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-rw-r--r--plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb1122
1 files changed, 0 insertions, 1122 deletions
diff --git a/plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/testing-checkpoint.ipynb
deleted file mode 100644
index 1a0e63e..0000000
--- a/plot_llh/.ipynb_checkpoints/testing-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
-}