FbLrH4+m96sa3IRs2bBiqra3dVFtb27lhw4bbzjf8StTW1mYAqNuwYcOkWIlt2LBBrq2tfQDA+ck43iTQh1RQetM8iJ3OkVhl5dnzpmuwY8vKGvDl5HjbsrN90crKcy1ZWYPX1c1xAhxSHW2nbf+BrwNjTKh8eaufdfn9SGnwL4DN8vVzhT1tjD38FdmaLspaMmswkswcHE26B/tt9RWLKavFAyuPpWwRdQKMrRUIgTRq6irYIA663URnKR90zNMFZUQ3xAe4QPoSzSAP6KIc4oK2Qj7o0E09Bcujpe17QKiqxizuZNyYrSZMbiMIYzUmujkd4DQ+g4IqBAwoNI0By6dawQMUuuLL664zxa25VEeCA2fVoMUIiAiAAaUJIWHI4hQug2gM7+zPmZfdWZxhiJsSLUvquqL2cEvzshOd6996eEPxufllPbPPd2598TuPFTbOydcYPbz23fsftA2nE1blOF4Rxa65Te3aLewq6XA4og0NDYZFixZVNDQ0LPyzP/uz53/6059+424GZ7gxZmQkU8+zPM8vbWxs9OKbvfy0F4D6TZIkSJLEAljp8XiOTfVcbjInAay56la3EZIk5QNY7PF4JjsQvWWZtGtAQUpKct0uHzcDhyMkl5R0TIbsYw5Skp1vMi1INQn7yt9L1uWPcxe1Lb8Y965N87M/uO/BWHHXF9GytjNE4ZjMT+9eWPjr7z5JlJSWfmjT3oaBbZ/8lW6Qw6oxFqKcGtXNMS8VlbAuyMNEI6Lod25gY+Y8S2vp/VzYMtvSWrrR2Je3AYTqo+UtnyTdQ6cDhqR3wBgbDFOGTUJP6tATKqMER82REwqT9FNQDYBOwLCZvQVVrMIBlFIdaowBI5DU6gRhNTad0RiTyqgjnM6lszJv42KitexU5d1V729dtvLDrb+/7fnvPcMqnDDqCA7prKYnDcmwY8g9L92X6UyY4iPlJxc/k9NesnjPEzU7p8KPe8WKFa8PDAyMlpaWLgPwnVt9/hmmLzPB9hRCCLFaLJb/UVhYiGQy+V8opTea6Zn2jGliGQAbpngqk8kaAG1TPYmbjcfj8QJolyRpOjQg+tqM3fAZAey8CYefNg03xqgD8E0qcrUAGMA3T6t9KbwAbsjNKeEeHE66hjq82z84nMjtHy56/vvfozohstPfQRSOEJUlAMBHrGaqUxj8rjneB9/7m54nX3ul75Edr0eL2z9lk6Z82Rw+oxuSA3LGyOl4tncPdEbgjNEeV0zMsrWU381FLS5orEkdyVjmY6H3pI8coIQmGZ0RCMAwOiskjPFmCl0GwKmMGicghAFjZsCaCIhhLPNNAQoCwkMHKCjldSHLHkxbHUobbpl1uvLHYtxYZh2yVzr7ctYaRk3WdW8/tP7Awzt27X9ox7+awhZ7whgLeYs6P2lYeeSzSfwMrgur1ZrQdf3/rFy5Elar9X8QQqxTNZcZphczwfbU8hOj0ehuaWk5im+BxZrH42nFN0RjKUmSBUCHx+P5pmfYxvEj5bjyTaAKAOvxeG5GYJzA9Pq7qiM1n/KpnsgkUQXghjp83ob4xoZ4vTuGF571eh94/xAYCjl9JJrI9jaEFp9u8T7w/uH8V594LPud+9e6d95VaauvWKub48Pxwu5jROX4gpef/p65tSTT0lp2HyVKmHB6cnDLzl/3Pfb2G2Iwfa5mjPX77vn01YgmZJCIpYIdNeWp5kgbbx5tN7t9hxhTpN/PaPEk1AAnC+kxe+SsxiijGrRRAMSgmLKhg2XAEIwVUgIgOtEiBKzIgDEJEAsBMAAFoYzR4XNXAoxAoauMylnFqKkkp73k7pzW4m3zD6yZG7VFkrmtZXflt5RtP7551xcdC+oHJvdjuD5Wrly5r6Ojo6uqqioTwB9P5VxmmD5Mpy+FbxWEkFK32/0HhBCoqvp7lNJvlB72ChyQJGnzVE9iEtiOb8+XPjweTwzAe5Ik2ad6LpOAw+PxNN6kY3dimsg2JtCLVEb4dscE4Aiml1TnZhNDqivoFWFjRi773e0rTV0FX/n9VBwh2fvA+4fGPbtjxZ1nosUdrebOwoXxbG9j7xM173u3f3g0keMNUlBqq69YIbv9p3ST7I8Vdx2MFXcFVGtEBnSdD9oXWfevuyuc2/Oh7PTXsrKYxSZMObwiOAze7LvSewsfs2pigQI2zaAYS41h63xz1FqpCjLRoAYBUAJGkBmepVnqAAAgAElEQVTZrxLZq0EL6tAiCTHeAYAAhKGgcioQJywBESxh2yKdaKM6o8dYsDYAJGlI+GL2yHnHsDMn6gjJXXMb39dYLZbfXJ55rReWD9qF7He3rzJ4s8zX/nFcHZZlqcvl+t8ZGRkoKCj4Q0JIyWQef4bbk5lge+r4X2lpafzg4OBLlNIjUz2ZW4XH49EAmCVJsk31XG4USZKMAPZ6PJ5vnEPHVQgCePx21t1LkrQOwM1cZm4EkHUTj3+jnAYwb6on8TVZC2Da+CvfImIAzuAqUiA+ZBcN3uwK0Zd5RTccQ0+udbS4oz+09FR/17O/fWVg+4eH0w+umpX72qN3ZRxcNX9k1eEPIhVNx0Lz6o9CY8SEa8hHVI7J/HTzElCGIxpnYxIGBycbHclsX5NsD5xmdNCGez/8hY/oiV5QBVADhNNGKKCylLOqRAknhUSEBWslACMzSS+v8+kc5V0E4AnAmhKWeUitwhACIgDQdGgxDVqYgBEIJQad1yKU0DgAPWmODY3aQ73DWf0dj/zdj/8goz97NpcU3Av3r/tR2oDbdC0XVhhJNxu82RXioGvSv4vmz5/f3Nvbe2D16tU8gP812cef4fZjJtieAgghm3Jych5saWmJ4tu5zPQOUi2lbzvGAs1nkJJVfKsY093vBjCpmaBbxZj0J+cmyUfGaQMwHbXtOlLzMkz1RG4QI4BTUz2JKSIMYP34D0ThGPNFzX4S2QPRzh/86oVA1bHOyx2EjRm5vDcf+Y+5bz/0Y2HIadQNSQ0MhWHQnSv6XeWGntz55rbSskDVsQ4QgFWEjLTjS+7L+uDejYLPXUIU1qQbEh3Dqw9+IKcFuqMl7a3UKI+kK6J7XtPcWQ5TrCtJCHOG0GSrOTHQZg6fGuRjbZTyaexoRjEFiAotzFLGwIARAMKy4CwEjKBDiwOUUlAdAGVAOALCMGDMBERkwBiIyogApSqrBJN8POTsy1k9/4s1/9kUts2zjziXJszRViFuLMprKs/N7ihylJ6qzF7/5sPr2bGC0IuJlnQEOn/wq1+HFp71TtLndAHz589/PhgMKvPnz3+IELLxZpxjhtuHmWD7FkMI4QRB+LnT6YSu639FKf2mtPe+ZsaCtnRJkhZM9VxuABOAgzc5YJu2jGnUt4y1p7/dcAN44yafox/AdJXafIHpO7crwQNYjJR++duIDqAZY9rt9MMrSjM/2fL4xZIRehWbO82QUEOVZz8Iz6//QM4Y/tJ7vfexNz9r/4///ItoeetRPmzLIhpLgstPdJ//g7/9w+F1B3eEFp880f3sb95I5A4c+v/Zu+/4uKoz8f+f505Tt5ot2bItW27YYBt30yHY9JYESAhJNiGbkG+y+SW72fQyO5tsErLZJGxLgE2hpFEDhEAwYEw1zdhg494tS5ZkdWk09fn9ce/Ig5BlyZ7RaOTz5uWX0NyrO+fqaGaee+5zntM5c8dfu2btaPQ0F08qemvukpgr1NXtirTtnLZzV23IW4rGwuPzeuobFr750L6xLe/scmvhTpSDaCyGhly4Ci11jwl5emqDOV2bugo63uwsbH816g3XC5ZHeuf0iEfsRXGc0W7L4465x7rUU+qNeSsm7Zxxk68rb1bUirY3TNr3aFdB+7buoo4DiMYm7ZixaNnjl3yotL6iIr+9qNIVcx31TtyxfmcnYsKECc1dXV33LlmyBK/Xe6uImHVNTmIm2B5+n/H5fKdu2rRpD/DTTDcmg14E2pzVF7NCIBBwAyv8fv+mTLclw57DDn6yRiAQmA5Mc9KY0sbv98exS+6NRHFgPClIc9nw4DXnbHlyxbwTb9Kg1GAvy34y2wecDljtp23a17rgzSeDVbXHnDNSvuacWRP/dN2FObXj8/N3Ty1tvHD1poaLV62XuCVjNswdLxG3haVgKY0XPrt5702/vTfuC9sBqDtO2+kbajtmb23EHSeeE+oQtdyxvGBUVNz5u6d+JH/f1OvDodzJbQWdPRLxlltYuTneSHNw9pb94bFNB2Iu7ezyROvGWrG2mMQjSrwHS8Pq1p7ukvatuZ15s/I6Chd4wjnVoLEosY6k5gsgikYAy6mC6ALxxpz9ckK508bvm3JjfkfhTJR4XDRSUl9xdsPE/eveWPH0+p687pZZry2emtde6J26cc6g87lT5Ywzznho9+7dzfPnzz8N+PRwP78xcmRNoDMaiEhpUVHRv40fP55YLPZlVU3bYhMjnTO67QZWZrotQ7AESNVqg1nL7/c3AocDgcC4TLdlMJzUnyjpzdVONlKDbbBzt094NC/clVfcsHXmua37q9Jd2mwM0OH8O9ntBGZESlpDzWe8skvdsaNWdprw4DVnV/7lssUSdbsl6vaWP3fOWWNXn39JYnvh5lMqyl486+oxb82rSv65MRvmTZh810ev8bSO8QJYIa9V/PqiyVbIa9Ve98CzDSufeqV43YKJjec+92ikuOWV7qoDj7bNf+v2YM2+tsYLV/9715iuDetmb12d8+qSOTFv6NSWZa/+Zc8HHwrsrDr4eL26vHGsnGBB5+bm8fUve3pySlU0GicWBuIgHgsrF4g5tbkVO53EBcTALgkIYOEqinh79sWtWJeiUU9PzuSx+yde74q5CgXxNk2oq5/98vJp43dXXzpu36Rpc9YuO2X+c+deU9RUlpt8vvmtY7wX3/XRa6ZtmDchRX30Lnl5eeGcnJzb58yZQ2lp6b+JyEhMMTOGgQm2h9e/uFyu4h07djwLDLQU8UnBSUnIihUlnSocTaN1pcjjsBe4LNONGKRzgFxn1Hk4hOhnMZIRQrEn2x1X/eaEqWe9/ELumPb9WP3He9GQ13rtro9es/O5s0+05OAioOEEjzFaNGHnbx97AqCoYsXjjReu3rT/xj883nTe8y81nfvc3xKbO07Z2tB8xtpH20/bWJv8YypxRTSmlv1SGfPW3Kpxz1zw+cq/XrIMoPjNBTWla5ddESsIhnd+6X9+pr5IsHD7jIuKX184MVLW3FF/2V//T8qbDhdvm7HSd2hswZgNc08rffGM87u68sc1Ie4gse6Wiob1b5/90vPvLH/loYaJ+x5y4ykSO1UoLuCKEQsKInFi3SRdGAriFftlFbewcjzhnKlW3FUUJ9ZtYeVa2DndiEZOeW3RRYWtY4pDecHa7sKOlop9E+e0TNi/obAj13fR3Tdedfqz554CoFYcFY3hBPHpsHTp0pe2b9++denSpSWAP13PY4xsJtgeJiJy6vjx4z/n8/ni8Xj8i6rpe3FnmfWBQOD9mW7EIFyFnY9rAH6/PwT8KRAIjM90WwYhnsZSf/3ZDZQN4/MN1QFOsN59ec3uliUfv+fh4qqD/Y44ixXH5Q13uX2hEynTVwK8QAYXCorVV+T3vLysRuOZuXYKvbFwUnRPdXHSQy0MohTgwfc//GL9ZU+sS3zfM6Gus3Pmjt6BDfVE460L1tfGPZF46dplU3MOji8AaJ+3sW7fx373aLSoI1z8+qLJ4TGtXaHyhteIuTyelmJfy+LXdzaet+ah4MQD7QBxTzgoIU9Z/q6pM0rXLj+79JVlZ0/ZWTO9AKq7Z217pGd83Vt5ByZe5WsuOSfuiTTXV9c+/Oq8t9fPX3XhVbPWLVjZWdbeEJd4R4xoV4xom2BZ9uRJLOld7AY4EquI8/9qYXkEcQmuPEDtQFwsRWO57QVTc7rzCntyuusnbZ15ma8rb+yk3VXnrLjnxp+UHag8K+KORAC6izrCT37sd4/uTNMkSQDLsqiurv6fwsJCnTFjxudF5IQudI3sZILtYSAiAvwsJyfHVV9ff7uqvpXpNo0UzkTDYCAQGLEVLpyVEx/x+/0nW9mxY+kBrhzJefeBQOAS7NrMw2kjkJbb0im0DViYroO7PNH4wg/fu6p62Wt7j/MQgr2ATUZraoffPq0m/OaClfHW4mGfEKxxIfzGwgtD6xbMTQr2ezQur2hc3lM3PdaZ5+74v0/eEFxzzimDfY7CzaeMLX1l6QeLX184Z8odN3209OVlUwGICyVvLLxw7HPnXmJFvPk5hyrmFG4+pSqWF4x2nLr5UOKORu2HHljdPWX/41ZPTsGhi1Y91VW9553musqlLfldh72HxlcevPrRF7qq9z0ULeja2Dz7nbsO9uSWlL9w5iX5TaWLvcHcipK6iplKPObGOybmibZG3ZHGqCtUZ480iws7RhEAJ3dbna84j6uTeoKzr+WKuEtyg/mnTtk8+/Pj6sZfW9CVd3o4N9gkbaUzNObK6Sht3RgsbO+68hd///HKd1/I9PJ157ov/9Unbzh99XmD/l0OZNasWXsOHDiwatGiRS7gZ05MYJxERuyH5IkQkTEiMpI+7K6YMmXKyn379rUC3810Y0Yav9//BCO0BrCT73stJmf0PZy8+79gl2UbcQKBQB52+shw51BvA8YO83MOVQw7nWSkLuXuBV7LdCNyzn1+U94Vj/3BVdoy7PNrxFJyr/zLfeQEuzt/9ckbNeS1ALr/fPXi4F8v/XzyvrH6ivzOe278GO5oyFXa3Hq0Y+buryoc+/QFpyaWay/YMX163BPpaDrrxQ2RktYD4ZIW+33OUuqu/Mt9radtfLFnXOOO+kuf+GPL0td293fM4MQDu8Njmw6EKg91RYs6uuJRT5V05Xd1Ve/ZhzuOCKhi5e+aeq5ELZ+nqXR5Q0HHtt0TDrx8oKtw6t6qAw+HPD17m3099XGJ90S9sfawFTqgxMOKxhSN9ni63unO73gzTixolwdM5HQfSddSVAVxW7iKQCwL8WI/e2xM3bizXbhKLIn0NNRsW7fkqQs/VdI4bsXstUsWTdo64z2LUEW84VhnYdvBrsK2lL3vL1y48K6mpqae5cuXXwRcnqrjGtlhVAXbIuITkQ8BlwAPi8itInJ9ptvkdrt/VlBQQCwW+xdVbcxke0aweCAQWJzpRvTDBzw1jPm+WcXv9x8Erhqhdyam+/3+TMyNOER2rNi4lpE5Au/DTpVoznRDxBeOuyfvz9hKse7x9V3uibW1rspD2/FE4gCu8XX7pah9LXaes93Owo6Qu6Jha855zz/jHWC58vwd0ycWbpt5lqelJAfg0MVPvnrguvvvipa1hhpWPP1S/u6pkzwtxT6wU09al7+2t+79D7/YXbOn9WgTMg+f+8K2Q5f+7U2AtgUbcg9+8MG7u6v3PheqbGgHqL32wb8Ep+1+WvNCh9tO27hK3dqzp6x1R/PhsTPd7lB7Tih33G61XNHOMYtiMSvXHfKUxz3ajWjYydGOxXyxLnfEMwYEC8sbJx7q0wyRI8u/x7FHwBUgjsvtVs8EC/FY6i6e9cbCG/O7PJN78jq3FTWXTZu68dRT5ry8dMqKu2+47MyHr1g2fveUYm/I5yqvG79w/gvn3ljg/D5O1NixY9sjkcg9s2fPxuv1/lxERuqFrpEGMlpSh0XkVGAWsFZVD4rIJGAFcAdwDfBYJvKkReQrZWVlPz58+PAWYJ6qjuRKBRkVCAQmAXUjpYZ1IBDwAh/w+/1/zHRbRrJAIFAMTPX7/W9mui0JgUBgDlDu9/ufy9Dz/y/weCaee4hOw14ZNG0Tf0NdeW4RxZsXHOzrugb7giVtaVvh7ly3xlziK+zM5vfjc4CXGUJOu0Rd4m4v8kX6GakvfOeUcWPXnHdN09kvPNI+QMA+AAt74aT3LPglEbfl7izwRMa0hbzNpbnuzgJf6YtnLC9qGDcvP44VDPnG5roinbNCOZViidWd37k1v61oYZxYl4WVK1i5ioYtrBxQiaMhcRa+4cjotsSJdVq4Ehe6akffqgoqdNXF8eRF3dHmnCjlbm+opWlM91vucG5pR1Hnnor68vd15kf27Ju15cnXVj69/pw/X3O+FbOs5z7w52djKarHHQ6HXWvWrPml1+utWL169VdU1awueZIYTSPbZwLPJhaJUdX9qvob4D+Ae4BLh7tBIlJRXFz83ZKSEoAvmUD7mJQM9NMA5gKrM92Ikc7v97cC0UAgUHXMnYeBk0PeCTyfwWZkNNd4CDZi596nzVsPfOCKtx58/yXH3hOwg7UYaV6W/e2Hr1qx4YEPXJXO5xgGbwPVQ/kBdce0v0AboGPOloZ9N/7+t4MNtEteXTy54vGLk+vtL+IoZSXVE41HSlpDWEq4/HCwe8re1oaLV61pnrltlcQ8xT5XLNycFzr0/EVPfm9HadMLXd6e5qg3fPBQzb4/h3OCuxUNx4n39Hi6NivE7MokvZMlxfmnJMU0AhIHERSLmJWLVBUQLSmIyngvUuQK50ya0Fi4sqzNM2/v/HVro8VNb7VO3PHSzF2Vy0/ZeErVmmsffPbZ6x54pqyxdFDLvw+G1+uNlZaW/qKqqorKykq/iAx77W8jM0ZFsC0iOdgF4yud73vPS1W/BmwH/kNEhnvFwn9T1YJdu3Y9pqp/O/buJzenrN52J086owKBQDkQ8vv9J+uqdUO1BTg/041wvA/wOjnlmdLOyM2H7ssDpG2BmorZm9dVzN482Lsec4H96WpLQuXszRsqZm9+Pd3Pk2at2KPaKat1Hi3qGPRFYk7d+Kqc+oppSQ8dZAipP+Hyw8H6y594s/aKv/wkr7T5TZF4pCUnEmvqKpx+IOYp6C7o2FncVD63o7T1HcDlxjXmcEXd2pAvuB27LrfLOVTcqcstYlcjCQOaiMTjWBa4JUSOgCWK5YljSQyX28LKc6FSvWNyTU5HzuQJu6ZdUjeh8e2K7TOnf+Q/b/rC1b+7+vKL/3zxjZN3TS4Z7Hkdy6JFi9bt2LHjzcWLFxcA30/VcY2RLeuDbRGxnMVhXgXeD6CqcWdbYnnUD2Av1fx9kffO4k5TuxZNmjTpppycnGg8Hv+n4XjOUWIn8JFMNwJ7hH1HphuRLZxJiPcFAoFpx9w5/Zr8fn+m+24TIzMfuj91pHEC8OQlb+ybtOjN2mPvyXjslWXTPj+i6vS36k6gUspIchDIyFyXuiv/8vLev7v7fufb84Ahp574Gsbm5R+YOL7g8Njlkal717Wf/nYd07c/VpjfXX846ikMdebP7Cpqr4u5I3WK9lTWTrnGF8qZrBLrcqqSxKJEmrAvOtRe4l1cSjwCMWcBHADFRZw4cXKIeX1EyCVsZ4Djyp++Zfrn8nvy5rg1rM9dunrtmObS6sK24gW53bkl2+dsX1M/vr5t6rapZZO2Ti/L6co74WXXZ86cebvH44nPmzfvUyKStqpAxsiR9cF2IrB2LBWRaUnboiLiUtX9wD8BVwIfSnfZHef4t8bjcTl06NCtqrotnc83mjhB2/5AIJCxChdOOsT9fr//pF3h8zhFgAucZe0zIhAIfBB4J1PPn2QjKVgWfRjtx07FA+DBB685+5lnzh/OesAWdv74iJivkUUi2Bcow78yobPMO/YdnCacVR6T5dRV5k+654bL8o5SYq/iiYtX9tRNmP7quS/8T93S198B8NRPmBtvKT6lvqR9V0duz/5QXk9XOC/UWDd1zx+bqg4+0V3Yual1bONq0GjcirZFfZHmmDtyOCqRw3alEkSwvIpdccUOEAQLJYaHmB1iOzFAHIjH7FxwJD+YM+OzP7r5D95YZ9QtoR5P2FO09vy1W8Y2jC08+8lzPnTG45d8au4LZ52WaH9RU1nu+F1ThzzqXVNTU1tfX//oqaeeKsCtphTg6Jf1wXbSH+ndwEXAJcmzfFU15ny9E/gr8FXsUe50+tCMGTPOOnToUCPwvTQ/16jjTGpbnol0Euc5LyfNeayjkZO28SCQkcokgUAgB+j0+/0jIV96OyO//F+yKBDEqXARCvnyQiHfcNaWzsGe7GcMXRhY0vdBjQvh9fOr4v2MxMaaS3LCG+ccd76wr2Fs3uS7b7yqwC6bNwv7Ts57SMTjssLefCvscfW3vXPG9rc6Z2x/6/CZL+8Mj20KAjRN2f3aoYKuAyErFunI7T5ovT33Uy153Qf3zdq63qUujyvuyvEEc0tArKg72tJd3LZl8/LX/ruxuvZRQRQ7d1sVYmGJ9Fb/CuPWKG4Nkkvs3Qu8ekiq2W1h+SY0TLg2TjyS354/u6SpJLeuqq797cVv/XXzktcf2L5gfe/g2YI15y5Z9sRF111850evHmrQvXTp0j/W1dV1XXjhhWcDGa2aZqRf1gfbqqpOKskrwC+xl0N91201kd7crmuBKuDidLVHRPJcLte/u1wuotHoN1W1LV3PNcodxl7UYrjlAo9mON83a/n9/mbgcmd5++G20O/3j4i5EU7A/56RvhHuTWAawA03/OnJSy/927pj7J8qedjv2Z3D9Hyj0av0mSMQ3Vtd3PPSGVeG31wwte/OobXL5vQ8f87V8Y4CT99tgxK3hLjliuUGa7DnJ/QrOHl/+96b7rwvefXKZAXbZ8wr2D7jXfMFIiWtrbhiIWKWu6Mrv7olLp4NM7e9HHfHdUzD2DM9Qd/E3O68WVF3pMkVcZe5e3zFE7dPP8PT4ym063LHIxErXK9ozKWuvDixHnsEW8Spu00UJeaEP0LvgF1yzW68Ue9kT8RTVtRclBN3x3X98vV74nkdPWJFez8bNp6xdt3+6dtfLm4qP720vmJIwXZJSUmXZVm/mThxIj6f7ycikrKJmMbIk/XBdjJV/UfsF/63ndJ/icdjIuJ2cru/C3wjjTUuvzJu3LiJW7ZsWQ/8Jk3PMer5/f63gHqn/N6wcFJXPuj3+9O2dO9J4hGGOV85EAiczsgLbrOx+pACU4b5OUuxg0Xj+LUAZ5EUcLur97bmnP3Cw96F696zGI3vjLWbcs5b82frOEsfhioPde37u7sfDU4+sBs4au571f0fOG/Cg9ecc7TtjeevWd10/ppn3nUiy1/ds+fTv/7dvpvueuDQBWt+2T2u8blYbk+odkxr17aZ2+89NHnfQ+GccH3EFzqoLg3ltxeeFnFHunJ7CiZ0Frati3ojh0SFOPGeqDvSbAfT9uqToHEPIXWTiKyT4usk9jLwYgki7aXtPQCFrYXehWsXXj7v9Xm9q0oenlDX2VFR3+ghqi4d+tvPmWee+dSWLVv2r1ixYiLwz0M+gJE1RmywnagokjTJ8ahUNZ6UTvJ57JHrjyWuFEVEVDWRC/gMsF5VU36rWUQml5eXfz0nJwfgi4kUFuO4BRnelbZqgMeG8flGJb/f3wnkBQKBKcPxfE6OeAsjL2ALMoLfY49iK3bZveFqdwX2IjYmbevEvUbSPAGxFO+8jXVWP/XNXSWtIe+cLQ0n+HxLOEaJy1husDOW133UOxbByfvbu6v3HfXub+vSN/aJaDz3wMTqkteXLG1oLxr/5Cd+98jWpa//vrWicX1XUdtbXcUdGxsn1m5uGn/w9c6yls0qGhG1Sly4ct1RbyWIRkW7YnaVEjzEJY6dN2UvQ2mHGv08fbx1TOuLV/zhir/7zI8/870P3/7hb7lD7qKJuycuuPmWm3+w8uGVZwDM3jhjgcvT0XZ44sF+R+8H4na74xMmTPhFYWEhU6dO/WbyIKExuozIDwIRqQLWiUhOYpLjsX4msWCNU2LvW8A3gY84x9CkkextQIGIpGRVqD5uiUQiObt3775XVTOymMZo4vf7G4DXhmN0OxAIjMde2jvjq9aNEuuBBcfcKzUuAnQEpv5swa6wkY2Gq++mAv0uA24MWSf2yHbKytQNwI39WTpgmmT95Y+/ceiSJ09osau6yx//c8PKp148dPGTzx667IlHATac9/zWVR/9/V+2LHnjL76e3MqyQxU17cWtDaKW+6kP/zHQNKn2/pAn2DviHhcNC5YrDtEw7kiQnHgPedpFHkFcaL+xNuS35c8tPVy6Mq87b6632zvB2+0tL2wpPFXi4m0rbjsM0FraWr971u7VtdW1x5UyOn/+/I07d+586fTTT/cBtxzPMYyRb0QG29hvwIXAvXBkkuNgqeqPgPuwS8h91HkscQW+CPiTqvZd7vWEiMg5U6ZM+bDH4wlhT8I0UqOR4SkFeA7w1jA8z0nB7/fHgMcDgUDa6jdD7wI22/x+/750Ps9x2kD2lP9L1ohdUi7dE5SnAG8wDKX+TiJ7gFOH4XnO4xiB9mAVvX1qZdkLZ04/2vaeqoMdkeK2cKS0padnfH3vYkdqKZvPeHXPgRnbH9k/Y/uGUGFXd2Fr8YyFz1xwUU5P3tjWyoZXou5IQ8QdqrXiVh6o9niCu0J4wjEkYudvo1E8RJB4pE84pGjMwsoRp563C1eeS10FrWWt60J5odqcYE7u4hcWT6veWX3mlO1Tzp719qzjrj40b968X0cikdjy5ctvEJGzj/c4xsg14oJtEfkCcBnwWeACEfms8/gxR7f77PcP2Ckjfy8iPxCR00XkauwPkN+nuM0W8PPu7m6amppuUdXRUL91RPD7/SFgYyAQSMedCAACgcAM7EmRI6GKxajhlE5ckuY7EzeQxqXGT9AW0l/5KF2agHPTeHw3MJ3szGsfyaLY6VTpvKPixg7qU1KmsXDLKacUbJ113LXCn//Awy9uOmvtzk3L1+4M+ULNxYfLT9+y6PW/FjeMW+qKuktFxBPx9exXUCyJdY5pWxf29eyKoxE7BNJwGFfMBRrDUj1y8Rd34coB4mHCDYDXG/FWlR4qPTO3NXf2jI0zLpv7xtyrWkpbtjeOa3wn5A1FLnjsgkXzX5k/+cxnzpzjCXms3K7cQZVBnTRpUkNzc/N9U6dORUR+nrwwnzE6jMQObQO+p6qrgK8D/ykiE51JjoNJJ4k51Um6gB8AH8detOF9wDpVfa5Pbe5U+MTs2bMXtrS0HAR+nOJjn/T8fv/rwEXpKAUYCARcwAWYnNF0+QPQb43dE+UE8XtHaj10v9/fTfpHh9MlAjRgB1bpkA+YVLv0CGOvCJquz/cF2IuPpUTdVY8+V3v9fQ+c6HHUUmqn73h566I3frd5+Wt76qv3/a1lXMMTz1x//3cf+ofbvt1e2ri6a0zblr2nbn4i7tEpG+kAACAASURBVI4FY8R7FI1GiLREsXo6cXVGsSROvN1ZHr47TjymKF68FUAobIUPeeKecV71Vvi6fFOj0WiktKl0+sS9E88fv3d8xfTN06+ctnXagkm7J82/5KFLLrzi3iuuHmz7zzzzzAf279/fesUVVywC/u5Efx/GyDLigm1VvUtVg86Exzuwa2M/7GyLDVT8PbEtKZgWVd2mqv+lqj91FrdJKREpsizrh6FQiEgk8hUnyDdSbxuQjpW2ioA/jcB831HBCTjPDwQCKV10w7nwOt/v97+QyuOmwYi8EBikzdgLzaRaIfay7OZOUvo8j13GNNWmAYNZDXTQ4r5wPHqcVVH6Kq8fXzPm8NjxAKs/cu+qRz93x2/rZuxq6Snsiu6a/87Tb533whO+7ryCsDfcrO5YdxztsfAVRVx0xnBrGFc44o0cFsRVX1X/l6gvWhe1oo1x4t1RT7RZLe0R7PlfXvVWlHWUrchvzp+b050z9dT1p17rCXtKN8/d/OpL57/0+M5ZOzftnLlz/WDbXlBQEMrLy/tVUVER+fn5PxKRolT8ToyRYcQF29BbPUSdPOsvAVUiklgc5qhtdiZCjhGRRO7UcOQCfnvSpEnjdu3a9RL2KJ6RBn6/fyvQmcqVJQOBQCFwud/vN7XQ0+tRINV1t+djj7yOdEFgUClwI1Qb9hyaVMpj5FWOGW26sauFpDLg9mL/PR9M4TFTatVH/vDImmsfeObUl5fVnPXwlcuTt2047/mtB2buaCo+XF5zYNaO5/74lZ9+tnFC3WOCeNwxdzFYrs6c2M43z1h3W3th+0vbp9W9tW7ZutvUrcEds3f88nD54bW+qG8yvYvmaFTRmAdPuajkWFHLLVHxnrLhlCWX3n/pl2dunLmgpKmkZMlzS2YAWFGLhS8vrLGiRw+7li9fvmbr1q3bL7nkknHYhR6MUWJEBtuJyiLO/+/BLuf3LRFZnKiZ3d/PiUgZ8FvsOtsFycdJBxGZMXbs2C/F43GwS/2Z0dH0agKuTOHxxmHXhDbSyO/3B4GKQCAwKxXHc9JHOvx+/6BHjTJoI/ZCWtlqN/bofKouGKqw04rMqHb6vUpqL3KXMsACNiNB3B1TtZTC5tKSgrYx75mwGPNE43/95G9//9olT26I+iLx1y574tG20qan317+8vcaqw4+Eixu3/7mGet3NOZLw7wXz/1GNJrvqauqe7qssWxOSXPJ6c5y8AAIYsWJBwVxW1g5OeGcWe64u6y8vnyJJ+iprt5ZfVP1zuoLKw9WVud25bpvuOOGT53xzBlfOeepc04/Wvsty6KmpuaXlmUxa9asfxKRGen6XRnDa0QG2/14ELgdeADAKQf4nrar6mHsW1yvqGraVyOzLOs/IpGIZ//+/b9R1dfT/XwnO7/ffxh4xhmRPiGBQGASUOH3+0f0h8co8gqpWyzlUuyRu2ywnuysSJKshz6r8p6Acdi1vI3068a+sClPwbFysavrZMUqn2svf/yNv338nj/3t02tI2NiwfzuSKgg2NQ5trV93cpnnti87NUnZr+6dPqYxvLlUVekpbOovWPr3K3r4u54T9QT7Qj5QnuD3uA2Z1Q77sJViDPL0sLyCeLN7ck9LUJkTIiQSyPqGlc77gxf0OeOeWLdh6oOrVq/ZP2Wgdo+Z86c7Xv27Hlm/vz5bhH5SUp/MUbGZEWw7YwYfwfoFpFfJx5Pzt9OTJ5U1X9Q1buPdUwRuUBELjjeNonIRVOnTr1SRLqwa3obw6MduD4Fx5mPuZU9bJyc+OcDgcCyEzlOIBDIAV7NolU+twJjM92IE9SCPWfi+Jb2PmImsOnEm2MMwTZSkwZ0NnYKyajSWdIa2nDOC0+1jm1sq5+yt3X7gvW1209fv3vbknW3bzjv+f+evW7xZYVNFWVRdzTojrqLPRHPOE/UUxzKCe1WNKj0LpanAB10hDvosEKE6KZbosHo6d093SXjt4yvilrR6J7qPZuq36ye5uvyDTjxeNGiRXe2traGL7jggqtEZGXafxFG2mVFsA2gqo3Y5QA/LiLXqGrcydEucLYPdbXGXOCXx7Nsu4h4LMv62eHDh2lpafmeqtYP9RjG8XHK8710IuXknNrPq/1+f0pKVxmD40yWnB0IBE4kaPsQ0JqiJqWd3++PMPKWkT8eXdi16I+XC5iISR8ZbnHs9QOmnMAx3NiTZUfl++X8589ZOe/5s89KfN9d1BF+9ZJV6zcve233pjPWPrr+7LXv/Onv//THntyeA1HiwbiAxMVqLWt9uW5C3f1RiTbGiYfixLvzyXcJElNUPXiIE/dFI9Epc5+a++OcfTlXV22ouqzmjZpPTF0/dcpAbaqsrGwJBoN/KC8vx+fz3TqYlbSNkS1rgm0AVV0D/BvwfwAicjnwdREZclqBqv4Vu3zRPxxHUz47Z86cOd3d3buAnx/HzxsnwO/3bwbe75TtGxJnae8lfr/fVI3JjLuB41qS2Om7jU4OeDYZDQFmGNjL8X9mlAPPpqw1xlCEgBkcX99ZwHJGbi37E/bGhc88se59q99ThjLujun2BetrQ85y96svW/3bjhx3Y0uOq37D0g2/ai9p31NbU/tWT37P3qgn2tRe0P6mhUUhhZJHXuKue9xZFMcdJlzoa/WdE3aFD8fcsci016dNLt9bftSc+jPPPPORAwcONF155ZWzsQcajSyWNcF2Ulk/P3BIRELAB4F/VdWO4zzsPwHfEJFBLzwhIuWWZf1rW1sb4XD4n1K9EqUxaK8Ac47j5yqAe1LcFmOQnJUl5wcCgYqh/JxT6u9Kv9//RnpallZNpKcM23DbiT1JbqiKsVMZzEqRmbOa46t3Pxk7FWXUOlS9r605aWXKZNM2zJtw5e2f+lh57YTCvTP2tjx35RM/f/GKJ/7rpRUvvfPnj/75sVfOe2XzgakHVgtCuCDc0O3r3iaI5cOHC5fmkCPWu8MsV15n3sL5j8+/ZfbTsz926jOnnjdp06RxABJ/d1Xj3NzcSHFx8W0ul4uSkpLvOwUgjCyVNcF2otKHiJyHHTB9UFVvSlqG/XiOuQU78Pr+EH4sMG3atOL9+/c/halkkTF+v38PYA1lsmQgECgBznFWpTQy5zGGnv97KvaKjNnoDaA6041IkQPYAdhQuAAzgTyzotivofwh/EziAjEbSmymRdeYtu6OktYDwfyuEMC+2Vsb983e2pjYHvVE489d9Nza3TN231/SVLLMre68CJGDQNSDpyuffAooIDngtrB8FlZuXjBvScXeik8ufWDpv856flbNyjtWfnLyhsmVc5+eO8cVcVkAixcvfmXHjh1vX3rppWOAwDCfvpFCWRNsA4jIpcDlwHRV/UuKDvuvwNUictRyPEnPP7e8vPyzXV1dceAfTam/jNuN/fcwWPnYNZ+NDHLy7icHAoG5g9nfmRSZSB/KRqOhIklCIp1gsBdLU7AniI7KfN8s8yqQM4T9FwOH0tSWrFA/ZW/rs9c9sLqruO2og3qVtZXFZU1lp9RNrHu8J6dn/9aFW+/cMnfLT3vyezZHibbkkadevPECCnC/e0FWASxX3DX+tKdP+563zTuh7EDZ+KotVecWNRblgV0KcNasWbd3dnbqvHnzPisi6VhkyhgGWRVsA2tU9auqmrIJUqraAnwXuPVYq1NalnUrYB08ePAXqroxVW0wjo9Ttu+xQCBwzGoPgUBgOjDN5GqPGC8z+BrAVwDZPAm5DijIdCNSqAV7wZTByCV770iMNiFgPPCe+tP9KMK+G5Ft8yOG3a5TdjU9dt1jdz708YceffATD/7Xs5c++6or7nIL4sVDpyCRPPIieeRFffgQ3htmuHAV5HXnLa15rebrGlKfxI7sM3PmzL319fWPz5kzx+VyuQaMU4yRK6uCbVVNV23d/8POZ7t2gH2unj59+gXhcLgV8KepHcbQBYFrnJzegUzGXsLYGAGcUoDrA4HAgOU3A4HAGOAZv9/fNDwtSz3nXEdT6lIHdoWLvGPsNxf77pMxcmzCrnV+LMsZXX+zadU8tjmoltJa2toT9UTj75z+ztt7Zu15rKOoY1N3bvfmiCeyc+ucrT9VtLmYYnLIec9dcUWJEs3Jbc+94Oxfnf2/M5+aOcvb7XUDLFu27Hf19fXdF1988fuAq4b9BI0TllXBdro4ZQO/CPy7iLxnIpOI5Hg8np/W1tbS3t7+HWfxHGMEcMr3PckAt7Wd2s6v+/1+M0FrBPH7/Z3AOKfKyNF8ELvsXLbrgX6GtLJXD3DmANst7DsXPcPTHGOQFNiOXfP8aNzAm5gJrcdtz4w9zU9d9dQr93763jvu/sLdgd/94+++/dxVz62Nl8dfs7A6BemiT2pVYsQ7SlQ66Rxzygun/GjZ3cuuL9pbVFRWVtYB3JObm0tRUdGtIuLLwGnZ7RT5qohc6/z7qojUZOIY2cYE2w5VfRZ4DfjnfjZ/afbs2VMjkcg7wC+HtWHGMfn9/r3ADf3Vb3bKA55iVoocmfx+/584SlUZJwh/aZRMaN3M4G7fZ4so9jkd7TNkMvDC8DXHGIIgds3z/i7+XMC5QGM/24whCuWEYj15PbGevJ5YKCcUe2fBO0/Wzqy9Uwv1bctjbROkLU68d1VOCysxwk0rrZbUyYdO+81p/zP797NXnDf/vFX79++vveKKK6qBL2XifERkFfCUqt7v/PsxcN9QguVUHCMbmWD73b4CfElEJiYeEJHxIvKthoYGwuHwl1TVTPQZmZ4C+nuxTgPuGua2GENTHQgEJiY/EAgELOAGv98/WvJ9X2foVTxGulrswKxv0FZO9q+aOdo9g52/3Vcl9oReIw1eP+v1HY985JEn7/ryXT965bpXfvL2NW9/Y9XnVn26o6Tj6TjxbkHoSrqRFyeOhVVUsq3kcwt/s/Azk8sm/6qnp4fKysrvisiwXryLyLUAqrquz6YfArcN1zGylQm2k6jqHuAXwI+SHv7BnDlzCurr6x9R1VWZaZlxLH6/vxYoDgQCvbVknYmT85ycWWPkepz3BmwzgBcz0JZ02czgcmWzzRb6r7SSjfXQTzZTgOTSqfnOv+aMtOYks3vm7sPvnP5Obdu4tu66WXVr2iranuwu737C5/O9mkeegj3SbWERJeqKtEdWXPP4NV+vfLVy58UXX5wH/GCYm3wz0DdIxnlshYgMpo57Ko6RlUyw/V4/As4XkTNFZElpaeknGhsbo8CXM90w45g2AiuTvncDqSoRaaSJk3dfEQgEFgMEAoF8oMjv9+/KbMtSxyl3OBqWbe+rHnuiZCKHdAZ2rrbJ9x35XoN31aI7HXuVUGOYrb9k/YZV/2/Vb574hyd+sfaTa38eq4w9VEBB76TwKFFi9tuH58wDZ9ace+e5unTJ0k+KyGCrAqXCYuyFrd5FVXclbR+OY2QlE2z3oaqdwNeBWy3L+i+fz0dDQ8NPVXVHpttmDMwp6/dEIBCYFAgETgVm+P1+M0ErC/j9/tc5MmHoMuxJXKPNaMg9789BjnxIRunnw9QYkSLYdyUmYaf+rGP0/o1mjbbKtq5Vn11155ovrPl8aEboP6NEu124NEIEsFNLQoS47rXr+Bgfe2gYSwEWM/Bdj8HkXKfiGFlJzLos7yUiFhAbO3Ys3d3ddHWNhmIIJwcRYe7cuTQ1NXHw4MFMN8cYAp/PR3V1NXv27CEcPu6FYUesBQsWMHHiRI71npv47Bxov1R+vp7IsRJttCyLgoICOjs7icfj72n70c4l+fHB7DOc+x2tfSJyzGOo6oD9mHhssPsd7/dHO4fk74uKiigqKqK2tpZ4/L03JIbynENtz1B/JtXHG2ifESMOCzoWcN2h6+ihhyhRGp35q4qyhS38Sn+V1oDbSe9oAa5T1fv72a7A15zJjmk7RjYbqOTWSa+pqYnTTjuN/fv3M27cOHw+Hzt27GD69Om0trYSjUYpLy9nz549VFVV4XK52LNnDzU1NTQ32xdvpaWl7Nq1iylTphCLxaitrWXKlCk0NTXhdrspLi7uPWYoFKKhoYFJkyZx6NAhnDI/vduDwSDNzc1UVVVRV1dHYWEhBQUFvds7Ozvp6Ohg/Pjx1NbWUlpaSm5ubu/29vZ2gsEgFRUVo/qc9u/fT1dXF3Pnzh015zQa+6nvOYXDYXbv3o3P56OmpmZUnFNyPwWDQXbt2jWqzmnixIlYlsWuXbvwer0UFBRgWRalpaXs3r2b6upq4vE4Bw8epLq6msOHD+N2uxkzZgy7d++mpqaGUChEU1MTEydOpKGhgdzcXAoLC3u39/T00NraSmVlJQ0NDRQUFJCfn8+ePXuYOnUqXV1ddHV1MW7cOA4dOkRxcTE5OTns2bOHKVOm0NnZSSgUory8nLq6OsrKyvD5fOzdu5fq6mo6OjqIRqOUlpZSW1tLRUUFLpeL2tpaJk2aRFtbGyLCmDFjOHDgABMmTCAej9PQ0EBVVRWtra243W4KCgo4cOAAkyZNIhwO09LSQmVlJc3Nzfh8PvLz86mtrWXixImEw2Ha29sZO3Yshw8fJj8/n9zc3N7twWCQ7u5uysrKOHz4MIWFhfh8Pg4ePMiECRPo7u4mHA5TUlJCY2MjJSUleDyed22PxWIUFRXR0NBAWVkZLpeLhoYGKisr6ejoQEQoLCyktraWYDBIUVERzc3NjB07ls7OTlwuF/n5+Rw6dIiKigqi0Sjt7e2UlZXR3t6O1+slNze3d3skEqGrq4uSkhLa29vx+Xzk5OTQ2NjIuHHjCIVC9PT0MGbMGNra2sjLy8Pr9dLU1ER5eTmhUIhIJEJhYSGtra0UFhbidrs5fPgw5eXlBINB4vE4+fn5tLa2UlRUhGVZtLS0UFpaSk+PfRMzLy+P5uZmSkpKiMfjdHR0UFxcTDAYxLIscnJyen8mFovR3d1NUVERXV1deDwevF4vra2tFBcXE41G6enpoaCggK6uLrxeLx6Ph9bWVkpKSgiHw4TDYQoKCujo6CA3Nxe3201LS0vv9kgkQn5+Ph0dHeTl5eFyuXqPHwqFiMfj5Obm0t7eTkFBASJCe3s7Y8aM6T0nV46L37T9huLCYub9cV7v8u/q/OcEqsdNVY8VrJceY3srUDYMx8haJtjuXy5Qp6pPvv322zepqsk/zBIicgHwa2DOW2+9ZVY/yyIi8p+AOxwOfy7TbTEGT0RygE3BYPDm1tbWpzLdHmPwRGQ58AAwy0mhNEa6P9hf5sm8O6uounAzm89NynlOl2NNmi0GjrX+SCqOkbVMsN2/rwHPquonMt0QY/BExA38HPiKqppAO4uIyKnADcDsTLfFGLIvAW+rqgm0s4iTLnkr8A0TaGcXEZkOXP42b89V1bp0P5+qtg4i3aw13cfIZibY7kNEpgCfx56ZbWSXv8fOCXsg0w0xBs+Z4PMz4HuqmrXLsp+MRGQC9kJgyzPdFmPIPup8vSejrTCOx0+AnwxHoJ1kFwNPYBzM6HoqjpGVTLD9Xj8GblXV/ZluiDF4IlICBICLdUTPdjH6cSX2ina/yHRDjCH7AfB/plpTdhGRAuyFRD5o0iSzi4isAOYCHx7mp15HPznViZUfB3lnKxXHyEom2E4iIucBy4BPZLgpxtD5gYdU1ax+lkVExAf8FPi8qkYy3R5j8ERkKXARMCvTbTGG7BvA06q6NtMNMQYvKVXyy6o63GVt/4T9d9PXCuwVnIfrGFnJ1Nl2iIgLO3/tq6ranen2GIMnIrOBG4HvZLotxpB9Edisqn/LdEOMwXNSf24FvqWqHZlujzF4zijiZ+k/6DFGtpuBQ8DDw/3ETrm+ZmdkvW+bbu67v4jcJyKfOZFjjCZmZPuIm4AO4N5MN8QYvKR83x+oamOm22MMnohUAl8Fzsx0W4wh+wjgAe7MdEOMIft34KeqWpvphhiDJyKl2HdwL8xUqqSqrhSRWxJpH8A07LrZ/eVaL6SfHOwhHmPUMIva0FtsfQtwmaquy3R7jMETkcuB/wDmqeroWwllFBORXwHNqvqVTLfFGDwn33cLcL2qvpTp9hiDl1wa1VRsyi5OaVSXqn4+020xhs6MbNu+AzxqAu3sIiJe7FHtL5pAO7uIyGLsZdlPyXRbjCH7GrDGBNrZJSnf959NoJ1dnNKoH8aURs1aJti2bQBMzmj28QI/U9XHM90QY8i6gU+palumG2IM2Sbg9kw3whgyD3Ab8GCmG2IMWRj4tKqO2kVfRjuTRmIYhmEYhmEYaWKqkRiGYRiGYRhGmphg2zAMwzAMwzDSxATbhmEYhmEYhpEmJtg2DMMwDMMwjDQxwbZhGIZhGIZhpIkJtg3DMAzDMAwjTUywbRiGYRiGYRhpYoJtwzAMwzAMw0iTURdsi8ioO6eTgem37GX6LnuZvstepu+yh4h4Mt0GI7NGzQqSIvIBoBIoAh4CdqpqNLOtMo7F9Fv2Mn2XvUzfZS/Td9lHRM4HPgfcBZwObFPVezPaKGNYZf2VsYi4ReSzwD8B24CfOJs+KSKnZ65lxkBMv2Uv03fZy/Rd9jJ9l71U9VngHwHB7r9qABGRDDbLGEZZH2wDnwf+Hvidqj6lqlFV3aqqdwCfFZGCDLfP6J/pt+xl+i57mb7LXqbvslAioFbVWqAA8KnqvzuPjY7UAuOYRkOw/R3gWeBeABFxOV9LgHKgMGMtMwZi+i17mb7LXqbvspfpuyyUCKhFJB/4BvC/zvfuTLbLGF5ZHWyLyDcBBe5W1cMAqhpzNncAE4GzMtQ84yhMv2Uv03fZy/Rd9jJ9NyqsAGYDfuf72AD7GqNM1k6QFJFyYCtwJ/AtVQ06j7tUNebksK0DxqhqRwabaiQx/Za9TN9lL9N32cv0XfZzqpE8A2xX1ZtExD3YSa0iIibdJPtl822M67Dbf2/izaePbwIvAeGBDpKUT2X+mIdHSvotmXkzGjYp7ztj2KS070TEUtV4CttnHF2qPut6+8y8Zw67s5x/H3K+H9Rrp0+fFQGd5nWXnbI5jeTLwH3ApsQDzh9mTEQqgWuBRzjGrRp1iMj7ReRmEVmYyIUz0iIl/Sa2KhG5DviaiFwiIr50NtxITd8ZGZHSvksKAKabGsJpl6rPukSfXQ98VUTeZ/ou/Zx66F8GHlXVg84diQED5qRBwLiI1IjIg8BHgBtEZKbpt+yTlSPbInIGkI/9x5t82yxRRucfgUPAi0e7VZO4YhSRucDHgenYdTDHAFeJSI+qPp62kzgJpajfXE6u4vVAJ7BFVe8TkUuAX4vIq8B/mlGb1EpF3w3iOQTIOcronXGcUt13IrIYeB92veDVQL6I7AceU9WelDb+JJfiz7qrsetzB1X1FhE5F/CLyDbgD6oaSd+ZnNROBy4D5jnfD+azSQAVkY8CVwPvqOovAURkDvB5EflfVTV3EbNEto5snwm8AuyE3lFOca7084EvAH8F3klsT/5hZ9+4M4J9K1AFfFlV61R1i6o+BEx0AnEjdU6o38CeFOT02w+BYlV923n8CeDvOHK7zkitE+67vpL3EZGbgMeAb6Wh7Se7lPWdiCwB7gc8wPdV9Q5V/TkQxL7DVJbeUznppOI9M+48/j7gVVW9y3n8OVX9Nvag2yXDcjYnp3/EvhjaNJj0q6SLowrg+8Ae4MfONlHVd7BThr6Q5nYbKZStwXYL9pXfJujNt06kfnwT6AbuVNWWpO3JEuf9VewR7d+q6q7EG5mzrRo4J32ncFI60X5LOBU4DOQmHnDeoKLYq6p9zdxmS7lU9V0yS0TGicgN2LfC48CvwCz2kGIn1HfilCgTkY9j988LqvpvqvqOHFkyfAvwFeDCNJ/LyeaEX3fO3UDFrvF8lvNY8mfdy8A5ImJKB6aQiFgicgr2XdhvJh4ewiG+B3RhV6BpdwJtdfptL3a5RyNLZGuwXQoccv7wvACqGhWRXOCLwP8Ab8CAo6Nu7GD7HuCFfp5jO3apHiN1TqjfElT1LWA5R+rNJo8WvAmcZW6JplxK+i6xTUQmApcCk4Ae7JSgF1V1t3NskwaUOif6fplIT/gh0Ih9NzCxLTFq2gl8U80S1Kl2wq87PVIicBzwMef/LY4E7T3Y75mmkkkKiMhp0JsjfzP20uwvJO5IHOvnndfUFOCTwG04dy2cv4HEhdMpmPgkq2RrsP2/wF4RyU3kLDm3XH6OndvkV9UuGPBD+9vYI2n3q2p30r6J38nngF1pPIeTUSr6rTdvW1XbnX2Tb8udhX3b1UitlPQdkCsiM4CzgWdV9Q1gDnZawhPOcc2odmodd98lXRx9BhiPXb6sQEQ+LSJni0i52hqA/xrGczpZnPDrLuku33eAGSKy0nn/TFxEfR1n4MI4Mc7rZbqI/E5Efo0dR9zsbD7m3dakO0Xfxh69/pu+Oxc/8Vn399jpQ0aWyNZgO4g9Gv0BsWdUlwJ/ALzAZ+DI6loDuBn4PXb9UpyfSczwngIsAR5NfdNPaqnot+SRmuRgwCUi12AHcY+loe0nuxPuO2fE5zLsVJ8nVbVTROYDi4CNqvommFHtNDjuvkvqi69hj4CuA9Zgp5O0Ax8XkXF99jVS54Rfd6oaEbtWdwzYD/yv2FW3pojI57DvVvx3Ok/iZOFceP4Ze1T6DewY6xIRKdVBTGZ0RrXdwA3AXdj52sCRdCARORuYBTydjnMw0iNrF7WB3kBrIfYtlWY9SvWQpFynxCIA12P/Ib9PVV9K2i+x/R7sYPtcVT00DKdyUhlqvx3jOInJrv8fdnmltcBNidEeI7WG0nfQe+tzHDAFKFDVZ/rs91XsC6QfqepLx+pz4/gdx/ul20lZuBZ75PNz6lRESNr3x8Dbqnp3utt/MjuOvkt8XQ6cgT0H6d+x7/zdAWwDrgJCqto8LCdxEnIuhC4GzgPuUtVNA+3rxB9fAL4LnKf2ZMjE9sTEyaexBywuUidX3xj5sjrYPpqkP9piVW3tZ/vfsEdlPpVIRUh6cyoGDmDnwn3dfPAPn2P1m7OP8Uoq0gAAIABJREFUBe+u8wt8HrgJO5f0FhNoD7+B+k5EVgDvx66EcGfS4zOAHwB7VPUrw9tiI2EQ75cvYY+KfkxV9/S5kLoJuAD4OzWLbQy7Y7zuvNhzku5R1UeSHv8sdsrPJapqRkeHSdLFq8e527AcQFXX9tlvFVALfFFV25zHEv08C/vu0g9V9fvDfQ7G8cvWNJIBJaUZ3C4iAREpSGwTkRogD3guEWg7Erfivo09w/tBE2gPr4H6LWmfuHN1f4aI3Ab8C1APLFTV75pAOzMG6jtVfQr4D6BSRP5HRG50Np2FfTv8KTC52plyjPfLyUAOsFpV9zj7J89tuQAYZwLtzOiv75Lyfi/GHgV/BHqrY1jYdym2Av8sIh7zuhseidxrPTJ5/w7sxYXGJvYRO4W1G3gpEWj38QOgDjuVyMgiWbmozWA4V/Vd2B/mfQOwIE6udtIoTdTJlfoH7BnArw9fa42E/vot6a7DGOxbqfOwF3r4PfCKmoU0RoSBXnOqugu4RUSqgMtF5G5gNrBBVf/m7GMubjNkgL7rwB6I6Pt+majo9EHsEmVGhvTtu6TX0SeAPzn7JFdsahaRf8Ee9a5KXEQZw+5yYJ6qNkLva6sWu6TfbucxC/utMbFa6Pux50+Y4g1ZZtQG285khE86t2406c2mGTt/NBFMW0mjA9/Brt/8Cx1EiR4j9fr2m/Nwudj1SudhTxi5T1UPZqqNRv/6ec315l8nBWm12KNwpdjlGyeJPUnrDyb/MHMGeL+MYtdnXuPs6sKuiKDYVSwimIlaGTVA3z0GVDi7WRypZAF2Obk1DK3us5FCqroP2Jf0vToXsEGcuuo4c5Kc//8v7LjlTjMwkX1GZRpJsqRbN3En76kV+DVQ5jwec26vnQZ8A/iCqm7JXIsNeFdtX4BzsT8Y/h8QAtqdN6VeYlauGzGSXnO9gXZy6oHYi2csxi5d9WHgIPaKaEaG9Xm/tNSuvXw79h0lVDXqbBuHvU7BL7BzSI0MS+4756EngDHJ25KEsSdJNgxbA41jUtUg9p31FXKkOppPRD6CnRb0QbXLbBpZZlROkDwWEVmIPTv4VVV9UUQ+gV2SrFNVb8po44x+iYgPO9j+MbAB+4LpUey7M2OBsKpuyFwLjWMRkQ9hp//MAK4G/kXNIigjnjOR9UvY9ev/gD0Z+WrstIVL1SwgNWKJyPnAjdiDFQ+oalBELgJOA3YkT5w0RgZnIGkedppdG3A+do37R1T1TxlsmnECTspgG3pva8/EfiNqAZ7FrvVrPjhGMLFLKV0P/BJ7VKYVe5LkKh1EHVMjc5z8w5XYeaRFwNmaVHrTGLmcvluGfSeiEzvwXq1m1cERz+m704FrsFdGngQ8Dqw36Qgjl9Nvc4EmoElVQxluknECTtpg28huzsXSRcD/U9VrMt0eY/CcvjsH+0L3blV9IcNNMoyTgtgrUQYz3Q7DONmYYNswjIxJ1I/NdDsMwzAMI11MsG0YhmEYhmEYaTLqq5EYhmEYhmEYRqaYYNswDMMwDMMw0sQE24ZhGIZhGIaRJibYNgzDMAzDMIw0McG2YRiGYRiGYaSJCbYNwzAMwzAMI01MsG0YhmEYhmEYaWKCbcMwDMMwDMNIExNsG4ZhGIZhGEaamGDbMAzDMAzDMNLEBNuGYRiGYRiGkSbuTDfAMAxjtBGRzwCLgJ3ANFW9OcNNMgzDMDLEjGwbhmGkkBNoX+cE2LuAz4jIigw3a0hEZJWIvJHpdhiGYYwGJtg2DMNIrduAWwBU9X7gZlV9KrNNOkJEvjqI3Wqcf4ZhGMYJMmkkhmEYKSIiiQD19cRjqnp7hppzNNOOtYOqThOR4uFojGEYxmhnRrYNwzBSpwZAVVsz3ZABDCqlZYSfg2EYRtYwwbZhGMZJQkSuxaSHGIZhDCuTRmIYhjHKOSkhK4D7Mt0WwzCMk40Jtg3DyGpOnvTNwEJgMfBpZ2Ji8j47gV2qujJNbVgBfA0odb5flbT508ADQDFQqqolSSPMS4BVffO6+4xATwPeGCj32/kdfA271CBAmXPcxMTMzwArsauj1PRp3zpV/VrSsVZxZIJkSX/pJEm/853OefV9vkSA/7SzvUZVRUQWciSNZRrQmvzchmEYo5GoaqbbYBiGccJE5D7gWuD2vnWtnWC7Brsk3/39/XyK2rACWEWfIDUpGL4euA5AVZ9KlNdT1UVJ+34GuLfPz9+HHbD27tfnOW8DVqrqrqTHFzo/c3/SY9cC96mqDHAOxcA3gK/2PY+kY9zc98JFRG6jT/DsHOsWjgT7xX3aswr7IsjUITcMY9QyOduGYYwWtzlfF/ezLREYrhumtryLEwSv4sgob2IE+DrnX7LbsIPyZJ8GFjqBeC8nmL0PuCU50HZ8A6cE4RDb2uq09T2ci4b7+mkzTsC8wgnGk4+VSF1Z2c+Fzn3YgbhhGMaoZYJtwzBGhaQAdmE/m5uxR1D7BqSZ0NsGVd3VZzS6GGjFDspJ2q/V+bm+ZfsS9byPlmKS6ooitwFPDVCp5DbgjqNse62fx5qh97wNwzBGJZOzbRjGaNIKFItIcZ+A8BvYaRwjwetH2+C0ueQom98ThGPnP/d7AaGq7xl9ToEVwI8H2L4L+/e/UFX73kXo766CKS9oGMaoZ0a2DcMYTRKBZ295O2fUdGE6c7WHYrD1q0WkWEQ+IyJfddJHinEmYCap4SjBdqolLdhzeIDdmp2v/aXyNPfzmGEYxqhnRrYNwxhNEgFdDUdGUu+gnxzjkcqZ2HgH9gj4bYkRYhHJ9CTCoaR6mLQQwzAMhxnZNgxjNEmMGidK8N0C/DBbVkN0Au03gD+p6s39pGL0tYsTXKRGRFY4zzugpLaUDbBbYuQ9IxNRDcMwRiIzsm0YxmiSGNkudqpi7BwoYE2qZ70Lu+b1bRmeRPkN7PJ5/eVF944WOykdNcBTDFDNI5H6kcJzWsfAy70nqr4cNS/dMAzjZGNGtg3DGE0Si7p8CFhyjIVgErWrf6yq9zv1oTOdqrGQfnKwnbzzGv7/9u4nt41ly/P47wAPPaka8No1aqAHTY9rIvsChZo+GXgLkK5XcKUNVEnwsEcGvQPprsBXWkA3pLuCa2kH5ujh1eRZEroH1ajqquhBnJSCyUgyk2QymcnvByBskUxm5L+TJyMjIl8S7uLfc//8rOL3TkuJ9tS/n9aGN2n3XQxBWFWbXozB3Ys7CQCwDSTbAIakSPIeFj2Z0JPTg7QG2d/7sqFylDsyPr+3ZJi7a8VktvydE8VRQIokdyzpqye17yV99IfbPEsesPPMa/mniklxoTxyS+Vy+PSnkq7KZfSH2txmLnCK7+XWyaLPAGAQeIIkgMHwBPN42RMJ/YmS94rJdZHo3a7T3MKfhvhOMYF8UmxKca6Y3F4ln039Va51Ln7nTDGBvtfL49CLBLZ4QMxVmtQmT6h80stoIbe5JjT+3Qv//e+SrktjfafLMfXPzzO/cZrM67Wk30tPhyweuJP+1n0I4XjRZ+XyAkDfkWwD2Cue6D1KelujAyIAAGuhGQmAvZI0mZhrOsGTDAEAm0ayDWAf3ar0WHcfmST3MBYAAFZGMxIAe8drsCeKY1oX1mqzDQBADsk2AAAA0BKakQAAAAAtIdkGAAAAWkKyDQAAALSEZBsAAABoCck2AAAA0BKSbQAAAKAlJNsAAABAS0i2AQAAgJaQbAMAAAAtIdkGAAAAWkKyDQAAALSEZBsAAABoCck2AAAA0BKSbQAAAKAlJNsAAABAS0i2AQAAgJaQbAMAAAAtIdkGAAAAWkKyDQAAALSEZBsAAABoCck2AAAA0BKSbQAAAKAlJNsAAABAS0i2AQAAgJaQbAMAAAAtIdkGAAAAWkKyDQAAALSEZBsAAABoCck2AAAA0BKSbaAnzGzcxncBAO0ifu83km2gBzz4HpbeG5nZmZkdmdmJmR0kHx8SsAGge8RvkGwD/XAeQrgs/jCzkaTfQgifQwjX/vbH4nP/7umWywgAmEf83nMWQui6DAAWMLMTSdMQwm3y3oWku3IADyE8JX8fSDoMIXzeaoEBAJKI34hItoEdZ2Y3IYT3pfeCpDchhGnTaQEA20H8hiT9oesCAKjmtxvL7xVt+cZe+/FK0qiiBuTJzMbLgjoAYLOI3yjQZhvYbe8k3Zfee+44E0K4Lm5FmtkkM/3vkg4y7wMA2kX8hiRqtjeGq8/FWD/VvE1fUQNyXVpPI0nfS5M8+L9fk/duJd1JOi9990mx5gSAiEXLsH6aIX6jDmq2N8DMjvRysCFv5Oup18xsbGZXZnazieUxs0NJX71X+mdJ5d/MBdqpJKWdaRSDcva2pdg3AUnE6poGEatziN/oCsn2mrzN1TiEUL5VpGQMzSP//1bGzTSzQzP7to15+fyWLqevn6KN2k7wwPvoAbMWr7X4WfH24Ca251gefCs8SHpdKsOTvC1f8vYo+Uyl96mlwt5bFKv9852Lm13McxdjdQ7xG31Csr2+Sa5jg5ndSLr1NlnX/p2rNgOqmV34kEIH2kwgqTPP2svpn+XapXXlQTGQPeQ+9NuDczwgfs19toJf5eOr+smtHGynytdsfNLsQxI+aP4WpBQDffk3gX1UFat3Om52Mc8djNU5xG/0Bsn2Gvxgvsq8fyQ91xCkPkm6aKs8IYTTEMKpYvuv1q24nFdVQXDbQghPIYS3FXcltlKr44H/k6+TV+m4q/75vTIJgJ8MiyeQnUn6XtGb/SAd3xXYR1WxWupN3OxinjsTq3OI3+gTOkiu51TSHyvez92qvFd8DOvM4PU9tspy/qrYEeRyfrKd8kHSVm4p+zpatD6muXW57GEH3v6PW5BAdazuQhfnhyHH6hziN3YKNdsr8gPhoSIovlPmQE96Kb9rs2xb1Hg5fX1Nd7U9oJmNvJbirOuyJCaSVqlhOlGLd1KAPlgSq7vQxflhcLE6h/iNXUWyvbqfJN1UfDZSRTsyV6tdnpl9qxh7szUN57nqct5otr3aSsxs4h1kgrdHlJkdmNmdv3dXnCiSzjTBe6OP/PNHv41XOJH0VrGd3GnRnrOq57rP78jMThZ9b8lyHPq0k+S24jM/IZY71Cz7zbGkp6rOYMAeWRSrN2JLcbOLeW4kVucQvxf+JvF7YGhGsrr3ylx1Wn7onrK6Q/nca0u3wprOc83lvFe8rbmWEMK5B+nnR9p6cHprZo+SzotgFUKYmtkfJR0mt+/eWmn0geIzM3sn6aLcBq/ktWI7vWufZiTp0cx+qFuL5ifLg6L8/htXZjZzmzGEcOk1NnVv6R4uKTuwL7KxesO2ETe7mOdGYnUO8Xsh4vfAkGyvrmrIn2UD0D+pNBRQlRDCcdNCravBPNdZzqlKNSkepD4qnjxGPv1XxWBY2UEkhHBrZk9mdlQEzWQex5rt9DTOtJNbp03cYQjhuQd5COHJzKaKNUHX1ZNFHqiPQghv0jIq3tKd65neJPgSqIFny4ZnW9uW4mYX89xYrM4hfucRv4eHZHt1VbflFt2qK6YrP1Gqj9ZZzgfN16T8IunntEbBzO4Ue8sv86tih5iihmKsWJM10WytTO6ks047ztzwUbWe+OW3R89UqjXympwf1igTgFnLmlBsUxfnh12K1TnEbwwebbZX9yp3q6nm7add6aizsnWW06ctt187yPxmbtzRnAvNPrmruAU3LdrgFZ2kav5eXetsx48SNRjAFmRjdRe6OD/sWKzOIX5j8Ei217CgLdzcrbfM50Ow0nL6eisHurknlvktyaXrymsTngNz4otijYkk/VS6TdlIReeWdWqgDrWlcX2BfVez3fK2dHF+2IlYnUP8xj4g2V7dg6pvN90r0wauOOAHNEj9OstZDsyfJd0VPcKLk2OD3tjXir3Px3q5PXip2RqTdWy6R/5I+XFvZ/i6+Oavx+T/V8l3xt6bvuhVv5Wn4AE9sShWd6GL88MuxeqcQcZv6Tk+35TeuyvWW50Yj/4j2V5d1WNYpXhFnju4h3Y1vOpyjlW6JegdVU4VO5dcKfYKbzKCwIXP9zTpwf4k6d6HYmpa61Juq7jpmrHK8vhQUkfJifCNd8I5L/5fdI7yGqbzEMKl1/wsq8EC9s2iWN2FLs4PuxSrcwYXv5O3jtLve1wfe4fMpTEew0CyvbrKpMaTngczKwe3UzUYRsnHE11lMPyVa3GazHON5cyODuAJ49sQgin2RD9pUJZp7jcVg/jHBTU3VUH4RtKPS2ab68E/WvCbqYkyJz8P0uNi3SbDUh0p36HnStKNB/hDn2ZIF3TAuupegO563OxinhuP1RXlG2L8LrzX7Djv6QVOnRiPAWA0ktXdKB5E2XZkIYT3Psh9EeTfSDpOnthVx4EaXNH7UERjeRDwMUjvFccxrduRo9E8V1zOHxWTxKLcI8VOTM/ThBCuzexY8URQt+wTzdfS/KpM8PTyFgHznZm9Lg0D9dlvk54ptlm8rphuFEI4Td4fK94OfRNCqDyJ+bir8hqhdKzY62I9lDohfSjXdCTrbeW2jMAeWBirexQ3u5hnW7E6Z1DxO3GoeEFSeK94p2FpjMdwWAih6zL0lpl9K42xiRrM7C6E8Db5e6zMIP5FACQAza8zf+9A0i+Z90e7MvoCsAuI1ashVq/HY/RVuu9ZfGDPW+m5Rr94fy7GYzhoRrKe+3KvbCzm6yt3qyytcSmcqv0nv+08X2e52qfcAycOtFudwYBdQKxuiFi9EYdKRnPxZjwjT7IPkvcb3aVA/1CzvQYPOOeLbjdhlt92m5Su6EeSftLLqAHFbcMpTSSk4lZo7pa2B+80UN83vBUNDB6xujli9fosPuznQfFC5Mn/f6rYtOk5Vi+K8RgGku01eXu/L2sOe7QX/Or9Q9q2DgC2gVhdH7F6M8wseCdS7DmakawpGQYJy50SvAF0gVjdCLF6TX7XkZGhIIlke1PO1xn2aB/4sEYEbwBdIlYvQazemLGSkVyw32hGAgAAALRkpXG27U8W9NdNF2W5v/nP7c+z63n/bYfXQl0t83/5j27mq67m2+W8/19H8+1yXUu6+7P+VwjhT92WYnvM/hTURdCW9DedzLW7+f5tR/OVulvmP6ibk8W/6d86ma8k/bv+fa/m2/W8/6w/9zpmr/ZQm7+qk+cc/f2/bn+ehX/oaN7/2OUy/99u5vvf/nc381WXI1M/7tl8Ox4F3P5Jf9dtCbato6At6e87mav0Dx3N9x87mq/U3TKP9H86me9f9JdO5tvlvLtc5n/Rv3Q273/WP/c6ZtNmGwAAAGgJyTYAAADQEpJtAAAAoCUk2wAAAEBLSLYBAACAlpBsAwAAAC0h2QYAAABaQrINAAAAtIRkGwAAAGgJyTYAAADQEpJtAAAAoCUk2wAAAEBLLITQfCKz/ynp75Z87b9K+kuDn236/W1NQ7koV5vTUK5uluWvIYQ/NZxvbxGzezsN5aJcbU7Tp3L1OmavlGzX+mGzEEKwtr6/rWkoF+WiXP2eZpV57KOh7CO7Wq5VpqFclItyDQPNSAAAAICWtJls/4+Wv7/qNNuYxz4vyzaWY5X57PM2WXWabcxjV5dlH3FMtT/NNuaxz8vC+af9eezqsuy01pqR7Kqh3J4YynJILMsuGspySMNaln00pO03lGUZynJILMsuGspypGhGAgAAALRkH5PtodzOGMpySCzLLhrKckjDWpZ9NKTtN5RlGcpySCzLLhrKcjzbu2YkAAAAwLbsY802AAAAsBUk2wAAAEBLSLYBAACAlpBsAwAAAC0h2QYAAABa8oeuC7BtZnYg6WMI4Tjz2Yn/963/ex5CeNpa4RqqsSwP/uc4hPB5q4VbQ7IdJOmNpE+7vB2WMbMzSU/y7RFCuO62ROsxs6vcPtcXfTvOMZy4Tczuh6HFbKnfcbtPx3iVvUm2Pch9kPRd0jjz+UkI4TL9W9Jvetm4O6POskgvAcLMxmZ2EUI43WpBV+BB7jI9kMzsSlJfg8SVYmCY+t/BzH7oW6Ao+L531HU5VtWn4xzDidvE7P4YWsyW+h23+3KML7M3zUhCCPchhHNJt+XPzGyU+f6lpLGZHW6jfE0sWhZ3mu6cHjR2bjkq/JgJatPcNtp1HhR+L4K2e9PnoC3pVdcFWFXfjnMMJ24Ts/thoDFb6mnc7tMxvszeJNtLjCVdZDbsVJlaiF3my3CQ+eipJzvn2K/CU6OeBruJpJnbj6Ug3itmdhRCqEoW+mAwxzkkDWR7ErN3yqBittT7uD2IY1wi2ZYUax0kvc0Eh7Gkrx0UaR1jxbZmZQ/KB/Rd87Ok3/zWpPxkc9FtkZrz4DDy/x+Z2aGZnfWxtkd6vg1533U51jGw43zvDWh7ErN3wNBittT/uD2gY5xku+Ab9ZmZHUmalt/vgVd66WSTepL0estlaaw4uCR9NLPH5L2+KU6goxDCtdcsXCq2Neujcd9reKRBHefQYLYnMXs3DC1mSwOI2wM5xkm2c/xK9qOkP3Zdln1jZmPFjhz/XTHQ3ZR6uvfFK8VakudAV1yd9+TW8DO/Ddn73vhlHOfDwvbsBjF7Nw0xbvf5GO/daCR+VVO3h/bxiu3GJmtMW1uLy5LrDDFS7Am/FWss23nSA//czL4o3qKcdtXubMVlmUovwTpR3Bre+rKsshx+It25mpENHTtbOc4xnLhNzH5GzN6SocTtfY/ZFkLougxb5W2YfgkhZIeN8XZn13249ZJbFr/yewwhWOm7d4pBcWc7Snjtwah8Ne7vv/fe/L1hZiGzHW4kXaUjD+wyr6Eqt1mcSDqX9NSX5Sjr03GO4cRtYvZuG0LMloYZt/tyjFfpXc12m3wHndmYZna4y8GuzK9qp2ZW7g0+6tNylHxVPzoKld2bWbnNXK86duSCsplNQo8euFE2hOMcL/q+PYnZO6X3MVsaXtzu+zEu7Web7ex4k34l/jUZyH7Ug3ZaVWNnThTbNUl6rk3Z+Z3SD5wPmY9OFNsC9s25vyQ9b4fedewYkp4e5xhO3CZm7zZi9o7p4TGetTfNSJJOHB8Ur7gvJd2FEC79s28Vk+7ck6MWLUvynRPFNlsj9ejRv0kHiO/ynuHq8a0jb6dWjAf6um+3VVMe4E4V971rSRd9qlno23GO4cRtYnZ/DClmS/2O2306xpfZm2QbAAAA2LZ9bEYCAAAAbAXJNgAAANASkm0AAACgJSTbAAAAQEtItgEAAICWkGwDAAAALSHZBgAAAFpCsg0AAAC0hGQbAAAAaAnJNgAAANASkm0AAACgJSTbAAAAQEtItgEAAICWkGwDAAAALSHZBgAAAFpCsg0AAAC0hGQbADBIZjZu8/sAUAfJNgBgcMzsUNKo4WQHJNwANs1CCF2XAQCAjTGzkaSPIYTzzGeHkg78z9eSPoUQnpLPJ7npdpmZHUkaS3rj/56HEO67LRWAAsk2AGBQzGyiUhLt759IGoUQPqffTZNrMzuQ9C6EcLm1Aq/BE+37EMLU/x5L+ibpLQk3sBtoRgIAGAyv1R5lEu2RYo1vmmifKdYEP/ME9XgbZd2QcZFoS5L//7OkX7orEoAUyTYAoBfMbGRmE39deK1u2U+SbjLvTyRdlN67lPRz5rv33txkp/kFxHv/N/W7XprKAOgYyTYAdMTMgpk9+uus6/J0zcyOvBlHlUkI4dxfp5JeZb7/PoRwnZn2J0kzzSpCCE/lGnD3Rf2p3X6nUu38MjXW86JpL5J9lnaoQA0k21iJmZ2Y2U0RcM3sbsF3x2Z2598rkotyDdNO8eVLyxx8edPXnf9bmST5d775MlPTlOG1lRdmduWvG/975J+fZGru2izPNrfZUwjhB399XvTFoe9L3p5aS9oZzyTG3q66XANdtW5Gkh58fzryf6tqr6eKSWxrasaYG9/m6Xee441fLPyQWWc/qnRhkfKLkQ+r7EchhNNin206LbC3Qgi8eK38knQk6U5SkHRS47vfui5zw+U78WWbVHw+Urxl/U3SQcXnZ/4bc593uFwXXuZRx+U49P3noPT+2NfroaRHxXap2yrT1raZpMddLFcH+8GBpKsa37so/X2SrgtfR3eZ6ca+3g5L719Vrcsm22bNZS+2aTbGJN878mPhosZvPpaXteJ7d+vEgJhCdL//8OK16y9qtrEJPyvWOE0W1UCGWJuSu727yx7832+5D0OsWXqvuPy/lZc/xFvUt+0WcSXFredXXRXA19WVpJ9DqWYuhDD19TpR87GS1+LbbOf2010t14b8onzb6bLztM22pIfSvvNKL8dsqmof+qK4j+XkfqcNRefG74u+5PHzZy1pMuIjsVyGEOrEnXPRkRJoHck2NuFJ8SQwUvWJa+g+KS5/L05cIYS3kn4IySgGHTiRNC0n2iV9aTeLFXmziC8h33Z6hl/cPrfZDvNts0d6SV5T09K/6ftVTUmettl8qY7M8s7wZiHjUHOccE/IR33oDAr0Gck2NsJPAreSTobYnrSGohapNyetOslNy35UPjF65hcDjBU8bB+12Rr7ubs1yb6era2uSKrnhg/cEdljJnmQT9ML1IliDTeAlpBsY5NO/d+rTkvRgeSkvFM1YT1Q58JsF5vhYAN86L7pBu+wTFXdzOKp6rOKpLqzJlapzIVA1QXARElTnLq18l67/W7XavGBISHZxsaEl4cpjPdtGDN/apu0pKYWM25Ub1+56Li5C9rzQbHd9EZ40lyVNH7S/Agj71R9MbetNtuVPAH+qfT23EhOfgydly4aytMtcqvYrAtAC/7QdQEwLCGEcx/Ca2Jml01uw3rzkw/yUTIkvVFMtO7984niCaE4md6GEIoHOvyml1rSJ0nHRQchn+4s+extC8lbMe+FtbBe1hMvxxvFmrbz8PKo5fIy3nv76vQ30uWZKi7Pk392otkkYezfGQcfWs7MbvTSOfKPuTbTxS1p//O7pNeKI8lclr63dH5VQgiXZnauuK/8qPh47bmyVG2rumX07x6o8thTAAALMklEQVTppVbzteL6LScntS3bV7uSrJOiXJKkRdvC182PelmH3xWbdRzJjyXFkTLauMNwqJgE1+Lr/VSzHSHvStu8apteKsaJ9LunyvQL8PW4C82X5mriy8dDcXdAcczxV4rb/ZWkt+VpF7hRXA8Lj1kAK+p6OBRe/X4pnpDHpfcOFYeymhvKS9VD6J2oNAyV4knjm5IhBf29qt8uhtCaG8rKP1s6tFjF8tUZ1vCbKoY1VEzEg//WWWa554YYW/R7/vlVuUyKJ8zcst+k611LhpDz8n7T/DBpo7T8dee3ZL2NfV7BX4/FsuV+u2kZk3U8yrxXOaSgXoaKy62fWvtqzeVvNLzcknIdlsuVvF+1rSYqDZXn730rTb/xoReLZWnw/YkyQ2z6vnyU/H2xZLsWF6sXufXo3ztKf7PNVxJjyvttMaxo5T6ll3iYe9WOd348NR7qsMn248Vrn1+dF4BXv1/KJNv+/o3y49rOJWE1EpvHUmJzkTsxJCeeuZPksuRtyfJVJtt+krqrSmaS7wRJN3XLnMy3Kmkojzd8kPv95LNJ6b1F6/yxYjsV2+Kg6fxqrucr//2lCUOdMtb47t2CZciun6b7ao3l3kiynexHVcnjWXlZk98q73uVx9EmX2qQ4CX7RvlCorhovEjeO1QpcV2hbFerxIsV51Uc6998vld6eXbB0gv9DZVhpBUS51Wm4cVrH1+02UZbis6SdZ4UeaH4JL1cE4JLxRNB2v7wSnG4qnLnukPFW78fMvNYd2SB02R830nxxEOf13kI4X2N378pv5FMMy69f614O3xulABf7rnfknSYtB1Pf6v27XBvojJS/tZ+uQ3r2vNLprkOIRyH+FS6N4rLPZV05M1eVi1jIdeO96uaPyWw6b66Lb9o8TCKl4rb6yh5rzh+ZpolJPtk7jjapKLJ0UJe5iPlm/289t94jjMhNnf5cd3CrRkvVnHhx8BxCOFtCMG0pc7B4aUZWqPHvgOoh2QbrQixXeG56nWAO1RMfKoU7ZuL3771905L3/tRMQE7SnvW+//XbaP9JbyM71uM8Xvs/697QmxahkvlOy19CKXxdj3Jupf0zR95PrMOQs1xdxW3xVMu0fCE+IcQwv0G5zcnxAfafA4hvFFsO1xOEmuVMXnvhxBCeV+RSu2aa2q0r27RkRYkZr6untQsgV7YQdDMzqqSMzM7KB6H7v/mvrd0tI/kwUfFxcwMP/7eZC4yvqw6drTHq9rtyH2asT96fdMjMW17SD5GJAFaQAdJtCaE8NnMTrWgs2R6EvbOdjm3mn+62q+KNYinPu1IsZ3ptZk9+WfFyfkkLOmstyVNa8o+STozs5Mi0fDlzD5pLoTw1p+qd6KYfMnMpoo1gnXHMT5QzY5h687PzA6W1YKHEI7N7FExSSx+s3YZS/Mrap1HitvifcPpV91XW5WUa9n+9aDZoRbTseGf12dyx6gycfSLn4ky42N7eWbGezazGzM7LsWAkZaP+FF0gJ1LtBfxODBRw5rh4oJxhbszp/LmVXX26wamytx9KcWEibw5n2Y7OBYdJZ87YC/xpB0Z7hAYGpJttO1UscnDlRYnN/e5miuXe/9C8QE6h16z/JNiAi7/9zSZ7nXjUu+AEMKTmV0r1m4Vy5JeROSmOVVs8nKgmER9kHRlZudtXHCsOb9Tzd+dyPlVzZt7PPPk70IxmbgIL6PUjLTaQ4ia7qs7yfev3MXwRNLn3B0bX5fnyjdjKpxrvvlY0ek13SfqJHfF9mlcYxziyEhHDS40pdjHZJXj5EIx4V32RNRGfJvk9qn0Tt+5mX1XvOM1UxPu2+vGzE5r3IGrc/EDYAU0I0GrPMAXTQHmEpukxqXR7Us/oU31kqy9SZKFK8UappGfbH5fqfC74UKxKU6x7t6E/B2CmfXrTT0+hzhsYJFQ1VnH96p+KMim5zeuWaYnzSYBtcro5SxGO5l6s5+V28Cuuq+2LSnXsnUyVv6OwFvFC9ezZLzmbPMFb+JTPCa9qiY919RmqvkmLA9avi6Lz1dqBtYw0W78/WS6qTdnaXS3ZBUVd7ey28L3jQvVv1hhPHugBSTb2IbiqWZVnSWvtaSGsaLN57Vi++wioZI006b7RHFEhU0+CnqrfFmmirXHh1r8AJDsid5rYSufnldyq9j5tDIJSpLsTczv4/KvzDUbaVLGCy9TrgZ95o5Hjb4F0ur7attutaBcSdOQco3026SNfPFauWbWt8k4c0E41fzTQuvUbE+l6rHWk/nuU8e+EzVLiu8Vj5fKdZQ0n9nFx9MDvUeyjXUVD1Go5AH8XNXJ18+arb2d4YlC7rHeRfJ+pZcmJIVLxRrWXjYhKSnaZB4vSYQWPQHuoWYS9UkxCZrkPixto03M72xRRzZPEN5ptsNakzIuGvGizqPiy1bdV9t2qvwIPYUPyjd/Wbl5ToUmbX6nWl6zfSMtTqa938BO3W1o2UetVgO9qInIWM37lACoiWQb63qvGu1evR1k9gThyfh7SRflZMFPsoe52mmv7ZoqJnblE8UXxRPIoraldRTJQ9tJe+XvJwnS3bIf8c5S5feONN+RrUhOykMOFk8M/Kk0AkixLQ7SphgN5lflWNKxD6c4kzAlQxzOdKxrWMaiGU55vyrG9a5K5IqyzCSPq+6rG1RVrqniOrkqL49fGBwq86RE/3zio4cc+Kga69QSVyW9Dz6vdMSaqaSnBRcIRdy4V34IzENPtCebbCfdgfTJppV8+xQPLWqyvO8VL7QWJdPvtHiUHQBrsBBC12VAD/loDGlt9b1iW8/KNrFFJ7qqDkh+Ii6St2/ytrqLkhcvx7SiM9dVOiJCE/67xQgDhXvFIQBrd6CyOEb0O72MgPFVnjx6onCoGuvQzC4qmkIUnx/6PO693Gmbzmm6DjNlui2vp8y2kOJwe8UICLXnt6DMJ6XfO9bsnZInLRhJYVkZ0/n4b9/rZbi/2xDCvV8sFG2Mz327VG6zBfNeuq9WLMNjiGOL1/lu3XJ91Mv2eC3p+4JjrngoU85UsUNp1bSP8mYo5d8LcYzo9LtFU68fSuW9kvT7smPKXsZWf9LLY+V/73MTsYoYk4ufY81eFD+V95nit7zPRPr+oeJ+eryoKU7d7ZCZLpS3NYB5JNtAD5jZpKrTGvqrSbLdwrzPFJPWi3IiVtTSKyZqcxdj/p0myXbV+4eKNdMzSSKa8WR7otk7ACNlLj4rpg8qXQjVnC/JNlADQ/8BO86TojpP4gRq8ST3NMQHB83xBPrSzG6VdD6uYeq/X35ia7Ytdwjhtmi6sqwTJJZ6qJNYl3mTqls6RwLtoc02sEOSdqip1yQiaEHd5Kp2EhZenlRZTq5Hqn7AzCf5Q5HQiVNVdDYGsBkk28BuOVbS4dRvDzd6dDSwjPcL+Jq5sHvmTUmu9DJ0Z125YQgrOyt7O+EPNcdcxwZ5856ndcafB7AcbbaBHZLp4Hbb85EWsECXbbZ9/gd6edhM2sn1tf99WdW8wNv5vi3vn0WSnrbDNrO7Re2yk2YtK3Vo3ndFh/WqZkELppsb7afh9LTZBmog2QaAjnSdbDeVXAweKNZe3yuOinKRJt2ePB8otuEeS7qu8WCaE60wogue+3VUtsGvmGaiOLrSOg8xItkGaiDZBoCOeO1w4bzp0GtD4531ptzNqc+T5iPFi5pLlS58KqY5VP0HT5WnvVDyQCuSbWA5km0AAACgJXSQBAAAAFpCsg0AAAC0hGQbAAAAaAnJNgAAANASkm0AAACgJSTbAAAAQEtItgEAAICWkGwDAAAALSHZBgAAAFpCsg0AAAC0hGQbAAAAaAnJNgAAANCS/w9CtZaOyM/c7wAAAABJRU5ErkJggg==\n",
- "text/plain": [
- "<Figure size 864x864 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot HESE contour\n",
- "coverages = {68: 'grey', 90: 'darkgrey'}\n",
- "for cov in coverages.iterkeys():\n",
- " plot_utils.flavour_contour(\n",
- " frs = flavour_ratios,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = cov,\n",
- " linewidth = 2.5,\n",
- " color = coverages[cov],\n",
- " alpha = 1,\n",
- " zorder = 6,\n",
- " oversample = 1.8\n",
- " )\n",
- "# Text\n",
- "ax.text(0.34*nbins, 0.225*nbins, r'$68\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
- "ax.text(0.34*nbins, 0.13*nbins, r'$90\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
- "\n",
- "# # Plot BSM scatter\n",
- "tax.scatter(T13_010[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_010, zorder=8)\n",
- "tax.scatter(T23_100[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_100, zorder=8)\n",
- "\n",
- "# Plot unitary regions\n",
- "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " linewidth = 0.5,\n",
- " facecolor = col+[0.3],\n",
- " edgecolor = col,\n",
- " zorder = 3\n",
- " )\n",
- "\n",
- "# Plot NuFIT boundary\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1],\n",
- " linewidth = 1.5,\n",
- " edgecolor = 'None',\n",
- " facecolor = 'white',\n",
- " alpha = 1,\n",
- " zorder = 4,\n",
- ")\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1], \n",
- " linewidth = 1.5,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'None',\n",
- " alpha = 1,\n",
- " zorder = 5,\n",
- " hatch = 'XXX'\n",
- ")\n",
- "\n",
- "class AnyObject(object):\n",
- " pass\n",
- "\n",
- "class data_handler(object):\n",
- " def legend_artist(self, legend, orig_handle, fontsize, handlebox):\n",
- " scale = fontsize / 22\n",
- " x0, y0 = handlebox.xdescent+35, handlebox.ydescent\n",
- " width, height = handlebox.width, handlebox.height\n",
- " patch_sq = mpatches.FancyArrowPatch([x0 + width/6, y0 + height + 10], [x0+28, y0 + height/2],\n",
- " connectionstyle=\"angle,angleA=90,angleB=180,rad=0\", arrowstyle=\"-|>,head_length=4,head_width=4\",\n",
- " facecolor=grey+[0.8], edgecolor='k', linewidth=2, transform=handlebox.get_transform())\n",
- " patch_circ = mpatches.Circle([x0 + width - height/2, y0 + height/2], height/2 * scale, facecolor=tRed,\n",
- " edgecolor='k', linewidth=2, transform=handlebox.get_transform())\n",
- "\n",
- " handlebox.add_artist(patch_sq)\n",
- " handlebox.add_artist(patch_circ)\n",
- " return patch_sq\n",
- "\n",
- "# Legend Right\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor=grey+[0.8], edgecolor='k', linewidth=2.)\n",
- ")\n",
- "# legend_elements.append(\n",
- "# Circle((0., 0.), 0.1, facecolor=tRed, edgecolor='k',\n",
- "# linewidth=2., label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "# )\n",
- "legend = plt.legend(\n",
- " handles=legend_elements+[AnyObject()],\n",
- " labels=[r'$\\rm New\\:Physics\\:Territory$', r'$.\\:\\:\\:\\:\\:(1:2:0\\smash{)_{\\rm S}}$'],\n",
- " loc=(0.65, 0.8),\n",
- " fontsize=l_size,\n",
- " handler_map={Circle: HandlerCircle(), AnyObject: data_handler()}\n",
- ")\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "legend.get_frame().set_linestyle('-')\n",
- "ax.add_artist(legend)\n",
- "\n",
- "# Legend Left\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
- " linewidth=2., label=r'$\\rm Standard\\:Scenario$')\n",
- ")\n",
- "legend = plt.legend(\n",
- " handles=legend_elements,\n",
- " loc=(-0.05, 0.85),\n",
- " fontsize=l_size,\n",
- " handler_map={Circle: HandlerCircle()}\n",
- ")\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "legend.get_frame().set_linestyle('-')\n",
- "\n",
- "# Colorbar Left\n",
- "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n",
- "ax0 = fig.add_subplot(gs00[0])\n",
- "cb = mpl.colorbar.ColorbarBase(\n",
- " ax0, cmap=cmap_010, norm=norm, orientation='horizontal'\n",
- ")\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(\n",
- " 0.5, 2, r'$(0:1:0\\smash{)_{\\rm S}}\\:{\\rm with}\\:\\accentset{\\circ}{c}^{(6)}_{\\tau e}$',\n",
- " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n",
- ")\n",
- "\n",
- "# Colorbar Right\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(\n",
- " ax1, cmap=cmap_100, norm=norm, orientation='horizontal'\n",
- ")\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax1.text(\n",
- " 0.5, 2, r'$(1:0:0\\smash{)_{\\rm S}}\\:\\:{\\rm with}\\:\\accentset{\\circ}{c}^{(6)}_{\\mu\\tau}$',\n",
- " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n",
- ")\n",
- "\n",
- "# Figure text\n",
- "fig.text(\n",
- " 0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\accentset{\\circ}{c}^{(6)}\\cdot{\\rm E}^{2}_{\\rm P})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center'\n",
- ")\n",
- "# fig.text(\n",
- "# 0.75, 0.86, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n",
- "# horizontalalignment='center', color='r'\n",
- "# )\n",
- "\n",
- "# Save\n",
- "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n",
- "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/plot_llh/full_trajectories.ipynb b/plot_llh/full_trajectories.ipynb
deleted file mode 100644
index 1a0e63e..0000000
--- a/plot_llh/full_trajectories.ipynb
+++ /dev/null
@@ -1,1122 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import numpy as np"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "sm_010 = np.load('./chains/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('./chains/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('./chains/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('./chains/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_1e45 = np.load('./chains/mcmc_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000_sc_1E-45_proc.npy')\n",
- "\n",
- "bsm_010 = np.load('./chains/mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n",
- "bsm_100 = np.load('./chains/mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[0.30464772 0.38851294 0.30683934]\n",
- " [0.30464772 0.38851294 0.30683934]\n",
- " [0.30464772 0.38851294 0.30683934]\n",
- " ...\n",
- " [0.16430342 0.42135965 0.41433693]\n",
- " [0.13771339 0.44716916 0.41511745]\n",
- " [0.13771339 0.44716916 0.41511745]]\n"
- ]
- }
- ],
- "source": [
- "print bsm_1e45"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(40000, 3) (40000, 3) (10000, 3)\n"
- ]
- }
- ],
- "source": [
- "print sm_010.shape, sm_100.shape, sm_120.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "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": 8,
- "metadata": {},
- "outputs": [
- {
- "ename": "IOError",
- "evalue": "./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found.",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-8-32ad8757b861>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbsm_1e45_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mbsm_1e42_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mbsm_1e30_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mbsm_010_t13_f\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding)\u001b[0m\n\u001b[1;32m 1687\u001b[0m \u001b[0mfname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1688\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1689\u001b[0;31m \u001b[0mfhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_datasource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rt'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1690\u001b[0m \u001b[0mown_fhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1691\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(path, mode, destpath, encoding, newline)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdestpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnewline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 261\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 262\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 614\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 615\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 616\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;31mIOError\u001b[0m: ./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found."
- ]
- }
- ],
- "source": [
- "bsm_1e45_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt')\n",
- "bsm_1e42_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt')\n",
- "bsm_1e30_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt')\n",
- "bsm_010_t13_f = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt')\n",
- "\n",
- "print bsm_1e45_redone.shape\n",
- "print bsm_1e42_redone.shape\n",
- "print bsm_1e30_redone.shape\n",
- "print bsm_010_t13_f[:,:-1].shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "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": 10,
- "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": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "plt.style.use('./paper.mplstyle')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "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": null,
- "metadata": {},
- "outputs": [],
- "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='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",
- "#tax.scatter(bsm_1e45, marker='.', s=10, alpha=0.4, color='purple')\n",
- "#tax.scatter(bsm_1e42_redone, marker='.', s=2, alpha=0.4, color='blue')\n",
- "tax.scatter(bsm_010_t13_f[:,:-1], marker='.', s=2, alpha=0.4, color='blue')\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": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "from utils import fr as fr_utils\n",
- "from utils import misc as misc_utils\n",
- "from utils.enums import Texture"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "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": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "sc = np.linspace(-47, -42, 400)\n",
- "energy = 1e6\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=6, energy=energy)\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, texture=Texture.OET, dim=6, energy=energy)\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, texture=Texture.OEU, dim=6, energy=energy)\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": 13,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0.18301213 0.43765598 0.37933189]\n"
- ]
- }
- ],
- "source": [
- "u = fr_utils.params_to_BSMu(-60, texture=Texture.OET, dim=6, energy=energy)\n",
- "print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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(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",
- "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": 14,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OEU\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100_T12 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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": 35,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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": 36,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OUT\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100_T23 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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": 37,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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": 17,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OET\n",
- "\n",
- "s = [1, 0, 0]\n",
- "frs_100_T13 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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, texture=scen, dim=6, energy=energy)\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": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "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": null,
- "metadata": {},
- "outputs": [],
- "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": null,
- "metadata": {},
- "outputs": [],
- "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": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/mcmc_mixing.py b/plot_llh/mcmc_mixing.py
deleted file mode 100644
index 24a773d..0000000
--- a/plot_llh/mcmc_mixing.py
+++ /dev/null
@@ -1,284 +0,0 @@
-#! /usr/bin/env python
-"""
-Sample points from a gaussian likelihood
-"""
-
-from __future__ import absolute_import, division
-
-import sys
-
-import argparse
-import multiprocessing
-from fractions import gcd
-
-import numpy as np
-from scipy.stats import multivariate_normal
-
-import emcee
-import tqdm
-
-DTYPE = np.float128
-CDTYPE = np.complex128
-
-
-def solve_ratio(fr):
- denominator = reduce(gcd, fr)
- return [int(x/denominator) for x in fr]
-
-
-def normalise_fr(fr):
- return np.array(fr) / float(np.sum(fr))
-
-SOURCE_FR = normalise_fr([1, 1, 1])
-SIGMA = 0.001
-ANGLES = (np.sin(np.pi/4.)**2, 1.0, 0, 0)
-
-
-def angles_to_u(bsm_angles):
- """Convert angular projection of the mixing matrix elements back into the
- mixing matrix elements.
-
- Parameters
- ----------
- bsm_angles : list, length = 4
- sin(12)^2, cos(13)^4, sin(23)^2 and deltacp
-
- Returns
- ----------
- unitary numpy ndarray of shape (3, 3)
-
- Examples
- ----------
- >>> from fr import angles_to_u
- >>> print angles_to_u((0.2, 0.3, 0.5, 1.5))
- array([[ 0.66195018+0.j , 0.33097509+0.j , 0.04757188-0.6708311j ],
- [-0.34631487-0.42427084j, 0.61741198-0.21213542j, 0.52331757+0.j ],
- [ 0.28614067-0.42427084j, -0.64749908-0.21213542j, 0.52331757+0.j ]])
-
- """
- s12_2, c13_4, s23_2, dcp = bsm_angles
- dcp = CDTYPE(dcp)
-
- c12_2 = 1. - s12_2
- c13_2 = np.sqrt(c13_4, dtype=DTYPE)
- s13_2 = 1. - c13_2
- c23_2 = 1. - s23_2
-
- t12 = np.arcsin(np.sqrt(s12_2, dtype=DTYPE))
- t13 = np.arccos(np.sqrt(c13_2, dtype=DTYPE))
- t23 = np.arcsin(np.sqrt(s23_2, dtype=DTYPE))
-
- c12 = np.cos(t12)
- s12 = np.sin(t12)
- c13 = np.cos(t13)
- s13 = np.sin(t13)
- c23 = np.cos(t23)
- s23 = np.sin(t23)
-
- p1 = np.array([[1 , 0 , 0] , [0 , c23 , s23] , [0 , -s23 , c23]] , dtype=CDTYPE)
- p2 = np.array([[c13 , 0 , s13*np.exp(-1j*dcp)] , [0 , 1 , 0] , [-s13*np.exp(1j*dcp) , 0 , c13]] , dtype=CDTYPE)
- p3 = np.array([[c12 , s12 , 0] , [-s12 , c12 , 0] , [0 , 0 , 1]] , dtype=CDTYPE)
-
- u = np.dot(np.dot(p1, p2), p3)
- return u
-
-
-def u_to_fr(source_fr, matrix):
- """Compute the observed flavour ratio assuming decoherence.
-
- Parameters
- ----------
- source_fr : list, length = 3
- Source flavour ratio components
-
- matrix : numpy ndarray, dimension 3
- Mixing matrix
-
- Returns
- ----------
- Measured flavour ratio
-
- Examples
- ----------
- >>> from fr import params_to_BSMu, u_to_fr
- >>> print u_to_fr((1, 2, 0), params_to_BSMu((0.2, 0.3, 0.5, 1.5, -20), 3, 1000))
- array([ 0.33740075, 0.33176584, 0.33083341])
-
- """
- composition = np.einsum(
- 'ai, bi, a -> b', np.abs(matrix)**2, np.abs(matrix)**2, source_fr,
- )
- ratio = composition / np.sum(source_fr)
- return ratio
-
-
-MIXING_U = angles_to_u(ANGLES)
-MEASURED_FR = u_to_fr(SOURCE_FR, MIXING_U)
-
-
-def angles_to_fr(angles):
- sphi4, c2psi = angles
-
- psi = (0.5)*np.arccos(c2psi)
-
- sphi2 = np.sqrt(sphi4)
- cphi2 = 1. - sphi2
- spsi2 = np.sin(psi)**2
- cspi2 = 1. - spsi2
-
- x = sphi2*cspi2
- y = sphi2*spsi2
- z = cphi2
- return x, y, z
-
-
-def triangle_llh(theta):
- """-Log likelihood function for a given theta."""
- fr = angles_to_fr(theta)
- fr_bf = MEASURED_FR
- cov_fr = np.identity(3) * SIGMA
- return np.log(multivariate_normal.pdf(fr, mean=fr_bf, cov=cov_fr))
-
-
-def lnprior(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 lnprob(theta):
- """Prob function for mcmc."""
- lp = lnprior(theta)
- if not np.isfinite(lp):
- return -np.inf
- return lp + triangle_llh(theta)
-
-
-def parse_args():
- """Parse command line arguments"""
- parser = argparse.ArgumentParser(description=__doc__)
- parser.add_argument(
- '--source-ratio', type=int, nargs=3, default=[1, 1, 1],
- help='Set the central value for the source flavour ratio at IceCube'
- )
- parser.add_argument(
- '--angles', type=float, nargs=3, default=[0.307, (1-0.02195)**2, 0.565],
- help='Set the 1 sigma for the measured flavour ratio'
- )
- parser.add_argument(
- '--sigma-ratio', type=float, default=0.01,
- help='Set the 1 sigma for the measured flavour ratio'
- )
- parser.add_argument(
- '--burnin', type=int, default=100,
- help='Amount to burnin'
- )
- parser.add_argument(
- '--nwalkers', type=int, default=100,
- help='Number of walkers'
- )
- parser.add_argument(
- '--nsteps', type=int, default=2000,
- help='Number of steps to run'
- )
- parser.add_argument(
- '--seed', type=int, default=99,
- help='Set the random seed value'
- )
- parser.add_argument(
- '--outfile', type=str, default='./untitled',
- help='Path to output chains'
- )
- args = parser.parse_args()
- return args
-
-
-def main():
- args = parse_args()
-
- np.random.seed(args.seed)
-
- global SOURCE_FR
- global SIGMA
- global ANGLES
- global MIXING_U
- global MEASURED_FR
-
- SOURCE_FR = np.array(args.source_ratio) / float(np.sum(args.source_ratio))
- SIGMA = args.sigma_ratio
- ANGLES = args.angles + [0]
- MIXING_U = angles_to_u(ANGLES)
- MEASURED_FR = u_to_fr(SOURCE_FR, MIXING_U)
-
- print 'SOURCE_FR = {0}'.format(SOURCE_FR)
- print 'SIGMA = {0}'.format(SIGMA)
- print 'ANGLES = {0}'.format(ANGLES)
- print 'MIXING_U = {0}'.format(MIXING_U)
- print 'MEASURED_FR = {0}'.format(MEASURED_FR)
-
- ndim = 2
- nwalkers = args.nwalkers
- ntemps = 1
- burnin = args.burnin
- betas = np.array([1e0, 1e-1, 1e-2, 1e-3, 1e-4])
- p0_base = [0.5, 0.5]
- p0_std = [.2, 0.2]
-
- print 'p0_base', p0_base
- print 'p0_std', p0_std
- p0 = np.random.normal(p0_base, p0_std, size=[ntemps, nwalkers, ndim])
- print map(lnprior, p0[0])
-
- # threads = multiprocessing.cpu_count()
- threads = 1
- sampler = emcee.PTSampler(
- ntemps, nwalkers, ndim, triangle_llh, lnprior, threads=threads
- )
-
- print "Running burn-in"
- for result in tqdm.tqdm(sampler.sample(p0, iterations=burnin), total=burnin):
- pos, prob, state = result
- sampler.reset()
- print "Finished burn-in"
-
- nsteps = args.nsteps
-
- print "Running"
- for _ in tqdm.tqdm(sampler.sample(pos, iterations=nsteps), total=nsteps):
- pass
- print "Finished"
-
- sr = solve_ratio(SOURCE_FR)
- outfile = args.outfile+'_{0}_{1}_{2}_{3:.1E}_{4:.2f}_{5:.2f}_{6:.2f}'.format(
- sr[0], sr[1], sr[2], SIGMA, ANGLES[0], ANGLES[1], ANGLES[2]
- )
-
- samples = sampler.chain[0, :, :, :].reshape((-1, ndim))
- print 'acceptance fraction', sampler.acceptance_fraction
- print 'sum of acceptance fraction', np.sum(sampler.acceptance_fraction)
- print 'np.unique(samples[:,0]).shape', np.unique(samples[:,0]).shape
-
- try:
- print 'autocorrelation', sampler.acor
- except:
- print 'WARNING : NEED TO RUN MORE SAMPLES FOR FILE ' + outfile
- print 'outfile = ', outfile
-
- fr_samples = np.array(map(angles_to_fr, samples))
- np.save(outfile+'.npy', fr_samples)
-
- print "DONE!"
-
-
-main.__doc__ = __doc__
-
-
-if __name__ == '__main__':
- main()
-
diff --git a/plot_llh/mcmc_scan.py b/plot_llh/mcmc_scan.py
deleted file mode 100644
index 275c869..0000000
--- a/plot_llh/mcmc_scan.py
+++ /dev/null
@@ -1,181 +0,0 @@
-#! /usr/bin/env python
-"""
-Sample points from a gaussian likelihood
-"""
-
-from __future__ import absolute_import, division
-
-import sys
-
-import argparse
-import multiprocessing
-from fractions import gcd
-
-import numpy as np
-from scipy.stats import multivariate_normal
-
-import emcee
-import tqdm
-
-MEASURED_FR = [1, 1, 1]
-SIGMA = 0.001
-
-
-def solve_ratio(fr):
- denominator = reduce(gcd, fr)
- return [int(x/denominator) for x in fr]
-
-
-def angles_to_fr(angles):
- sphi4, c2psi = angles
-
- psi = (0.5)*np.arccos(c2psi)
-
- sphi2 = np.sqrt(sphi4)
- cphi2 = 1. - sphi2
- spsi2 = np.sin(psi)**2
- cspi2 = 1. - spsi2
-
- x = sphi2*cspi2
- y = sphi2*spsi2
- z = cphi2
- return x, y, z
-
-
-def triangle_llh(theta):
- """-Log likelihood function for a given theta."""
- fr = angles_to_fr(theta)
- fr_bf = MEASURED_FR
- cov_fr = np.identity(3) * SIGMA
- return np.log(multivariate_normal.pdf(fr, mean=fr_bf, cov=cov_fr))
-
-
-def lnprior(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 lnprob(theta):
- """Prob function for mcmc."""
- lp = lnprior(theta)
- if not np.isfinite(lp):
- return -np.inf
- return lp + triangle_llh(theta)
-
-
-def parse_args():
- """Parse command line arguments"""
- parser = argparse.ArgumentParser(description=__doc__)
- parser.add_argument(
- '--measured-ratio', type=int, nargs=3, default=[1, 1, 1],
- help='Set the central value for the measured flavour ratio at IceCube'
- )
- parser.add_argument(
- '--sigma-ratio', type=float, default=0.01,
- help='Set the 1 sigma for the measured flavour ratio'
- )
- parser.add_argument(
- '--burnin', type=int, default=100,
- help='Amount to burnin'
- )
- parser.add_argument(
- '--nwalkers', type=int, default=100,
- help='Number of walkers'
- )
- parser.add_argument(
- '--nsteps', type=int, default=2000,
- help='Number of steps to run'
- )
- parser.add_argument(
- '--seed', type=int, default=99,
- help='Set the random seed value'
- )
- parser.add_argument(
- '--outfile', type=str, default='./untitled',
- help='Path to output chains'
- )
- args = parser.parse_args()
- return args
-
-
-def main():
- args = parse_args()
-
- np.random.seed(args.seed)
-
- global MEASURED_FR
- global SIGMA
-
- MEASURED_FR = np.array(args.measured_ratio) / float(np.sum(args.measured_ratio))
- SIGMA = args.sigma_ratio
-
- print 'MEASURED_FR = {0}'.format(MEASURED_FR)
- print 'SIGMA = {0}'.format(SIGMA)
-
- ndim = 2
- nwalkers = args.nwalkers
- ntemps = 1
- burnin = args.burnin
- betas = np.array([1e0, 1e-1, 1e-2, 1e-3, 1e-4])
- p0_base = [0.5, 0.5]
- p0_std = [.2, 0.2]
-
- print 'p0_base', p0_base
- print 'p0_std', p0_std
- p0 = np.random.normal(p0_base, p0_std, size=[ntemps, nwalkers, ndim])
- print map(lnprior, p0[0])
-
- # threads = multiprocessing.cpu_count()
- threads = 1
- sampler = emcee.PTSampler(
- ntemps, nwalkers, ndim, triangle_llh, lnprior, threads=threads
- )
-
- print "Running burn-in"
- for result in tqdm.tqdm(sampler.sample(p0, iterations=burnin), total=burnin):
- pos, prob, state = result
- sampler.reset()
- print "Finished burn-in"
-
- nsteps = args.nsteps
-
- print "Running"
- for _ in tqdm.tqdm(sampler.sample(pos, iterations=nsteps), total=nsteps):
- pass
- print "Finished"
-
- mr = solve_ratio(MEASURED_FR)
- outfile = args.outfile+'_{0}_{1}_{2}_{3:.1E}'.format(
- mr[0], mr[1], mr[2], SIGMA
- )
-
- samples = sampler.chain[0, :, :, :].reshape((-1, ndim))
- print 'acceptance fraction', sampler.acceptance_fraction
- print 'sum of acceptance fraction', np.sum(sampler.acceptance_fraction)
- print 'np.unique(samples[:,0]).shape', np.unique(samples[:,0]).shape
-
- try:
- print 'autocorrelation', sampler.acor
- except:
- print 'WARNING : NEED TO RUN MORE SAMPLES FOR FILE ' + outfile
- print 'outfile = ', outfile
-
- fr_samples = np.array(map(angles_to_fr, samples))
- np.save(outfile+'.npy', fr_samples)
-
- print "DONE!"
-
-
-main.__doc__ = __doc__
-
-
-if __name__ == '__main__':
- main()
-
diff --git a/plot_llh/paper.mplstyle b/plot_llh/paper.mplstyle
deleted file mode 100644
index fcfaf31..0000000
--- a/plot_llh/paper.mplstyle
+++ /dev/null
@@ -1,27 +0,0 @@
-figure.figsize : 5, 5 # figure size in inches
-savefig.dpi : 600 # figure dots per inch
-
-font.size: 18
-font.family: serif
-font.serif: Computer Modern, Latin Modern Roman, Bitstream Vera Serif
-text.usetex: True
-
-axes.prop_cycle: cycler('color', ['29A2C6','FF6D31','73B66B','EF597B', '333333', 'FFCB18'])
-axes.grid: False
-
-lines.linewidth: 2
-xtick.labelsize: medium
-ytick.labelsize: medium
-xtick.minor.visible: True # visibility of minor ticks on x-axis
-ytick.minor.visible: True # visibility of minor ticks on y-axis
-xtick.major.size: 6 # major tick size in points
-xtick.minor.size: 3 # minor tick size in points
-ytick.major.size: 6 # major tick size in points
-ytick.minor.size: 3 # minor tick size in points
-xtick.major.width: 1
-xtick.minor.width: 1
-ytick.major.width: 1
-ytick.minor.width: 1
-
-legend.frameon: False
-legend.fontsize: 12
diff --git a/plot_llh/procedings.ipynb b/plot_llh/procedings.ipynb
deleted file mode 100644
index e8d32d4..0000000
--- a/plot_llh/procedings.ipynb
+++ /dev/null
@@ -1,851 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:24: UserWarning: \n",
- "This call to matplotlib.use() has no effect because the backend has already\n",
- "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n",
- "or matplotlib.backends is imported for the first time.\n",
- "\n",
- "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n",
- " \"__main__\", fname, loader, pkg_name)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n",
- " exec code in run_globals\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n",
- " app.launch_new_instance()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n",
- " app.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n",
- " self.io_loop.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n",
- " handler_func(fd_obj, events)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n",
- " self._handle_recv()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n",
- " self._run_callback(callback, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n",
- " callback(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n",
- " return self.dispatch_shell(stream, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n",
- " handler(stream, idents, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n",
- " user_expressions, allow_stdin)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n",
- " res = shell.run_cell(code, store_history=store_history, silent=silent)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n",
- " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n",
- " self.events.trigger('post_run_cell')\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n",
- " func(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n",
- " activate_matplotlib(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n",
- " matplotlib.pyplot.switch_backend(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n",
- " matplotlib.use(newbackend, warn=False, force=True)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n",
- " reload(sys.modules['matplotlib.backends'])\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n",
- " line for line in traceback.format_stack()\n",
- "\n",
- "\n",
- " mpl.use('Agg')\n"
- ]
- }
- ],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\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",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "import ternary\n",
- "\n",
- "from utils import fr as fr_utils\n",
- "from utils import misc as misc_utils\n",
- "from utils import plot as plot_utils\n",
- "from utils.enums import Texture"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "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": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
- "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
- "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
- "\n",
- "SM_X = np.load('./chains/mc_x.npy')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "dim = 6\n",
- "sc = np.linspace(-52, -42, 400)\n",
- "energy_binning = np.logspace(np.log10(6e4), 7, 20)\n",
- "spectral_index = -2\n",
- "\n",
- "bin_centres = np.sqrt(energy_binning[:-1]*energy_binning[1:])\n",
- "bin_width = np.abs(np.diff(energy_binning))\n",
- "\n",
- "nbins = 25\n",
- "fontsize = 23"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100.append(fr)\n",
- "frs_100 = np.vstack(frs_100)\n",
- " \n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OET, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010.append(fr)\n",
- "frs_010 = np.vstack(frs_010)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=Texture.OEU, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120.append(fr)\n",
- "frs_120 = np.vstack(frs_120)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OEU\n",
- "\n",
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100_T12 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100_T12.append(fr)\n",
- "frs_100_T12 = np.vstack(frs_100_T12)\n",
- "\n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010_T12 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010_T12.append(fr)\n",
- "frs_010_T12 = np.vstack(frs_010_T12)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120_T12 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120_T12.append(fr)\n",
- "frs_120_T12 = np.vstack(frs_120_T12)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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TQjzDQYlIZYhu95hjC5BJzy5trEXSGJM1RMQlIpOAM/xJpDhUdQvwaXxdnytFxJXOWE3chhpn9irHW4T8SUK4ZXsqGdgtHS4ZiSrhDEhQBlsy6NUIzom3jlieQSr46404PhFZ5m+RVtUmVV2rqv6xsovCXD+YoX6WMvXZZQVLJI0xWUNV+4B9QJWInB9wXJ1k8lfA/8HXknV9msI0iRHYdR3KsTGHTqK1kRALUTsJSSW+yS7BysKcG621+FrMBnC26msNF59zzoIE1BHrM0iUsuADziSbSnyTjKKNL1TCuIbIEv3moPMGvSYDnl1Ws0TSGJNtxuAbE3mBiHjUWXcDEABVvQfYAjzgtF6a7NQKLAyVZDlrKa4P6q6sBRaEWEz8KXzrQgZ3bT7LwKRxEb6Wp2kh4hlsAkU9UBkcq/O9v+t9oRNfdYhzImntiqSOaJ8BhEgA8SVeoZKvUsI/h1ALuQfXG0189SHGyc7nxKEA4RLEDQw+JjbUdcl+dsOWLUhujMk6IvJ/gA8Dt6jq5oDjLlXtE5FzgNeALwN/q6r9aQrVxMhpZVvrJErzOb4wdSnh9+D2L/h90Dl/mnNuyETNSUj954IvIVuD09qpqvODFir3t1ytDpVYBJTnf++EJXGC4mty7mVjNOP3oqwj5DMIuqdWfGM3a0Pdq3O82inTf3y9qtYHlLcBX/LWwIkLkp+wgHkU8fmT6xp8rYulTrkNqroxRPxrA+NxyliDb8JQq3MfTUNdl4xnxwhgiaQxJmuISI6q9ovIaGA78EPgscDB9wHJ5GeBB4GTVPVomkI2ZtjzJ5IaYqcYM/xZ17YxJms4SWSuqh7GN3P7LuBKEQlcgaLfOfdL+FoWQs78NcYYEz9LJI0xGcGZfO0N/D7Ueara63z9MfBL4O+AmQHvq4j4/237LDAtKNE0xiTWiFqA25zIEkljTFo5S/oswjfYfYOIrBSRaf6Z2ENcfitQADwiIlUBxzXgq8uffBpjEkdEKkVkHb71PB9J8qLhJkPZGEljTNqIyGTgLOAdVf2riFyAby3ITwEfVdXtznmiQf9YBYyXnAf8O/Bj4Juqui3gvcnAXFV9PqU3ZowxI4QlksaYtBGRe/DNejwQcCwH+C3gBZaFm3HrP9dJGO/Al4B2A/eo6l5npunHge9GuxOGMcaYyFgiaYxJOSdZHAf8G3C5qnY4x9Tp0h4N7MC3pMgjqvpumFbJY8dE5GxgOb4hO/uBXwC/Db7GGGNM4lgiaYxJGxFZD/xUVX8UcCxXVXtFZCHwDPAk8AVVPRKUOIp/Yk3wOpEiMkZVD6XyXowxZiSyyTbGmLQQkUJ8XdEfEZFjO0QEzMpeh29buDuB851jGnCeOl/7nfJc/tnalkQaY0xqWCJpjEkLZ5Hw3wI34NsF45iAhPBe4Chwd/B2aSIyRkTuF5FLnXP7bAcbY4xJLUskjTFpo6rfAd4BvhC4x61/4XHn20XAJ4GJcDzJxDcZ5xHg4wHHjDHGpJCNkTTGpJWITAO2AN8AvuTsWuN/zz8r+yfAaFW9Iuj4dFV9Lz2RG2OMsd/ijTFppaqNwBeBzwAX+1sXnck0/q7q7wB7g49HkkSKyB3O+pTGGGMSzBJJY0zaqeqXgV8DXwEudo5pQPd2G1DhPx5l8UeBJ0XElaBwjTHGOCyRNMZkik8Bh4FaEbkIjs/gBvqBp2Isd51T7uJ4AzTGGHMiGyNpjMkYInIOcB9wLvAl4A/4tlAcA/xMVXtiLHcW8BJwmu1yY4wxiWOJpDEmo4jIGOBKfMkk+LY4fCcB5a4F2lT1gXjLMsYY42OJpDEmY4XatSaOsiqAN4GPqerbiSjTmFiISB5Qhm942eFkL6AvIpWq2pTMOrKZPZ/4WCJpjMk4ofbVTlC5DwA1/mWEjEkVEZkAXAbMzYGT88ArIF3Q0+tbkWAz8EtgSyJ/9kVkAdCkqg2JKnO4EZFqoFJV16c7lmxkiaQxZsQQEQ/wBnC/qv4i3fGY4U9ECoA73XD5BKgog7JCyBsLPTmgLeA5Aj2HoHUX7DsKrwHfVNWdCai7Gt8vTk+Eeb8GWKOq0+KtK4JYKoFa59tKoBioT3aCKyJ1gL+1sRJYH6r10TlvoyXc0bNE0hgzoojIlcDXgbNVtTuNccT1IR7pB6RJHxGZDHxhEpwxFU76GLR+EvbPgqP5oOBbjuBdyPsFlP0aypuguQma+uCfVPWVOOvfoKrzQxxf4/yxEVitqhJPPRHEUQksCExonZ//DUCtqq5NUr0bCEpWRWQTsDBMMhnyeZnBWSJpjBlRRESAXwC/VtV/SkP9cX+IR/sBaVJPRCYJrD4NZs2C/M9C0xnQMdg1LeD6Ckx5GQo2w9td8HisyaSILAMYLElzWiw3pSCRrAvVKioiq4E6oCTRqyk4Xfq1wYlhuOPOe0M+MzOQrSNpjBlRnPFnDwCPOhNwUl1/rarWAhtjud75ICREF9zjwJqBV5hUcxbSr5sO51wA7qdhy1BJJEAJ9K2Gptug+Uw4LQc+44ytjEUt8FyM1yZarT9JC/Ks87UmGXUCobqpG4AaESkO8d5zQH0SYhnWLJE0xow4qvoW8CPg79MdSwxi+YA0qfXpsTDrNBj9NXjP340dqXth18XQXgnTgBVOK3rEnJ+B5gxaM7UV372EOg5QmoQ65+Br9T9BQIv9nBDvtQJNTkutiZAlksaYkervgGtE5Nwhz8wsUX9AmtRxJnT9zVSYcj+8X+QbBhmVHOBh+OAUKCuA2cCMKItYhG/8YdKISKPTNT0kVZ2tqqFa+iqdr68muk58k3maB3m/MszxDSSnhXTYskTSGDMiqWoL8HngG1m2D3esH5AmNT5SBidVQd8Fvq05Y1IGfZfAgYm+PeYvjfLy+YRutU6kBkL8QhOlWqAhipnSEdUZYat8uHMagLkRxmOA3HQHYIwxafSvwFeBNhGZq6qb0xzPoOL8gDSpMbMUii+Eg/G21FwOB9f5uoRnRnlpJcdn9CeFqi6M53r/0kTAJUmoc6iu8lZ8C8KH0oT9MhYVa5E0xoxkEysqKgqBPOANEdF4XimIN54PSJMalQVQeCYcjbeg06CjELw5MMlZjzJSQ7VaZ4J1+FYZSEbL6VD3XgwcHORa+2UsCtYiaYwZsfLz8792yimnyNixYzly5Ejn9u3bqxKxEHQSxfMBaVJjtBvc46En3oI8oGOgxwu5HVAEtEd4aWkGTbQZQETW4Vu+KqaVC4aiqq0RzE8K+Xyca61FMgrWImmMGZFE5MJTTjnlUzt37uw9evTonydMmJCXl5f31XTHNZgIk4OMTSBGiH4F7YWErM3YB9Lvm/Ud1aSdTJ2970yWeTYF2xEO1UUdsuvfeW72/1AULJE0xow4IuIqKChYc/ToUa699trc73//++du27ZNvV7vDSIyL93xDSGmD0iTMnu7oLPRN1wiLq3gagZXl68lMprkppnkLKkTF2ctyT8FJ5FJWm6ngRDDPPytjUO0htr/Q1GwRNIYM+Lk5OQsdrlcp/b19bFkyRImT57Mpz71Kenq6qKwsPBbIpLJ/zbG8wFpku+vbXD0LzAq3oL+BEUdvrGWW1W1N4pLm8iwcX7OlojNYZLIZCS9zxJ6GZ8aBt8MoJLMH1+aUTL5H0tjjEk4ESkeN27cP06ZMoWHHnqI/Px8AO666y6mTJnC1KlTZ7lcrlvTHOZgYv2ANKnx/++Dg/8NZR1xdm//HMoP+Ma8/inKSyOdeRxzAici68LsVhPq3GpgIdAqIjXOa4GzS9MjRNgCGE2dTsLa7CSwgWqdVzhJn/E+3FgiaYwZUYqKiv7hpJNOKhw9ejRXXHHFseOFhYUsXrwYt9vNxIkT/0VE4m5RGsKQH+KhPjjj+IA0qfFuO7y1C9q+C+NjLeRPUPhHKNoD+4BfRXn5BnxrSYYkIqudCS/rnO8bo0nSHNWE3q0mlJeBZU5c/pe//gVR7A8fTZ04+2nPF5Flzms1Q+9HP9eJy0RIfNvOGmPM8Ccip06ePHlLXl5ezhNPPMHMmScuz9ff389NN90EQHt7+zObN2++KQkxrMbX6lGDr/uxCV939QZVXRt0biOwPtSuIE45/sWZpwFrovhANkkkIufmwerZcOa/wDvnRj7bGvCNjVwMZ/wedu6Fp1X1+zHE0KiqESddxkdENqnq7HTHkU0skTTGjBijRo36b5fLdeFll13Gl770pZDnvPbaa9x555309fVx6aWXfuiFF16ItlvRGETk3gq44VyY8hV4d1aEyeRBcD0AM/4AR9+D3wOfUdXuGOpfBzyepHUahyWnC75WVa1lPwrWtW2MGRFcLtcV48ePvzAnJ4f7778/7HmzZs3ikksuYcKECezateuFFIZohpe1+2Dja/D+cjj1SZjYPshnbj/wcyi5Gc76PRx5DzYBX4gliXTUY0MdolULRLqXt3FYi6QxZtgTEfekSZO2lZeXj7/ssstYsmTJoOfv2bOHm2++mcLCQmbOnLniJz/5yT+nKFQzjIiIG1iSB9dMg8kTYPT5cPAsaKuEDhewGzxboPAVKPsA+t6HD1rgj8DXVPVAnPX712y0VskhOK2R14UaRmIGZ4mkMWbYKywsfGj69OlP9Pb2sm7dOjwez5DXfPvb3+bll1+mr6+v86STThr90ksvxb1TiRmZROQc4JZ8OKscSoug0At5AvRAz1E4ehBaD8H7wAvAi5qgD2cRWWNdtUOz5xQ7SySNMcOaiJSPGTNm29ixY/Pq6+u5+OKLI7qus7OTRYsWcejQIaqrq3/4s5/9LJOXBDJZQESmAXOA6UA5vq7uQ/gmTW0GNqlqVDvYRFBnMbAoeCKXOc5ZhmhjJm8rmckskTTGDGtlZWU/7ujouHHOnDl873vfI4I9eI/55S9/SV1dHV6vV6+88spTfvjDH36QxFCNMSbr2GQbY8ywJSLnjhkz5sbx48fz2c9+NqokEuDSSy/lnHPOoaqqSnbu3GkTb4wxJoglksaYYUlEZOLEiT8qLy/nwgsvpKqqKpYyePTRR2ltbeWDDz6ovvXWWy9LQqjGGJO1LJE0xgxLeXl5C8eOHXvmwYMHWb58eczlnH766cydO5fy8nK2bNnyQ4m2WdMYY4YxSySNMcOOiOR7vd7v7N27l1tuuYUxY8bEVd7KlSt5//33+etf/zp24cKFn01QmMYYk/UskTTGDDvjxo37/KhRo0qLi4u5/vrr4y6vrKzs2NqTr7/++ueuu+66/LgLNcaYYcASSWPMsCIikwoKClbl5eXx2GOPkZubm5Byb775ZqZMmUJBQYGnra3tmYQUaowxWc4SSWPMsDJlypR/LSsry50xYwbz5s1LWLlut5uVK1fS2dnJW2+9dc1tt912WsIKN8aYLGWJpDFm2MjPzz+vs7Oz5tChQzz44IMJL//CCy/kpJNOYvTo0TQ1NT2f8AqMMSbLWCJpjBkWRCRn9OjRP25vb+eSSy5h8uTJSamnrq6OxsZG/vd///eMW265ZVFSKjHGmCxhiaQxZlgYP378XRUVFVNLSkq46667klZPZWUlixYt4vTTT2fz5s1PrVixwpYDMsaMWJZIGmOynoiM8nq9X3O5XNx3330UFRUltb777ruP9vZ2VHX0rl27nkhqZcYYk8EskTTGZL1p06Z9c9y4cfkej4drrrkm6fWNHj2a22+/HYA33njjM7fffntJ0is1JkYiUpnuGDKZPZ/4JGZdDGOMSZPCwsJpHo/n9iNHjvCtb32LnJzU/H68aNEinn/+eVpbW3P37NnzLPCJlFRsspKI5AIfAeYAVUAFIMBhoBF4A/gvVW1LcL0LgKZEljkMFYvIAlVdn+5AspGoarpjMMaYmM2YMWPTnj17qi+++GK+/vWvp7TuP/7xj9x2222UlJRw1VVXzf3e9773akoDMBnP2VJzPnATeUyhkDLcFJKLFxD66aGHo3TQylH2oPwC+JGqdiag7mqgRlUHDL8QkTqOJ5iVwHpVTXrCKSI1wBpVnZbsupz6IrpP57yNqtqQiriGE0skjTFZa+rUqZ90u90/U1V+8IMfMH78+JTHsHLlSvbu3YvH43n/97///SkpD8BkLBEpAh7Cy8coZSol5DCN/YznCKV0koNyBA97KGIrZey1/xuFAAAgAElEQVShgENso43NwFfiTexEZIOqzg91HKgPTJpEZBOwMFnJpIiscf7YCKxW1aRPUov2PsM9LzM4GyNpjMlKIpLrcrn+dcyYMfzN3/xNWpJIgIceeohDhw6xd+/eqTfeeOPStARhMo6IFAJfYjSXM4npXMBuFvIGs9nDJI6STx9e+hlLJzM5wCd5h6t5hylMoJyPInxFRKriqH8ZsC7E8QUAIVreHgfWBJ+fKKpaq6q1wMZk1REoxvtc5zw3EwVLJI0xWen000//XFFRUWl7ezt33nln2uI46aSTuPTSSyktLeX111//pxUrVrjSFozJCE539v2M5iNMZBzXsIXTaWaoNrhxtPMp3mQawljOAj7ntGrGohZ4LszxUN23DUCNiBTHWF+mieU+nwPqkxrVMGSJpDEm6xQVFZXs2LHjkQ8++IB77rmHvLy8tMazbNkydu7cybZt2wp37NjxnbQGYzLBhXi4iDImcRlvM5ruiK/MRZlPIxNxM5rTgCXRVu4kSc2q2hri7Tn4updPENDVOyfa+jJU1PfpPK8mZ2ypiZAlksaYrFNVVfXjSZMmuU899VQuu+yydIdDQUEBq1atYtSoUfzlL39ZvHjx4gnpjsmkh9MaeSMlTKWa7RRHkUT6uVAuYCvFTCKHT4hItD9Pi4ANYd4rBpoHuTaipXBEpFFEVkcZV1yirDPW+9wA1EQV2AhniaQxJqtMnz69uqOj4/Kuri4ee+wxfJ/b6Xf11VczefJkSktLc7Zv3/5CuuMxaXMuHqYxBg9ncCDmUsroZDKtjKIciPa3pfmE6NaNsNs60q7tBkK0+CVZRHXGeZ8NwNxoghrpLJE0xmQNERGPx/P86NGjmTdvHmeccUa6QzpGRKivr+fAgQNs3br1I7fffvvH0x2TSYtZFFLCVA4Q72jZGRwgn1JgVpRXVhJ67cjSIa5rBcoiqUBVF6rq2ijjiksUdcZzn01E2CprfCyRNMZkjblz5y7et2/f1IMHD7Jy5cp0hzPA2WefzezZsxER3njjjR+nOx6TFlW4KWIc8S8sPp6juCkApoiIJ4orw3XrDtbV67/uYBT1ZKp47rOZyFtlDZZIGmOyhIh4du7c+Y22tjZuuOEGysoiajhJuQceeID9+/ezefPmCTfeeOOD6Y7HpFwpuXgYQ1fcJXnoJ58ecskDxkQTQ6iJNmEm3wSL5JyMFs99Otdai2QULJE0xmSFefPmfauioqKwqqqKm2++Od3hhFVRUcGSJUuYOXMmf/7zn/9hxYoV3nTHZFJKAv6b+HIjPTn8OMGhum6Hy3aKMd2n89yyPplOJUskjTEZ79xzzz159+7dd/b29nL//ffj8UTTy5d6d9xxB52dneTl5Xk/+OCDH6Q7HpNSLfTRwyHi/wWiB6EDN310A4eiuLKZ8OMEGwgxPlBEKgFUNSULhqdAPPc5XJLplLBE0hiT8bxe7wvjxo3LGT9+PBdeeGG6wxmS1+tl+fLl9PT0sHnz5kVLliyxrrKRo5FujrKPwrhL2kshvXSgbFPVaLrKmwg/zu9ZQi9vU0OKdp1JkVjvs5Khx1iaAJZIGmMy2ic+8YlLN2/ePOfdd9+lrq4u3eFErKamhpKSElpaWqSxsdGWAxo5XqeDFt5nLBpnSe8xlg5agNejvDJst66qrgeaRSQ4yap1XhERkVi3ExxqRnVC6ozjPsPNeDdhWCJpjMlYIiJ79uz50ejRo7nmmmuorMyehj0R4ZFHHqG9vZ2mpqZz7rzzzqvTHZNJiVfpZCut9PF27EkTh/DwPqUcYT/wUpRXb8C3lmRIqjofmC8iy5zXamBhwK4vkagGpkV6soisFpF1OPt/O4uLR5uMRlVnjPc5lxB7lJvwRDXeX5mMMSY5rrjiii9u3779bzs6Oli3bh2jR49Od0hR+8IXvsDbb7+Nqracd955ZU8++aT9ozvMichleKnjJKbzKTZTRG9UBfQDL3Iqf+Uwh3heVR+PIYZGVY046TI+IrJJVWenO45sYi2SxpiMdNlll41ubGx8RES4/fbbszKJBFi5ciWtra0cPXq0ZP/+/X+f7nhMSvyKLv7AQfbxS07lKLkRX9kP/BensAPhEO8Cse7d3mB7RkfHeV6vpjuObGOJpDEmI/X29v5ERNxut5tFixalO5yYlZSUcOONN+J2u/nDH/5Qt3Tp0qJ0x2SSS31dfV+llVfZQSv/H2fSFME6kM14+Rmn8S4e9rEZ+HKEayKGUk8UYx4N4HteKd0/fDiwRNIYk3FuuummWb///e8v37FjB6tWrcLlinevufS64YYb6OzsZP/+/e6dO3c+k+54TPI5CeDDtPKfbGcrG5nCTzmdzYylGe+xiThtuGlkDL9mGj/lTLbSwl7+iPKYqm6Oo/4moNVaJSPjPKfWKMeJGmyMpDEmA51//vlNnZ2dp1RUVPAv//Iv6Q4nIX73u9/xxS9+EVVl3rx5pz/zzDNvpzsmk3wi4gKuAa6jkIkUUIabQnLxAEofffTSTgettLGffjYCT6vqkQTVv0ZVrWVyCPacYmeJpDEmo9x0001LNm3a9FR3dzff//73Oemkk9IdUsLcfffdHD58GLfb/dZvf/vbM9Idj0kdEckDPg7MAarwLYMjQDvQCGwGfqWqBxJcbzGwSFXXJrLc4UREFgAb4xhGMKJZImmMyRiXX355zo4dO44UFxcXzJo1i3vvvZe+vj76+voA8Hg89Pf309vrmwTrdrtR1RO+B+jp6QEgNzcXETnh+5ycHLq7uwFwuVy4XK4B3/f09KCqA77PyckhNzeX3t5e+vv7B3wvIrjd7mMxB3+/fft26uvrAZgxY8bC559/fn2KHq3JME5LZQ7Qq/ZBbLJY5DPJjDEmydxu9z/v3r27oL29na9//evk5uaSmzvwn6ngLRKDv/cnlOG+Dy4zVd9XVVVx3nnn8Ytf/ILNmzc/JSLPWxIxMqlqH9CX7jiMiZdNtjHGZISrr766/C9/+UvtkSNHuPfeexk1atSxlsThoquri7vvvpvOzk6am5uLr7jiiqjXBzTGmExiiaQxJiO0tbU9V1ZW5po1axZXX301Ho/nWJf2cNDZ2Ul+fj6jRo3igQceYMKECbz33nur5s2bl50LZBpjDJZIGmMywBVXXPGhpqami44ePUpdXR0iAvi6rIdDq6R/PKX/vhYsWIDH42HUqFG5eXl5P0lzeMYYEzNLJI0xabdr166fjBs3jpkzZ3LOOeccO56Tk4Oqku3DCP0TdfxycnJ46KGH6Ojo4N133738sssuOyuN4RljTMwskTTGpNUll1xy5zvvvHPKe++9x6pVqwa8LyJZ38Xd09MzYALOnDlzqKqq4siRI+zbt89mbxtjspIlksaYtBGR3J07dz45adIkFi9eTEVFxYBz3G73seV5slFHRwderzfkew899BBut5sjR47MuPzyy29OcWjGGBM3SySNMWnz0Y9+9J8KCwsLPR4Pd9xxR9jzCgoKaG9vT2FkidHX13fC2MhgEydO5Oabb6a4uJgPPvjg287agsYYkzUskTTGpMXJJ59cvnv37rvb29tZvnx52FY7P//C39mkq6tryPtaunQpR44cwev1jrrkkku+lqLQjDEmISyRNMakRXl5+bM9PT2uiooK5s+fP+T5Ho8nq7q4Ozo6yM/PH/K8/Px87r77blpbW3njjTeWz507tywF4RljTEJYImmMSbmzzz77w2+//fbH9+3bR319fdiu32D5+fl0dXUlObr49ff343K5Ir6vK6+8krKyMo4cOeLyeDzrkhyeMcYkjCWSxpiUEhHp6+t7bubMmVx77bWceuqp0VyLiNDf35/ECOPX19eHyxX5cEcR4XOf+xyTJk1i586dH7/44os/lMTwjDEmYWyvbWOGMfE1id0BnO28XgGeUNW0zVw599xzF3d3d09ubW1l5cqVUV+fk5NzbIHvTNTf34+qRpVIAsycOZPq6mo++OADWltb1wFTkhOhSRcRGQfMBqYD5YAAh4FG4A3g3WTsvS4ilaralOhyhwt7PvGRbF/o1xgTmoiMAlYCXcDvgc8AlwPvAHeo6htpiMlbWVl5sLi4uPDKK6/ktttui6mcSMcfpkNnZyderzfibu1ABw4c4MYbb8Tr9TJx4sS7Nm7cuCYJIZoUE5Eq4CZwfwjKS6GoCPK8gEBPNxxth4OtcPRtYB3w20QllCKyAGhS1YZElDcciUg1UKmqtp5rDCyRNGYYEpF8oB74N1V9J+D4POA/gA3Araqa0v0HzznnnG+9//7790ycOJF///d/x+12x1SOqtLR0UFBQUGCI4xPX18fPT095OXlxVzGU089xdNPP43X6z1aUFBQ8t5772X/HpEjlIjkADeC+waonAwVpTD3EJzZBqd0QK7Cbi+8VQh/KIXd7bB1Gxz5DfCkqh6Ks/5qoEZVnwjzfg2wRlWnxVNPFPHUAf6Wv0pgfbJbAiOt0zlvoyXc0bNE0phhSERmAmeo6nPO9y5V7XP+fC/wj8B0Vd2WqpiKi4snjBkzZkdra2vON77xDS644IK4yuvq6sLlcg3YMSad2tvb405uu7q6uOKKK8jNzWXSpElP/+Y3v1maoPBMCjlJ5CoovRKmT4OrmuGuXTA2zBpW3QLPjYXvnwR/3Q3bXgUeVdWWOGLYoKoDlkQQEX9LdyOwWlWjbz6PIRagPjBRE5FNwMJkJZPR1hnueZnBZeYgI2NMvBTYFPS938vAbuC8VAZ08sknPzdu3LicD3/4w3EnkQBerzejlgPq6OiIqyXSz+v18uijj5Kbm8vOnTvvnDNnzqQEhGdS7zYouwrOqYKvNsJj28InkQAehZv3ww/ehHlj4ZQPA58TkZh+UxKRZfi6yQdQ1VpVrQU2xlJ2DLEscOoNbu17HEjK8I0Y61znPDcTBUskjRmeioCvichKESlU1cBpznuAfCCubrNoTJ069aPt7e0fPXDgAPX19QkrNz8/n46OjoSVFyv/5J9ETQC6+OKLmTBhAsXFxTlut9vGbWUZETkdPAthxjT4+7/Cx45EfvVJ3fDPb8NZY2HsHGBBjGHUAs/FeG2i1QKhuowbgBoRKc6QOp/DNyTIRMESSWOGIVX9I9CDb8b2yf7jIpKrqq3An/B1ayWdiEh/f/8zBQUFXHLJJUydOjWRZeNyuejr60tYmbHo6enB4/EkrDwRob6+ntbWVt59992PXHzxxR9PWOEmFe6EaVPh2n1wfhRJpF95LzzYBKdMhZzrRGR0NFc7SVKz8/96JphDiH9vArqX52RCnc7zanLGlpoIWSJpzDATsF/zrcAnVfVt/3uq6u9aGwv0B1xTnqx4ZsyYcc/evXtPPnDgAPfee2/Cy3e5XKRzrLd/zchYZmkPZvr06Zx//vl0dXWxc+fOH0uiKzBJISKVkHc2TBgDtbtjL+ljR2B2B4wbD9REefEifBPqkkZEGkVkdYSnFwPNg7xfmUF1biD65z2iWSJpzDCjqn0iIqraqarbnUH/AIiI22nd2AHsDLiswvcBmFgiUtjd3f3VqqoqVqxYwahRoxJdxbEWyXQlk729vVGvGRmpFStWUFZWhtvtnnDxxRc/mJRKTKLNg3Fl8LGDUBTnyvlX74PyscBHorxwPqG7dROpgQh6NSLsto60azsVdTYAcyOMx2CJpDFZRXy8gd+HOi9wDbrA8ZHOcj9efIsfdwVcX4ZvkeSEOu20054sLy/Pz8vL49prr0108cd4PB46OzuTVn44/sXHk9VYWFxczJ133onX62Xbtm3/MH78+Phn85hkmwZFhTArhi7tYB86AgUFQGXgL4QRqOT4kjdJoaoLVXVtBKeWDvF+K75/fzKlziYibCE1PpZIGpMFRMQlIovwDSDf4EyimaaqGkOX53igRVX7nevdwEeBbycy5qKioqk9PT13tLa2UldXl7RWO/CNKczJyUn5WMnOzs6EzNQezPXXX09fXx/FxcWeGTNm/CCplZlEmAB5+TA9AbPAyvqgpB+8RQydHAUaqls3lYaKoxg4mEF1NhN5C6nBEkljMp6ITAYuAxpU9f8AjwGnAP8pIif7Wx+jSCjHA1udayYAX3LKfDqRcY8fP/7f2tra5LTTTmPOnGSMpT+R1+ulq6sr6fX4pSKJBMjNzWXVqlV88MEHbN68eeHHPvaxlCwebWLmAhFwJ2isRa5CjhDd53Vppky0iTCOhMYaT53OtdYiGQVLJI3JfFcBf1TVvwKo6ivAA/jGOf67f4bhUFuqBSSaR4BWETkb+BFwGzBTVR9PVMAnn3zyJ9ra2j5y6NAhHnrooUQVO6RULQfU3+8bLZCq/b7PO+88zj33XFwul3R3d/97Sio1sWqD3h7YF9u2TSfoAQ7nQncvcDSaK5O0pE6shuouTkY3fEx1Os8tI5LwbGGJpDEZSkRynBbDRTgfIs4xccY9Xg7MAD4rIjOc98O2SgYkmkXA7cCv8O27PTGRO0uIiMvr9f5w4sSJLF26lIkTJyaq6EjqTkkXd1dXV0paIwM9/PDDjB49moMHD541f/78a1JauYlGE7S3w5bC+It6Lx/auqFvt6pGk0g2E11XeLI1EGJMon+Cn6omY2H0eOpM6vjS4cYSSWMylDOGcTdwALg24Jg660EeBhYDVwO1IjIqeMxkmMTyCuAm4BpVvce/dWKiVFVVPZSfn1/R2dnJsmWp3yTC7XYnNZFM9JqRkZoyZQrz58+nuLiYXbt2fS/KyRcmdd6ClkPw2wQkcr8qhcOHgC1RXthEZo3ze5bQS+rUkLzddWKts5LMGV+aFewfImMymIgUAt3AR0Tk2G/X/vUgVXUdsBa4EzjfORY4YztUd/fPgRJn0fJExzvm6NGjX3C5XNTW1pKfn5/oKobk32EmWcmkqqasSzvY3XffTVtbG319fSWXXHLJP6QlCDOU38OBnfC2G/5YFHsxR3Lg1xWwax/w6ygvjnTmcczJrohEvJ2gqq4HmkUkOLGrdV6ZVGfSZ7wPN5ZIGpPBnO6s3wI3ALMD3/O3SKnqvfi6vu8OHhclImNE5H4RuTSgzP9U1aQMJJwxY8aatrY2r9vt5sorr0xGFRFxuVz09g6yrXGM/GMj07U2eFFREXfccQe7du3iz3/+80Mf+tCHxqQlEBOWqnaC/gK2b4evnQIdMf6wfHUybG2Fo28Ab0Z58QZ8a0mGJCKrRWQdzl7czkLf0e4zXQ1EPPFLVecD80VkmfNaDSyMclhNKuqcS5g9yk1oks4dIYwxkRGR/3H+eHPgP4JOF3eviJwH/A7fpJktIpKjqv0iUgFsBr4HPBq053ZClZWVnT5mzJg3jx49KmvXrmXmzJnJqioiXV1d5ObmJnTZofb2dgoKChJWXiz6+/tZsMC3/XJxcfGvfvOb31yW1oDMACLiAZ6E0y/wLbjwlSbwRPFh+38r4J/Hw59fh94Vqvp+DDE0qqrN8I+SiGxS1dlDn2n8rEXSmOxwC74WydrAfXedJDJHVf8HeA74mnO83zm+DzhfVR9OZhIJUF5evq6iokIuvPDCtCeRkPjlgFK13M9QcnJyeOyxx+jo6GDXrl2XXnrppeemOyZzIlXtBp6AdzbDhhy491T4IIKBte058OXJ8C8T4M23offbsSSRjgbbMzo6zvN6Nd1xZBtLJI3JAqraCHwR+Axwsb9bO2AGN8B3gL3Bx1X1vWTHV1VVtTA3N/fMvXv38sADDyS7uoglajkg/w426RobGay6upozzzyTkpISmpubn093PGYgX89B/2Pw5ibYcAhuP9OXJL6VH7DNvWNvLjw9Dm44C36UC39+Azq+qaq/jCOEeqIYf2gA3/OKdC9v47CubWOyiIj8B76tDO/zL18R0L09G/g7VY1qcKKzs81PgVtUNerZiiLiHjdu3N78/PyS6667jqVLl0ZbRFJ1dnbi8XjiSgIzoUs72O7du7nhhhtoa2vjvPPOu/PFF1/8frpjMgOJyBjgHsi/CCZWQGkZjHHB+E5wKRz0wH4XHGqFPfugdQvwjUT8AuiMCXxWVZO973bWc1ojr1PV+nTHkm0skTQmi4hILvA/wAfAt1T1vwPemwVMUdWfxlDud4BuVV0Z7bVnnXXWV7Zu3VpfXl7Oiy++iNfrHfqiFIunW7qrqwu3250xrZGBvvWtb/Htb3+byZMnt5WUlBT/8Y9/TO0ekSZiIlKFb+mtueAZC/le3w44XT3QcQjfhJqXgFcTuSSXiKxRVWuZHII9p9hZImlMlhGRc4D7gHPxbW/4B+AsYAzwM1XtiaHMcnxr1V2oqhGvWVdQUDC2oqJid1FRUe7y5cupqQm1bFv69fX10d/fj9sd3WYjqpq2dSMj0dnZyaJFi3C5XEycOHHNL3/5y7vSHZMZnLO2aylQAQhwCNidrDHMzkoOi1R1bTLKHw5EZAGwMVO2lcw2lkgak4Wc7rIr8SWTAN9V1XfiLHOlU+alQ2236Hf22WdvyM/Pr8nPz+fpp59O27I4Q4k1Iezr60NVyc3NTVJk8fvFL37B008/zZEjR/pPPfXUk1566aXd6Y7JGDNyWCJpTJbzL/WTgHLcwF+AOlX9j6HOnz59+of7+vr+Nzc3l29+85vMmDEj3hCSKpYu6kyZqT0YVeW2226jt7cXr9f7P6+88sr56Y7JGDNyZN6gH2NMRPzbHyaqS8zpEr8f+EcRGXSgo4hIb2/vT1paWpg3b17GJ5HgWw6os7Mz4vM7Ozuj7gpPBxHh4YcfZsuWLWzatOm8BQsWXJTumIwxI4clksZkqUi7n6Ms85fAO8Dywc6bNWtWrcvlmupyuVixYkWiw0iavLy8iJYDUlVUNaGLmSfTGWecwVVXXUVFRQVbt259Jt3xGGNGDkskjTHBHgAeFpFxod4Ukby2trZ/LCws5L777qO4uDjUaRkpJycHETm21WE4HR0dadknPB73338/AF1dXRM+/elPP5TmcIwxI4SNkTTGDCAiXwOKVXVJ8Htz5879Xm9v7x2qyrPPPpvRE1HCGWxdyGRsrZgq3/3ud3nxxRfp6enpmjJlSvFLL70UeV9+AolIHeDfyrMSWB/NnsrOTONHgINAGVAMbFDV9YmO1RgTn+z7BDDGpMLfA2+LSHXgYsYzZsyY0tzcfHtxcTGf//znszKJBF8Xd1dX14A1L7OtSzvYLbfcws9//nOOHj3qBf4vsCjVMYjIBqA+8OdGRDaJyMIoksnVwWv6ichqESm1ZWyMySzWtW2MGUBVDwF/C3xTAtb0KSgoeL6jo0MqKys577zz0hdgnPxd3ME9Mr29vVkxwSYcj8fDypUrOXDgAL/73e8W3HzzzdNTWb+zHh8hdlJ5HFgTYRl1oc51dhyxBaONyTCWSBpjwvkeUITTqnX++edf3tbWNru8vJyHH344vZElQPBYSf9+2tnaGul30UUX8aEPfYjTTz9dtm/f/kKKq68FQm3H1wDUOF3WQ5mW2JCMMclkiaQxJiRnm7aVwBMiUtjS0vLDsrIyLr30UqZMmZLu8OLmdrvp6Tm+CVBvb2/WJ5F+jzzyCC0tLezcuXPmLbfc8ukUVj0HaAw+GNClPSeCMjYBTwUnnc73EY+zNMakhiWSxpiwVPUV4H/Ly8tf9Hq9Zc3Nzdxzzz3pDithPB4PnZ2dqOqwSiSnTZvGRz/6UcrKyti8efP3VqxYkaoth4qB5kHerxyqAGcMZDGwVUQC99xcBiyNLzxjTKJZImmMGVRhYeHfHThw4MIdO3awZMkSioqK0h1SwuTk5KCqg87izlbLly9n586dvP/++2N27969Otn1RdhtHdFaUao6DdgIbBCRdSKyTFWfsL2Qjck82Tnl0hiTMtXV1V/761//ymmnncbMmTN566236O/vZ+LEibjdbrZv335srOHYsWMpKSmhqamJvr4+XC4XHo+H8ePHs3//ftrb2xER+vr6mDx5Mj09Pezbt4++vj4AKioqKCkp4Z13fNuG5+TkUFRUxNixY9mzZw8dHR24XC76+vqYOnUqbW1ttLS0HNsTe/z48RQWFtLU1ISqIiIUFxdTVlbGtm3b6O7uPjbT/OSTT6alpYXW1lZ6enpwu93D5p7a2tro7+9n6dKlvPLKK6xfv/4hEYlrbUlVHapVs3SI91vxLeUTqWfxdWUvAxY4k6NsxrYxGcbWkTTGhHXVVVedu2XLltdcLhcPPvgg559/ftYt1D0YVaWzsxOv10t3d3fG76sdDVXl3Xff5ctf/jLt7e1MmDBh44svvjg/WfU5LZItwMJQ6z2KiOJbFuiJCMpZ7Zzb6nz/FLAAeMKZvW2MyRDWtW2MCWvfvn0vlJWVMXPmTD784Q+zY8eOAUvmZDN/8hhuOaBs1tzcjMfj4e6776a9vZ233nqrZsmSJbOTVV+E3c6RnPMUvnUkW/3lqupCfDPC64LGTRpj0sy6to0xIX36059eumvXrlMKCwtZtWoVo0aNoqenJ+vXWvTzd1P7l8nMzc2lr68vaxdZD+ZyuZg4cSKnnHIKlZWV7N27ly1btjxHcpfXaWLwCTWDzrp2Wh+LQy1crqprnffn4xs/aYzJANYiaYwZ4Prrr8997bXXvnH48GGuuOIKJkyYAEBJSQltbW3Hxv9ls/7+fgLWWsflch1bSzLbtbS0UFRUdGznnrq6Ot577z1effXVyltuuWVxEqtuIMQ4SBGpBFDVoRLAUgZvtbQE0pgMY4mkMWaAjo6Op0aNGlVQWlrKkiXHt9sWETo6Ojhw4EAao4tfuOV+XC4X3d3daYoqMTo7O9m/f/8JSfLJJ5/MLbfcwvTp03n99defXLFiRbLWOXoWCNX1XEMESaDTElk9yCk1wIbYQjPGJIMlksaYE9TW1k7esmXLbQAPPPDAgAkoFRUVtLa20tXVlZb4EqGjoyPkpKHh0Cq5f/9+SkpKBiTJtbW1/uS5YNeuXd9KRt3OJJvmEOMYawmxvaF/aZ+gw/JgzGEAACAASURBVPUisi7EuTVAWQStmsaYFLJZ28aYE8yfP7/h0KFDs9xuNz/4wQ9OaNny27t377GlabJNd3c3OTk5g46FzNZ1Jbu6uti2bRtVVVUh/95eeOEFfvjDH9LV1dV/0UUXTVqzZs2eZMQhIqs5vsPNNGBNqHGPItIIrA+eiS0i1RxPPP1d3X8KNRvcGJNelkgaY45ZsmTJZc8///xLXq+XtWvXcuaZZ4Y8z7+Id2FhYYojjI+q0tHRMWSS2NfXR09PT9YtB9TR0YHH4wm7Q09/fz833XQT27dv56yzzvqfX//61+enOERjzDBjXdvGmGP+8pe//LCnp4eLLroobBIJvrGSHo+HrVu3ZlU3cGdnZ0Qtjf5ELJvurbm5mba2tkG3eczJyaG+vp4DBw6wadOm8xYvXnxhCkM0xgxDlkgaYwC4+eab//bQoUNjJ0yYwAMPPDDk+f4lgJqbB9taOXNEu2yR1+ulp6cniRElTm9vL/v27WPMmDFDnnvuuedy9dVXU1lZyZtvvvlvKQjPGDOMWSJpjGH58uWFmzZt+mxRURELFiygrCyynewmTpzI/v37s2I5oP7+fnJyIv8nT0TIycnJinvbvXs3paWleDyeiM5ftWoVhw8fprm5ecJNN9009G8NxhgThiWSxhi2bdv244KCAk9XVxe33nprxNd5vV7Ky8vp7OxMYnTxU1VUNapEEsiKRLK/v5/c3NyIk3+AcePGcdVVVzFmzBgaGhq+dOutt0aWgRpjTBBLJI0Z4Wpra0//7//+779pbGzkM5/5TMStWn5lZWW4XK6M7gb276cdLX8imcljJTs7O6moqBh0bGQoixcvZv/+/ezYsSPv8OHD/5qc6Iwxw50lksaMcO++++4LEyZM4JxzzuGiiy6KqYyjR4+ya9euxAaWIN3d3XFt6Zifn09HR0cCI0qcw4cPs3v37qiTSPC1JtfV1VFQUMAbb7xx/ZIlS6YmPkJjzHBniaQxI9jixYuv27Vr12ldXV08+uijIdcejERpaSnd3d20tbUlOML49fb2xr1/ttfrzbgF2Pv7+9m9e3dca3l+4hOf4NRTT2Xs2LGydevWnyYwPGPMCGGJpDEj1IoVK+TPf/7z2lGjRnHRRRdRVVUVc1kiwoQJE9i1a1dGdQMnamFxl8uVcV3czc3N5OXlxbWWp4hQX1/Pvn372LZt2zl33nnnlQkM0RgzAlgiacwItX///q9u3759dGtrK8uXL4+7vKKiIiZMmEB/f38CootfT09P1OM9B1NQUJBRrZJer5dJkybFXc5pp53G+eefT05ODps2bfpXibVZ2hgzIlkiacwItHz58pJXXnllZVtbG7fddltE6w9GYtSoUezZs4fe3t6ElBcPVY1p7OBg3G53Rtzb7t278Xg8cXfZ+61YsYKDBw/y9ttvj73++us/n5BCjTEjgiWSxoxAW7duXTd+/PjcGTNmcN111yW0bI/Hk/aJN319feTk5MQ85jMcEUl7i+vRo0c5cuRIXBOIgpWVlXH33Xdz+umn89prrz26dOnSooQVbowZ1iyRNGaEueuuu2a/+eabl3R2dvLggw8mvNWutLSUzs5O2tvbE1pupFSVnp6ehLXWBcrJyTm2JmU6qCp79+5l3LhxUa+JOZSbbrqJ/v5+ioqK3Hv27HkmoYUbY4YtSySNGWG2bNmyfty4cUyZMoV58+YlvHyXy0V5eXncS+Y07G/gjpfv4Cfv/YRrX7qWy352Gde+dC0/ee8n3PHyHTTsbwh5XW9vb8KT40BerzdtywF1dXXhdrsTNhQhkNvt5v7776ejo4MtW7Z8sra2Nvxm68YY40j8r+zGmIx1++23L2loaJjq9XpZv3590uopKSmhs7Mz6m0JwZdAfunVL9F0uIkjPUfYfHAzLd0tx97fdmQbLd0tbD64mVWzVvGrbb9i+dnLqS6vBnyTbBIxU3swHo+Hrq6umBY5j5W/Sz0RE2zCueCCC3jmmWd47bXX2LJly3rg9KRVZowZFqxF0pgRYsWKFa7XXnvtGwUFBVx33XVMnjw5qfXl5OTw3nvvRTymsGF/A9e+dC2L/3Mxrx98nSM9RyjxlLBq1irOKTuHqtFVnFN2DqtmraLEU0JLdwtff+3r/Hb3b6n9r1oa9jckbLmfoeTm5qZ8OaADBw7Q3Nyc8C7tYPX19bS1tbF169bTbrvtthuSWpkxJutJJq2LZoxJnoULF659++23l3Z3d7Nu3bq41h+M1LZt28jLy6OiomLQ8xr2N1D7X7XHWh5H5Y6ickwln53z2WMtjcHn//Nf/plLJ1/K11/7Oi3dLcwunc0o9yhqptYMaKVMllQlrt3d3TQ1NVFVVZWUsZ/BHn/8cV577TX6+/uPfOxjHxvz5JNP2geFMSYkSySNGQHuu+//sffmYVKVZ97/9zlL7VVd1TvdLM3eIgIiQtwVUVyiASMKLiiiIgY6ERVQxnl1Esxokskk5DcGEyXOm8xoTHQmvyszYTSTxcxoomnFYGhlp+l9qa59Ocvz/lFVTXV1Vdd2aunm+VxXX02fOnXOXXZJfbmX771l0v79+08bDAZu/fr1uOWWW4pyX0mScOTIEcyaNSvllHG8iEwnIFM9f8/HexAMBvG+8/3hbKVD58Deq/YWVEwqigJVVTWdoE7GiRMnYLFYUF1dXdD7xPB4PLj99tshCALOPffcf/zpT3/6SFFuzGAwxh1MSDIYZwHXXXfd/5w+ffpis9mMH//4xwUvj8YTW5tosYx2lIkXkfkIP0mS8PHgx/jewe+NyFIurFoIm85WsOxkbEJcS+PzRFRVxdDQEOx2e1F/b6+++ipee+01DA0NKddff33t3r17B4t2cwaDMW5gwzYMxgRn06ZNV/zmN7+5WBRF/OhHPyqqGAEiAtLj8YwqA2slImN2PBfUXYB9dfsAAHPsc7Dn4z1wh914p+sduMPugghKQsiwt2Qh/rtSSjEwMICqqqqi/97WrFmDn/zkJxgcHORPnTr1OoCrixoAg8EYF7CMJIMxwbn44os7A4HApKamJnzzm98sSQwulwuDg4NoamoaNgnf8OsNeKfrnbxL0LIsg1KatLwcK3u7w24cGDhQsAxlMBiEwWDQ7HoxBgYG4PV6MW3aNM2vnQl/+tOfsHPnTvA8j+XLly/74Q9/+KeSBMJgMMoWNrXNYExg7r777kddLtckl8uFxx57rGRxxHwPXS4XgIjAc4fdWFi1MO8+xnA4nLJHcXHNYuy7eh92LdmFyyZdBgAjpry1QhAEhMNhza4HRPovBwYGUFdXp+l1s2Hp0qVYsGABamtrcejQoddLFgiDwShbmJBkMCYoLS0t+tbW1q8ZjUasXr0a9fX1JY2nvr4eAwMDwyXtAwMHYNPZ8hKRmU5NxwvK2DDO7g92j2lsng2CIGi+g9vtdsNkMhUk05kNjz/+OLq7u+F0OqeuX7/+oZIGw2Awyg4mJBmMCcrp06f39fb2GjweDzZu3FjqcGA0GtHQ0IBn3382MqEtWrF1wdacryfLctZWOItrFmPvVXtHZCf3fLwn5xjiMZlMmq6F1Ov1BTUfz5TGxkbcdNNN8Hq9eO+9977V0tJSuLVBDAZj3MGEJIMxAdm0adP0999/f63L5UJLS0tRN7CMhdFoRGOoEQYYMMM2I++Sdi7T0onl7pVTV2qWmdTpdJqUuE+ePAkAw/2kpebBBx+ELMvo7+83dXR07C11PAwGo3xgQpLBmIAcO3bszdraWrJs2TKsXLmy1OEM09rXCjfvxnLzcuxasivn64RCIRiNxrxiiQnK/af2452udzQpdfM8n/Emn1R4PB6Ew+G8X5+WmEwmPP7442hoaMCBAwc2bNq0qaHUMTEYjPKACUkGY4LxwAMP3HT48OGFXq8XO3bsKJusVqw38g/uP8DCWzDbMDun68SsdrR6XVsXbNVsEIcQAlEUc+6XVFUVXV1daGhoKJvfW4ybbroJVqsVDoeDO378+JuljofBYJQHTEgyGBOIlpYW0trauq+urg4XXnghzjnnnFKHBGCkZ6RdZ8fNi27OS2xpKbK0HsSJZSVzsVYLh8OoqqoqyvrKbCGEYMeOHXC73Whra1u6cePG5aWOicFglB5mSM5gTCAGBgaebmtrqzIYDNizR5shEi3Y8/GeUcbjkiTltKtakqSClH1jgzhaGJlzHAdZlrNanShLElRZRqXNBkgSQClAKYYlcyphGhXVNPbn+C+OG35cC8477zwsXLgQv/rVr3DgwIGfAJik2cUZDMa4hBmSMxgThK1bt5rfeustZzAYFO+66y5s2LCh1CEBiGQjd3+wGwBG7NAOhUI4efIkZs6cCZ7PbBDY7/fDaDQWvOybaGR+2aTLsO/qfZk9WVVBwmEE3G6YBAFEUQBZjnxXFBBVBRQlcp6qAtGvDrcbhFI0xLKR+QjJ2J9jQjL2Z44DJQTg+cifY8d4PnJMEEB5HlQUQUURSDLM1NfXhxtvvBFVVVW48MILd/zkJz95PtP/rgwGY+LBhCSDMUG4+eabf9HZ2XlTOBzGT3/606yyYYUktsEmmRjr6OgAz/MZeVzKsgxVVQu61zqRmKBcOXUl9p/anzQzSfx+cD5f5HswCIRCILIMSBL8oRAshIwSkLEvQimgqggoCo5IEubp9eBjog84IxLjxWEilEauE/3z8Pf4rzhROSwk48Vl9Dt4HjROTEIUQY1GqEYjVIsF1GwGOA579+7Fr3/9awSDwdDSpUvt+/btCxbivz+DwSh/WGmbwZgAbN68+dy2trabYn1s5SIiAWDl1JU4OHAQK6eOnh6vr6/H4cOHUVlZmVYghsPhrMvg+RLrn4yJ4YMDByOledu54AcHwbtcID4fuEAAJBgECYUAWY5k9kQROkIQ5nmIogiq050RbDHxFhVzJ10u1MUEm9YvIl5QxrKgsZ9jAjcmbCUJJBgEJ8sg0fI61etB9XqoZjOoyQTV4cCGO+7AL3/5S+h0Ov3g4OArAG7XOmwGgzE+YBlJBmMCcPnll7edPn167syZM/H973+/1OEMEz9kk6o8HA6HoarqmBtcAoEADAZDySaZY6/DE3DiGv4cTAnqcUf9jZhDakEojYgsgwGqXg+I4ojMoV+SYBpD2FNK4Q2HYdHpym5SG4oCEgpFhLLfD6IoUK1WKBUV+FVbG5794Q/h9/vpqlWrZu/du/doqcNlMBjFh01tMxjjnA0bNqz74x//OLenpwfbt28vdTgjiB+ySbXFRqfTwev1wu12J31cURQIglBSkbW4ZjFeXvwt3K0uwtTeIFyffYT/+OwNKHV1kJqaoNTUQLVaIz2FCXEaBQGhFBPqKqU46XKVp4gEIqVukwlKVRXkKVMgT5oEKArE9nbc0NiIyRUV8Hg85PDhw8wOiME4S+GffvrpUsfAYDBypKWlhbz//vv/M2nSJP3VV1+Nm2++udQhDdPa14q3299Gvakez1/yfNqp546ODlRWVo4SVIqigOM4cFzp/t3Ld3ejsT+Ea8gcTDE14DOjFwtmXI4fH30V9aZ6VBurUz6XEAJKKQgho15bl9cLQggqSrxPO2MEAdRshmqxgB8awnn19fjtqVMYHBysO3DgwIFVq1a1lTpEBoNRXFhGksEYx/T09PyDLMtWl8uFLVu2lDqcEez5eA8ODByATWdLKyJNJhPMZjP6+/tHHKeUQlXVjKe6CwHf2Qnh9GmIHR1QbTZMa74Uuy7+O7zb/S4+7P8IL//1JTzzp6fR5kytoQghUBPaiMKyjKFgELVF7vvUBFGE3NiIObNm4fLGRtTV1eGT1tYftbS0lGFalcFgFBImJBmMccqWLVuqWltbtwqCgPXr18Nms5U6pGFa+1rhDruxsGphypJ2IjU1NaP2VAeDwaJOaSfC9/ZC6OyE0NUFubYWakXF8GO3z16L86sXAQA+7P8Iz36wO6WYFDgOYUUZcSwgy6gxmaATxu/Mo1pZiW23347+ri4EVLXCderUc6WOicFgFBcmJBmMccqxY8de7+vr4xVFwW233VbqcIaJDaZkmo2ModfrUVtbC0mSAJwpaZeqd5Bzu8F3dEREZE1NxPomjmZHM/7P0qdx37yNsIlWuCXPmNlJkyjCH31tsqJALwioKcMNNtlS0diIey+9FN3d3fjvd9995Mv33GMtdUwMBqN4MCHJYIxDHnrooaV//etfr5JlGTt37ixp6TeRTAZsUiGKIo4fP45gMIhQKAS9Xl+gKNMQDkNob4fQ3Q3F4QC1WFKe2uxoxpNLdo3ITr52+NWk5woch7As4/jQEKSEDOV45s7Vq1ElCBDNZqG9o+PnpY6HwWAUDyYkGYxxyMGDB1+vqanBlVdeiaVLl5Y6nBGsnLoSDp0Dj57/aFZrBYFIL2FtbS2OHz8+ph1QoRFPnwbf1wcqCFDt9rTnx2cnz69ehIvqL0qamdTxPPr9fgCAtVQiuQAIooin77kHgiDg4IkT12y5555FpY6JwWAUh/HbnMNgnKXcc889m3t6eqbabDZs27YNoVAISjS7pdPpoKoq5KjdjCiKoJSO+BnAcPk4ZqsT/zPHccO9ijzPg+f5UT9LkgRK6aifOY7DWyffQjgcxm+O/warpqyCIAjDW2kIIRBFEYqiQFGUUT8DgMFggKIo6Ovrg9VqLfprElwu8H19CLrdkBoawMkyBI6DpCigAAgAkechqyrU6ArD2M9TLTPx+Pm78M0Pv46DA5+i3fOPaFnwZcyrmgtFVRFWFPT4fJhSUYGQLEOJDuCIHAcKQFbV4Z8BQIr+LHAcSNzPPCHg4/ou0/3METLiNST+PNZrig0J6XgeiqoOx5z487Jly9D829/Cpdfj0KefvglgeoZvaQaDMY5hhuQMxjiipaWF379/v9tgMJiuuOIKPPzww2W1xSbVXu1siBmUS5IEq7XI7XaSBN1nn0E4cQJKVdWYJe2xaHO24dkPdsMteTCnYjbMohm3z16LJstMhFUVRkEAFxV7E4lPjx/H5j17MOR244vLl2/8/muvvVzqmBgMRmGZWH+LMRgTnM7OzhdPnjxp6u/vxwMPPDCcdSsXsrH8SUZswMZgMECv12NgYKAAUaZG6OkBPzgI6HQ5i0gged/kTw//DF5Jgk2vB5fEDmi845ckzGlqwrWzZyMYDOKdDz74LrMDYjAmPkxIMhjjhC996UuNH3744b1NTU149NFHYTKZYDKZ4I/23JWaXCx/EpFleXhwiOM4DAwMjLIEKhQkEADX3w/O6YRcndpgPFMS+yYXOC7Bi5/sRZuzDTzHQaEUE6UipKgq+Kjh+pfuvBPVFgt4s9nsPH78hVLHxmAwCgsTkgzGOOHIkSNvVFdXc3a7fcQGG1EUh/sFS4kW2UgAw3Y/giDAbrejr69P0zhTIXR1QRgchGqzRfZla0SzoxmPLHwCh13H8Ke+3w/7TRoEAYEy+L1pQVhVoY/6YVptNmy58UYIgoA/Hjz4wEN3352/KmcwGGULE5IMxjjg/vvvv/r48eNLBwYGsGPHjhHeijzPQ40OYZQKLbKRyex+qqurEQwGC17C5zwecE4niM8HxeHQ/PpDwSCunnoRbKJlhN/kMfeR4QGb8YqkKNAl9HreesMNEHw+2GtquK7Tp39RotAYDEYRYEKSwRgHfPTRRz/2er04//zzsWDBghGPxXZQl1JM5puNDAQCMBqNo45zHIdp06YNZysLAqXgu7vBDwxERKTGnpyUUlQZjVhcO29U3+Tzrc/irwOfanq/YkIphUrpqKEhjufxxNq1OHHiBH7/4YcXbb3zzstKFCKDwSgwTEgyGGXO3XffvePUqVP1Ho8H27ZtS3qOTqcrWi9hIvlmI2M2QKk22AiCgMHBQTidznxDTQo3NARuaAgkHB6xAlELZFXFZwMDMEZL5cm24bx5/LXhjTfjjbEGhpYsXoxLpk0DCMGBtrbXihgWg8EoIkxIMhhlTEtLi761tfWZxsZGPPTQQ6itrU15LsdxJemVzDcbKUlSWvPxqqoq9PT0aJ+ZVFUIvb2RbGRlJaDxOsYujwfW6JR2PPFT3RfVX4RvfvgcPhk4pOm9i0EouuoxFTvvuw+Vdju63O5Jm9aseaSIoTEYjCLBhCSDUca0t7f/syAIekmSsGHDhjHPLUVWMt9spCRJGflg6vV62O12dHd35xJmSvjBQXBOJ0BpZMhGQ0KyDHc4jLoU+7Rj2cl3u99Fa/+f8c0Pv5l0R3e54pckGMcQkQDQ0NCAWxYuREVFBd77+ONn165dy5ZgMBgTDCYkGYwy5eGHH571wQcfrKGUYsuWLRntnTYajUW1A8onG0mj9jdchqbcNTU1w1ttNEFRwPf2gotlIzUmKMuYYrWmNR2/ffbauCGcl5OuViw3FFUFN0Y7QjwP3H47/IODkAXBgKGhV4oQHoPBKCJMSDIYCZBMPh2LwKFDh95wuVzEZrNhxYoVGT2HEDK8krAYxPZqr5y6MuvnxgRhpv+5eZ5HdXU1vF5v1vdKer2+vkg2UhBAU2QNc8UXDsMgCLBlsC88VuZeUDUPPHT4sP+jYYugciWkKDCkyUbGMJpM2Hr99Whvb8d/vfvuugduu21KgcNjMBhFhAlJBiMKIaSaEKKjZeASff/99686efLkeTqdDrt27cpYbAEY3l1dDPaf2g9n2In9p/Zn/dxgMAidTpfVcwgh6O3thcfjyfp+I5Ak8P394J1OKFVV+V0rAZVSdHg8w3uuMyFW5r5z7p2wi/YRFkHlJihDspyxiIxx44oVOKemBo1Tp5LTHR3MDojBmEAwIclgnOEpAHeWOoiWlhby0UcfvVxbW4vrr78ec+bMyer5xcpK5tMfGQgE0g7YJIMQgpqaGvT09ORV4hZ6e8E7nVANBtAc4hgLZyAAgeNgzaAVIZH51edg26IdIyyCyik7Gftvnjg8lA7CcXj6/vvh9/txtLd30QNf/OK1hYiPwWAUHyYkGQwAhBAOwCUAVhNCLogeK0mJu7+//6uhUMjR19eHL3/5yzldg+d5KIpS0BV8ufZHqqoKQkjGvZGJ2Gw28DwPl8uV0/NJKASurw/c0JDmvZEqpej2ejE5j8Gd86qb8fj5u0ZYBJVLdlKlNGsRGWP+vHm4aPJk2B0OHDxy5Mcah8ZgMEoEE5KMsx5CCE8pVQH8BwAVwL2EEBullBZbTG7dutX6hz/8YYfX68Vdd90FRx5bVgghBTMpzycbGQwGc8pGxjN16tSMpr2TwXd1RbKRFguQZWk9HbKqYobDAV0epuaEEPCEYFbFnFEG5q8dflWrUHMirCgQ83ht2+6+Gz0dHfi0vb3mruuv36VhaAwGo0QwIck466GUxprZ/gDgNwBmArgn+lhR+yVPnDjx2sDAgKDT6bBu3bq8rqXT6RAKhTSKbCS5ZiNDoVDeIhKIZFwBoKurK6vnEa8X3OAgOI9H81WIAUlCr883bD6eDzqeh6yqIwzM51TMhk/ylSwrGZCkMT0jM6GmpgbrL70Ufr8f733yyd+uueyy7Ov/DAajrGBCknHWQyIYENGN3wHwFwBXE0KWxx4vRhybNm1acPDgweunTZuGJ598MueMWzyFsAPKNRtJKc2rpJ2IwWCAy+VCIBDI+DlCdzeEwUEodjuQpyiKh1KKdpcLVo0ynIQQiBwHKTqw0+xohlk04zPX4ZL0TKqUAoTkXNaO594vfhFzJk+GpbJSJ/P8v2gQHoPBKCFMSDLOemiEIABL9NCPAfgB3EEIaShWVvLTTz/9eV1dHSZPnoxLL71Uk2sSQob7JbUin95IrUQkEMlK1tfXZ5yVHF6FGAxCtds1iwMABoNB8BwHWw4DNqngOQ5q1GsTiPlNlqZnMijLac3HM0Wn12PbqlVQVRUHjh9ffcfKlTM0uTCDwSgJTEgyznqiGUk9AF20X/IvAN4AMAnAhug5NkKItmaDcWzYsGH96dOnZ/X392PHjh2aXluv12u28Saf3khJkiBomAUEgIqKChgMhvSvj1IIPT3g+/sjAzYaCloAkBQF9RZLVjZNmRLbZx2/VhEo3kR3IAe7n3Qsv/RS1BGC2kmTSM/gILMDYjDGMUxIMs56ohnJEIBOAKbo4Z8j0jO5hBDyDIBnASwtxP1bWlrIe++99z2n04nly5ejqalJ83toJSZzzUbm4hmZCYQQ1NXVQVXVMQeL+IGBM6sQrVZNYwgrChwGA8wFeH16QUAoLpsc3zMZy04WUkyqlIJD9nY/6SCE4Il77kHboUN49+DBc+9aufJmTW/AYDCKBhOSDAaG+yBnAKCEEC5azv4pgKkA7gLwJqX0N4Xol+zu7v6uJElWnufx8MMPa315ABguKedTpc81GxkTeFqWtePheR59fX0YHBxMfoIsg+/pObMKUcNfoaQoODw4CKFArw0AjIIAvySNOBbLTha61K1SWrDXNnvmTNx64YWoqa3Fofb2H5XLRikGg5EdTEgyJhxxperhn9OdHxWOpyilXkqpSgi5EMBDAN4DcArAxUAke0kI0Sz1tGXLlpqPP/54s9FoxCOPPAKrxtmyePK1A8onG6nFpPZY1NfXo6+vD1KC4AIQ2aftdAKiqPkqxE6vF1VGY9p92vlAokMuSsLvrtClbkopFFUt6Gv78vr1EAFIguC4bfny3QW7EYPBKBhMSDImDIQQnhByG4BNAN4ihHyZEDIznR9k3DBNBSFkCiHkXgDrAfyYUvolAL8G8HlCyCOEkBYAN2gV85EjR143mUy8wWDArbfeqtVlkyKKYs7l7VyzkcUQkUDktVVVVaG7u3vkA6FQwVYh+iUJvnAYtRqL02QYEkrcMQpZ6g7l6RmZCfaKCtx35ZUAgI9PnnzssvnzTWM/g8FglBtMSDImBISQqQCuA9BKKf0+gL8BMB3AfxNCpsTEYprsZDD6vEoAj1JKD0SPP4vI4M23AHgppf+mRcxf/OIXz//ggw+u8Hg8eOyxxwpW5it2qgAAIABJREFU+o3HYDBkZZcTI5dspNZ2P+morq6G1WodUb4XurvBDw5CNZtBNZyoBiJl35kOh+b9g6kwCAJCKdZeal3qjk2LF+O1rbv5ZoihEEKqKtpstp8V/IYMBkNTmJBkTBQ+D+CPlNIjAEAp/T2AbQBOA3iTELI4enysJsEAgJcopf9AKQ1H1yYCwM3R68yglL6sVcAnTpx4LRgMorm5GUuWLNHqsmNCCAEhJCs7oFyzkYqiaD6lPRYcx8Fms6G7uzsiYr1ecAMD4NxuzVchOgMBUErzNujOBi76u0v1Ftay1B2UZU2M1TNBEARsX7MGvb29+O2HH16/7sorzy3KjRkMhiYwIckY1xBCOELIJAC3AfDFHSPRtYfXA5gDYBchZE708aRpFkrp7yilf4qdE+2VtCKSqbyUUnpCq7ivuuqq271e7+zKykps375dq8tmhMFgyGrjTa7ZSFVVhzfQFAuO4xAKheB0OgtmPq6oKrq93oIO2KSC4IwdUDK0KHUHJElzu590XHzhhbh8zhzMmz8fHS6XJhl/BoNRHJiQZIxrKKUqpbQLQD+AL8Ydo4QQgVLqBrARkaziJkKINbFnMpmwjJ1DKfVQSn8VFaWaQAjhOzs7v19RUYHVq1ejoaFBq0tnjNFoRDAYTHtertnIcDhc1GxkPLW1tRg8dQp0cLAg5uO9Ph9sen3RMnbxiDyPcAbZ5MRSd6ZiUo21I5RggPrJjRvhHBhAt883647ly+8segAMBiMnmJBkjHuiRuFhAJ8jhAxPVFBK5ej31wG8COA+AJdEj9G482jC9Uiy41qxaNGivzWbzXa3240HHnigELdIS6x3Md0Udy7ZyJinY7F6IxMxGQywBoMI9fZqbj6uqCp84TDqLJb0JxcIQxI7oGTk0jcpKQp0Rc4ix5g2eTKunzcPDocDn5w+/UJcawmDwShj2P+ojHEPpdQH4B0A6wBcEP9Y7MMoOn3tA7CZEGJPOKciOpG9MnpuwVYiEkIqTp06tbOzsxObN2+G0Wgs1K3SwvP8mEIyn0ntkr6u/n5MoxQ8IVA0tlNSKcVUu70kZe0YsYzhWCXuGNn0TSqqCq5E2cgYD69bh772drT391tXX3bZt0sWCIPByBgmJBkTAkrpCwA+BfA0IWRG3HGVEBKrsd4G4CYADcAZkQlAD+AJAFcVOgsyd+7cFwVB0E2ePBk33nhjIW+VltgO7lS6OZdsZDAYhF7j6eiskCTwvb3gBwYQqKjASZdLs0t7w2GccrlKlrGLxyAICKaY4E4k075JucCekZlgsVjQ8vnPIxQK4aOTJ7+07NxzK0oaEIPBSAsTkoyJxN2IZCQ3EUJssYOUUjm6reZ/EdlW883ocTV6vBfAJZTSnVr2QiYiiuLccDi8xmKx4KmnnirIXuZs0el0SQdvcslGxgRpsQds4hF6e8EPDUHV62GtqBj2eswXSinaXa6SlrQTMQgCAhmKSWDsvkmV0sg6xDJ4T66+7josmDIFjupqvsJqZYM3DEaZw4QkY8JAKT0K4BkAXwGwPJZdjJvgBoAXAPQkHqeUHk53fUJIXgpp8uTJ/1JVVUWWLFmC+fPn53MpzYiJ2cQSdy7ZyHA4XNJsJAmFwPX1gYuaj3OEYIrNhna3O6/VkADQ5/dDL4qwFGCfdq5whIDD2FPciaQSk8W0+0kHx/PYuW4dvF4vPuvquvILy5cXxxuLwWDkBBOSjAkFpfRZAP8F4O8BLI8eo3HlbS+A2tjxTK9LCLkMwC9z3QcsiuL1lNLFLpcL27Zty+USBcNgMIyY4M4lG6koCnieL2mWle/ujmQjLRYgKvisej2qTaaMJp3HvDYhaCyjbGQMnuOyEpLAaDH5jT//A054jhQowtxYvGgRFlRWorqmBp09PcyknMEoY5iQZExEVgNwI1LivhI4M8ENQAXwgxyu+S6AyQC+kO0TCSGi0Wj84eDgIG655RZUV1fncPvCEr/xJpdspKIoJZvSBgDi94MbHIyYjzscIx6rMhoRlOVRu6ozxRkIwG4wFNV8PFMEjoOiqllnXOPFpFf2Y/f7X8X2/3lcsz3dWrB9/Xoc+fRT/OXo0WmrV64sjb0Bg8FICxOSjAlHVDQ+AGAIwDcIIasIIXWEkBUAZgD4ZY7X/AqAbxFCsloebTAYWpqamhpqamqwfv36bG9dFDiOG7YD2rpgKy6bdFlWvZGlFpJCT09K83FCCDzhMHr9/qyv65ck9Ph8WoVZEESeRzCHjGuzoxmPnf8k9DyBT/HjM9dhzfZ0a0F9QwM2LV+OpqYmHD5+/Dvz588vPyXPYDCYkGRMTKJ7sh8D8G0AFwN4FEA7pfTnlNL0JnzJr/k2gL8gIigzghBSU1NT8zVVVbFjx47STjSnQRRF/Lnnz9jz8R5sXbA142xkIBAoqd0P8XjAOZ0gPh/UiuRDvvUWC5yBAIIZ+C/G0+P1otpkKvk081hwhADRYZlskFUV8yrn4skluzCnYjbMgimnTTiF5P7bbgMXDEJvtRqn1tS8UOp4GAzGaEgBLfMYjLIhOp2d90Q2IWQWgPcALKCUdqY732q1vjxv3rwNJpMJP/jBD8piUnss7n/rfvy+5/e4ZNIl2Hf1vrTnh0IhCIJQ0klt8ehRiMePQ9XroSaUtePp8/kQlGVMSSE2EwlIEk65XJhTVVX2vzcgkj01ZTEwE1YUCBw3PKnd5mzDsx/shlvyRISlaMbts9ei2dFcqJAz4j9/9St85/e/hxQKqVObmhrffvvt7pIGxGAwRlC+/8xmMDQgbkuNJrY+lNIjAF4C8GwG917A8/y97e3t2LFjR9mLkda+VjglJxY7FmdU1i7VPu14iMcDbmgIJBBImY2MUW0ywZFF5pQCmFVZWfa/txgGQUAgw4wrTWL3k415eTG5bsUKVFMKXyDASV4vswNiMMoMJiQZE5oCbanZDeBaQsiFqU4ghBCr1fpCOBwm11xzDWbPnl2AMLRlz8d7cGDwAGyiDYuqFqU9v9QbbABA6OsD73RGeiPTlJ8JITAKAo4ODqYtA/f5fAhIUlmXtBPhCAHJcONNQJZhSDI8lMy8/Kt/+ruSDuIQQcCu229Hf18fDhw6tOwLX/jCFSUJhMFgJGX8/C3JYJQJlFI3gF0AvjuGHdDqxsbGiydPnoyWlpYiRpcb8ZY/D53/0Ag7oGTIsgxdiT0Vidd7Jhtps6V/AiJ2OTzHjTl4IykKenw+2Mq4nzUVOp6HnGY6PSjL0KfJIsdPdZfDIM45Cxbg9qVLMXvOHJw+ceK1XG24GAyG9jAhyWDkxisARAB3JD5ACDFUV1fvMZlMuPPOO2G320c/u8xItPxJ9JZMRFXVkpd8hf5+8ENDUCoqgCzK6w1WKwb8/pSCq8PjQa3ZDLEMViFmC0cICJDS6ihW0s4k0xoTk3MqZsPAGeCWPHj5ry9pHHGGcBweW7cOnsFB+MPhuptvuOHR0gQSgRCynRBya/Rre/xa1hyus50Q8lz0+wqtY2UwCg0TkgxGDkR7Lr8M4DlCiDn+MULItmnTpjUoioK1a9eWJsAsSGZAHrPySdx4A0TECKW0tL6RwSDI0BCI15u2NzIRHc+jzmxO2k+oqCoEjkO1yaRVqEWH57iUIjkgy1kN5DQ7mvH8Jd/AVOsUAECHr6NkWUlHYyPWLVwIs9mMQ21tX1u2bFlJUsaEkLcAvE0p/Vn063kAr2cjJgkhdkLI6wBaKaXPU0p3IGJX9laBwmYwCgYTkgxGjlBK/wfA7wHsiB0jhDSIovg3hw8fxqOPPgqhDE2sE0llQK7X6xFOsqc6EAiU3MaIHxiIbLGxWrPKRsaoNpmg4/kRG28opQgrCuotlrLYOZ0rXLRPMrFXMqwoaUvaqYj1TPpkf+l6JgnB3bfcAm9XF7r7+vQOq/WfixsAQAi5FQAopa0JD30dwN4sLvUDAO9HLcVivI24v0sYjPECE5IMRn7sAPAlQkgTAOj1+uenTZtmXLZsGS6++OKSBpYpqQzICSEQRRGyLA8fC4VCJReRkOXIFhuPJzJkkyM+SUKH2z38szsUQofHA2EcDdikwiiKCMb93oCIUM5VIJdLz6RoteKp1ashiiI+O3p0zZo1a2YWNQBgE4BEEYnosRWEkLRvSELIYgAropnMYSilxxKPMRjjgfH/NyaDUUIope0AvgPgeULIsqampjvD4TB27txZ6tAyorWvdUwD8ti2G+DMBptS2v0AAO90gnO7QQ0GIIsybSIOgwFhRYE7FIJKKTo8HjSU4T7tXDEIAgJRMRmz+smnrzW+ZzJmXl6K7OTlV1yBJZMno7qmhvR2dv570W4cYQmAo4kHKaXH4h5PxxMAPtAyKAajlDAhyWDkzzcBLDOZTK+YzWZcd911mDZtWqljyog9H+/BO13vYM/He5I+TgiBqqpQVRWBQACmMugdjAlJJcNJ7VQQQjClogKn3W70er0wiyJMJZ5E15L4jTchWdZkeCjWM/nUhX9buuykTodda9agr7cXnb29595+++2rinNjAIAdwOAYj2fSJ7kCwDFCyGJCyINxAzts0IYxLmFCksHIE0qpH8D/L0nSXI/Hg82bN5c6pIxINmSTDIPBAI/HU/qSNiIG5MTtBlEUUA1ErUkUMcVmg04Q0JinMC1HjKIIdyik+QR6suxkMcXk9HnzcO306dDr9fjkwIF9LS0tBW9qzaRsjYjQzPScSkrpi3EDOztiPZgMxniCrUhkMPKEEGLhOO7wpEmT6u+//34sXbp0OIvX0NAAURTR3t4+XCKurq6Gw+HAsWPHhkvFOp0O9fX16Ovrg9/vByEEiqJg6tSpkCQJvb29UKKDIbW1tXA4HPj0008BRMrPFosF1dXV6O7uRiAQAM/zUBQFTU1N8Hq9cDqdUBQFlFLU19fDbDbj2f3P4oTnBJqsTXjowodQVVWFU6dOIRwODw8JTZkyBU6nc/j5giCU9DWp/f1oDgTgohR9gjBsc9NgtcKi0+HwwABif6NVGY2oMplwcmgIIUUBz3HgAEyz2zEYCMAVCoFSiqFAAA6jEQ1WKzo8nuEhlVqzGZVGIw4PDEChFDwh0AsCGqxW9Pp88IbDEasdStFkt0NWVXR5PFCiz6+3WFBpNOKvfX2x9wlsOh1qzGZ0ejwISBI4joOiqphVWQlPKIT+QECT16RSisk2G0SOw6cDAxH/TEIK8prcUi/2HdoDHVcLE2/BRfUXYbZ9bsFek47ncWJoCH6nE//+8cf4vz/5Sd7/D1NK0wrR6FT2UQBrKKU/S/K4E8CL0QnsVNewA3AiMq19QcJjKwC8TilNveeTwShDmJBkMPJEFMVnFy1a9IQgCNi1axfmzJlT8j7CdLT2tWL3B7sBALuW7EraHxlDVVUoigJZlqHX60tn+yPL0B06BPH4cUhTpuTVHxnDHQqhy+uFXa9HQJbRNA48P7PBL0kwCgIkVYWugO/JNmcb/ua9XZCpAoHw+Nrndhd8R3en243//u1v8a/vv4+g3y9fdMkl1a+88oqrUPeLE4GphCQFsGOsgZm4azyfKDjjHrsmYZqbwShrWGmbwcgDQsj0SZMmPer1erFt2zZYrVb09vaWOqy0pLL8SUY4HIYoijAajQiFQkWKcDScywXO6817yCYGpRQ9Ph/qzWbUmM0IKQq8SeyOxishWYaO54fXJhYyadDsaMaD5z4IgfCQqVLwIZyQLGMwGMRtl18OMRiEvbJS6O/pGSXutIRSOpTBaWOeE3eNgTEeG/t/SAajzGBCksHIA6PR+O2GhgZdc3MzFi9ejEmTJpXFQEo6Uln+JBJf5gYAnU6X1FuyGPAuFziPB6pGk9VBWYbIcagwGMARglqTacIISUopKAA+OqUdP8FdKK6duhJf+9zuEUM4f/PeLvzXqf2a30tSVcx0OKCz27HrxhvhdrvR9tlnK+67775Mpqbz4RjGHqg5NsZjMYYAVKV5nMEYNzAhyWDkCCHkKkEQvnDs2DE8+mhkYxvP87BYLOjq6ipxdKlJZ/kTg1IKWZZHCMmSlbXD4ciQTTAI1WxOf34aKKUAIZgWtxXHYTSiQq8fZeQ9HlEohchxI+x+9Dw/yltSa+KHcHjCQaYKXvzkRU0zk+5gELKqwhjNSi+96CLMNZvh8Xpx6ODBn2p2o+S0IokIjG21ybAk/TaSiNG4YZ5MxCiDUTYwIclg5AAhhK+oqPieIAi46667MGnSpOHHOI6D3++HO87supxIZ/kTI5ndT0yYJFudWEh4txuczwfVZMppk00i3T4fhgKBUb6KAsehrb8/5a7q8QClFIqqjtqnzXNcwUvcwBmLoE3nbtK81K1Sii6vF0Lc743q9XhyzRp4XS6c6uiYfscdd2zI9zWMwWuI2PcksgIRgZgJe8e4xjHWH8kYbzAhyWDkACHk/mnTps2rr6/Hxo0bEx9DbW0t+vv7C/6hnQ2tfa3Y8OsNWDl1Zdqydjgchi6Fp6JOpyt6r2SsP1KLsnZIljHg96MmSWZT5HlYdDr0+nx536dUSElEZAyTKBa8xB0jWan75b++lNc1+30+GAQBlgQrqoY5c7DpyitRV1eHTw4c2HP99dcX5LMtOmQzmMTzcVP0awSEkNcJIQ8mXONtAG8TQrbHnWcH8FyyazAY5Q4TkgxGlhBCHLW1tc/JsozNmzfDYDCMOsdqtYLneQSDwRJEmJxYJnL/qf3Yd/W+tJPaY02e63S64r22cDjiHxkKaeId2e52o8FiSbkKscFqxUAgMGIP93iBUgpZVcdc86hP2DFeSGKlbrMQ+b2d8rTnlZn0hMOoT/aPCZ7Hw7feiqDbDYUQs04Qxk635wGl9BoA10TNxB8khDyHyCR3spL0YgCj1jhSStcAACFkLyFkLyIicg3LRjLGI8z+h8HIEkLItxcsWPAVi8WCV155JeXaOUopgsEgDAZDXqvptCAbux9ZlkEISWthFAgEivLa+IEBiJ9+CuL3Q6mvz+taiqpiMBBAtck0ZtzeUAgUgLUMTNizwS9JMKWZaKeUIqwo0Mf1vhaaNmcbnv1gN9ySBwAgEB4Pnvsgrp26MuNryIoChdLUcVOKf3vzTfzwo48w0NenLl6ypP4Xv/hFnxbxMxiM1LCMJIORBYSQcziO23r06FHs3LlzTDFCCIHf70d3d3cRI0xOpnY/lNK02cgYRqMRgUBAyzCTwnk84Hw+0DyHbCilcAaDaUUkAFj0enCEjKsp7lB0Cj0dJLpzu5hDRcmGcPYe3JtxdjIgyzg+NDS2+CUEX1i5EqLLBZfHw3mHhgpqB8RgMCIwIclgZIHZbP7u/Pnz+Ztuugnz5s1Le77dbofL5Sqp/yKQud2PLMtZTWbr9frCvjZFiZS1/f7IoE0e9Pv98IXDGWdQZUrR6fGUVZ/rWCiUZrwKUcfzCBWpVzJG4hCOAhWfuQ7jq+//XVox2e5yoSaD3z8xm/HMunWw2Ww40d5++S233LJMq/gZDEZymJBkMDKEEHLD9OnTV3g8HjzyyCMZPYfnedTV1eH06dMFji41mdr9AIAkSSPsftIRy1wWSmxxPh+I3x8xIc9jWltWVfQFAsn761JQoddD4Dg4i5B1zZeQLMOYZalaLIGYBM4M4cT6Jn2yf0wxORTtxa1I0oucjAVLluCyKVNQW1eHjhMnXtcmagaDkQomJBmMDCCE6Gpqal4QRRFr165FVdVYfsIjsdvtqKiogFyCD20gc7sfv9+fk5k6z/MFswPiPB5wGmQjnYEAbDpd1n2BDRYLev3+ss5KqpSCi5ars0HgOChFsANKRrOjGU9d+LcjxGQq83KVUkypqMj89QkCtq9bh97OTvjC4Sk33XADm4RmMAoIE5IMRgYQQrYAmBoKhXD33Xdn+1xUVlbC5/MV3X+xta8V7rAbC6sWprX7EXNcOygIAmRZLogg4bzeSEYyTyFp1unQaLVm/TyDKGJaRQWUMhaSiqrmPPBUTDugRGJicqy+SVcwCJten3W2tWbaNKxdtAhutxsH//KXb8+fP794k0UMxlkGE5IMRhoIIbUOh+OrTqcT27ZtS+mvOBYcx8HtdmNwcLAAEaYm0yEbRVFyFpJARExqvTqRhEKA3w+iqqB5TE8fczpBgJzFllEUccrlKkkZOBOkNHY/6ShFv2SMsfomD/b/FZ1eb27/+CIE961ZAy4YhNPjMU6urt6rffQMBgNgQpLBSEtFRcU/zJgxw3TFFVfgyiuvzPk6MZPyYpW4M81GhkKhpF6Y2cDzPBRF0TQrSbxecIEAVKMx52sMRdfpGfK0urHr9TjlcuV1jUKQid1POmL7uEtZvk/WN/n9v/wY7nAPdDn+7vQ2G5669VY0Njbi8MmT915yySX5eUcxGIykMCHJYIwBIWSRw+G40+12Y/v27emfMAZ6vR4VFRUYGBjQKLqxySQbqaoquISdzLliMpk0tQPifD5wgQBojkIytk5vss2W9+tzGI2gAIbKaPAmrCgZ2f2kgxACPtovWUri+yYFogdPTNhz8Nm81ipec/XVqCUEVTU1nBgO/7uG4TIYjChMSDIYKSCEkEmTJv2ktrYWF198MWbOHLWgImvq6upg0WDNXyZkYvkTE5JaoaUdEOfzgeSRkQzKMqqNxrwzdkBEbDVarSUXW/HIqpqx3U86BI6DoqolHyqKiUmrYMUp/4fwyj7sevdJbP39lpwEJREE7LrjDriGhnC8t3fp56+44krto2Ywzm6YkGQwUtDY2Hiv2+2ed/z4cWzdOrb/YqZwHAedTocTJ04U9EM7U8sfSZIyMh/PFJ7nQTWYBCahEBDL/uXQkypFVwBWa7BSMYZZp0OFwQB/GZiUBzQoaSfCcxykIg+DJaPOMA0PzX8EsytmgCccFKho957OyG8yGXPPPRcXTZqEoaEhnDx9+l9JqddMMRgTDCYkGYwkEEKMOp3u/3M4HGhpaUFFRYVm1xYEAaqqYmhoSLNrJpKJ5Y/f74cxj/7DVOh0OkiSlNc1iM8HLhiEmmPvZo/PB1cwqPn6RlVVccLlglxCwZVul3auCBwHucRZSUVV0en1YmHN3OEhHD76MeWT/dj13pNJLYLS8cj69dABCAtC/Y2f+9yjGofNYJzVMCHJYCRh6dKlP6yqqjJWV1fjtttu0/TahBA0NDSgp6enIHZAmQzZZGs8ng2xnst8Xhvn94MLhSJG5FnilyS4QyHUFaCFQCcIqNDr0e31an7tTKFR38hCUEo7IADo8nrhMBiGh6OunboSuy96dngIR6Eq/ungC1mLycrqamy58UaYTCYc6e392hSbbXwtUWcwyhgmJBmMBM4555wZg4OD64aGhvDYY49pWvqNYTAYUFVVVZBd1ZkM2UiSlJONUaZwHAclWl7OBeL3A4FATkKyw+NBg9VaMLE1yWqFKxgsiWUOpRQKpeALkJGMUSo7IEopCIDahJ3qsb7JKebJw8f+6eAL+Oe2V7K6/t233ALV7YapokLfPGfOjzQImcFggAlJBmMUoij+DACZPXs2Pve5zxXsPjU1NeB5Pu8ycDyZZCMDgUBOG2yygef53E3KFQUkEACR5az9I1VKUWc2w56nndFYcIRgdmVlSQZvArKct5VROgSOg1qCjTchWUadxZK0bN/saMaeK76Hh+dvHj72xrE3sxrCEUURj996K5xOJz48fvz2pTNmTNMseAbjLIYJSQYjjqVLl37+0KFD5/f09ORt95MJbrcbvb29ml0vXTYyX+PxbDAajTllXInfDxIKRURkFllFRVXR7nbDWsBMawydICAgSXBF90AXA0lRCtIbmQy9ICCcR0Y5W7zhME64XMOelqm4dupK3DJj9fDP7d7TWfVNXnHxxZhlscAfCBDBZGJ2QAyGBjAhyWBEIYRwbrf7RwsXLsTdd9+NKVOmFPye1dXV8Hq98Pv9mlwvneWPmsc6vVzQ6XRZb7zhAoFIf2SWgrDL64WQw87pXDGJIjo9HqhFytxJqgpdAdosksERAo6Qorw2SilOu91osFoz+t2tb74HD8/fPDyEk23f5FMbN6Khvh49gcDCaxYtuiGv4BnjBkLIrYSQ5wghe6PfV5Q6pokCE5Iaw96s45elS5c+ZTAYqrxeLzZt2lSUe3Ich4aGBnR0dOR9rXSWP5RSqKpakJ7PVMT2cGcDCQQiGcksytMhWYYnHC7IgE0qjKIIq16PXp+v4PfSYoNNthBCoBRhOt0ZCEDgONiyaGOIDeEYuDPPybRvcvr06bhmzhxUV1ej2+d7hdkBTWwIIQ8SQvYCGALw9bjvdkLI64SQW0sa4ASACUmNYG/W8U1FRYW1t7d3FyEEGzduhDmh4b+QWK1W1NXV5TWcAqS3/AkGg9DnsbM6V0wmE4JZlIC5YBAkFIKaRax+SUKV0Vi00m+MWpMJwVx7QTNEVlVNNthki1AkX0mR5zEtB3utZkcznl72zIghnEz7JrfceScGu7vBm83Vyxcu3JX1zRklhxCynRDy5+jn6+uEkBlJznkOwDFK6SZK6duU0iEAoJQOUUp/RildA6CSEFL4PqYJDBOSaWBv1rOD2bNn/9+hoSFREASsWrWq6Pe32Wzo7u7OWUymG7KRZbmomchEBEHI7LXJMhAMAooCZJiBU1QVRlEcNe1bDHSCgEkWS0F9JdUCT2mPhUkU4ddwGCyRbo8HIs/nvKEnNoST2Df55LtPjFnqttlsePDqq9HZ2YmDp049VVPo6TOGpkQ/czdRSi8AsAPADAB7E87ZDuAtSunbY12LUvoigCGW7MkdJiTHgL1Zzw7mz59/bm9v7xeCwSB27typ6crAbBAEAd3d3Tk9N92QTTgcLqjdTzoy9ZUkwSBIOBzpj8yg4kgpxRGns6SrC/WCgGNOZ0EElxq1xCmUlVEmiBxXkMGbgCTBGQxqkm2N9U3GUEHT9k2uufFG1On1MNpsuuaZM3+cdxCMokAIWQxgO858Fj8HYHHCOXYAVek+l2O/KcLWAAAgAElEQVREP5+v0TLOswkmJFPA3qxnDxzH/byurg433HADFi1aVLI4qqur4fP5sioDA+mzkX6/v+B2P+ngeR6KoqQtAXOhUFaDNs5AADwAc5H7BxOpt1jQ7nJpXuIOKYpm+7RzReT5gmRcu7xe1FosmmVbr526Eg/P3wwOZ0T3WH2TvCDg6XvvBc/z6PL7V51XXz9bk0AYhSbWwN4a/b4j+rUm7pwHkZD0yYC3WKInN5iQTA17s54FLF26dG0wGJzrdDrx6KOl3ZzG8zwqKyvhy3J4Y6xspCzLRbP7SYfBYEhrBzQiI5kGObpOb4qG6ytzpcJgAM9xcGpoByQpSlo7nGJhEkUENMy4hmQZIASVGvt9Xjt1JZ696OsjhnDeOPYm/vGjbyc9f+mSJVhQXQ1HZSXR2e3/pmkwjEIRWzX2AQBQSo9RSp+PtZRFmUkpPZbldd8GcKEWAZ5tkFLuVS1nCCFOAHYAjoQ3aPw5eymlScd7CSHPUUp3JDluB/BEsscYxYUQIkydOrXfbrdXrFixAg8//HCpQwIQMQw3GAwZ29iMNa0dDochCELJyvWJyLIMVVVTltnFo0chHj4MpaoKNM0ecL8kQVbVrKZ9C0lIlhGQZc3M0Is9qW3evx+2V14BNZtHGcGTUAhKIABqsYBYrXBt3Ihwc3NO96GUIiTL0AlCwUr2bc42/MOH30JvsG/4mI4Tcf+8+3Ht1JUjzu3s6MBd3/oWPD4fpttsq9/97DMmKMuU6OenE5GZhJljnPc6gFRCcgUiojEZ9lSf6YzUMCGZBPZmPTu48MILv/HJJ588VlNTg//8z/8syURzMoLBINrb2zFr1qy0YnIsEakoClRVLZuMZIyxSu26Tz6BePQopGnTgDFKukFJQkCW4UgjNotNWFHgDoVQnWcrQTFEpK6tDRUvvQQumiUWOztBxihhKzwPheehC4chm0xQKytBQiFwHg9UqxWK3Z6RwOz3+RCQ5aJkkv/xo2/jt52/G3Hslhmrsb75npHnvfQSXvzNb1BpMg2e6u2tpZQWz42dkTFRO723AMSGWFOdl3WSJ91jjNQUdtfW+GVJ9HvrmGcBg7m8IaNDPIwSUlNTU2WxWL7S2NiIRx55pGxEJBApAYuiiMHBQVRVVY15bszyBwD2Xb1vxGOSJJXV64phMpmSi8lwGJCkyJBNmr7ALq+3bDKR8XCEoM/vh0UUYchRCMqqWnAbI/P+/bC/+CK4hCEaleMi2eAkGUnO40GgpgbcwAAEvx+IM9Hng0GIfX0Qnn4aBIBqtYLq9VCNxhHiUlZVdPt8mJPmfa0VX1n0CCoNlXjj2JvDx9449iYGg4P4yqJHho9tWrcOb77/Pqy1tZWNDsczAP6mKAEysiU2Y/BWmvOGCCH2VNXEZERF6vs5R3YWw4RkctibdYIzderUVwVBEPR6Pa699tpShzOKhoYGHDt2DBUVFRBS7FYea8hGlmVwHFfULTbZoNPpIMvyiNdGQqGM+iNdwSBkSlFZZtlIIOK9WGU0otfvx9QcM26yqkJfoAGbWBZSf/QoiKpC5TjIDQ0AMEr0pWLg0CE0vPwyuKhxfCwjyfl8EYGJiLAcvueTT0Kx2cAFgzh03nmYJQiwfOELOZfGs2V98z2oN9XjhYMvIFZ/+23n73Cg/wB2XLATzY5mGE0mPLpqFV783/9FTyCw3U7IN4YodRUlQMaYEEIeRGTYFYi0mwHAc3EJma9TSp9PeNpeRHopX8ziVtcg4v3MyBJW2o6S4s0aLxBHvVmjnpIrotPYiddL1SP5XPRaGYtPhracd955F4bD4T9JkoQ9e/aguUgfaNni8XjAcVxKc/QNv96Ad7rewWWTLhuVjSyHSe2xUFUVsiyP6JXkBwYgHjoEEg5Dqa1N+dzjTieqTKayzEgCkR7AzwYHMd1uz3qloayqIEBBfCMTs5Aqz2PowQfhW7kyzTNHIkWfnzhNrmtrg+N73wPf3z+ckYwvl1NC0FVfj7qeHhBgWFwq1dVwbtlScGHZ5mzD3//57zEUPvNXLwGwef5mXDt1Jaiq4o4nn4Rks4G63b/806FDny9oQIysic0uUErT/gs5uiDkucShm2SfzdEEz+IkgpSRAUxIJoG9WScuhBAya9aso4FAYPqVV16JZ555ptQhjYnH44EoijAkDHC09rVi9we7AQC7luwa0R/p9/thNBrLNhsZI3EQSOjshPjpp6CiCNVuT/ocSin8kgRzCT0xM0FRVYQVBcYsytuUUoQVBfoUGeh80LW1oWbXLnCKApXjEJ45M6+BmUx7OGMDPKpOh16bDTWBAHQDA6N6MRVRBHg+q17LXBmrb/Ivf/kL7v3udxEOhVAjCPMPDwx8UpAgGFmT6exCwnNGfT4nfjZHrf42sbmF3GGl7QSib1Y7Ug/RjIBSuim2V3ssu4Hom3UNe7OWlgsuuGDjiRMnpsuyjJaWllKHkxZJkjAwMICmpqYRx2OWP5dNumyEiIxtsCl3EQlEytuBQADGaImahMMgkgQ1RSZVVlUcczoxu7KymGHmBM9xGPL54JOkjAdvFEoL8nuLz0TmmoVMJLbxJp2Y9K1cCd/KlRgMBOAMBKA6HLD8139FpsN1OgguFwil4CUJkKThXkv9zp1QeR4gBEp9vaYZy1hvZLyYfOPYmzjuOo7/s+xpXD1rFv7jk09gtNvfBDBHk5sytCDT2YVh4j6fjwJ4Mb4SGK0oboqdp2mkZxlMSI6GvVknKIQQ/axZs74zefJk3HTTTWkHWcoBh8MBp9MJt9sNm80GIH1vZDkO2KRCEARIkgRRFIeFJE0hTjrcblh1unEhkgGg0mjE4cFB2A2GjIZnwoqi+aS2rq1thIjs271bM0EmclxGg0Eqpej1+TDFZgMhZFhcxuKreOkl8END4DweEEUBJ0mR8n60hM6fPo2aJ54AJQScqkKurcXgtm15vY5kQzgfDnyE7X94HI/f+xg++PrXEeT52QunTVt34OTJf835Rgwtif2LOasZg+jn8wwAT0QTRZVRx5X3wdrMNIGVthOIrjx8DsCObEvQcaLRDiCWNnkfCeKSURqWLFnyfUVRNlFK8eqrr5adLU4qvF4vent7MWNGZM17qt5IWZZBCCnpTu1c8Pv9MBmN0B08GLH+mTlz1HpEvyThxNAQ5lZVlWzvdC50eb0IKwqmpRm88UsSjIKgqUjWtbWhavduCB6PZpnIeFRKIatq2j7QoUAAQ8EgmhyOtNcc7rPs6QFUFSAEnKKAJHxOUUR6PEEpOErhXrUK7nvuSX7RMfjntldGiEkAmGKajPnty/Cfx4/D3d/vPnLqVDWltHALxxkZERV/twK4JtNtcoziwIRkAuzNOjGpr6+fxPP86crKSm7btm24/PLLSx1SVvj9fhgMBnw08FHS3khKKSRJKuk+7XzwDw3BfuwYxM5OSAllfAAYCgbBEwLrOMq2ApFeyT6/H7Vmc0rzbVlVoaiqpr2R8SJStloxsGtXQXoOw4oCgePGNBb3SxIMeZiPm/fvh23fPpBwGFx0GCmR+E8xKooYuv/+jEVzm7MNz/zxaQTUM5Pmry1/FaufeAKc1QrO4/nmh8eOPZ5T8AzNiFb8ZmCMJSGM0jB+/mlfPGLp8w9KGgVDU2pra1/3eDxcbW3tuBORAGA0GnHy5En800f/lHQdolqAXcjFREcp5FAoaVnbHw7DJIrjTkQCkV7JGpMJvnA45TmFGLCpeOklCB4PFJOpYCISAHQ8H1l3mIJTLhdUVc1rg41v5Up0vfoqOt94A71///cIT54MRRQjBukcB4rI9HXsi5MkOF54AZNXrRr+sr2SfN82ADQ7mvGv172KKabJACIZSb3BgG0334wTJ07gSHf3VyyEVOf8AhhaMQPAEBOR5QfrkRwNe7NOMM4777wr/H7/JYIg4Iknnih1ODlBCEGH3AGDz5C0NzIUCpW13U86REWBKkmgCYJKpRTtbjcm22xZW+mUCxwh6PJ6QSmFLWH6PiTLMGiciax46SWI7e0AAKmxseC2OjzHQVKUUXZAvnAYPknC5GhvrxaEm5vR873vjThm3r8fth/+MDKwgzOCMh7bm2/C9uaZErbviivgfOSREefsuXLkda++4gos+tWv0M/zghgK/QuA8jOcPUuIDqsCLMFTljAhGQd7s048CCFk7ty5r1ZVVeGqq67C9OnTSx1Szrx88mX4vD5UG6uT2v2MZzhZBqcokHh+RJlkwO+HjufL3u5nLAghaLBacdrthkWvH87OqdEpbS33TVe89BIMhw8DAOToTuxCo+N5+CVphJCk0X8ANFqtBdunHSNxeKfyW9+C0Nc34pzECMy/+x3MvzsztR2aPRt93/jGyOdwHP72vvtw/wsvQCeK1zRarYs7PJ6MhzAZmpL1ECyjeDAhORL2Zp1gnH/++V+RZbl+cHAQW7ZsKXU4OdPa1wqX5IKpwoR75pwZKlAUZdzY/YwFkSSIigK/Xg8xKrAUVUWPz4e542C6Ph0WnQ46nsdQIIDKaOZYpTRpv1+u6NraIHR0AEDBS9qJJNoBhRQFDoOh6Kbx4eZmdP/gByOOOb797RGiERgtLPWHD2PyqlXDP8s1Nej+wQ8wZ+5cXNXUhIM+H0g4/HNCyAzKBgtKwQXR72wrXBnChm3iiJqXPoiI3+PPSh0PIz8IIaa6uroBk8lk2LhxI9auXVvqkHImflL7xctfhCzLMBqNZb/BJlPEY8cgfvYZAnY7iMkEgeMQkmVQQNPSbymRVRUhWR7OrmZq6p0JxRquGYuwokR6FAlBSFHyGrApJJkIy/hPxUEAn6upwRClqBaEjYe6ul4udIyMkRBC/ozI/MLMsfyao+faARwHMD3Bim8xgF9TStPbBzCygg3bjCSjjCQh5EFCiJMQQlN8vV6EWBlpWLx48Ytut9tgNBqxZs2aUoeTM4m+kZIkob29fXiSeyJAJAlEliHq9f+PvTOPj6su9//7e86ZLfu+p0umKVspUBT0omwCIgrIRRC4gGAR1CubQjeqIdgWWxb1KrIoLqy94JWLV1EoCMJPAUWWttCWNqVbliZplpnMfs75/v6YheyZJDPJpJz365UXzHzPnHxPO515zvN8ns9D2DDwhcMcCAQOmiASSHQ37/N4EnY/qWKqmmtGw6YoGFLS6ffT6fdnZBAJ0H3jjez73/9N/ITq65Ew4Kd/804xcH1HB16vF4+u/1gIcXD8o5tZLAIYK4iMcRrRyXSD+xy+TJKDRizGx8HzKZ0axnyzxmZyHwtcQPRm9Rrgydj/x7HerNNMbW1tnaZpl8yePZuVK1fOOG/F/gw3xcbhcNDT00NVVdU07y4FSAnhMOg6aBouYFN7O3NGGJM4k3FoGr3BINmaltJsZLykPRXNNSMhhMCMyREOLy2dlj1MhMHayIorrkDrGRiDLM7L4xclJagFBTnlBQU/JjZkwiL9xPyZAZK14zud4ZNBp2H1P6QFK5CMkcybNT4+sf+EGiFEkeU3mXkUFRX9T05OjqioqGDRokWEQiGM2KQMu92OaZroMdsSm82GlHLAY4iOJ4To9BUhxIDHiqIQjlm6qKqKqqpDHkciEaSUQx4rioKmaei6HrVGGfRYCIHNZsMwDAzD4IyKM9jSuYUzqs7A7/cDUFJSwo4dO8jNzUVV1Rl3TQMeB4PowSDZqkrIMGj3+VCFwBazljFi8htbzOpFj1kd2WLG5JHYY01REP0eq0KgKgrh+ISUMR4rQqDFOpDlMI8FYFNVdNNM6Bv7P4Zo44lhmok9D/c4126nta8Pu6ZhV9VJX1P+E08QUFX0igo8X/0qZmzO91ReU/zxHo+HfIcjMWt8Jv497fz5z4es2xSFm19/nXteeYXWcPhrLiEaA1K2YDEVnBb774ZxHD+cNG0RcHtKdmQxACuQ/JCk3qzDTLs5+NImM5wFCxZ8IRKJHN3X18ett96Kpmlow5QRB5t3D348ePLN4MeDz5mux8+1PUdnpJPnWp7j4sMuBiAQCHDIIYcADChvz5Rr6v9YGAZ2IVA1DYemoQrB3MJCkBLHMFm7wTZAg21nBj8ePMJvOh8HYnY4LV4vmqIk9jrRa7Jv3Yrd64WKCvyLF6MceijKNF2jlJLKnBycmoaqKDgGHTOT/p6Ge/yxj32Mwg0bMCsrRYHT+RRwPBZTQbzR5oGxDowle+oY9D0uhIh/v1tJnzRgaSQ/ZMw362DNRezNaZWxMwghhNLT0/PLrq4uzjrrLOrq6hJZvJnIcHO1A4EATqcTp9OJx+PB5/NN8y4nR1wfKTUN3TAozsoiy2bDoWmjml3PNEwpURUFRVGoysuLjvmbZLNjf7uf6SppQ9TuZ4/HQ67DgUPTEtnDgwUjlmVfdumlvL9lC+/v23dcQW7uJ6d7XwcjQoi1scbXOKcBzyfp7XwawDBVwtOBnZY/dHr4yAaSk3yzxrkA+Fdqd2YxGY4++uhbHA5HqaZpXH311QCJEutM482ON7nmxWsGTLKJl4Xjdj9ZWVm0tLQwk90XhK4jdJ2QovB+V1ciU6XErnOywVamYEqZaEBRhKDD56NzEjcB/bWR0027zxeVOMSuz6Vp+CMHz3jqeBf6HLebS447jsLCQkqKi58QM913K8MQQnwJWAJcLYQo6JdhXJrkKT7O8Mmd04jpJvv5RVukiI9kIJmCN2scS7ybQQgh8rxe70qn08mSJUsStjh2uz2h9ZtJ/GTjT+gOd1NoL0xkI0Oh0IBSdk5ODna7na6urpFOk/lEIqDr7AuHKcnKGtDtK5h81i4TkFKim+aAcmlFTg7tfv+EsncJux+/f8qMx0dCN026gkEqsrMTzwkhUIVIaD9nMoM77K8791yybTay8/Nramtrvz6NWzsY6Yn9XBNL6qwF1kkpk/V2HlIljH2/L+JDD8rTBr/IYnJ8JANJJv9mjTfn1I3nNRbpxWazfS8/P9+el5fH2WefPWDN5XIRDAanaWcT47OzPkuhvZDvHPMdFpUuIhgMDjvBpry8nEAgMA07TA1C1/GFwwSB0kGemDZVPSjKpEFdxzGMRrA8O5tmr3dc58oEz8j++CMRCp1OnIP0rAdDidswTdR+FQCA7IICvn7iiZimiaqqdwkhcqZxiwcVsZL07cDpQogNRMcVjyfBs4gPbfziLCf6fW/J0NLER7LZRkr5vBAi/ma9AHhznG9WgC9hvTEzBiFEfX5+/nUej4c77rhjyKQXIQSqqiY6ijOdNzve5K637qI73M2ze57lQveFKIoy7AQbp9NJaWlpYsrNTEPoOqauU1dQMOz1xcukqbLLmWqMWNf6cNdWnJWFGgggY9N8kiETPCPjGKaJXVVHnGDjjOlcHTPUD9SUckhTkOlw8OVjjmH9228Ttttdbrf7R8BV07PDg49hGlqTol9DzQMx2VpT7HxLhRD/JPp9XzfR81uMzMz8150CUvBmcgP3j3mUxZQghLjLMAxbbW3tniOPPHLWcMcoijJjAsnVb6ymO9xNri2XaxdeG89+jHi83W5n+/btzJ49G8cUj6WbLF29veQYBg6Hg+GK2P3LpIM7aWcCIcMYMQhWhKDQ5aK1r4/KnJwxg8lM8YyMs7u3lyKXa0Tj+P4610w1KB+JuKRiyL41DcUwWHbJJVz2/e8TDoe/mpOTs7qvr++DadimxYcsItpQMyQpFJtUZ02rSxMz71M5Q5BSXmPd2WQGQogzDjnkkLNdLpdv2bJlz4x0nKqqM67ppi6vjmNKjhkz2yiEoLi4mNbW1inc3eQxDIP9PT1opokc5fpmapk0kMQEGyEEIV2nMwl5Qt769RmhiwTwhEJEDIP8MW5cZqrONWwYw9+4KAooCh+rr+czp5zCwoULRU1NzRNTv0OLQZyOZe8zLViBpMWMRghhKygo+ElOTg5dXV2r3G73qF30DodjRtgBXTDvAgrthVww7wJCodAQv8fhKCoqIhKJ4B2n5m466Whvp8BmwykljFGWd2kagRl0IxDPwiVTsi7PyeGA348xSnOKfetWhM9HsL5+2kvappTs83iozc8f8/pmos41/vcw4rUpCkjJzd/+Nj09PQghPjZr1qwzp3CLFkM5DctFZVqwAkmLGY2iKN+oq6ubv3Pnzt2GYfwQeGe04+NayUzPTD6540m6w938dnu0GpNMOV4IQW1t7YyxAjIMA5/HQ7nTGQ0ixwhIhBBoM8gOSDfNIfq6kciy2ciy2egbwV0g3mDj3L4dmZ097SXtiGFQlZubtG51ptkBxe1+RiT2HqysqmLOnC+Rm5tLd3flM0IEr56iLVr0o5+lj5WRnAasQNJixiKEKLHZbI3Nzc10dXVdL6UMEfUK6x7tdQ6HI6PtgNZvX8/mA5sBcEjHALufsXA6nTgcDrq7R/0jyAgMw2B2dTWalKOWtfszU3wl46P5xqMLnJWfj01Vh9wIDO7S9lx0UYp3Oz4ihkFfOEzBON6XM8kOaLDdzxCkBNOM3vyoKv/61y1s2eLBbt8h4Nc/m7qdWvSjiGjTrNUAOw1YgaRF0ggh8oUQnxZCHDLdewGw2+2rcnNzC9rb258Hfg/gdrsNkrgrdblcGWuZs/bNtRgY5JHHtz/+7Qmdo6OjI6Ozrn19fbS2tmKTEgxjzLJ2HE1RiJhmxmddw4aBOoHGIMM02dUzcCZCJnVpA7T29SVmUI+HmaBzTUqOoOvR96vNBkJw000B+voa8fl8FBbeoQqx/bqp27EFRJ1YpJTHjn2kRTqwAkmLpIhZK1wPrACenObtIIQ4sqqq6ms5OTmmlPJGOTCy+N8kXo+qqhgZ+MWWZ8tDQaHEVcKxZeP/bHQ4HOTm5tLR0ZGG3U0e0zTZt28fpaWlCMNAGEbSGUkAp6pmtFbSlBLJ+LKRcXLsdoK6jjcUGrKWCV3avnCYQCRCySC/z2RxaRqBDC5xhw1jiN/nYJRgEOlwYMYyshdd5AW+hKadwNy5Bajqz344BVu1sMgYrEDSYlSEEKoQ4lrAJqW8Dfg6sEwIMdQZe+r2JLKzs39aUlKiNDc33y+l3DzokKeA3rHOo2kaZgaW2kpcJdiwsSewh/Xb10/oHGVlZXi93owMlDs6OsjKyiIrKysRSCabkYTML5MGdX3MTu2REEJQm5/PPo8HKSX2rVuj56yvn/YubYCuYJCS7OwJW/kIIVAVJSPlCXF7qbGah0QggHS5kP0m+Vx9dS8+3x14vV4qK59SsrJ+dEm692thkSlYgaTFWLgATUr5p9jjfVLKZ6SU01kXPreiouLE1tZWTyQS+e7gRbfbHQAeH+skiqIgpcy4YHLFohUA6OisfmP1hM6hqip1dXVTUt4OBALs2bOHbdu2sXXrVpqbm0edIqRpGhUVFdEHug7jzEhC5pZJA5HI6E0aSZBjt1OanY25ZUtGNdgAFDmdFI1DGzkcSobqXONTbEZFShSfDyMrCzM3N/H0kiXdwDF88MHJVFSUout//k16d2thkTl8ZA3JLZLmU8BhEM0ESimN2P9rUsopry8KIZzAXe3t7fh8vpVSygMjHPpfwDVEbexGxGazDZlfPd0sKFgQzYpICBgBzvz9maz55BoWlS4a+8X90DSNtrY28vLyyMvLS9n+pJRs2rSJV155hbfffpsdO3aQlZWVMEIPhUIEg0HcbjfHHHMMn/zkJ1m4cCGKotDb20tBQUHCE1MYBsI0kXb7uPeRaRNvTClBiJQYb1fu3o16zz3IQCAjGmxMKdlx4ADuoqKkJ/CMhKYoBHV9yOjB6SQuRxgzG+nzIW02ZE4OctBnxrnnenn66e+zcePhqOpm7YgjjviPd99999E0btvCIiMQmS5at5hehBD/CRwipbwu9lgFLgTKgGLgXSnlf0/VfjRNW3744Yev2bJly3u6rh81WjDb1NT0O+C8sc4ZCoXQNC0jxguapkk4HOaLz32RHZ4diecVFG47/jYuqh9fQBEIBNi9ezfz589PyUSf7du3c//997N9+3YOHDiA3W5nxYoVnHDCCbhcLqSUBAIBXnnlFdauXUs4HKa4uJiqqirOP/98amtrqa+vT+xF27MH+/vvY+TkIHPGP7I4bBiosXLpdBOfpz3Z4Cjepb23uBg9K4u8yy+f9mxkq9eLbprU5uen5HxSSgK6njE3AcnekGjNzZh5eUTmz8coLh6yPm/eXOCHuN330tvrjHR2vpstpcxcUaiFRQqY/k9fi0xnG3CBECJHCFEEXAzsAB4BfMDPhBD3x9bSihCisrq6emUkEkHX9RuSyIiuSea8DoeD0DDNDdNBMBjE6XSy5pNrmJc/L/G8icnK11dyxGNHcNLvTuL8P53Pmx1vjnk+l8tFTk4O7e3tk97bhg0bWLZsGXV1dSxdupSSkhLy8vKoqKjA5YpKZoUQZGVlUV1dTV5eHiUlJdxyyy2ceuqpPPPMMzz22GO0tLQkzikMY1xd24PRMkRvl6y+Lhny1q9H83qp6u5mzyWX4Jk3b+wXpZGwYdAVDFLZr5Q7WUQsczuaAftUkawcQQQC0bnweXkYBQXDHnP11T3At+jszGH2bKftmGOOsaafWRz0WBlJi1ERQiwEHgN+CfwN6Ojv1SWEOAV4gejc8eullGkzaHQ6nQ8dddRRl23atOkZv9//+WRe09TUtB748ljHSSkJBoOJgGg6CAaD2O32AZnD9dvXs/qN1QSMoZJUBYUiZxEhPcTSY5eOmK0Mh8P09vZSUlIy4UDn1Vdf5c477+SGG26gsLCQdevWsWTJEoDE/y9YsACAzZs3D1m/4YYb0DSN5557jldffZXrr7+eE088Edv27di2b8coL0dOcEZ4fJTddM5yDuk69hRlI/MffBCA3sWLaZk1i75QiDmFhanY5oTwBINIID8N8o/pliaYUhLSdVzJZCP37sUsKCDidmOUlY143Lx5dcAzHHroTQQCpvR4Oiq6uromfydnYZGhWBlJi7HYDqjAucARwK5YeZGgFw4AACAASURBVBshhCKlfBG4BbgSOCFdmxBCfNzpdF62a9cuPRAIXD+Ol64AxiwtCSFQFGXaupzjDT+Dy88X1V/Epos3ser4VbhUFw7FgUOJBlwmJp3BTry6l++9/j0WPr6QT/z2Exyz/pgB3d52u52ioiJ8Pt+E9ubxeFi7di2nnnrqgCBywYIFLFiwgCVLlrBu3To2b948IIjsv37vvfcC8NnPfpZgMMhdd93F+vXrQdejGslJyApsikJoGhtvktXXJUP+gw/i3L4dgPChh1LsclGclTVtvpmBSAS7qqYliITpn3gTTDKIVHp7QQjMwkKMkpJRjz33XC/wOXbtcmMYflFTUzNl0h8Li+nAykhajIgQQpVSGkKIc4h6M74DfFZK2S5i35px/0YhxBtAk5RyzOzfBPYhnE7na1LK40Kh0Dop5dLxvL6pqel2YNlYx0kpCYfDiaaRqSRe0k6GNzveZMVrK2jpayHLlkV3sBuDgYGUgoJTdVLoKKTEVcKKY1eQ15tHdXU1WeP0AHzkkUd48cUX6ezsRAjBqlWrEtnHOJs3b2blypUAQ9bb29vZvXs3q1evTqxLKVmzZg1nLljANw4/HN3tjs4vniBBXcemKNOilUxVVs2+dSvFt92G5vcTrK+n4447gGig+kFPD3MLCqY06yqlpKm7mxKXi4I0ZupDuo42DX93SWeyIxFse/eiV1cTmTcPMwmdaDQruRWbbRGaJqivrz/xnXfeeSU1O7ewyCysjORHEBHF0f/xcMfFgkghpfw90dL2UcBpsTUppZTx7CSwFJgrhJiYU/HoXOJ2u48rLCzsBCbih/N94IOxDpouk3Jd17GNIxBZVLqIP5/9ZzZevJHXvvQaj3/2ceblzyNLzaLEWYKKiomJ3/DT7G/mnQPvcPnzl/P1f36dp95+alzZLdM02bBhA5/+9KcnlHGLRCKJppz+HHnkkdzW2Mjz//wn97/yCnKSAZJT06YlK5kKu584eevXo/n96Lm5AzwjFSGwKQr7+/pS8nuSpScUQkJag0gAm6pOaFLOZJBSImNjLMc4EK29PZGJTCaIBKiujgCHYRjXcMQRRxCJRNaP9DlrYTHTsQLJjxAxc/ELidribBBCXC+EcMcCwrE+5G4C9gHfEEL096GJq+XzgUDsJ5V7zi4uLr7Tbrezf//+pVJKz3jP4Xa7/cB/JnOsqqpTPlrQNM1JdVSPFljGy+AhM8RuczdP7XyKEx87MemGnffff5/u7m42bNjAqlWrWLVqVaKMHSdezh5uvaWlBY/Hw1133TVkvX7uXL6/eDFPv/UWjz777ISvP85Ul0njTT6pyBLat25F+HwE6+uHHYNYkZ1NdzBIZIqCZVNKWjweZqXQNmokFCEQMKVNU3Epwlgfe0psZr1RUoJeXZ30+X/4w3ZAYpoNNDd7EUJUHX/88ddOYssWFhmLFUh+RBBCzALOJDrY/j5gJTAX+IsQorZfiXrAJ2ssyFSklD1EbX+OA74thDg8vh47dCfwiBxPuiu5fS+tq6uraGpqekdK+euJnsftdv8J+FUSvw9gyrKSZmxudCqTFf0Dy4dPf5ijio+iOrsaFZXNbKZP9iUylRc9exFn/v7MEQPKbdu24fP5WL58+bg0kevWrWPjxo00Nzfzs5/9bHhN5aZN0W55IXjsuef449//PqnrnupO4GT1dWMRt/sZzXjcrmmUZ2dPWaBsmCZzCwtxpCjbOhaaokypwXww1hw1GsLnQ/V40MvLidTUwDj+LBYtCsWykoW0tl6P0+mko6NjbVlZ2fR181lYpAlLI/kRQQjxTeAJKWVnv+cU4BXAAVwtpRwxPRULJk0hxFXARUBF7L87gM8BnwG+J6XsSuGe59hsti0ul8vp8Xg+JaX822TO19TUlAdsBGaPdazf7x+3lnAiTNXvgQ+1lX2ePrJlNk00JdYUFBShYFfsrPjYikQH+E9+8hM6Ojq47bbbBpxrNE0kwKZNm7jtttswDIPbbrtteE3lihWIYJA7zj+f7txc1j78MMsuv5x/O/LICV+jlJKQYaSs3DwSqfKvjAeRmteLnps7bDayP0FdRxFizCBoMoR0nQ6/n5opyEb2Jx7cpVsHGohEcGjaqL9HhEJozc3oVVXos2aN2qU9Em++6eDCC6sBE7v9OByO7Rx++OGPvvbaa5dOYvsWFhmHlZE8yBFCKEKISqLZRF+/54SU0iQaBM4HbhFCzI+tD/cJKwGklL8ArgBeBJYQ9WrMAa5LZRAJ4HQ6766trXV6PJ7HJxtEArjdbg/wFWLXMhoul4tAIL1TIIPB4JQ29sQzlS99+SVuOuQmDss7jCw1CwUFExNd6vgNPytfX0n9I/Wc9LuT2Ni0kcIJWM+EQiHKy8vHHj8pJSgKJyxcyNfOPZc7HnmEzTt3jv6aURBCoClK2udwSylTEvDEPSOTCSIhGgTt6e1Naxf3Xo+H7Gmw5HFqGsE0y0qSkiPoOlprK0ZpKUZ5+YSCSIhmJbOyDEAlHL4TRVFoa2u75Kijjqqb0AktLDIUK5A8yJFSmlLKVqATOL/fczI25tADLAbOAa4RQuQO1kzGgs7Ec1LKfVLKa6WUlwO3SCkfjgWlKUMIcdLcuXPPCwQCQaKNPCnB7Xb/FViVxO9HCJG2Endc7D8d03Q0TeNY97H89KifsvHijdx2/G241IEVN4mk2d/Mi3te5J4n7uHm396cWBtNEwmwceNGnnrqKa666qpRNZWrb7mFtYsXs+p//5eNO3Zw9qc+xXknncT3HniAXa2tE74+Nc3lbTMmRUiFZ+RousjhKHS5MKXEkyYD/d5gEFNKCqZpZKhT0wiksXw/phzBMNBaWzHz8zHKy8elixyOFSu6iN63nkIweDplZWXCZrM9NamTWlhkGFZp+yOAECIb+DnQBTQMN59aCHEPcAlwsZTyz2OcTyUqj0zLt7UQQi0sLHxnzpw5R2zcuLFR1/VbU3n+pqYmjWhG9VNjHRsIBNJiUj6VJe3hME2TlpYWKioq0GJl4Hjpe7dnN5H4VLffER2G2QScDprQOG7TcaMakP/85z/nwgsv5IQTThh2Pf7/C2trsW/ZwqbNm1n1zDMsv/xypJRcd/fdVJeWcvf111MxzBi6ZAjpOrY0lUlTYffTv6QdOPpoOm+9NenXBnSdnV1dHFZamvLra/f5cGkaudNggRUnEBs1meprG/M9YZpoLS1IpxO9qopIXd24dJEjsXDhbPx+DdhJTc1pOJ0qlZWV57z88sv/N+mTW1hkAFYg+RFBCPENopm4i6WUz/V7XokHhEKIfcC/gK/Emmvix+QDXwXek1JOvr127L1+raam5oFQKNTS0dFRL6X0p/p3NDU1VQNvEg2TRsQ0TXRdH2JfMxnC4TCqqk77bG/DMBLXNji7tu7Ndfz8vZ8j/1fCPKAIiH3tOc91svmmzQOO76+ZXLlyJcccc8yA6xtOU6n09GDfsgXh9/OW18vymGn56muu4Y9//zs7W1q441vfomiCWr10TE1JlV9lya234nr77aRL2oPxhkI4NC2lWkndMDCknLIGm5FIh85VSknYMEa+NtNEa20Fmw29uprw3LmQon/z69fnsnJlKSDQtOXMn/97QqHQgaamprJ03YxbWEwlVmn7I4KU8l6ic7NvFULU9XveFELEP10vBM4GqiDRjAPRZpzlwCn9nksLQogCRVFWd3d309HR8e10BJEAbre7mejc8FE/yOO2PKm+4ZqM3U+qUFWVtrY2ent7h6wtWbSE7Zdu5/Dyw2HQ0MugGRzxnKWlpdjt9uSCZCmjP4NQFIWb/+M/qCop4Zb77sMzwYk8qS6TSikxpUxJg814S9qDyXU46AoEUtbprJsm73d1TYuh+2DSoXM1Rvt7M020tjZQVfTKSsJz5qQsiAS46CJvTCsJur6C5uZe9u7dW3zyySffNsZLLSxmBNP/qWExlVwGHEtUC5lI80gp9Vhm8u/AE8CdsefN2PPtwAlSymXpvoO22WwNxx57bGkkEonvJW243e6/EB2hOCapCiRN00yJvi5VVFRU0NbWNqIW9JR5p/CVwq9ge8EWvcU4G5TnlWE1jytXruTSSy/lzjvvTNpnEmDj7t3c/tBD3P6Nb0R/HnqIrbt3c8tXvkK2y8XK++/HHxw5eB0JRYjoWLsU/d0FdD1lJe3RrH6SRROCZs+4bVWHZX9fH/kOB1oGBJKQWp2rlBLdNIe/tngmUlWjk2vq6iANZf0PtZK5eDyrqa+vZ8+ePUsPPfTQ5BzOLSwymMz41LCYEqSUTUAjcANwajy72K+DG+BeYP/g56WU28c6vxDCJYSYsEpfCHFIVVXVtT09PTIcDl+bak/KEVgHrB/tALvdTnACgcxwhEKhcU2xSTcOh4P8/Hz2798/7HpJSQkvvfQST971JDuW7GDHkh387u7fDfGRvPnmmyksLGTRokVJ+0xu2rKFjR98wOrf/Y7ll1/OwnnzWDhvHssvv5zbH3qI9/fu5UunnMIbW7fyvZ//nGA4POweR8OVok7gUEy3N1n6d2l7LrpoUucqysoiYpp4J9l4E9R1eoJBKnJyJnWeVCKEQJIak/KQYWAbLoiMNdagaQlNpEyTNvSii7w4HNGbNSkvJRTKoaSkRCspKbHmcFvMeCyN5EcQIcT/AfXAt6SUz8ee02KZyWOB26SUn5/Aee8FmqWUY3ZFD0dOTs6zCxYsOOPtt9/+VTAY/OpEzjERmpqasoj6aS4a6RjTNAmFQpNqvAmFQmiaNu3ayMEYhoHX66WgoGDI2gsvvMDDDz/Mr3/96wHPD9Y8ut1uOjo6mDVr1rDrw/pILl+OEgyy9uKLOeK44wasb9yxI6GZvOWKK3j4T3+ipKCA7155JfZxBuJmLCM1UT3hmPq6JLFv3Ur+gw8C0Lt48aSykXF6AgH8uk5Vbu6Ez9EXDqMqCq5p1kYOx2R1rlLK4TPJ8SDS4UCvrCQyd27agsg4/bWSDsffqK29AikldXV1i5577rm30vrLLSzSiJWR/GhyHuAhWuI+GaLl7diaSbTDeyLcAdwohBi3Z4YQ4nOqqp6xZcuWvlAotHyCv39CxEYongM0j3SMoigIIcb2RRwBKSWmaWZcEAlRrWReXt6wWcnZs2fT2dk5akY2fjNaW1s7sQ2M8Wea43Kx6ppraO3sZO3DD6OPUxco+NBuaSKMqq9LklSWtPtT4HJR4HRO+Np6g0GklBkZRMLkda7DBpG6PqA7OzwFQSQM1EqGQv9Gfv4i+vr6aG9vfzLtv9zCIo1YgeRHkFjQ+DWgB7hDCPFFIUS5EOI0oA744wTPuxO4D/jBeF4nhLDl5+f/BMDj8TRKKYevs6aRWPPNF4iZtg+H0+mccIk7XTZCqUIIgc/nG9J4M3v2bCKRCM89l2j0H6J5/MUvfsHGjRsTus+xNJEJH8mVK/nB4sWsfuopNu7YkVjfuGPHEM1kc0cHq7/+dXbs28edjz46roA+rkmdSKglpcQYSV83DlJZ0h6MQ1XZ2tk57uYUU0rafL60T5KZDPG9TaTEHRxOjhCJYGtuRmZlJYLIdGgiR+JDraRg69Y76Ovro6Ojw33WWWctnrJNWFikGKu0/REmZuvzeeDo2FMPSim3TfKcOUS7w78kpXw1mdeoqnrjggUL7m5ubv7gwIEDh0opxy+GSxFNTU2fI2p0M2zq0DRNIpHIuCbSZGpJezB9fX20tbVRV1c3oKt82bJlvPXWW9x1110AAzSPoVCIv/3tb/zmN7/h5ptvHrIOI/tIHjl3Lvb33uPdt9/m+3/6E8svvxyA2x96KKGZhA8Dy+WXX057dzfffeABLj79dK694IJxNS1NpEwa0nW0Sdr9pKOkPZh9Hg8CqB6HVVK7z0dQ15mVn/n9HuP9uxvWQigcxtbSgllQgF5RQWTOnJT4RI6Xk06qpbnZjsNhcN55y9my5TnC4bBfUZT8zZs3p3e0j4VFGrACSQtgoJ9kCs51GXAt8ImxzimEKK2oqGgqKirKfe+9986WUv4hFXuYDE1NTVcAvxppPRwOY7PZkgpipJSEw+EpHYU4Gfbs2UNxcTHZ2dmJ59avX8/LL79MS0sLMFDz2NTURHFxMfv27RtbEzloXQSD2N99F7W9nTdDoYQm8vZvfCMRRMbpr5n81pe+xG+eeYbTPv5xFp99dtLBpCklobEmm/RjRH3dOJiM8fh40E2TrZ2d1BcVJaXlNE2Tpu5uZufnY8/QsnZ/xqtzDRsGmqIkMpoiFEJracEoLsaoqCAyezZM043d+edX8c470epEXV0PTucJqKpKZWXlz5999tmrp2VTFhaTwCptf8TpN/YwlbY+jxKt31yaxLHfr6yszN21a9cLTLCknmrcbvevgWUjrSuKknRp1TCMxOSYmcCsWbOiZeB+N5gf//jH2bNnzxCLIF3XKSgoIH+CGS2pqkhVRYxT81hdWkrjVVfx59de4/ENG5J+3XjLpKmw+0lnSbs/mqIwp6CAUJId6oaUzJohQSSMT+dqSongw79vEQigNTdHZ2dXVUUzkdNYHbjllgMoSvQ6du3K58wzr0cIwebNmxefc845VdO2MQuLCWIFkh9x0mGxEwtKrwduF0KM2E4qhDhK07Svbdu2zfD7/ddNkd1PUrjd7rXA2uHWNE0jEomM+aWWyQ02oxEKhRLZR4C6ujoKCgo4++yzE5rHTZs24fV6KSoq4t13301KEzlkXdNAVXln164hmsixNJOhSITvfvWrPPnCCzz98stJX5vLZkvKDiik65OeGpMK4/HxkGO3o6kqfWPYAfkjEXb39k77BJvxMB6dq26aHwaRfj9aWxt6eXnU4mf2bJhmr8xFi0LU1UXVO6YpeP75S3G5XHi9XqWnp+d307o5C4sJYAWSFmlBSvka8ALRiThDEEKInJycnx5yyCGK3++/R0r53tTuMCmWE/XVHILdbic0xhd2JBKZcUEkQH5+Pl6vN9FYJITgc5/7HDt37kz4QN5///289957iSByOJ/IsXwkN7/7Lht37WL1M8+w/JJLhvhIbtyxY4A+cvC6AC449VTWPfIIz/3jH0lfn1PTRs3cxSfYTKbBJl1d2mNhmCYtfX0jZl2llOzt7aV0Gue8TxS7qo55ExA3H1cVBdHXh7Z/P3pFBUZ1NXptLWRIY9GaNR24XNFM/I4dDs4//zaysrLYt2/f8Wecccanp3l7FhbjwtJIWqSNmA3QRuDjsY7u/mvnL1y48LdtbW097e3tdVLK7unZ5eg0NTUpwP3AVYPXgsEgdrt92HGHUkoCgQBZM/ALG8Dj8dDe3o7b7UYIQWtrK9/85jf58Y9/TFVVFa+88gr33HMPuq4nrYkcbl2EQtxx3nkcccwxyH5d7f01kWNpJr906qk89dJLLL3sMk5YuDCp64tnHIfTVw7W102Eyc7SngwfdHeT63BQMsx774DfT08wiLuoaMr2k0rMWBPNSHZF8aYcxeNBPXAAvbISvaoKoyrzKsb9tZLz5oU4/vjF7NixA5/Pt3fz5s2zp6tCI4RYAsQ/r+uA3w7+/B7n+eqApVLKa1KxP4vMw8pIWqQNKWUzcDexkYtxhBCu0tLSHwkh6OzsvCVTg0gAt9ttAtcAvx68Npod0EwOIgFyc3MpKChAj2WAKisrOfroo/nDH/5AV1cXTqczsTYphABVRUzCK/DYQw7hG//+79zx6KP8a+vWpF6jKgrGMN/Tg/V1E2GqS9qDqc7Lo8PvHzErOZ7O7kxDEQJiGePBxG8OlJ4e1K4u9Opq9FmzMjKIhIFayZYWjeuuu4729naEELVHHHHEZdOxJyHEBuB5KeVvYz/rgCdjweBEsXwyD3KsQNIi3dwNHCOEOLXfc98WQtTs2rVri2maD0zXxpIlFkwuZhij9uGCyVAohN1un6LdpQchBEVFRQSDwURj0dlnn82LL77Itm3buPfee8eviRxmffWyZax6+mk2vf9+Yn04TeRYmsnq0lIuPfNMVv3617y7c+zkiaYo6KY5ROfaX183EaarpD1gD6rK3IKCIbOqe4NBCpzOgZY4M5DhdK5SSgwpsff0oPb2EqmuRp89G6OsbJp2OTb9tZLBoGDDhjlccskl9PT00NnZ+V9CiCn9EBFCfAlASvnmoKXbiVZlJnrOrkluzSLDsUrbFmlHCHE+0EB0BGF5Tk7OtmAwmK3r+meklH+Z5u0lTazM/WPgW/2fj8/PVhQFKSXBYDCjzcfHw759+3A4HJSWlmKaJo2Njfzzn/9k3bp1Y/pEJrOueDxsfeYZ1jz8MMu+9jVgdB/Jsdb/+Le/8dJbb/HT73yH+jEm7Zix0YfxwGqydj/9rX6mo6Q9mF09PZTn5OCKaUJ39vRQX1Q0aXP1TMCUkki/sZVBXSerqwslGESvqkKfPRuzsHCadzk2b77p4OKLqzEMQW6uwT/+sZ2zzz6b/fv3U1xcfPsHH3ywYqr2EstGvimlXDro+TqgCSiUUvaM43x1REvjFwBYpe2DFyuQtEg7MYuhvwBPOJ3OTy9YsODizZs3/z4QCJw73XsbL01NTQL4PnBL/DnTNDEMA5vNNi6PyZmAruvs2LEDt9tNX18f//znP7nvvvv41a9+NcD2J1lN5JD1cBj7e+/x3t//zs1PPw2MrYkcbV1KyXGHH87W3bv5wTe/yZzKylGvLxCJ4NA0FCEmPdd5OnWRw9ETDNLu8zG/uJg9vb3YVZWKnJxp3VMqiZeyDdNE7ejApusfBpEzwGQ9zpln1rBjhwNFMbnttk4qK//AnXfeSV9fn753796aqZr0JYToJqplHFIlEkJI4HQp5fPjON/VUsoHhBD3gxVIHszM/FtTi4wnJhq/AVhdXl5+cVdXVyQYDN443fuaCG63W7rd7pXATfHn4plIXdcTNiUHC5qmUVBQQHt7O/v37+dTn/oUs2fP5sknUyR7stujI+pi2rfJIoTgiyeeyCcXLOCW++6juaNj1OPjZdLJ2v1Mty5yOPIdDhQhaPV68YXDlPUzmT8YUBUFwzAQbW2ohoFeU0Nk7twZFURCtINbVSWmqbB2bTEnnXQS1dXVVFZWajU1NfdN4VYKGL0MnbROMlbSfmLSO7KYEViBpMVUsUlVVT0SibBnz567J9MFmAm43e67iBquRyAacAWDwWE7uGc6ZWVl2Gw2SkpKyMrK4sorr+Tpp59OeE2ORxM53Po7+/ax6o9/ZO1XvpK0JnK09bWPPMJJxxzD0fPns+Lee2k7cGDU67MrCv5IZMIl30zQRQ6HEIKKnBwM06S+qCijZ2pPBE1KZEsLBmDW1BCpq0Pmjmhbm7EsWhRi7tyoVtLnE6xfn8uSJUvwer24XK4vCiEWpXsPQoiCJA5L5ph4SbtnPGVwi5mNVdq2mBKEEJfn5ub+5sgjj/R/+tOfXuNyuXyADXgG8AD/DsTF5a8StQ26HHABQeAA8BJwPFBLdHKOE/gfIBs4KXYswMux18e1jBGidhb/AE4FyoFw7PWPA7OJ6jedRG+uXgB2AVcQnbltAu8AbwFfBAqBAKCffPLJPcAv+/r6snw+Hw6Hg+rqamw2G3v37k00qpSUlFBYWMjOnTsxDANVVbHb7VRUVNDR0YHf70cIgWEYzJo1i0gkQnt7e2KaTFlZGYWFhWzbFh2FrigKOTk5lJSU0NbWRiAQQFVVDMNgzpw59PX10d3djWEYSCmpqKggOzubnTt3IqVECEFBQQHFxcXs2bOHcDicmMBTW1tLd3c3fX19idnixcXFeL1ezFiDynPPPceBAwe44IILeOKJJzj11FOprq7GbrfT29vLo48+yllnnQXAiy++yBe/+EXmzp1Le3s7zc3NvPTSS3zhC1/A5XLx5Pr1fObww6nOzSWnuJjO9nYe+etf+dwJJyCA5994gws+8Qlqq6roDARo7ujgL//6F+cedxx2IXji1Vc59eMfp7K4mGKXi/379/Poyy9z+ic+wT/fe49uj4frzz4b1emkNxRK+ETW5OVhV1W2HziACWhCUJ6TQ5HLxfYDBzCkRBUCh6ZRlZtLu89HXziMIDoZZk5BAbpp4v3v/0a0t2M4HBScdhq5hx3Ge7FMqBCCPLud0uxsWrxeApEIiqJgmCbziorwhkJ0BgKJxpiq3Fxy7Ha2HziQMN8udrkozspid08PIcNAVRQUYHZBAV2BwLDXtKunB1NKfOEweXY7NQUF7OvtTfqaWr3eRFd7RezPJFOuCaDM6aSsp4eNkQhmbi5aWRn27OwZ8e/JNE2qqqoGfEY0N6usXXsEbW2VHHfcm9x0Uwd//etfufvuu0kFUspR7yL66SAvkFL+dpj1buCBwfrJEc51df/yuFXaPvixAkmLtCOEyCkpKWnSNK1s1qxZ3z/rrLPeamhoeGq695UqmpqaFvh8vj9nZ2dX+/3+GW37Mxz79u3Dbrfj9/vJzc2luLiYtrY2Lrss6lDywx/+cMI+kgCrvvc9FikKtj17iMydC0KMy0dyLM3k/NpaPH4/P/jmNykb1IChx4IdRQgM08Q2zvK2fetW8h98EIDexYszJhsJ0WvbduAAc/Lz2d3by7zCwhkzEnFUIhFsLS0EsrKgshJfZSXOvLwZLymJayWzsnQeeGA72dnbuPrqqyksLGT79u1fNk0zbaXiWEaym5EDSUlUP7lujPN8iah9UE+/56xA8iDn4KvDWWQcmqbdMnfu3DK/3/9WVlZWI1DW2Ng4ehfEDOKRRx7Z193d/WngdYfDMaK35EzE7/fj8/koKSmhvLyczs5ODMOgoqKCq666ikAgMOaEnzGx25FZWUi7HREIpGbjMYQQXH7WWcyprGTZz35Ge/dAy1IpJYoQKLHxe8nO4YbMLWnHafF6KXY6ybbbKXQ62e/zTfeWJo0IhbA1N6Pn5REqL8ecNw9Xfj6BFL9vpoP4tBu/X+Xhh3upq6vjuuuuw+FwUFNTc68QIm13qEmWOzwpMgAAIABJREFUoUc9Ju41aZW0P3pYgaRFWhFC1NXU1Hy7s7MTj8fzny+++KIBPAzM7PTBQLJOOumkD4CTVVV9WEo55hzumUJLSwtVVVUoioLL5Up4SwKcd955HHXUUSxdunTCPpLx9XdaW5E5OSh9fRPykRxt/Y5HH+Xz//ZviWByf1e0n0BKiR4LJAFUIYjESp/JkLd+fcLqx3PRRRP7A04TMmasXhprsCnPycEbDhOYhPH7dCMCAbTmZoySEvrKyrAdckh0XjvgcDgmf0MzzSxaFELTJKpq8Prrh7JtWxEXXnghmqZRWlpa5HK5lqV5CzsZvaFmLF37acDpQoj7+//Enj8t9nhtqjZrkTlYpW2LtCKE+J/58+f/+549ex4PBAKXxJ9vbGw8HHA0NDS8NY3bmzSNjY1lDQ0N7fHHTU1NwjTNb0cikXUOh2NG36gZhpEoZ/cnFAqhqiqapvH+++/zne98B5vNxm233QaMz0cysf6DH7DivPPQ2tr4/gsvTNhHcrT1my65hIf/9CdaDhzgxzfcQH5+/hC7H38kgkvTxiyTZnJJG6LWOIoQA0r1IV1HN02yZ6BZvujrQ+voQC8vJ1haillbizqoTB8MBnE4HDO6xP34404efdTL1q2HctRRAf7nf1r4xz/+wYoVK+ju7o709va6pZR70/G7hRBPAjtH8pEcS2c5xnm7rNL2wYsVSFqkDSHEKTab7S+KovhDodD82MhEABobG/OJNtP8oqGhYUbWpRobG52A0tDQ4B+89vbbb3/W5XI9pGla5o7WGAXDMGhtbaWmpmbIWmdnJ36/n1mzZgHw0EMP8eyzz+L1elEUZcKzt797882IUIgfLF7MgqOOGrCeSs3kobNn0+Pz8b0rrxzWZ3IsP8n+xuOBo4+m89ZbRzx2OvCGQrT29TG/uHjIWk8wiJSSwhlkmK/09KD29ETnZldWEigpQdO0IQ4Jpmmi6/qMniq1Z88eli+fzeuv15GVZfDrX7eyaFGIa6+9lpdeeglFUX7X19d3fjp+d0zfuFxKeeyg568mqp08fYLntQLJg5wZnTGxyFyEEFp+fv5PFyxYQCgUur1/EAnQ0NDQC7wBnDI9O0wJGjH7n8E8/fTTL+zevfsk4G9Tu6XU0NbWhm2EYKq4uJhAIIAvprm76KKLKCoqoqtrcpPQpKaBqqL09U3qPKMhhOCyz32OBfPmseK++9jZ3DzkGIeqDhnB159MLmmbUrLP66VqBONxp6bR2tc3ZHxiRiIlakcHSr+Rh5GKCoBhbbYURUEIkXBKmGn4/X6CwSChUFnsscrq1dGbgaVLl1JRUUFFRcW/CyFOSMfvjzXZdAkhThu0dE3sZwBCiCdjQeZYxCfcWBykWIGkRVpQFOVrdXV1h+/du7cZuGuEw/4FKI2NjTOulbSxsVEAzoaGhmEDyYaGBv3VV1/t2r179ylEZ9XOGILBYKLBZjiEEFRXV9PS0oKUErvdzk033URpaSnnn3/+xGdvr17Nmuuui87efvfdxHqqNZM/+u1vOfXoo/m3I49k+b33smXXrgHXpyoK5gg610w0Hu/PgUAAp6qS43AMu+7UNPJnQuONaaK2tSHCYfTaWvS5czFKSsacY68oCvooNwGZTDAYpKysjBUrenC5olpdny/6FV1TU8PnP/95ioqKKC0t/YUQIi3f3bGs4+lCiKtjP2uJZiOH00cuAtwjnUsIsSQ2dnERUY3khiQDT4sZhlXatkg5QojC8vLynWVlZQWbNm0a1k4iTmNjYzagNjQ0eKZwi5OmsbGxsqGhoTWJ46oaGhpampqazgB+A1Skf3eTo6urCyklxcOURvvj8XjIyspK+OX98Y9/5NFHH+XrX/86v/jFLyY0e1ttb2fLc8+x5vHHUzJ7e/B6xDB4d+dO1j78MMsuu4w//v3vvPDGG6z9z//kY/2CQikloX5zuCHzS9oAnlAIl6aNamOkmyZ7enuZk5+fmQb6uo7W1gY2G3pFBZHZs5E5OYTDYRRFSbzfRiIQCOB0OmeUVlLXdQzDwBG7ATj//CreecdFbq7Ogw+2sWhRCL/fz/nnn09OTg5vv/32V03T/NU0b9vCArACSYs0IIT4UVFR0fWBQOD/BQKBE+UYb7LGxsZLgVcbGhqapmiLk6KxsTEPMBsaGsaswTY2NjqAnIaGhgNNTU2lwC+BL6R7jxPFNE3C4TBOpzOp41tbWykrK0NVVaSUrFmzBo/HwyWXXEJDQwMwztnbuo592zbee/llbn7qKRBiUprIwethw0BTFDY3NSXWzzj+eP7yxhtcd+GFfOZjH0ucI+4xGZ94k2mztAfT5vVSlJWV1KjHsGEgYNy+melGhEJora2YeXkY5eVE5sxBxoKr8Xi0ziQ/V9M02b59O3PmzEkEkm++6WDx4kq8XjXRdAPw9NNPs3btWrxeb3cgEJgjpZxRN+AWBycZeDtqMZMRQhxWVVX1La/XawYCgWvHCiJjvAB8dgaVuHOSCSIBGhoaQoCtsbFRcbvdHcA5RPVGGVdbNE2TpqbxxfKqqtLW1gZES97XXXcdnZ2d/OlPf5rYJjQNo6QEMzcXkeISZdwjcvCowFMWLeL6Cy/kv554gideeCFR0laESLwm00vavkiEnlAo6TGP8UkxvnA4zTtLHuHzRe19iovRq6sJ19VNKIiEmWUH1NnZicvlSgSRELUCqquL/t1s3uxg/fqoc8I555xDdXU1JSUlhQ6H43vTsmELi0FYgaRFyhBCiOzs7J9UVVWpQohfSSnfTuZ1sRJxC/Dx9O5w8sRL1eN5TUNDQxtQBuB2u6Xb7X4AWEh0lGPG0N3djc1mSzobCdHGG5/Pl/CWzM3N5aabbmLDhg1cfPHFE5u93drK6t/9jnUXXsgPrrxy0prI+HpI17Gr6rDrJQUFNCxezBMvvMBPf/tbDMP4cNrNli0ZbTwOsL+vj/Ls7HHN067IyWFPb29GeJ4qPT1o7e3Rzuzq6uiEo1izVzgcHncntqqqiXGemUwkEqGrq4uqqqoha7fccgBVlRiGwtq1UZmJEILvfve7aJpGdXX1DUKIeUNeaGExxViBpEUqOaumpuYzra2t3nA4vHycr90ATK7tN83E9JwTndrQ09jYmGildbvdO4l2rP8nkL425STRdZ2Ojo5hv9BGQ1VVioqK8Hq9iecOO+wwrr32Wn7/+99TUlLCkiVLEsFif33kggULWLBgwdD1u+9m6Y03suDoozkmP5/ll1+eCAb76x8XzpvHwnnzklpf99hjbN21a9TXa6rK4rPP5rHnnuPWBx8kEAqR39SE48c/ztgubYj6QwIUjOMGACDX4cChaRzwD3GvmjpME3X/fhSPh0hNDfqsWeizZkG/zKqUEnUCJXiXy5XxWclwOMysWbOG1X0uWhRi7txoVtIwJG++Gc1YLly4kGOPPZaioiI1Pz//nindsIXFMFgaSYuUIISwOxyOdw899NB5mzZt+o5hGHeP9xwxPeGxDQ0Nf0/DFidNTBvpa2hoSH78yYevVYHs4ZqKmpqaZgP3Ap+b/C4nht/vxzCMIebjyTK4wUFKybp162hra+MHP/gB27dvT3729qpVLDj8cOzbt6N98AFmXh5vt7dPykfyjfffp+H++5N6/dJLL+XJv/wFCfyoq4vabdsIFBbi/853Mi4bKaUkaBg4VHVc2cg4YcPAFw5Pj69kJIK2fz9oGnpFBXptLWZ+/oBDDMNASjlmg81I6LqOEGJCgWi68fl8RCIRCgoKRjxmJK1ke3s7V1xxBX19fbS0tJwhpdwwVfu2sBiMlZG0SBXXapo2b9OmTdtM0/zpBM9hAIc3NjYOdcGeZuL6zYkEkf1epzY2Ng75N+d2u3cDnwe+DLRNZp8TIRgMouv6hINIiGYmd+zYkfDwE0Jw7bXXEg6Hueeee8ZfYlQU9LIyjJIS1K4umMQNrz8SwT6O7uSC3FzWfetbVJgmX/vgA96qqqLj298mdMghE95Duujw++n2+ycUREJUK5lrt095VlIEAtj27UNmZ6PX1hKZN29IECmlRNf1CQeRELUDykRfSSklbW1tY3bN99dK7txpS2Qly8rKOOecc/B4PDgcjnuFEDNFX25xEGIFkhaTRghRVllZeWtpaSmmad4opZyQgr+hoUEH/g58KubTmEkUTdaiqKGhoZuYVnIwMe3kE8ChwI+IBtVTQltbG8Y4ZkwPh91ux+Fw0NnZmXguKyuLFStW8Prrr3PzzTePa/b25s2bMQsLMQsLeWf/fn7wy19OyEcyYhhs27Vr3JrKXa+8wk/eeYcv+P18vaODV3w+AhnmTxgxDNp9vsQ87YkihKDd7yc4RXO4lZ4etLY29LIy9Joawm43cpiyvK7rk7YnUhQlkdXMJLq7u9E0jby8vDGPveWWA+TmGni9WsKgHODKK6+krKyMQw891K2q6jfSuV8Li9GwAkmLSeNwOG6fNWtWTnt7+wYp5QTbdaM0NDS8R/R9ObqJ4RQS0zamaoxjT2NjY9FIi263u9ftdt8IHAO8lKLfOSIejwfTNEctryVLRUUFBw4cGGAIXV1dzdKlS7Hb7fh8vuE1kaNoJt/q7ub7f/gDK888k4WzZyetiYyvb9q5k3UPPzwuTeX3TjyRtffey6a+Pj6ZlUWwoIA7H3uMx//8Z0JTFGwlw16Ph7Ls7Elb+KiKQonLRWsaJwoBYBiora0oXm9UDzl7NpE5c2CEjGMkEhlxutJ4cDqdBAKZNYW1t7eX8vLypI4dKSvpcDi4+eabMQyDysrKtUKIjPnMtPhoYWkkLSaFEOKYQw455F9+v9/cu3fvAinl1smeM5aNLI91O087E+nUHuN8lUBbQ0PDqP/4mpqaBPBF4E7SNGJs586dlJeXkz3JrFac+Lztwef7v//7Px555BFWr17NvHnzkpq9HV+//dprWWS3QzCIEZuNnYyP5C0PPABSsvqaa5LWVMZNx9/xerlaUdArK1lz443YNI01v/kNc6qrWXLJJeROs0ehKSWdfj8lWVkTLmv3R0rJ9q4uZufn45hEKXkkRDCItn8/ZlYWRllZVA85SjYu1T6Quq5jmmZGzOEer1crjKyVlFKyePFigsEgW7Zs+YXH4/lauvZtYTESVkbSYsKIKD/2+Xyira3tp6kIIgFiAdacxsbGtMyUHQ+pDiIhYXdUOdZxsXL3U8DhwHeA7lTuwzRNKioqUhZEAgmd5eAM0Be+8AU+85nPsGrVKvbv3z+ucxrFxRiFhSjhMCJJLV+803e8+rj8Bx9E83oxnE70yspEyfWwOXP40Q03EAyFuP6HPxx2RvdUIaWkOxCgNEVBJETL2/MKCzHSkFhQenrQWluj/pC1tYTnzRs1iExVJrI/mqah6/q0l7jD4TA7d+4cVxAJ0axkeXk00x8fmwjRv7dly5axa9cuhBCLhRALRjqHhUW6sAJJi8lwQUFBwadbWlo6I5HIrSk+90bg2Fin9LQQK2l7xzxwYnQ1Njbmj30YuN3ukNvtvpvoXNt1pKDMHolE+OCDD3CloVs3HA7T1tY24EtbCMFVV13FIYccwpIlS1izZk3ymsm77+bt7u5o401nZ1I+kusee4yGr351XJpK+9ataM3N/AtYJgRrbrxxwHpxfj6rr76a2spKvnb77fzljTdS/meXDF2BAJ5QKOUjABVFwRsK0ZGqxhtdR2tpQenrI1JTQ2TWLCJuN4wwB/zDl+kpDyQhqtmd7hJ3c3MzhYWFE3ptdnb0pmj/fjVR3gaYP38+p59+OqZpipKSkgfFTJoNaXFQoN6agfNiLTIfIYSruLj4merq6tz29vYbpZR/S+X5Tz755Mhf//rXMPCJk08++d1UnjtZ/vrXv+YCvSeffHI6zm0CzpNPPjmY7GuKioqCRUVFz3d3d/8ScBLVUU5IILdv3z5ycnJSmo2M43Q66e7uRlXVAZkXIQTHHXccr732GqZpcvHFF1NTU0N9fT3r1q2jvr6e9vb2AZrJsrIy6uvrWfuTn1BfV0dHaytr1q9n+RVXsHDePMqLiphfW8vtDz3E/Npa9nd1cftDD/Ht//gPjp0/f8T1uCYyvr72vvs47g9/oMPvZ4mqsuzqq1nwsY8NeX1nby//9//+H5//1Kd49M9/5oDHw9H19VNmL2OYJns8Hqrz8tIy3tCuquzp7aXI5ZpUtlP09WFraUHm5GBUVqLPnYtZUgJjnDNuPp6uWEgIgWEY02IH5PV68Xg8VFdXT+j66uvD/PnP2Xi9Gu+/b+PLX/7wHvfoo49mw4YNZGVlVXd1db3V0NCwLZV7t7AYDUsjaTEhbDZbw8KFC2/94IMP3u3u7j5KSpnyLuOY9+JxwL8aGhqmdJZbY2NjFmDERhym63dkA5GJXlvMf3I58FUg6RSO3+9n79691NfXT7ordiQCgQD79u2jvr5+yJrP5+O73/0udrudhoYGXC5XcprJ5csRoRB3nHsuh3/qU9AvGOiveWy85ho+Nn8+lV/8IirR9vdn77xzRE2lfetWdt96K98MBkFRWPPNb/L/2Tvz+KjK6/+/n5nJLNlIJntCEiAEJCwigvsyVatVv3VrK1ILFXGpiopCAUW8uayyiYqiqFWrRav1V22pVq3aTm1t3dgLsoSdrCSTPbPdub8/ZiYGyDLJLElw3q+XL5N57vJMJmTOnPM5nzPissuOu/+Jmsqh+fmUVlSw5Le/ZUB8PHMnTybD3GEPVcioaW6mweUif0BAyeweUdnYSLPLxaCeZM4UBe2xYwi7HSUjA09qKq6cnNYpNZ3h8Xhwu91h1TFG4h4dUVtbi16vD0r7+ZOfZLNli4mEBDe/+U0548Z99+fp1VdfZcOGDVRUVFSVlpbmqqrat93Yo5wyREvbUbqNECLXbDbPtdvt2Gy26eEIIqHVe/ErIL89/8Vw4buXIZxBJIAkSU1AYk+tjgoKCg4WFBT8ChgKPAMElN10Op3k5OSELYgE71SRnJycdm2F4uLiKC4uxuFwIMsyjYF2C2u1oNOhxsWhra5u/xCdDq0v26MFhO//Sc8/3+7x/uYarW/EoxoT4+0k7oLYmBiyMzJ48oEHSIqP556VK/lyx47AnkcQGGNiyA3AMiYYUuPiMOh0rXPGA0U0NhJz6BBotd6O7MGDvT/LAMvUHo8nrL+TQOv1I+0t2dDQQFxcXNANRB1ZAQFMmjQJRVHIyMhIi42NnRXUjaJE6QbRQDJKT3ispaXFuHv37v+nquo/wnkjn7fk6cDocN7nBIxEzsexGQgqMigoKDhUUFAwHRgELAXqOrxZczNxcXHEx8d3dEjIiI2N5fDhwzidJydcExMTWbBgAW63m/vvv79VD9mVZnLhokUs+vOf2fbttwjf+Lu2mkdp2jSWv/bacZrIjYC0ezdrcnNP0kSmLljAloYGZms0PJWby9Lbbw9cU6nVYjAYuPbCC7HV1yO98AIv/eUvuIP05OyIA3V1CAhZg01HaIQgPS6OFpcrsOYUlwtdWRna6mrvrOz8fJyFhXhSuudG43Q6gzIfDxS9Xh/R0Ylut5uysrKQBK8dWQEBxMTE8OCDD1JSUoKiKI8KITKDvmGUKAEQ1UhG6RZCiPOHDBmyurGx0eFwOK4pLi7u6ezpgLFarRXAlVardZvFYgm7K7TVak2TJOlY10cGj08LmmKxWIJu6jGbzU1ms/kTm832DFCB19y81SBSURQOHjxIQkJCWJoZ2kNRFKqrq9v1qTQYDFx44YVs2rSJmpoaLrvsMkaMGNG5ZjIri+Hp6Sz93e8YkZhImcPRqnkcPmgQOampDM/LY+mrrzKqooJyYC6wDDjnwAGyHQ5yb7yRZc89x9nvvEOlw8EcYOHAgeSuWUPakCEBaSqXvvoqw3NzqbDZWP6737Hozju54pxzWP/hh/x761bGnXYacd3szO2MeocDW0sLmfHxYdMPtkUjBIdqa9FqNBg7Cu5UFU1dHbqKCq8WMjsbd24uSnZ2h96QHRFqu5+uEELgdrsjopWsqKggJiamx002J9KZVjIvL49vvvkGnU6n1el0Q2fNmvVmSG4aJUonRDWSUQJGCKEZMGDAxsLCwtM3b968xOVyzYvUvWVZvgqoliTpizDfJ8tnzxNRwmEzVFJSogN+DNwL/KCqqgq73U5ubm4ob9MpHo+HkpISsrKyOsyCKorCK6+8wl//+lcmT57Mj3/8Y3bs2NGxZlJR+Pa993h49WpUnY6l99zDqIIC3B4Pel9g4Nc0xhw4wDpFYbzvVP9fu2+AX/m+flYI8pYuPW6OdiA+lQ89+yxarZYFt9/OWJ8WtLaxkcffeIMd+/fz65tv5uyRI3v8s/Ojqiq7qqsZmJhIfAS1fU1OJ4fq6hiemnpSFlQ0N6M9dsw7Jzs1FU9qKu6srIDL2G1x+TKfkdYtRiJ4dblclJSUUBjihqzOtJIHDhzgtttuw2AwsHfv3glut7t37AWifG+IlrajBIwQYkp+fv7pBw4cqHC73UsjfPu/AUfCeQNfg01v+YPUBmoHFCgFBQXugoKCdwoKCi6pqamZcODAgc+ysrLCZWfULhqNhszMTFydTITRarVMmzaNmTNn8vbbb/Pwww9z5EgnL7VWi5KSgqrTIdxu8HjwqCrt5elcgwbhzM1tDSBFm//8NPzkJ8cFkd1BURQ80FoCToqPp3jaNM4fM4b7V6/muXfewRnkNBy7opBkNEY0iASI0+sxxcQcN4dbOBzoysrQVVXhMZtxDxqEq7AQd15ej4JI8AZbvdH8EhsbS3OYZ4wrikJBQUHIM5+daSUHDRrED3/4Q+Lj4xk4cOAbUTugKOEmGkhGCQghRKLBYHissbGR6urqWaqqhnme2vFIkuQCGmRZvi6Mt0mUJCnspfr2kCSpGQjbu+n7779/YNeuXdfqdLps4A4grJndtiQkJBAfH9+lh9+5557LmjVryMzMZNmyZRQWFnLbbbexbNmykzSTy9atY+nMmSyfPJnHXn6ZzXv3ttrhnKhpnJ2czL/GjUPFm5H8BpgDPKvVsvynP+XR3bsDnt3d3vqq119nc5v17fv28eWOHTw0ZQqffvMN01et4mhVVY9+dorHA6pKRhhsmgJhYGIippgYcLnQVlaiKy1FNZlwDRqEq6AAZ2Ehqs+EvifY7faweJkGil6vb1fDGwoaGhqoq6sLi4ykM60kwN13301dXR3Nzc1DU1JSbgn5BqJEaUNUIxklIBYtWrRAp9NdUV1d/V9VVR8oLi6OuCbCarW6gHOtVmuDxWKpCeW1ZVlOBmosFkuvaT2sVqvLarXGWSyWkL6zybI8ECiQJGm32Wx2ms3mjWaz+UWbzfY23k7vwUBYu2/cbjcHDx4kOTm5085co9HIOeecw8UXX8yhQ4fYsGEDBoOBt99+m4SEBOx2O6tWrWL27NmMPOMMMg0GCoxGVv7xjxTm5XWoaSzetInMX/+aimPHeKSsDGncOAauXUvKmDEBayI7Wi8cOJAn/vAHhmRlHbd+8RlncOW55/L5tm2se/ddMs1mhnTTQ7CisZEml4sBIdRbdgeN242oqaGyooLE2FjcWVkoOTm48vO9AWQQyS5FURBC9Iqnox+/r2Som3w8Hg8HDx4kLS0tbHrkzrSSBoMBg8HARx99hF6vv2TOnDlPFRcX951B8VFOKaIayShdIoQYmpOTsyM2NjZmz549Z6uq+mVv7cUXFF0JvOSzBwrFNbVAnCRJ9aG4XpB7SQSaQvjcNHh9Jv8mSdLB9o7xaSkvA36Bd7Z3WNJfR44cISYmhoyMjIDPqa2t5d///jdffPEFX3zxBU1NTYwcOZIzzjiDIUOGMDgujsFuNwd27uTX77wDdK5pDOe6/Mor2FtaTlpXVZUX//xnXtywgcvPOouZkyaRFEAWz+52U2KzcVpKCtow2+KchNOJtrYWTWMj7oQEdno8ZOflYczL63IyTaC43e5eDyTDtY/y8nIURSEnJydk12yPzrSSHo+HiRMnotFosNls60pKSn7VyaWiROkx0dJ2lC4xmUxPDBw4MObQoUO/680gEkCSpCPAt0D3vEU6J4bI2f10hRsIZa3vTKCyoyASWrWUHxQUFPwCSAcmAn8kxHrRrKwsbDZbt0qJSUlJXH311SxYsIANGzbw4osvcvXVV2O329mwYQPSM88wcdkyVnzwAceqq2loaqKuqSmU2w4Yl8uFrp3skxCCs0eOZEBcHB9+8QW3+cYrdvUh/mhDA5nx8RENIkVLC9qyMmKOHgWtFldeHkpBAWljxnBUo0ENoZYxUl3TXRGOOdwej4e0tLSQXa8j5s2rJjnZTUODjjVrju8K12g0zJkzh+bmZhRFuT0+Pn5Q2DcU5XtJtLQdpVOEEJcVFhYurKysbKmtrb2muLg4os0a7WG1Wg8DJqvVqlgslqADQKvVmipJki0EWwuaNnZAIdGgWq3W0cB/LRZLQEGh2Wx2mc3m/5nN5rdsNtsTwCa8wW0eXn/NHqPRaIiPj8fj8fSo3KfVaklNTWX48OGcc845XHLJJVx77bWcPX48mXo9mTodLYrCW3//O//Zvh3V4yEzJYXdhw+z9NVXKb7tNi6bMKG1TO2fROPXPAa7Lt16KxeOHcvy115rd33hHXfwf+efz4Z//Yuvdu7kf/v3U5iby4B2utlVVUUrBElGY/jtfhQFTX092spKNE1NXiufzEyUnBzc+fl4UlIwxMXR0tKCXq8PSRm4ubm5V7WRJ6KqKh6PJySBrdPpJC4uLiINRFlZComJHjZtMjB5cj2jRh3/IS07O5uvv/4aIYQwGo0X3HPPPS+EfVNRvndES9tROkQIoRNCbE5NTR1ZU1Mzz+12L+ntPfmRZdkCaCRJ+jTI62QB5ZIk9al/CKGwA5Jl2QjESpIUtJ60pKQkBrgY+D/gKuDk2YcBUl1djV6vJyGIJg2Px4OiKK0Bqaa2Ft3+/eiOHGGfqvJ5SQmffP01Ryq1z0HgAAAgAElEQVQraWppYe6UKVx13nnAd4HdQ1OmAByneQx23aOqbNm7l+Wvvdbp+fJLL5GfkcHOAwe4+rzz+PkVV2D2TazxqCpH6uvJTUwMXxCpqojmZjQNDd7gMS4OJTERNTERJTkZxWw+qQvb4/G0zsIOZgKN2+3G4/H0Sqd2Z4TCDqilpYVDhw4xbNiwiPh9Akydmslnn8WRnOxm3brjy9sApaWlXHfddTgcDnJzc6/euXPn+xHZWJTvDdFAMkqHaLXa6fn5+WsOHDiwX1XVIlVVAxrBFwlkWdbj7T5+U5KkHrXEyrJsAox9JRvZFlmW4/EGyj3SbcqybMZbol4nSVLI58GVlJQUAlcAlwM/oBvNOk1NTZSWljJ06NAev9m2p2vTVlaiO3wYXWkpSkoKSkICO/bv5x2rlS927GDCiBH88qqryM/MDKtm0qko7Ny3j4efe67L81scDoZkZ1NdX8/lZ53F9RdfDHo9LlUN/ShEj8cbPDY1eYNHvR5PfDye+HjUpCSU5GQ8iYmdNtCUlpai1Wq7pXM9kUibj3eHYPamqir79u0jNTWVAWGchX4iGzcauPPOTGw2XYfB5FNPPcWbb75JYmJi9Z49ezLCNdY2yveTqEYySrsIIVKysrIWGwwGVFWd2ZeCSABJkpzAJ8CPgrhMcl8MIgEkSWokuKaXK4D/hCOIBCgoKNhTUFDwdEFBwTWAGTgfmA98Shfayri4OEwmE9UdzMvuClVV29XXKenpuAcOxJ2Tg9ZmQ3fsGCMHDeKRqVN5ZtYstBoN01et4tk//pGWMI7IE0CgP3STwcC9P/sZ8265hQNlZdy5fDmvfvIJJfv2Be0/CV7fR01tLbrSUmL270dbVwcGA668PFwFBbiGD8dZVIRr0CA8AwZ02YWdnp7ebZ1rW1paWvpUSftEdDpdp56nnVFf7/3MF8kgErxWQOvWlZOQoGCznewrCXD77beTlJSEyWRKOfvssxdEdINRTnmiGcko7aLX658ZPXr03bt37/5nY2OjRe2DvyiyLAtgOLDXN5O7O+emA1V9raTdFt/zS+nuuEZZlgfj7cL+TbgCyc4oKSnRA+OAC4HzgHOB41JYDoeDiooK8vLyun39lpYWjJ1oBzXV1eiOHEFXVYWw21HMZjzx8aDRsH3fPp5++2227tnD/RMnMmLQoJCWtv3rq956i5k33tjt87cdPMifP/+c9/7+d9KTkzln5EjOP/10xg0bRlxXAZiiIJxOhN2Oxm5H2O2g0aDGxuIxmfCYTKjx8XgSE/EkJqL2sPu6urqa+vp6Bg8e3K3zFEXpsT42kvQ02G1oaMBgMPRayb6zDm6Av/zlLzz//PPY7XY3kF5SUtInP0RH6X9EA8koJyGEGGk2m7ckJyeLkpKSsaqqbuvtPXWGLMuXAf8INJiUZTkGMPUFu5+u8JW4nb4MbKDnDAHqJEnqWcovxJSUlAggH5gAjPf9/wyHw5Gk1Wq71bzhdrtRFAVDF0GQaGlBd/QoGpsNrc2GsNvxxMV5zbR1Ot767DPe+PhjrjrvPCaMGMHK118PuWZyaH4+sTExAZ8/d/Jk3KrKyt/9jl/ffDNuReHzbduwbtxITUMD54wcyYSiIsYPG8aglBQ0Lhe4XN6so9MJbjeqwYBqNKIajXiMRjCZ8MTFef9LSOj2DOz2UFUVm81GUlJSt7SSLpcLrVYblL4yEng8Htxud7cCwqqqKuLj43s129q2xH3hhU28/HL5ceuqqjJlyhRqa2tJSkr65PPPP7+sl7Ya5RQjGkhGOQ7fOK0P4+Pjf9jY2Pisqqp39/aeukKW5csBhyRJ1gCPjwUUSZLCV98MEb6GGY1v8k0gx48GjoaiwSaclJSUCEVR8j777LPZ48ePj4+Pj9cDI/FmmDt8B++Whk1V0dTVoT12DNHYiKaxEY3dDg4HwuViV2Uli99/nwGxsfz07LNZ8qc/AbDs5z9nTH7+d2VeIdh68CBz1q/3rk+ZwujBg0Gj8R4jBFsOHmTuSy8B8NgddzC6oACnx4MQghidjq379vFQW83kkCGte0RV2bJnD899/DHHKit5dOJETs/PB0UBjwfV6eQvX37JonfeQQAJRiM5ZjNnDRvG2aedxpjhw9HFxqLq9agmE6rJhCc2Fk9sLIQpO6aqKpWVlaSnpwekc+1JcNabOJ1OdDpdQEGvw+HgwIEDFBQUhNzYvLv8/vcJrFplZubMGm666WSDje3bt3PzzTfjdDq54oorzt+wYcPnvbDNKKcYvftbH6Uv8uOioqIflpaW1gGP9vZmAuRzYLIsy9/4tIUd4isXx3a3XNxbSJJkl2U5A+gykPQFyOcDr4d9Y0FSUFCgAgffeOONtUeOHBknSdJr0GqOPghvQDkMKACGAENaWlryTSZT4BZEQuBJSsKTlAQOB9rGRkRTE8JuRzidDBk0iCdHjGD5G2+w6sMPsSsKRr0eNS7u+LF/quotA/sDJo0Goargdnv/7/GgbWpCKAqoKtqaGnSxscSoKk2KQowQ6I4eRfh0mbojR4jx7c//n6u6GqGqtNTWom1sRNPUBFotqlYLRiP5gwdjTvb6BD48dSotisIXO3ey8L330H74IWeddRYXXXIJpxcVRSTjJ4TA6XRy7NixgPwSnU5nl1nkvoRGo8Hj8QT0s6ysrMRsNvd6EAnw4Ydx2Gw6Vq0yM2yY86Ty9qhRo7jqqqvYu3cv5eXlfwDC65ge5XtB1EcySitCCENycvL76enpSQcPHpzr8Xj+3tt7CgSLxeK0Wq0mwGixWCo7O9ZqtWYCVRaLJSJ7CwUWi6VJluVsi8XSqYen1Wq9GK+V0e4IbS1orFbrMeBMq9XaaLFYasxms8dsNteYzeY9ZrP5v2az+X2z2bx+zZo1L+zdu3f1qFGjngDeAt4HPgM2A7uBI0ADkIW33+V4dDqvVnDAADwpKShpaSipqeiysrjgBz+gur6eA2VlTL75Zp5/7z2GnH02qSNGoKSlsbmqiqWvvcb82bO51GJh6fr1DJkwgdThw/GkpLD52DGWvPUWxffdx6Xnn8/it99m6BlnkFZYiCY5ma+OHeOxd9+l+M47ufScc1j87rsUnH46aYWFeFJS2FhTwxubNzPl8su5/KKLWPyHP1Awfvx396+pYen69cx/5BEuueIKVr/2Gpf95CdcP2kS11x/PaoQvP7mm/znv//lgw8+oLm5mezs7LB3RhuNRsrLyxkwYECnAZeiKKiq2icCrUDRaDTY7fYu9ZxutxubzUZ2dnbE7H46Iy/PxQcfxFFXd/LYRD9jx45l/fr1CCES/v73vzffeOON0axklKCIBpJRWlm0aNGsoqKin5aUlOxpaWmZWlxcHPFGjZ5isVgOWa1WjdVqbe5oXrYsywZAF2iZuC9htVqF1WqN6WgOt++5XQS8Z7FY+tPr5jeYj7NYLB1qOq1Wa6zH42m5/vrrG8xmc6nZbN5lNpu/MpvNn5rN5g1ms/n3NpstHbg0oBsLAVot6HQIg4Ezzz4bnV7PG2+/zXU33MDLr7/O0NGjqaivZ/mTTzL7oYcYNX48aXl5FJ52Gsuefpqh48ZR3tLCsrVrmf3wwxSdey6pQ4dSWFTEY88/z5Bzz6VcVXn85Zd58KGHGHnxxaSedhqFI0fy2IsvMuT88ylTVVa9/DKTb7mFM37wg9bzl61dS8G4cVQ0N7P8qaeYPXcuo8aOJT0zk8LCQpYvX05hYSHV1dW88sorLFq0qLUz9/3332fdunWUlZWRnp5OSkooh0B9h06nw273mjkYO5kFbrfb+3SndkfExMTQ3NzcYTDpdw8wm819YkIPeA3K//a3WCoqYsjMdLcbSMbGxuJwODh06BBHjx696NNPP10xceLEqB1QlB4T1UhGAUAIkWkymXYnJiYmVFRU/EhV1Q97e0/dxdeJfSXwanvd2KEw+e5NOtu/LMvJgF2SpJCONYwUvqaifEmS/tfOmg6vHKHD5qiSkhIDcADIDGYf7733Hi+99BI33ngjb7zxBgCLFi1i1KhRxx23fft2HnnkkYDWFyxYQFFR0XEZOf+6Tqdjzpw5TJgwocfXb2/9/fffZ8mSJQghuOCCC7jpppsYM2ZMyLNmqqrS0tLSYfbTP8GmL2TreoLT6USj0bSbTbXZbDQ1NTFw4MBe2FnHbNxoaLUAmjev+qTyNnh1nT/5yU+oqqri3HPPfXPDhg03RXqfUU4d+nb7XJSIYTAYHjMajQkVFRV/6Y9BJIAkSZV4LfxGnLgmy3ImUH7SSf0ISZJKfc/jOGRZHgqc31+DSB8CuMgXUJ5IMtDVyMiJBBlEAlx99dXceuutvP766zQ3hyZxrdFocLvbNxRITU3F4wl9AjkvL4/U1FQSExMxGo0sWrSIOXPm8OWXX4Z0prQ/QNy/f/9Ja4qioNVq+20QCaDX69v1zFQUhYqKiojM0+4u48Y5SEz0sGWLiTvvzGTjxpO1qQaDgQceeICGhgY2bdp045QpU4b0wlajnCJEA8koCCHGZ2dnT0lMTHQDM3t7P0HyV+BS3+QboHUKjr03PBXDQIOvkxtotTK6Aviq97YUPJIkNQD/w+s52YqvZK8E8NpND9Verr76am6++Wbi4uK48847Wb58Odu3b29d3759O8uXL2fRokUsWrQooPW9e/e2Bqb+9UcffZRJkyaxdu3aoK/f0fqyZcsoKSlhxowZDB8+nFWrVjF9+nQ+/vjjHpuKn4jJZMLtdrcacvvpT13anWEymVpL+H782tC+2kB07722Tg3KAS655BLOO+88MjMzxaFDh96J8BajnEJENZLfc4QQIj4+/p28vLyBe/fufUJRlDd6e0/BYLFYmq1Wax2gsVgsjQBWqzUOaOpP2sGOsFqtAHq/VtJqtV4ENEiStKVXNxYCrFbrUeBSq9X6rcVicfkey/BlmjukpKTkTEAO5V6KiopobGzk/fff59Zbb+Xpp5+msLCQyspKli9fzuzZsxk1ahTp6enHaRY7Wx8+fDgVFRWsXLmS2bNnYzabyc/PZ9SoUQGdH8z6U089xcSJEznzzDP54x//yI4dO3jvvfew2WwkJyeTlJTU48yhEAKTycTRo0cxm80IIVAU5aQRlv0VIQSqqiKEaP3a6XSSmpraZz0xA9FKCiEYMWIE7777LjU1NRlff/31phtuuGFXL2w3Sj8nqpH8niOEmDR8+PDX6+vrq8vKygpUVa3r7T2FAt90lxq8tjlGX8brlMCnh6wDVOAs4H9d2R71F3wZyARJko75yviVXWUjS0pKXgBuC/VePB4PK1as4NChQ/zyl79kyZIlQHCaSaPRyCOPPMLIkSOP0xYGq4ns7vqwYcP44osv+Pjjj9m6dSsZGRlccMEFTJgwgcLCwh4FSDU1NZhMJkwmEw6HA71e36/L2m1p23leU1PTbTP23iAQrSR4Nbzffvstdru9euvWrWl9cYpZlL5N3/6XECWsCCFigeVlZWWUl5fPPVWCSB9peLuYBwBNvbyXkOKbD54ODAY2nSpBJIDPJP50n7G6M4AgMg4IS6OARqNhxowZmEwmfve734VEW2i323E4HJSUlHTa6Rxu9Ho9F154IbIs8+KLL3L66aezbt06pk2bxqRJk1iyZAl/+tOf+Pbbb3EEOJc8OTkZRVFajz9VgkgArVbbWr6vra3tF88tEK0kwH333ce+ffvYu3dvyk9/+tPoHO4o3SYaSH6P0Wq1c8eOHTuwsbFxk6qqL/f2fkLMN0A2kHOKaCNPJAmvNvJUfG5bgavousEG4AagvQadkGAwGHjooYeoqKjgrLPOClqzuGjRItavX095eXlrRiuUmsierJeVlfGf//yHZ599lieffLJVD/jZZ58xb948fvaznzF16lRWrlzJW2+9xeeff86BAwdOCjCFEDQ2NlJaWtpntYPBEBMTw9GjR0lNTe0XgSQEppVMSkpi+vTp5OTksHXr1jmTJ09OaPfAKFE6IFra/p4ihMgbNGjQbqPRaDAYDD+7/vrr3wOMgN/wrRbvqDq/r0c93g8e/jdtf6nY/0enEW9Qk+j7vhlw4g14AFoAO94OXHxft+DNGGoAh++cREDrO7fJd30d4PbdM863L8W3p1jA4Lt3nW///lSPfzLKX0+h52Tzff1zoAz44BR6Tv7fPTteP0gNXtPxDp/Ttdde+3uDwXChEAKXywXQOtrO30yi1WrRarUnfe9yuVBV9aTv/XYvbre7dbrJgQMHWLBgAbfddhvJyck8+eSTzJgxA1VVeeaZZ7jvvvsYPnw4iqKwa9eu49bXrl3Lvffey2mnnUZTUxNfffUVb7/9Nvfccw8ej4e1a9cyffp0ioqKcLlc7Nq1i6eeeooZM2a0rt9zzz2MGjUKp9PJrl27WLNmDTNmzEBRlOPWXS4X3377LU8//TT333//Setut5udO3e27tnj8fDMM89w9913M3r0aBRFYceOHa3rDoeDJ598EovFgqqqHD16lIMHD1JaWorJZCI9PZ3MzEyGDBlCfn4+OTk52O12Bg4cSIJvOlDb1yXcr1Pb74UQxMTEoChKq2az7ffgzcye+L1/nCN4g0e/X2RDQwM2m438/PzW7HR/eE633JLPjh16Tj+9nhdeqDjuOfmfo8vl4q677sLpdJKSkvLeX//61/8jSpQAiQaS31NMJtPbo0eP/sm2bdv+39y5c38FVLfnvdhf8evr8E46KTuVspKyLA8BLpIk6ZX+7o3ZHj4NqAMYB/y7o9/LkpKSDKCUCFVW/va3v/HCCy+wfPlyGhsbe6RZ9Hc279u3D3+jYyQ0kaFe/+abb3jkkUdwOp1ceeWVuFwu9u/fT21tLampqYwYMYLTTz+dCRMm9Esz8vZobm7GaDRit9vDPjUolASilVQUhf/85z8sXrwYVVU5//zzx7zyyivbIr3XKP2TaGn7e4gQ4kKj0fiTw4cPO+x2+4OAi++yQf0en92P2xc8lgE3tbXMOQWwA7/3fd3om7F9SuB77YRv+tDXeOUJHXEDEfwb9sMf/pCLL76Yxx57jJaW7lt2trS0YDAYSExMRKvV9uvyr8FgwGAwkJCQwI9+9CMeeughnnzySZ5//nluvvlmamtrmTdvHtdffz1r1qzh8OHDvb3loCgtLUVRFDQaDSaTqUevf2/hDxy3bDF1WN52OBxccMEFFBQU4HK52L1799uR3GOU/k00kPyeIYTQGgyGNS0tLZSXly9TVfWQJEl1fFfaPBVIBKoBfMHkEQIdndfHkWX5QsAgSZLf2K4Rbwn5VCFVkqQa39dO4EeyLOd2cOzPIrSnVm6//XYMBgNz5sxh4cKFAWsSt23bRmlpKQ6Hg+3bt7NixQoeeughFixYEHFNZDjWt2zZgsFgICkpiQEDBrBnzx4WL17MtGnTeOedd7j77rtZs2YNtbW1IX9Nwk1LSwv19fWtWUi/rZG/dNzfaWlpac0a//rXv6aqqopNmzYNu/nmm2/u5a1F6SdEfSS/ZyxYsODWESNG3OFyucqbm5snFhcX+/36Gq1Wa7bFYunXNjm+7JxDkqTWUSJWq7Uc+IHVat1nsVj6TyrhBGRZ9jfY/NNisbgBLBaL6psxrrFYLP36nc0nR6jwz0r3PbcmwGK1Wre2naFeUlKSDDxDhD8Ma7VazjjjDD777DNycnK46KKLAvJxfPbZZ8nPz8fpdLaujxkzhoSEBIqKisLuIxnO9aFDh/LEE08wdOjQ49ZzcnLIy8vDYrHwr3/9i8bGRt59913y8/PJzu4s0dy3OHToEBkZGceV6IUQeDyefuOTWVjoZPfumNavs7K8fyoURcHj8bTOE09KSqKxsRG32015efnlf/7zn5f94he/OGUkT1HCQzSQ/B4hhBiQlpa2ITExMXbfvn13qKq60b9msViwWq1aX0Di6s19BkMb8/HWxywWi2K1WusBk8Viqe6tvQWL1Wr9MfCNJElHT3jcDQywWq32ts+7P+Gb0GOQJOk4qyaLxVJttVpHAk6LxXLM/7jNZruOXshIAsTHx5OXl8fatWsZPXo0I0eOpLCwkEceeYRPP/2U+fPnH6cpTE1NJTY2lmeeeYaPP/74uHWdTtcaTHZ0vj+Y66vrqampDBkyhEcfffS4dZPJRFlZGQUFBYwZM4Y///nPVFZW8t///peYmBiKior6fPezy+XC7XaTkpJy3F7bmq739ecAXoPyDz6I48svY/n441jGj7eTlaVgt9tP0rCefvrprF+/Hp1Op09PT0+eOHHiB7207Sj9hGhp+3uEVqudP3jw4JR9+/Z9wXcau1YkSarF223bL/EFI5r2mjMkSdoFlPkaOfodsiyb8Jaxt5+45nu+Ct91QfdHUiRJqupg7R2+69T2c3WY99MpZ511Ftdccw0rV67sslzrdrtJTk5u7extixACnU4XlnnbkcLhcLSbmdPpdKSlpbXaCQkhSE5OZurUqfzxj3/k5ZdfDunc71Dj795OT09vN1iMiYkJ2ZjJSHDvvTaSk93YbDruvDOTL79U222Eio+PZ9q0aWg0GrZu3XrPL37xi9Re2G6UfkQ0kPyeIIQo1Ol093377bdqQ0PDPZ1ML6iTZTlsvnxhJq2Nvq49koDrZVnuH/UoH7Isa/AGiX/vqPvc9yGgvwbJA4BjHa37Gm88sixfDFBSUiKAyyK0vQ65+eabyczMZP78+SxbtqxdTaHdbuebb75h9erVHWoOd+3axRNPPNGnNI+Brre0tFBSUtLhekpKCvv372flypWt6++++y5Tpkzhb3/7G2+++WaIX5XQUVNTQ1VVVYcTbPzZyP6ilRw3zsG6deUkJ7uprdXy/PPmDrOp119/PRqNhqqqKm1FRUW08SZKp0RL298TVqxY8buMjIzhlZWVr6iq+lxHx/nKwLFWq9XZVpPW15FlOQOo6mzPFoul3mq1DgN0FoulPHK7Cw6r1ToKmCBJ0tYujmu0Wq1Z/hnj/QFZlgXeEZbNnR3nK9//yGq1lowZM2YIMDsiG+wEjUbD2LFjeeONNzjzzDO5/vrrT9IU7t27l/Xr1/PAAw90qDlcsWIFDz74IEVFRWRmZva65jHQ9aFDh1JVVcWqVas6Pf/pp59mypQpTJgwgYyMDAoLC1m3bh0/+9nPePXVVxk0aBC5uR31U/UOLpeLI0eOkJ+f36kOUqfTYbfbWzWGfZ2sLIXERA9bt+qYNKme0aPd7R4nhKCgoIB33nkHu90+aPPmzR9ed911RyK83Sj9hKiP5PcAIcQVRUVFH9TU1DSXl5cXqKraaRAly3Ii3vF09s6O6yvIsqwDzJIkVQZwbCJwC/B8f3h+PtuiO4BXfVnHro43A8394blBqxzBJElSfQDHjgFO+8UvfpEOrAn75gJk+/btSJLEnDlzOOuss1ofW7ZsGUlJSdxxxx2MHj36pHPa+jSOHDkSp9PZOp+6t30iA1lftGgRdrs9oPNNJhNms5nk5OTj1uvq6khLS+OZZ54hLS2t4x9yhDly5AgxMTFkZGR0eayqqu1qDfsqU6dmsnEj6PUG1q0r73AGN8CsWbM4evQoOp3u8Oeff54XwW1G6UdES9unOEKImJSUlDUxMTFUVVUt6CqIBPC9qZsjsL1QkRpIEAmtz+1NvpsE09e5CPhfIEEkgK+0n9jlgX2HlECCSB/bgWa73X5RODfUXUaNGsXkyZNZvXo1R49+1wdlMBg4duxYQM0Y/mP6i1bS7Xa3ah8DYeDAgVRUVJxUBk5MTCQ7O5tnnnmmT+klExMTAw5shRBoNJp+U+K+665SDIYYbDYda9Z0roaZOXMm1dXVVFdX506aNOnuCG0xSj8jGkiGCdF3WvnuiouLKywtLT2kKMoT3TivTJblrLDtKkR0pa9rD0mSKoDTZFnuOymQjjkE/Kub59hkWe7z83L9coRAj/fpQz8Czu1rAde1117L+PHjWbJkCV999RUrVqxg+vTpzJs3L2DNocFgaPWZ7KuaSIBt27bx1FNPdev8PXv2kJubi8vlOm598eLFlJeXs3nzZr744ouQvy7dRVVVjhw5Qnx8fIfayPbQ6/WtIwf7Mh6PhzFjnDz3XCWnn95Cfb2GjRs7NsbPysri2muvJSYmhq+//nrlTTfdpIvgdqP0E6IayRAjhNAXFxcrsixri4uLe/UjthAiVQjxR7fbbaytrZ2iquqOQM/12QHprVar6vcs7GsEqq9rD6vVasLrLbm1r1rmyLL8A2CLJEndag21WCyevq5z9ckRTJIkdUvPmZubm1FWViYritKnxtQJITjzzDP55JNP+P3vf8/06dM566yzuq15rKmp4cknn2TmzJl9ThPpX1+1ahUPPPAAo0eP7tb5I0eO5PDhwzz99NPMmjWrdf20007jL3/5C0eOHOHKK6/sVTudmpoa7HZ7awk+UPyNN/752H0Vv/l4Wzug8nIt113X8T/DMWPG8PLLL1NaWhqTn5+fN2nSpD9FcMtR+gHRTxchRAhxPXCGECIGaAYW9uZ+9Hr9ojFjxiRt3rz5E2BDd8+XJKnGl5UsC/3uQoIO6Glqag9wBlAE/C9kOwoRsiwPxzsnvKf1Mg8Qg3dmdV8kvYczws/MyMhg3759DBgwAJ2u7/wJMxgMzJ8/n8WLF3PgwAEuueQSwFv6nj17doeawxPXi4uLGTFiRIfrXZ0f7vXi4mLGjBnTo/MTExO5/fbbT1pftGgRM2fOZOPGjYwfPz7QH3lIURSF6urqHjf+aDQanE5nn/qdbIvdbsdo/M4h7Iormti+3cAVVzR1chYYjUZmzZrF2rVr2b59+5Rbbrll/iuvvBJtvInSSt/96NSPEEIkCCFuB4yqqj6Kd+JGlhBidS/uafTAgQNvr6mpUdxu94xO7H66osLXwNEX6Y6+7jh83oufAQNDu6Xg8WXrzgX+1ZHdT1f0ZZ2rLMspQECa1nY4U6/Xk5ycTFlZ3/t8ExcXxw033MCHH4un/y4AACAASURBVH7I+++/36Nr6HS6PutPaDAYgprmUl9fj8fjoaHheFvQ2NhYVFXlnXfeCXaLPaalpYWEhIQeN834M6l9USvp8XhatZx+PvwwDptNx6pV5k7L2wBXXnklZrOZ1NRUzeHDh3vvRYrSJ4kGkkHi00LOBD5WVfUNAFVVjwAzgNOFEON6Y09xcXHPpKWlaQ4fPrxOVdWTTKwDxRfIuPua96Isy+l0Uxt5Ir6M2Ma+9tyADMAmSdKhIK9T4Rs72GfweWIqbUdYdpOx4J2mEhcX16caNMDbhDJhwgRmzJjBb37zG7766qseaRL37t3bGkz2tibSv75w4ULmzp3LihUrgrr++vXr2bp160nr8+bNY9u2bb0yj9vj8aDT6cjKCk4W7te59jUURTkpU9rWoLyrphshBHPnzuXYsWMcPnx4/JQpU34Yzv1G6V9ENZJBIITQAvlAgaqq77d5XKeqqkuWZTfwb/8860ghy/L1cXFxs6uqqmpbWlquKy4uDmq+tNVq1QKavqKV9AV+cZIkBT0X3Gq1OoA7rFbrLovF0utpIJ/uM1aSpG+CvZZvVrXBarV6+socbqvVagCUnv4u2Wy2hYBZo9FgMBioqqoiPr5v+OfX1dWh0+kwmUzk5uZiMpl46qmn+Oc//8m8efO6pUlcsWJFq0/jihUr+oSPZEFBAXl5eUFff/DgwTz33HMMGjSIqqqq1vXzzjuPf/zjHyQlJVFQUBDR1+7w4cMIIUJi4dPXvCU9Hs9x87T9ZGUpjB9vZ/fuGBwOcdwM7vZIS0tj9+7d7Nq1i6ampst/9atfrQz33qP0D6I+kkEihEgArlFVdb3ve+EvIwshbgL+oKqq0vbxMO/HmJycvMvpdOY1NTVNV1X1mVBcV5blDF+3c68jy3J2D/V1HV3vXCBDkqR3Q3XNIPZyJXC0K/Pxbl4zS5KkXq8D+4LkFEmSepRJLikpMQFNgABvh+2BAwdITk4mKSkphDvtPoqiUFJS0hpA+nnhhRf46KOPePLJJ8nOzm59PBCfxuLiYhRFYeHChb3uIzl06FD0en1raTTY62/bto2XXnqJgwcPsmDBgtb1devWUVdXx+zZkfObb2pq4siRIxQWFoasUcYfSAYjAwgVdrv9uNfuRKZOzeSzz+K48MImXn65c3e46upqLr30UuLj47nooosefvPNN5eGY89R+hfR0nbwFALjhBAXCyH0QKIQQieEGIH35ztECDGICI2v02q1D+Tl5eXp9fpdwLoQXrqqL5RJffq6gC1jAuQrIFuW5ewujwwjvnJ9AbAzxJeu8P3ceptUIJi6ZSG+IBK85bb09HSqqqp63X+xurqa2NjYkzJa06ZN4+yzz0aSJKqrq7t1TbfbjcHQuXYtEqiqepK+LliEEDQ0NJCenn7c40VFRXz77bchu09XqKrK0aNHycnJCenzMxqNfULn6v930dlzu/deW0BWQOAdeXnvvfeSnp7O9u3bpYkTJ/YPF/YoYSUaSAaJqqob8RolP4g3W1IC7AY+AX4HbAa2AZuFEPcJIcLmWSKEyE5LS5vvdDqx2WzTVVUNWSnap5V0ybLca+9sPn2dR5KkkEoFfHq9/wf02h9FX7buauCjMDy/Xte5+u6tCUIbCd4g+zji4uIwGAw0NXXeeRpOPB4PdXV1ZGae/DlLo9Fw//33k5OTQ3FxMQ0NDd3SFM6bN48nnniiV30kH3/8cXbv3h3y6993333ceOONrF69unV96NChVFZWRkwn6XK5SE9PD4s8wmAw9HoweWKndnv4J9ts2WJi8eKuP29OnjwZAJ1OZ2hqanot+F1G6e9EA8kg8JuOq6r6sqqq1wJTgfvwZrheAW4C7gR+CbyB941wTrjMyoUQS3JyckwHDhx4T1XVj0N9fUmSqoHezGwZgKD0nh3hK9vbZFkuDMf1AyAW2IrXligcuPDaAfUWoZBGDG3vwdzc3F4tISqKQn5+foe2LzExMcydOxeTycTMmTNZunRpq2bQb43jD7b8QZZ/ffTo0UyfPr21weXE9a7OD3a9qKiIGTNmhOX+Y8aM4eyzz+auu+5qXa+qqqKuro4jR8LvLqMoCo2NjQwYMCAs1/dnAXtLPhZIENkT9Ho99913Hx6Ph02bNt3wy1/+cljIbxKlXxHVSIYAIYRWVVWlzffnqar6eTvHpeENLv+squrBEO/hrJiYmC+0Wq3TbrePVFV1byiv78eXFQx4JGGI75vkGwEYrnukAdcBv+2uCXiQ940BhgB7emr3E+B90iP9uvnumwbUBptpLSkpWQvc1d5aXV0d9fX1PfYA7CnNzc1UVVWRn5/f5bGNjY3MmjULrVbL448/flzZuitN4aZNm5BlucP1cGkmHQ4HMTEx7NixI2yaTP80n4ULvba7AwYMYOrUqYR7UEBZWRkajSagedo9xel0otVqI/5Bx+Px4HQ6Aw4kN240tGYj582r7nT+tp9p06axceNGxo4du/2f//zn6C5PiHLKEs1IdoDwYmj7fUfHnhBEDgd+7Pta4/u/1ndcFd6MXkjH1wkhREJCwjMFBQXY7fbV4QoiobVM6vB5HUaSZKBbU1C6iyRJVcBhYEI479MO44Eh4QwifRyLtM7VV9IOlRyhwygxISGB5uZmWlrCkrBuF/84vZSUwJL08fHxLFu2DIAlS5Z0q+yp0+nQ6/U92mdP8Xf7hntSi8vlorGxsdWHMT4+nrq6urDe026309DQQGpqaljvo9fre6W87XK5uqWvHTfOQWKihy1bTF1aAfl5+OGHMZlMHD16dNTkyZNv6Oleo/R/ooHkCQghtEKIG/GWpP8mhLhfCFGgqqoaYEnajFcj2Yqva9v/kbR7ivvA+HlBQcH46urqY8DiMFz/ROx4y8wRwZeNjIlQlvAfwGhZliPyri3LciIwDvhnuO/VRisZyYgkFghVVNChebxGoyE7O5sjR45ErJRYXV2NXq/vlr5uwIABLFy4kLKyMpYtW4bT6QxIU7hixQrmzZvHwoULI+YjabfbMZlMYddkHjhwgA0bNjB37lwWLVrEt99+G/YPBDabDbPZHJFMocFgiOgHHEVR0Gq13R412Z2mG4CCggKuuuoqUlNT2b59+2/uu+++3pttGaVXiQaSbRBC5AE/Ajaqqvoc8AgwGPhUCJHbxtans38wLcAvhBApqqp6hBBGaA0mB+MdWRfwzOsA9hyfkZGxSlEUjh07NltV1aC9FbtCkiQHoPcFeJEgU5Kkzn0pQoQkSXa8TVKRarwZD2yVJCki3SI+653wpmF8+LPWQTbYtKXTrvqEhASSk5MjlgESQrTbYNMVZrOZJUuWcPDgQR566CEee+yxgDSFI0eOpKioKKyaSP/66tWrKSkpiZgmc/LkyQwYMICioiLOOOOMsE+HSUxMDDiTHCwajaZ1DnckUBSlR1nktlnJO+/MDCiYvPfee6mursbj8SSVlpYu6cl+o/R/ohrJNggh7gbeUlX1WJvHNHhH6RmAO3xd2h2dL3yZy1lAtqqqD7ZZuwEYDTytqmrIspJCiIWZmZmPtLS0bKmrqxunqmpE/lpFSispy3IqUB9JzaLvvj8GtoRgukxX98kByiVJiphheARfuySgKRRl7ZKSEi3gpIsPvx6Ph+bmZkwmU1izTY2NjRiNxqDmKldWVvLAAw+QlZXF0qVLjzOM7khT6G+gCKePpKqqbN68OeKaTIfDgRCC5cuXM3ToUG666aauf4jdxOPxsH//fgYNGhRx3WJzczOxsWEz7QC6r408kY0bDdx5ZyY2my4gX0mA119/nRdffBFFUdyXXnpp6m9/+9vw6hKi9DmiGUm8waIQIgu4Ea+Fj/8x4QvMrgSGAfOEEMN86ydlJdsYjj+NdzziS0IISQixCIgDFoY4iBwUFxf36+rqaurq6u6OVBAJrWVSTzjLpL6AR0Q6iPSxBbgqXFlXWZY1sizfCNREMoiE1tfOGU6dq+/nZgyhlVEqAfy90mg01NXVcexYUNMzO8Vut1NaWtrt0uGJpKen8/jjj1NTU8PKlStxubr+Uen1+rCXSZ1OZ1ABck8xGAxUVlbidDrD5p957NixXjMKNxqNYR+fGGyn9rhxDtatK+9WiXvixInExcVRW1urq6qqeqvHN4/Sb4kGkoCqqh5VVcvwzm7+SZvHVN+4w3pgGnANcKcQIuFEzaT/ayGERlVVO/B/wELgNbxZyNdCHeiZTKbVRUVFBo1G82Z7XeLhJgJl0njAFsbrd4gvE1kOnB2mW4zFGyRHTjx1PM2EV+caajlCwHXIjIwMbDZb2ErclZWVJCcnhyQYycjIYOnSpezdu5fly5fjcrk61RRqNBp27drFihUrwqJZVBQlrNfvan3AgAG4XK6wTCpyu93U1NT0SI4QCvwl7nBVAUNl99PdxhutVsu8efPIzc1lx44dl996661jg95ElH5FNJD0IYSIw1s6O0cI0fqm5Tf1VlX1D8DzwK3A+b7H1DbHqb7/+4NFh6qq+1VV3aeqasj1fUKIiwcOHHhdZWWl3eFw/DrU1+8GFbIsh9w/w2eJ4wmhvq4n/AMIeZbXZ+p+DhByr89A8WV5Y8JhUu6TI4Q6JRjwZCidTkdKSgqVlaGv3Le0tGC320Pa7esPJvfv38+cOXO61Ew+/vjjzJgxI2yaxZUrV0bMp/LE9f3791NaWkpcXFzIfr5+7HY7mZmZEe9+b4tGowmLVlJVVVRVDVmHfXcbb8455xwGDx5MRkYGe/bs+X8h2USUfkNUI9kGIcRdwCJgkqqqH7V5XOMPEIUQR4BvgF+qqlrb5pgBeIPMHaqqfhjmfWoTEhK2nHbaaSM3btwou93u4nDerytkWTYDDaGcyCLL8gCgpZfK2m33YQKSQzzbeyDejN3XobpmD/ehxfvcQhb0+UraaaGey15SUvJ/wIZAj1dVlcbGRhISQuq0RXNzM3q9Piyl32PHjvHggw9iNptZtmxZpz6TRUVFx2nhQqVZNBgMzJ8/v9dme7tcLoxGI8uXL6eg4KRBRj3GX1LuCyMn7XY7BoMhaGlEW1paWk4azxks3ZnBDXD48GFuu+02AM4+++yp69evfyWkG4rSZ4lmJNugquqzwC6gWAgxpM3jHiGE/53jRrw+kdnwnVck3jLhQ8AP2jwWLqapqjpy69athxVFWR7mewVCHV4NaEjwBSOm3g4ifbiBa3xZtqCRZTkWaO7tIBLAp83UhFgraQbC0cTTrYhQCEFsbCwHDx4MWSmxuroah8MRNv1gamoqq1evxm63s3jx4k71dOHoBI6Ehq8rHA4HsbGx5ObmhnQvZWVlvTpGsy16vT6kz83lcoUly3rFFU0kJ7u54orAfm65ublcccUVVFdX89VXX6258soro/HF94ToC30yk4Ez8WohE/0Pqqrq9mUmPwfeAlb6Hvf4Hq8EzldVdW44m16EEEnp6elLY2NjcTgcs1RVbQ7XvQLFF5C4Qth4EzG7n67wZVm/Ai4J0SV/iHeKTZ/A17mdHoprybJsxNulHY4yR7eHIfs1jNXVwfe3ud1uqqqqwlJybUtKSgpLly6lurqaBQsW0NLS0qGmUKfToShKSDSLq1ev5uGHH464JvLEdYvFwrBhw9Bqtezfvz8kOteGhgbcbjfJyQGrI8KKv/wcqg8BoSxpt+XDD+Ow2XR8+GHgv/N33nknJpMJIUS80Wh8OuSbitIniQaSJ6CqagkgAzOAS9pMpxFtAsRngYoTH1dVtcs5yUKIkcHsLyYmpjg/P9/c3Nz8H+APwVwrxLTQgzf7E/GVycM2BrGHbAQGyLKcF8xFfOdn+q7Xl6iUZTkUwaQe70zvcNCj362MjAyqq6uD9iUsLy/HbDZHRF+XnJzMkiVLqK+v54EHHuhwNvfOnTvZsWMHK1asCFqzOH36dMaMGRNxTeSJPpmlpaVMmDABrVaL2WymvDy4z5OqqlJaWkp2dnZIS8nBYjQasdvtQV/H4/GgqmpYnlt3dZIAcXFxPPDAA+j1enbu3Hnn5MmTQ/IhNUrfJqqR7AAhxAagEJiuqurHvsd0vszkmcACVVWv7uY1DcAe4Oeqqv6rB3saPnjw4P+pqqo5cODAmaqqburuNcKJr/xb29MGGVmWBZDRV7KRbZFlOQ4Y0FOtpO+53QG8L0nS4ZBuLgSE4LXTACm+MZMhp6SkZB5e/XK3qaysJDY2tlsTaNqiKAplZWVkZWVF1DamoaGBuXPn4nK5WLVq1XF6T7+mUAiBJEmMHXt8o2x3NIuSJHHGGWf0+PxQrR88eJD777+f3/zmN6SkpODxeNizZw+5ubk99l90u904HI6wZ5J7QrCejxB+b0q/TjI52c26deUBzeD2eDzcfPPNKIpCSkrKvz/66KMLwrbBKH2CaEayY64H6vGWuC3wXQc33k7eF7p7QVVVHcBc4Mme6CiFEI8bDAZtWVnZK30tiIRWO6BgPoGm9sUgEsA3ecYky/L4Hl7CAPytLwaRPmoIbgZ8ZriCSB897pJIT09Hp9PhdvfMAEBRFDIzMyPuPZiQkMCyZctITEzk0Ucfpb6+/qRj/N26PS2TarXaXvFUbI9PP/2U0aNHt06c0Wg0DB48uMfPzeVyUV5e3ieDSAhe5+pv2gkn995rIznZjc2mC3gGt0ajYc6cOdhsNr755pvzb7nllmggeYoTDSQ7wBc03g7UAiuEENcJITKEEJfh1bi918NLv4F3VvUt3TlJCHGVTqe7av/+/fUOh+OhHt47EvSoTOrT1zWGYT+hpBI415edDBhf5/cFkiTtC8+2gsdnUu7wWRN1iwjJEYJ6x2xububo0aPdPq+hoYHDhw/3ikE3QHx8PAsXLkSv1/PII49QW1t7kuZw9erVbNmypfWc7mgSH330UVauXNlrmkj/+jfffMMnn3zC5Zdfftzz1+v1qKqKzdZ9O9nS0tKQ+CqGk5iYmB7JLvwfIML9IaAnBuUAY8eOZezYsdjtdv73v/+9EdZNRul1ooFkJ6iqugWYBawGzgNmAodVVf1/qqr2SAvm85u8H1jctpmnM4QQ+qSkpKeKiopwOBwLVFUNqbVKKPGXRnvQCRxOfV1IkCSpAfiS7jfeXIJvYlIfxwF0q07mK9kbfDPKw0lM14d0THJyMg6Hg8bGwD+reDweSktLycrKCubWQWMymSguLiYuLo4ZM2awePHikzSHTzzxBJs2beqWJrGoqIgRI0b0miay7fojjzxCTEwM55577knPPyYmhsrKym4FXI2NjTidTsxmcyhfipCj0Wh6lFEOh91PR3TXoNzPrFmzSE9Pp76+fuCkSZNmhHGLUXqZqEayG7T1kwzBtV4GqlRVnd3VsVqt9sGxY8eu2r9//36bzXaaqqp9wRanU2RZTg90lrMvGEkNc2k0JPiM0q/Gq3Xs8nXwZWevBX7bR+yMOkWW5TTAFqhWUpbliHTYl5SUPAncF8w1mpubOXToEMOGDQuoy7WyshK73U5eXlA9ViHDbrfz6KOPUllZyRNPPHHc9Jft27ezcOFCHA5HwJrEtsFIb2gi/TQ3N/PLX/6S22+//aSMpJ/y8nI8Hg/Z2dkB/KS8nfo6nY4BAwYEdHxv4vF4cLlcAZepnU5nxCUJGzcaWLzYKzmYN686IK0kwNq1a/nnP/9Jc3Oz/cwzzxzw6quv9vm/gVG6TzQjGQD+8YchtvV5GLhVCFHYxb3TMjMzix0OBzab7d7+EET6qOtGCTirPwSR0GoH9BFg9AXAXZEHfNUfgkgA3+sQkDRBluV4vNKPSBD0u2ZsbCzZ2dkBZ7aMRmPAgUskMBqNLFiwgJycHObPn09dXd1x6w6Hg5iYwBK3DoejVye8tOX1118nPT2dSy7pONGflpaGw+EI6LVzu93Ex8f3iyASvpt2E2hWMlx2P53R06zktGnTaGxsxGg0Gmtra18K4xaj9CLRQDIA1DCkbX2zvVfg86PshIUOhyNh3759HwPvh3ofYcRFAOVIWZaT6aV52j1FkqRm4Cq8Xf0d4utkPixJ0uaIbCx0BKpz1eIdKxoJQuJvkpiYSE1NTZeNNxUVFcTGxvaaNrIjjEYj8+fPJy4ujuLiYhoaGo7THM6fPz8gzeOOHTtaM1q9oYn0r+/cuZM//elP3HXXXZ3+rLVaLTk5OV0GW4qisHfv3ogHWsFiMpkCsgNSFAWtVtsrVkY9sQMyGAzce++9HD58mM8///znU6dOzQ/zNqP0Av3rX9upxxPASCFEu/UcIcTYrKysO2pra5WWlpb7whHQhgtf80anU1N8GT2jJEktkdtZyPgUuNxX6j4J3/O+Deh1w/ju4itri87mcPvWhO917ldoNBrKyso6XG9qaqK+vr7PBiNGoxFJktBqtcyaNeskn8kZM2Z0qkl84IEHWL16da9qIpcvX86XX37JokWLuOaaa04qhbeHXq/nyJEjnepcq6qqiI+PDzgz25cwGAydBpOqquJyuXrtw01Ps5KXX345BQUF6PV6cejQoXfCuMUovUTf/Ev5PcFnBzQTWN1mBCPgLacnJCQ8nZWVJbRa7bOqqu7snV32HEmSaui8TJopSVLH7+h9GJ/+cx/eJqz2OBOo8jXo9Dt8s7I7GwuZJklSpMraACH7EJWSkkJLSwvNzSfH+KqqUllZSVpaWp8NJMGbwZIkCVVVMZvN/H/23jzMjepK435vaV97U++L225jDLZxMNsAwWxhMGYYduIJwTGQieEjbAZsxwZqCkgghCwE5suE+TIDCYQkDoSZTCaQkISETAKZsBibwcbu9tqr3FKrW61dut8fdUuo1VJrq01Gv+fpB9wt3brVkrpOnfOe9yxatAiAGCQvXrwY99xzD+69917ce++96SAOEPV1J5xwQrrBJfvnAGY0wCj187vvvhsbNmxAQ0MDPve5zxV93i0tLRgcHMyZmYzFYpiYmEBbW1vxv0gdYTAY0t3YuYjFYpoHyOVkJQkhuPfee2G1WnHgwIETP/e5z12k8Dbn2stGQshV7Gtj5ijkIp+/gBDyVfa1jRDya0LICqX2Wy3o9y/lx4f/BDAM4Kas71/Z2dl55sjIyEQsFrtfg33JhZc1cMyA6euqqqSdg9cAHMn+Jju3vwHwqtobkpkJdi4zYHKEQI7HK4lsmU+O4+DxeDA1NTvGj0ajIITMaGTRK5LPZDgcxre//e10cGW1WvOW7rXQ1+Xi5z//Odra2iAIQklaTYfDAZvNlnPsZTweR09Pj+7kCKVgtVpzjoWklKbL2lpSblZy8eLFOOOMM9DQ0ICdO3d+n2hQmyeE/BrAq5TSn7KvRwFsKzaYZI+7ilK6iX1dDeCrAN4ihHxBwa3rHu3/onzMYeXqOwDcTwhpAgBCiM1ut3/DYrFgZGRkC6W0agMu1pzC5SiTqqmvUwSmlfxQEITsrGQ9gJeqNRuZQRzAjKuyhnKEymYcZtHY2Ai32z0j+yNlg+bNqx4ZV0NDAx544AG88847ePrppwGImsRvfetb+Kd/+qcZmkQpEHn//fc100QCwFNPPYU//OEP+MpXvpI2Hy+Ftra2WcFiMBhEKpVSdMqLGhBCYDAYZjUVhcNh3ZzbhRdOo6EhgQsvLM3R7Pbbb8fk5CTGx8c911xzzX0KbS8nhJCrAIBSmj2e9mEA3y1ymatY8JmGTb17FMB3CSH6v/tUiFogqQMopTsB/ATijG8A2MBxXPeOHTt2pFKpkifo6A1WJk2XuKWgshr1dTlIAVgkCEIvkLb7MfA8f0DLTclBhs418yagXSM5gqyBJCBq7vbs2ZPO5I2NjWFqakpXM5mLoaOjAzzP4+c//zmeeuopPProo7jnnntw7LHHYsmSJWlN4o4dO7Br1y7NNJE7d+7Eiy++iB/+8IfgeT5dji8Vs9mcbpoCxBuA0VHdWuuWDMdxMwLJaDSq+ASbUnjlFQf8fiNeeaW0iUGNjY245ppr4PP58D//8z9bb7zxRjUj4/UAsoNIsO99qsggcH2ezOOP2X8/Ve7mqp1aIKkfeADXEELO7+jouLehoQGpVOqOjLGM1c4RQRCkD6uH53m1S6OKwPN8EsCfAZzBurTPQ4mm3nomU+cqCEIdtJMjyP45MBgMsNls8Hq9iMVi8Pv9ujewzseiRYtwzz334Nlnn8Xll1+OpUuXpjuBly5dig0bNuCBBx7QTBO5ceNGbNq0Cd/4xjdwyy234Iwz8kmLi+fIkSMIhULw+XwwGo0zZpFXM5IdkJQhV2OCTSmUo5OUuPbaa9He3g6Px2MeHR39oUJbzMXJAPqzv0kpHcj4eSEmAPTl+T4AVOcfDxmoBZI6gVI6DuBBQshzXV1d1vHx8f+klP5W633JiDTxpg5AtZd8Z8Dz/G6ImcnTAXA8z1ddY1QBxgVB8ED8e6H0BJt8KCKDaG9vh8/nw8GDB9MzuauVM844AzfddBOee+65dIbObDYjFotVNI9bDuLxOCYmJrBq1SpcddVVFa9nMBjQ1NSEsbGxqm6wyYfVakU4HEYikdC8wSabcnWSgDilaPPmzYjH49i1a9elN9xww3EKbTObesw9xrWgTpJSehKldNMcz/1rORs7GqgFkvriHbPZ3Hr48OFEKBS6U+vNyAnP8xRiMFnPtIVHGz8GcAqqv8FmFsxM3QEgxl5HLVAkkDQajejo6IDZbK6KBptCrFmzBkuXLsXWrVsRi8XAcRzee+89fPOb39RME7lz505s3LgRxx13HO68807ZpAONjY3pMYh6Kv3KhclkQjQa1VU2UqKSrOTKlSvR0dGB3t5e9Pf3v6jQFtMUWbau5MO/HsDbOfSXHxtqIxJ1AiGE4zjujfnz559y0kknvXn88cc/C7HRwQTRiHwSwBUQZ1IDYjn1PQBrAdggZorGIXYSnwagG6JlihXACxADgbPZYwHgD+z5X2T/jkO0s5FmSbdCvHhbATwPYB6AFezfHIDfANgPYB3ExpkUgO0A3gFwGYAG9yluQQAAIABJREFUAGGIwePPASyDaInDQZzpfLSc00KIr5EVwBjEbGvHUXJOme+9z0Is2U9qcU59fX331NXVXU4pRVtbGxwOBwYGBkApTXdZNzU14eDBg4jFYunMYnd3N/x+f7oZQxqzZzKZcOjQISSTSUSjUTQ1NaGxsRFDQ0PpphSz2Yy2tjZ4vV6EQiEQQpBMJtHT04N4PD5j/nNLSwsaGhqwe/duAGJ50ul0wuPxYGRkBOFwON1E0dvbi2AwCL/fj2QyCbnPKRKJ4IUXXoDL5cIFF1yAl156CStXrkRXVxfMZjMCgQCee+45rF69GgDwu9/9Dpdddhnmz5+PsbExDA4O4rXXXsPf/d3fwWazYdu2bTjnnHPQ0dEBp9OJI0eO4Pnnn8eFF14IjuPwm9/8BldeeSU6Ozvh9/tx+PBhvPbaa7jkkktgNpvx3HPPAQAuvvhiLFq0qKxzkrKpHo8HDQ0NGBgYQCQSwdTUFJqbm9HT01N1r1Ouc8p87zU1NWFkZATJZDKtm9TTOT37rAMHDhjhdnfikUcCRZ2T9Hnas2cPXn31Vfz0pz9FpVBK57wzYd3W/QCuppTOOiAhxA/gqTzZxjlh1j+/AXB+LZCsoTkcx611u93PBIPB4TvvvPNup9O5i+f5o+aNKQiCG2KwkgDg5nl+lm1OtcLObTWAlwB8AcAPeJ6v2k77bLJeO7vK/pEAgP7+/tsAPC73uj6fD1NTU6irq4PP58P8+fOrrtkmF3v27MH69etht9vxyCOPoK+vLz1XG1BvtnYqlYLb7cYFF1xQkl9kMfT396OxsTEdpDU3z3IZq1oopelO7cyZ6Hqi3Pnb8XgcAwMD+NnPfobnnnsOixYtCqxcubLh29/+tiLBCMtI+pE/kKQANmV3ZBe5dj+A9ax7+2NLrbStAwghLo/H87Wenh4kk8nNTqfzvwCczJo3jhaMAMKsTGo8ys7tIgAf8jwfgTjxZrXG+5EbJ5MjxDXcg+zazGQyCa/Xi9bW1nRZO3t+dbVyzDHHYP369ZicnEQwGITZbEY0WtyFXk78fj/sdjvWrFkj67qBQACUUtTX18PtduPIkSOIx7V8e8pLpt2P2WzW5bmVq5WcmJhAXV0dbrnlFnR3dyMWi9UNDQ19Tal9UkqLufEt+eaYELINYgD6sQ4igVogqQuMRuPWefPmtRw4cOBtAM/yPD8JYBvE0l7VIwiCDUBI0tfxPD8C4KhQxwuCMA+AE2K5GAD+D8AAO+eqRxCEDp7nh4CPdK6CIBTvIC0fsgeSPp8PDocDVqv4Mevo6MDY2FjeySLVRCqVwqWXXopTTz0VW7duxQcffJDuBFZrtvb69etRX1+P2267TXYNo1QmJoTAZDKhubkZQ0NDsh5DK2Kx2AyTdo7jdPueLEcr6XA40NraCpfLhbVr18JisWD79u13rFu3rrTOndIYwNwNNQNz/GwWhJCvAvhxrgznx5FaIKkxhJAFzc3NG4LBICYnJ2+hlKYAgJVGV+eaClNNsMyjjWXrMjkiCMLRYJfgAvAqswGSvBf/F0DrXLOqqwHWYT8jRcfzfBBAnQbbkd0A3W63o6OjI/1vq9WK7u7uWWbQ1UgymYTRaMRtt90Gp9OJ++67D/39/Xj33XdV8ZHcsGEDXn75ZVx00UVFzdEuhWAwCJfLNcOgW2q4OZpeOwlJaqFl130+SslKUkqxb98+GAyG9DldffXV4DgO9fX1hpGRkZ8ouNW3Acxyv5em2pSSVWRekv+bHUR+nEcl1gJJ7XksGAya+vv7n6OUvpH1sx0ALtZiUzLiQI6OW1bilialVCUsyN+XbT7O83wCwIkAlmuyMfmw8Dyfa3zFpAY3AbIGkgcOHIDBYJg1LtBms2FwcDDnmLpqIh6Pw2g0oqenB1dffTVcLhe2bNmCBx98EBs2bFDcR3LXrl0IBoOy6yITiUTOWdscx6G5uRnRaFS32btiiEaj6Qx5JlpJE4qh2KzkxMQEKKUzstMGgwH33HMPdu/ejT/+8Y+fuuGGG4rxcyyHHyO3YfinUILTBiHkUwB8eYLIoyExUha1QFJDCCHn9fX1XR6Px0PxeDxXx9iHEEuJS9Tem4y4WBYrF9P4qJO3qhAEwQrgKnzUnZ3NbwGcXq0lbtZgk9N3jef5KACzyjpX2SyjJicnEYvF8pZbXS4XDh8+LNfhVCcUCs3I1l111VXgOA6BQECVrNbhw4exbds23HLLLXA4Spt+UoixsTG4XK6c87kNBgNGR0erVucqdTfna/bSazBZTFYymUxidHR0RgVA4pRTTsFZZ52Fzs5O7N69e5sSe2SBn48FgpmsZ18zIIRsy55iw4LFqwFMEEI+xb6uYuMXv4QSy+NHE7VAUiMIIcaGhoYn6+rqkEgkHqGUDmY/hmnSXoVow1J1ZOrrcqFRQCIXpwI4mK87m03u+ZA9rqoQBMEIpDOrOdFA5ypLIJlKpTA6OorOzs68F2w2VQqTk5NyHFJVYrHYLANrq9WKdevWoampCZs3b8bjjz+O9957L/3zSjSRixbNw8KFflx22RNoanoS999/Px5++GGcd955WLFC3kpfLBbD5OTknObjbW1tacucaiOVSs3pGCBZ+Ogx41ooKxmJRNDc3Jwz2woAmzZtQjQahd/v77322mtzjSGsGErpBQAuIIR8gX19FWInd64AcAVmT7H5DURXjl9nfG1jX1flWedjQTVewI8KOI77Qk9Pz3H79+8/nEgkHsv3OHbB3i0IQruK26sYQRBcKG6CTRiAW+HtyArL1n0C4h+WuXgN1XmXakFxIwl9Kpa4ZQkko9Eo6urqZmTssiGEoLW1VZedsoXINwll5cqV6O3txc6dO3HXXXfh8ccfx44dOyrWRKZS7wLYDOCr+P3vV+Kmmz7A4sWLceONN8p+bslkEn19fbPkCJnYbLa012W1kUgkCpqPS3ZAemOurGQ8HgfHcWhqmiVRTNPZ2YlLLrkEVqsVO3bs+OZtt92miL6cUrqJUvoU+9qUL/ijlPZl+0pSShsopSTflxL7rRZqgaQGEEIaLRbLA1NTU/D5fHdQSgv9ZSAALhcEwanG/mTCzvN8wUCSZSWtVaaVtEL0ipyzk5jn+TjE8YKXqbMt2XAXM32InT9R6bWrOJBMJpMghBTlN+hyueB2u3VZSsxHJBLJ6zfIcRzWrVuHX/7yl2hsbMTtt98uy+xtsSr4CMRZAy/D5/slfvObJ/Htb8t73xsIBDA9PV3UuMD29vY5bxT0SCgUKtor0mKx6FLDmy8rOTo6iqmpwjmFL3zhCwiFQvB6vfbDhw//i5J7rSEvtUBSA4xGowCgaf/+/a8BKDgiil3UdwI4S+GtyYIgCPUAik4JsKxrVWRcBUHoBTCvBMPxMAC3IAhqzZStCCZHGC7hKVMQJ94oTcWB5OjoKPx+f9GG45RS7N+/H4lEMclZbZE6fec6txNOOAEnnnginn76aXAcJ8vovaVLY2huTgB4H8BDADYBWIynnmrAMccswKOPVu7okkqlMDw8DKezuPtog8EAq9WKwcFZaiFdkkuOMBd6tQPKlZWcnp5GKBSCx+Mp+Hy73Y7169cjEAjg9ddfv2Ht2rVHhUXcx4FaIKkyhJDjOzo6bm5vb0+lUqk7aPF/Ef4EYL7e7YCYvi4l2eGUgJpl0rJgdj5/C6DoQCtD5/pJSXuoV0qQI6Rh3fcmFayOKgokI5EIJicn0draWvRzzGYznE4nvF5vJYdWBWm0XSGuv/56vPnmm+lsI8/zFftIdnffghUr1mL+/NUALoU4HZOAUoKnnmrAsmW9+NGPXGWf2+joKNxud159XS6MRiPC4XBRmTCtySdHyAchJK2X1BvZWcnh4WG0t7fPKUfI5JJLLsHSpUsxf/58bmho6AWFt1tDJmqBpIoQQojD4Xiivb3dcPjw4X+jlG4v/CwR1vjwfYgTYvSMGcXp62bAyqQmnZe4TwYwyPN8SS29rOFoN4DCt+Xa4ipGjpCDCERTdiXJZUNUNIODg2hrayv6gibR1taGQCCg+xJ3PB4vKsPY2dmJq666Cg6HAwsWLMCyZcuwYcOGsn0kHQ4HOI7DySefjFdeuQZ79w7gC1/wg5AUpIAyHDbg3nubsWpVV9Gm1RKUUqRSKbS0tJT0PEnnqneD+cwJNqVgNBqRSCR0d26ZWcknn3SnjceLhRCCLVu2YHJyEv39/WdcffXVn1RwuzVkohZIqsvF8+fPP+/AgQNTsVhsS6lPZjY6HkEQjldgb3JRV4y+Lg9eaGN2XSzNAP6nzOe+DiCu0VSYgrBMdykl7TTsJsCu5E1AX19fHGXcoABiadTj8aCurvS3lsFgQG9vry6zPxKl6OsA4NOf/jQ8Hg++853vwGAwYPHixbjnnntK8olcsmQJXnnlFWzatAlnn3027r777nSQvnGjH3v27MNDD3lhtycgBZR791qwbl07rryyo+iAMh6Po6WlZYZBd7G4XC5YLBZEIrIPRZKFUjOR2RgMBl02hN16qx9nnx3A2rU7SgoiJZYtW4YTTjgBra2t2Ldv3/MKbLGGzNQCSZUghJgJId8cGxvD2NgYTyktt142DOBcPQYkZejrZsCmwmg1gm9OBEGwAPgTz/Mlz2QF0iXuxQDOlXVjMsB+32FphGU5sNddaZ1ryVlJSV/ndruL1kZmY7Va09YzeiMej5ccjJjNZmzcuBFvv/02vv/978NkMhXtL0kpxcDAALZs2YKnn34aN910E26++eacmd41a6bw3nsH8NBDXhgM4vqhkAHbt9vwD//QUTBDGQqFcODAgYqCLcnmSY9TYSilJWfIM9FzVnLt2v/DSy81lpyBltiwYQMGBgawe/furksuueQWmbdYQ2ZqgaRKcBx3e09Pz8KxsbFdqVTqyXLX4Xn+CMR5zrpK+bOO8nzG46UQg2g/oxtYtm4dgGIbbPLxJoCFgiDoTURuAiBHasPPGq2UouRM99jYGAghZQeREiaTCSMjI7oLSMoJJAExwLr33nvxq1/9Cl/60pfw2GOP4cEHH8yriXzooYewatUqtLS04PHHH0dXVxeefPJJnHfeeQWPtWbNFJ5/fgjLl4excGEUBgNFMslh714LbryxLWeGklKKwcHBkjStuSCEIBAIYGxsrKJ15EYq2VcSSAL6tAOKRCL41a9SePnlYwqOTcxHc3Mz1q1bB4vFgr17935t6dKlepd0faypBZIqQAhp7ezsvJ9N0thAKa30ov0GAJfOjLzdPM9XnLJhzRsOnWklVwH4n0oydkBa5/oriDPU9XR+DmbDVBE8z4ehrJVTSYFkLBZDIBAoWV+XC4fDAbvdrit/wnL1dRLHHXccHn30USSTSUxNTeGll17Cjh07cMYZZ2Djxo34+te/js2bN+PWW2/F1NQUduzYgfPPPx8/+clPcMstt8zpC5jNihVRvPDCEF5++TAEwQuXKwGbLYmpKSO2b7fNCij9fj8MBgPc7sotZj0eDyYmJnSlc41EInknK5WK2WzWlR1QOBzG6tVOLFkSLzg2cS7WrVuHtrY2WCwWW3t7e80OSMfoKRA5arFYLA+3trY6h4aGfkUp/WWl67EL9u8g+hlqjiAILXNNsCkVPdkBCYKwCGKD0/tyrMfz/B6IHfi6KN8zOYKc6ZoxAJV7vuSmpEAyFAqhoaGhLH1dLlpaWhAKyTapsSIq1ddJdHZ24rHHHsMjjzyCnp4e7NmzBwMDA1i8eDHGx8fR19eHrVu34l//9V/x5JNPYs2aNSUFkLlYs2YK77xzAM88M4zly8NwuWYHlLt3O9DV1VXx+QGilrC1tVU3Yy+lOehyYTQadZMpTyaTsNlsOPNMZ8GxiYWwWCz44he/iGg0ioGBgetXrlw5e75iDV1A9KavONoghKzweDx/dbvdqYGBgSWU0t1yrS0IwvUAXuV5/pBca5axBzMA8xzztMtd187WLUuTKOM+jgEwzvN8zrnTFax7DkTNpWapBCZH4OTIJOdYNyb3ufX3978B4LRiHkspndOgu1yi0SgMBoOsgUA5SF3alZZGs8me060Gb79twZe/3ISBATOmpgzo7DyEtjYnEgnxPnnr1nGsWFFZNpFSCr/fj7q6Oln8MytBid9xKpVCIpHIOYNcLVKpFPbu3Yvu7m7YbLb06wqU/xpSSvH5z38e4+PjcDgcf3rjjTfOlHvfNSqnlpFUECIKsx6PRCJkYGDgcTmDSMZvAazSuMRthDz6uhmwzm+bliVgQRBOADAqdxDJ4KC9zlUWOUIO4lAm41qUGIxSiv7+fkWaECwWC/bv36+pLk0ufV0utCiTSmXv731vGCef7MPJJx9CKiVmKLdvt2H9+rayy6MShBA0NDTA5/Npmr1TKlCX3gtanpvf74fZbE7fvM01NrFYCCHYtGkT9u/fj7feeuuMc84552w591xDHmqBpLJcs3Tp0k8SQo4AeFDuxXmePwDRQHq53GuXgCz6ulywTuDKBW5lwLJqZwJQ6i/zGwAWCYKgid2RIAjtcsoRMmHvByV8JYuK3gKBAAghimXWmpubMTg4qFm3rJz6umykTmAtWLEiikcf3Y4tW4z40pcC6bK332/E+vVt+NGPXLj++vKDSkIIotEoxsfHZd55ccglR8gHx3Ga2VQlEgl4vV50dMysPucbm1gKixYtwmWXXYalS5fC5/P9kFTaOVdDdmqBpEIQQuyNjY3fMJlMCAaDWymlSpVo/xsyjI8rBxaMKD32Y1IQBHnrk8VxJoAdcpfsJVjG9T0AfUqsPxfs96noyA+e50cEQZBb01QwkEwmkxgZGUFnZ6fMh/4It9sNjuMQCAQUO0Y+ijUerwSbzaZJY0osFkMikUBjY+OMLGVDQwJ+vxFf/3ojXn/dUVGGsrm5GX6/X5NgOZVKKSqJMBqNmvlKxmIxdHV1zSqty5GVBIDbb79dmlLUsXLlylsr220NuakFkgphMBg29vX1dQwMDLxPKf2eUsdhpcmDgiCcotQxcsE0jGrU9+JQeZoPO7duiFlDxeB5/k8AhjQo3xshTqNRmoDMGdeCe47FYujo6ChpnF6pEEIUDVTnIh6PK66D02IEn1Su7+3tnWHVtGJFFN/97gjOOmsad93lSweVX/5yE668sqMkc3NAlCY4nU7VbwKSySQ4jqvYhqoQdrtd9YawSCSCaDSadxa6HFnJhoYGXHvttTAajRgaGvpqZ2enriziPu7UAkkFIIR0W63WjQcOHEAgELiFUqr0X+QUgBMFQVBzBF+9Go0wzDLHonKwZQfwA3ZspYkAWKeWzpXNxDaocW48z08DcMi45Jxpsmg0ing8LotlTCEsFgscDgcmJtTrBVOzEYYQomrp3u/3w+fz5dR9rlgRxb//+wjWrJlKB5UA0hrKL3+5qaSSd3t7u+xNWHNBKZW9U3suTCaTqjrX4eG5Z1DIlZX8zGc+g0QigUAgYO3p6flu2QvVkJ1aIKkAFovlMaPRaBsbG9tGKf290sdjmrS/AjhL6WMBYkkbZY7TKwdmwq6KibcgCMcBOFEp3Wc2LBiPAFimxvEAeNTshOd5fkhGA/Y5X5OxsTFVL6CEEIyNjalSBlZaX5eNmuP3EokExsbG4PEUvg+WgsqtW8exfHkYy5eLRRGp5F2MjpIQAo7jsG/fPlWCZSkbqRYmk0m10n0gEAClFPX1c88hkCMraTQacffdd2NiYgL79u1bu3jx4p6yFqohO7VAUmYIIWd2dXVdU1dXFwWwUcVDvwvRpFzJySIQBMEKIFipOXcZTCrdmMKsjM4H8I6Sx8nBKwDOZr9bxWAley1cmeXSueaNEoPBIKLRaMUeh6VgNBpRV1cHr1dpmbDy+rpc2Gw2Vcqkw8PDaGhoKKlkL2koX3hhCFu3js/SURbKUlosFiSTSVVK3LFYTHVbHpvNpsqMcb/fj9bW1oIle7mykmeeeSbOPfdcdHd3E4fD8ULZC9WQlVogKSOEEM7tdv9zfX09BgcHH6OU7lfr2GxO9bNQfrygCepoI2egQJk0F+cA+IBlQFWD2Qu9DEDpKEgVOUIOYpBH55o3Reb1eou6oMlNc3MzQqGQoplQtfR1uVC6TEophdVqLSobmY9sHaVU+p4rSynpXEdHRxW1zNHClxNQR+eaSqXQ0tICh6O4P8tyZCUBYOPGjQgEAvD5fCefeOKJnyp7oRqyUQsk5eVz3d3dyw8dOjSSTCYfVvvgLJhcJAjCyUqsLwiCEQBRSTs4C1YmVWTiDdMoBgH8WYn1C8Hz/IcAOKUyyqyDWjU5Qibs/WKSQQeaM6KhlKKlpQUul6vC5UuH4zgsWLBAsQs2pRSJREIzA3Sly6SBQABNTU0Vd6Jn6iil0nehLKXNZkNzc7NimTstXzdAfG8qVbqPx+MYGBgoSWsqV1ayt7cX5557LlpaWhAMBp+t2QFpTy2QlAlCiJsQ8vChQ4cwNjZ2N6V0WqOtbAdwpiAISmTvGqGwbUwRBJjHo9x0AXiL2fJoRTOAc+VelJWVpzWQI6RhWdfWCpeZFdEkk0ns27dPk6yPhNFoxOTkJPx+v+xrJ5NJTTKRmdjtdkUM2AOBAPx+vyLnV2yWcv9+8b5UCT2o1pNmDAaDYjcBQ0NDqKurK/m1kysrefPNN+PAgQMYHh5uPemkk+4ue6EaslALJGXCZDLdd/zxx7dOTU39GcAPtdoHswN6E8DfyrkuC0biWgYjjAgAWY30BEHoBvApKDChp0TeBdAgCEKvzOsq7htZJFOCIFTSUj0r7Tc8PAyHw6F5sFVfX4/R0VHZM5Na6OtyIXdmMpVKYWxsDM3NzYq9dsVmKb/0JTP+9Cd5bwLUsGkqBqvVKrvOdXp6GpFIpCw9slxZSZfLhTvvvBONjY3w+XwPEUKUlj3VmINaICkDhJCF3d3dd0QiEVBKb6faDzB/C8AYK0XLRQPP8/KnXEqEle9TgiDI0sLKyq3nA3idra0Z7Pi/hqjVlAXWwBPW+twAgJm7V5JNnnEOkUgEwWCwIn2dXFgsFtTX12NkZES2NUOhkKo2NXMhd5l0cnISJpMpr/egEuTLUv7yl8fgmWcI3nxTnkCZUgpKqaqd2nMht1F5IpFAZ2dn2ed3661+nHXWNG69tbLLyRVXXIGWlhZ4PB7zJz7xiX+taLEaFaGPd3qVY7PZvtXU1GQ8fPjws5TS/9V6PzzPxwH8BUCXHP6Latv9FILn+SkA5d/OzmQRxEzrHpnWqwie5w8B+LUcNwHstbfzPK/dYOgsmM613Ik3MwLJaDSKjo4OxSe9FEtzczMMBoMsAZekr9M60yrBcRxSqZRswaTJZEJPj/ruLbmylHV1KezceQyef34S119f+ShGLedd58JsNssWSE5PT8Nms1V0A7BiRRS33urHE080VFTe5jgOGzduxPj4OILB4Jquri7Vp4TVEKkFkhVCCLnAarVefPDgwVA0GlXT7mdOWDB5BoBjK1knI6OldZY1m5AgCHJ0V0wB0JWNBM/zgwCuYHY9lWCBcrPCK6FinWs4HIbNZlPFfLxYDAYDPB6PLM0bWuvrcmGxWGQ5t8HBQQDQRcZOylIuWWLFkSPd+OMfbUVbCOUjGo3q7rWTQ+eaTCYxODgoi3zjiSca8PrrjorK2wBw0kknYdmyZUilUsTpdG6reGM1ykL7T3IVQwgxms3mx0OhEEZHRx+klOoma8f4HYBzKiwD2wGoP1S4AKxMWlEgKQjCOWwtNcYFlsphVK5zbdTI7qcQYVSgc02lUjh8+LBmc4XnwmAwYHBwUJoLXBZ60UXmolKj8lAohGAwqJuSPfBRlvLOO+O4/PLt2LDBW5SFUC70JEfIplKd6/j4OGw2myznJ1fTDQDcdddd8Hq92L9//4nHH3/831W8uRolUwskK4DjuJuPO+6445xO50EA39J6P9nwPD8MYBRlTk1hDTYhHWYjAVRWJhUEoRHAEgCqekaWwF8BtJY7FUZvcoRMmF4zyQzgS4EDRBNkk8lUtH+dmhBC0NraipGRkbJKnFLpWA/ZulxUUiallGJoaAgdHR26PL+TTophw4YQVq7cU7SFUCaJRAIGg0E3coRsKtG5JhIJ+Hw+tLfL474mV9MNAHR0dOCGG27A0qVLEY/HnyaE6EPr8jFCf5/mKoEQ0uTxeB6ilGJ8fPx2Sqkes1oA8AuIwWRJMH2dDdpMQimFyTJL3BcAeE2tUYilwvN8DMBrKEMLyuQIUb3eAADpjLK7RA2vIZlMwuv1orOzU6mtVYzL5YLJZCpraore9HW5sNvtZXUCx2IxOJ1OTfw+i6W5uRnT09OIRqMlG53HYjFYLErPgygfKZAsJ5hMJpNYsGCBrL6YF144jYaGBC68sHKnvM9//vOYnp6G0+lsWrZs2b0ybK9GCdQCyTIxmUwPzJ8/393f3/8HAP+h9X7ywQKSsCAIF5X4VDMAqudghDGNEqf5MH3eFIAPFNmRTPA8vxvAYBmjIeuYb6PeiaG0aUXGRCKBefPmqTp3uhy6urrK2qMe9XW5KLVMKjXqtLS0KLiryjEYDGhqakprQYu1EPqHf2jAddf1VVymVRqz2VyyzjUYDMLv98v+vnzlFQf8fiNeeaXyyoLNZsPNN98MSimmpqa2ulwuRcfp1phJLZAsA0LIUoPBsP6DDz5ITU9Pf1EHdj+FmATQw/wSi6VJD3Y/hWCB7mSxBuyCIBggjut7VQ+WOEVgBfDpYru4mU/juLJbkgfmeVp0t0wgEKibmJjQrQYtE6PRCKPRiOHh4tUFetbXZWM0GkvKno6Pj+PIkSO6LGln09TUBKvVmjNQzpWlJCSF995zYPt2e9kNOmpSilE5pRTDw8OK2DTJqZMEgNWrV8Nms8Hv95vmzZv37zJssUaR6P9TrTMIIcThcDzp8XgMk5OT/0Ip3aH1ngrBRtS9CuD8YsbUMV2efIZ4CsOyrsWO4FsG4Bz2HN3D8/wYxMBwRaHHsvN6TjJnAAAgAElEQVTntBphWQ7F6lwFQSD79u07tloCLUDM2k1OThbVLZtMJnWtr8uGEAKO44rq4I3FYhgfH0dbW1lyX02QJiblyhFkZyk3b/ZiyZIoli8XX+dSG3TUxmw2Fz0/fXx8HFarVZFAUk6dJCC+Jzdv3oxYLIbJycnLOzo6lsqwzRpFUAskS+fve3t7z47H45MA7td6M8XC83w/gEMA5pzlLAiCBaKvYjVk6zJJQsze5YXZ6ZwN4Leq7Eg+XgFwehFZVxP0afdTiGARdkBLTSYT0bO+LhuDwYCWlpaiTMqj0aiu9XW5MBqNSCQSBTV3IyMjaGpq0nTudKnY7XYYDIaixl4uWRLET37ixQsvDOUtfV95ZQeuvLJDN0FlsTrXeDyO5uZmxfYhd1Zy6dKl+Pu//3u0traivr7+pzJssUYR1ALJEiCEWJqamh43GAzwer33UUqrooSYwWsAUMAOqIHn+Wo7L8mkfM4gGcB5AN5mJdWqgTWmPA/RimkuGqvt3BhTEBu75qK1u7t7oloydhL19fUwGo1zZoAikUjVlLSzIYTMmZWklKKurq6scXpa09XVhbGxsTnLwKFQCFbrR/ev+Rp0tm+3Yft2m65K39KNQD7i8Xi6zK8UcmclAeDOO++Ez+dDKpU69vjjj18jy6I15qQWSJbG7XV1dfMGBwf3plKp72i9mVLheT4J4GQAp+b6OWvq0KsdTkHmKpOy7uB9AN5Qd1fywErc8+Y4vzaU0Z2vB5jONa9JOdOHvut2u6snpcUghKCzsxOU0pyawlQqBY7jqqaknc1cZVLJ7sflclWFNjIbs9mM7u7uvHZH+eQIuRp0li8P6670bTKZ8t4ERKNRDAwMqJJFljsr6fF4cM0110jOCd8hhOi7M+8ooPo+3RpBCGkjhNw3NjaG8fHxL1JK9eeGXBx/AHCSIAgzsndMX0eqSV+Xh+k8JeCVAHaxiT/Vih/ABdmWOcyPMVGFcoQ0TLNqzNa5suahL0A8d/UGM8sIx3Hwer3w+WY30utpJnO55CuTjo+PI5FIVPX5ORwOhMPhnJ3OxcoRVqyI4oUXhvKWvm+8sU2TsjchBAaDIWcwOTQ0BI/Ho8prp0RWcu3atQiFQvD7/fXLli37iiyL1shL9X7CVcZisXx1xYoVzlAo9F+U0le03k+5sCkurwNYlfUjI6pTXzcDnucDyJp4IwjCEgBtqPLzYzrXacw2mPfwPF+1meQMkpht5XQ+gHdYNr16BJJZtLa2wuv1zspuxePxqtIO5iO7TJpMJuHz+dDa2qrhruSB47hZOldpRGepZJe+GxoSmJoypsveamspc+lcp6amkEgk0NjYqMoeAPmzkmazGZs3b0ZXVxcCgcCddrtdOaFnjVogWQyEkFO6u7vXjo+PJ1Kp1Aat9yMD2wHsYFY4EtWqr8vFGJtcI+lB/wbA61XgiVkMfwDQK/1DEAQPqqjDfi6yda6CIHRCvAH4C/tW1XrDmUwmeDweDA0Npb8XDoerrsEmH2azeUYgGQqF4HQ6FdXXqUVdXR1SqVTaYD6VSlXUYZ9Z+v7ud0dmlL0ztZRqBZW5dK49PT2qyi2UyEqee+656OrqQnt7u2HhwoU/kmXRGjkh+rdA1BZCCHG5XG8cd9xxp77zzjtfj8Vid2u9Jzlg5dGzIQYmLQDGqrk0mg0riYYAdAL4BM/zujWNLxVBEJoBSHVSJ8vCHjUIgtDB9K4LAASZPhT9/f1DAOSZ0aYBqVQKfr8fjY2NSKVSiMfjR0WgJZFKpZBMJmE0Gqu6gSgXwWAQPp8PPT09SCQS6bKwnLz9tgVf/vJHTUnbt4u/v4aGBO66y4dt28SE/Nat41ixQt6BXKFQCHa7HT6fT7Z52qWSef5ynePevXtx8803w2QyIZVK/c2ePXverHjRGrOoZSQLs8ZkMp26a9euI/F4/AGtNyMXLDvnAnA6qlxfl4cERDucGID/1HgvcjMO4PMAPACqWfOZj5AgCCcAmJSCSEahrnxdw3EcGhoa4PV6EYlEjqogEvhoBN/+/fuL9imsFpxOJ5qbm5FMJtNNNnKTraVcvjwMlyuZ1lNK2UolNJU2mw1TU1OamsYrkZVcuHAhVq5ciWAwiGQy+WNSrV1tOqcWSM4BIcRRX1//GCEEk5OTmymlR0vpV+KPAD4JUXd3VMHzfAjA1QBcR0lJOw0L+v8XwCXsPI82wgAuzPxGf3+/GYUtgnQPx3GYmJgoeUxdtRAMBhGNRuF2Fz2wqGqwWq3YvXu3ag0oL7wwhO99bzitp5QCSyU0lYQQ+Hw+OJ1OTeUWcs7flrjtttsQi8UQj8fnfeITn7hJtoVrpKmVtufAaDQ+cMIJJ9w3MTGxa/Xq1ac3NzcTfHQxm4A4j1ry9puEGJhLnaVT7L9Sg0AQYrOH9Bc2BDFbJmVZwgAiAKRbsQj7Xh1bN8qe4wZgYM+dZusbIWbgpiDOLjZDbFyYZPuzsGMH2P6lVAgH0QrIC6D/KDknP/v/eQAuAvBTdn5Hwzllvve6AFwO0Vz9g6PknKT3nmRP9Q5YxvW0004z9/b27pOaVYxGIwghyPw3x3HpTJjBYIDBYJj173g8DkrprH9zHJduPJAseTL/TQhJ26Ukk8lZ/wZEnWD2v1OpVFo7KD1+YmIC4+Pj6OvrS++hms+JUppe8+DBg2hsbEwHktV+TtK/AbFLe3R0FBzHoaurS5NzevddAx5/vBHxuAUGQwK7d5vSe2hvj8HliuK22/w46SQUdU7SORBCcOjQITQ1NcFms2n2Ot18cxP++lcLTj01hH/+54myXqdcn6cXX3wRL774IkKhUHjv3r2NlNKj805OI2qBZB4IIfM6Ojp2u1wuy9DQ0Hl33XXXm0dT9ofZrLh5np+QPAiPlswd03/eCDHI8gGIHWWvnQliEMgBqON5/kONtyQb7NzWAfgBxMAyxPN8or+//xgAVX+e8XgcHMdhaGgIbrcbdXVV2z80i0gkgnA4jPr6eoTDYdjthfzzqwvJfHzPnj3o7u7W/PwkTeHAgBlTUx+V2qXGnelpDg5Hqii9YSwWA8dx4DgOiUQCZrNZ0b3nQwmdZDKZRCwWw9q1a6Ug99/feuutGypeuEaaWmk7DwaD4WudnZ2WAwcO/HRycvJ3AOzZ/n1VjhlipgkQs0xH0wQAN4B3eZ4f4Hl+AlWurctBM8/zXp7nRwGMCIJwjNYbkhE7gOeZTVUCYsYTOApew1Qqlc7edHV1pTMoRwOJRAKRSAT19fXpRpS5pqZUG5Ldj5SN1MO5ZZa/ly8PY+HC6Izu7717LWlN5apVXXlL4IFAACMjI+ksJICCYy+VIlMnuX69PGbtiUQCVqsVGzZsQDwex/Dw8Lr58+f3yLDdGoxaIJkDQshZRqPx6h07doQjkchd7NvjEK1Iqh4WEDt5ng+zbw1BDJT7NNyWLDBz7kYAb2d8e1gQhOo3tAMgCEILZk6wMQA4TxCEqu/cEAShB8A5bCSkpHOVUnZVL7qLxWLp4JEQki4FHw2MjY0hGo2mLWMsFstR03CTTCZnTB9yOBywWCyYntaHtFwKKF9++fCMRp2FC6NpTWW+oDKVSmF4eHjWPO1cU5jU4tZb/WnT9kqbbqSyOCEEp59+Ojo7OxEMBonL5arN4ZaRWiCZBSHE4Ha7/3nevHmIRCKPUkoPAuku57AgCEdDvaYZokYNQPrc/hvAhWwcXTVzKoBFmV3o7PxCLMisWthrE2fm3AAAnuf9EEc/5hx7WS0wqcVqzLwBAERP0HZUsYck8NGFObNp1G63IxKJIBgMarUtWQiHw5iamoLH45nxfZvNhmhUXpsaLUgmk7Oyx8lkEoODg5oGXPnIDCwzs5W5gsrrr6f46ld78dnP9qWzf2azWdPXbcWKaNqsvdKmm+zpQ5s3b4bZbEYoFDrltNNOu6jSvdYQqQWSWRBCru/r61s2Pj4+DODRzJ8dDWVSKVDMDEbYv4chekrK47ugAWzs43KI55FNDB+VSasVK8TGmWx+D2BJlWclTwMwzPP8ocxvspuAaCQSqdr3JYCcdj8cx6GjowPDw8OalRLlYHx8HB6PZ5YlDiEknXmtVqRsZHantt1uh9Vqxfj4uEY7K45CQeW+fQ688cYxM7KVq1Z14brr+vCXv+Sew60Gr7ziSNselVvezjV9qKenB1dffTWampowOTn5fUJILQaSgdovMQNCSF17e/tXo9EoxsfHN1BKczVoDLMMSbXSkuXNl8n7AJx5ZlVXA6cD+GtGyT4Nz/NRALZq1bmyGwAu16xwdm7P4KPO9GokCTEgngXP875gMFi1I87C4XBez0in04n6+vqqztw1NDTkHacneUtWK4lEIq9nZEdHB8bHx3POqtYj2UHlmWcehsPRgHnz6IxspZixtOP229uxevVHwaWaoxsrLW9LneC5bCNvuukm+P1+WCwWzyc/+cn75djvx51aIDmT+wghjYcOHXoTwI9zPYBlSKarMfvD9HX5gkjp3DoBnKnapuTlfYj+ivnwAahWrWQd5vD7ZHrCUwRBmK/eluRBEIRuANtZxj8nTU1NyXB41v2B7pGsTubyHvR4PDNsTqqFVCqFgYEB2Gy2vOP0jEbjrPni1YLUHDXXuc2fP18XjTelsmjROO69dyd+8YvBWdlKKWPp9bowPJzKCC5tWLeuDSec0ItVq7oUDSorLW/PNTXK6XTiH//xHzExMYE9e/ZsWbJkSdXrr7WmFkgyCCGLbDbbbV6vl05NTd1C576NDkHseq4aWEYrwfN8ob96bwCYX03NKYIgcIIgXANgZK4JPSxQjlXbTQB77QzZcoQc7ASwKmuGuq5h4x5XQ/SazAshxGIwGKquTBqPxwsaPBNCEAgEcOTIEZV2JQ9jY2MwmUwFDbotFguq8SagmOlDFosF4+Pjumm8KQZKKcbGxuDxeNKvXWa2MjOwbG01YckSfzq4DIWMCIUM2LvXki6Fn312N048sRc/+pGrwJFLo9zydiKRKOiIcNlll6GhoQHBYNDU2NhYm8NdIbVAkmG32x9funSpiVL6DKX0rbkeKwVjVdaYYsNHRtV5Yef2OoCzFN+RfJwCsQmlYJsoz/M+iF3d1cRccoQ0PM8PAjgI4AzltyQb5wL431wl+yzM1RZISqP0ipnK1traCr/fXzUl7ng8Dr/fj7a2wkYWUka2mjKuc8kRsnG73RgaGqqaEv709DQopWhoyF8y/iiwHMS2bSP47/8+iO99bxgLF0Zhtydhs31UCh8cFH0sed4ja2B5663+9IjIzBnkhZAM0OeC4zhs2bIFnZ2dOHTo0EWrV68+saLNfsypBZIACCGrenp6Vo2MjEzH4/EvFfm0KVRJYwoLeEkRF2sAAM/z/wfgzWrQE7Ls4kkAflfC06pG51pIjpCD11Egu6cXmN2PG+IEm0KYDQYDkslk1Vyw59LXZWMwGNDc3IyRkRGFdyUPkUgE7e3tRXthWiyWqgmSi5EjZOJ0OmE2m3XfeCPBcRx6e3tLejylFCtWRPHyy4fx3nv78cwzH5XCOztjMBgokkluVmBZSVC5YkUUra1iAW16urjXopAcYeb6K7BkyRK0trbiyJEjL5S8wRppPvaBJCHEVFdX94TT6cTQ0NADlNKi/pKzMmmySsqkbojl+FIYAvBpNmlEz7QC+Mtc+rpsMuyAtBsqWwTsBoAWIUdIw/P8JIB3qkSakADww1ImKpnN5qqYU13KBU2isbERTU1Nug+Uo9EozGYz6utLM7Cw2WxVUeKOxWJFZyMlWltbq0IrOTIyUtINDpBb55pZCv/97w/h+ecHcwaWUlB5//0enHBCL84+u1vRpp1IJFLSrPC77roL4+PjCAQC86+88sr1imzqY8DHPpAE8P+kUqmFO3fuHEgmk4+X8sRqKJMyvZyxlGAESNsD+QCsVGRjMsA8PSd5nv9rGU+fhjgHWs+4IRrhl0oUwGUsm6lLBEE4BYCj1NGV1VImLUZflw0hBHa7HQcPHtRtCZ9SiqGhobICQmnijV7PDRBL9uVMHLJarWhsbNS1CXssFsPExERZox0L6VzzBZZSUJlKcQiFDBgcNGP7dhuuu669qExlOExm/HfuxxYvR5Boa2vDpZdeiiNHjuDtt9/+xmmnnVY1+nI9oXogSQipI4R0qH3cXBBCPG1tbQ8YjUZEIpE7KaXl1F70XiZtLUZfl4c/AjhWEAS9drVdBKC7nCeywDqlV5NylumOzNU8lA92E/AnABfoUZ4gCIITolVTKXXcdJpO72XScoJICcmz0Ov1yrwreZicnEQymSw5Gymh90CSzWIu67lGoxEDAwO6fW8ODg6ipaUFRmPp0n7JSqfYGzgpsJSCSklbabGIr300aigqU+n1Gmb8Nx+lyhEyueGGG2C322E0Gu0ej+dfSl6ghnqBJCHEQgj5NIBVAP6DEPI4IeQatY6fC7PZ/OXu7m53LBb7HYCfl7OGZJisxxI364gt+4rEskWvQ5yEoysEQVgAMRu8o4JlQtDv6D0rgEpquDshZlz1aAd0HoA/8zxfsPkrgxm/C72WSaUgqdxgBABaWlowMTGhu1KpNE6vq6ur7DWkQFKP5fty5AiZcByH5uZmDA8Py7yzypHcA+ZqsCmE1WotK0jO1Fb+4AdDc2YqP/3pTixe3IvFi3tx7LG9iMXEz1Ghe49Kbt6sVis2bdoEk8mEPXv23HDRRRfpOTGkS1QJJAkhSwBcDOB1SumPAVwB4F0APySE/B0p95Nb2Z5O6Orq+vzo6Ghyenr61gJ2P4XwA3DKtTc5YCXtohts8sHz/A4AXj1lJdm5rQLwi1L0ddmwbB/Vm1aSnZ+pnGykBPu9/ATiRB/dwDLAKRTXYJPJjKhRryXuaDRa9gVNwmKxoLGxUXeBcjKZRHd3d8XnZzKZdJm1K1VflwupvK0nOyBKKZLJJFpbW8sOkiUqvYErlKmklCCRMCCRMCCZNAAQ92s25/8zX46mNZtVq1ahsbERLpeLC4VCtTncJaJWRvIMAK9RSocAgFJ6iFL67wC+DuBZiCVK1SCEEI7jvmW1WrmRkZHvUkrfr2Q9dtEO6mwOdwMqyEZm0QzgUjYPWQ9YAfyS5/mhShfieX4cQPHeEurQyvN8xa8dz/NBAEQQhNNk2FPFsDK7DcBvS9XsIkezmMlk0lUgGY/HYTbLo5Robm6G2WzWTVYyFovhyJEjcDgqH3olBTN6eu0qyWhlQghBb2+vrjKuExMTGB0dLanBJh9y6lyzM5ULF0ZhsSRhNIpfBkMSAIXFksKWLb6ca0i/50oqAIB4Xps2bcLExAR27tx5xkUXXVRN9neao3hgQAixAvhHAG3s3+ljUko3AdgD4OuEkGVK7yWDyw0Gw7l79+71xWKx+2RaMwrAogdNGiuzT1eSrcuE5/l+9r+L5VivEtj4xpN4nt8n47IjgiAUNsRTgUrlCDnwQZx4I69bcHksArC61AYbxqwriaQn1EtAUom+LheRSASHDh0q/EAVGBoakiXQkii3TKoEcsgRMjGbzSCEwOfLHfyoSSKRwOjoKNrb5avWSjZcciIFle+/vx+7dolfu3fvx969A3j//X1Ysya3CkbSRsrB8ccfj9NOOw3RaBSHDh36oSyLfkxQNJAkhHCU0giAvwC4HAAopSn2M0nxewWAFgAPEUIULw8TQqyNjY3fWrx4MWKx2P2UUlk+7RlBmx7sciyQv6T5CwCf0kFzyvmoTDs4C1ZCjmt9bqyknXOedrnwPD8N4E2IukTNYL/bCwC8WuYSOce+GAwGXWTtKtXX5cLtdiORSGBqqhQpqfxMTU0hmUyirq5O1nX1onOVKxuZidFohNfr1fy9OTY2hrq6Otky5YD4maOU6qJpKhaLldVln4877rgDHo8HqVSq64ILLrhFtoWPchQNJKWgkXEqIaQv42cJQoiBUnoIwAYAlwD4tNJ6SYPBsGHBggXdBw8e3A3gu3KuzfO8H4BHzjVLhZWfzUWM0ysJZnX0AgDNyvesO74FpevrisEHcZ61ljTzPD+qwLrvADAIgmBTYO1iOR3AvgpK9jkDSUJIWgOmJXLo67IhhKCrqwuDg4OaXrTD4fCMcXpyIelctTw3OfR1ubBYLKirq8PYWLmGGfLgdDrR0iK/C5jRaNTc6kiJz1xTUxOuvfZa2O12HDhw4Gvz5s3TOnFSFSidkZSCwh8A+FsAqwgh6ReGUppk/30GwH8D2AgxUFBqPx3t7e33BoNBBAKBWyilStwual0mbZNDX5cLNoJviSAIWk30WQDRfFy2jJ0EyyhPaqVzZZY4itTCmB7xlwBMGkovxlDa9KFsDuf7gdZlUiUyWhI2mw0dHR2zDKHVIpVKwe12y56NlNBSByqXvi4fzc3NiEQimt3kDA4OwuFwyKKNzEb6nWl1EyBVAJR47T772c8iFovB7Xbbenp6viP7AY5ClM5IUlbefhPAvwDgAZyc+RhCiPQuvwpAJ4ALFdzSw7FYzHbgwIH/opT+RokDsDJpQosyqSAIHuTJ3MhIAOJNgaqwTGs/z/PvKXiYGLQzKTdCnPSiCDzPhyGWllXXuQqC8EmIr1052kgJL7I6tzPRqkxKKVXsgibhdrsxNTWlejCZTCaxZ88eWUuH2WjZfS+nvi4XBoMB3d3dmpzbxMQEotGoou9Lq9Wq2ZSpSCQCm02ZAovZbMYdd9yBgwcP4v3331+3dOnSTkUOdBShWhcupfROAJMA7iWEdGd8P0kIMTIt5f0AvpSZtZQLQshp7e3ta8fHx2PhcPgOudfPhOf5I1B54g0LtIw8zytdb/g/AGZBEBYqfJw0bEzjP0IMYhVD0rmqPRaSjUKUbkKU5DWIOlfVgmVBEOYD6ANQ0dW0r6+PAjiQ7+eSYbLaGZJwOKzYBS0btedwj46OwuVyKZLRykQrnWu5U2xKwWQyYXh4WFWdayqVgtfrRUtLi6KBMiAGk2rfwClZAZA4++yzsWTJEphMJs5ms9XmcBegrEBS6rzOaJjJC6U0lVHivgVixvE6QoidrUEySsy/BfAupVTWYIgQwtXV1f1ze3s7CCGPU0r7Cz+rYo4IglDe+IfyaOF5XvErDQt2/gigV+ljZfA3AAZZVk1RmM5VbQN2TymzwsuFWR3tAqCKtQW7uTkDovm4HGmZD+f6odVqVVW3pZS+LheNjY2IRCIIBoOqHC8ajWJychKtrcqPbJd0rmreBEQiEVkbUOaipaVFVZ2rFGg5ncpbG3Mcp+oNnNTQpmSmVWLLli1wOBzw+XynnXrqqWcrfsAqpuRXgxDSCeBtQohVapgp9BzJ7JtS+gqArQC2APgMW4NmZCA/BOAkhMiaMSGEfKazs/OkoaEhbyKReFDOtfMh+eSp4b3IrF38Sh9Hglnv7FDp3NwAVqAyfV2pjKqlc2VyBDV9Ql6HqFdUg2YAcZ7n5wwAS6DgFCOTyaRKdkvS16k1S4HjOHg8HkxOTqpyvHg8jp6eHsWzkRJqlknVkCNkYrPZ4HA4VGm8kQKt7u6yJseWhcViUU12kUwmyxrxWA4LFizAOeecg4aGBgSDwee1GJxSLZTzSZoPwAVxaka6YaZYKKWPANgG4DMAPsu+J6URTgLw4zJnXueEEOJ0OBxfM5lMGB0d3UgpVdNLIwlR+6Y0BgBqq/HHAaxXoTmlEcBLzMZGFVj2LKl0iVtFOUIanucjAN5XyaScg/hZl4uCgaRaXcCpVCqdjVGLhoaGsmdcl0IwGAQhBHa7un1napVJ1ZQjSLS1tSleRgdEv89QqBIpculIJuVKa0Eldwa1bm4A4NZbb8XU1BRisVj7ySeffJtqB64ySgokCSG3AlgN4CYA5xJCbmLfL+qVzXjcFyGWsT9PCPkKIeQThJBLIc5DktsIdDOAtvfee++vlNLvy7z2nLBZwopqJVXU182AZVw/AKBYyp9lBaM8z+fVxikF63xX2sqpTQ05Qg4ogEWCIPQVfGSZCIJwLoB2uUzxGW8VeoBaZdJ4PK5aZiQTi8WCDz/8ULGLtjRPW4vJLGqUSaPRqOyWMcVgMplQX18Pv1+5wlE4HMbU1FRF87TLRY1AUm7PyGJwu9247rrrMDY2hn379j1MCNHSQk23lJqRDAB4kFL6a4gB2rcJIV2sYaaYEneSdXFPA/gKgLUAhiGaJb9NKf1DlvdkRRBC5nd1dd3jcrlAKb1NzrVLwCsIgpJCI1X0dXn4E4A+No1FVli27nyI2W+t8Cqlc2XrKt1hnxN20/EnAGcqIU8QBKERwDKIjVly0o8iyvIWi0XRMmk0GlX9giZhMBgULZP6fD5YLBZV9HW5UFLnKgXHama0MiGE4MiRI4rM4aaU4vDhw+jo6FCtZJ+JdAOg1E2AdHOoxbldc8016OnpQVdXl+3EE0/8F9U3UAWU9KpQSr9PKQ0zrcC/QvR+/A/2s+RcGgLpZxnBHKGUfkgpfYJS+g1mTC4rNpvtG52dnWa/3/9jSumf5V6/GFiZNKVEmZRdsLUKIsFKsj+DMsHeYgBJGfV1JZOhc5W1fsnWI1BfjpCGjb2MQrTckpvVAH7DyuiywTq3/1jMY5XS3EkXNK2CEQBobW1FIBCQPeCilMLv96vSYDMXJpNJEc2dmvq6XEg617GxMdkzvolEAo2NjXC5tLvvVlLnqoUcQcJgMGDLli2IRCIIBALXtbe3z9NkIzqmnGYbQkViAO4A0EkIkRpY8q7HmmrqCCFSE4Oi2UFCyDnz58+/7ODBg5FIJHK3kscqBCuTypq1Y8GIRe6Ldakwk/JJZvMiC+zcPgng13KtWQFJyD/20gyxZK9+/XAm21ChLU82bHrOHoiyByV4rZgHKWWYrOUFTcJoNKKrq0v2i3YymURPT48mpd9MOI6TPdCSsmVa3gAAos41mUzKqmNMpVIIBoNobGxUVbObCyWCSSUm2JTKaaedhr6+Png8HtLc3PxTTTejQ0oOJNZr8owAACAASURBVGnGJ5xSuh+ipc9WQsjJkidkrucRQpoAPA3RR9JJ5f5LMfNYBoPB8O3p6Wl4vd5HKKV5p2KoyCjr0JWLdp7nh2VcrxIsAM6V9JoyrfczZlejKUznKpvoiAXJrgrNuWWBlbjrBEG4QI712KzwDgBvKajZ/a9iHyj3RU0rfV0unE4nLBaLbM0pkUgEhw8f1sX5KaFzjcfjmgeREgsWLJA14PN6vQiFQpoHkcBHNwFyvXZayxEy2bhxIw4dOoSDBw+e3NfX9ymt96Mn5BAcvAjgKYhzmKUZ2rPWpZSOAxgE8CalVFEzNELI5+12+7LDhw8fTCQSjyp5rGJhJe6EHJo0pq9T0zJmTlhW0gfgE5WuxcYvXqzUmMcyGRcEQa7RnQ0A1DEDLI4BAIsFQWiSYa3lAJZJkgAl6Ovr2wdgZ7GPl0tzp6cLmkQ0GpWlMUbS12nRpJEPOXWuepAjZMJxHGKxGEZHRyteKxqNYmJiQnM5QiY2m022kaXxeFw1v89CdHV14YorrkA0GgWl9Nlccc7HlYp/ESyzeB+AECHk36TvZ+olpUYcSukXKaU/mGs9QkgzIWRlufshhNQ3Nzc/PG/ePCSTybspperPTctPBPKM4CMQ9W164lUAp8iQlVyNAsbTapOhlazo3PQiR8iE5/koxNfu4krWYTZQp0N0Y1CanxX7QKnEXWmwlUgkNNXX5cLtdoMQgomJymTSExMT4DgObrdbpp3Jg1wZZT3IEbJxOp3w+/0V3+T4/X7U19fr7r1pNpsr1rkmk0nVzMeLZf369ejt7YXdbm9dtGjRBq33oxdkeYUopV6IlkBrCSGXUUpTTBPpZD8vRYfVBeAnhJCyumVNJtM/zZs3r+HAgQN/BqArLQMLIOyVNG8IgmCFPvR1M+B5PgjRuqnsv9hs7KIRwPty7UsueJ4fA1BpVlJPcoRMdgHYKwiCo4I1TgLwIc/zajhmP1PKgyu1lEmlUqCU6iajlUlHRwdGR0crOj9KKdjULxl3VjlylEn1JEfIxGg0oqWlBUNDQxWt43K50NIiV7FEPuTQuartGVkMdrsdN954I0wmE6LR6EOEEC1dRXSDbKE+pfT3AL4M4P8DAELIxQA2l/qLppS+A+DnELOcJUEIWdza2vrFQCBAp6amblFSh1kBAZTpT8gCUIce9HW54Hk+AOC8CqbCOAD8Vm1PzBIYK1fnyjrsdSNHyITdlPwFQGMFWdd9UGn6UF9fXz+A3xf7+Eq7gBOJhO4uaBIWiwW9vb1le/hNT0/D7XbrLmMnYbPZys5K6q2knU19fX3ZU2Eopdi3bx/MZrPubgCAjyY+lXsTIJmP6ykbKXHppZfCbDajpaXFcuyxx/6/Wu9HD8jyKmVY+/AARgkhUQBXAnigzEky9wL4HCHk2BKf943JyUnDvn37/o0FpLqDlUlJmRfsOgC6DCIzeB/AxaVmXZlGr5/nedltoOSCvXbJUnWu7HfB6amknQ07txUQdY4lIQjC5QD8Smojc1CSn5vZbC4rIKGU6jqQBMQS8MjISMm6tFgshsHBQYV2JR/l6lzVnIVeDhzHoaWlBYlEouTsnc8n3pNq5WdaDOV+5gB9yhEkOI7Dpk2bsGvXLhw8ePBah8OxUOs9aY1cpW0KAISQswG0AriSUnpDxujDUtcbBfAwgG8U+xxCyOqFCxdeFIlEJuPx+JZyjqsW5ZRJWTBi43leT5rPWfA8vxfAFIATi30Os4z5NETtp94JAyj16uSAmInWO78FcEYpJW5BEI6H6COq9g3ONog2Q0VRbpk0HA6rPiqwHFwuFw4fLs2cwuv1wu12605fl42U3Sol2JLKonrM1mViMBgwOjpaks41mUzC6/Wio6NDwZ3JQzlNU3qVI2SyfPlyXHDBBejs7CSdnZ0/0Xo/WiNb3pgQchFEwf5CSmnRFh1z8ASAY9i6hY5t9ng8TzidTiQSiQcopcqMfZCXsRI7gfWqr8vF7yDO/y6WMwDsZVY7uoZlFa3FZiVZ5pnjeV4z8/FiYb//HQDOLObx7NzOAvArtTW7fX19SQCPlPKcUsuk1XBBk6irqwMhBIFAcfcrkUgEU1NTutTXZUMIKVnnKjVqVAPt7e0YHR0tWp4QDofR3NxcFe9Ng8EASmnRNwF6lyNkcvfddyOZTMJsNp/Y1tZWUbNitSOnAOH3lNKNlFJZJq2wbOYGAN8khMyZv+c47otdXV0LDh48OJBKpZ6Q4/hKk1EmLfiJYXY/mk2wKRVm3fN+MYEy0w4ejyKNpnVCKTPU7QCUmfmmDH8EsLvIx3oA7NBoXjgA/AAlWAEBxXcCV9MFDRCDrZaWlqL1dqlUCn19fbrUoOWiFJ2rpK+rltfOYrHA5XLB6y3seCbNeG9qksOtSx1sNlvRfqfRaFS3Je1sWlpacMUVV8BoNMLpdD6dz0P744CczTZKlLZ+AWA/RNPznBBCWqxWKz81NQWfz3dbueV0jQhALHsWwqzXBps5SAK4ShCEugKPMwP4ARu3WBWw7KKh0E1ARnOUbrWR2bAbnFFBEC6dS+cqCIIF4ohHTUaPAkBfX18cwM2lPIfjuLTh9VzoXV+XC6fTif+/vfuPr7uq8zz++uQmhLaBllDaMi1jbSxQROhWLSrgD4YiOruDMoCjjj/oKGVgHES0lQqGrK5MwdnFUWGAXR+L4PBQGGYXh1W3VdAHsspWFCw/BMkU2TakhSbQ0KQlyWf/OOebXtKbe29ubvK935v38/HII/Teb745l5PvvZ/vOZ/zOYceemjJfMKenh4GBgZqOr+ukKamprJuAmo5v24sCxYsYNas0h8Fzz33HH19tVSGtjzNzc0l/y4HBwcz9ze5evVqBgcHGRgYmLto0aLPpd2etNT07WjMvbyUsHNOwS0Gc7ncl9390M7Ozh8S9v7OjPih7cX24e7o6DiUGl3tW0ysT/gb4B1jHdPR0dEGHNHe3p6Z0dZEe3t7NyEfuJgspSPk20so43RCkWPeBRybdhmqtra2+4Gbx/MzjY2NRacRs5JfV0gul6Ozs5PBwcLrnoaGhuju7i4raKk15UyT7t27t2YKWI9HLpdj5syZRRc/9fX1MTAwkKnRyESSo1ys74aHhzN3zTU3N3PxxReza9cuent7282s3JmqSWFma83snPi11syWTMU5ajqQBHD3x4HvAF8a/ZyZLT/qqKM+MW/evEF3/0yNlvsppR9oKfREsrJ7ilfDVtMvgYUdHR0HZIXH13Y68PyUt6p6dnZ0dBS8wclaOkK+GBzeC5xU6Cano6PjSGAJoX9rwaeBh8s9OJfLMTQ0NOaHWhY/0BK5XI7Zs2ePuWtKd3f3SNmZLCo2TZpMadf64qGxNDQ0MDAwUDDP1d3p6uqqyXqf5TAzcrncmHmuSSpJVlIt8q1atYoVK1awbNmy5iOOOKLsBcLVZmYbgU3ufmf8uga4YzzBZKXnyEqvdQDvN7OR0iRmZi0tLd+cN2+edXV13RADzsyJQeJBY0yTHkyYPsykuC3kbWM8vRL4Q0ZH7ICRKW4fvfAmTgkfnMF0hBFxxPUJClcXeA9hgU1N3OC0tbXtAc4Gesr9mcbGxoJTbVko91PK/Pnz2b179wHTwMPDwwwNDTF3bkWlUGtGc3NzwVJHAwMDmVhhPxYzY/78+ezcufOAgGt4eJgFCxbQ0lJwzCETGhsbeeWVVwrewPX392culSRhZqxfv57e3l5mzZr1l2b2+hTacA6Auz806qmrgRsn+xyZCCTdvQe4Crgub+vFc5YsWfK2rVu39uzbt689vdZNXJFp0kNqvdxPKXElcEtHR8fINGkMtBYQFnZkXQ+h/E2+VmDiG+mmrL29/WdAf0dHx8hcYfzv+2OZp5rR1tbWSRjhfqGc45PRkdEfalnMrxutoaGBxYsXHzC9PTg4yIIFCzI7YpdIgvz8vstifl0hLS0tBywIGxwcpKuri0MOyf4mKk1NTQfcwGU1HSHfMcccw8qVK5k/f35u1qxZX7epHzZeA4wOAImPnV7mToEVnyMTgWR0M3A4cLaZzWhoaLi2u7ubnTt3ro+BZtY9nz9N2tHR8UdZHq0b5Xng1Li9I4QFNvdmodxPKXHUdSiZAo6B1kDauYNVtAR4N4y8tlPa29trai/0RFtb20PAO4GyVpGPnibdt29f5j/QEgcffDDuPjJN+vLLL/Pss8/WRbAFB+a5unsmp0ULWbhwIQ0NDSOjkl1dXXXzdzn6Bi7r6Qj5LrnkkuFHH330pVwu9y7g30/xr38T8PToB929M+/5STtHZq48dx8k5EJ9NZfLXb5w4cLXdHd3P+Lu40q0r1Vx1XJDR0dHQ1zpnIUC1mVpb2/fRahPeGrcPvHD7e3t9RD8J/ayf/X9QWQ4HaGAXwOLOjo6FgJvB2o6QG5ra9tC2J3n7nKOzy+YPDg4WBcfaIlcLsdzzz3H0NAQ27ZtY/78UmvDsiMJSJKgJKv5dYWYGbt376arq4v+/n76+/szucBmLPk3cFkp+F+O1tbWn/b19V3Z0NBAa2vrP5jZVCYiz6H4otxy8iQrPkemrjx3/wnw+MyZMy+PyeKfdvfKNpmtTTsI06Iz29vbX067MVX2y8HBwdl79+49i/qY0h4RcyWbY67krCyVMioljrj+YGBg4C+ApcAvUm5SSW1tbTuA9wEfAzqLHZtMk+7Zs6duPtASM2fOpKWlhSeeeIKmpqZM59cVksvlGBwcpL+/P7OLh8bS2trKSy+9xM6dO5k7d26mc3YLaW5upq+vr576rQdYDdzQ0NDw1KJFixbncrlLpuIXlzltXfSYiZ7DsrbQ2cwcwtTGWCUusixZUVqPmpqaRt5A6tERRxxRVlHhLGpubmbGjBnj2sotKyrZgi8rkhFWMyu7oHeWHHbYYezevbsuPwtmzZrF0NBQxftV17pySgJl1cyZM9m7dy9DQ0Pz3H1SPxTiiuqngXPd/c4Cz/cAN7n7usk6RybncWbPns3RRx9NLpejoaGB3//+9wwMDLBs2bKRO7dnn32WHTt2cOKJJ44Enf39/WzdupWFCxcye/Zs3J3GxkYef/xxmpqaWLx48cgb7zPPPEN3dzcrV64Ewqq5np4etm3bxmtf+9qRi7yxsZEtW7Ywe/ZsjjzySBobGzEzOjs7efHFF1m+fPlIAeTu7m66uro49thjmTFjBq+88grDw8M8+eSTzJs3j9bW1rp9TcPDw2zevBl356STTqqL11Son5YuXVp3r6mnp4ennnqKPXv2sHLlyrp4TfX4t1foNT311FMMDw+zb98+2tra6uI15ffT/PnzOfroo+vqNS1cuJCWlhYeeeQRli5dyvbt2+viNdXb395Yr6m1tZXOzs5kQGjHRNfduHupE5SqMz2H0osQJ3SOTAWSZvZWYPuLL754zIMPPlifw1p1ysw2APP6+vrOT7stUr64PekjwFp3/37a7ZHymdly4EfAsXWyIHHaMLN24LgtW7Z8IO22SPnMLLdjx47NwN+5+3en4ne6e28ZwWrRqaSJniMzgaSZNQBfAz7v7goiM8TMlgJ/Bbwh7bbIuF0E/AH417QbIuWL5Ue+BnxRQWS2mNkfA38LrEi7LTJuq4E+4HtT/Hs7Kb6gpmiu+ETPkZlAEvgIMEzY5Uay5avAte5eL+WMpoW4LekVwDsyumvUdHYOYTrqv6bdEBm3DcA33P2ZtBsi5YsLVr4EvDeF98uHCOURR7dpCYC7b5rMc2Ri1baZHQJ8BbjE3QvvsSQ1ycxWAccD16XdFhm3/wjc7u6Ppd0QKZ+ZzQCuJbxf1ufKvTplZqcApwDXpN0WGbcrgX8tsDPMVPguYUOG0U4HygkiJ3SOTASSwOXAj929Vvb2lTKYWSMhgLzM3Q/c00xqlpmdQNh28KqUmyLjdxmw2d3vS7shUr689K117l5v5d/qmpkdQyg39oU0fn9cab3LzEYHgmvi16uY2R1mdsFEzpGv5qe247DqGuCEUsdKzbkQ6AL+Z9oNkfLF/LrrgA53L7WaT2qImS0CLqW8nSyktnwcGABuT7kdMn5/T1hgk9rWuO6+ysw2JFPRQBuhnE+h3MYVFMh5HOc5RtR8HUkzu4twd/2VtNsi5TOzw4HHgdPcfUva7ZHymdnZQAfw7+KOUpIRZnYbsNXdr0i7LVI+MzsU+B3wH9x9c9rtkfKZ2XsII8nHu3vdbEYxHjUdSJrZnxCSxZe5e31WZa1TZvYNAHf/m7TbIuUzs4MJNwCfcPcfp90eKZ+ZvY2wWvRYVbbIFjO7Bpjr7qvTbouUL5ZH+y3wWXeftpUtanZqOy+/7rMKIrPFzI4HzgOWpd0WGbfPAL9REJktefl1lyuIzJZYHm01YVGiZMvFwDPAPWk3JE01G0gCnwSeB+5KuyFSvrz8ui+5e6lq+lJDzOyPCIHkSWm3RcbtI8AQKo+WRUl5tOfSboiUL5ZH+wIqj1abU9tm1kqYXjvD3R9Ouz1SPjM7i1Cqabm719/mvnXMzG4Btrv75Wm3RcoXy6M9AZytyhbZYmZnANcDr1dli2wxsxuAfe5+SdptSVutjki2A3cpiMwWM2sG/jNwoYLIbDGzkwj1wo5Nuy0ybuuBTQoisyXm1/0XVB4tc8zsREJ5NL1fUoOBpJkdB3wIOC7ttsi4fRrY4u4b026IlC8vv269u+9Ouz1SPjNrI6QBqTxa9lwIbAfuTrshUr689K2rtP1oUHOBJLAb+Ji770y7ITJum4F/TrsRMm4NwI3ArWk3RMZtD3C+u29PuyEybg8TRpJrL79MijHgFuC2tBtSK2oyR1JEREREal9WtkgUERERkRqjQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKqJAUkREREQqokBSRERERCqiQFJEREREKlLVQNLMFJhmlPoum9Rv2aW+yy71XXaYWVPabah35u4TP4nZ2cAC4FDgX4Cn3X1wwieWSae+yyb1W3ap77JLfZc9ZvZO4CLg28By4El3/16qjaozE7qrMrNGM7sQ+AzwJPDV+NT5ZrZ8oo2TyaO+yyb1W3ap77JLfZdd7n4fcClghP57DYCZWYrNqisTHZ6/GPgE8B133+Tug+7+O3e/GbjQzFom3kSZJOq7bFK/ZZf6LrvUdxmUBIvuvg1oAZrd/dr42MSnYwWYeCB5JXAf8D0AM8vF74cBc4FDJnh+mTzqu2xSv2WX+i671HcZlASLZjYLuBy4Pv67Mc121ZuKA0kzWw84cKu7vwDg7kPx6d3AIuDkCbdQqk59l03qt+xS32WX+q4unA4sA9rjv4eKHCvjVNFiGzObC/wOuAX4grv3x8dz7j4Uc0YeAma7++5qNlgmRn2XTeq37FLfZZf6Lvviqu2fAE+5+2ozayx3gZSZmabAS6t0ePfc+LPfSy6sUdYDDwD7ip0kL39BHTV1qtJ3+XSxTYmq95tMmar2nZk1uPtwFdsnY6vWZ91In+n9csqdHL8+EP9d1rUzqs8OBfp03RVW6dT2ZcAdwKPJA/F/+pCZLQDOAe6mxPCxR2b2fjNbY2YrktwTmTRV6TsLFprZucA6MzvTzJons+HTXFX6TVJR1b7L+3B7nWrkTbpqfdYlfXYesNbMTlPfTb5Y7/My4Pvuvj2OJBcNBvMGuIbNbImZ3QV8CPigmR2tfjvQuEckzeytwCxCx+QP5SdL6S8FuoGfjzV8nET6ZvYG4KPA6wh1nmYDf2ZmA+7+g/G2TYqrUt/lYn7QeUAf8IS732FmZwLfMrMHgX/QHXf1VKPfyvgdBhw8xqiLVKjafWdmbwJOI9TDuxeYZWbPAve4+0BVGz/NVfmz7ixC/cl+d99gZm8H2s3sSeB2d39l8l7JtLYceC9wQvx3OZ9LBriZ/SVwFvCYu/8jgJkdB1xsZte7u2Z/okpGJN8G/BJ4GkZGpizeoc0CPgX8L+Cx5Pn8H47HDseRx68BC4HL3L3L3Z9w938BFsUgU6prQn0HIck89t3VwBx3/218/IfAx9g/jSDVM+F+Gy3/GDNbDdwDfGES2j7dVa3vzOzNwJ1AE/Bld7/Z3a8D+gmzAodP7kuZdqrxfjkcHz8NeNDdvx0f/5m7X0EYzDlzSl7N9HQpIdB/tJyUkLzAfz7wZWArcE18ztz9MUIaw6cmud2ZUkkg2UOI2B+FkfzGZDp6PbAHuMXde/KeL/Q71xJGIv+7u3cmF2l87jXAqRW0TYqbaN8lXg+8AMxIHogX4CBhx4d1Gv6vqmr1W74GM5tnZh8kTM8NA/8NVKi3yibUdxbLlJjZRwn9c7+7/yd3f8z2b9P3BPA54E8m+bVMNxO+7uIMjhNqGJ4cH8v/rPs/wKlmpvJBVWRmDWZ2LGHmbH3y8DhO8SXgZcJK/ZdiEOmx354hlHySqJJAshXojv9TDwJw90EzmwFcAnwT+BUUHdFqJASStwH3F/gdTxGW60t1TajvEu7+CPAW9tdUy7/T+zVwsqZqqqoq/ZY8Z2aLgPcARwEDhBSFn7v7v8VzKy2heib6fplMmV4N7CTM4iTPJaNdfcB617Zv1Tbh6873lwmaB3wk/ncD+wPSAcL7pVZ8V4GZHQ8jOalrCNsh3p+MJJf6+XhNLQbOB24kjjbHv4HkpuBYFJ+8SiWB5PXAM2Y2I8kRiMPA1xFyCdrd/WUo+oF0BWEE5E5335N3bNKei4DOCtomxVWj70byJN39pXhs/nTByYTpIKmeqvQbMMPMlgKnAPe5+6+A4whTpT+M59VoZHVV3Hd5gf8FwJGEEiYtZvZJMzvFzOZ6sAP4+hS+puliwtdd3szMlcBSM1sV3zuTG4TPE2/IZWLi9fI6M/uOmX2LEEesiU+XnCHLG+G/gjDq+CN/de5r8jn3CUJKg0SVBJL9hFHEsy2sPGsFbgcOAi6A/VX/i1gD/BOhPhfxZ5KVcIuBNwPfr6BtUlw1+i7/Ljv/wy5nZu8jBCn3TELbp7MJ91u8U38vIfXgf7t7n5mdCLwR2OLuvwaNRk6Civsury/WEUauHgJ+Spjifgn4qJnNG3WsVM+Erzt3f8VCLcoh4FngegvVSRab2UWEUeZvTOaLmC7iTdX/IIwm/ooQ35xpZq1exsKYOBrZCHwQ+DYhPxLYn6JgZqcAxwA/nozXkFUVFSSHkQBiBWGYd5ePsco6L7cgKeB6HqGTTnP3B/KOS56/jRBIvt3duytqnBQ13r4rcZ5k8dTfEsos/AJYndypS/WMp99gZDpmHrAYaHH3n4w6bi0h8P87d3+gVH9L5Sp4v2yM06jnEEasLvK4cjTv2GuA37r7rZPd/umsgr5Lvr8FeCsh5/9awmzNzcCTwJ8Be91915S8iGkoBvnvBt4BfNvdHy12bIw/PgV8EXiHh4U1yfPJIpwfE27Gz/CYGysTCCTHPOH+Dpnj7r0Fnv8R4W76r5Kp0bwLbw7w/wi5J5/Xh9rUKtV38ZgGeHUtO+BiYDUhf2uDgsipVazfzOx04P2EFaO35D2+FPgKsNXdPze1LZZEGe+XDxBGsz7i7ltH3SSsBt4FfMxVKHnKlbjuDiKsAbjN3e/Oe/xCQhrCme6uUa0pkndj1hRHid8C4O6/GHXcRmAbcIm7vxgfS/r5GMKswNXu/uWpfg21rOK9tseSN+15k5l1mFlL8pyZLQFmAj9LgsgomR64grAS7i4FkVOvWN/lHTMc78zeamY3AlcBzwEr3P2LCiKnXrF+c/dNwN8DC8zsm2b24fjUyYQpuk2g3Mi0lHi//GPgYOBed98aj8/PJX8XME9BZDoK9V1ent27CaOXd8PIKuIGwujy74DPmlmTrrupkeQ6+v5FoDcTCsMfkRxjIa1uD/BAEkSO8hWgi5DeIHkq3SKxqHg39jLhg2p0YNFPzI3Mu7sejLkJf0NYKbV5MtolpRXqu7wR49mEKZ4TCIV6/wn4pasQcuqKXXPu3glsMLOFwJ+a2a3AMuBhd/9RPEY3bikp0ne7CTfZo98vk8oXf04oUyIpGd13edfRx4HvxmPyq1rsMrOrCKOVC5MbBJlyfwqc4O47YeTa2kYo6/Nv8bEGwltjsovR+wn5yloIPMqkBJIxsfX8OJzseRfSLkK+VhIoNuTd1V1JqE14g5exTF8mx+i+iw/PtVCT6wRCAvId7r49rTbKgQpccyP5jnkByDbC6EkroXzTURYS/m9Xvk96irxfDhLqD/40HpojrBx1wmrfV1DSf6qK9N09wPx4WAOv3t/5MUKfajQyJe7+B+APef/2eHPWz/7tMC3vBuDrhLjlFt10H6jqU9v58oaTh2OeQS/wLeDw+PhQHPI/Hrgc+JS7PzGZbZLy+KvLHryd8Mb318Be4KV40Y0w7apRE/KuuZEgMn861ELh4zcRylf8BbCdsFODpGzU+2WDh9qCNxFmAXD3wfjcPEId3hsIOVuSsvy+iw/9kLDl7+j3UgjX25PAjilroJTkYXvYG4HTbX8VmWYz+xAhVeHPPZTaklGqvtim5C80W0FYRfWgu//czD5OKEvS5+6rp7QxUjYzayYEktcADxNuCL5PGNU+Atjn7g+n10Ipxsw+QEhHWErYP/YqVwHrmhcXRX2aUJv1dsKitrMIU6nvcRX+r1lm9k7gw4Sb8H92934zOwM4Hvh9/iIcqQ1xgOQEQurPi8A7CTVc73b376bYtJo25YEkjEy1HU24yHqA+wi17PSmWOMslFQ4D/hHwh11L2HBzUbXJvY1K+b7rCLkbR0KnOJ55bekdsW+O4kwgtxHCCrvde2GUvNi3y0H3kfYse0o4AfAbzRFWrtiv70BeB543t33ptykmpZKICnZF28GzgD+2t3fl3Z7pDyxqZhAUgAABGZJREFU304l3MTd6u6FtigVkSqzsENOf9rtEKk2BZIi01RSHy3tdoiISHYpkBQRERGRikzqqm0RERERqV8KJEVERESkIgokRURERKQiCiRFREREpCIKJEVERESkIgokRURERKQiCiRFREREpCIKJEVERESkIgokRURERKQiCiRFREREpCIKJEVERESkIo1pN0BEpFaZ2TnAm4E5QC+w0d03pdsqEZHaoRFJEZFRzOwCM7uREDxenfd9jpndEQNMEZFpT4GkiEwbZrbWzH4Vg8E7zGxJgWM2AJ3uvsbdN7l7L4C797r7ne5+LtBqZmunuv0iIrVGgaSITAsxQFzj7m8E1gFLgBtHHbOWMqav3f0moFcjkyIy3SmQFJG6Z2YrgLXsDxw3ACtGHTMHOLzcHMgYTK6qZjtFRLJGgaSITAdr4veH4vd18evcvGMuYNQIZRk2alRSRKYzBZIiMh2cF79vBnD3Tne/Jsl/jNrcvXOc591EWNUtIjItqfyPiNS1OGU9h7CAprfIoa0xj7KQ04s8N2dCDRQRyTAFkiJS794Uvz9U9CjY5e7rCj1hZhuKPTeRxomIZJmmtkWk3iULYjaWOK43jl6WzcxOB/5vRa0SEakDCiRFpO7EguI9ZtZDWK0NsCF5bIwakDeyP5eyXKsIeZIiItOSprZFpO7E0jw3AcRgco67H1biZzrN7I1mtqScRTdxNPKFEnmXIiJ1TSOSIlK38hfalHO8u68B1hXa8WbUeVcA57r7NRNvpYhIdmlEUkTqWbkLbUa4+xozu9HMngZuyh9xjAHmmuS4qrZURCSDFEiKSD1Ldq8Z14KYGEwuAS6Po5qtZnZHPM/Vms4WEQkUSIpIPUuKhZc9IpmIeZIFS/6IiEigHEkRqWfJiOTmVFshIlKnzN3TboOIyKQwMwd6S63YFhGRymhEUkTqUlxZDRqNFBGZNAokRaRejXvFtoiIjI8CSRGpV2+M37WFoYjIJNGqbRGpV+MakRy1bWIbsKGcHW5ERKYzLbYRkboUF9rg7lbiuCXARmCdu98ZH5tDCCRVdFxEpAhNbYtI3cnb4nBTGYffAWxKgkgAFRwXESmPprZFpB6dHr9vLHZQnM5eAZyb99gSYAMqRi4iUpICSRGpR8lCm5tKHLcG6AXOMRuZAe8FPqlRSRGR0pQjKSKZZ2YbgDlJTqOZPQ10uvuqEj/nwE3KhRQRqYxGJEUk08zsHGBt/O9kOnoJedPVJTw9Ge0SEZkOtNhGRLKuN36tidPRG4Br3L2csj9jHjOqHJCIiBSgQFJEMs3dNwFXA6vMbCNhb+1yF8pcDbxq+tvM5sSp8jsL/4iIiCSUIyki05qZXUAoQP5CfKjX3Ust0hERERRIioiIiEiFNLUtIiIiIhVRICkiIiIiFVEgKSIiIiIVUSApIiIiIhVRICkiIiIiFVEgKSIiIiIVUSApIiIiIhVRICkiIiIiFVEgKSIiIiIVUSApIiIiIhVRICkiIiIiFfn/hsZrVLzerP0AAAAASUVORK5CYII=\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010_T12*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100_T12*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120_T12*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OUT\n",
- "\n",
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100_T23 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100_T23.append(fr)\n",
- "frs_100_T23 = np.vstack(frs_100_T23)\n",
- "\n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010_T23 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010_T23.append(fr)\n",
- "frs_010_T23 = np.vstack(frs_010_T23)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120_T23 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120_T23.append(fr)\n",
- "frs_120_T23 = np.vstack(frs_120_T23)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010_T23*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100_T23*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120_T23*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "scen = Texture.OET\n",
- "\n",
- "s = [1, 0, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_100_T13 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_100_T13.append(fr)\n",
- "frs_100_T13 = np.vstack(frs_100_T13)\n",
- "\n",
- "s = [0, 1, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_010_T13 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_010_T13.append(fr)\n",
- "frs_010_T13 = np.vstack(frs_010_T13)\n",
- "\n",
- "s = [1, 2, 0]\n",
- "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n",
- "frs_120_T13 = []\n",
- "for x in sc:\n",
- " mf_perbin = []\n",
- " for i_sf, sf_perbin in enumerate(source_flux):\n",
- " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n",
- " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n",
- " mf_perbin.append(fr)\n",
- " measured_flux = np.array(mf_perbin).T\n",
- " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n",
- " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n",
- " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n",
- " frs_120_T13.append(fr)\n",
- "frs_120_T13 = np.vstack(frs_120_T13)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n",
- "\n",
- "# Plot\n",
- "tax.scatter(frs_010_T13*nbins, marker='o', s=2, alpha=1, color='green')\n",
- "tax.scatter(frs_100_T13*nbins, marker='o', s=2, alpha=1, color='blue')\n",
- "tax.scatter(frs_120_T13*nbins, marker='o', s=2, alpha=1, color='red')\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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('-')"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/syst_variations.ipynb b/plot_llh/syst_variations.ipynb
deleted file mode 100644
index a7161f5..0000000
--- a/plot_llh/syst_variations.ipynb
+++ /dev/null
@@ -1,515 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/smandalia/.local/lib/python2.7/site-packages/matplotlib2tikz/__init__.py:31: UserWarning: matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\n",
- " warnings.warn(\"matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\")\n"
- ]
- }
- ],
- "source": [
- "\"\"\"Systematic variations of HESE 7yr sample\"\"\"\n",
- "from copy import deepcopy\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import pyplot as plt\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "import matplotlib2tikz"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::UnfoldingSegment, std::allocator<golemfit::UnfoldingSegment> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::AstrophysicalNeutrinoModel, std::allocator<golemfit::AstrophysicalNeutrinoModel> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 3u, std::allocator<double> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 5u, std::allocator<double> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n"
- ]
- }
- ],
- "source": [
- "import GolemFitPy as gf\n",
- "\n",
- "# setup fitter\n",
- "datapaths = gf.DataPaths()\n",
- "npp = gf.NewPhysicsParams()\n",
- "\n",
- "sparams = gf.SteeringParams(gf.sampleTag.MagicTau)\n",
- "sparams.quiet = False\n",
- "sparams.fastmode = False\n",
- "sparams.minFitEnergy = 6E4 # GeV\n",
- "sparams.maxFitEnergy = 1E7 # GeV\n",
- "sparams.load_data_from_text_file = False\n",
- "sparams.use_legacy_selfveto_calculation = False\n",
- "sparams.do_HESE_reshuffle=False\n",
- "\n",
- "FITTER = gf.GolemFit(datapaths, sparams, npp)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1.0 2.5 2.0 0.444444447756 0.0 8.0 7.0 1.0 1.0 0.0 10.0 9.99999968266e-21 0.990000009537 0.0 1.0 1.0 1.0 1.0 56400.0 0.0\n",
- "convNorm = 1.0\n",
- "promptNorm = 1.0\n",
- "muonNorm = 1.0\n",
- "astroNorm = 8.0\n",
- "astroDeltaGamma = 2.5\n"
- ]
- }
- ],
- "source": [
- "fitparams = gf.FitParameters(gf.sampleTag.MagicTau)\n",
- "print fitparams.anisotropyScale,\n",
- "print fitparams.astroDeltaGamma,\n",
- "print fitparams.astroDeltaGammaSec,\n",
- "print fitparams.astroFlavorAngle1,\n",
- "print fitparams.astroFlavorAngle2,\n",
- "print fitparams.astroNorm,\n",
- "print fitparams.astroNormSec,\n",
- "print fitparams.astroParticleBalance,\n",
- "print fitparams.convNorm,\n",
- "print fitparams.CRDeltaGamma,\n",
- "print fitparams.cutoffEnergy,\n",
- "print fitparams.darkNorm,\n",
- "print fitparams.domEfficiency,\n",
- "print fitparams.holeiceForward,\n",
- "print fitparams.muonNorm,\n",
- "print fitparams.NeutrinoAntineutrinoRatio,\n",
- "print fitparams.piKRatio,\n",
- "print fitparams.promptNorm,\n",
- "print fitparams.timeSplit,\n",
- "print fitparams.zenithCorrection\n",
- "\n",
- "nuisance = ('convNorm', 'promptNorm', 'muonNorm', 'astroNorm', 'astroDeltaGamma')\n",
- "for n in nuisance:\n",
- " print n, '=', fitparams.__getattribute__(n)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.00184875]\n",
- "[0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244]\n",
- "2635.5112\n"
- ]
- }
- ],
- "source": [
- "binning = FITTER.GetEnergyBinsMC()\n",
- "print np.diff(np.log10(binning))\n",
- "print np.diff(np.log10(np.logspace(np.log10(6E4), np.log10(1E7), 21)))\n",
- "\n",
- "livetime = FITTER.GetLivetime()/(3600.*24)\n",
- "print livetime"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "def parse_exp(x):\n",
- " h = np.sum(x, axis=(0,1,2,3))\n",
- " return np.concatenate([[h[0]], h])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "null_exp = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "\n",
- "d = fitparams.convNorm\n",
- "fitparams.convNorm = 1.4\n",
- "norm_conv_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.convNorm = 0.6\n",
- "norm_conv_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.convNorm = d\n",
- "\n",
- "d = fitparams.promptNorm\n",
- "fitparams.promptNorm = 2.4\n",
- "prompt_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.promptNorm = 0\n",
- "prompt_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.promptNorm = d\n",
- "\n",
- "d = fitparams.muonNorm\n",
- "fitparams.muonNorm = 1.5\n",
- "muon_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.muonNorm = 0.5\n",
- "muon_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.muonNorm = d\n",
- "\n",
- "d = fitparams.astroNorm\n",
- "fitparams.astroNorm = 12\n",
- "astro_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroNorm = 4\n",
- "astro_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroNorm = d\n",
- "\n",
- "d = fitparams.astroDeltaGamma\n",
- "fitparams.astroDeltaGamma = 3\n",
- "dastro_index_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroDeltaGamma = 2\n",
- "dastro_index_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroDeltaGamma = d"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f11881b6a10>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, norm_conv_p, drawstyle='steps-pre', label=r'$+40\\%\\:N_{\\rm{atm}}$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, norm_conv_n, drawstyle='steps-pre', label=r'$-40\\%\\:N_{\\rm{atm}}$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_convnorm.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179a73a10>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, prompt_p, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=2.4$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, prompt_n, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=0$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_prompt.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179863390>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, muon_p, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=1.5$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, muon_n, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=0.5$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_muon.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179a3fa90>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, astro_p, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=12$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, astro_n, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=4$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_astro.tex\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f11796f0e50>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, dastro_index_p, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=3.0$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, dastro_index_n, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=2.0$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_astro_index.tex\")"
- ]
- }
- ],
- "metadata": {
- "anaconda-cloud": {},
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/plot_llh/test.tex b/plot_llh/test.tex
deleted file mode 100644
index 97c09ec..0000000
--- a/plot_llh/test.tex
+++ /dev/null
@@ -1,795 +0,0 @@
-% This file was created by matplotlib2tikz v0.7.5.
-\begin{tikzpicture}
-
-\begin{axis}[
-hide x axis,
-hide y axis,
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-legend style={at={(0.98,0.99)}, draw=none},
-tick pos=left,
-xmin=-1.25, xmax=26.25,
-ymin=-2.5, ymax=22.5
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-\node at (axis cs:26.7625,-0.324759526419165)[
- scale=1.15,
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- text=black,
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-\node at (axis cs:24.2625,4.00536749250303)[
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-\node at (axis cs:14.2625,21.3258755681918)[
- scale=1.15,
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- text=black,
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-]{1.0};
-\node at (axis cs:-0.9375,0.974278579257493)[
- scale=1.15,
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- scale=1.15,
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-\node at (axis cs:-0.9375,-2.27331668493415)[
- scale=1.15,
- anchor=base,
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- rotate=335.0
-]{0.0};
-\node at (axis cs:4.0625,-2.27331668493415)[
- scale=1.15,
- anchor=base,
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- rotate=335.0
-]{0.2};
-\node at (axis cs:9.0625,-2.27331668493415)[
- scale=1.15,
- anchor=base,
- text=black,
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-]{0.4};
-\node at (axis cs:14.0625,-2.27331668493415)[
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-]{0.6};
-\node at (axis cs:19.0625,-2.27331668493415)[
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-]{0.8};
-\node at (axis cs:24.0625,-2.27331668493415)[
- scale=1.15,
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- text=black,
- rotate=335.0
-]{1.0};
-\node at (axis cs:0.9,0.519615242270663)[
- scale=1.55,
- anchor=base,
- text=black,
- rotate=0.0
-]{$f_{\mu,\oplus}$};
-\node at (axis cs:0.1,0.519615242270663)[
- scale=1.55,
- anchor=base,
- text=black,
- rotate=0.0
-]{$f_{\tau,\oplus}$};
-\node at (axis cs:0.5,-0.0866025403784439)[
- scale=1.55,
- anchor=base,
- text=black,
- rotate=0.0
-]{$f_{e,\oplus}$};
-\end{axis}
-
-\end{tikzpicture} \ No newline at end of file
diff --git a/plot_llh/testing.py b/plot_llh/testing.py
deleted file mode 100644
index 5577f4b..0000000
--- a/plot_llh/testing.py
+++ /dev/null
@@ -1,583 +0,0 @@
-
-# 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/thesis.ipynb b/plot_llh/thesis.ipynb
deleted file mode 100644
index 618e86c..0000000
--- a/plot_llh/thesis.ipynb
+++ /dev/null
@@ -1,446 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\n",
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.patches import Circle, Rectangle, Wedge\n",
- "import matplotlib.colors as mcolors\n",
- "from matplotlib.legend_handler import HandlerPatch\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "mpl.rcParams['text.latex.preamble'] = [\n",
- " r'\\usepackage{amsmath}',\n",
- " r'\\usepackage{amssymb}',\n",
- " r'\\usepackage{accents}',\n",
- " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
- " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
- "mpl.rcParams['text.latex.unicode'] = True\n",
- "\n",
- "from scipy import interpolate\n",
- "from tqdm import tqdm_notebook as tqdm\n",
- "import shapely.geometry as sg\n",
- "import shapely.ops as so\n",
- "\n",
- "import warnings\n",
- "with warnings.catch_warnings():\n",
- " import ternary\n",
- "\n",
- " warnings.simplefilter(\"ignore\")\n",
- " from utils import fr as fr_utils\n",
- " from utils import misc as misc_utils\n",
- " from utils import plot as plot_utils\n",
- "\n",
- "from unitarity import calc_unitarity_bounds\n",
- "\n",
- "tRed = list(np.array([226,101,95]) / 255.)\n",
- "tBlue = list(np.array([96,149,201]) / 255.)\n",
- "tGreen = list(np.array([170,196,109]) / 255.)\n",
- "grey = list(mcolors.to_rgb('grey'))\n",
- "nbins = 25\n",
- "fontsize = 23"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "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": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[array([0.33333333, 0.66666667, 0. ]), array([0.30535346, 0.3527747 , 0.34187184])]\n",
- "[array([0., 1., 0.]), array([0.18301213, 0.43765598, 0.37933189])]\n",
- "[array([1., 0., 0.]), array([0.55003613, 0.18301213, 0.26695174])]\n"
- ]
- }
- ],
- "source": [
- "s = [1, 2, 0]\n",
- "SM_120 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
- "s = [0, 1, 0]\n",
- "SM_010 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
- "s = [1, 0, 0]\n",
- "SM_100 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
- "print SM_120\n",
- "print SM_010\n",
- "print SM_100\n",
- "\n",
- "SM_X = np.load('./chains/mc_x.npy')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:297: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "../utils/plot.py:296: RuntimeWarning: invalid value encountered in sqrt\n",
- " area = np.sqrt(s*(s-a)*(s-b)*(s-c))\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
- " (i, m, i)))\n"
- ]
- }
- ],
- "source": [
- "# Calculate nufit boundary\n",
- "polys = []\n",
- "for x in (SM_X[SM_X[:,0]>=(1/3.)], SM_X[SM_X[:,0]<(1/3.)]):\n",
- " polys.append(plot_utils.flavour_contour(\n",
- " frs = x,\n",
- " plot = False,\n",
- " nbins = nbins,\n",
- " coverage = 95,\n",
- " oversample = 15,\n",
- " delaunay = True,\n",
- " d_alpha = 0.04,\n",
- " d_gauss = 0.02,\n",
- " smoothing = 4,\n",
- " hist_smooth = 0.03\n",
- " ))\n",
- "p1 = sg.Polygon(polys[0])\n",
- "p2 = sg.Polygon(polys[1])\n",
- "nufit_bound = so.cascaded_union([p1,p2]).exterior.xy"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot\n",
- "tax.scatter([SM_120[0]*nbins], marker='o', s=350, facecolors=tRed,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([SM_010[0]*nbins], marker='s', s=350, facecolors=tGreen,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([SM_100[0]*nbins], marker='^', s=350, facecolors=tBlue,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
- "\n",
- "tax.scatter([SM_120[1]*nbins], marker='o', s=350, edgecolors='k',\n",
- " facecolors='white', linewidth=2.3, zorder=10)\n",
- "tax.scatter([SM_010[1]*nbins], marker='s', s=350, edgecolors='k',\n",
- " facecolors='white', linewidth=2.3, zorder=10)\n",
- "tax.scatter([SM_100[1]*nbins], marker='^', s=350, edgecolors='k',\n",
- " facecolors='white', linewidth=2.3, zorder=10)\n",
- "\n",
- "ax.annotate(\"\", xy=np.array([0.415, 0.44])*nbins, xytext=np.array([0.499, 0.83])*nbins,\n",
- " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
- "ax.annotate(\"\", xy=np.array([0.505, 0.335])*nbins, xytext=np.array([0.64, 0.55])*nbins,\n",
- " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
- "ax.annotate(\"\", xy=np.array([0.67, 0.14])*nbins, xytext=np.array([0.975, 0.014])*nbins,\n",
- " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
- " fontsize=l_size, prop={'size': fontsize})\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "ax.add_artist(legend)\n",
- "\n",
- "# Plot NuFIT boundary\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1],\n",
- " linewidth = 1.5,\n",
- " edgecolor = 'None',\n",
- " facecolor = 'white',\n",
- " alpha = 1,\n",
- " zorder = 4,\n",
- ")\n",
- "ax.fill(\n",
- " nufit_bound[0], nufit_bound[1], \n",
- " linewidth = 1.5,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'None',\n",
- " alpha = 1,\n",
- " zorder = 5,\n",
- " hatch = 'XXX'\n",
- ")\n",
- "\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
- " linewidth=2., label=r'Standard Model')\n",
- ")\n",
- "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\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",
- "ax.add_artist(legend)\n",
- "\n",
- "fig.savefig('./plots/thesis.pdf', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Load chains for Unitary MCMC + HESE contour\n",
- "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
- "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
- "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
- "\n",
- "bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "flavour_angles = bc_chains[:,-2:]\n",
- "flavour_ratios = np.array(\n",
- " map(fr_utils.angles_to_fr, flavour_angles)\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(900000, 3)\n"
- ]
- }
- ],
- "source": [
- "# Only plot n points\n",
- "n = 8000\n",
- "SM_120 = SM_120[:n]\n",
- "SM_100 = SM_100[:n]\n",
- "SM_010 = SM_010[:n]\n",
- "\n",
- "print flavour_ratios.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
- "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
- "f_s_100 = fr_utils.normalise_fr((1, 0, 0))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "n_samples = 1000\n",
- "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
- "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
- "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot source dots\n",
- "tax.scatter([f_s_120*nbins], marker='o', s=350, facecolors=tRed,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_010*nbins], marker='s', s=350, facecolors=tGreen,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_100*nbins], marker='^', s=350, facecolors=tBlue,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
- "\n",
- "# Plot unitary boundaries\n",
- "for f_m, col, zorder in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue), (9, 5, 5))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " facecolor = col+[0.2],\n",
- " edgecolor = None,\n",
- " zorder = 5\n",
- " )\n",
- " tax.plot(\n",
- " f_m*nbins,\n",
- " linewidth = 3,\n",
- " color = col,\n",
- " zorder = zorder\n",
- " )\n",
- "\n",
- "# Plot unitary points\n",
- "tax.scatter(SM_120*nbins, marker='.', s=2, alpha=0.5, color=tRed, zorder=8)\n",
- "tax.scatter(SM_010*nbins, marker='.', s=2, alpha=0.5, color=tGreen, zorder=7)\n",
- "tax.scatter(SM_100*nbins, marker='.', s=2, alpha=0.5, color=tBlue, zorder=6)\n",
- " \n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
- " fontsize=l_size, prop={'size': fontsize})\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "ax.add_artist(legend)\n",
- "\n",
- "# Plot HESE contour\n",
- "coverages = {68: 'grey', 90: 'darkgrey'}\n",
- "for cov in coverages.iterkeys():\n",
- " plot_utils.flavour_contour(\n",
- " frs = flavour_ratios,\n",
- " fill = True,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = cov,\n",
- " linewidth = 2.5,\n",
- " color = coverages[cov],\n",
- " alpha = 0.2,\n",
- " zorder = 4,\n",
- " oversample = 1.8,\n",
- "# debug = True\n",
- " )\n",
- "# Text\n",
- "ax.text(0.34*nbins, 0.225*nbins, r'$68\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
- "ax.text(0.34*nbins, 0.13*nbins, r'$90\\%$', fontsize=fontsize, rotation=6, zorder=6)\n",
- "fig.text(\n",
- " 0.3, 0.8, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n",
- " horizontalalignment='center', color='r'\n",
- ")\n",
- "\n",
- "fig.savefig('./plots/unitarity.pdf', bbox_inches='tight', dpi=150)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/trajectory.ipynb b/plot_llh/trajectory.ipynb
deleted file mode 100644
index 3f9f644..0000000
--- a/plot_llh/trajectory.ipynb
+++ /dev/null
@@ -1,1099 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "../utils/plot.py:24: UserWarning: \n",
- "This call to matplotlib.use() has no effect because the backend has already\n",
- "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n",
- "or matplotlib.backends is imported for the first time.\n",
- "\n",
- "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n",
- " \"__main__\", fname, loader, pkg_name)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n",
- " exec code in run_globals\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n",
- " app.launch_new_instance()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n",
- " app.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n",
- " self.io_loop.start()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n",
- " handler_func(fd_obj, events)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n",
- " self._handle_recv()\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n",
- " self._run_callback(callback, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n",
- " callback(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n",
- " return fn(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n",
- " return self.dispatch_shell(stream, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n",
- " handler(stream, idents, msg)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n",
- " user_expressions, allow_stdin)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n",
- " res = shell.run_cell(code, store_history=store_history, silent=silent)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n",
- " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n",
- " self.events.trigger('post_run_cell')\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n",
- " func(*args, **kwargs)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n",
- " activate_matplotlib(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n",
- " matplotlib.pyplot.switch_backend(backend)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n",
- " matplotlib.use(newbackend, warn=False, force=True)\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n",
- " reload(sys.modules['matplotlib.backends'])\n",
- " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n",
- " line for line in traceback.format_stack()\n",
- "\n",
- "\n",
- " mpl.use('Agg')\n"
- ]
- }
- ],
- "source": [
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\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",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "from scipy import interpolate\n",
- "\n",
- "from tqdm import tqdm_notebook as tqdm\n",
- "import ternary\n",
- "\n",
- "from utils import fr as fr_utils\n",
- "from utils import misc as misc_utils\n",
- "from utils import plot as plot_utils\n",
- "#from utils.enums import MixingScenario"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n",
- "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n",
- "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n",
- "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n",
- "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n",
- "[0.26, 0.4179999999999999, 0.32200000000000006]\n",
- "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n",
- "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n"
- ]
- }
- ],
- "source": [
- "s = [1, 0, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "s = [0, 1, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "s = [1, 2, 0]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "s = [0, 0, 1]\n",
- "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n",
- "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "m = [0.26, 0.418, 0.322]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "m = [0.533, 0.230, 0.237]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "m = [0.206, 0.434, 0.361]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "-> [ 0.000 0.000 1.000] = [ 0.000 0.000]\n",
- "[0.0, 0.0, 1.0]\n",
- "-> [ 0.000 0.010 0.990] = [ 0.000 -1.000]\n",
- "[0.0, 0.010000000000000009, 0.99]\n",
- "-> [ 0.010 0.000 0.990] = [ 0.000 1.000]\n",
- "[0.01, 8.88178419700126e-18, 0.99]\n",
- "[4.999999999999449e-07, 0.0099995, 0.99]\n"
- ]
- }
- ],
- "source": [
- "m = [0, 0, 1]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "m = [0, 0.01, 0.99]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "m = [0.01, 0, 0.99]\n",
- "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n",
- "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n",
- "\n",
- "print map(float, fr_utils.angles_to_fr([0.0001, -0.9999]))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
- "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
- "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
- "\n",
- "SM_X = np.load('./chains/mc_x.npy')\n",
- "SM_U = np.load('./chains/mc_unitary.npy')\n",
- "\n",
- "T13_010 = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
- "T23_100 = np.genfromtxt('./frs/fr_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')\n",
- "#T13_010 = np.genfromtxt('./frs/fr_DIM4_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
- "#T23_100 = np.genfromtxt('./frs/fr_DIM4_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(200000, 3) (200000, 3) (69648, 4) (69023, 4)\n"
- ]
- }
- ],
- "source": [
- "print SM_120.shape, SM_100.shape, T13_010.shape, T23_100.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "flavour_angles = bc_chains[:,-2:]\n",
- "flavour_ratios = np.array(\n",
- " map(fr_utils.angles_to_fr, flavour_angles)\n",
- ")\n",
- "\n",
- "nbins = 25"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "T13_010_an = np.array(map(fr_utils.fr_to_angles, T13_010[:,:-1]))\n",
- "T23_100_an = np.array(map(fr_utils.fr_to_angles, T23_100[:,:-1]))"
- ]
- },
- {
- "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": [],
- "source": [
- "def cmap_discretize(cmap, N):\n",
- " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n",
- " colors_rgba = cmap(colors_i)\n",
- " indices = np.linspace(0, 1., N+1)\n",
- " cdict = {}\n",
- " for ki,key in enumerate(('red','green','blue')):\n",
- " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in xrange(N+1) ]\n",
- " # Return colormap object.\n",
- " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "6.7289209e-39\n"
- ]
- }
- ],
- "source": [
- "PS = 8.203e-20 # GeV^{-1}\n",
- "PS_D6 = PS**2\n",
- "print PS_D6"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "min_scale -52.0\n",
- "max_scale -40.0\n",
- "min_scale -13.827945423101944\n",
- "max_scale -1.8279454231019443\n"
- ]
- }
- ],
- "source": [
- "d = [T13_010, T23_100]\n",
- "min_scale = 1E100\n",
- "max_scale = -1E100\n",
- "\n",
- "for i in d:\n",
- " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n",
- " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n",
- "\n",
- "print 'min_scale', min_scale\n",
- "print 'max_scale', max_scale\n",
- "\n",
- "min_scale -= np.log10(PS_D6)\n",
- "max_scale -= np.log10(PS_D6)\n",
- "\n",
- "print 'min_scale', min_scale\n",
- "print 'max_scale', max_scale\n",
- "\n",
- "#min_scale = -10\n",
- "#max_scale = 8"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "fontsize = 23\n",
- "\n",
- "def alp(x):\n",
- " y = list(x)\n",
- " y[-1] = 0.7\n",
- " return y\n",
- "\n",
- "#cmap_010 = plt.get_cmap('jet', 10)\n",
- "#cmap_100 = plt.get_cmap('jet', 10)\n",
- "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n",
- "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n",
- "cmap_010 = cmap_discretize(cmap_g, 10)\n",
- "cmap_100 = cmap_discretize(cmap_b, 10)\n",
- "cmap_001 = cmap_discretize(cmap_b, 10)\n",
- "\n",
- "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
- "\n",
- "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1]-np.log10(PS_D6))))\n",
- "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1]-np.log10(PS_D6))))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[0.36384429 0.33097686 0.30517885]\n",
- " [0.3642224 0.33090046 0.30487714]\n",
- " [0.3642224 0.33090046 0.30487714]\n",
- " ...\n",
- " [0.40636667 0.35579595 0.23783738]\n",
- " [0.40636667 0.35579595 0.23783738]\n",
- " [0.40636667 0.35579595 0.23783738]]\n",
- "(200000, 3)\n",
- "\n",
- "[[0.54269219 0.226958 0.23034981]\n",
- " [0.54269219 0.226958 0.23034981]\n",
- " [0.54269219 0.226958 0.23034981]\n",
- " ...\n",
- " [0.34185681 0.29456371 0.36357948]\n",
- " [0.34185681 0.29456371 0.36357948]\n",
- " [0.34185681 0.29456371 0.36357948]]\n"
- ]
- }
- ],
- "source": [
- "print SM_120\n",
- "print SM_120.shape\n",
- "print\n",
- "print SM_100"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[ 4.625 15.65 4.725]\n",
- " [ 0.2 24.6 0.2 ]\n",
- " [ 5.275 10.175 9.55 ]\n",
- " ...\n",
- " [ 0.8 23.3 0.9 ]\n",
- " [ 7.1 10.55 7.35 ]\n",
- " [ 5.45 13.55 5.975]]\n"
- ]
- }
- ],
- "source": [
- "print T13_010[:,:-1]*nbins"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
- " (i, m, i)))\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
- " (i, m, i)))\n",
- "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n",
- " circum_r = a*b*c/(4.0*area)\n",
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(gs[0])\n",
- "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "\n",
- "coverages = {68: 'grey', 90: 'darkgrey'}\n",
- "for cov in coverages.iterkeys():\n",
- " plot_utils.flavour_contour(\n",
- " frs = flavour_ratios,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = cov,\n",
- " linewidth = 2.3,\n",
- " color = coverages[cov],\n",
- " alpha=0.6,\n",
- " zorder=5\n",
- " )\n",
- "\n",
- "# Trajectories\n",
- "tax.scatter(T13_010[:,:-1]*nbins, marker='o', s=0.03, color=color_010, zorder=10)\n",
- "tax.scatter(T23_100[:,:-1]*nbins, marker='o', s=0.03, color=color_100, zorder=10)\n",
- "\n",
- "# SM\n",
- "#tax.scatter(SM_120*nbins, marker='o', s=0.03, alpha=0.06, color='red', zorder=2)\n",
- "\n",
- "#SM_010100 = np.concatenate([SM_100, SM_010])\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_120,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'red',\n",
- " alpha = 0.2,\n",
- " zorder = 1\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_100,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_010,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 100,\n",
- " linewidth = 2,\n",
- " color = 'gainsboro',\n",
- " alpha = 1,\n",
- " zorder = 0\n",
- ")\n",
- "\n",
- "# plot_utils.flavour_contour(\n",
- "# frs = SM_U,\n",
- "# ax = ax,\n",
- "# fill = True,\n",
- "# nbins = nbins,\n",
- "# coverage = 100,\n",
- "# linewidth = 2,\n",
- "# color = 'gainsboro',\n",
- "# alpha = 1,\n",
- "# zorder = 0\n",
- "# )\n",
- "# plot_utils.flavour_contour(\n",
- "# frs = SM_U,\n",
- "# ax = ax,\n",
- "# fill = True,\n",
- "# nbins = nbins,\n",
- "# coverage = 100,\n",
- "# linewidth = 2,\n",
- "# color = 'gainsboro',\n",
- "# alpha = 1,\n",
- "# zorder = 0,\n",
- "# oversample = 4,\n",
- "# delaunay = True,\n",
- "# d_alpha = 1.2,\n",
- "# smoothing = 4\n",
- "# )\n",
- "#tax.scatter(SM_U*nbins, marker='o', s=0.9, alpha=0.12, color='red', zorder=3)\n",
- "\n",
- "#tax.scatter(SM_100*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n",
- "#tax.scatter(SM_010*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n",
- "\n",
- "plot_utils.flavour_contour(\n",
- " frs = SM_X,\n",
- " ax = ax,\n",
- " fill = True,\n",
- " nbins = nbins,\n",
- " coverage = 90,\n",
- " linewidth = 1.2,\n",
- " edgecolor = 'k',\n",
- " facecolor = 'none',\n",
- " alpha = 0.8,\n",
- " zorder = 2,\n",
- " oversample = 10,\n",
- " delaunay = True,\n",
- " d_alpha = 0.1,\n",
- " smoothing = 4,\n",
- " hatch = 'XXX'\n",
- ")\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(0.34*nbins, 0.14*nbins, r'$68\\%$', fontsize=fontsize, rotation=3)\n",
- "ax.text(0.34*nbins, 0.035*nbins, r'$90\\%$', fontsize=fontsize, rotation=0)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "# legend_elements.append(\n",
- "# Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n",
- "# linewidth=2., label=r'$\\left (0:1:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n",
- "# )\n",
- "# legend_elements.append(\n",
- "# Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
- "# linewidth=2., label=r'$\\left (1:0:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n",
- "# )\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='grey', alpha=0.7, edgecolor='k',\n",
- " #linewidth=2., label=r'$\\left (0:1:0\\right ) + \\left (1:0:0\\right )$')\n",
- " linewidth=2., label=r'$\\rm New\\:Physics\\:Territory$')\n",
- ")\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='red', alpha=0.8, edgecolor='k',\n",
- " linewidth=2., label=r'$\\left (1:2:0\\right )\\:{\\rm subset}$')\n",
- ")\n",
- "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
- " #title='Maximum New Physics',\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",
- "ax.add_artist(legend)\n",
- "\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
- " linewidth=2., label=r'$\\rm Standard\\:Model$')\n",
- ")\n",
- "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\n",
- " #title='Standard Model',\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(1, 2, subplot_spec=gs[1])\n",
- "ax0 = fig.add_subplot(gs00[0])\n",
- "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(0.5, 2, r'$\\left (0:1:0\\right )\\:{\\rm w}/\\:\\mathcal{O}_{e\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\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",
- "ax1.text(0.5, 2, r'$\\left (1:0:0\\right )\\:\\:{\\rm w}/\\:\\mathcal{O}_{\\mu\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda_{6}\\:/\\:{\\rm M}^{2}_{\\rm Planck})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center')\n",
- "\n",
- "# save\n",
- "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n",
- "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "ename": "IOError",
- "evalue": "[Errno 2] No such file or directory: 'kf.npy'",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-16-95425441735f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mtax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_tax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max_labels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mKF_FR\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'kf.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m plot_utils.flavour_contour(\n\u001b[1;32m 9\u001b[0m \u001b[0mfrs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKF_FR\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;32m/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 384\u001b[0;31m \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 385\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_pathlib_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;31mIOError\u001b[0m: [Errno 2] No such file or directory: 'kf.npy'"
- ]
- },
- {
- "data": {
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iS4B3As+o6j8BnwOWAr8QkcWx2X0WL4AGYKs9ZwHwZTvmPyeR/eFly5adtmXLlj3j4+Nfyea6Pc/rwvgScsL3/TAQ9TwvlT/hEFR1fN++fZf19fXR2Nj4WRFZmKt8h2OycIrfkYy/BH6rqq8AWBv7pzF2+h+IyHK7PaUNPO7F0A/0isipwLeBDwMnq+pNCcfXFBcXf6WtrY29e/depaqDOVz7Ht/363M4D0yGbtYVP1X10R07dvxoZGSkDMjqZeVwHAmc4nccQERCdkZ+ETAYt02s3f5dwHHAdSJynN0/4aw/7sVQBVwM/Bx4CWhU1S2JxxcXF3++pqamvr29/Qngu7ncgzX5jNjZe8b4vl+LqS2UE/v377+yo6NjuL6+/oMi8vpcx3E4JgOn+B0HsDb4NowCPD9um9p4/D7go8B7gVUiUp1o85/gRXAu8HfAear6j8lCM0XkmMbGxtWzZs1CVa/Is53iEMahnBG+7wuA53lj6Y6dCFXdGgqFvr5w4UJqa2vvio9scjimGu6X03EIIlKJiV9/nYgcyIiNxeOr6gbgXuAjwFl2W3xETzKF/RNgtk3ySkp5efmt9fX1xa2trf+hqk/lcw+e540AxVkkdRUDGdv1J2JsbOzGtra2joULF54uIh/MZywRWSMiF9jPmlShrxOcXysi6+y560TkHhG5IJ9rcswcnOJ3HIK1qz8OfAA4I35fbBarqpdiTEGfTGxFKCKzRORKEXmH/V4CDKnqfiZARFbOnz//3R0dHUPDw8NrA7qVfjIv3VzneV5inf6sUdWB9vb2q4uLi6murl5vy1RnjYg8BDysqg/Yz3pgQ5bKf52qrlXV9fbfVcBrReSSXK7JMbNwit9xGKp6N8YWf328slHVqIjEbOcXAe8BGuHgSwFjYrkWeKvd1gD8VEQOlHGIx4536969e9m5c+cXrakpb2xkjqSz9VtHcM62/URU9TvPPffcb1V1PubnkBWxWbmqPpOw6ybgngzHWJPsWFVdiwnPdRzlOMXvmIi/x8z4V9nMW8CYfEQkpKpPYJqtfNVuj9rtHcBZqnqN9Q/sAO4C1iUTEgqFPnnyySefGIlEtkSj0VuCvAHP8zqACSN8Yi+FfGz7iahqNBqNri4rK2Px4sVXZ2uiwSjmRKWP3bYiw2bvy7KU6TjKcIrfkRRV3Qz4wBXAObEZfVyED8Dd2GSn+O2quilhuHXAm0TkjfEbRWROQ0PDl1SV0dHRq1R1uAC30pEivLPevhwCRVV/29fX953GxsbiioqKW7M8/TUkKWYXFwX1mgzGeBr4ZhIzXC1wWDSV4+jDKX7HhKjqjcD/YmLTz7HbNM7cM4CdUaeKwrF+g7XAbfHRLiUlJV9cuHBhzbZt234F/KgQ92Bn89FEk48t5Ry40o8xPDy8ZseOHfuXLl36HhE5J4tTa4FU5SLSriBU9V47zlYRWRG36xLg41lci2OG4hS/Ix3vwzQsXyUiZ8MhFTejwDczHOe7QAQTz4+InFxWVnbJzp07o4ODg5flGb6Zjm5MLgEANtonGqSJJxFV3d3R0fHlwcFBwuHwbXEvywnJ0IyTyTGo6jLgYUy5jQ0icol19CY2o3cchTjF70iJVfIfB3qBm0XkPBGZb2eSLcBPMxxHgdXAl0WkprS09PbR0dGiPXv23K2qzxfsBkjaprEUmDDKKCjGx8e/1trauq2kpOTkUCiUSTRNum5ivWTXZP57wHpgBXCPi+hxxHCK35EWVX0WuBq4BdM+8Spgp6p+31bfzHSc3wM/A/61ubn5rbNnz96H6cc7GUSACjvbL/c8L1JogaoaGRsbu6qlpYW5c+d+WUTSKfZ0FUFrSd4R7BBsDP89mJDQtZg6Sw9glH9SJ7vj6MIpfkdGqOo+Vb1PVdcA16htqp4D14vIeeFwmD179nxBVdMqsiCw4Z1hYB4mxn+y+MG2bdseb25uri0pKbkh1YEZmmEyOeabmDj+3ti4qnohJmJoTYLd33EUIoU1rTpmEjZyJ69fmFAotGbZsmXr6urq9r397W//QjgcDmEyZx/E+BLez8FuWk8Cz2E6e5VjZu17gV8Cf4Fp8ahAGfB9oBJ4iz0W4DF7/mX2+5j9bMA4q+djspTLMD6IJmC5/R7CNInfhvFLFGF8Gs8CfwDOA2ZjTEZjwH8DpwDH2Ps5cE979uz51PDw8FX/+q//mmk107U2aesQRESBlar68EQnWj/BBlVdOcH+NcAcuxJwHKU4xe+YNESkIRwOb6qurq4699xzbz/22GNv9jyvdbLk+77fiInkqStEGGcKuW//8Y9/fPmWLVv+sre393+Bd070AhWRDcCWRMVs8wE2q2rKl4c9bp2d4Sfbvxz4a6f4j26cqccxaZSWlq5ramqq6unp+fGxxx57C3Bu0E3SJ8L3/blAl43kEd/3i9KdE5DcOuD47u7uTwwMDPQuW7bs7cC7U5zyPYwzNpEVmCidlNh4/+UpDlkBPJRuHMfMxil+x6QgIq9pamr60PDw8Bhwled524DfAjnVs8mG2MvFFm/D87x2souOyYda4Adbt27dFY1G/aqqKubOnXunrWF0GKr6ANCdxA6/iiTlFmKhmgmb19qVQ+KxKzBmnrQvEMfMxil+R8EREZk1a9ZdVVVVtLe33xZr8ILpw7vA9/2yAl9CFYc7Rff5vl9ZSKG+7y8G+mLmrGg0etfOnTtfWbRoUVMoFFo90XnWPr9SRC6xn3XAhcl6GGBm98sSzn8AuMlW5LzHVudcB9Q6E48DTJSDw1Fo/qaiouLMtra2vaOjowciWzzPi1q7+wLg0UII9n2/mOTJWqMcdAIXQm4R8DbMfXWBaTwvIpfPmTPnf8rLyz8vIv+uqkn7+2aqoG2iVrLtz+AKsjkmwM34HQVFRCpFZH1fXx9tbW1rbDOXeJ4ATrC28EJQCRxWA8gmdYUKaOs/Fej3PO+QZvGq+rNNmzb9VFWrQ6HQlwsk2+FIiVP8joJSVFS0dvny5YvGx8f/APxb4n6bSPUUcGbQsq1tv8zzvKRJZp7ndZOiemcecouA1zGxE/XTdXV1Y83NzR+J9S92OCYTp/gdBUNEmhYsWLBmcHCQSCRyeVxVz0Sewdj7g6bB87w9aY7ZayN+gqQc+E/P8xJXNwCo6svt7e13zJ07V6qqqu5K1bfY4SgETvE7CkZZWdnXFi5cWLpt27YHVPXXEx1nzS6dvu//bVCmF1t9M21WsI30CQcVVmpLQL/N87yeVMeNjo76W7du7V62bNnrME1tHI5Jwyl+R0EQkTeVlJScv3HjxkgkErkq3fFWAQ8SgMnHKvFiz/Myqu9vVwUNAcgVTIz+i+mOVdV9XV1d17S3t1NUVLReRCryle9wZIpT/I7AEZGimpqaO0OhEPv27fuK7cKVCY8Cy33fz1cJzsnAxJNIl+/7GZU8TsHJmLISiY1okqKq39qzZ88f6+vrlxQVFa3JU7bDkTFO8TsCR0T+oamp6dTi4uI24OZMz7M28ccxhdRywvf9ckyDmGzJuMpoCkqBRz3Py6gOiqqOA6srKytpbGxcO1FfYocjaJzidwSKiMyaN2/eOlWls7PzSlUdyuZ8z/OewyRX5ZrRW0wOStwq6zHf95Nm1KbD+hQ2ZrvSUNXHWltb/2v+/Pll5eXlX8tFtsORLU7xO4Lmc42NjXXbt2//DaYZey4sBt6Z7UnWtl+aa2ctz/MGyLDDVYLcauBvMFU6syYSiXy6q6truK6u7kIROSuXMRyObHCK3xEYInJcUVHR6pdffln7+/vzaaf4PFDt+/4xWZ7X4HleZ44yY+yzs/dseAvwp1ybu6jq9u3bt6/v6+uDhL7EDkchcL9gjsCoqKi47cQTTyweGhr6lqo+nes41uzyIPD2TMMsbeZvug5WmcgeBoqzkDsfWILJQM4ZVV03Ojq6++STTz5DRD6cz1gORzqc4ncEgoi8s6Wl5Z1dXV2DwHX5jmdt5T8hg3o6NoyyNKh2ilmGd4aBb+fbuF1VByORyGdEhPr6+vUiUpPPeA5HKpzid+SNiBTX1dXdUVJSQkdHhz9R4bFs8TxvB/D6DBy9DZ7ntQUhM47udPWDfN8/CaiaKEM3B767bdu23y1ZsmRucXHx5wMa0+E4DKf4HUHwyaKiomO2bt26bXx8/LaAx+4G3j7RTt/3q4CUWbK5YFcPYlcTyeSWYmz7XUHJVFXt7++/dMeOHZSVla0WkWx9HA5HRjjF78gLEZlbVVV1Q29vLz09PZ9S1ZGARTwH1Nja9skowvTNLQT9wETJZGcBL3qeF2izeFX9fXt7+79Fo9Hi0tLSW4Ic2+GI4RS/Iy9KSkq+fMIJJ8wqKSn5BcYmHyjWdv4ksChxn+/7YXvMRMXf8pU9gnH0HlI/yH6vA35TCLnAZ2fPnj20ZMmSvxSRpE3THY58cIrfkTMicuqCBQs+1tvbOz44OHh5HuGbKfE8byOwOUkBtzme5+0rhMw4IpgOXvGUAv/red7+QghU1ba2trYv1tTUUFtbe6eIuIZJjkBxit+REyIi5eXldzQ0NIR27Nhxj6q+UGCR/cCqWGatravTX2CZMVt/RczW7/v+EuCCAB26SRkfH79l27Zt25ubm48DPlFIWY6jD6f4HblyXigUevOzzz7bPTIyUvAIFDu73ga83m6q8Dwvq3IQechuw/QGDgHvAn5ZaJmqOrx3797V27ZtIxQK3SAik9Uc3nEU4BS/I2tEpGz27Nm31tbWEolEPq+qeSdOZcijwGm+75/ged7uSZIZoxcTxdNtw0wngx/39vY+cuyxx84uKSn54iTJdBwFSIHMso4phohIUDb4cDj82TPPPPPLu3bteuWss846/fjjjy/mYKJVL1DCwWiYPswEI2Ynj5lnYrH5A0AUiCUsDWGidGI1c/Zj7Oyz7fdF9nuHHXfYnlPDwQifQTt+GFM/px/Te7cEGLfXVIGx1UeBffb6y6yMHvv/xHs6G3gB2B3wPUXstlmJ9/TjH//4xJGRkYdHR0f1pZdeerWqPo/DkSdO8c9wRGQu0BdUmKWINC5evPiVsrKy8tHR0fO3bt36X0GMmyk2qaoCwPO81kmUezpG6VfaXr2TJTd01113/UtTU9PFGzdu/NXAwMBbC+VEdxw9OFPPzOfzwN8FON6NZWVl5a2trT+5+OKLHwygaUrG2Fr7Q5jZ91uDapeYgdx5wGvs15FcSzfnSGVJSck1u3bt2ldeXv4W4L2TKNsxQ3GKfwZjqzyeBbxPRM6w23Ju7C0iZ4bD4Q/v3LlzZP/+/VdgzBfFwVxtaqySL/c8L+J53haMaeTkyZANvAn4vS3gNop58RQcm6cgra2t7W1tbZ8bGBigqKjoayJSOhnyHTMXp/hnKCJSpKpRTJXLKHCxiNSoquai/EUkVF1d/Y3TTjuNSCTydVXdbBOnwkE1SE9DJcb2HeMR4LUTlVQICluieRbwRzhQvTMxrr9QVGHs/wD/VFRU9NJpp522rKio6IpJku+YoTjFP0Oxbf0A/g8TDbMM+LDdl7WNWET+tqWl5YydO3d2AjfGttuSBfPzv+K0VHueNxgntwf4IcZBW0iKgX+Pb6foed4e3/cbCynUrnDKbPYwqjo2MDBw+fDwMPX19V8QkbybwzuOXpzin6GIoQyj528D/gS8TUTOie3PYqyquXPnfhWgs7PzM6qamDjV5fv+3KCuPRHf9xuThW/al85f5dA4JVO5rwWaPM8bT7J7n+/7swoh19KQ2MZRVR/asmXLg0uWLKkoLS1dV0DZjhmOU/wzFDXElxv4NsYx+rci0pjlrH/t+Pj4/E2bNj2jqv+RuNPOSsOFcLb6vl+DCb+ciD9hkqqCllsJvAETyXMYdvVRGbRcK3sOkLT42/79+1e/+OKLo+Fw+EMi8tpCyHfMfJzin6HYGX8pUGLt/X8C/gtYAPyDPaZGRFIqLxFpbmhoWDM4OMjQ0NBl1m9wGHZ2WgiTT7nthTsRG4Ei3/ePD1juO4AnPc+bsCyE53m7bQeuwLAvz2LrSzgMVX2lr6/vlvLycqqrq+/Mx1nvOHpxin+GYmf8w5hko1jI5fcxNv/XiIiPsdWfmWqc8vLyWxYtWlQiIv+pqk+mEbvXztADwdbjSVnv3jp1UuN/AAAgAElEQVSY/5cAbf02mmYv8IcMDu+3YaZBMRtI18jmy6FQqGvJkiVnYpq8OxxZ4RT/DMbOBlsAFZGQNe/cj+kR+0HgB6r66ESzRhE5e+HChee1t7dHIpHIZzIQOUpAv1NW+UYnsK8fgq2ls8n3/QUByBVM28XfeJ43msEpo5gM4bzxfb8M2B/vSE6GqvZ1dnauDYVCzJs37+vpVm0ORyJO8U8T4kw3B76nO94q+h2qOqCqUWsT/gSmjvwOjA0bG+JZknB+UUlJyW3V1dW0tbXdpKpps2StworG6uTnSQmm3EKmFAHvs7b5fDgOePNEppZE7MuhJKCw0hIybCqjqv+2c+fOZ+vr6xuANQHIdhxFOMU/xRGRIhG5CFgFPCQiq0VkWbp4/Djn7SwRWSwiFwMfAr6tqpdi4uD/UkSuFJFPAecmDPHRcDh86nPPPbd9bGzs5kyv15YrDiLKZlY21TetH+Bl7MssF3zfLwbehvnZZIyNLsorvNK+OMoybdquqtHe3t5Lt23bhoisEZGmfOQ7ji6c4p/CiMgS4J3AM6r6T8DngKXAL0RkcUy5p5n9R+x5dcBVqvqs3X4jxtH7NWBAVX8YJ7e2vr7+KwsWLGB8fPwzqpptw5HefEIsbfhmLs3TfwUcn65JegpOB3Z5npdLs/j+PP0bCzzP68jmBFX99eDg4HdPO+20srKysq/nIdtxlOEU/9TmL4HfquorAKr6GPBpoBX4gYgst9tT2YT3A/+iql9X1RFbxgFMzZdWoEVVvxV/QnFx8fXNzc2z29vbnwAeyPairZmkOJfwTts8PVUUTyq5o8C/kXtJhTbgZznKHiDHjF7f92djmsrnwtqurq7I0qVL3y8ib8pxDMdRhlP8UxARCYnIAuAiTInh2Dax4ZTvwtiirxOR4+z+pLN+Vf2Vqv4udoy19VdjVgJvVNVtCbJPWLJkyWWdnZ06MDBwaa6VIG14Zy7mj5p8ultZBbwg2/BO3/ffCfRlatufQPbubDN640w8kbQHJ0FVd7a1ta2vrKxk1qxZd4nIZJTPcExznOKfgqhqVFXbMKGM58dtUxEJq2of8FHMrH2ViFQn2vyTvQhix6hqv6r+LFlMvoh8fXh4uGj37t3fUtU/5nkr3XY2mxG+79cH1GBlN/A2a7PPRG4Tps5/TiuNBPbZVUumzM/RrHWA8fHxdZs2bdpdXFx8CjZHI1esv+AC+1kjIi15jLNGRNbZf1fkc12OYHGKf4piQ/RGgNfFt91T1TH77wbgXuAjmAqch5h8EmfqsRdBqhm8iJw7a9asd7W1tfUNDw9/NoDbGAYkk4gXW+o4kFaK1kb/MvbnkkZuCNNg5ReZhI5mQAQTYZQWG4HUm69AVR3at2/fp/v6+qipqblJRHIqJSEiDwEPq+oD9rMe2JCN8heRWhHZgPFLrVfVtZh7fCiXa3IUBqf4pyiqOgg8DnwAOCN+X8xOb6NzBoFPikhtwjGzbMTOO+ymvxGR100kT0RK6urqbm9qakJVb1DVrByNybDhnUMc7GyVijAmJj4ongSqM3jpzAb22FLPeWNfHuMZrjaKCO6e7y8tLf3NMcccM7e4uNjL9mQRuQBAVZ9J2HUTcE8WQ30TeEpVH47b9jCwNttrchQOp/inMKp6N/AScH38rMva6WOx8hcB7wEa4eBLAZPJei3wVrstBNwZt/8QQqHQZUuWLFm2a9euLdFo9I6g7sHarssycPRW5mNfTyJ3EHiMg1nLhxGXbxDobNT6GWpTHWNLWYcCWmWgqtrf33/pwMCAzp8///KY7ycLVgGJSh+7bUXixCIZNthghV0pxF/blsRtjiOLU/xTn7/HzPhXiciBcEFVHbPZuE9gsnG/ardH7fYO4CxVvcba8u/DmI4+lChAROrr6uquHx8fp6ur6/Kg2jTGsZ+D/WcPw/f9BZ7ndQYsE8/z9gF/k8Lh+nrg1bbsQ9AMp7H1z/M8L28zTzyq+sz27dv/38KFC8MlJSW3ZHn6a4DNScbcErc/HdcCv89SruMI4BT/FEdVNwM+cAVwTmzGHhfhA3A3tr5L/HZV3RQ3jgKrgRvjXyCWLw4PD1e/+OKLP1fVB4O+BzvrL09mdrF27kBs+xPwK+BdiSsO63Q+Hfh1IYTayKSkLztbgyjnyKVUDA8PX/PHP/6xv6io6FwReWcWp9aSOqQ0Ezv/CmCLiCwXkUviHMTOsTvFcIp/GqCqN2IKkX0FOMdu0zhzzwBQH9ueYpyngJ8DBxy3IvLq5ubmjwNjY2NjBevsZCNXktXSmWVn5oWS+wrG4ZrYpvGdwK9yDaPMUPZh4Z325VeRTVZyNqhq+/Dw8A319fXMnj37DhFJ62vIxIxDGtNVwjF1qnpvnIN4bcyH4JgaOMU/fXgfZpa4SkTOhoMRPpjWit/McJzPAh8TkWNERKqqqu6cN2+eDA8P362qGwO/6kPpiQ/vtCaeIMI30/ETjLkpJjcMPI+p5V9oBhJMPpNxz7f39fVtbWlpOSYUCl2awfHpMp17SVOGI+7l8ZoExy7AOjL//XRMAk7xTxOskv845o/wZhE5T0Tm22V0C/DTDMdpw/gDvgqc39zcfNb27dt7RkZGso4EyRbP8/ZjC5rZSpQT1roPWO4+oM33/ddYp+rrgOcLZNtPpB8b1WRLOvQUWqCqjvT09KweGBigsbHRF5F03dHSZQ3XMkFjmCQkKn0wdv9aZ/KZOjjFP42wdXauBm7BFCO7Ctipqt9X1WzCAm8FTg2Hw3fu37+fzs7Oa1W14ArJ0oVpXl7MwUbik8EYxkF5DjA7XenjoLBy+uysv4hDG8YXkp/s2rXrF+FwuAa4IdWBqpqJkznlMXFjHPaCiNu3PAM5jknAKf5phqruU9X7VHUNcI2qvpTDGBER+Y2qzt+2bdufVPWfC3CpSbHhi4rpMpVN2eV85UYwpp33YfIjJg3bmrICGJmkVQaqqgMDA5fv3bt3vLKycpWInJrmlC2kduBmkueQziQUaBTTZGAd1OtE5B7774xYtUiOpVimLdbJ9FrM8rUXeCiJTXJKE1drP9fzFzY0NLyydOnSspNOOunbixYtehozA38Q40d4PwcLnT0JPIcJAy3HzNL3Ar8E/gJYjFHkZZgOX5XAW+yxYGLpnwMus99HrYxfYkwu8zFhpmXAd4EmzMywDDMxeQTYBlyMmTFHgWcx3bHOwyRg7cfM6P8bOAU4xt5P4j01YSJ5vmLvK8h72gL8DrOiSHZPK+y2aMD3lPI5Pf744xc/8sgjK8mMWKbtAWz+yGZVTZt9bTN2UdULE7bXYkxcK6fL35qIXIIJo96AMVVdi0lmWwH8NfA9Vc26gOFU4ahR/DP9QWZDeXn5faeddtoHNm/e/OBll132P8A/FzK6JR7bprAUU5hsz2TIjJPdCHQAddmWQM5Tbg0wjolgmgxndkxuc39//1/dd99918+ZM6f2+eefP19V/yvZsXZCdK2qJmaJXwJcqKppXx52NrxBVWcnbL8AWKeqy3K/m2AQkTWYv/fYCmZtXK5C7Jh1JEwIRWRd/EvR/lxqp2ti2rQ39dg44adFZIP9HLZctQ9yi6quUtWHYzZHVe21IWcXAnX2l2JGIyKvX7JkyQf27Nkz0tXVdRkmaee1k3gJsz3P6/U8b0+2lSzzwff9vwHGrXnpRN/3T58s2UCV53mDNrwz7/aQmWDDRldWV1d/v729/XMlJSXU1dXdKiJJy2fYSU93ElPGKvs5BPu3dknCGA8DD8f/HdnZ/rpkY0w2Vg+ssi+3tRjT1j0Jx6whAyuAqt4L9E7XMNVprfjdg8wOm/x1W3d3N7t27fqaqm7FmB12TIZ8q/TiK1Hu830/p4JiWco9FmP+iM3y/wi8KeAm6RPJbkyY5e/3fX/CMhIBUgL83PO81mg0es/GjRtfGB8fXwxcOdEJdla/0iZfXWL/vi5MnBFblgOHzeBjZh5rE78Ho/QvPNImHltOYg0H9cM6EpzN9iU1J9NrtTojUzPalGLaKn73ILNHRP6+ubn5tXv37t09NjZ2IxxwPHb6vv/uQsq2SvaQRuK2nk5BG4XbmP2VwP/EZNtSCU9jzHyFlF1DQoaulV3Ql519saz0PG8HmFDgoaGhT42OjrJgwYLPiciEKy1VXWuTr+61/0/q1FXVZYn+gLh96+3qOvZJVgNosomtOGLXstZ+4v0Rl5BdQTow7VCn3WRx2ip+3IPMChGpnj9//vrKykow0UDxtecjwNxsm5dkSTlJyhRY80d9AeXWAf+XxJ/wFLDXxvUXijJbsC2R9jzaQ2bC24FDah+p6iPAfy9cuLCitLR0Wtql8+Qi++/v4WDhuIRQ1mUTvehS8DCTayoNhOms+N2DzIJwOHxdY2NjfWtr69Oq+p34fTbE8FHgrEIoQjvbH0oRyjhgE7qClluBMXkclqFrVzpPYSJuAsfO9pMmRtmfw1iBftYLgHkkqbQ5NDR0RUdHx+iiRYv+TkT+ImjZUxW78q/F+PlShZTW2ZDNwz6YCqXJtl9LZuUsphTh9IdMPbJ9kBPsW5Fi37R7kKkQkZZZs2Zd2d/fz759+y7VJJ23PM/b4fv+dmAutuBbEFgnY7nneamyQ8fIvU9uKt6EeeG0ppD7Bt/3izzP2zTBMVkTU+hp8hTGMKGZgZRljqMeeML2Hz4EVd1SXFx8y0knnbQmHA7fLiKvT/a7MAOJVRZNZ3Lqnsh8lRjVk7gvn4s7EkzXGX9WDzLZB9NpaKJ90y7RJA1fHR8fL9m0adO/q+pvUxz3C8xMNKOWhRlSgolTnxA7+y7LpFNXpvi+34Bx9j+ZQq5iYvLPjqvNHwSlpFHotkhboBMM28Ws1fO8P090zNjY2JdeeOGFPUVFRWeKyN8GKX8KE/Pbpeu70JthwboD2Ciop3K6qiPIdFX87kFmiIicc/zxx7+vrKxsCLMsnRCrCF+FSVYKijmZ1J33PK+L5NU7c+Uc4JfpsoOtA7QHODFA2bXWcZ2O9qDCO+3L+iOYlcSEqGr/6OjoNc3NzcyZM+erIpJNf+Bpg41K6hGRHkwQCMC62LYJQrfv4aAJOVNWkrw+0ZRm2ih+9yCzR0TCtbW1d1ZXV9PT03OjqmaSPPQ74ATf9+flK98qtWyStPqsbTxfuSHg157nvZjhKf9N5kXI0slODN+cEPuiHQ7Iv3EGpoVkJiWu/6Otre0PS5cunR8Oh4PorTzlsFFJs20yWSxvZ3bc5zAHt/UHnpEsFygZdpK4N8NaR1OKaaP43YPMnlAodElLS8urtmzZ0jo+Pv61TM6xZpdHgHPzke37filZ1qaxETB5zUCtueP9wM4s5A4Do77vvyPtwallV2F6I2SM9X3kFeFj5f4FGU5YVDXa19d3aXd3N4sXL75KRJbmI38qE+8PzOR4VV2F6R+QUmfYcPILXebuJOEeZGaISF1xcfEXd+/eTXd392pVzaYkw0bgGatEc2W253lZz6IDyG59C9CTQzG0bqDF+gZypdp23sqWNt/35+chtwZ4YILQ0aSo6pO7du36z0gkUgLMiN/5CcjUH3iAOJ2xJtFULCIt1pn71/a4acm0U/y4B5kRJSUlN1RWVta1t7c/Cvwgm3M9z1PP8/4EvDYXp6fNxu3K9rw49tmWjLnIPYYUDt2JsL6AR4CVuTiZfd+fS3ZmrXjZisnozdqpbste1HietyvbcyORyGfa29uH5s6de4HY5j4zkFhSZ1Z+O6sLHgCutRnILbYI3QXATRNF+EwXpmM4Z84P0s76r7XKv84+yKcwD3JGmHcAROTEpqamTxQVFUW7u7uvyKOSZxWmgub/ZXqCta9LniWXh8ktozcWyphrW8NNwBJMZm3Gvw92ZRTJs8b/MCa8M+O+CvYFdQ6QKlJrQlS1tbi4eN3ixYv98fHxu0TkVFUNOrz0SBPLyck6e9iaiqe1gp+I6Tjjz+tB2pDNVap6of0kJn1Na0REKisr76ivry9qbW39F1V9Lo/hfg2cktA6MB1h8oxNtzX7yWa1YZPEOj3PezYPuYopzRzKcqUTJk00TQayhzEhrdn8TZ6M8aPknIMwNjZ28+7du3ctXrz4RBH5WK7jTGFiE8XfH9GrmGJMR8XvHmRq3r1gwYJz2tra+kZGRq7LZyBrM34BOC6L0+o8z8u7paK1lWfk9LTK8iICqIFjVyqvx0TJZEpVQGWtezFZt5lyCuZFlTOqur+9vf0KgNra2ptEZHa6c6YZLUDvTJrcBcF0VPzuQU6AiJQAt3R0dLB7925PVTvTnpSex8jQdm0do0HWuY9kuNo4CRjzPG97QHIfBf4ik9BSG74ZyD3HlXIozUBuGHgoINnf//Of//zY2NjYbOALAYw3JbABG+AmiYcxrRS/e5CpCYVCq0866aRjBgcHN0aj0buCGNOaPyK+7/99KqentXOPBdla0M76UypfqyTfCvxPgHKHMA7ilJVarQM6k0StbGTvJXX7QnzfrwU+6HleEC92VFXHx8dXFxcX65IlSy4TkROCGHcKkHUgyNHCtFL8uAc5ISIyf+HChd74+Djj4+NXaHbN11NiY80VM7OeiLk2+zZQbHhnqoYtlcAP0tQCyoVngBfT2NxnZZgwlS170oSVvgPTqjEwVPWPAwMD31qwYEG4oqLi9iDHPoLEzHUzJhM/KKab4ncPcgJKS0tvamhoqNyxY8fPVfXnBRDxM0xNm8Ni+/MJZcyQgWThnba08TLP8zJO1soU62DeiLnnw/5OfN9vKFQbRbtqikzws16KWQUFqvgBRkZGrt2+fXv/0qVLV4pIXgl8U4SMJ4oiUmsrACSGey+31QJmFNNN8Wf0IOPKO+gEnw2TcK2ThogsLy8vv7i1tXVsaGjoU4WQYWfzv8RU7zyArUQZqIknCf2YxuWJrMQ0JS8I9p5qSGjwY0ssZJWhmwP9HGzuHk858NNC/LxVtbOjo+P6/fv3U1xcfIv1GU1nlsOBsMx0rMD00E30Hcb3550xTDfFn/ZBysGm6hfaf2Ndtc6I+3y84Fc6SYiIlJaW3hGJRKStre02VX25ULI8z3seEN/3q+M2F2Ni0AuG9TMMxrcstO0USzBRR4XkcWB5gsM1TOHveRwYj5/1+76/BNhWyIbt0Wj0zh07drxcXFx8XCgUurxQcgpNXKZ+pnW3VpJ8QrmCGehTnDaKP5MHGSvnoAebqj8D1MX+H/eZSRFBFy1btuwNtbW13cAXJ0HeImz1TuvsrfI8r2Cz7hg2XLI0zuxyLPB4gVcaMWfrdmAxHAgdDSerd18AhoBqK7cMUz8pbcRPPqjqyNjY2JXNzc3U19d7IlLI7miFJNZWM10F3/jjk+mW5VmMMW2YNoqfDB9kklo7M6qpSjwiUjFnzpxbSktLaW9vX6uqhXA0JvJ7oNH3/UWYmPPJtH+Oc7Bu/zOe522bDKGe5/0c42cQzD1Pxs85ZmoSO+t/HbDV87yC/7xV9cFt27Y91NTUVF1aWnpjoeUViJg/8N50B9oJYwsJusUWbYQZUq03numk+NM+yMSZvH1wM84+FyMUCn2mpaVlwZYtW55X1X+dDJnWBPEwZmmssSzbSZLdBzRgeikHEsqYBeXA3wLDeZZmyArrW1lCAMla2TA0NPSpjo6O8UWLFn1ERF49WXJzxbZCjO+vvQLTbCmT1f0KAFVNVPArSd/lb1oiuZdxKSy2cFptrHCaiGzGPISUsdUJY9wDPK2qad/6hUREZgGnAh2q+lJAYy4uLi5+qbm5ubyzs3PlFVdc8TQHnYG9GPt3zCbeh3nJx5KhYpm1MVv9AKZLVixmfggY4eBqaT+mIXssqzMCnIAxgSjG3j1kzy+y5w7a8WPlDPoxoZclmJl7n72+Uit7n73+mBO3x/4/8Z7eY//9XgHuaT8m+zeU5J5GMb6hn2EimIK8p3TPqdnKeSHge0r5nO6+++7rS0tLP75jx47HgLPzqPlUUETkAiAWsBG79x7gDGvuTXf+OuACVV2WsP1pjM65UESWZzLWdGFKKv58H2TcOJsxpZaP2AOzq443YMoALFTVU4MYt6Ki4v758+dfuGfPnu9fc801H8uky1VQ+L5fj2lcch4mwiSIcgWZyJ2HibL4HjCYRzG2XGQvwCjL9wD3TtZKx/f9FkxnspeB3knyLQBw/vnnn/CjH/3o8ebm5rmbN2++SFWnZDSc/RvbAKxV1XvthK830wqaVsF3x08qrfmnx465XkTWzJSS7TB1TT299rPKLrPWAeuzVPotQMuRUvoiUiQilwPFqnoD8AngGhFJFqKX7dhvbGpqunBkZGQ4EolcRfKwv4JgSwWMWcXXwUHfy2RQC/zQZqzm3akrU2wBuFjT9l8TQE2gDOWGMclaW+09T5q/yvf9mlNPPbU1Go1+rqKigvnz598SxO9uIbAmmpuAlSLyEFkofctyDoaKx7gWo4NmpKl4Sir+AB4kmLrZR/KhlQNhVY2VEmhV1QdVNa8IGBEJ1dbW3lleXk57e/t6Vd2OyfTMu1VihpRz0ATxO2CR7/spSwwEgQ1l7LTKF6DTli6YDMo4eM9/Amrty6DQvI5Dwzf7culTkCMlwKCq/nNra+sLjY2NC8Ph8GcmSXbW2Cq7F6rqymx0RZwD914Rucf27Fhjx/g4RgfNqNk+TFHFD7k/yDiWYXruHineiGlcjohIrM65iOTbA+HDVVVVp+3evXvP+Pj4OjgQ5z6USXGvfLAzUImZG2wp4f8ju4qSucpdSVyNfrviiNoEskLKLsM4dKNWrmKcrW8opFxLBWaFEWMEkzdRUGxhvD7P81RVx3t6ei7t7++nrKxsrYgsKrT8SWY5xo4fK9e+PqbkVfWB2LYjfI2BM2UVf75MgQe2DONcQ1XVmn4+AFwqIjeIyF9nO6CI1IjITT09PbS3t1+lqvEFwkYpvFKowTgHD2CTuvbEJ1cVgFcDe5N0mYpSwHu24ZsVHJ4d/ARwbCFXWXZm/5v4Vo72pZNtr4Bs5YaAItt7GQBV/eUrr7zygKpWiMhXCiX7CLGSGRiumY4Zq/inAC8BF4pIlYjUAR8AXgG+jYmk+IZdWmbcaLu4uPjzZ5xxxvyRkZHfAN+N32f/UAumfK2yCU/QWasM+LtCzL5tO8LXkeSP0/YLKKS5pxQTsnpIBIT9Wf8GOKsQQq3z/IMcNC/Fy+7GdBorFOUkb6TzmZqampFjjjnm70Tk9QWUP9msAJ4+0hcx2TjFXzg6MJEvl2CyTJ9Q1adUda+qrsP4ID4OfDmTmigicmxjY+MVfX19jI6OXp4stM7zvI40lSzzoX6i2u+e5+3BhC6eVgC5FcB/pGgk3p5nc/ZU1KVImHoW+H0u/XlTYcd7B/B/KfIFOuzLoRDMSvazVtVtnZ2dX6utraWmpuYuEZn2uiOuzLub8TsCYxMm/O+vMOWMt4lIERgHrao+ClwH/AMZzBwrKipubWhoCG/fvv3fVTVV7ZC+TBqIZINVMukafvwMeGOQJh+r0N+QqvRxXL+AZEXc8pHdALSlkbsH+OuATS/HYn5vJqxBFFt1BW3ysU1lJqwDNDY2duPWrVvbW1paTheRvw9S9hGiDngmwyJuMwqn+AuAiBTZ6J21wJuAy4G5qjouIoJJekJVbwKex4R6phpvZXFx8bkbN24cHB4eTunotrO1bHrkpiRmvknXPN3aoh8gIHOTnfm+G2MyS4mdlWdsMstAdikwmi5D1/5M+gjW5DOK6S+QTnYHATrVrUM3ZcVRVR3Yu3fv1Xv27CEcDn9FRKpTHT/VsTW8smmxOWNwij8LxFAa/z3ZcTEFr6o/Br6FMYHE0sI15uy1h68FlopIUoUpIuGampo7otEo+/bt+6Kqpq17b5uXBGX+mE2G5RHsbHFxQE7P5ZiEpUxnY20Bmj9qbXG2THiM7BvSJ8X3/dcC+7Jo7hJkSGt1vCN5IlT1vvb29t/Mnj27IRwOfy4g2Y5Jxin+DLARORcBq4CHRGS1iCyzCjydjfdqoBX4ZJxNEUxECphkoP1MUFc+FAp9srm5+fjS0tLtwK1ZXPa+fM0u1nwymGVtmiHg7fnItZRglGpGxJl88jJ/WDNZxt287ArrMfKcfVu5ryWLcs9xJp+8/Ay2oU1GjXRUNaqqq6urq2lsbLxSRJalP8sx1XCKPw0isgR4J8YW+E/A54ClwC9EZHHMyZr4ArAvhZDNPL4IOBP4tIicGNtvD90CfDuZs1ZE5sydO/dL4+PjdHV1rVbVbGrAj2Dqr+RDmR0nG17G1JF/Va5Cfd+fBTyfQyPxEcwLI1e5AoSyLYvged5zQHdCn4JseRPwtOd52fbwHSePkFYbNZXWrBWPqv6utbX1O/X19cUVFRW35CrbceRwij89fwn8VlVfAVDVx4BPY2bxP4jN4pMpblWNWuX/G+BSTGXJ+0XkZBEpE5H3AR8Dvj+BbH/RokU127dv/yXw42wu2s4GQ7mGWNrzwtnWpLEK5DHguBzl1mJCGbNudGJrBlXkMQMuxvpfcmAB8J5cZNuV2WxyCCv0PK+fg/WscqEYU5wtK4aHh9d0dHTsnzdv3ntE5G15yHccAZzinwARCYnIAsxsfTBum6hqFHgXRrldJyLH2f3J/uhjjtx/Bi4GHgXWADdinLCfUtXDTAsicnI4HP7Exo0bowMDA0nDN9NhC7fNTXtgcubn2jzd2vqfTNOofCLeCvw+PoEoS7qB+TmeOyfX5ume523ErDaOz+Y8+6IoBTakc6CnYG8efpWaXBrpqOru1tbWL3V3dwPcGkBGumMScYp/Aqwtsw3oAs6P26YiElbVPuCjwHuBVSJSnWjzty+JA9tUtVVVL1fVDwHXqep/2JfIIYiIVFZW3nnccccVDQ0N3a2qz+dxK/uzdTza5uk5Kf04uoCPZmP+sM1d5gNP5SrUllYYzbZ8hQ3fbM9VruUnwIos/QyvAl5vy1/kRK6rOxu+mZFtPxnRaH0pWFgAACAASURBVPTrkUhk2ymnnHJyKBRales4jsnHKf4UiEglxm78OhE5UIhMVcfsvxswjWE+gg3pi5+Zx/4f5wcoiiW+pCnW9t6Wlpa3dHV19QFePvdgIzUyjuuPay2Y64w7JjcKPEf21Tu/m287RRuRk3HhONvhKu+G8XaF9CMyDGm1L6e3Ab/NR66V3U4WKx1bEiJbf8IhqGpkdHT009FolPnz5385myz0ZNgCaRfYzxo52G411/FaEpqzOCxO8afA1sJ5HFNu4ZB43zgFfinmD+iTtoZ3/DGzRORKEXmHPXacNDZkESmdN2/e7aFQiK6urs+paqZhhRNiwzszzeitz2cWmMDTQEMmsn3fPw3zwgmqreEeO4vPhLm5mrUS8TxvJ/Bq66BOx9nAC1mEjqajM4tKqbMC+ln/cNu2bY8vXrx4VklJyQ25DmKr8D5sC6M9YOtsbchT+U/J/gFTAaf406Cqd2OSiK6P/yW0jtvYkv4iTIOORjj4UsDYbq8F3mr9AzXAb9IkvlwRCoWWbN++/aVoNHp3gLfSn66krzXLZBzKmA5rgvgRB7tiTSS3DLNiCqyZjJ29R+xsPpXsOeRv4klkH2lCWq1tv5tDq2/mhY1G0nS+Fd/3G1Jl6GaDqurg4OBl27dvj5aVlX0iFrWWDWIaL6GH9864iRwr7NoxA/tdnmk4xZ8Zf4+Z8a+yyhswJh8btfMEcD/wVbs9Fs3TAZylqtdY/0AfsBH4bDIhItJQWVn5ue7ubnp7ey+PmZQCYpD0oY5F5BDhkQqrYHb7vt+c4rA3YsI3g+4iNoB5+SbFKshYU5kgeR4TXbQ0xTGvwjSMD7p72RAHWz0ehjUvpczQzRZVfa69vf2e0dHRorKysjsyyG1JZBWQrGHSM8CKxJV0OuwEbcY2UQkCp/gzQFU3Az5wBXBObEYfF+EDcDd25hi/XVU3JQx3LfDxZIkvpaWl60488cSqoqKin6rqQ0HeQ9wMOKlSiDkk87VzT0A5sDLZ7NvKnUsAdu5EMqhpU4IpkRC03HHgSUzd/sOw7RTPIPfQ0VSyI0Bpill/MdnnZmTCF+rq6vqamprOwYRAZ8NrgM2JG+Nq6CR2x0rHCj28cbojDqf4M0RVbwT+F/gKcI7dpnHmngFsudxUoZequhv4GnZ1EENEXtvY2Pih7u7usUgkckUBbgEbtjdRnPvcQvXttYlYu0n+B1yK6dubc1RLGgaZuHRzTaH69nqe9zKwMVEB2+9vBp4o0EsWJrhnK7skX8d9MlS1q62t7QtVVVXMnj379vjSJhlQS2qzTMZ2fmviuT8L2UclTvFnx/swRblWicjZcDDCB1OC4ZsZjnMLcFos8cWGb941b948duzYcWssWaxAjJHQo9fauScqPxwUvwCWx684rCnkPTYJqSDElGviasP3/fmYstmFpAdYlbDKasF09DpshhsUVrGXJJn111PA5xyNRr+xefPmTS0tLc1i+k2nJUMzTkamnpiJx2bLO1LgFH8WWCX/cYz98GYROU9E5ovp29kC/DTDcSKYGj6xxJcPiMhrn3vuuY7R0dEvFur64UB454E/JKscigs4447J3Q/8GzbU0cacv5Ms6vHkIbuLuEQ2W6YgWgDbfqLcEUzznTfFbR7CVDEtKDYy60BUk80OjmRZdykrVHW0t7f38s2bNxMKhb4gIpmEl6YLAe0l89BcZ+LJEKf4s0RVn8Uo7VswfVevAnaq6vdVNRt78Q8wVS8vmzNnzlcrKyuJRCLXWgdwQUkI72wIMHwzndwB4Azf9xdjahe1BRVdkgHx4Z3zPM/LqOJoADwGvMr3/Trf998GlGZbCygPumwyHpiKowWfCavqz3t7e3+ydOnS6tLS0kzaNKaLvKklg5WZM/Fkh1P8OaCq+1T1PlVdA1yjqmlrxicZQzHO4i8tXrx4wf79+5/FzIgniyFburnQ5o5EXgLOxcx8H5ksodbkM2ZfeEGHb6aSOwz8F9CMieRJ7BtcSNkjmIzeRlI0lSkAV0UikbGmpqYPi0jKevcZmmVSHhMLs3Ymnsxxij9H4sow5OOg21dTU1PW0dFBX1/fpXmOlbVsTHx9ISI8JsTzvB0Yh251IW37E9ALlBfaxJOI53mtwOuBPxfCsZqGAUzz9IKZeBJR1Zc7OzvvaG5ulurq6rsyCO/cQmoHbrqwzBXASjE9rA987PYV9vu6LG5hxiM51P5yBISIfO+444676NRTT9108skn/zNGCRcDD2KcyO/nYOz9k5gSCB/COGcjmNn6L4G/ABZjwgPLMNU+K4G3cNCR+5g9/zL7XYEdmFjpMzHp/iP2/O8CTZhmKGWYCcIjwDZMobkijDP7WeAPwHmYCpH7Mc7j/wZOAY6x9xN/TxdjQhnbgO8EfE+jGCXxO0zkVeI9nQC82v5MxwO8p3TPacjufxUmbDEa4D2le04lwJ/s+e8O8J5SPqdIJHLJ1q1bP/a9730v05aY61X1kO5ydia/WVVzqrYqIhuAblV1dYQScIr/CCEibw6Hw78Kh8P73/ve955/4oknlnqe98PJkG3DOes8z9trSwv0FzC0MFHuhZgkti2YEg2Tsjy3zuQqoB9TrqDQUUwxuWFMs50+THb3Vs/z/jBJskswynwUKMukw1ZAciuAD912223h4eHhOyKRyM5oNHqCqiYNnbX2+Ws1oQ2iiFwCXKiqK3O5Dqf4J8aZeo4AIlI0a9asO0855RQikci6E0888eeY+PrJ6mE6i4MFuqLk0bwkS+Zjonr+hJk1fiCL2jL5UovpJhYFJOhG5Sk4FXijdeg+DJyZY7nqXKgGhqx5qWIS5TYBL/f09Nytqs+efvrpi4uKiibsFa2qDwDdNjounlX2cwgissG+FNLRQhY5AEcTTvEfAUTkH5YuXXrKzp0724CbrTLagMm4zKuNXjrs+OWxUgEBNPLIBgH+w/M8tVm1vwVyms1lg1XyRbFMXs/zurHJdgWWW4UpR/ELK7cPE3lSnuq8gGSXARqz7SeGdxZQrgA9nuf9QlXH9+/ff/ng4CALFixYY7vZJcXO6leKyCX2sw4z209m318OTNjy0Vb2fMget0JEHsrwRXHU4BT/JCMis+rr69dFo1G6urqujC1/7YxwOcYGXUgWeJ6XGOGxJ8Dm7Enxff8NmMqf8Y7VPwBVaer4BEF9kjaO7QE2Z5+IszH1eA44sa2J6e2TILvOvuDi6bb9dQvJBzC+BQBU9fFt27Z9f+HChWVlZWVfS3Wiqq5V1XvtZ+0ESh9VXZboD0jYv15VV6qq2M9KVb035zuagTjFP/l8fmxsrO6VV155ksPjjn8LvMn3/YLMCH3fn02SzM24RuWFkhtrJH5IRrKVez/G0VoQrII9rHdv7AVUYJPPyySvQfQCxtFaEOxL/LDcjLg6PgVZVfq+fyzGwXtIbkYkEvn0Cy+8ECkuLr5ARN5YCNmO7HCKfxIRkeMaGhpW9/X16dDQ0GWJNX1sffSnyb55SVrsH3t4ojZ7diZaKJPPO4DHkjUSt+aPqO/7KeO9cyHWkWqiloZ2FZBra8pUcsX3/XcAWyZI1noZGPF9/+QCyC7FlIRI6qy3q71c2zSmkhvGlKJ+MDF0VFV39Pf3rw+Hw9TU1NwZV7bccYRwD2ASqaysvG3RokXhUCj0/5LUHo/xFMYMEfSzqSZ9nZY9cZme/7+98w6zq6z2/2edaZmZZDKZZJJMQkihmCBSAgpSBBQEwWtFrnrFgldQsWADK8dtQ8ACCip6r1evXL2Ici0/K0hTsKDUhGpCei+TSZk+6/fHu05ycnLKrmfa/j7PeSY5Z++99rvLete7ynfFAlNEm3EB3VLoAk6o1C8gBCZTuYXkVluRxImjcQRwpSYcxaVdJhFUbyni4inEzgRWd23A3WWqwK+pra3dMHfu3KNF5K0xy04REKnirxJE5JzZs2efs2HDht29vb0fLbWdZWD8A5dzHgvyKJfLcu2bldgXl/vDJq8pwJ/LyTYf+EM41spYYBNOj4801Vy/2ljcH5ZCeTwVOIhMQT4Zp6/fgsl+umr149I845TbjHNhFYWq7t68efMHh4aGaG9vvya/r0WK6iNV/FWAiNRNmDDh+ubmZtatW+epaiXKgCFc+77nxHQKjfiv0I1TKSwETvdJAPd3oKVSx6wAaAQqyjXrewiIy9c/HVhtPXArQYHz40jjzXPlVbzPNgnXx+jrPxWY5aM6+H9Xr17915kzZ04FPhmT7BQhkCr+6uDdNTU1hz/66KPPDA0NXV9pY3uB7sUFeuNQSBP9dnqyGMDEqALN4n4x4KuhjPnCf0kMwUfz7df5pWawOEPkegJb4fRns9nf+ZTbjevWdWqlbX0g0GRtjKWR0zstkDwHH410VFW7urreY+ydl4nIYVHlpwiHVPEnDBGZNnPmzM+0t7czODj4QVX1ZXkbv8t24PAo8j3Pm1UkfbMStgZoVF4Kz8cFN32TwFlTlLOBqAphRgj2zS0xuF1eQfBg8f3AvBhkh2mks8PzvEBtDYvgFOCPldyIOajq33fv3v1fRx55ZF1TU9N1EWWnCIlU8SeM+vr6z8+dO7dl8+bNd+KTrz8PvyBCA3KjY/Dj890P5hfvN6s9LNYQjn3zXlyeeyh3kwWnKwV0D4ApLsllAoWQexDQgaOjCCr3B+TlvoeQPZMi6Zs+ZO8BGsOusGyF8+dsNvtEwF0/vnnz5j3z588/V0TKNqVPkQxSxZ8gROSoefPm/fv69esHd+/e/d5yLRmLIZcK6HneOSFPoalYCqVP2VsJ6f6w890UprmLpVguw1mSQeVm8OnnLiF7I45WIozcc4HfhGH+zFVPe553RAjZ9biG8aG4lmw1GHh1Z3IvoCBn3w9UdcOmTZs+09DQQFtb29dFJLZAcwp/SBV/QhCH63p6ejIbNmz4lqqWzHiogE3AgqCVtWb5Rm2wsiGoy8fzvENxytNXTKEE7iFci8D2GJrKbA5R3ToR+Es2m10RQe4m4IwQwe2p5q+Pgu0hAsynA1vCTjiDg4PXLVu2bEVNTc3hwDvDHCNFeKSKPzm8uqWl5Yy1a9du7evr+1TYg5gr4PfA2X6X5Oai6Y7KwW4vdbdfZWSW7ynAPVHYPs0F8Zjneb7pKyylMDLTp62yNMC1ngAcTPk6BT9yt+DSIX2vdGyCOqAqOQT6CKALLC5wKHBfWIGq2rtjx47LOjs7mTRp0mdEpFpkfSlIFX8iEJEJbW1t18+bN4+hoaFPqWokCuBsNvtPHI3xZJ+75Kh440COS94PpgIbIlq+OQgupbUksVcBaohvzD24ZjF+8EIcF1Ac/OZ/AVr9FO/ZNrH0DbZJWgNkkE3DTe5Fq8AD4Bf19fV3P+c5z2mtr6//XMRjpQiAVPEngJqamg/OmzfvoNWrVz+pqt+J6bD3A7U+g55NcXV6Mgu4plLQ05SG4lYnccgdwDUAOaWSIrRzy8TVU8AUWnMlq98opZ+Duzdxyb0Dx3dTCXW44rNYYCmtFV1cljCwKZvNLo0qU1V19+7d7+3s7BycOXPmxSLyvKjHTOEPqeKPGSIya9q0aZ/s7e1l27Zt71HVWF5OU4Qn4LpXlYSlb8ax/M/HTiorhdOARXE2dMlms0/hntHZFTadnkBjFT9jXoxj34wSz9gPpoBf52Ol05p1zevjxG5T7EVhE/CriJHfSFWXrFy58qaZM2dmGhoavu6jTWOKGJAq/vhx1Z49exqffvrpn6tq3M3E78I18ij6chrnTOxdlvJcAUVdPhZIPgIfRTwh8CPKsHea1V2JmyYwbMVUV2G18Tiu4jhu3AWcU0q253kzCJGyWgmWAVaOL+kIXAZRpR64gdDf3/+pRx55ZFttbe1pwCvjPHaK4kgVf4wQkRMWLFjw5sHBwb7+/v4Pxn18C3r+mdLsnRMTsAJzsrdQ2tI7F/hDXO6lArmDOL/36YW/mWKsC5M26lN20eYlnufVeJ73JmBrnCucPLmrcFlNBwS3zdUXi2+/hOx1nufNKiK3HleJ/eu4Zarqtt7e3uyUKVNoa2u7XkSi1I+k8IFU8ccEEcm0tLTcOHXqVPr6+r5aqolEDHgQl/Gy35LY87yObDYbOKc6IA5I7zSF8AgQtIgnCJYDR1k/gXzMjCF9sxK2FGEsPR7XxjE2F08R/A7XFL0Q7SGqkoNiRxHG0ibgpwm41HL41s6dO5+aP3/+wTU1NR9ISEYKQ6r4Y4KIvHHu3LnHPfvss5sHBgY+n5Qcs/SW4dI7M7C3uXXgCt0QsnMVvXUmtxY4Fng0pqyWUnJ7cO6Pl+W+s5RC33QQEWT3mbz8a/18rJ1ignK7gOX5fQo8z2sH/JC/RcUe8rh/LG30udlsdm1SAlV1YMeOHe/p6upi9uzZnxKRRDvCjXekij8GiMjEhoaGa7q7u9m6detHVHVn5b3Cw5T/BJzlCS6VMXY3Swlsx3H7A7wA1+IvMaWfh6XAGlO8OVRrzJ3sI65rx/HOJz7RGo7zPK/dMpcGknLx5MPu5668a30O4QrqAkFV71izZs2v6uvrm4AvJC1vPEMCsgikKILa2trP19XVfbyvr++BoaGhE1U1dr9vISyoeT6O56U+BEFXFNmNuKX/BcDN2byesgnLrcfVCmzHNU8PRUcRUvYkjLo5QXdHMbmLgXnAb4HBpOIZJWRPwVVhLwb+N4l4RiFE5NAJEyYsHRgYqB8YGHiBqj6QtMzxiHFp8ceZMiYi8zs6Oj48Z84choaG3l8NpQ97uXSewS3Bq6b0Db3AUcBT1VL6sNftchJwQjWVvqEX+BdgbpXlPowr3JtRTaVv6McqdKuh9AFU9Z89PT3XHXPMMUyaNOnGNL0zGYwri19E6lW1T0RqVDWWJXNTU9PPFi9e/MpVq1b94u1vf/vrcS6YXFu7TlzVa27J3IWbbHNug5zSzLlOduGaguQCa3tw7owcdW43rqo0F+SssW234Spde22fFva5f3bb8WtxBT87cSl79bg0yS47vwaTvcPOP1dEtL3EmI4BnsX52eMcU499N9mOWzimdlxv11tsPHGOqdx9WoBLNfxP+3+cY6p0n6bYMTpjHhOUv0/9uNqRJxMYU8n79Pjjj09bsmTJX2pra6c8+uij/6aqPyRFrBg3il9EXo0LRNYBe1T1szEc8/RFixbd1dXV1XPYYYeddNdddz0U+UQDwNLumoDF2Wz2x1WSKcAbcWl9jVXIJCqUPROXTy7ZbPaOKsnN4IjEbsNVCFdzzLW4QrJDcD7+qrg+zL//FuA7uAK5ao55wje+8Y1/nzVr1tdXr169YevWrYeqarVXeGMaY97VIyKTROQdwARVvRK4EegQka9GPG6NiFy/detWNm7ceNXpp5/+cFAGzSiwCt11GIeP53nzqiR6Ec6/vh3XFD4wjXEEdBiN8B9xmU3VwgTgl5Y6ui0Ee2cUTLdK7KXASV78DelL4QxgqVWM74yjPWQAtG3atOkbTz311MNDQ0MzgSuqKHtcYEwrfvMPfgi4Q1V/BKCqa4DLgKNFZHGEY//7wQcffNTmzZtXDgwMXGuZED0W+EwU9vLvhL0plr8GXha2iUgAubkint+a7EGCkXtFkT0FyywxX/96z/POq4LcicCp2Wx2tcnuId5+teVkT8fYNy298y84N1c15M7HFQvm+gVUZcKxOpH1qjrU3d19aXd3Nx0dHZeLSLVjK2MaY1bxi0gNLhtip6o+m/d9rbU//E/gqZDHnjJz5swvNjY2oqofVtVu2JvtEbWVnR/U4/ynmNy1OA77wqKbuDEV12ZvLxeQ/Ts27pZiMCVbU8AG2Yur6H1ukrJxrSAL6RE2kvyYa3AVuvlcTw/iCsqSnmgnArflGgEZNhUpoIsVRifel0sPVtX7ReTW2bNnNzQ2Nn4lSdnjDWNW8Vvwdgt5zUhERPJI0waxZiFBMwfq6+u9jo6O1rVr194H/LTg542WapkIjP+9p0iWxRNAR0Gee5xymwGy2ewjRX7elrAroJkCDiJTDncDJyalCK2d4mRcZXKh7N12L5LCJApy500R/xWYldSKw/O8BUBXoU/fnreBhCedA8bc3d39oY0bN/bMnj37NSLyogRljyuMWcVvOAxYLCKniUg90CIitSKyCDf2BSIyj32ZChUhIgubm5vftXPnTt25c+d7Ctsp5lW3xu52sZe9qRgPuimjNkK0LPSJ03DL/2LoJ0LP2HKw61hTjAfIVjqrcJk+SWAWcH+2eCPxfvKqW+OEudT6ixVr2XU4FUcHHbfcOpwrr1T/hcEyv0WV3QTsLCwGVNXV69atu7q5uZm6urqv2Uo+RUSMacWvqg8CS4AP4lwjy4CncU3Ab8blSD8GPCwi7xMRP9byV/r7+2ufeeaZ76jqwyW2GSAZpdBIGaZKnDU4z3y0scHzvNm4LlNF2TdzL2tC1mAT5St078BNtLHKtuM9m81mizZPN+t7QkKWdxPOlVUKf8C1aYz7GTsW2Fgqg8dIAmN3J9o1bKDEfR4cHLxmyZIlq2pra48GLopb/njEmFX8OfeNqv6Xqr4SeBvwPuAB4HvA64FLcClrP8Kly11Rzu0jIucuWrToZbW1tV3AJ0ttl9QLguNgL0kVYMrobzgumThxFnB7OboAKyKL1fI2hTCxXKcnm3TmU5qxNIzcetyzUTaF0MjSYs3kshVOfYlVRk7uBmA9cHSMcmtxFbplOYiy2eyGYuydEVFnxy6aW66qewYHBz8ye/Zs2tvbvygifjvRpSiBMav4cy6Y3NJQVW+2QpDrVfXjqvpj++42Vb0C+BwuJlC0AYaI1E+ZMuXrTU1NdHV1eapaiSFxSyGTZRQEYN98BLeSiUtuLXBXNpv1kz65OebVRi59sxIeAg6J8XqfCKywCbwStscc9Jzhs5HOb8iLX8WAJuCHPiuid1m2U1yY5oMG49YNGzb8ef78+W11dXXZGGWPS4xKxS8ODfn/L7VtfoWuiDwHV3aPiGTsb25i2IzLWikapMxkMu9dsGDBgmXLli0bGhq6odI5mq+/zzIVIsH8n776m5rVtMnzvAujuj/s3F+O86P7kT0ASBzxDWPf9EWEZnJ/B5wb1fViTW6OwSf7pq1GYnH5GP2zrwYrRt+wy/O8l1XcuLLcWcAZljLqR3YXMa1obbKuOIGpqu7ates9W7Zs0YMPPvh99i6nCIlRpfitaOoC3DL8dhF5v4gcoqrqMzOnDefj3wtVHcwLGBWl+RWR6Q0NDZ9au3YtnZ2d77N00IrIZrPbcJNJVEwKwsdjLp+twMkR5b4E2B6EfTObzW7EEXtFxYQgfDxZ15D+Afz1qy2HFuAn5dxLRWSvp0jDliCw6uDagM1sdgJzPM+bE1HuebhYl29Yw5ZIqztzqQ345QFS1QfXrl37vZ6enhrgy1Fkj3eMGsUvIgfj6GEfVNVv4Xzs84E7RWROnmun3ATQDbxJRKaq6pCITIC9yn8+LqD2eOFO9fX1X2hoaJi8cePG36hq0A5EG6JUt1pDjDC88/cAzwubZmnVqSUDuhWwOUp1q6XDhuGdX4Ibc6jME1OgNSHpCbZHdH9MC9pUxmIudwAv9io0pC+DxbjJPUzjoD1hr7WhLes6u/lGb2/vx9avX9/V1tZ2nohEXu2MV4waxY9zOfxVVf8JoKr34rJ11gD/l6vCLUyvzMFy+B/G+UY/Ydvm8vhfA7wZ+Gkhu6aIHNPR0XFRa2vroKoGbqdo1kxPmAwMe5mlXKCvjNzduOyPsIVGM3CpjIG7TNmKYyiM+8MUSU8Yjn/bpwV4YQi5GRxNQdh3oj/svubKC9Ur2RT2OsIXDmZw9RBh0EfI7DVz5QXuG6yqG4HPzpkzh7a2tq+JSCIptWMdI17xi0jGuvFcgGVZ2HdiSvplwOHAJ0TkcPv9AIWTNyHcgKNr+K6IZEXkc7gCoc+q6n6WtYjIxIkTb5w+fbqsXbv2BlUtmtrnA92Ey3+ux7EWhkI2m30CZ4kGUgpWmLQxm80+GlY2TimEHXPgiS4P9wOLvBIN6cvgebh2iqFaZpr1nQkZ36gjWlOZO2FvHr5v2Ep0SVCrOwdzSzUGneBzq5MwBg3A0NDQ19auXbtizpw5h2YymUvDHGO8Y8QrflUdUtX1OOvgtXnfqdEvdAFvB14BXCIikwp9/rl/i0jGrPyXA5/FNTG5QVV/UIJH//zZs2eftHbt2u39/f2fDjsGe0HqQyzHp8TAdz+TAEFPU1wXErFQxzJiJoWw+puj8M6b3CWAbyoHO8djce0dQ8PiMIFWWHm+/SgT/CDOZXNiALmtuPcpEj25TRpB4xu1UeSqat+WLVveOzQ0xJQpUz4jIkkV8I1ZjHjFDyAizTiL6EQR2RsszdEvqOqtwLdxxR0n23eat12O+yP3cvWq6rOqulxVi/pVRaQRuHbDhg2sX7/+Y6oatdnJDgIoBWP6jJyuZwVIdfiv9DwKV0EZR6pgFwGC28Y4GkdP2fuAFQG2rwf+nwXjo2JXwNXGjKxrqhMVfwKODZBaejrwUEzNXboDUoW0xWDQ/OqJJ574fV9f3yTgM1EOJCKXi8j59rlcRBYE3H+BiFxtn1tF5PYoBJDVwKhQ/MbF/UfgDcBx+b/l0jJV9VKcK+hdItJasM1kEfmAiJxtX9VXshJqa2s/csQRR8zduXPno6r6H1HHYBbdkJ9gmDF8hvJzl8CvgDMrpXea3FNxcZDIsJVOrZ+VjgWxQ/m5i8hVoMvzvDdXkm1B6NeGdXcUkb0bn0yWFsSOY7LJsYbei0uAqCR3Fs5KDxO4Lya7E58xBnMvVaqBqQhV1YGBgcsymczgvHnzLhaRUMVsInI7jr33J/a5BrjVr/K37c5X1Svs8zrgauAfInJxmHOqBkaF4gdQ1W/i2DQ/nX9TLDsnp9AuwOXpz4J9kwKuHPxjwBn23TuBm0rJEpGDZs+e/bH+/v5cO8VYunWZcvFj9U/xUdASVO5tqndNMQAAIABJREFU7OvOVAqTcKyMsTUSt5WDH1fAxGw2uytGubtwWVqVFMK5FJCwxSB7XaXqVpuQ6mKyuHN4FHjMZ5zh5ijupSJY71XoR2ExiKFyFeBBoKpPdHd3f7O9vT0zceLEG4KSLYrI+XacBwt+uooy+qEA59tkkX9edwDXADcVGqEjBaNG8RsuxFn8l4jI3gISVR0w//39wI+BL9n3Q/b9JuBkVf2ouXtuAo4VkRcXEzJhwoRrp0+fPmHNmjU/U9W7Yx7DhnIVplbE46daNRAsRfHEUoFekzszm82uiVs2roq5pMvH87yZIVMoK+F24JRSLJqe5x2O8zc/kYDsTlvFlMKMmNxpe2GKfCluzEXfbc/zjsHFUWKbZE22H8bSdqO5iA19fX1Xrly5snP+/PmnAK8JuPslOKrrQjwInOlTaV9SwrK/xf7GRiUSJ0aV4lfVZYCHa6Ty4rzqW8nz338TywHP/15Vn8k7TjfwYeC6vNUCts8LGxsbX79mzZq+7u7uD8Q9hryK3gMyMMwV0xeji6cQG3H88sVwFtGyaUrCXD5STBmZeykWF08RudtwGS+l3HoNwG9jtnxz6MFNKgfAJoRYXDyFsGdnEkX4muxan0wMrpYS2EOJpAAzLOKI3+wHVd2+ZcuWT+zatYv6+vov5WpzfOJ4inRyU9Xleb9XQieO56vY9+CKRkccRpXiB1DVLwC/B76Io5All+Fjm+wCpue+L3Oo23CFUe/IfSEimfr6+q91d3ezfv36a1V1RQJDAPdQFPMD1+LywZPCEqDBONf3wvO8hbhm7UlYvjnsYF/j73wkOuZsNrsU6C20vj3Htf/PuK3uPLlDuKBnMUWUIdn7fB8u0Fvo2jsNeCRIFXgQWHrmAR3ZbMIfiMvFU4ihoaFvr1q1akkmk5lXU1PzoQC7tlJ+Aq7o51fV44zrq9S+fw9wPlXDqFP8hlfjrMRLROR02Jfhg8t7/06lA9ikcBkuZtAGICIXHn744cdPmjRpI25iSQRleHwmBaEKCCn3Pg70uR8B3JvgSiNX1JXJVwp5fu4klSC4CuQz8uQ24VJ6E+1kZfeyKX+lYyu9wYRWGTm523GW7F7FZX7/Jhx7a5LYxYH9LRqwpkdJQFUHBgcH3z9v3jymT5/+CRGZXWkfn26cKP75S3AsA8VcScOOUan4Tcm/A2c5XysirxKRGSJyJu5h/5XP4zyCs/yzIjJp6tSp19bW1rJly5YPq2qsPtAi6CHP6je/fxxpfWVhLJtP5xSwKaX7EvLtF6IH19Yvh+kxpVBWwoNAu7evIf1JOGs/akqhH/Sx/0onjtoMP7iD/a3ZRuD3AbmAAsOMh8HcSsfb1zwoMcUPoKp3rlq16hcHH3xw44QJE671sUslF0wnIXm2LJXzTPK8CSMNo1Lxw16l/WHgq7gX+UPAalX9qaoGsSCvBN6YyWS+smDBgvZly5b93eibE4VZfBnP8+rM8u9P0goswC7gnRZwfRvJ+Xz3gymdCZ7nZYzXxg/tcRxyh3DsnWdZcHshjsuoGrJ3YUyWljqaSDyjiFzFxVVeb669V8Qd0C0jexv7FOs0fLKsRsWePXs+sGHDhr6DDz74DSJSqZitksHRSnhD7FbgdSPV2odRrPgBVHWHqv5QVS8HPqqqgZunGx3zt1T17U8++SQ7d+68tEQVb+ywNMt2YGpMRTx+5fbgUmMvBZZWccLJT+9s8UsDHJPc1cBvcYHP71XBvZQvO5fe2ZC05VuA9bjxXkh4Pp7Qsi2OEoprKgxUdfnatWu/um3bNnCJGyX1m8+CzMCxEBG5FbjCUjpHLKR8/HPkwzJ3Ig2iqanpl/X19S8/7LDD/vLyl7/8Zlylax3wa5yF9hr2ZSv8GZcv/Wbc8rkHZxncDZwAzAEURw/8U5w75zT25dDfa/u/x/4/AViJC1i/GEeO1mff/wiYiyvHn4CbqP+Aq0p9K67P7RAuD/0h4FU4/2o3LkPnlzgOmkOLjOnttv3PcG6BOMfUDyzH+ZOLjelEXCbEUMxjqnSf6nDW9xN2TnGOqdJ9asPxCN0f85gq3adLcdXYP7ft4hxTpft0Hs7NJTGPqeR96u7uzjzwwAMfv/POO/32C7iiMA8fQEQUOCuIAheRq4EHVPUnfvcZLox6xR8VIvKSRYsW3dHf399z7rnnfrqtre3aalnAVsXbiAt+bauWZWSyn4N7Kbdls9mVVZTbjFMEE3FEcFV5AC2o+g6c4qrLZrM/r4Zck92KU2iTY6KkCCL7ubhrvTzuHPoKcqfj3CmtcVVF+5TbvnTp0i8/+eSTF27evHnThg0bDikVrzPrfHlhVo4ViC5TVd8FYZbLv61Q6YvI4pHo8hnVrp6oEJHatra2G+rr63n22Wc/29bW9gQBiK5iQD2wJ+ta7VUt39d459dms9mHcIG4+dWSjbP89uByuquZ43wS8AxudTOjXBFdnLDgZg2uinhLCNbQKLJfgGs89DdcdlEQPp0ocmtwmUsDwM5qyTWce9hhh121evXqB2fNmjW9trb2E2W2vYXiBVZn4p4TX7CkkqJKnzSPf0Ti4paWloXr1q1bPTg4+BVcwK9aFmgNrulHztfcGbGRh1+59bgirlxGkQBnhKQTDiO7P5vNDpml310kpTUJubkVxv0WYP4TVutRBTQCu7LZrFoeu1bpWs/CuY9ygd6DgVOSlmtoZl9Atw9XOxK5NWUl2PuzrL6+/snOzs5Ld+7cSVNT0wesydIBMEW9zRR3Pi6xz34wAraLC75bDLwO6BSRM+1zvtFBfAznShtxGLeKX0TaROSzW7ZsYfPmze9X1R7jqHnEi9AxKwDacK3zcugn4bxyw2JgU87lYEHPbTha4sRgL35Ldv92iv1EpH/2iSbgjznZ2Wz2cWBNBXqByLBU2foCPp5BnGsvSbmCI9v7a55h8WdgQdIrnTw+ngHYO+koIRu2BJBbi5vc/5LNZlVV//LMM8/cPDQ01CAiJdM7VfUs4CwRudg+V+Mycoop7MUcWKX7B+BiHD1I7nOrfc4vcZxhx7hV/PX19Z9ZvHhxW09Pz924AGcOfcBrrMQ8EZjlq/mxhLz0u8SUvym653PgMvZO4OgQ/QKCoJGCalVTSoEbeQSBWb5vLJFB9NYkrzdOEe2XN2+TT9LunnbchLo0T+4ALhB6WsKyJ1JQrBWmT0EIHAOcWBAn+2hjY2P34Ycf/loROaPUjsaq+W37XFFKWavqIYXxAFWdoqpS6hPP0OLHuFT8InLEQQcd9M7Ozs6hgYGB9+dnBdmD81dco/GkMK1YwMsqLpNsKtEEfD/rmpXky+3CFbIlaQG3FmP9tPhGWVbHsLAJ5RyKpDJarvlGCmi+Y5Y9sfBam+z1ldg7I6IG+J/CwLmtdO5PaoI3F1Z9iSSFsuSEEeVOxMVw9jNoVHXt9u3br5o0aRKTJ0++oZCXazxj3Cl+EZHm5uYb2tvba1avXv0fqlqsveBDuO5R8+KWbw9/OX6YzZYREbfcg4BjSuXO26TzLwnJnlWBfXO757+BSBA8F0d690yJ328HTkgottJRYcy7kpDred7JwEFlMtPWAud70Zqkl8KMUllLdj4DCcl9EfBgsQK1gYGBLz377LNrDjnkkCMymcyIraStNsad4gdeXl9ff8aTTz65o6+vr2jE3yyl/yVmIi3zf5at0DVrSeIMAJqFdy5FmAgL8BBwXpyuF8voKFuha5w2ExJw+XTj8slLyd2F88VOilOoZe6ULf6xCdhvrrlfuS24FczSUtvYs7cdpyzjlN1OhebptspNIsvlSeAvxX5Q1e6tW7detnbtWurq6j4rIkkYGKMO40rxi0hDa2vr13p7e9mxY8eVqlryQTWlUOd53gH0thEwCffSlYVZTXEGmI/H5cxXytd/BueT9t2v1gea/bBBZrPZ9cQ4Zrtvm4q5l4rIbfMqNBEJiMZiLp4iWG8KMy68DEe2V0n2fcDhFfoF+IYZFhmfPEBbvBI9IULIFc/z/gVYU6EG5rZNmzbdM3HixKn19fVeHLJHO8aV4q+pqXnf3Llz5zU2Nj6D4+2vhK3E5AqwwGp3gOKwzXG9ILjA6h8rbWQrnd8TU3aR53mTCFb23hlHzre5jY7Df3+BPuAlcaw4TPYmP9vmpbRGdn/YMdYCj/mQuwen/ONy603F/5gHYO9kERXHAhMqTTjqcFlLS8tQR0fHu0VkUQyyRzXGjeIXkRnt7e3Z/v5+tm7d+l4/RG7GovgArjF1VDTiinj8IveCRFJGpnwf8suCadWdT1qRVxS5GfavU/CDAeKZdE4F/uGX4tpiAH3AkVGE+nHlFUHkMdu17sClb/rivM9ms4/gjItIRo3nOP93BqzAHiT6mOtxK9m7/Wyvqg+vXbv2u9OnT69pamr6etA2jWMN40nxf37OnDnNK1as+K2q/i7Arv8A6qMUGlnKYCaIQrAXaYAI+c/GBnkhrgl9EGSAl0d0BdTjuFx8w6xBX83ZS8EUWSvuvgXB3bi+BFFQT8AuZkba5qs5exk8FzghBPHcVOC1Ea3vegLGwsygiurrnwE8E4SGoq+v7+Pr16/f2dHR8RJczGvcYlwofhE5rra29qIlS5b079mz5/1B9jVl9FuiVR9OD8O+aXGGKO6eswhgBebJ3YPr1hWl0rMtDPumrUxCuSDs/kwAfhSUb8nSSu+MmNc/KQz7Zjab3Rw2xmAGyYtwhURB5S7HWd+hXB/evkY6YTprbQqb3mn3qDubzd4VZD9V3bxu3brspk2bAL4qItUoHhyRGPOKX0Rk4sSJNy5YsEC6u7uvV9Wngx7DFOE5wOFB97Uq4CjEXJ1hisksFbUFl6kTBn8G5oYJPpoSi9IwfmfI+MZRuJTVsNlYW4ALw8i2lNUobRy7Q8Y3jgOeDWNYGH6Ni2+EWdHODEvAZhPzoFek97QPnAccFEbu0NDQDd3d3U8feeSRh2UymfeGOcZYwJhX/MAFhx566AnbHEn35yIc5y5cIw/fVoJZJhrSIgL2Ni8J4/4YAm4NyzRqK53v44qBfMN8vj1RWDetujWQEjS5pxGhx6md88OUbkhfSnYLERusWOZTmMluNQEIxYrI3YYr3gt6vacSsWOcuWkCGRZWjzILH0HsYlDV/oGBgcsGBweZPXv2p0WkWpxNIwpjWvGLSNOMGTOuGxwcZMuWLVeoauhOQPaQLgNODrDbVHMhREJ2X/MSX/A87xhcc+tITbVtpTPD87wgQc9WKwaLhOy+5iV+8RJcEU/URuKPAJM9z5sbYJ+JxYqHQmB9EJeP53kvBzp9plGWRNa13XyO3yK6PBdPkGSFUtjod0Vrcs8Dfh3FmFLV36xater3M2fOnNjQ0HBV2OOMZoxpxQ98JJPJzFy1atVjqvpfMRzvHioUqeRg2TSRFWAetpiVVUluE/BCXHvFOLAGON2PK8DOL06++U67jpXkZnD35YGoAm2F9Et8Blw9z5tRoUI3iGzFVfRWpM7wPO9QnLUcNHBfCrtxMSE/mB7RrbUXpsAHfBYs5sj2IveP2L179/tWrVo1MGHChLeJSKIEhSMRY1bxi8icxsbGK7Zu3cqOHTsuVdXQFkIOZgE/4XneCT42ryHGyt+cVefD5XMK8FiYwGoJuVtxgd6ylZ724sbdN7gHf66mQ4C/x2SB5oq6VlSy+k1Bx904vZsKmVx2rU8D7ojxei/FJTAcWkF2C/EaNODuc1kXql3rhbjuaZGhqk9t3Ljxa729vTJhwoRxl945ZhV/Y2Pjl4888shG4KeqWrF4KQAUWOiVaV6SywyJ4ucugV3sazlXTG49zgr8a8xy/4JTCuWelzoCpjJWgim1/nKrDc/zDsO16Is8sRegAXhZBeu7lphpPSy2kqlgAU/FBXRXxyh3CNenoJB2uBAZ4h9zD65RTDnleyrQFPM79dkpU6ZsX7BgwcnA+TEed8RjTCp+ETll9uzZr9u8eXNvX1/fh+I8ti1N/wycVEYRtsfgay4muxdHI1FKKTQAP4uQ1VJKbg/OzVXO/THZJ01BUNm7cYR5BygFm2BPw9EUxDrJWpxiBfCCYr/nUkfjvtaGLpxyLya3HjfJ3R230Gw2+yzwcKnn2q73UMyruhx2UIK62VyIhxCzQaOqnRs2bPhoQ0MDbW1t14lISaNqrGHMKX4RyUyaNOnGKVOmsHr16mtUNfZ+stls9mlc1swBAVfPsVsm2du0myKkYrZEf2l2/0YnscGKbl7red7BRWR3kOyYe3A874U4HOjKZrOrEpJ7F3CU5/oEFyJ0KmMl2CTWX2K1cQpwZELKF1ymzsUlUkunxuVCLEQeOWGxOoojcZXYsbjy8qGq/7l8+fKlhxxyyKxMJvORuI8/UjHmFD/wVuCoxx57bO3g4ODVCcq5pfALs8SlAmFUJNjDPyHfKrNc6LNxS/UkcSdwToHsBhz1cWIN6i1jpliQt5P9m+jELbcX+C8K3GtWHZzIBJsnezsF1a2W/XIEbsWZlNwB4HFgv8YlVgUeOivOp+xNFC/ee4YIabrloKqDO3bsuPTpp5+mpqbmoyISiapktGBMKX4RaWlvb7+6oaGBnp6ej6hqYi+nKbp2z/PyX5CSfOQxyy5M7zwJ5/NNVLZZ1p24bkc5TI1QPBRE9n7pnZ7nnY1zO0RKZfQhdzdwREFMpyUpy7cAhemd5wJ3Jj1mXExnfq54z9xaDWGqkkNgk62a8TyvxvO8twLbE4iX7YWq3rNjx45b58yZ09jY2PilpOSMJIwpxV9XV/epuXPnTuvt7f0bjk8/aTwFPM/zvDaziJJ0dxRim8kEl1lyb5Xk/sbk5aqSY0nr84mdnudNslL/Q4hYQBQAy3ArnRqvclOZ2GDKrsfzvAm2qvsHMWW1VJDbh1tJ5VpEdlimU+KwFceguXyeD+zI+iTbi4jLe3p6+ubOnXuBiJxUBXnDijGj+EXksNmzZ1+2detWdu7ceWl+O8WkYBbQnThLbCihQF852XVWXPVoTAVEfuTuxDUqPwVXoZuYi6eE7EbgpcDt1bre2Wx2LbAS5/6ohqWfjx04N9dJ2Wx2aZKWbz6sqGubPV++mF1jxA5ccPv5hOAgCgNVXbFp06YvNTY20traeqOIjBndWAxjaXBfmjJlSu26dev+W1UT8QeWwOO4svnhuJb1xEMZHRSDOC70JFoWVsIAztL/Z5Xl/gk36VTD+twLm1iPJuYuYT7RCLyYmNN0K8Gs/qnAXVVyqQEwMDDwhfXr129oa2s7BnhzteQOB6QKhnHiEJGX1tbW/m7q1Km7FyxYcPzZZ5+9kX0BuU6cgsxlKXThlHROaeUKcHIv1i5cxk6OkngPjqs9x6PSjcsyyZW39+CWxG24qtVu26cFV3zUhwsETsLlfQ+YzGY7r0E7pyZcOuYQzuJpZF/z8+3278IxvRHnhvibHSfOMXXbuDK4PgL5Y+rHEaLNxTGXxjmmcvepBpiNq6VYZ3LjGlOl+yTsK6zqi3FMUP4+1QEX4fh4lsc8pkr3aQJwIs6d92SMY6p0nxpwqZ0DuAYv1Xqfmm655ZbXr1mz5su7du3aqKqHq2q1V3hVQdUVv4hMBppVNRY/qYjUtra2Lp07d+7hjz322EevvPLKm5LIoS8Fy7TownGIrMhms2HZMIPKnYOzxn6EC7zFXUFaTvZ0HEXCG4BfVet6W8X0NFxNwVASdQNlZLdjqY7AbXFwMPmUewxOsT8K7EkipbGE3AxOOfcBbwFuSjJbrUD263Dxs43Alii8PAHl1nZ3dzd99atf/f1RRx11wsMPP3xtf3//5dWQXW1UzT0hIg0i8q84euOfi8j1InJB1ONmMpl3LViw4PDVq1evHBoaug5X9RhL68BKsJej1oJhdwInh6TWDYNB4H9MdnOFqsfYYAVEuSKe/yVan4IgcltwFbp3ZaP3KQgqu5l9Kat/BM6u0pgF1yv5HkvvrMjVFCMm4WI4u4CbCcjeGRZWj9KMox2Ju/d0JbQ0NjZ29/X1vberq4tZs2ZdJiKVKplHJaqi+EXkuTiL+I+qegvwGhz97Q9F5OVheTJEZOrMmTM/19vby7Zt296vqr3ZCI08QmBmjqwq65p6P4FTTonC87wX4VIKB0z2BlzrvWpgWq5wySyxhbggXNI4E9dUZo/JDsreGQWTs/uatj+OczGU5bSJClP6b2J///oGL2TzkhCym/Ou9Q7gRUnLNrlnAr/JC2Jv9uJtSF9Kdg2OcbRfVR9YuXLlzR0dHXWNjY3XJS17OFAti/8k4O6ce0dVVxtb5pdx1sTLQh7X6+/vb3n22WfvBn6R9/3eXOCkYGXkhZWb9+J87knKbcXl0RdWJG/3S6sbQfZMDkzffBB4oRdDQ/oycgWncAuD9ruSlGuy90vfNIX0U5wLJEkcgSsG3JsibCuOAS+G5uwV0FEkZfUJ4LyEVzoNwC/z61Escyvjg5wwKvarwent7b38iSee2F1fX/9yETkzYdlVR+KKX0QmAO/ACo7y06RU9QpcVd6XReR5AY/7vBkzZrxr+/btg3v27HlvfvpmXvl3oCYifmEPoRQW0thDutnzvFcmIddwNnB3YW6z/X9CUi+m5ZEfUKFrsYU/41Isk5CbwVmBzxT6ei3jI7FsF3PbHVAEaHL3eJ5XlMcnBrn1uNTR3xSRvYV9gdAkZLdSpEI3m80us+8ToTA2+u0zLXW2EJtI0M1lK4r9jDhVXd/V1fU5VWXy5MlfF5GquI+rhUQVv4hkVLUHl3XyagBVHbLfchfyNTjXzOdExJf1Zu0Uv37QQQdlROQmVV1SuI3N3klZ/U2ULl/vwZGKPTduoZ7rMrUJR5N8AKzIJqkxN+OyH4rhQVyVaRIvx2Jco5NSAb4NXojWlD7RROm8/T3A8Z6PfgEhMBVXoVuqIHCrxTySQEMZvqd7qEAZHQFn4zK1DoCtsnba8x8rzLDIlKiGvq6+vn7V3LlzF2YymXfGLXs4kajizyl5wwvyAyWqOiAiNaq6Gvgg8C/Av/r097/ioIMOOm39+vVd/f39V5bZbovneZPL/B4YptwypYqH7CH9A469MzZFaA/oJOC+CkVTXXG/IJX4eGyF9QCwIM4Vh8k9FhdQLYq86tZYFZIFdLtKFUyZcnwQxw4ap9wWXMLA46W2ye6jbo51dWfvSkniOZuIlno+GgIFlDuXfZlLpdBPBc7+kJiCM6YOgKr2bNmy5bLBwUHa29s/JyJtxbYbjUja4s89mD/AuQLOye9sn2uOoqrfxzV9vpwKFquINDQ1NV3X2NjIhg0bPqmq5cr2B3D513FiIs6qLwmzvJ8mYD/RCngucLoPnpZ+XPAxTjRTecwDOOt8UYxyZwMrfbBgDhKjJertay1Y6Vr/Hbe6i3OifRGup2wlDBHvmHOUy5VSJ/uAf43ZoJqK66xVMl3UzqsuTl+/sZ/uqVAN/bMVK1bcO2vWrMnAp+OSPdxI2uJXc/f8FfgWkAWOz99GRHJ++PNxL3qlRteXZTKZeY888sjSoaGhb5bb0G7oUFzWoD10E3ySZN0L9MYRiLMH9HTg95W2tZenPq4XxK5dxic1wz3AqTGNOYN7Kf2MuShVdQTU4xRrJbkDwP8RU0qr5xqJd+CDidLiDHFa3hPwUaFrz/5DFLB3hoU9289mHdV5JdlbCNB72gcaqNBURlV19+7d73nqqaeGampq3m0ZiqMeVcvjV9UP4Pyln8ynPlXVQRGptVjAlcDH8lcF+RCRjo6OjitbW1sZGhq6TFX9PKhdFNDbRsDe9E0fchXHF//iGOSeDDzpt1DK2DLjyn9u92Fx5+SuxxXdxPFyvIYAlBDZbHajF6BReQW0+aUKMM6kFxHPSud0XJ2C34KljTGmWE4KQIb2N6AjajqtGQgXEYwSYkscMR0zLOr9FKWp6mN79uz51sKFC2uam5vHRJvGUIo/l5njJ9KtqkN5F+pSnEV/oYg02TEkT4HfCTysqkUt6oaGhqsPPvjgpq1bt/5KVe8IcMrboz4sxoQZlKzq7zi/d9SX81mcNR0EXZahERrGvhmU6vnXlPCZBpA7FzdZLw+4a3fUAjqbPIIyUd4HvMTz0ZC+jNwa4J5sNuubg8hWYYNRV7SWsup7zDYx/Q/R3agnAKuCVJ3biqM2hhXtzDLB82K4csuWLV0LFiw4AxePHNUIfPFEZDbwoIhMyAVoK+2TS7VU1d8BnwA+DrzRjqF5Fv7TwEQROeAFEpHnz58//8I1a9YMdHd3XxbknKM+LLaMr88G5CM3a+J3RMh/9hzv/Fqf7qV82buJUG1pPl8NWi5v59njed55IeXW4NhOf+3TvZQvu5MIFb3mq++p4PMtJncrrs4gVKDX3B2vBdYE3deUV+hYkgWTA/PR2Ipogud5R4WU24oL3Adm37RVd+gVrQWnA1F6q+rWzZs3X1lTU8O0adOuL6ajRhPCKML5OH/qj2FfgNYvVPWLwK04grE32Xc5pXYccIuq7sdHIiKSyWSu7+7uZtOmTdepamBmxuyBzUuCIEfAFhiW/3w/zp8YCJ7nLcK91KGKhSJWt7ZF4KPpBA4yPqGgaAH+lHW0wGGwPsIKa7JRI4TBfTga4zAT/EuADUEnnDxsjLCibc6Gp/TehovplGtIXwpNwC0B3EsHyA6T0poXuA/MeTQ0NPSNFStWPJPJZOYB7wu6/0hCIMUvIu/FWWPvBM4QkXfa974KpfK2ew/OrfPvIvIFETlGRF6JWzr+sMiub2hubn7hmjVrNvb39382yDkXYIu3r3mJL9jyvTvCS0k2m30CeH6QoKdZ3C/ELf+jMOl1Bs01t2rY0MRrtkr4HXBWkFWWWdztlKhT8Clbgd1B3S5W9RzaRWWrwQdx/WGDyJ0KHEyERuJ2vQeCrmg9z5sexMVTRO524DHg1IByD8bFFKJ0jOsnnOE63W+crhCq2t/Z2fne7du309zc/CkRSZw+IykEvXA7gM+q6u2GuA3DAAAaEklEQVTAR4GvichBFqD14/IZtCyf3cAXcJzX63EB0AdV9d6C3H9EpHnq1Klfnj9/PoODgx+LQpOac5cEtMrqqRD594laXKNsv5gGrM9ms6sjyu0h+H2uJeKYs9nsCpyPPojr5WQcXUBUytgeAqQ6mntpMKhrqQSO9TxvQYDt24F7w1igBegjQJ67TYxxtCb9K9Dqt0reJqczcBTSoWH3SoPUyphBE3ZFBzh3dV1d3a8XLVo0qaGh4YtRjjWcCKQQVPW/VbXbgrXfwQXyfm6/DZaLdud+y1PsoqpPq+rXVfUrVsh1AGpqaj46f/78mStXrnwE+H6Q8y2BPezj5S4LmyAaSxVrBcRfgMP9BFztJRrCcd1HQtAAoL1IEoPyBZfSmvGz0jFXxaHE0Ejc7leQnO86XC1AVLlDOLfeKX5k20psfTabXRqD7D3AxABGTeTJ3eT24p5Tv+6eo3HtFFfEIDvXqcsvcr0kImHPnj2Xbd++fWDWrFlvFpHjohxLRC4XkfPtc7mIBDEaQh8jTHBX1KEPuAyYLSI590vJ41kQd3Le8khF5C3lVgoiMnfGjBkf2bVrFzt27Li0cDUQBrYkb/SpFDoi+LkL5XbjKhP9sDqeBcyNSfmSDUZj3B7Bz10odwhX1OWHsfREHPtmXORnnfgPeraWoSkIBMvKGQDmldvOJvcLiLeL2Xb8j7kprmttWTmv9PZvSF8KiwieoVYOO/y4b+16SxyrOlV9ZtWqVV9rb2+XpqamGyKwC98O3KGqP7HPNcCtQZR/2GMEVvz5ZGiqugKXovkJETk+l5Nf4gSnAt/D5fFPxHVRehvw72XEXbNr166G5cuX36Kq9wU91zLYzb5G0kVhPt9YFGAO2Wz2fmBtOavMUigPxdFWx4nuSsEwzzGaxt0w/l6c+6MSsdjDxDhmmzT7KlXVWvpm3E1VfkyFSmdcB7Nd2eKkZKGQy8Cq5P6w9M247/M9WEP6MnLrgd/HZVjAXkPOTwFdu986GD/o7+//zCOPPLI5k8mcCPxr0P1F5HwAVX2w4KergJuSPkYcBVy3Ad/GUdXmOHgOOK5RK6wF/qqqu2wCuQzwROQApSAiLzrkkEMu6O3t7e7r6/tIDOe5F7Y8bShl9dtDNCFCxkE57AHeWky2yT0P+F1M7qW9MKu/pHWZZxHF2mXJXsx7KVGR7Xlered5b8Q1HIm1HZwpmJITjvm5e2Py7efLHcClOhal87XJ6FSKsG/GIHsTZWhPzM8dNounnNy1OMruor0ZLIj9Br/FgAFlr6dMPwpbEcTaJU5Vd/T29n5s4sSJTJ069Su5uqQAuASXDFCIB4EzRcTPCj30MSIrflPgnwL2iMh3c9/nL39y7hxVfY+q/iBv34dxMYL9iNZEpGbKlCk3tra2MjAwcE0p/38UVEjvnBEl26GC3B24PqPF8p8nAP8goUbiFdI79+MjjxmPAo+UmGhPwpGhxTrR5WF9mYreqVnXuCcJrAEWlSA0awZu9VsdHALl+lG0JCj3DkpPKufig4oiArYVi5+ZMdUQtAbHJ763Z8+eR+fPn99RU1Pz0YD7Hk+R3h2qujzv98SOEQtlg6puxqV4vllEXqWqQ+bTn2i/lwucfRJ4k4gszH0hIhfNmTPnyJUrV64bHBy8Jo5zLIFthf5Bz7EyJt1D9ne4jkZ7A2IWfF0IPBq35VuArsL0Tnth4l7674VZ1E/iqlv3ugLM+nwecHeCshXn5tov+GiKMVRan0+5fThFuF+TIc9xv89PyrAw2QO49M793C6e5xVrsBKn3J3AU57n7cfZ73ne4bgAeknG0RjQS3F91pHUtVbVwa6urku3bdvGQQcddLmIHBxg91bKMwH48fOHPkZsXD2qeg/weeA/AETkPOCjIlI2h9wmjS8AX7H9Jjc2Nn5hz549bNmy5YOqmlhDbbMCagv8gzUE4w4JI3c7LhMiv+jmBJwfMkmlDy6+sTfHPW/sSY9ZcemG+YHeabhUxthdDwXoIi/rxHzgPXG7eIrgSWC1t3+XsJcCvikKImAnsDe+YVQWSVn6hTiuYJVVB/wqyWe72ATvOQbRpFZ0AKjqn9atW/fThoaGBuBqP/v4dOOU3SbqMWJR/Hmpmllgo4j04krQP6Oqfh7yG4EFInJuTU3Nlao6bdmyZX/CqoMTxlYs0GuuiJq4/dzFkHVshEOe57Va0PVIXPVn0nIVZ/XnlFEdMFCFCQfgT8BRnuc12Uu5PZvNPpa0UFPwfXlFXfVEzCP3KVdx6Z2NFss4Apc2+lQVZOdaFuYCvbVUZ8z9OBK3UzzPE6tpWJagGzFfdjfQlOdSzFCFMff09Hxw1apVPbW1ta8XET/FbJWykDqpnKYa6RhxuXoUQEROw3FovFZVLypFtlZk/z5cM5YbOjo63t/R0aGq+v78DKKkkFf1WIer6os1k6cCZuKKWY4ClsaVUlgJ2f25i1qrYHHn5O7AKb05OJ9vtZqlg4urNHv7qLUTVwiwVxGejLvHC3C889WYZMElErTklH81DBrDYzhKhrm4oH5SXbuKIdcBLxe4T/xaq+qqnp6eq4866ihaWlpu9FHMWmkV0kplLqFox1DVWD44X+Y1QGuEY+jUqVO1trZWcemeVfnU1NTopEmTtK6urqpyRUQPO+wwnTJliopIVWXX19drS0uL1tTUVFUuoG1tbXrYYYdVXW5jY6O2tLQMy7VesGCBNjc3V33Mzc3NwyJXRHT69Ok6Z86cqsueOHGiNjY2Vl1uW1ubzpw5U8HZwpV0HXB+md8uTvIYcXZqukdVQ6en5WIBfX19HHvssdTU1JDJZPjnP/9JT08PixYtoqbGTaSrV69m06ZNHH300dTW1jIwMEB3dzcrVqxg9uzZTJ482Q2utpYnnniCuro65s2bR22tG+7KlSvZuHEjL3iB65U9NDTE9u3bWbt2LQsXLqS5uZnBwUFqa2tZsmQJkydPpqOjg9raWkSE5cuXs2PHDo455hhEBFVl48aNrF+/noULF9LY2Eh/fz9DQ0M8/fTTTJ8+nba2tgPGtHDhQpYsWcKcOXOYOHFiYmOaP39+1cZU6T7t2rWLJ554gtbWVk444YRhGVN/f3+sY6p0nzo6Oli6dClHH300GzZsGBX3Keqzt27dOlavXs0RRxzBiSeeOCbGVOk+1dfXs3Hjxpw+Ux9qr1wA1w8l+fKwx5AqeFN8QUReBlyPcxMl7vcdCRCRd+GqN19cDbfWSICIXANMU9WLhvtcqgUR+TGwRFU/M9znUg1YHc9fgK/np2+PZVge/5PAx1T1f3xsfyuwXFWvKPh+AbBMVStWA0c5Rty9WUNBROqArwIfGEdKfwquh+dLx5HSPwzXcSkQg+VohsW9TgDeOsynUk1ciOOaqqgAxxA+AtzvR+kbbgE+VuT7M3FpwIkeo2qtFyvgUmAFjvRtvCAL3Kaqjwz3iVQRXwKuVdXE8udHEizIdx3wkSTTkkcSzGX7BeD9GgO31miA5e+/D7jc7z6q+hNgm4gUVndfYp9CGbeKyMVRjpGPYbf4RaQd15XrRePI8j0C+DfgiOE+l2pBRF6K68V7wXCfSxVxES6f/tbhPpEq4mPAH1Q1dH+BUYirgRtUdVWQnVT1LBG5Oo9Q7RDgdXmVt/lYTBGffcBj7MWw+/hF5JtAr6oGaqc4WmE1D78FfqOq1w33+VQD5sp7GPi4qv58uM+nGrACmyeBl6nqQ8N9PtWAKZ8HgKNUNTbyuZEMETkF1zxqkbo+I6MCw2rxi8jRwGtwVAXjBefhOi7dONwnUkW8E1gH/GK4T6SK+BTwy/Gi9A1fAr48jpR+BpeQcsVoUvowjIrfLN/rgKyqVrNoatggrqn8V4H3qmpSpGQjCiIyDacEx1Pm0nOAt+BcW+MCIvISXPP0Nw73uVQRb8UVBv7vMJ9HYAynxS+4jlo3D+M5VBsZXOvKyJ21RhEGgUtVNXQf3VGIXcBbVDVxmoIRhHW4MSfBgjlS8Tjw7tFo0Ay7jz9FihQpUlQXIyWdM0WKFClSVAmp4k+RIkWKcYZU8adIkSLFOEOq+FOkSJFinCFWxV+syfpYRzrm8YHxNubxMl4rLhx3iCWrR0Reg2sq0gL8H44ZrlpNH4YF6ZjTMY9FjMPxng68G/hv4BjgaVWtRue/YUWkWV1EakXknbjuWU/jKvcA3iYix0Q9uZGIdMzpmMfimMfbeHNQ1buBD+Dqij6I6xq2t53smEXYblm2Ung/8HfgXUV++xYwMcrxR+InHXM65rE45vE2XhuX5P37DcDu4T6nan2i+vE+BdyNNUXP9Zo0rvlpwKSIxx+JSMecjnksjnm8jRfNaX+RZhyr6Dfs/8POWpw0Qit+Efk4rq/jD1R1K4CqDtrPO4GDcE2mxwzSMadjZgyOebyNtwjOBBbhemSAoxkZ2wi5RJqG6+D+FaAx7/sa+3sMrgPPpOFe0sT1Scecjnksjnm8jbfI+OuAPwLftf/XBthXkjinanzCLmlehyN4+7Gqdhf5/ePA/UBfuYPkAihqV3GEI5Yx50NEZISPPfYxjwLEOmYRyejI7kQV17u8d5yj4LnOx8n2+Vf7v697VTDeFmDXCL/P+yGsq+dDuK5CS3Nf2IUYFJGZwPk47vWySyY1iMirReQSEVmc8y2OQMQyZnGYLSKvA64QkXNEpCHJE4+AWMY8yhDrmPOUw6EjNGc8rnc5N84LgMtF5MUjdLx7YbUKH8L1TVgnIjWVlHeesTokIgtE5DYcFfUbROTwkT7mHAJb/CLyQqAZd7F25v9kfz8AbATu0xL5v7nZUkSeB7wZOBSXSzsZeIWI9Kjqb4KeW1KIacw16vymF+Boe59U1VtF5BzguyLyN+BrI8VSimPMPmQIMKGEpVl1xD1mETkeeDHOXXIX0Cwiq4Ff6QigL475XX4lLv+/W1WvFpEXAVkReRr4kY7M/hPHAOcCR9n//bx7AqiIvAl4JfC4qn4L9rZUvVREvqGqI3sVHMIn9iHgZ8CROT8X+wrBmoE9wH8CU4r5wfK2rQHuxLUtW1CwzTuA5w23HyyuMecdpwbXN/PfCr6vxWVTnDLcY417zMXuvf37IuDXwOeGe6xJjBl4PrAC10/6iLzvz8UFEaeOlfHaftcDxxb57SLgX4Z7rCXO+wfAvfbvjI/tM/Z3ht3ba4GW/GuDM2A/NNxjq/QJ4+rZbjd6Kez1z+fcMx+3h+X7al217Pd85GRejrP0v6eqy80FkrM05gKnhji3pBB1zDk8FxdIa8x9YRbTAK5S8ooRtFSMa8z5yIjIdBF5A86FMIRTLCOlYCbSmHNpgCLyZty4/qSqn1fVx/MoEJ4EPgK8JOGx+EHke2wrWQUmYpk/Be/yn4FTRWTEpIOKSEZEFuJW3x/PfR3gEJ8FduOyoLpyMQ0b80pcwHxEI4zibwM22kDrAVR1QEQacUUgNwL/gOIvszrfYS1O8d8M/KmIjGdwKVYjBZHGnIOqPgqcyL5c6fzA30PAyTpylsSxjDn3m4gcBLwMmAP04Nxd96nqs3bsYXVxicj5wJuAw4Avmgsu6LOdc4dcBWzGWcG534Zsn124pvMjgRYg8j3WfWmf04EL7d8Z9k0gPbjnemfhvtWGiBwJe+MRl+DoGf5kirtizMbu4TzgbcBNuA5c2PXLTYALGVm6qziCLhGAJtzyNT/1awbuQvzN5zE+jbN8Fxd8n0sh+yvwpeFeDsU55vzxlfjtXuA3wz3WBMbchFOmr8eqP+24/4e5BhjGtDjgYhvTmUCH3YdcUPNW4O1+xsy+pf7FuJXMJ4AzcG7LU4BphdsO9yemd7nO/h4DbAPOKvj9JuD9I2CsArwK+B/gu0AvcJL9Vu9j/5yb5z+AfwLPKXH/nwC84R5vpU8Yi78bZ6W/xiL3bcCPgHp76PdW/ZXBJTjf/lO5L/IyCebh/KO/DHFuSSGOMaN5VkWeJVwjIq/CKYdfJXDuYRF5zGZhnYtzY/1eVXeJyNHAccASVX0IkrH2ReRyEfmHiNxqnwVFtrkaWK6ql6jqHcAGYA3ODbMN95x+BFhMhTHnjeEKnJX7IHAPzuXTBbxZRKYXbDvciHyPVbVfRKbhsn5WA98Ql503T0TejVv53JDkIPxAHX6Gs9b/gVuVnCMibeojEKvO2q/FUTv8N87HD+xzd4nIKcBzgD8kMYZYEXEGPQ74N+Bl5bazvzlr/gLci3FSwXa532/GTQgzhntWjDrmCsfJWRDvw/kFbwGah3uMUcacd6+nAy8AXlxku8tx6YE5ayt26xe4GscqCbAA96LfXuQ8ziyx735jxinB80vdZ6zoh31xi3cW2fYa4MLhvp9R73HB3xNxmT/XAbPt3d4BPIBbPbUN99jKjKUGZ5RcDTy30rb29724ieyIgt9z7/IfbOxThnt8FcefxAW1v60lfv8dbgndUuSBasX5QK9OQiEk+RCVG3Pu4SAvcwAX2P6qvSifGYlKP+yYcW6TG4G3FHx/mN37axM8r8W4tLzL7f+32v9vz9umFbi6xP6lvr/Jx7N9P64KdJ79P38yvAiXRVIxe2SkfCrc43pcrOoVBd+/E+gHXjLc5x9gnLmJO+e2OhE4sch2twPfAyYXuUbPwQV8Pznc4/Hzib3Zgu5zZ3xbRDwRmZj7zZbbTbgUqq683XLLyU/iMgluU7uaowHlxpy3zZC65eILReQmXJxjAy7OcaWq7q7iKUdGuTGrc5t8GZgpIjeKyL/ZTyfjFMYdkFgmzyX290H7e4V9Xpe3Tc6vHwS3A6+2fxd7tg8GJgB3qeoK2OvSyb1jZwDTdRRVdxa7x3nZSWcD21T1F7A3UyaDmwyeAj4sInUjJFurLNSC8rovseI7uCK09tw25oLeA9yvqjuKHOYLwHqcq2zEIxEWOssQ2I17yQsVWjfm2889FOoyCWqB9+BeyL8ncV5JotiY89K8JuMs0aNw+dE/BP6qI6CIJwrK3WdVXQ5cLSKzgfNE5Ac4IqxHVPV3tk0Sk/sF9vfveedxTcE2h9j3QXAH8DER+QXFx7wTZ8AUPtu5LLbX4tIARxUK73HePXsrzj1ZmJ22TUQ+jXPZzs5NgqMM5wFHqepm2Hsv1+LSNJ+17zK4RzhX4fxqnIER9LkaFiSi+NUFS94mIrWm+HIPxjZgHvsUeybPqvgULtPnm+ojtWqkoXDM9vU0cfnCR+GCQbeq6rrhOse4UeQ+7+VoyVN8a3EWYxtuCT3Hgn4/UssPjwsi0opz4yxX1c4ym7ZZYLcYzizzW2uZZ3sAl8t+j21bg/P3K/BRnPtj5Af9ClBmvL/CZQCBW9Xkr2Qex12HEW/tF4OqrgJW5f1fbfLuZh+1heRNdl/H6bTvjxZPRaK803lLqCGLfHeKyHeBqbhl4qDNnEfg+LBfr6pPJnlOSUP3L21/Ec7H/DhwGdBlL9DebURkqhoV7mhF3n3eq/TtZakBBsUV7xyPq9T1cNcliZL24+3vg2W3cs/eFcV+EJGry/2W+3fBs51R1Z0i8m3cym5N7nfL5Lkcx/Ve6bxGLPLHa1/9Fhe3KHzmwd3bp4FNVTvBhKGq3eaiPVNEbjbd1YBbyZ2NCxCPmvFWreFAnhX/e+DlIvI3Vb0Px9VzLnCzqt5WrfOpBlT1p+KKYd6FU3qP4Hh5fom79u24l2RUK/5C5Fk954trcnEYbnL/sapuw9EEJIGz7O/tFbbrFJHWCquC/SAiZ+IyNg5AnjK8DbjMVh4/winGVwJ/Az5VREGOWqgjNfuTiHwHZ93/1JTjS4EjccH0URW38oH/w63e3yAiO4DTcdlL71DV1cN5YkERS7P1wEKdG+BwXPrYdlznnyU6cqpWY4dZvxfg2thtAjpxAd7bdaQTOoWErebOwvmCW3BcRPfHLONiXBYYODcPuGubw1Wqek3BPgtwqZzfLnK8oha/WftXVZosbMwn4ArWduGKEe/SEVC5mgRsvMfgiqOewVVm/wZ4eLS4PYLCxvw8YAuwRVV7h/mUAmNYFP94hk16L8X1Nn3VcJ9PNWBjPhU30f9AVYvRdMQhZzvOD1/Rt2zL9qsLg7zFFL9Z+4sLJ5AU+0NEGnWEMK2mKI9U8aeoKmQfPXXcx23FrR6Xq+ohPvc5QPkXKn4RWQxcoqqXFDtGihSjEWO+qXCKkYUEM7b8Bnbzz+USEblJRJYB385345g76JLcdrGeaYoUw4xU8acYK1hsf4sGYEvBlP8CXI5+Ky7V81Y7TkWffooUoxGp4k8xVvB8+xs4ZdJcPUVTOFOkGIuInbIhRYphQs7iH3VV3ylSVBtpcDfFmICIKNCpqlOG+1xSpBjpSC3+FKMelnkDqbWfIoUvpIo/xVhA4IyeFCnGM1LFn2Is4Dj7GyijJ0WK8Yo0qyfFWEAgi19ELs/77yEUqeBNkWIsIw3uphj1sMAulagaLF//duAKVf2JfZfrxpUWaaUYN0hdPSlGNWRfE/U7fGx+K3BHTukDpAVaKcYjUldPitGOM+1vWSpmc+8sJq8Fo00aV5MWb6UYZ0gVf4rRjlxg9wCK5QJcgqNrPj+vDWwnjks9tfpTjCukPv4UowrGi9+a88kbwdpyVT2rwn6KI2JLffkpxj1Siz/FqIGInI9rY4iI5NwzC8hz31TAsiTOK0WK0YY0uJtiNKHTPpeYe+Zq4BpV9ZPGWXKbgvTOFCnGPFLFn2LUQFXvAK4CzhKR23HcPH4Ds1exrycv4FI5zXX0k+K7pEgxNpH6+FOMG1h/3kPY19y+s1jf3RQpxjpSxZ8iRYoU4wypqydFihQpxhlSxZ8iRYoU4wyp4k+RIkWKcYZU8adIkSLFOEOq+FOkSJFinCFV/ClSpEgxzpAq/hQpUqQYZ0gVf4oUKVKMM6SKP0WKFCnGGVLFnyJFihTjDKniT5EiRYpxhlTxp0iRIsU4w/8HLepFgjP29lMAAAAASUVORK5CYII=\n",
- "text/plain": [
- "<Figure size 432x432 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "nbins = 25\n",
- "\n",
- "fig = plt.figure(figsize=(6, 6))\n",
- "ax = fig.add_subplot(111)\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n",
- "\n",
- "KF_FR = np.load('kf.npy')\n",
- "plot_utils.flavour_contour(\n",
- " frs = KF_FR,\n",
- " ax = ax,\n",
- " nbins = nbins,\n",
- " coverage = 68,\n",
- " linewidth = 1,\n",
- " color = 'black'\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(10, 10))\n",
- "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "ax = fig.add_subplot(gs[0])\n",
- "\n",
- "ax.set_xlim(0, 1)\n",
- "ax.set_ylim(-1, 1)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize)\n",
- "ax.tick_params(axis='y', labelsize=fontsize)\n",
- "\n",
- "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n",
- "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n",
- "\n",
- "for ymaj in ax.yaxis.get_majorticklocs():\n",
- " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "for xmaj in ax.xaxis.get_majorticklocs():\n",
- " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "\n",
- "# HESE data\n",
- "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "\n",
- "# Plot\n",
- "ax.scatter(T13_010_an[:,0], T13_010_an[:,1], marker='o', s=0.03, color=color_010)\n",
- "ax.scatter(T23_100_an[:,0], T23_100_an[:,1], marker='o', s=0.03, color=color_100)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='lime', 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=(0.03, 0.78),\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_010, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n",
- "\n",
- "# Text\n",
- "ax.text(0.34, 0.12, r'$68\\%$', fontsize=fontsize, rotation=12)\n",
- "ax.text(0.33, 0.26, r'$90\\%$', fontsize=fontsize, rotation=18)\n",
- "\n",
- "fig.savefig('./plots/fr_an_trajectory.png', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "sc = np.linspace(-52, -40, 1000)\n",
- "energy = 1e6\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=energy)\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, 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=energy)\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, 0, 1]\n",
- "frs_001 = []\n",
- "for x in sc:\n",
- " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=energy)\n",
- " frs_001.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
- "frs_001 = np.vstack(frs_001)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "frs_010_an = np.array(map(fr_utils.fr_to_angles, frs_010))\n",
- "frs_100_an = np.array(map(fr_utils.fr_to_angles, frs_100))\n",
- "frs_001_an = np.array(map(fr_utils.fr_to_angles, frs_001))\n",
- "\n",
- "norm = mpl.colors.Normalize(vmin=-52, vmax=-40)\n",
- "\n",
- "color_fe_010 = map(alp, map(cmap_010, map(norm, sc)))\n",
- "color_fe_100 = map(alp, map(cmap_100, map(norm, sc)))\n",
- "color_fe_001 = map(alp, map(cmap_001, map(norm, sc)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "print frs_001[-20:]\n",
- "print frs_001_an[-20:]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(10, 10))\n",
- "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "ax = fig.add_subplot(gs[0])\n",
- "\n",
- "ax.set_xlim(0, 1)\n",
- "ax.set_ylim(-1, 1)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize)\n",
- "ax.tick_params(axis='y', labelsize=fontsize)\n",
- "\n",
- "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n",
- "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n",
- "\n",
- "for ymaj in ax.yaxis.get_majorticklocs():\n",
- " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "for xmaj in ax.xaxis.get_majorticklocs():\n",
- " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n",
- "\n",
- "# HESE data\n",
- "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
- "\n",
- "# Plot\n",
- "ax.scatter(frs_010_an[:,0], frs_010_an[:,1], marker='o', s=3, color=color_fe_010)\n",
- "ax.scatter(frs_100_an[:,0], frs_100_an[:,1], marker='o', s=3, color=color_fe_100)\n",
- "ax.scatter(frs_001_an[:,0], frs_001_an[:,1], marker='o', s=3, color=color_fe_001)\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend_elements = []\n",
- "legend_elements.append(\n",
- " Circle((0., 0.), 0.1, facecolor='lime', 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=(0.03, 0.78),\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_010, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=90, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n",
- "\n",
- "# Text\n",
- "ax.text(0.45, 0.185, r'$68\\%$', fontsize=fontsize, rotation=5)\n",
- "ax.text(0.45, 0.52, r'$90\\%$', fontsize=fontsize, rotation=-4)\n",
- "\n",
- "fig.savefig('./plots/fr_an_fe_trajectory.png', bbox_inches='tight', dpi=150)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(60000, 3)\n",
- "(60000, 3)\n"
- ]
- }
- ],
- "source": [
- "MCMC_010_sc = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13.npy')[:,-1]\n",
- "MCMC_010_frs = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_proc.npy')\n",
- "print MCMC_010_frs.shape\n",
- "\n",
- "MCMC_100_sc = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23.npy')[:,-1]\n",
- "MCMC_100_frs = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_proc.npy')\n",
- "print MCMC_100_frs.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [],
- "source": [
- "#min_scale = np.min(MCMC_100_sc)\n",
- "#max_scale = np.max(MCMC_100_sc)\n",
- "min_scale = -52\n",
- "max_scale = -40\n",
- "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
- "\n",
- "color_MCMC_100 = map(alp, map(cmap_100, map(norm, MCMC_100_sc)))\n",
- "color_MCMC_010 = map(alp, map(cmap_010, map(norm, MCMC_010_sc)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 3 Axes>"
- ]
- },
- "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 = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n",
- "gs.update(hspace=0.3, wspace=0.15)\n",
- "\n",
- "ax = fig.add_subplot(gs[0])\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_120, marker='o', s=0.03, alpha=0.3, color='red')\n",
- "#tax.scatter([[0, 1, 0]], marker='*', s=500, alpha=1.0, color='green', zorder=100)\n",
- "#tax.scatter([[1, 0, 0]], marker='*', s=500, 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",
- "tax.scatter(MCMC_010_frs, marker='o', s=0.03, color=color_MCMC_010)\n",
- "tax.scatter(MCMC_100_frs, marker='o', s=0.03, color=color_MCMC_100)\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(0.34, 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='lime', 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(1, 2, subplot_spec=gs[1])\n",
- "ax0 = fig.add_subplot(gs00[0])\n",
- "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n",
- "cb.ax.tick_params(labelsize=fontsize-5)\n",
- "ax0.text(0.5, 2, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "\n",
- "ax1 = fig.add_subplot(gs00[1])\n",
- "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\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",
- "ax1.text(0.5, 2, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n",
- " rotation=0, verticalalignment='center', horizontalalignment='center')\n",
- "\n",
- "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
- " fontsize=fontsize+5, horizontalalignment='center')\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_trajectory.png', bbox_inches='tight', dpi=150)\n",
- "#fig.savefig('./plots/fr_trajectory.pdf', bbox_inches='tight', dpi=150)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/plot_llh/triangle.py b/plot_llh/triangle.py
deleted file mode 100644
index 9cc98a7..0000000
--- a/plot_llh/triangle.py
+++ /dev/null
@@ -1,258 +0,0 @@
-#! /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/plot_llh/unitarity.py b/plot_llh/unitarity.py
deleted file mode 100644
index d6cd899..0000000
--- a/plot_llh/unitarity.py
+++ /dev/null
@@ -1,86 +0,0 @@
-# author : S. Mandalia
-# s.p.mandalia@qmul.ac.uk
-#
-# date : Sept 11, 2019
-
-"""
-Utility methods for calculation of unitarity bounds.
-Calculation follows from DOI 10.1103/PhysRevD.98.123023
-"Unitary bounds of astrophysical neutrinos" by M. Ahlers, M. Bustamante, S. Mu
-"""
-
-from __future__ import absolute_import, division, print_function
-
-import numpy as np
-
-def Sp(x, y, z):
- """S'."""
- if x == 0: return -np.inf
- if np.power(x, 2) < (np.power(y - z, 2) / 9.):
- return -np.inf
- num = np.power(3*x + y + z, 2) - (4 * y * z)
- den = 24 * x
- return num / den
-
-S1 = lambda x, y, z: (x + y + z) / 3.
-S2 = lambda x, y, z: [x/2., y/2., z/2.]
-S3 = lambda x, y, z: [Sp(x, y, z), Sp(y, z, x), Sp(z, x, y)]
-
-B_v = np.vectorize(
- lambda x, y, z: np.max([0] + [S1(x, y, z)] + S2(x, y, z) + S3(x, y, z))
-)
-
-def Bn(B, omega, chi):
- """Normalised B."""
- if np.abs(chi - omega) >= (np.pi / 2.):
- return np.inf
- return B / np.cos(chi - omega)
-
-def calc_unitarity_bounds(f_s, n_samples):
- """Calculate unitarity boundary for a given source flavour ratio.
-
- Parameters
- ----------
- f_s : list, length = 3
- f_e, f_mu and f_tau
-
- n_samples : int
- number of points to sample
-
- Returns
- ----------
- numpy ndarray measured flavour ratios of shape (n_samples, 3)
-
- """
- chi = np.linspace(0., 2*np.pi, n_samples)
- domega = np.linspace(-np.pi/2., np.pi/2, n_samples)
-
- eta = np.full_like(chi, np.inf, dtype=np.float)
- for i_chi in range(n_samples):
- omega = chi[i_chi] + domega
- x = (1 - f_s[0] - 2*f_s[1]) * np.sin(omega)
- y = (1 - 2*f_s[0] - f_s[1]) * np.cos(omega)
- z = (f_s[1] - f_s[0]) * (np.cos(omega) - np.sin(omega))
-
- B = B_v(x, y, z)
- if np.any(~np.isfinite(B)):
- print('B', B)
- raise AssertionError('inf elements found!')
-
- nB = []
- for i_ome in range(n_samples):
- nB.append(Bn(B[i_ome], omega[i_ome], chi[i_chi]))
- eta[i_chi] = np.min(nB)
- if np.any(~np.isfinite(eta)):
- print('eta', eta)
- raise AssertionError('inf elements found!')
-
- df_em = eta * np.cos(chi)
- df_um = eta * np.sin(chi)
-
- af_m = np.dstack([
- df_em + f_s[0],
- df_um + f_s[1],
- 1 - ((df_em + f_s[0]) + (df_um + f_s[1]))
- ])[0]
- return af_m
diff --git a/plot_llh/unitary_bounds.ipynb b/plot_llh/unitary_bounds.ipynb
deleted file mode 100644
index 4d79dfd..0000000
--- a/plot_llh/unitary_bounds.ipynb
+++ /dev/null
@@ -1,238 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%matplotlib inline\n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"From 'Unitary bounds of astrophysical neutrinos' DOI 10.1103/PhysRevD.98.123023\"\"\"\n",
- "import sys\n",
- "sys.path.extend(['.', '..'])\n",
- "\n",
- "import numpy as np\n",
- "import matplotlib as mpl\n",
- "from matplotlib import rc\n",
- "rc('text', usetex='True')\n",
- "import matplotlib.pyplot as plt\n",
- "from matplotlib.patches import Circle, Rectangle, Wedge\n",
- "import matplotlib.colors as mcolors\n",
- "from matplotlib.legend_handler import HandlerPatch\n",
- "plt.style.use('./paper.mplstyle')\n",
- "\n",
- "mpl.rcParams['text.latex.preamble'] = [\n",
- " r'\\usepackage{amsmath}',\n",
- " r'\\usepackage{amssymb}',\n",
- " r'\\usepackage{accents}',\n",
- " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
- " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
- "mpl.rcParams['text.latex.unicode'] = True\n",
- "\n",
- "import shapely.geometry as sg\n",
- "import shapely.ops as so\n",
- "\n",
- "import warnings\n",
- "with warnings.catch_warnings():\n",
- " import ternary\n",
- "\n",
- " warnings.simplefilter(\"ignore\")\n",
- " from utils import fr as fr_utils\n",
- " from utils import plot as plot_utils\n",
- "\n",
- "from unitarity import calc_unitarity_bounds\n",
- " \n",
- "tRed = list(np.array([226,101,95]) / 255.)\n",
- "tBlue = list(np.array([96,149,201]) / 255.)\n",
- "tGreen = list(np.array([170,196,109]) / 255.)\n",
- "grey = list(mcolors.to_rgb('grey'))\n",
- "nbins = 25\n",
- "fontsize = 23"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
- "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
- "f_s_100 = fr_utils.normalise_fr((1, 0, 0))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "n_samples = 1000\n",
- "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
- "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
- "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.legend.Legend at 0x7f24e1534210>"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot scatter\n",
- "tax.scatter([f_s_120*nbins], marker='o', s=350, facecolors=tRed,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_010*nbins], marker='s', s=350, facecolors=tGreen,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
- "tax.scatter([f_s_100*nbins], marker='^', s=350, facecolors=tBlue,\n",
- " edgecolors='k', linewidth=2.3, zorder=10,\n",
- " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
- "\n",
- "# Plot fill\n",
- "for f_m, col in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " linewidth = 3,\n",
- " facecolor = col+[0.4],\n",
- " edgecolor = col,\n",
- " zorder = 5\n",
- " )\n",
- "\n",
- "# Legend\n",
- "l_size = fontsize\n",
- "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
- " fontsize=l_size, prop={'size': fontsize})\n",
- "plt.setp(legend.get_title(), fontsize=l_size)\n",
- "ax.add_artist(legend)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n",
- "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n",
- "c = so.cascaded_union([p1,p2])\n",
- "f_m_x = np.array(map(lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 864x864 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Figure\n",
- "fig = plt.figure(figsize=(12, 12))\n",
- "\n",
- "# Axis\n",
- "ax = fig.add_subplot(111)\n",
- "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
- "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
- " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
- " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
- "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
- "\n",
- "# Plot fill\n",
- "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n",
- " plot_utils.tax_fill(\n",
- " ax=ax,\n",
- " points=f_m,\n",
- " nbins=nbins,\n",
- " linewidth = 3,\n",
- " facecolor = col+[0.4],\n",
- " edgecolor = col,\n",
- " zorder = 4\n",
- " )"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 2",
- "language": "python",
- "name": "python2"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.15"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}