{ "cells": [ { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "#%matplotlib notebook\n", "import math\n", "import numpy as np\n", "from astropy import constants as co\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as colors\n", "\n", "import copy\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "from scipy.interpolate import griddata" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#--- We use cgs units -----\n", "Msun=co.M_sun.cgs.value\n", "c=co.c.cgs.value\n", "G=co.G.cgs.value\n", "pc=co.pc.cgs.value\n", "tenkpc=1e4*pc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Long-bar technical report paper (Ott et al 2010)\n", "https://dcc.ligo.org/LIGO-T1000553/public" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# Moments of inertia os a cylinder (symmetry axis = y)\n", "def Calculate_Iij_bar (M,R,LoR):\n", " Ixx = 1./12. * M*R**2 *(3.+(LoR)**2)\n", " Iyy = 0.5 * M * R**2\n", " Izz = Ixx\n", " return Ixx, Iyy, Izz\n", "# Compute ellipticity from moments of inertia (rotation axis - z)\n", "def Calculate_eps (Ixx,Iyy,Izz):\n", " return (Ixx-Iyy)/Izz" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- Maximum value -------\n", "ellipticity = 0.8461538461538461\n", "Ixx = 38.773992478611994 x 10^45 g cm^2\n", "Iyy = 5.965229612094154 x 10^45 g cm^2\n", "Izz = 38.773992478611994 x 10^45 g cm^2\n", "Note that this numbers are much larger than the canonical NS value of 10^45 g cm^2.\n", "----- Minimum value -------\n", "ellipticity = -0.5\n", "Ixx = 0.024855123383725638 x 10^45 g cm^2\n", "Iyy = 0.037282685075588455 x 10^45 g cm^2\n", "Izz = 0.024855123383725638 x 10^45 g cm^2\n" ] } ], "source": [ "# Maximum possible values for Ott et al 2010 technical report\n", "M=1.5*Msun # in Ott et al 2010 ranges between 0.15 and 1.5 Msun\n", "R=20e5 #[cm] in Ott et al 2010 ranges between 5 and 20 km\n", "LoR=6. # in Ott et al 2010 L/R ranges from 1 to 6\n", "Ixx, Iyy, Izz=Calculate_Iij_bar(M,R,LoR)\n", "eps = Calculate_eps (Ixx, Iyy, Izz)\n", "print (\"----- Maximum value -------\")\n", "print (\"ellipticity = \",eps)\n", "print (\"Ixx = \",Ixx/1e45,\" x 10^45 g cm^2\")\n", "print (\"Iyy = \",Iyy/1e45,\" x 10^45 g cm^2\")\n", "print (\"Izz = \",Izz/1e45,\" x 10^45 g cm^2\")\n", "print (\"Note that this numbers are much larger than the canonical NS value of 10^45 g cm^2.\")\n", "# Minimum values\n", "M=0.15*Msun # in Ott et al 2010 ranges between 0.15 and 1.5 Msun\n", "R=5e5 #[cm] in Ott et al 2010 ranges between 5 and 20 km\n", "LoR=1. # in Ott et al 2010 L/R ranges from 1 to 6\n", "Ixx, Iyy, Izz=Calculate_Iij_bar(M,R,LoR)\n", "eps = Calculate_eps (Ixx, Iyy, Izz)\n", "print (\"----- Minimum value -------\")\n", "print (\"ellipticity = \",eps)\n", "print (\"Ixx = \",Ixx/1e45,\" x 10^45 g cm^2\")\n", "print (\"Iyy = \",Iyy/1e45,\" x 10^45 g cm^2\")\n", "print (\"Izz = \",Izz/1e45,\" x 10^45 g cm^2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data from the O1+O2 targeted search for CCSNe\n", "https://journals.aps.org/prd/abstract/10.1103/PhysRevD.101.084002" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "###### Class definitions ######\n", "# Parameters of the sine-Gaussian model\n", "class SGmodel:\n", " name=\"\" # name of the model\n", " f=0. # frequency of the signal (Hz)\n", " tau=0. # tau (s)\n", " hten=0. # hrss value at 10kpc for the base signal\n", " M=0.\n", " R=0.\n", " LoR=0.\n", "# Data from the EM SN observation\n", "class SNobs:\n", " name=\"\"\n", " D=0. #distance in cm\n", "# Limits set by GW detector data\n", "class GWobs:\n", " hrss=0. # Upper limit on hrss at the detector\n", " hten=0. # Upper limit on hrss at 10 kpc\n", " h0=0. # Upper limit on the amplitude of the sine-Gaussian\n", " Izzeps=0. # Upper limit on the combination Izz * ellipticity \n", " EGW=0. # Upper limit on the GW emergy emmitted" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lb1 , tau = 25.00 ms , f = 800.0 Hz\n", "lb2 , tau = 250.00 ms , f = 800.0 Hz\n", "lb3 , tau = 25.00 ms , f = 1600.0 Hz\n", "lb4 , tau = 25.00 ms , f = 800.0 Hz\n", "lb5 , tau = 250.00 ms , f = 800.0 Hz\n", "lb6 , tau = 6.25 ms , f = 1601.0 Hz\n", "sg1 , tau = 15.11 ms , f = 235.0 Hz\n", "sg2 , tau = 2.72 ms , f = 1304.0 Hz\n", "sg3 , tau = 15.11 ms , f = 235.0 Hz\n", "sg4 , tau = 2.72 ms , f = 1304.0 Hz\n" ] } ], "source": [ "SGs={}\n", "#---------------------------------------------------------------------\n", "#---- Parameters used for the extreme emision models -----------------\n", "#---------------------------------------------------------------------\n", "\n", "#---- Data for the long-bar models (table IV and text in IV.C.2) -----\n", "# Note the typo in table IV: 1e-22 -> 1e-20\n", "\n", "SGkey=\"lb1\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"lb1\"\n", "SGs[SGkey].f=800. \n", "SGs[SGkey].tau=0.1/4\n", "SGs[SGkey].hten=1.48e-20\n", "SGs[SGkey].M=0.2*Msun\n", "SGs[SGkey].R=10e5\n", "SGs[SGkey].LoR=6.\n", "\n", "SGkey=\"lb2\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"lb2\"\n", "SGs[SGkey].f=800.\n", "SGs[SGkey].tau=1/4\n", "SGs[SGkey].hten=4.682e-20\n", "SGs[SGkey].M=0.2*Msun\n", "SGs[SGkey].R=10e5\n", "SGs[SGkey].LoR=6.\n", "\n", "SGkey=\"lb3\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"lb3\"\n", "SGs[SGkey].f=1600.\n", "SGs[SGkey].tau=0.1/4\n", "SGs[SGkey].hten=5.92e-20\n", "SGs[SGkey].M=0.2*Msun\n", "SGs[SGkey].R=10e5\n", "SGs[SGkey].LoR=6.\n", "\n", "SGkey=\"lb4\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"lb4\"\n", "SGs[SGkey].f=800.\n", "SGs[SGkey].tau=0.1/4\n", "SGs[SGkey].hten=7.398e-20\n", "SGs[SGkey].M=1.0*Msun\n", "SGs[SGkey].R=10e5\n", "SGs[SGkey].LoR=6.\n", "\n", "SGkey=\"lb5\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"lb5\"\n", "SGs[SGkey].f=800.\n", "SGs[SGkey].tau=1./4\n", "SGs[SGkey].hten=23.411e-20\n", "SGs[SGkey].M=1.0*Msun\n", "SGs[SGkey].R=10e5\n", "SGs[SGkey].LoR=6.\n", "\n", "SGkey=\"lb6\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"lb6\"\n", "SGs[SGkey].f=1601.\n", "SGs[SGkey].tau=25e-3/4\n", "SGs[SGkey].hten=14.777e-20\n", "SGs[SGkey].M=1.0*Msun\n", "SGs[SGkey].R=10e5\n", "SGs[SGkey].LoR=6.\n", "\n", "#------ Data for the sine-Gaussian (ad-hoc) models (table IV and text in IV.C.3) -----\n", "\n", "SGkey=\"sg1\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"sg1\"\n", "SGs[SGkey].f=235.\n", "SGs[SGkey].tau=8.9/np.sqrt(2.*math.pi)/SGs[SGkey].f\n", "\n", "SGkey=\"sg2\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"sg2\"\n", "SGs[SGkey].f=1304.\n", "SGs[SGkey].tau=8.9/np.sqrt(2.*math.pi)/SGs[SGkey].f\n", "\n", "SGkey=\"sg3\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"sg3\"\n", "SGs[SGkey].f=235.\n", "SGs[SGkey].tau=8.9/np.sqrt(2.*math.pi)/SGs[SGkey].f\n", "\n", "SGkey=\"sg4\"\n", "SGs[SGkey]=SGmodel()\n", "SGs[SGkey].name=\"sg4\"\n", "SGs[SGkey].f=1304.\n", "SGs[SGkey].tau=8.9/np.sqrt(2.*math.pi)/SGs[SGkey].f\n", "\n", "# Summary table\n", "for SGkey in SGs.keys():\n", " print (SGkey, \", tau = \", '{:7.2f}'.format(SGs[SGkey].tau*1000), \"ms\", \n", " \", f = \",'{:7.1f}'.format(SGs[SGkey].f),\" Hz\")" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SN2015as , D = 19.2 Mpc\n", "SN2016B , D = 19.1 Mpc\n", "SN2016X , D = 15.2 Mpc\n", "SN2017eaw , D = 6.72 Mpc\n", "SN2017gax , D = 19.7 Mpc\n" ] } ], "source": [ "#---------------------------------------------------------------------\n", "#---------- Distance to difference SNe ----------------------------\n", "#---------------------------------------------------------------------\n", "\n", "#------ Data from table I ------------------------\n", "SNs={}\n", "\n", "SNkey=\"SN2015as\"\n", "SNs[SNkey]=SNobs()\n", "SNs[SNkey].name=\"SN 2015as\"\n", "SNs[SNkey].D=19.2e6*pc\n", "\n", "SNkey=\"SN2016B\"\n", "SNs[SNkey]=SNobs()\n", "SNs[SNkey].name=\"SN 2016B\"\n", "SNs[SNkey].D=19.1e6*pc\n", "\n", "SNkey=\"SN2016X\"\n", "SNs[SNkey]=SNobs()\n", "SNs[SNkey].name=\"SN 2016X\"\n", "SNs[SNkey].D=15.2e6*pc\n", "\n", "SNkey=\"SN2017eaw\"\n", "SNs[SNkey]=SNobs()\n", "SNs[SNkey].name=\"SN 2017eaw\"\n", "SNs[SNkey].D=6.72e6*pc\n", "\n", "SNkey=\"SN2017gax\"\n", "SNs[SNkey]=SNobs()\n", "SNs[SNkey].name=\"SN 2017gax\"\n", "SNs[SNkey].D=19.7e6*pc\n", "\n", "# Summary table\n", "for SNkey in SNs.keys():\n", " print('{:<10}'.format(SNkey), \", D = \",'{:5g}'.format(SNs[SNkey].D/1e6/pc),\" Mpc\")" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "#---------------------------------------------------------------------\n", "#----------- Constraints set from the non-observation ----------------\n", "#----------- of associated GWs during O1 and O2 ----------------\n", "#---------------------------------------------------------------------\n", "GWs={}\n", "\n", "\n", "for SNkey in SNs.keys(): \n", " for SGkey in SGs.keys():\n", " key =(SNkey,SGkey)\n", " GWs[key]=GWobs()\n", "# Rescale hrss values @ 10 kpc to the real distance\n", "#for SNkey in SNs.keys(): #(\"SN2017eaw\", \"SN2017gax\"):\n", "# for SGkey in (\"lb1\",\"lb2\",\"lb3\",\"lb4\",\"lb5\",\"lb6\"):\n", "# key =(SNkey,SGkey)\n", "# GWs[key]=GWobs()\n", "# GWs[key].hrss=SGs[SGkey].hten*tenkpc/SNs[SNkey].D\n", "\n", "# \n", "\n", "#---- Limits on the long-bar modes (table VII) ----------\n", "# Table VII in the paper gives the distance (D_det) with a 50% detection efficiency\n", "# at which this signal could be observed if it were located in ths same\n", "# sky location as the corresponding supernova (but at a different distance, which is D_SN).\n", "# If we put the source at D_det, the hrss will be hten*10kpc/D_det.\n", "SNkey =\"SN2015as\"\n", "\n", "SGkey=\"lb1\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(0.93e6*pc) # hrss = hten * 10kpc / D_det\n", "SGkey=\"lb2\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(2.93e6*pc)\n", "SGkey=\"lb3\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(1.92e6*pc)\n", "SGkey=\"lb4\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(4.59e6*pc)\n", "SGkey=\"lb5\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(15.24e6*pc)\n", "SGkey=\"lb6\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(4.86e6*pc)\n", "\n", "\n", "SNkey =\"SN2016B\"\n", "\n", "SGkey=\"lb1\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(0.8e6*pc)\n", "SGkey=\"lb2\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(2.64e6*pc)\n", "SGkey=\"lb3\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(1.8e6*pc)\n", "SGkey=\"lb4\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(4.24e6*pc)\n", "SGkey=\"lb5\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(13.69e6*pc)\n", "SGkey=\"lb6\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(4.5e6*pc)\n", " \n", "SNkey =\"SN2016X\"\n", "\n", "SGkey=\"lb1\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(0.73e6*pc)\n", "SGkey=\"lb2\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(2.36e6*pc)\n", "SGkey=\"lb3\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(1.46e6*pc)\n", "SGkey=\"lb4\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(3.83e6*pc)\n", "SGkey=\"lb5\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(12.16e6*pc)\n", "SGkey=\"lb6\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(3.73e6*pc)\n", "\n", "SNkey =\"SN2017eaw\"\n", "\n", "SGkey=\"lb1\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(0.76e6*pc)\n", "SGkey=\"lb2\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(2.58e6*pc)\n", "SGkey=\"lb3\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(1.76e6*pc)\n", "SGkey=\"lb4\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(4.36e6*pc)\n", "SGkey=\"lb5\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(12.37e6*pc)\n", "SGkey=\"lb6\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(4.15e6*pc)\n", "\n", "\n", "SNkey =\"SN2017gax\"\n", "\n", "SGkey=\"lb1\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(1.23e6*pc)\n", "SGkey=\"lb2\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(3.55e6*pc)\n", "SGkey=\"lb3\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(2.63e6*pc)\n", "SGkey=\"lb4\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(6.16e6*pc)\n", "SGkey=\"lb5\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(19.03e6*pc)\n", "SGkey=\"lb6\"\n", "GWs[(SNkey,SGkey)].hrss=SGs[SGkey].hten*tenkpc/(6.4e6*pc)\n", " \n", "\n", " \n", " \n", "#--------- Ad hoc waveforms (sine Gaussian) results. Data from table VIII -------\n", "# I take only sg3 and sg4 because sg1 and sg2 are linearly polarized.\n", "# Values of hrss at the table seem \n", "\n", "# --- SN2015as ---\n", "key =(\"SN2015as\",\"sg1\")\n", "GWs[key].hrss=8.96e-23\n", "\n", "key =(\"SN2015as\",\"sg2\")\n", "GWs[key].hrss=2.95e-22\n", "\n", "key =(\"SN2015as\",\"sg3\")\n", "GWs[key].hrss=7.72e-23\n", "\n", "key =(\"SN2015as\",\"sg4\")\n", "GWs[key].hrss=2.58e-22\n", "\n", "# --- SN2016B ---\n", "key =(\"SN2016B\",\"sg1\")\n", "GWs[key].hrss=1.15e-22\n", "\n", "key =(\"SN2016B\",\"sg2\")\n", "GWs[key].hrss=4.07e-22\n", "\n", "key =(\"SN2016B\",\"sg3\")\n", "GWs[key].hrss=8.72e-23\n", "\n", "key =(\"SN2016B\",\"sg4\")\n", "GWs[key].hrss=2.71e-22\n", "\n", "# --- SN2016X ----\n", "key =(\"SN2016X\",\"sg1\")\n", "GWs[key].hrss=1.33e-22\n", "\n", "key =(\"SN2016X\",\"sg2\")\n", "GWs[key].hrss=4.52e-22\n", "\n", "key =(\"SN2016X\",\"sg3\")\n", "GWs[key].hrss=9.86e-23\n", "\n", "key =(\"SN2016X\",\"sg4\")\n", "GWs[key].hrss=3.11e-22\n", "\n", "# --- SN2017eaw ---\n", "key =(\"SN2017eaw\",\"sg1\")\n", "GWs[key].hrss=1.11e-22\n", "\n", "key =(\"SN2017eaw\",\"sg2\")\n", "GWs[key].hrss=3.78e-22\n", "\n", "key =(\"SN2017eaw\",\"sg3\")\n", "GWs[key].hrss=8.98e-23\n", "\n", "key =(\"SN2017eaw\",\"sg4\")\n", "GWs[key].hrss=2.81e-22\n", "\n", "# --- SN2017gax ---\n", "key =(\"SN2017gax\",\"sg1\")\n", "GWs[key].hrss=6.8e-23\n", "\n", "key =(\"SN2017gax\",\"sg2\")\n", "GWs[key].hrss=2.35e-22\n", "\n", "key =(\"SN2017gax\",\"sg3\")\n", "GWs[key].hrss=5.72e-23\n", "\n", "key =(\"SN2017gax\",\"sg4\")\n", "GWs[key].hrss=1.98e-22\n", "\n", "\n", "# The value of hten for a signal at a distance D_SN producing the same hrss,\n", "# is hrss*D_SN/10kpc.\n", "# The hrms value is just hrss / sqrt(T), where T is the duration of the signal, T = 4 tau \n", "for SNkey in SNs.keys():\n", " for SGkey in SGs.keys(): \n", " key =(SNkey,SGkey) \n", " GWs[key].hten=GWs[key].hrss*SNs[SNkey].D/tenkpc # hten (limit) = hrss * D / 10kpc\n", " GWs[key].hrms=GWs[key].hrss/np.sqrt(4*SGs[SGkey].tau) # hrms = hrss / sqrt(sqrt(2)*tau)\n", " GWs[key].EGW = math.pi**2*c**3/G * SNs[SNkey].D**2*SGs[SGkey].f**2 * GWs[key].hrss**2\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sanity checks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Function to compute the rss value of h for the case of the sine Gaussian\n", "\n", "A sine-Gaussian waveform has the form:\n", "$$ \n", "\\begin{align}\n", "h_+ &= A \\;\\frac{1+\\alpha^2}{2}\\; e^{-t^2/\\tau^2} \\sin(2\\pi f_0 t + \\varphi) \\\\\n", "h_\\times &= A \\quad\\alpha \\quad e^{-t^2/\\tau^2} \\cos(2\\pi f_0 t + \\varphi)\n", "\\end{align}\n", "$$\n", "\n", "where $\\varphi$ is an arbitrary phase difference between the sine and the Gaussian envelope. \n", "In bargw.py (https://dcc.ligo.org/LIGO-T1000553/public) its value is $\\varphi = 2\\pi f_0 T/2 = 4 \\pi f_0 \\tau$, \n", "being $T=4\\tau$ the duration of the signal. In Gossan et al 2016 (https://ui.adsabs.harvard.edu/abs/2016PhRvD..93d2002G) its value os $\\varphi = 2\\pi f_0 T = 8 \\pi f_0 \\tau$.\n", "\n", "\n", "We compute square of the the rss value averaging $h^2$ in angles ($\\alpha$ in $[-1,2]$) and then integrating in \n", "$t$ in $[-\\infty, \\infty]$ so that:\n", "\n", "\n", "$$h_{\\rm rss} = A \\left(\\frac{\\pi}{2}\\right)^{1/4} \\sqrt{\\frac{6 \\tau}{15}} \\sqrt{1-\\frac{\\cos(2\\varphi)}{6}e^{-(2\\pi f_0 \\tau)^2/2}}$$\n", "\n", "where the last term can be neglected for $2\\pi f_0 \\tau >> 1$ (which will be in all the cases considered) so the result does not depend on the arbitrary phase\n", "\n", "$$h_{\\rm rss} \\approx A \\left(\\frac{\\pi}{2}\\right)^{1/4} \\sqrt{\\frac{6 \\tau}{15}} \\approx 0.708 A \\sqrt{\\tau}$$\n", "\n", "If we make the time integral using the time interval of the signal $[-T/2, T/2]$ this result is almost the same (change in the 5th significant digit)." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "def Compute_hrss (A, f0, tau):\n", " #hrss=1/3*A*(2*math.pi)**(1/4)*np.sqrt(tau)*np.sqrt(1-np.exp(-2*f0**2*math.pi**2*tau**2))\n", " hrss=A*(math.pi/2)**(1/4)*np.sqrt(tau)*np.sqrt(6-np.exp(-2*f0**2*math.pi**2*tau**2))/np.sqrt(15)\n", " #hrss=A*(math.pi/2)**(1/4)*np.sqrt(tau)*np.sqrt(6)/np.sqrt(15) # approximation for f0*tau>>1\n", " #hrss*=1./1.12 # misterious factor\n", " return hrss" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we compare the results obtained with these expressions with the results in table IV in the paper. There is a factor 1.12 difference, appart from the obvious typo in the table, where $10^{-22}$ should read $10^{-20}$. " ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Injected waveforms. Values at 10 kpc. Compare to Table IV in LVC paper.\n", "--------------------------------------------------------------------------------------------------------------\n", "model hrss [10^-20 sqrt(s)] EGW [Msun c^2] hrss x 1.12 [10^-20 sqrt(s)] EGW x 1.12^2 [Msun c^2]\n", "--------------------------------------------------------------------------------------------------------------\n", "0.74 800.00 25.00 1.09 \n", "0.74 800.00 250.00 1.09 \n", "2.96 1600.00 25.00 1.09 \n", "3.70 800.00 25.00 5.47 \n", "3.70 800.00 250.00 5.47 \n", "14.82 1601.00 6.25 5.47 \n" ] } ], "source": [ "# ---- Parameters of the injected waveforms. Compare this results with hrss values in Table IV of the paper\n", "# Note the typo in table IV 1e-22 -> 1e-20\n", "print(\"Injected waveforms. Values at 10 kpc. Compare to Table IV in LVC paper.\")\n", "print(\"-\"*(6+23+21+31+29))\n", "print ('%5s %22s %20s %30s %28s' % (\"model\", \"hrss [10^-20 sqrt(s)]\",'EGW [Msun c^2]'\n", " ,'hrss x 1.12 [10^-20 sqrt(s)]','EGW x 1.12^2 [Msun c^2]' ))\n", "print(\"-\"*(6+23+21+31+29))\n", "for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " M=SG.M\n", " R=SG.R \n", " LoR=SG.LoR \n", " Ixx, Iyy, Izz=Calculate_Iij_bar(M,R,LoR)\n", " A=2/tenkpc*G/c**4*(Ixx-Iyy)/2*(2*math.pi*SG.f)**2 # Note 4 pi frot = 2 pi f0\n", " hrss=Compute_hrss (A, SG.f, SG.tau)\n", " EGW = math.pi**2*c**3/G * tenkpc**2*SG.f**2 * hrss**2\n", " if (SGkey[0:2]==\"lb\"):\n", " #print ('%5s %22.3f %20.3e %30.3f %28.3e' % (SGkey, hrss/1e-20, EGW/Msun/c**2,hrss/1e-20/1.12, EGW/Msun/c**2/1.12**2))\n", " print ('%3.2f %3.2f %3.2f %3.2f ' % (A/1e-19, SG.f, SG.tau*1000, (Ixx-Iyy)/1e45))\n", " #print (M/Msun, LoR*R/1e5, R/1e5, SG.f/2, SG.tau*4*1000)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary table: upper limits for the analysis puting the source at the location in the sky of the corresponfing SN.\n", "---------------------------------------------------------------------------------------------------------------\n", " SN name model tau f0 h0*D epsilon*Izz hrss EGW EGW\n", " [s] [Hz] [cm] [10^45] [sqrt(s)] [erg] [Msun c^2]\n", "---------------------------------------------------------------------------------------------------------------\n", " SN2015as lb1 25.0 800 8.422e+04 10.085 1.591e-22 2.267e+53 1.27e-01\n", " SN2015as lb2 250.0 800 2.674e+04 3.202 1.598e-22 2.285e+53 1.28e-01\n", " SN2015as lb3 25.0 1600 1.632e+05 4.885 3.083e-22 3.404e+54 1.90e+00\n", " SN2015as lb4 25.0 800 8.529e+04 10.214 1.612e-22 2.325e+53 1.30e-01\n", " SN2015as lb5 250.0 800 2.571e+04 3.078 1.536e-22 2.112e+53 1.18e-01\n", " SN2015as lb6 6.2 1601 3.218e+05 9.622 3.041e-22 3.314e+54 1.85e+00\n", " SN2015as sg1 15.1 235 6.099e+04 84.646 8.960e-23 6.200e+51 3.47e-03\n", " SN2015as sg2 2.7 1304 4.730e+05 21.321 2.950e-22 2.069e+54 1.16e+00\n", " SN2015as sg3 15.1 235 5.255e+04 72.931 7.720e-23 4.603e+51 2.58e-03\n", " SN2015as sg4 2.7 1304 4.137e+05 18.647 2.580e-22 1.583e+54 8.86e-01\n", " SN2016B lb1 25.0 800 9.739e+04 11.663 1.850e-22 3.031e+53 1.70e-01\n", " SN2016B lb2 250.0 800 2.952e+04 3.536 1.773e-22 2.786e+53 1.56e-01\n", " SN2016B lb3 25.0 1600 1.731e+05 5.183 3.289e-22 3.832e+54 2.14e+00\n", " SN2016B lb4 25.0 800 9.185e+04 11.000 1.745e-22 2.697e+53 1.51e-01\n", " SN2016B lb5 250.0 800 2.847e+04 3.409 1.710e-22 2.590e+53 1.45e-01\n", " SN2016B lb6 6.2 1601 3.457e+05 10.338 3.284e-22 3.825e+54 2.14e+00\n", " SN2016B sg1 15.1 235 7.788e+04 108.076 1.150e-22 1.011e+52 5.66e-03\n", " SN2016B sg2 2.7 1304 6.492e+05 29.262 4.070e-22 3.898e+54 2.18e+00\n", " SN2016B sg3 15.1 235 5.905e+04 81.949 8.720e-23 5.812e+51 3.25e-03\n", " SN2016B sg4 2.7 1304 4.323e+05 19.484 2.710e-22 1.728e+54 9.67e-01\n", " SN2016X lb1 25.0 800 8.494e+04 10.171 2.027e-22 2.306e+53 1.29e-01\n", " SN2016X lb2 250.0 800 2.628e+04 3.147 1.984e-22 2.208e+53 1.24e-01\n", " SN2016X lb3 25.0 1600 1.699e+05 5.086 4.055e-22 3.689e+54 2.06e+00\n", " SN2016X lb4 25.0 800 8.092e+04 9.691 1.932e-22 2.093e+53 1.17e-01\n", " SN2016X lb5 250.0 800 2.551e+04 3.054 1.925e-22 2.079e+53 1.16e-01\n", " SN2016X lb6 6.2 1601 3.319e+05 9.925 3.962e-22 3.526e+54 1.97e+00\n", " SN2016X sg1 15.1 235 7.168e+04 99.470 1.330e-22 8.562e+51 4.79e-03\n", " SN2016X sg2 2.7 1304 5.738e+05 25.862 4.520e-22 3.045e+54 1.70e+00\n", " SN2016X sg3 15.1 235 5.314e+04 73.742 9.860e-23 4.706e+51 2.63e-03\n", " SN2016X sg4 2.7 1304 3.948e+05 17.794 3.110e-22 1.442e+54 8.07e-01\n", " SN2017eaw lb1 25.0 800 3.607e+04 4.319 1.947e-22 4.158e+52 2.33e-02\n", " SN2017eaw lb2 250.0 800 1.063e+04 1.273 1.815e-22 3.611e+52 2.02e-02\n", " SN2017eaw lb3 25.0 1600 6.230e+04 1.865 3.364e-22 4.962e+53 2.78e-01\n", " SN2017eaw lb4 25.0 800 3.143e+04 3.764 1.697e-22 3.157e+52 1.77e-02\n", " SN2017eaw lb5 250.0 800 1.109e+04 1.327 1.893e-22 3.927e+52 2.20e-02\n", " SN2017eaw lb6 6.2 1601 1.319e+05 3.944 3.561e-22 5.567e+53 3.12e-01\n", " SN2017eaw sg1 15.1 235 2.645e+04 36.702 1.110e-22 1.166e+51 6.52e-04\n", " SN2017eaw sg2 2.7 1304 2.121e+05 9.562 3.780e-22 4.162e+53 2.33e-01\n", " SN2017eaw sg3 15.1 235 2.140e+04 29.692 8.980e-23 7.629e+50 4.27e-04\n", " SN2017eaw sg4 2.7 1304 1.577e+05 7.108 2.810e-22 2.300e+53 1.29e-01\n", " SN2017gax lb1 25.0 800 6.533e+04 7.824 1.203e-22 1.364e+53 7.63e-02\n", " SN2017gax lb2 250.0 800 2.265e+04 2.712 1.319e-22 1.639e+53 9.17e-02\n", " SN2017gax lb3 25.0 1600 1.222e+05 3.659 2.251e-22 1.910e+54 1.07e+00\n", " SN2017gax lb4 25.0 800 6.521e+04 7.809 1.201e-22 1.359e+53 7.60e-02\n", " SN2017gax lb5 250.0 800 2.112e+04 2.530 1.230e-22 1.426e+53 7.98e-02\n", " SN2017gax lb6 6.2 1601 2.507e+05 7.497 2.309e-22 2.012e+54 1.13e+00\n", " SN2017gax sg1 15.1 235 4.750e+04 65.913 6.800e-23 3.760e+51 2.10e-03\n", " SN2017gax sg2 2.7 1304 3.866e+05 17.427 2.350e-22 1.383e+54 7.74e-01\n", " SN2017gax sg3 15.1 235 3.995e+04 55.444 5.720e-23 2.660e+51 1.49e-03\n", " SN2017gax sg4 2.7 1304 3.258e+05 14.683 1.980e-22 9.815e+53 5.49e-01\n" ] } ], "source": [ "# Limits on observable hrss, EGW, h0, epsilon*Izz for the sky location of any given SN\n", "print(\"Summary table: upper limits for the analysis puting the source at the location in the sky\"\n", " +\" of the corresponfing SN.\")\n", "print(\"-\"*(11+9+13+13+11+16+13+13+12))\n", "print (\"%10s %8s %12s %10s %12s %15s %12s %12s %12s\" % (\"SN name\",\"model\",\"tau\",\"f0\",\"h0*D\",\"epsilon*Izz\",\"hrss\",\"EGW\",\"EGW\"))\n", "print (\"%10s %8s %12s %10s %12s %15s %12s %12s %12s\" % (\"\",\"\",\"[s]\",\"[Hz]\",\"[cm]\",\"[10^45]\",\"[sqrt(s)]\",\"[erg]\",\"[Msun c^2]\"))\n", "print(\"-\"*(11+9+13+13+11+16+13+13+12))\n", "for SNkey in SNs.keys():\n", " SN=SNs[SNkey]\n", " for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " key = (SNkey,SGkey)\n", " if key in GWs:\n", " GW=GWs[key]\n", " hfactor=Compute_hrss(1.,SG.f,SG.tau)\n", " GW.h0 = GW.hrss/hfactor\n", " GW.Izzeps = GW.h0*SN.D/2. * c**4/G * 2. / (4.*math.pi*SG.f)**2\n", " # print key, GW.hrss, GW.h0, GW.Izzeps/1e45,GW.h0*SN.D\n", " print ('%10s %8s %12.1f %10.0f %12.3e %15.3f %12.3e %12.3e %12.2e'\n", " %(key[0],key[1], SG.tau*1e3, SG.f,GW.h0*SN.D, GW.Izzeps/1e45, GW.hrss,GW.EGW,GW.EGW/(Msun*c**2)))\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plots" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# --- Color and markers used on the plots ----\n", "cs={}\n", "cs[\"sg1\"]=\"g\"\n", "cs[\"sg2\"]=\"lime\"\n", "cs[\"sg3\"]=\"darkgreen\"\n", "cs[\"sg4\"]=\"aquamarine\"\n", "cs[\"lb1\"]=\"r\"\n", "cs[\"lb2\"]=\"m\"\n", "cs[\"lb3\"]=\"orange\"\n", "cs[\"lb4\"]=\"darkred\"\n", "cs[\"lb5\"]=\"lightcoral\"\n", "cs[\"lb6\"]=\"pink\"\n", "ms={}\n", "ms[\"SN2015as\"]=\"o\"\n", "ms[\"SN2016B\"]=\"x\"\n", "ms[\"SN2016X\"]=\"+\"\n", "ms[\"SN2017eaw\"]=\"s\"\n", "ms[\"SN2017gax\"]=\"*\"" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# --- Read sensitivity curves ---\n", "f_L, asd_L=np.loadtxt(\"aLIGO.txt\", unpack=True)\n", "f_V, asd_V=np.loadtxt(\"aVirgo.txt\", unpack=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comparison of the the upper limits set for hrss with the sensitivity curve of the detectors.Note the general trend of the limit increasing with frequency due to the shape of the sensitivity curve.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print (\"Comparison of the the upper limits set for hrss with the sensitivity curve of the detectors.\"+\n", "\"Note the general trend of the limit increasing with frequency due to the shape of the sensitivity curve.\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "for SNkey in SNs.keys(): \n", " for SGkey in SGs.keys():\n", " key = (SNkey,SGkey)\n", " GW=GWs[key]\n", " SG=SGs[SGkey]\n", " plt.plot(SG.f,GW.hrss,marker=ms[SNkey],c=cs[SGkey],ls=\"\")\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "for SGkey in SGs.keys():\n", " plt.plot(-100,-100,marker=\"o\",ls=\"\",c=cs[SGkey],label=SGs[SGkey].name)\n", "for SNkey in SNs.keys():\n", " plt.plot(-100,-100,marker=ms[SNkey],ls=\"\",c=\"k\",label=SNs[SNkey].name)\n", "plt.ylabel(r\"$h_{\\rm rss}\\; [\\sqrt{\\rm s}\\; ]$\")\n", "plt.xlabel(\"frequency [Hz]\")\n", "plt.plot(f_L, asd_L, label=\"aLIGO\")\n", "plt.plot(f_V, asd_V, label=\"aVirgo\")\n", "plt.plot(f_V, 2e-25*f_V,\"--\",c=\"grey\", label=r\"$\\propto f$\")\n", "plt.legend(loc=\"upper left\", frameon=True,bbox_to_anchor=(1.,1.),ncol=2,)\n", "\n", "plt.xlim((10,5000))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plot of the GW energy upper limit as a function of frequency.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABJYAAAIhCAYAAAAciDCEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAXEQAAFxEByibzPwAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeVyU5d4/8M89Cwwww7CD7IIs4ooo5JZL9XN5NDuSZanZcvSUqJlWtqrlY6c6aZFgpR61x0orj6lpppUehUxDsFQQcAUFURaBYVhn5v79wRKrLAIz4Ofta14w931fN9+Ry2U+XIsgiiKIiIiIiIiIiIhaS2LsAoiIiIiIiIiIqGtisERERERERERERG3CYImIiIiIiIiIiNqEwRIREREREREREbUJgyUiIiIiIiIiImoTBktERERERERERNQmDJaIiIiIiIiIiKhNGCwREREREREREVGbMFgiIiIiIiIiIqI2YbBERERERERERERtwmCJiIiIiIiIiIjahMESERERERERERG1iczYBVDLCYKQBcASwFVj10JERERE1I48ABSLouhi7EKIiKh1BFEUjV0DtZAgCIXm5uYqX19fY5dCRERERNRuLl68iLKyMo0oitbGroWIiFqHI5a6lqu+vr5BiYmJxq6DiIiIiKjd9OnTB0lJSRyVT0TUBXGNJSIiIiIiIiIiahMGS0RERERERERE1CYMloiIiIiIiIiIqE0YLBERERERERERUZswWCIiIiIiIiIiojZhsERERERERERERG0iM3YBdHuCINgAsKl6KjcYDMYsh4iIiIiIiIioBoMl07cIwPLqJ7m5uUYshYiIiIjIdMTHx0sBmBm7DiKiLqo8JCREf6c3YbBk+j4CsKXq84P29vZ+RqyFiIiIiMio4uPjVQBmAbgfgKeRyyEi6tLi4+PTAfwMYGtISIimLfdgsGTiRFHMB5APAIIgVEgkXBaLiIiIiO5OVaFStFQqDZNKpXYSicQCgGDsuoiIuijRYDB46fX6Pnq9/p74+PiItoRLDJaIiIiIiKirmCWVSsMUCkUPJyenLJVKdU0ikXARUiKiNjAYDBKNRmN18+bNHqWlpWF6vX4WgHWtvQ+DJSIiIiIi6irul0qldk5OTll2dnaFxi6GiKgrk0ql+uq/SzMyMuz0ev39aEOwxHlVRERERJ0sEpFIR3qz16UjHZGI7ISKqE2SIwFt899HaNMrr6U7Eh8fLwPgKZFILFQqldbY9RARdRcqlUpbNbXYs2pThFZhsERERETUiSIRiUVYhDEYc9twKR3pGIMxWIRFDJdMUXIkkLAIiHkfyLvc9HXadOCXMcCf/wQSvum8+ronedVHgdPfiIjaj0QiEfHXenWt3mmTwRIRERFRJ/ob/gYf+OASLjUZLlWHSpdwCT7wwd/wNyNUSrfl8TfALgKweBL4I7HxcKk6VCrRAo4bAY0PcO1Gp5dKRETUDPFOGjNYIiIiIupEnvDEYRxuMlyqHyodxmF4ckd102PlCYQuAfRZgNSlMly6mQh8JVQ+CpLrhkpSF0BhDjjYGLtyIiKidsVgycQJgmAjCIK3IAjeAOQGA0f9EhERdXVNhUsMlboYu57AwD5/hUunz/117r8TGoZKA/wrPxIREXUj3BXO9C0CsLz6SW5urhFLISIiovZSHS5VB0m90AsAUIEKhkpdiV1PYCAqRyxJnf86XlIMOP2boRIREXV7HLFk+j4C0LPqcd7e3t7I5RAREVF7qQ6X5JCjouqXHHKGSl2NXU+gtwugzwAEBeAWB/TYVxkqmUsZKlGHEwQhxM3NrV/tY3v37lUJghASHh7u3Zp7/fnnn+ZvvfWW0+TJk3t6eHj0FQQhRBCEkJSUlFYv6Et3j48//th+0qRJPj4+Pn3UavVAuVw+yMnJqf/48eN9Dh48aGXs+qhjccSSiRNFMR9APgAIglAhkTALJCIiIjIJOi2gKwFOvQRc3gpI7Oqe1xcCabMAjAOC/wWY8weEXcrVqzJERTkgNlYFrVYKKys9Ro7UICIiBx4eOmOX11EiIyOdNm/e7GTsOrqKq3lXZVGHohxiL8SqtGVaqZW5lX6k30hNxJiIHA+77ttP6lu/fr1TcnKyhb+/f0lISEiRQqEwXLx4UXHgwAHbgwcP2r777rvpL7/8crax66SOwWCJiIiIyEiq11SqHqkEVE6FG4MxHLXUFXyjrPvckF05Yqnajf8BxFLg0ubKxyPFgMyic2uk1isqEjBnjid27LCHTifUOXfsmDVWr3bFtGm52LgxHZaWd7STkinq169fyXPPPZcVGhqqHTZsWPG4ceP8rly5omi+5d2lqKxImPP5HM8d8TvsdYa6/eTYxWPWqw+udp02eFruxic2pluad79+Ut/HH3+cHhwcXGJra1tnUeAvv/xSPXv27F7Lli3zmDVr1q0ePXrcNWHb3YTDX4iIiIiMoP5C3ReqfjW1Wxx1A/FLjF0BNaeoSMDYsf7Yvt2hQahUTacTsG2bA0aP9kdRUePXdGEvvPBCzrp16zKefPLJfH9//3Jj12OKisqKhLEfjPXfHrfdoX6oVE1n0Anbft/mMPqD0f5FZd2vn9Q3duxYbf1QCQBmzJhREBoaqikrKxMOHTrEKXHdFIMlIiIiok7W1O5vTe0WRyaoJAuAtHKEktQDcNoBuBwAhFojkhy/BHocrTzntBMoGARorxutZGqBOXM8ERenbP5CAHFxSsyd2yWGFaalpcnDw8O97e3tBygUikFBQUG9o6KiODezjeZ8Pscz7krL+knclTjl3P8zjX4SFxenmDJlSk93d/d+5ubmg2xtbQcEBgYGPf300x5paWny6usMBgM++OADh4CAgCCFQjHIwcFhwCOPPOKVkZEhCw8P9xYEIWTv3r2qln5dmUwmAoC5uXm3H7l1t2KwRERERNSJmgqVqjFc6iLOrQagB1xjAJedgNwLkNoBPQ7+dY3cE5BYVJ6TewDmA4Gzx41WMjUjPV2GHTtaF7Z8+609rl416eVFbt26JRs6dGjgkSNH1Pfcc48mJCREk5qaarFgwQLvxYsXuxq7vq4mPS9dtiO+df3k25Pf2l/NM24/iYmJsRw5cmTQnj177KysrPT3339/fnBwsFan0wmbN292OnPmTM10xzlz5ni89NJLXpcvX1YMGTJEExYWpjl8+LA6NDS0d35+vrQ1X3f37t2q48ePq6ytrfWjR4/Wtv8rI1Ng0n8JEhEREXU33+G7JkOlatXhUnUA9R2+w/N43gjVUpMyvgekzq1vV9IDKK8AzOTNX0udKzq66elvTdHpBERHO+Ddd7M6qKo7dvjwYfWwYcMK9+/ff9Ha2toAAEeOHLGcOHFiQGRkZI+pU6fmjxgxotjYdXYV0Yeim5z+1hSdQSdEH452eDfceP3kww8/dCorKxOWLVt27a233rpR+9ypU6cUdnZ2egA4cOCActOmTU5qtVr/008/JQ8ZMqQUADQajWTixIm+hw4dsrnd14mMjLQ/evSoqqysTHLlyhXzxMRES6VSqd+0adMlBwcHfce9QjImjlgiIiIi6kTP43l8hI/qhEpaaCFU/dKi8ge61eHSR/iIoZIpMrMFlLPrHjOUANf/X8NrdTcBg6byc0EGXM/p+Pqo9WJjWzy1p46YmLa16yQSiQTr1q1Lrw6VAGDUqFHFs2fPvmkwGLB27VpHY9bX1cReaFs/iTlv3H6Sm5srA4Dx48cX1j8XHBxc6uXlVQEA69atcwSAuXPn3qgOlQBApVIZoqOj05vbpfzYsWPKnTt32u/bt882MTHRUq1W66Oioq6Eh4c3+LrUfTBYIiIiIupkz+P5Fu345glPhkqmSq4CZB4Nj4slDY/JnABJrfeUBZqOq4vaTqtt1RSfO27XSQIDA4sHDBhQVv/4rFmz8gDgxIkTJh2MmRptWdu+321t114GDhxYDADz58/33Lt3r6qioqLR606ePKkEgBkzZuTVP9e/f/+ywMDA245u+/rrr9NEUYzPz88/dfTo0XPDhw8vfPLJJ30fe+wxr3Z4GWSiGCwREREREbWW0yhAYln3mMSics2l5ug4G8QkWVm17RvT1nadxM3NrdGd3ap3fMvOzua8zFawMm/b97ut7drL8uXLs0JDQzUJCQnKyZMn+9vY2AQPHz7cb+XKlU65ubk1oVdOTo4cAHx8fBpNnlxdXVu0U6BarTaMHDmyeN++fZfGjh2bv337doctW7bcdhoddV0MloiIiIiIWsv3GUAsbf66xshMeoDL3WvEiLYNJRs5kkPQ7iIjerWtn4z0M24/sbOzM/z222+pP/74Y8qzzz6b5evrW3LixAnrZcuWeQQEBPQ9c+aMeUd97erRT7t372aw1E0xWCIiIiLqZNpGfrXkHJkQCxfAqnXrPNdQc+aRSYqIyEHVtugtJpOJiIgw6UWzMjIyzBo7fuHCBTMAcHR0bHxOFDUqYmxEjkzSun4ik8jEiDHG7ycSiQTjxo0r+uSTTzJOnz6dnJaW9uekSZPycnNzZUuXLnUDAAcHhwoAuHTpUqMj2a5fv95of7odR0dHHQDk5uZydFw3xWDJxAmCYCMIgrcgCN4A5AaDoZkWREREZOqU9X4546/dxZzh3OA8majgGYCoa10bQQB6OHRMPXRnPD11ePjh3Fa1mTYtFx4erewEnSs5OdmysdEoW7dutQOA0NBQjrhqBU87T93DIa3rJ9MGT8v1sDO9fuLm5qZbtWpVJgCkpKRYAMDgwYOLAGDbtm229a8/e/as+blz5yzrH2/O4cOHVQDg7e3dYK0v6h4YLJm+RQAuVz38cnNb928dEREREXUQS2vApWpDLbGFAxhc7AEz/tDeZG3YkI4hQ4padO2QIUXYuDG9gyu6YwaDAfPmzfPUaDQ17/1iYmIst2zZ4iQIAubPn59tzPq6og2zN6QP8W5ZPxniPaRo4xPG7yfvv/++Y3JycoPRRrt27VIDQI8ePcoB4LnnnssGgM8++8w5Pj5eUX1dUVGREBER4dHYQIeEhATFxo0bbUtLS+sM4zQYDFi/fr3tJ5984iwIAp555hmjj9qijiEzdgHUrI8AbKn6/KC9vb2fEWshIiKidlCEuu9HtNDWjFq6gRuwgpUxyqK28OsJlFYABS14j6lWAr2a3w2QjEipFHHoUCrmzvXEt9/aQ6drON9RJhMxbVouNm5Mh6Vl66bOGcGYMWMKzp07Z+Hj49M3NDS0qLCwUHr8+HGVTqcTFi5ceP3ee++ts8tXbGysZURERE1HvX79ujkAPPTQQ73MzMwMADB79uycxYsX37UhgdJcKR568VDq3P+b6/ntyW/tdYaG/UQmkYnTBk/L3fjExnRLc+P3k02bNjkuXbrU09fXt7RXr14lMpkMFy5cUKSkpFiYm5uLy5YtywSA8ePHFz399NM3N23a5DRs2LCgsLAwjUql0sfFxSnlcrk4ZsyYgsOHD6vNzc1rEqbMzEz5nDlzfF544QV93759ix0dHSsKCwul58+ft8jMzDSTSCRYsWLF1VGjRt12RznquhgsmThRFPMB5AOAIAgVEgkHmREREXV1twuOrKp+URchlQD9/IGL6UBWbuMjlwShcqRSL0+A/5czfUqliK++SsN772UgOtoBMTEqaLVSWFnpMXKkBhEROaY+/a02W1tb3W+//Za8aNEi96NHj1prtVqpr69v6bx5824sXLiwwXSI/Px86enTpxv8JZScnGxR/fm1a9cKO7puU6c0V4pfzfkq7b3w9zKiD0c7xJyPUWnLtFIrcyv9SL+RmogxETmmNP1t2bJlGbt27bI5deqU8tixY9YVFRWCs7NzxaOPPprz6quvZg0YMKBmmtqGDRuuBgYGlmzYsMHpxIkTKqVSqR89enTBhx9+eG369Ok9AcDJyanmtQ0aNKjkxRdfzIyNjVVdvnxZkZCQoJRIJKKzs3PFtGnTchYuXJg9YsQIhkrdmCC2dNguGZ0gCIlBQUFBiYmJxi6FiIiI2pEW2pq1lIpQxGCpqyqvAK7nAAUaQKev3P1NrapcU4nT326rT58+SEpKShJFsU9T18THx1sAiFEoFL0DAwOTpVIp38gQdaKCggKJt7d3v/LycklBQcEpmYzjVLoLvV4vJCcnB5aWlp4DMDIkJKSkNe3ZE4iIiIiI2oOZHPDqAaCHsSshImqzhIQEhZ+fX7lKpaqZ7paXlyeZPXu2V35+vuzRRx/NYahEtbE3EBEREREREREA4IMPPnDatWuXfZ8+fYqdnZ0r8vLyZElJSZYFBQVSd3f3sjVr1mQYu0YyLQyWiIiIiIzMClYQwVk9RERkfA8//HD+zZs35WfPnrU6c+aMFQC4ubmVPfbYY9nLly/PcnFx0Ru7RjItDJaIiIiIiIiICAAwderUwqlTp971C7RTy3FbCiIiIiIiIiIiahMGS0RERERERERE1CYMloiIiIiIiIiIqE24xhIRERGREd3ADWzERhzBEWiggQoqjMZoPINn4AxnY5dHREREdFsMloiIiIiMoAQleB7PYwu2oAIVdc79hJ+wAivwFJ5CJCKhgMJIVRIRERHdHoMlIiIiok5WghJMwAQcwZEmr6lABdZjPVKQgv3YDwtYdGKF1GaiCORrKj+3UQGCYNx6iIiIOhjXWCIiIiLqZM/j+duGSrUdwREswqIOrojajaYYOJ1a+SgqNnY1REREHY7BEhEREVEnykIWtmBLq9psxmbcwI2OKYjaj0EPXDv11/PqkUtERETdGIMlIiIiok70b/y7wZpKzalABf6Nf3dQRdRmogjo9X89chOAqyf/Op+vqXter69sQ0RE1I0wWCIiIiLqRC2dAlfff/Hf9i2E7py2BIg99dcjSQAUI/46n1dQ93zsqco2RO1MEIQQNze3frWP7d27VyUIQkh4eLh3S+9TVlYm7Ny50/qJJ57w9PPz62NhYRGsUCgG+fj49Jk7d657ZmYm1+ilFiktLRV8fX37CIIQIpPJQoxdD3Us/sVARERE1Ik0aNv0qLa2ow4iisDNm61vl5MPKC3bvx5qd6VXS2UZURkOBbEFKr1WL5VaSfXqkWqNW4RbjsJDoTN2fR1h//79yvDwcD8AcHV1Lb/33nsLKyoqhFOnTllt2LDB+bvvvrP7+eefUwYMGFBm7FpNRQEqZL8j1yEdxapyGKRmkOg9YaUJhV2OGvJu2U9a4rXXXutx+fJlbml6l2CwZOIEQbABYFP1VG4wGIxZDhEREd0hFVSd2o46SP5p4MQIwPZNwGJsy9qoBcDdqWProjumL9ILKXNSPLN3ZNuLOrHOtn6Fxwqtr62+5uo4zTE3YGNAutRS2q3mNkokEkycOPHWiy++mDVmzJia1edzc3OlDz30kE9sbKz1k08+2fPUqVPJxqzTFJTDIOxBhmcSCu0NQJ1+chUl1r8hxzUI6twpcE2XQ9Kt+klzEhISFFFRUS7Tp0/P2bZtm4Ox66GOx6lwpm8RgMtVD7/c3Fwjl0NERER3YhRGIQwzYQ2XZq+1hgvCMBMAMBqjO7gyapVruwGxCMhbCuT/CxBvs26WWAHkvw9I9gEy/lzXlOmL9MIfY//wv7n9pkP9UKmaqBOFm9tuOvwx+g9/fZG+0Wu6qgcffFCzb9++S7VDJQCwt7fXb9269QoA/PHHH1apqalmRinQRJTDIGzBFf+zKHSoHypVMwDCWRQ4bMYV/3IYulU/uR2DwYA5c+Z4qVQqfWRk5DVj10Odg8GS6fsIQM+qx3l7e3sjl0NERER3Yggex3i8gtnYfNtwyRoumI3NGI9XMAxP4Bk804lVUrMCFgIeUys/134DaD5v+lrNFsDOAAQu7JTSqO1S5qR4auI0ypZcq4nTKFPmpnh2dE3tIS0tTR4eHu5tb28/QKFQDAoKCuodFRXVqjcW3t7eFba2tjoASE9Pl3dMpV3DHmR4ZqKkRf0kEyXKPcg0iX4SFxenmDJlSk93d/d+5ubmg2xtbQcEBgYGPf300x5paWk131ODwYAPPvjAISAgIEihUAxycHAY8Mgjj3hlZGTIwsPDvQVBCNm7d2+jw2g/+OADx4SEBOXKlSuvOjo66jvv1ZExMVgycaIo5ouieEUUxSsAKiQSfsuIiIi6slC4QYd82MGjyXCpOlSygwfycBX94QBnOBuhWmqSmQ0wYgcQ8jEgsQKsHmz6WpsngGFfV7Yhk1WaXirL3pHdqrAl+9ts+9KrpSY9DO3WrVuyoUOHBh45ckR9zz33aEJCQjSpqakWCxYs8F68eLFrS++Tk5MjLSwslAKAu7t767a27EYKUCFLQmGr+kkSCuwLUGHUfhITE2M5cuTIoD179thZWVnp77///vzg4GCtTqcTNm/e7HTmzJma9ZDmzJnj8dJLL3ldvnxZMWTIEE1YWJjm8OHD6tDQ0N75+fnSpr5GWlqafOXKlW5Dhw7VzJs3L69zXhmZApP+S5CIiIiou7GBGRagP9YgviZc+hxPoRBZABqGSin4DLuxzchVU6MEAQhYAOTbAKW11k4qOVT5sXrtJYM5cO0m4NWj82ukFsuIzmhy+ltTRJ0oZERnOPi+65vVUXXdqcOHD6uHDRtWuH///ovW1tYGADhy5IjlxIkTAyIjI3tMnTo1f8SIEcXN3edf//qXo16vF/z8/EoCAwPLO75y0/Q7cpuc/tYUAyD8jjyHB+BstH7y4YcfOpWVlQnLli279tZbb92ofe7UqVMKOzs7PQAcOHBAuWnTJie1Wq3/6aefkocMGVIKABqNRjJx4kTfQ4cONZmQz50717O8vFzy6aefpnXsqyFTw+EvRERERJ3MGSosRgh0KIAdPPAs/oMnsQVz8DXmYy/s4IF8ZKICP2E3tkEBbqxjsvSlQIn/X8/z369cd6l67aVqaZmdXxu1SkFsQZtWyC+IaVu7ziKRSLBu3br06lAJAEaNGlU8e/bsmwaDAWvXrnVs7h6//vqrRWRkpCsA/O///u9dvW5OOorb9P1Oh9ao/SQ3N1cGAOPHjy+sfy44OLjUy8urAgDWrVvnCABz5869UR0qAYBKpTJER0enNzWD5osvvrA5ePCgTURERFb//v25a+BdhsESERERkRHYwQoDUbnshgXU8MJguKIP5FUhki1cMRFLIMVdvUau6Tu3Grh+H1B2Gsh+BrDT1117KfsZQJYPDBtg3DqpWXqtvskpPh3RrrMEBgYWDxgwoMEb/VmzZuUBwIkTJ24beFy9elX2yCOP9CorKxOefvrpm4888kiDYOJuUg5Dm77fbW3XXgYOHFgMAPPnz/fcu3evqqKi8dmMJ0+eVALAjBkzGkxl69+/f1lgYGCD0W23bt2SvPjii55eXl5lq1atut7OpVMXwGCJiIiIqJNVwIAvkIazKGjyGhFAPG7hC6ShAoYmryMjO7McELVAzjNAvzmV6y5Vr70EAOWngfQJ3A2uC5BaSdu00HBb23UWNze3Rqet+fv7lwNAdnZ2kwtx37p1SzJ+/Hi/zMxMswkTJtxav3791Y6qs6swg6RN3++2tmsvy5cvzwoNDdUkJCQoJ0+e7G9jYxM8fPhwv5UrVzrl5ubWhF45OTlyAPDx8Wk0eXJ1dW3QnxYtWuR248YNeWRkZJqFhYXYca+CTBWDJSIiIqJOth9ZSEOzS5oAANJQjB9hssu3UHgu4DAUeCAWCJhfue5S9dpLD8RWngvPMXaV1ALqEWpNm9qNbFs7U1dcXCyMHz++V1JSkuXw4cMLd+7ceVkqNenBWZ3CE5Zt+n57wsqo/cTOzs7w22+/pf74448pzz77bJavr2/JiRMnrJctW+YREBDQ98yZM+ZtvffPP/9sY25uLq5atco1NDQ0oPYDAPR6PaqfHzt2zKL9XhWZCv7ohIiIiKgTaVCBP3CrVW1O4RbGwAlK/tfN9Jipgf93rPFzjsObPkcmxy3CLefammuurVnAW5AJoluEm0knhxkZGY3Op71w4YIZADg6OjYYmVJRUYHJkyf7/P7776rg4GDtDz/8cFGhUHAkCoBQ2Of8hlzX1izgLQHEUNgZvZ9IJBKMGzeuaNy4cUUAkJGRIXv22Wc99u7da7d06VK3H3744ZKDg0NFZmam2aVLl+SNTaG8fv16o/2prKxMiIuLUzb1tavP5eXl8R+ybogjloiIiIg60Snkt3pimwFAQivDKCJqHYWnQuf4sGNua9o4TnPMVXgodB1VU3tITk62bGw0ytatW+0AIDQ0tM5IGoPBgGnTpvU8dOiQTWBgYMnBgwfP1174+26nhlwXBOtW9ZMgqHPVkJtcP3Fzc9OtWrUqEwBSUlIsAGDw4MFFALBt2zbb+tefPXvW/Ny5c5b1j2dkZJwRRTG+sQcASKVSVD+fNGlStxzhd7djsERERETUia5A26ntiKjlAjYEpKuGqIpacq1qiKooYGNAekfXdKcMBgPmzZvnqdFoat77xcTEWG7ZssVJEATMnz8/u/b1zzzzjMfu3bvtevbsWfrLL7+kOjg4mPQaUsbwINzSXWHRon7iCouiKXA1ej95//33HZOTkxuMNtq1a5caAHr06FEOAM8991w2AHz22WfO8fHxNVuSFhUVCRERER4GAzNGaojD0IiIiIg6UTEa/tDaAD3SEA8A8EIIJGi4jkk5F/Am6nBSpVQceGhgasrcFM/sb7PtG5sWJ8gE0XGaY27AxoB0qaXU5KeHjRkzpuDcuXMWPj4+fUNDQ4sKCwulx48fV+l0OmHhwoXX77333poF37744gubLVu2OAGVQcOCBQvcG7vnG2+8kRUcHFza2Lm7gRkk4pPwTt2DTM8kFNg3Ni1OAohBUOdOgWu6HBKj95NNmzY5Ll261NPX17e0V69eJTKZDBcuXFCkpKRYmJubi8uWLcsEgPHjxxc9/fTTNzdt2uQ0bNiwoLCwMI1KpdLHxcUp5XK5OGbMmILDhw+rzc3N+Y8S1WCwRERERNSJKtDw/cV1JOH/8DQAYA62wxV9G1xjxoHmRJ1CqpSKQV8FpZW+V5qREZ3hUBBToNJr9VKplVSvHqnWuEW45Zj69LfabG1tdb/99lvyokWL3I8ePWqt1Wqlvr6+pfPmzbuxcOHCOlO68vLyalLtY8eOWTd1z6eeevaA06cAACAASURBVCr3bg6WgMpw6WG4pxXAOeN35DmkQ6sqh0FqBoneE1aaUNjlmNL0t2XLlmXs2rXL5tSpU8pjx45ZV1RUCM7OzhWPPvpozquvvppVez2lDRs2XA0MDCzZsGGD04kTJ1RKpVI/evTogg8//PDa9OnTewKAk5OTybw2Mj5BFI0enlILCYKQGBQUFJSYmGjsUoiIiKiNjiIbh3CzzrFj2IyfsBoA8ABexDA82aDdWDjhXjh2RolEna5Pnz5ISkpKEkWxT1PXxMfHWwCIUSgUvQMDA5OlUtMfLUTUnRQUFEi8vb37lZeXSwoKCk7JZByn0l3o9XohOTk5sLS09ByAkSEhISWtac8ffRERERF1ooFQowLFKK/1uILfa85fwYk658pRDAEiBqHBOqpERETtLiEhQVF7TS4AyMvLk8ycOdMrPz9fNnny5DyGSlQbewMRERFRJ7qMc3gHoU2eP48Y/LPe+Uj8BGUj0+OIiIja2wcffOC0a9cu+z59+hQ7OztX5OXlyZKSkiwLCgqk7u7uZWvWrMkwdo1kWhgsEREREXWi3djd6ja5+BXA/e1fDBERUT0PP/xw/s2bN+Vnz561OnPmjBUAuLm5lT322GPZy5cvz3JxceFOgVQHgyUiIiKiTrQQC3EKf2AXvmvR9VMwFS/g+Q6uioiIqNLUqVMLp06dWmjsOqjr4BpLRERERJ3IBjbYif/gY3wMOeRNXieHHGuxFt9hB2xg04kVEhEREbUcgyUiIiKiTiZAwAIswCt4pclrXsWrmI/5ECB0YmVERERErcNgiYiIiMgISlGKf+PfTZ7/N/6NMpR1YkVERERErcdgiYiIiMgIVmM1MpFZ87w37kfvWgt0ZyADq7HaGKURERERtRiDJSIiIiIjWI7lNZ+vxVok4iAScRAf4+NGryEiIiIyRQyWiIiIiIwgF7kYiqGIRWzNWkrVay/FIhZDMRQ5yDF2mURERES3xWCpFQRBeFIQBLGRx+jbtOknCIJOEIRrnVgqERERmTg11DiGYxiO4Q3ODcdwHMMxqKE2QmVERERELSczdgFd1AgA+lrPk25z7UcAcju2HCIiIiIiIiKizsdgqW1OiKKoa+4iQRAeAuADYBOAWR1eFRERERERERFRJ+JUuA4iCIIZgA8AvAJwr2AiIiJqmgEiLkOLy9DCANHY5RARERG1WLcJlgRBCBEE4RVBEHYKgnCtev2jFrSzEAThbUEQUgVBKBUEIVMQhE2CILjdpllG1bpJpwVBeLiJaxYByBZF8es2vSAiIiK6a1xHKT7HFXyOK7iOUmOXQ0QAUHxVhlNLXXBwuB9+GBiIg8P98McrLii+anKzPgRBCHFzc+tX+9jevXtVgiCEhIeHe7fmXh9//LH9pEmTfHx8fPqo1eqBcrl8kJOTU//x48f7HDx40KpdC+8Grl69Klu6dKnL8OHD/QYOHBg4fPhwv1deecXl6lXT6yfff/+9aty4cb5OTk795XL5IGtr64He3t59J0yY4PPOO+845ubmSmtfHxoaGlD1Pjtk7969qsbu+csvv1gJghASGhoa0NI6YmJiLBcvXuwaHBwcqFKpBsrl8kEuLi79p0yZ0vPEiRMWt2t78uRJxYQJE3xsbW0HKBSKQf7+/kFvv/22k16vb/T6ffv2KZcsWdJj9OjRvWxtbQc09melvvDwcO/q193Y4/3333ds6Wu9W5hcZ78DbwKY0poGgiAoABwCcA+A6wB2A/AG8BSASYIg3COK4qVaTa4DeB3ACQAWAJ4B8K0gCA+Jori71n2dq64b3+ZXQ0RERHeNK9DWfJ4GLdxw2/9XE1FH0hUJODHHE+k77CHqhDrnco5Z49xqV3hOy0XYxnTILLvdEMP169c7JScnW/j7+5eEhIQUKRQKw8WLFxUHDhywPXjwoO27776b/vLLL2cbu05jKyoqEubMmeO5Y8cOe52ubj85duyY9erVq12nTZuWu3HjxnRLS+P3kxdffLHH6tWrXQHAx8endODAgVq5XC5evHhRcfDgQdsff/zRNiwsrPi+++7TNtb+rbfecp00aVLKndZRUVGBe++9tzcAqNVq/aBBg4osLS0NiYmJlnv27LHbv3+/7WeffXb5qaeeulW/7c8//2w1efJk/9LSUkm/fv20Hh4e5b///rty+fLlHsePH1fu3bv3kkRSd+zMkiVLPFNSUtr0j+qIESMKnZycKuof7927N38CVE93CpZ+A3AaQFzV4woA82bavIHKUOk3AP9PFMUiABAEYTGA1ahcG2l09cWiKB4AcKBW+72CIMQAeA2VoVS1dwD8KIrib21/OURERNQdiRBRUW+6W+1g6TK0GAy7OuflECCg7vtbIuoAuiIBP4/1R16csslrRJ2AtG0O0FxQ4P5DqZApjR4atKePP/44PTg4uMTW1tZQ+/iXX36pnj17dq9ly5Z5zJo161aPHj2aXXO2uyoqKhLGjh3rHxfXdD/R6XTCtm3bHC5cuKA4dOhQqlJpvH4SExNjuWbNGleZTCZu2rTp0qxZs/Jrn09PT5dt3LjR3s7OrtFhPwqFwnDy5Enl7t27VVOmTNHcaT19+/YtXrp06fXp06fny2SVkYRer8cLL7zgunbt2h4LFizwHj9+vKZ2HysrKxOefPJJn9LSUsmKFSuuLl++/CYAFBQUSEaPHu2/f/9+26ioKPuFCxfW2Thr9OjRhVOmTMkLCwsr9vLyKh88eHCflta5dOnSrEmTJt3x670bdJupcKIovieK4jJRFL8XRTGrueur1kCaX/U0ojpUqrrXGlSGVKMEQQhp5la7AQysdd++AGYCeFcQBBtBEGwAKCpPCTZVX5eIiIjuUjdQhndwrs7jPGr+G4LzKGpw/gaXayTqHCfmeN42VKotL06JE3M9O7iiTjd27Fht/VAJAGbMmFEQGhqqKSsrEw4dOnRXT4mbM2eO5+1Cpdri4uKUc+cat5988803tqIoYuLEibfqh0oA4OnpqXv77bdvBAcHNzoSZ+bMmdkA8Pbbb7veaS1yuRxnzpw5N3PmzJpQCQCkUik++uijTG9v71KtVivZsWOHuna7rVu32mRkZJgFBASUVIdKAKBWqw1r165NB4CoqCjn+l/v008/vfbee+9lTZ06tdDR0fGuDUM7WrcJltpgOAA1gIuiKJ5q5PyOqo+TW3nfXgDMACQAuFX1WArAterzp5u7gSAIiY09APi2shYiIiIyMcko7JQ2RNRK2nQZ0nfYt6pN+rf2prjmUn1paWny8PBwb3t7+wEKhWJQUFBQ76ioqNa9VgAymUwEAHNz8241Sqs10tPTZTt2tK6ffPvtt/bGXHMpJydHBgAODg5tClbCw8PzAwMDSxISEpT/+c9/rNu3ur9IJBL07t27BAAyMzPltc/98MMPagB48MEHG0yRGzFiRLG7u3vZ+fPnLVJSUowykOPs2bPmixcvdh04cGCgg4PDALlcPsjZ2bn/3/72N+/Tp083OpMqNTXVbMaMGZ7e3t59LSwsgtVq9cBevXr1efzxx73+/PPP5mZfmZS7OVgaUPUxoYnz1cf7N3UDQRAEAH8DUDuYigUwpt7jcwA5VZ/vaXvJRERE1NWFwR690egaqI3qDWuEodXv/4iotVKjHRqsqdQcUScgNdqhgypqF7du3ZINHTo08MiRI+p77rlHExISoklNTbVYsGCB9+LFi1s8AmX37t2q48ePq6ytrfWjR49udB2eu0F0dLRD/TWVmqPT6YToaOP1E3d393IA+OGHH2wyMjJaHXAJgoA33ngjAwBWrlx5x6OWbic9Pd0cAFxcXOqsbZSUlGQJACEhIcWNtevbt28xAJw8ebLdFincsWOHzezZsz1mzpzp+eabbzqfOnVK0dS169atc/joo496FBcXS/r376+977778pVKpX7Xrl32w4cP711/UfILFy7IQ0NDg7766itHABg1alRBaGioxszMzLB9+3aHI0eOtGzkpIkw+XS9A1UPR7zWxPnq417VBwRB2AHgd1ROkzMH8HcAQwE8WH2NKIo5AP5b+0aCIIwGUCaKYp3jTRFFsdF5n1WjloJacg8iIiIyTRaQ4hF44Hfk4QCy0GC+SRUJgHFwQSjsuL4SUWfIjm154lvbzRgVgGaX4jCWw4cPq4cNG1a4f//+i9bW1gYAOHLkiOXEiRMDIiMje0ydOjV/xIgRDd6sR0ZG2h89elRVVlYmuXLlinliYqKlUqnUb9q06ZKDg0PjW3DdBWJj29ZPYmKM10+eeuqp3KioKJesrCyzgICAfuPGjbs1fPjworCwMG1YWFhJ7SlpTZkxY0bBP//5z+I///zT6uuvv1Y/+uijBe1d54EDB5SJiYmWcrlcfOihh+oM1b1+/boZAHh7e5c31tbV1bUCAK5cudJuI30+//xzp9rPV61a5T5jxozsTZs2pcvldQZUITw8PH/hwoXZgYGBdeqLjIy0X7Rokffzzz/vcfz48dTq49HR0Y4FBQXSJ5544ubnn39+tXab8+fPm5WXl3epf/jv5hFL1Qlgo4knULOKZu2/OFJRGSbtBLANgB2ASaIo7u2QComIiKhbEiAgDPYYgaZ3LB4JR4TBnqESUWfRaaXNX9SO7TqJRCLBunXr0qtDJQAYNWpU8ezZs28aDAasXbu20b+Ijh07pty5c6f9vn37bBMTEy3VarU+KirqSnh4+F09N1erbdv3u63t2kNQUFD59u3bL7i4uJRrtVrJzp077ZcsWeI1YsSIIDs7u4EzZ870TEtLkzd3n9dffz0T6JhRS3l5eZJ//OMf3gDw97///YaXl1edEUvFxcUSALCysmr05zFWVlZ6ANBoNHeccQwcOLD4/fffTzt9+vRZjUaTcO7cuTP//Oc/01Uqlf6LL75wfPbZZz3qt7nvvvu09UMlAHj++edzBw0aVPT777+rcnNza/pAdna2DAAeeOCBBouD+/n5lffp06dLLa54NwdLrSaK4muiKPqLomhZ9RguiuIPLWi3QhRF986okYiIiLqGChhwCg2WiqiRgFvQNTmeiYjancyqbaNw2tqukwQGBhYPGDCgwZvUWbNm5QHAiRMnGh2B8/XXX6eJohifn59/6ujRo+eGDx9e+OSTT/o+9thjXo1df7eoDjA6q117mTJliuby5ctnP//884uPP/54dlBQULFUKhU1Go30yy+/dBw0aFBQc+v6PPbYYwV9+/YtTkxMtPzqq6/Ut7u2NXQ6HR5++GGftLQ08379+mnXrFmT2V73bos333zz5ksvvZTTr1+/MqVSKQYGBpa/8sor2b/88kuyXC4XP//8c8cLFy40COIKCgokn332md1zzz3nNn36dK/w8HDv8PBw75s3b8pFUcS5c+dqfn+rp/StWLHCbdu2beri4uIu/VOkuzlYqt5+xbKJ89U7HRh1e8GqneS8BUHwBiA3GPgfTCIiou7gN+RCg7/WUe0NVZ21lzTQ4RhyG2tKRB3BcUTb/t/vNNKktyN3c3NrdOqQv79/OQBkZ2ffdqSKWq02jBw5snjfvn2Xxo4dm799+3aHLVu22HRErV3BiBFt6ycjRxq/nygUCvGJJ57I//LLL9MTExPPZWVl/fnee++lW1tb6/Py8mTPPfdcs7vXvfnmmxkAsGrVqnYbtTRr1iyvw4cPq729vUsPHDhwQaFQNFgc3tLS0gAAWq220QyjekSYSqXqsDfMgwcPLr3vvvvy9Xq98MMPP9RZxHzPnj2qnj179nv22Wd7fvrppy5ff/21w86dO+137txpf+3aNXOgMniqvn7BggU5EydOvHXx4kXF448/3svOzi548ODBAa+88opLenp6l1uy6G4OltKrPjY1kqj6eFon1HI7iwBcrnr45ebyP5hERETdwWHU7JaMCXDBI/DAI/DABLjUHP9vrWuIqIP5R+RAkLVutzNBJsI/IqeDKjI5M2bMyAOA3bt337XBUkRERE717ngtJZPJxIgI0+snDg4O+pdffjl73bp1lwHg999/t25uKtkjjzxSOGDAAG1SUpLl//3f/91xP5g3b57b9u3bHVxcXMp/+umn1B49ejS6c12PHj3KAeDKlSuN7vpWvYuct7d3h04h8/X1LQOA69ev1wSyBQUFktmzZ/vk5+fLFi1adD0+Pj6xsLDwlF6vjxdFMX7SpEl5ACCKYs2oJJlMhn379l2KjY1NeuGFF6737dtXe/r0aav33nvPLSgoqN9PP/1k1fCrm667OVj6s+rjoCbOVx8/3Qm13M5HAHpWPc7b23NXGCIiou5gKQLhDgs8jZ41aylVr730NHrCHRZ4GYHGLpPo7mHlqYPnw637Ka7ntFxYerRpC/fOkpGR0egb8QsXLpgBgKOjY0Vj5xvj6OioA4Dc3Nxm1+Pprjw9PXUPP9y6fjJt2rRcDw/T7SeTJk3SAIBer0ftdYCasmzZskwAeOedd1xFsXVZbG1vvPGG8yeffOJiZ2en+/HHH1N79erVZF8MCgoqBoD4+PhGZxydPXvWEgAGDx5c0uaCWuDWrVtSoO5aTwcOHFDm5+fLxo0bd+vDDz/MHDRoUKlKpTJIJJVxS/VOd40ZPnx4yZo1azJPnjyZkpWV9cczzzxzQ6vVShYvXtzs6DFTcjcHS78CKADgKwjCwEbOP1z18fvOK6khURTzRVG8IoriFQAV1Z2TiIiIujYFpPg7fODZyKx8T1ji7/CBAia9JjBR9xO2IR12Q4qavxCA3ZAihG1Mb/5C40pOTrY8c+ZMgze2W7dutQOA0NDQFk/ROnz4sAro+FEhpm7Dhg3pQ4a0rJ8MGTKkaONG4/aT5pZTSUxMNAcAuVwuuri4NBuATZ06tTA4OFibkpJi8c0339i2pabVq1c7rFq1yl2lUum///771MbWAatt4sSJBQCwZ8+eBl/v119/tbh27Zq5n59fSUBAQKNTP9tDSUmJcOjQITUADBkypGYTsLy8PBnw1850tZ09e9Y8KSmpqeV36rCzszOsXbs2QxAEXLhwQdFedXeGuzalEEWxHEBU1dNoQRBqhpoJgrAYQH8AR0RRjDdGfURERERE1MlkShH3H0qF12NNT4sTZCK8HsvB/f9Nhcyy7cM1OonBYMC8efM8a09xiomJsdyyZYuTIAiYP39+dvXxhIQExcaNG21LS0uF+vdYv3697SeffOIsCAKeeeYZk5vW1ZmUSqV46NCh1Mcee6zJaXEymUx87LHHcv773/+mWloat58sWrTI9R//+Id7dYBU2+XLl+XPPvusFwDcd999+Y2tb9SYZcuWZQDA1q1bm97etAmbN2+2ffnll70sLS0NO3fuPD9s2LBmRxnNmjUr383NrTwlJcXirbfecqo+XlhYKJk/f74XAMyfP/9Ga2up79SpU4ro6Gi7kpKSOn8GMjMzZQ8++KBPVlaWWUBAQMkDDzxQEywGBQWVAsD+/fttMjMza9ZHysnJkT711FPeOp2uwcLc0dHRdnFxcQ3Cox07dqhFUYSzs3OLRxKagi63KFRTBEH4HwBv1jpkVnX8eK1jK0VR3Ffr+f8CuB/AMADnBUGIAeAFIAxANoCnO7RoIiIiIiIyLTKliOFfpSH4vQykRjvgZowKOq0UMis9nEZq4B+RY+rT32obM2ZMwblz5yx8fHz6hoaGFhUWFkqPHz+u0ul0wsKFC6/fe++9NSMvMjMz5XPmzPF54YUX9H379i12dHSsKCwslJ4/f94iMzPTTCKRYMWKFVdHjRpVfLuveTdQKpXiV199lfbee+9lREdHO8TExKi0Wq3UyspKP3LkSE1ERESOqUx/Kyoqkm7evNlp/fr1zl5eXmV+fn4lCoXCkJmZaXb69GkrnU4neHp6lq1bt+5qS+/50EMPaUJCQori4+OVraklIyND9o9//KOnwWCAm5tb2SeffOL4ySefNAinHnroofxZs2blVz83NzcXN2/efOnBBx/0X7FihcfOnTvt3N3dy+Pi4pTZ2dny8ePH35o/f36DKYpr1qxx+Pzzzx0AoDrgyc7Olg8YMKBmrnl0dHT6iBEjiqvqk8+fP7/na6+95tm3b1+tvb297saNG/LExEQrrVYrcXZ2rvjmm28u1p5JdO+99xYPGzas8NixY9aBgYF9w8LCNEDljou2tra6++67L/+XX36psx7Vd999Zzt//vyeHh4eZQEBASUKhcJw9epV89OnT1tJJJKa4K6r6DbBEgBHVAZC9YXVu6aGKIqlgiCMAfAqgMcBPAQgD8AWAG+KonitY0ptOUEQbABUd0LuCkdERERE1BksPXQY+G4WgCxjl3InbG1tdb/99lvyokWL3I8ePWqt1Wqlvr6+pfPmzbuxcOHCOm/EBw0aVPLiiy9mxsbGqi5fvqxISEhQSiQS0dnZuWLatGk5CxcuzK5+A06VPDw8dO++a9r9ZNWqVdcHDx6sPXjwoDopKcni5MmTSo1GI1UqlYb+/ftrJ06cmP/SSy9lW1tbt+rN5vLlyzMffPBB/9a0KSoqklRUVAgAcP78eYvz589bNHadl5dXee1gCQAeeOABbUxMzLk33njD9cSJE6qUlBRLDw+PsoiIiKw33njjZmPLxly7ds3s9OnTdRbCrqioEGofy8/Pr5l33rdv39Knn376Znx8vFVqaqpFfn6+zMzMTPT29i4dN25cwauvvnrD0dFRX//rHDhw4MJrr73WY8+ePXZHjx5V29nZVUyePDlv9erVGRERER71r1+yZMkNV1fXiri4OOXJkyeVJSUlUkdHx/L/+Z//yXvppZdu1A58uwLhThbboo4nCMIKAMurnzs6OuLmTe4QQ0RERETdR58+fZCUlJQkimKfpq6Jj4+3ABCjUCh6BwYGJkulUr6RISJqB3q9XkhOTg4sLS09B2BkSEhIqxZBv2vXWOpCuCscEREREREREZmk7jQVrlsSRTEfQD4ACILAXeGIiIiIiIiIyGQwpSAiIiIiIiIiojZhsERERERERERERG3CqXAmjrvCEREREREREZGp4ogl07cIwOWqh19ubm4zlxMRERERERERdQ4GS6aPu8IRERERERERkUniVDgTx13hiIiIiIiIiMhUMaUgIiIiIiIiIqI24YglIiIiIqLWEkWgrZuqSCSAILRvPUREREbCYImIiIiIqLUMBiD2VNvajggGpNL2rYeIiMhIOBWOiIiIiIiIiIjahCOWTJwgCDYAbKqeyg1tHXJNRERERERERNTOOGLJ9C0CcLnq4Zebm2vkcoiIiIiIyJQIghDi5ubWr/axvXv3qgRBCAkPD/e+k3uXlpYKvr6+fQRBCJHJZCF3VCgZ1ffff68aN26cr5OTU3+5XD7I2tp6oLe3d98JEyb4vPPOO465ubl15uiGhoYGCIIQIghCyN69e1WN3fOXX36xEgQhJDQ0NKCldcTExFguXrzYNTg4OFClUg2Uy+WDXFxc+k+ZMqXniRMnLG7X9uTJk4oJEyb42NraDlAoFIP8/f2D3n77bSe9Xt/o9fv27VMuWbKkx+jRo3vZ2toOaOzPSlMKCgokS5Ys6eHv7x9kaWkZrFKpBvr5+fWZNWuWZ0FBQZ0sZfHixa7Vv1e1H5aWlsGBgYFBL7/8cg+NRtNt8xeOWDJ9HwHYUvX5QXt7ez8j1kJEREREogjoio1dBXUwzdWrsoSoKIeM2FhVhVYrlVtZ6d1HjtQER0TkqDw8dMaur7O89tprPS5fvqwwdh2mZOXKlU7Tp0/P9/PzK7/ddefPnzfbvn27zZtvvnmzs2pryosvvthj9erVrgDg4+NTOnDgQK1cLhcvXryoOHjwoO2PP/5oGxYWVnzfffdpG2v/1ltvuU6aNCnlTuuoqKjAvffe2xsA1Gq1ftCgQUWWlpaGxMREyz179tjt37/f9rPPPrv81FNP3arf9ueff7aaPHmyf2lpqaRfv35aDw+P8t9//125fPlyj+PHjyv37t17SSKpm90sWbLEMyUl5bZhVWOSk5PN7r///oCMjAwzd3f3slGjRhWUlZVJLl26pPjiiy8cV6xYcV2tVjeYThQQEFDSp0+fYgAwGAzIysoyi4+PV/7rX/9y3bdvn83x48dTVCpVt5uGxGDJxImimA8gHwAEQaio/weFiIiIiDqZvhjY6QS4xhi7EuoA5UVFwsE5czxTd+ywN+h0dbbvyzx2zPrk6tWu/tOm5Y7buDFdbmkpGqvOzpCQkKCIiopymT59es62bdscjF2PKVi5cqXTsmXLPNavX+906NCh1KbCpfPnz5uNHTvW/9q1a+YAYMxwKSYmxnLNmjWuMplM3LRp06VZs2bl1z6fnp4u27hxo72dnV2jw34UCoXh5MmTyt27d6umTJmiudN6+vbtW7x06dLr06dPz5fJKiMJvV6PF154wXXt2rU9FixY4D1+/HhNjx49agLcsrIy4cknn/QpLS2VrFix4ury5ctvApWjikaPHu2/f/9+26ioKPuFCxfWmeIzevTowilTpuSFhYUVe3l5lQ8ePLhPc/WVlJQIEyZM8MvKyjJ7//3301566aWc2ufj4uIUTk5Ojf5eTZw4MX/NmjWZtY8lJyebDR8+vHdSUpLl6tWrHVesWHGjxb9ZXQRTCiIiIiIiIlSGSt+MHeufvH27Q/1QqZpBpxOSt21z+Hr0aP/yoqJGr+kODAYD5syZ46VSqfSRkZHXjF2PqZg+fXq+u7t72bVr18zHjh3rf/78ebP619QOldzd3cumT5+e39i9Oss333xjK4oiJk6ceKt+qAQAnp6eurfffvtGcHBwaWPtZ86cmQ0Ab7/9tuud1iKXy3HmzJlzM2fOrAmVAEAqleKjjz7K9Pb2LtVqtZIdO3aoa7fbunWrTUZGhllAQEBJdagEAGq12rB27dp0AIiKinKu//U+/fTTa++9917W1KlTCx0dHVs00nDVqlVOV65cUfz973+/UT9UAoAhQ4aUtmbUUWBgYPmsNGuYTAAAIABJREFUWbOyASA2NlbZ0nZdCYMlIiIiIiIiAAfnzPHMiotr0Ru/rLg45cG5cz07uqb2kJaWJg8PD/e2t7cfoFAoBgUFBfWOioqyv12bDz74wDEhIUG5cuXKq46Ojo0vYHMX8vPzKz906FBqU+FS/VDpdqOaOktOTo4MABwcHNo0hTM8PDw/MDCwJCEhQfmf//zHun2r+4tEIkHv3r1LACAzM1Ne+9wPP/ygBoAHH3ywwRS5ESNGFLu7u5edP3/eIiUlpUHQ11pbt251BIAXX3yx3UYWOTk5VQCAXq/vlmE0gyUiIiIiIrrrFaany1J37Lht2FJf6rff2muuXjXp5UVu3bolGzp0aOCRI0fU99xzjyYkJESTmppqsWDBAu/Fixc3OgIlLS1NvnLlSrehQ4dq5s2bl9fZNZu6psIlUwyVAMDd3b0cAH744QebjIyMVvdXQRDwxhtvZADAypUr73jU0u2kp6ebA4CLi0tF7eNJSUmWABASEtLoAnd9+/YtBoCTJ0+2ej2l2i5cuCBPT083d3Z2rujVq1fFwYMHrZ577jm3xx9/3PP11193OXv2rHlb7hsfH28FAP7+/o2OCuvqGCwREREREdFd71R0dJPT35pi0OmEU9HRJr320OHDh9U9e/YsvXTp0pl9+/Zd+vXXX8//8ssvyZaWlobIyMgesbGxlvXbzJ0717O8vFzy6aefphmj5q6gfrgUFBTUNygoqK+phUoA8NRTT+UqFApDVlaWWUBAQL/w8HDvNWvWOPz6668WOl3LBjHNmDGjoE+fPsV//vmn1ddff61uvkXrHThwQJmYmGgpl8vFhx56qLD2uevXr5sBgLe3d6O/p66urhUAcOXKlTYFP9X+/PNPCwBwcnIqnzVrlue4ceMCP/30U5dt27Y5vvPOO24DBw7ss3z58gZT7hqj1+tx8eJF+euvv+6ya9cue5VKpX/hhReMvpB7R2CwREREREREd72M2NhGt1NvzrWYmDa16ywSiQTr1q1Lt7a2rlkTZtSoUcWzZ8++aTAYsHbtWsfa13/xxRc2Bw8etImIiMjq379/WedX3HVUh0symUzU6XSCTqcTZDKZaEqhEgAEBQWVb9++/YKLi0u5VquV7Ny5037JkiVeI0aMCLKzsxs4c+ZMz7S0NHlz93n99dczgY4ZtfT/2bvzsCav9H/875OQEEJC2GUnoiwiKluxCy6tOi6jYKWLtqB2vm1dig7VWj9tVdQW56dTrY7WpdNqrdVax9Kpu9SllsGKWwsKgrgAAi6sSQhLIHl+f0AoS1BZAqj3q9dzYZ5zzpM7NAFy55z7lJSU8GbMmCEHgDfffPOuu7t7kxlLFRUVPAAwNzc3WNvI3NxcCwAqlapDOY7i4mI+UDdDateuXXbz5s0ruHbtWmpOTk7KRx99lAcAy5cvd9m9e7fB5Npnn33myBgLYowFmZiYBPXt23fgihUrnJ955hllYmLiFR8fnx7zvOhMlFjq4RhjlowxOWNMDkCg0z12OxMSQgghhBDS7WrUan5XjusqPj4+FYMGDWqRIIqKiioBgOTk5IbEWGlpKe+9995zc3d3r46Li7vdlXES4woPD1fdvHnz8vbt26+/9tprhb6+vhV8Pp9TqVT8nTt32gUGBvqmpKTcd7bPlClTFH5+fhVpaWniXbt2ddqspdraWrz00kseOTk5pgMGDFA331WtK+l0OgbU1UKaMmVK4erVq2/36dOnxs3NrfaTTz65++abb94DgFWrVjkaGu/t7V05adKkYv0xbNgwhZ2dXc3p06ctPvjgA+eOJr56qsfyQT1mYgDcrD88i4uLH9CdEEIIIYQQ0laC+hkPXTWuqzg7OxucIeHl5aUBgMLCwoaZKjExMc53794VrFu3LsfMzIzrqhgfVfqaSvqZSvqZS63tFtfdRCIRN3Xq1LKdO3fmpqWlXblz507KypUrcy0sLLQlJSUms2bNemAx+sWLF+cDQFxcXKfNWoqKinI/efKkTC6XVx09evSaSCRq8dwTi8U6AFCr1QZzGOr6BG9bdmszRCqVNrye33rrrRY7wr399ttFAJCammpeUVHRYunsuHHjyn744Yds/fHLL79cy83NvfTyyy8XHT582Grq1KmPRMH/tqLEUs+3FkDv+iPLxqZN9QQJIYQQ0oNw4KBu538c6D0eIcbkHBqqas84lyFD2jWuJzp27JilqakpFxcX5xQSEuLd+ADqasbob58+fbpDRZIfdc0Ldaenp19OT0+/3NpucT2Rra2t9v333y/cuHHjTQA4e/asxYNm1LzyyivKQYMGqdPT08XffPONZUdjmD17tvPu3bttHRwcND///PNVR0dHg0WfHB0dNQCQnZ1t8Huq30VOLpd3aPmmh4dHQyLW0HJGLy+vaqDutXDv3r2HKoQuEom4zZs332KMYd++fTZ3797t0bMc26NH72BAAI7jygCUAQBjrIbHo1wgIYQQ8qiqQAUkeKidzFsoRznMYd7JEZF246qAgiFtHzfpHkB/z/VIAe+8U3RhzRqnthTw5pmYcAHvvNNiVkNPkp+fb/CN+LVr14QAYGdn16SWTXV1NTt37lyrP6j0bSUlJU/se8n77f524sSJq/q2F154waun1VsyZPz48SqgLllSXFzMf9CsnyVLlhRERER4rlixwmnDhg3tLvC+aNGiXps2bXKwtrauPXLkyNW+ffvWtNbX19e3IjMz0+zChQviV199VdG8/fLly2IACA4OrmxvPADg7+9fZWpqylVXV7OioiK+k5NTk0RXYWFhw/PewsLioWcrWllZ6SwtLWtLS0tNMjIyTHv16mVwd7tHFf1WI4QQQgghpD24qrYffB7A2rTxGOkiFm5utV4vvdSmuhNeL79cLHV1fbhttbpJRkaG+NKlSy1q5+zYscMaAEJCQhpmXOXn51/iOO6CoQMA+Hw+9Lf1yYgnzf2SSkDL3eJ6wsylB9XpTUtLMwUAgUDAOTg4PPD5PGnSJGVAQIA6MzPTbM+ePVbtiWn16tW2cXFxLlKpVLt///6rhuqANTZu3DgFAOzbt6/F/SUlJZnl5eWZenp6Vnp7e3coiWdmZsaFhoYqACAhIaFFYf6jR49KAcDFxaXa2tr6oZfdlZSU8MrKykyAji/X64kosUQIIYQQQgghAP7y73/nOjz1VPnD9HV46qny0V9+mWvsmDpKp9Nh9uzZbo2XOCUmJoq//vpre8YYoqOjC7szvkfN7t27LVtLKuk1Ty7t3r27w0vGOiImJsZpxowZLvoEUmM3b94UzJw50x0ARowYUWaovpEhS5YsyQeAHTt22D2ob3Pbtm2zev/9993FYrEuPj4+69lnn33gLKOoqKgyZ2dnTWZmptmyZcvs9eeVSiUvOjraHQCio6PvtjUWQxYuXHgHAD799FOn1NTUhu9ZRkaGUF9bavr06Q/9uqmqqmKzZs1y5TgOzs7OGn9//6rOiLMneWKnLxJCCCGEEEJIY0KJhHvlxImrCW+/7Xb1P/+xMbQsjmdiwnm9/HLx6C+/zBWIxT2++Nnzzz+vuHLlipmHh4dfSEhIuVKp5J85c0ZaW1vL5s6de3vo0KGP1ZIcY1u8ePE9AJg8eXLZ/Za46ZNLu3fvttSP6S7l5eX8bdu22X/xxRe93N3dqz09PStFIpGuoKBAmJqaal5bW8vc3NyqN27ceOthrzlx4kRVUFBQ+YULF9q0vjs/P99kxowZvXU6HZydnas3bdpkt2nTphbJqYkTJ5ZFRUWV6W+bmppy27ZtuxEWFua1dOlS1/j4eGsXFxfNuXPnJIWFhYIxY8aURkdHt5hxuGbNGtvt27fbAkBt/eu5sLBQMGjQIB99n88//zw3NDS04XUwatQodUxMzO21a9c6Dh482DcwMLCcz+fj4sWLErVazRs6dKgiNjbWYBLr0KFDljk5OQ0z1EpKSkzS0tLEhYWFApFIpNu8eXP241jehhJLhBBCCCGEEFJPKJFw43ftylGtXJn/++ef2+YlJkpr1Gq+wNxc6zJkiCrgnXeKevryt8asrKxqf/vtt4yYmBiXX3/91UKtVvP79OlTNXv27Ltz586lLafb4WETRZ6enpruTioBQFxc3O3g4GB1QkKCLD093ez8+fMSlUrFl0gkuoEDB6rHjRtXtmDBgkILC4s2LdGKjY0tCAsL82rLmPLycl5NTQ0DgKysLLOsrCyDReDd3d01jRNLQF3CJzEx8cqiRYuckpOTpZmZmWJXV9fqd955586iRYvuGUrY5OXlCVNTU5sUKKypqWGNz5WVlbUopv3ZZ58V+Pv7V6xfv75XSkqKRKvVQi6XV0+ZMqXogw8+uGdiYjiVkpmZaZaZmdnwmIRCIefg4KCZMmVK4YcffnjXz8+vQ8XFeyrGcT0+yU7qMcbSfH19fdPS0ro7FEIIIYS0gxpqKt79OOA4QNvOSR58MdVYMqB///5IT09P5ziuf2t9Lly4YAYgUSQS9fPx8cng8/n0RoYQQjqBVqtlGRkZPlVVVVcADAkKCmpTEXSasUQIIYQQQkhbMAaYUJKPEEIIASix1OMxxiwB6Iu9CR5U0Z8QQgghhBBCCCGkqzx+VaMePzEAbtYfnsXFtAyaEEIIIYQQQgghPQMllnq+tQB61x9ZNjY23RwOIYQQQgghhBBCSB1aCtfDcRxXBqAMABhjNY/j1oSEEEIIIYQQQgh5NFGWghBCCCGEEEIIIYS0CyWWCCGEEEIIIYQQQki7UGKJEEIIIYQQQgghhLQL1VgihBBCCOkiYohRjvJ2jyWEEEII6WloxhIhhJCusW4dkJv74H65uXV9CXkMMTCYt/M/Btbd4RNCCCGEtECJJUIIIca3bh0QEwM8//z9k0u5uXV9YmIouUQIIYQQQsgjgBJLhBBCjO/FFwEPD+DGjdaTS/qk0o0bdX1ffLHr4ySEEEIIIYS0CSWWCCGEGJ+bG3DyZOvJpeZJpZMn68YQQgghhBBCejRKLBFCCOkSeT/yUPXtzy2TS82SSlXf/oy8H+nXEyGEEPKwGGNBzs7OAxqfO3DggJQxFhQRESFvy7UiIiLkjLGg1o5Vq1bZdWrwpMvs379fOnr06D729vYDBQJBoIWFhb9cLvcbO3asx4oVK+yKi4v5jfuHhIR46/+/HzhwQGromsePHzdnjAWFhIR4P2wciYmJ4nnz5jkFBAT4SKVSf4FAEOjg4DAwPDy8d3Jystn9xp4/f140duxYDysrq0EikSjQy8vLd/ny5fZardZg/4MHD0rmz5/vOHz48L5WVlaDDL1WWqNQKHjz58939PLy8hWLxQFSqdTf09Ozf1RUlJtCoWj4Y7WyspJ5eHj0Z4wFbdmyxbq16w0fPrwvYywoJibG6WHu/1FCu8IRQggxurx1ebgWcw15HiL4f/szRJGj6hJJffvWdaipaUgq/RF5D1U3qgAALn936caoCSGEPMl0SqVJdXKyrfbWLSmn0fCZUKg1cXNTCUNCingWFrXdHZ+xhYaGKu3t7Wuan+/Xr19Vd8RDOua9995zXL16tRMAeHh4VPn7+6sFAgF3/fp1UUJCgtWRI0esBg8eXDFixAi1ofHLli1zGj9+fGZH46ipqcHQoUP7AYBMJtMGBgaWi8ViXVpamnjfvn3Whw8fttqyZcvNN954o7T52GPHjplPmDDBq6qqijdgwAC1q6ur5uzZs5LY2FjXM2fOSA4cOHCDx2v64eT8+fPdMjMz75usMiQjI0M4cuRI7/z8fKGLi0v1sGHDFNXV1bwbN26Ivv32W7ulS5felslkOgAwMzPjNm7cmDNu3DjvDz/80HXixImKXr16Ncl0bdmyxfrUqVMyuVxe9Y9//ON2W+Pp6Six1MMxxiwBWNbfFOh0uu4MhxBC2sX2RVskf7wakhtP449I1CWXhvnUJZQAQCBoSCopbuSg3OYMnn7xH90bNCGEkCcSp9Gwyn373GquXLGBTtdkO0btrVsW1b/95iTw9S02CwvLZQIB111xGtvChQvvjB8/XtXdcTwKlEolTyaTBQCAQqH43cLCoke9aUtMTBSvWbPGycTEhNu6deuNqKiossbtubm5Jl9++aWNtbW1wWk/IpFId/78eclPP/0kDQ8P7/Bzws/Pr2LhwoW3J0+eXGZiUpeS0Gq1ePfdd53Wr1/vOGfOHPmYMWNUjo6ODQnc6upqNn36dI+qqire0qVLb8XGxt4D6mYVDR8+3Ovw4cNWGzZssJk7d25x4/saPny4Mjw8vGTw4MEV7u7umuDg4P4Piq+yspKNHTvW886dO8JVq1blLFiwoKhx+7lz50T29vZNvldjxowpnzx5cuF3331nFx0d7fqf//wnW9929+5d/ocffujKGMPGjRtzzMzMHrufG7TWoOeLAXCz/vAsLi5+QHdCCOl50n7cAnHf35BvvQSKGzn4Y3IBqrg/Z9JXcXb4Y3IBFDdykG+9BOK+vyHtxy3dGDEhhJAnEafRMPX27V41aWm2zZNKDXQ6VnP5sq3666+9OI3GcB9CepA9e/ZYcRyHcePGlTZPKgGAm5tb7fLly+8GBAQYnI0WGRlZCADLly/v8BIugUCAS5cuXYmMjGxIKgEAn8/H2rVrC+RyeZVarebt3btX1njcjh07LPPz84Xe3t6V+qQSAMhkMt369etzAWDDhg29mt/f5s2b81auXHln0qRJSjs7u4eaaRgXF2efnZ0tevPNN+82TyoBwFNPPVUllUpbJA/Xr1+fb2dnV7N3716b/fv3NywdnD17tmtJSYnJ5MmTi8aOHVv+MDE8aiix1POtBdC7/siysbHp5nAIIaTt+np54dmxYzEqcgzyrRdDkZuPP2pXocrECVUmTvijdhUUufnIt16MUZFj8OzYsejr5dXdYRNCCHnCVO7b56YtKJA8TF9tQYGkcv/+R2KniZycHEFERITcxsZmkEgkCvT19e23YcMGemPxhCgqKjIBAFtb23Yt4YyIiCjz8fGpvHjxouSHH36w6Nzo/sTj8dCvX79KACgoKBA0bjt06JAMAMLCwloskQsNDa1wcXGpzsrKMsvMzBR2NI4dO3bYAcB77713ty3jbGxstP/85z9zAWDOnDnuFRUV7L///a80Pj7exs7OruZf//pXXkdj66kosdTDcRxXxnFcNsdx2QBqmq8ZJYSQR4H02WcBqRQW1tYYFTkW+bIPoYAJktlOJLOdUMAE+bIPMSpyLCysrQGptG4MIYQQ0kV0CoVJzZUrbUq21KSn2+iUyh5dXqS0tNTkmWee8Tl16pTs6aefVgUFBamuXr1qNmfOHPm8efNanYGyd+9ey2nTprlGRka6LV68uNfvv/8u6sq4SedxcXHRAMChQ4cs8/Pz2/x8ZYxh0aJF+QDw8ccfG7XwdG5urikAODg4NKnvlZ6eLgaAoKCgCkPj/Pz8KgDg/Pnzba6n1Ni1a9cEubm5pr169arp27dvTUJCgvmsWbOcX3vtNbePPvrI4fLly6b3Gz9t2rSykSNHluXk5JjOmTPHZe7cue4AsGrVqlxbW1vDFcYfA5SlIIQQYnQ8mQzSMWMApbIuuTRtPPJli1FVcxdVNXeRL1uMUdPG1yWVlEpIx4wBTyZ78IUJIYSQTlJ99mzry99ao9MxzdmztkYKqVOcPHlS1rt376obN25cOnjw4I2kpKSs48ePZ4jFYt26desc//e//4kNjdu+fbv9N998Y79z5067Tz75xCUoKKh/VFSUW01Ni3reTxylUslrfKhUqob31SqVite8vTtjBYA33nijWCQS6e7cuSP09vYeEBERIV+zZo1tUlKSWW3tw01iev311xX9+/evSElJMf/++++N8kfa0aNHJWlpaWKBQMBNnDhR2bjt9u3bQgCQy+UaQ2OdnJxqACA7O/u+iZ8HSUlJMQMAe3t7TVRUlNvo0aN9Nm/e7PDdd9/ZrVixwtnf379/bGxsiyV3jf373//OlUgk2q1bt9rfunXLdMSIEWXTp09vsQTxcdLtT3JCCCFPgNxc8CZMgPSrrxoll8bipmw2bspmY9S0sX8mlb76CrwJE4Dc3O6OmhBCyBNEe+uWwe3UH6Q2N7dd47oKj8fDxo0bcxsXlB42bFjFtGnT7ul0Oqxfv96ucX9/f/+KVatW5aSmpl5WqVQXr1y5cukf//hHrlQq1X777bd2M2fOdO36R9GzyGSygMaHi4vLIH2bi4vLoObt3RkrAPj6+mp27959zcHBQaNWq3nx8fE28+fPdw8NDfW1trb2j4yMdMvJyRE86DofffRRAWCcWUslJSW8GTNmyAHgzTffvOvu7t4kg1lRUcEDAHNzc4OF0c3NzbVAXWKvI3EUFxfzgboZUrt27bKbN29ewbVr11JzcnJSPvroozwAWL58ucvu3btbTa7J5fKaCRMmlAJ1s702btx4qyMxPQoosUQIIcT4fvwRuHEDPBsbCP86HdVKISysrfHK3Hfwytx3YGFtjWqlEMK/TgfPxga4caNuDCGPGQ4cNNC16+Dw2G0iQ0iPwmk0/K4c11V8fHwqBg0aVN38fFRUVAkAJCcnN0mMLV68+N6CBQuKBgwYUC2RSDgfHx/N//3f/xUeP348QyAQcNu3b7e7du3aA5MQpGcJDw9X3bx58/L27duvv/baa4W+vr4VfD6fU6lU/J07d9oFBgb6pqSk3He2z5QpUxR+fn4VaWlp4l27dnXarKXa2lq89NJLHjk5OaYDBgxQr1mzpqCzrt1WuvpZi1qtlk2ZMqVw9erVt/v06VPj5uZW+8knn9x988037wHAqlWrHFu7RlpamumPP/5oDQAcx2HXrl1WXRN99+nR64EJIYQ8Jv7+dwBAVcgEpETeQ2WxKwbNvQo+v+5vca1Wi7SvXGG6R4HAPT9DdHZ/wxhCHic14LACV9o19kP0gxC0ARUhxsKEwnbVP2nvuK7i7OxscOmQl5eXBgAKCwsfKkkUHBxcNWLEiLIjR45YHTp0yKL5tu5PEoVC8Xvj2yqViqeftZSXl5diaMewnkAkEnFTp04tmzp1ahkAFBUV8bdu3WodFxfnXFJSYjJr1iy306dPZ93vGosXL85/9dVXPePi4pxee+01RWfEFRUV5X7y5EmZXC6vOnr06DWRSNTikxSxWKxTKpV8tVptcHKMWq3mA0BHv/dSqbTh9fzWW2+12BHu7bffLtqyZUuv1NRU84qKCiYWi1vE+tZbb7lXVVXxXn311aIffvjBZtWqVU6vv/56qaenp8HX4uOAZiwRQgjpElUvzsDvr92F4kYObiAW0GggW7oUsqVLAY0G1xELVV4+koZdgvKFqO4OlxBCyBOG7+qqas84Eze3do17FPXp06caAG7fvv1Ez1iysLDQNT4aJzOkUqmueXt3xno/tra22vfff79w48aNNwHg7NmzFg9aSvbKK68oBw0apE5PTxd/8803lh2NYfbs2c67d++2dXBw0Pz8889XHR0dDRZ9cnR01ABAdna2wV3f9LvIyeXyFrPz2sLDw6Mh+WMoEeTl5VUN1H0oeu/evRYTdf71r3/Z/Pbbb1IfH5/KHTt25MycOfNuZWUlb8aMGY/EDpLtRYklQgghRleVW4Xfh/0OZXYubsk+xF+mjW+YrQQAfD4fo6eNxy3Zh6itqUKy/wkoU5/YD0IJIYR0A9OQkCLweG1bc8rjccKQkBazGnqS/Px8g2/Er127JgQAOzu7h67GXVpaygdar3NDHk3jx49XAXXJEn2NoftZsmRJAQCsWLHCiePav0x70aJFvTZt2uRgbW1de+TIkat9+/Zt9bno6+tbAQAXLlwwWGz+8uXLYgAIDg6ubHdAAPz9/atMTU05oG5GV/P2wsLChmSShYVFk9mK+fn5JkuWLHHl8/nYsmVLtkAgwMqVKwvc3NyqT548Kdu2bdtjuySOEkuEEEKMrujHooak0uj63d8U95T4BSfxC05Cca+uoLc+uaTTaXFq1KbuDpsQQsgThCeT1Qr69WvTpxoCX99inoXFw22r1U0yMjLEly5dalE7Z8eOHdYAEBIS8lAzriorK9mJEydkAPDUU08Z3PKd9Ew63f3zgGlpaaYAIBAIOAcHhwc+nydNmqQMCAhQZ2Zmmu3Zs6ddyZLVq1fbxsXFuUilUu3+/fuvGqoD1ti4ceMUALBv374W95eUlGSWl5dn6unpWent7d2h5WZmZmZcaGioAgASEhJaFOY/evSoFABcXFyqra2tm3xjZ86c6apQKPjTpk27N3To0AoAEIvF3Lp163IAYOHCha4lJSWPZQ7msXxQhBBCehadTy5yZDENSSVVaSlyrl5taFeXl6NSrW5ILmXLYpB5bynKLj/2m2gQQgjpQczCwnL5Tk7lD9OX7+RUbhYW1uO3MNXpdJg9e7Zb4yVOiYmJ4q+//tqeMYbo6OhC/fnff/9d9Pnnn1tXVlY2KehWUFBgEhYW5lG/XX3lqFGjHup7RHqGmJgYpxkzZrjoE0iN3bx5UzBz5kx3ABgxYkSZofpGhixZsiQfAHbs2GH3oL7Nbdu2zer99993F4vFuvj4+Kxnn332gbOMoqKiypydnTWZmZlmy5Yts9efVyqVvOjoaHcAiI6OvtvWWAxZuHDhHQD49NNPnVJTUxu+ZxkZGcK4uDgnAJg+fXph4zF79uyxOHDggLWjo6Pms88+y2/cNnHiRNXEiROLCwsLBX//+99dOiPGnoaKdxNCCDG6cwtiMe61FyGVSFCtUEAsEsHPPwApv9a1O9j3Ak/Ah7ayEhYSCf762ovYv2sXzkR/ijG/rOve4AkhhDwxmFDImU+bdrVy/363mvR0G9TvENUEj8cJfH2LzcLCcplA0OO3a3z++ecVV65cMfPw8PALCQkpVyqV/DNnzkhra2vZ3Llzb+tnVgBAfn6+IDo6uveHH37o5ufnp7axsam9e/euIC0tzVytVvN69epVs2fPnus8Hs1PaMx51wd3AAAgAElEQVTCwkLHcdyF7o6jNeXl5fxt27bZf/HFF73c3d2rPT09K0Uika6goECYmppqXltby9zc3Ko3btz40J/oTZw4URUUFFR+4cIFSVtiyc/PN5kxY0ZvnU4HZ2fn6k2bNtlt2rSpRXJq4sSJZVFRUWX626ampty2bdtuhIWFeS1dutQ1Pj7e2sXFRXPu3DlJYWGhYMyYMaXR0dEtZhyuWbPGdvv27bYAUFtby4C6gvWDBg3y0ff5/PPPc0NDQxteB6NGjVLHxMTcXrt2rePgwYN9AwMDy/l8Pi5evChRq9W8oUOHKmJjYxuSWEqlkvfuu++6199frqG6Whs3bsz75ZdfZLt27bKbPn168YgRI9Rt+b71dJRYIoQQYnR2Mgu4bGq6tK1SIEHAUjMAgDDuc5jV/PnhpwyAxzPPIP/sqa4MkxBCCAETCjlxRESObtSofM3Zs7a1ublSTqPhM6FQa+LmphKGhBT19OVvjVlZWdX+9ttvGTExMS6//vqrhVqt5vfp06dq9uzZd5vv7Obn51f1t7/97d6FCxfMr169alZWVmYiFAo5uVxeNXr0aMUHH3xw187OrkfvgkdaiouLux0cHKxOSEiQpaenm50/f16iUqn4EolEN3DgQPW4cePKFixYUNjWQuOxsbEFYWFhXm0ZU15ezqupqWEAkJWVZZaVlWVmqJ+7u7umcWIJqEv4JCYmXlm0aJFTcnKyNDMzU+zq6lr9zjvv3Fm0aNE9QwnPvLw8YWpqqnnjczU1NazxubKysha1lD777LMCf3//ivXr1/dKSUmRaLVayOXy6ilTphR98MEH90xM/kylvPvuu84FBQXCcePGlU6ePNngTnmOjo61y5Yty/v73/8unzVrlntaWlq6QPD41MBnHSm2RboWYyzN19fXNy0trbtDIYSQNvnCxBP/T5vX5FylwBzaj+YAAPhx62FW0/SDm3PjRyL1cAberr3vrreEPFI00GEFrrRr7IfoByFVMSCPqf79+yM9PT2d47j+rfW5cOGCGYBEkUjUz8fHJ4PP59MbGUII6QRarZZlZGT4VFVVXQEwJCgoqE1F0GnGEiGEEKMzl0iRqDjc5ByHcgSibtb4OXwNhqYzqQcGnMD1xKbJKEIIIYQQQkjPQh97EUIIMbqBgwe2eQyfz8fAwYOMEA0hhBBCCCGks9CMJUIIIUbnGuwO+4HHm5yrUVUDqFve7vm3XyGQNt+oxASuT8m7JD5CCCGEEEJI+1BiiRBCiNGZuDiA3bvX5JxI8uevIKmjefMhDeMIIYQQQgghPRcthSOEEGJ0TNKmnWj/HGduOOFECCGEEEII6RloxlIPxxizBGBZf1Og07VpB0hCCOkR+O7uqMzIaHJOU1ELc0sxAEBdVgGhuOmvJIFQCL5c3lUhEkIIIYQQQtqBEks9XwyAWP2N4uLibgyFEELaRxgYCMGpU0Cj5LhW8+ekWb6JEAJhs19JPB6EAQFdFSIhXUIAhg/Rr91jCSGEEEJ6GloK1/OtBdC7/siysbHp5nAIIaTteBIJBP7+Tc7xhTqD/9YT+vuD184ldIT0VAwMQvDadTBKLBFCCCGkB6IZSz0cx3FlAMoAgDFWw+NRLpAQ8mgyGzMGuuJiaHNyHtiX7+4O0dixXRAVIYQQQgghpCMoS0EIIaRLMIEA5q+/DmFgIMDjgdMBqpuWUN20BKefsMTjQRgYCPPISDAT+uyDEEIIIYSQno7+aieEENJlmEAAswkTYPr88yjZdRHX/r+6jJLv0jswfcEZwoAAWv5GCCGEEELII4QSS4QQQrocTyJBhVIO4AYAoFryHERDXLs1JkIIIYQQQkjb0VI4QgghRsdxHLRqbZOj7GRZQ3vpidIW7RzHdWPEhBBCCCGEkIdBM5YIIYQYnTpVjfP+51ttLzlUgkRJYpNzwSnBkAykZXGEEEIIIYT0ZDRjiRBCiNEV/VTU9jH/bfsYQggh5EnEGAtydnYe0PjcgQMHpIyxoIiICHl7rqlQKHjz58939PLy8hWLxQFSqdTf09Ozf1RUlJtCoXgi30fqdDoolUpeew6dTvfgOzCy/fv3S0ePHt3H3t5+oEAgCLSwsPCXy+V+Y8eO9VixYoVdcXExv3H/kJAQb8ZYEGMs6MCBA1JD1zx+/Lg5YywoJCTE+2HjSExMFM+bN88pICDARyqV+gsEgkAHB4eB4eHhvZOTk83uN/b8+fOisWPHelhZWQ0SiUSBXl5evsuXL7fXarUG+x88eFAyf/58x+HDh/e1srIaZOi10lhmZqZQ/5jvd7z88svyh328TwKasUQIIcTonOc6ozylHEXxjZJFjIPEvW45XHmOJcCxhibbCFs4z3Xu6jAJIYSQP1VrTJB/zxYKlRRaHR98nhYyqQrO9kUwFdZ2d3jGlJGRIRw5cqR3fn6+0MXFpXrYsGGK6upq3o0bN0Tffvut3dKlS2/LZLLuz5R0sfLycp5MJgtoz1iFQvG7hYVFt33P3nvvPcfVq1c7AYCHh0eVv7+/WiAQcNevXxclJCRYHTlyxGrw4MEVI0aMUBsav2zZMqfx48dndjSOmpoaDB06tB8AyGQybWBgYLlYLNalpaWJ9+3bZ3348GGrLVu23HzjjTdKm489duyY+YQJE7yqqqp4AwYMULu6umrOnj0riY2NdT1z5ozkwIEDN3i8pjnP+fPnu2VmZt43WdWYhYWFbtKkScWttR88eNC6urqahYaGqtrwsB97lFgihBBidAJLAfrv7Y/8Dfm4Pv86uBoOYkcVPKenAgAyvghEZYEUTMDQZ00fOL/jDMbYA65KCCGEGIFWy5CZ7YaiUhtwaPrLSKm2QN4dJ9haF8PbPRd8/mNXELCyspKNHTvW886dO8JVq1blLFiwoMkU4nPnzons7e0NTw8hPVJiYqJ4zZo1TiYmJtzWrVtvREVFlTVuz83NNfnyyy9trK2tDf5/FYlEuvPnz0t++uknaXh4eIcTKn5+fhULFy68PXny5DITk7qUhFarxbvvvuu0fv16xzlz5sjHjBmjcnR0bEjgVldXs+nTp3tUVVXxli5deis2NvYeUDezbvjw4V6HDx+22rBhg83cuXObJIWGDx+uDA8PLxk8eHCFu7u7Jjg4uP/9YnN0dKz94Ycfsg21Xbx4URQfH28jEol0UVFRLRJfT7IncgojIYSQrscYg8scF7j9nxsAQCJXNLRJ62cuuX3gBpdoF0oqEUII6R5aLUNKphcKS21bJJX0ODAUltgiJdMLWu1j9wsrLi7OPjs7W/Tmm2/ebZ5UAoCnnnqqSiqVPnGzlR5le/bsseI4DuPGjSttnlQCADc3t9rly5ffDQgIqDI0PjIyshAAli9f7tTRWAQCAS5dunQlMjKyIakEAHw+H2vXri2Qy+VVarWat3fvXlnjcTt27LDMz88Xent7V+qTSgAgk8l069evzwWADRs29Gp+f5s3b85buXLlnUmTJint7Ow6NNNw27ZtNgAwcuTIMmtra3oNNEKJJUIIIUbHcRw4jQa1ykrc2Z4HnkALifzPD3okvUvBE2hxZ3setKoqcBoN7QpHCCGk62Vmu0FV8XA7R6gqJMjMcTNyRJ0iJydHEBERIbexsRkkEokCfX19+23YsMHGUN8dO3bYAcB77713t2ujJMZSVFRkAgC2trbtSqxERESU+fj4VF68eFHyww8/WHRudH/i8Xjo169fJQAUFBQIGrcdOnRIBgBhYWEtZgqFhoZWuLi4VGdlZZllZmYKjRGbTqdDfHy8NQBERkaWGOpTU1ODlStX2vn7+/tIJJIAkUgU6OPj47t8+XL7mpqaFv1Pnz5tNnPmTJf+/fv3s7KyGiQUCgNdXFwGREZGumVnZzd5/BUVFczU1DTQUH2okSNH9mGMBQUFBbWoc+Xn59ePx+MFFRQUGHW1Gi2FI4QQYnS6u3dRvmULAMD3by3bZV6lGPTR/wAA5WtOAAAkM2eC36vFB0+EEEKIcVRpTFBUajDZ0qqiEhtUu+T35JpLpaWlJs8884yPRqPhPf3006qysjJ+cnKydM6cOfIbN26YrlmzpkDf99q1a4Lc3FzTXr161fTt27cmISHB/Mcff7RUKBT83r17a6ZMmVLq5+dX3Z2Ph7Sdi4uLBgAOHTpkmZ+ff9vZ2blNz1fGGBYtWpQfGRnZ9+OPP3aKiIhQGidSIDc31xQAHBwcmmRi0tPTxQAQFBRUYWicn59fRV5enun58+fNvL29NZ0dV0JCgqSgoEBobW1dO2nSJEXz9vLycjZy5EjP5ORkqUwm0w4aNKjc1NSUS0lJMY+NjXU9deqUNCEh4Tqf/2d99BUrVjgeOXLE0tvbuzI4OLhc/zh37txpl5CQYHn27Nkrcrm8BgDEYjE3cOBA9fnz5yWZmZlC/WPUarU4d+6cFAAuXbpkrlKpePoZhcXFxfwrV66I+/TpU+Xk5GTUn1E0Y4kQQojR1WRktH3MlStGiIQQQghpRcG91pe/tYYDQ/49WyNF1ClOnjwp6927d9WNGzcuHTx48EZSUlLW8ePHM8RisW7dunWO//vf/8T6vikpKWYAYG9vr4mKinIbPXq0z+bNmx2+++47uxUrVjj7+/v3j42NpU99HjFvvPFGsUgk0t25c0fo7e09ICIiQr5mzRrbpKQks9rah8s3vP7664r+/ftXpKSkmH///feyB49ou6NHj0rS0tLEAoGAmzhxYpPk1e3bt4UAIJfLDSaNnJycagAgOzvb1BixffPNNzYAEBYWViIQCFq0z5o1yzU5OVn617/+tfT69euXkpKSsk6cOHHt2rVrl4YNG6Y4ceKE5erVq+0aj5kxY0bhzZs3U9PS0q78/PPP13/++efrubm5l+bPn19QWFgoWLBgQZOdbPQFw48ePdqwQ9+ZM2fMlEolv2/fvlU1NTXs+PHj5vq2o0ePSnQ6HZ555hmjFxqnxBIhhBCjE5qbg5ee/tD9eenpEJqbP7gjIYQQ0lkUKoPbqRttXBfh8XjYuHFjbuMdyYYNG1Yxbdq0ezqdDuvXr294s6vfbj49PV28a9cuu3nz5hVcu3YtNScnJ+Wjjz7KA4Dly5e77N692yiJBWIcvr6+mt27d19zcHDQqNVqXnx8vM38+fPdQ0NDfa2trf0jIyPdcnJyWmZLmvnoo48KAODjjz/ucK2l5kpKSngzZsyQA8Cbb755193dvcmMpYqKCh4AmJubG6xtZG5urgUAlUrV6TmOyspKdvDgQSugLknXvD0/P99k9+7dtg4ODprdu3fftLGxaSiCbmVlpfvmm2+yBQIB99VXXzVJLE2YMEHl6uraJLPH5/Px6aef3ra3t685duxYk9fZCy+8oAKAU6dONfzMOXbsmBQAFi5cWAAAJ06caGg7efKkFACGDx9u9MRSh5fCMcamdkYgAMBx3DeddS1CCCE9R9G2bfhmzx70DwnB4NGj0XgacGNarRZnjh5F+tmzmGZjA7unnuriSAkhhDyxtDrDv5yMNa6L+Pj4VAwaNKjF8rWoqKiSTZs2OSQnJze8EdXpdAwAtFote/311wtXr159W9/2ySef3C0qKhJs2bKl16pVqxwnT57cYjkQ6bnCw8NVo0ePvrxnzx7Z0aNHLf744w/zzMxMM5VKxd+5c6fd4cOHrU6cOJFh6LmiN2XKFMWKFSsqLl++LN61a5fstdde65TnQG1tLV566SWPnJwc0wEDBqgbL8/sCfbs2SNTKpX83r17Vw0dOrTFUrzDhw9La2tr2fDhw5USiaRFkVA3N7dad3f36qysLLPy8nLWuM+dO3f433//veXly5fNFAoFX1u/IUBtbS0rKyszuXv3Lr9Xr15aAHj++efLhUIhd+bMmYbX7K+//io1NzfXTZ8+vTQ2NlaTlJTU0Hb69GkpAIwZM6bnJ5YAfA2gsyqsUmKJEEIeQ9csLQEAaWfPQmRujsBhwwz2+yMxEelnzwIAsiwtYWewFyGEEGIEfJ7BrdaNNq6LODs7G1w65OXlpQGAwsLChpkqUqm04bG89dZbLXaEe/vtt4u2bNnSKzU11byiooKJxWLaaeMRIhKJuKlTp5ZNnTq1DACKior4W7dutY6Li3MuKSkxmTVrltvp06ez7neNxYsX57/66quecXFxTp2VWIqKinI/efKkTC6XVx09evSaSCRq8bwSi8U6pVLJV6vVBmckqdVqPgAYY8fCnTt32gDAK6+80mK2EgBkZ2cLAWD37t22u3fvvu/S2MLCQhOJRFIDAFu2bLGeN2+eu342liEKhaIhsSSRSLgBAwaoL1y4IMnMzBT27dtXc/78eWlwcLDKxMQETz/9tGr//v3WKpWKp9FoWEZGRpfUVwI6r3h3CoCfOjB+IoCBnRQLIYSQHibw/fdRmJmJG/v2wTsgoNV+3oGB+CMxEX0mTkTg++93YYSEEEKeeDKpCkp123e8kkmNPhugq3h4eDQkoTw9PVskpLy8vKqBuhnG9+7dM9EXFiaPJltbW+37779f6OzsrImMjOx79uxZi8bFnw155ZVXlCtWrFCnpKSYf/PNN5bOzs4deg7Mnj3bWb+M7Oeff77q6OhoMAni6OioUSqVZtnZ2cLBgwdXNm/X7yInl8s7tbh8UVER/9SpUzLGGP72t78Z3A1OP9PPx8en0tfX12BxcT190uzq1avCOXPmyAFg+fLlt1588UWFXC7X6GczBQQE+Pzxxx/mzXdJDg0NVV24cEFy9OhRaVFRUYVSqeQPGTJEBQDDhg1TxcfH2xw/fty8oqKCp9Pp8PTTT3fJz6fOSiz9wXHcsvYOZozJQYklQgh5bIksLRG2dy9u/vOfMK/882+Bm/V1l3r7+gIAJBYWmLhiBXovWADG2lY/lRBCCOkQJ/si5N1xalMBbwYOzvYtZvb0JPn5+Qa3X7927ZoQAOzs7BoSA/7+/lWmpqZcdXU1Kyoq4jef6VBYWNjw/tHCwqJHz9QiD2/8+PEqoC5hWFxczH/QrJ8lS5YUREREeK5YscJpw4YNOe2930WLFvXatGmTg7W1de2RI0eu9u3bt9Ukla+vb0VmZqbZhQsXxK+++mqLmVKXL18WA0BwcHCLpFNHfP3111YajYYFBweX62f5NaffdS8kJES1ffv2Ww9z3R9//FFWU1PD3n777buLFy++17z91q1bBouQP//886p169Y5njp1SlpaWsoHgJEjR6oAYPTo0Sqgrs5SZWUlD+ia+kpA5xTvVgK4b1buIVTWX4cQQshjijEGm6qqhttJhw7h2J49OLZnD04fOtRw3qa6mpJKhBBCup5IWAtbK4NLXVpla10MU6HRl5l0REZGhvjSpUst3qTu2LHDGqh7M6w/Z2ZmxoWGhioAICEhoUVRcv1uVC4uLtXW1tadvuSIGIdOd///VWlpaaYAIBAIOAcHhwc+nydNmqQMCAhQZ2Zmmu3Zs8eqPTGtXr3aNi4uzkUqlWr3799/9X61nQBg3LhxCgDYt29fi/tLSkoyy8vLM/X09Kz09vY2mPxpr927d9sAwJQpU1r92TB27FgVn8/HsWPHLKurqx/qj1h9UkiflGrs8OHDkuLiYoOTgEaMGFEuEAi4M2fOSH/99VepRCLRPvfccxUA4O3trXFyctIkJSVJ9fWV9MkmY+twYonjOEuO46I7eI3ZHMe16wlJCCHk0SHW6VB46xb2ffVVQy0loK720r6vvkLhrVsQP+CPH0IIIcRovOW5kIrLH6qvVFwOb/dcI0fUYTqdDrNnz3ZrvFtWYmKi+Ouvv7ZnjCE6Orqwcf+FCxfeAYBPP/3UKTU1tSEhlZGRIYyLi3MCgOnTpzcZQ3q2mJgYpxkzZrjoE0iN3bx5UzBz5kx3ABgxYkSZofpGhixZsiQfAHbs2NHmkpjbtm2zev/9993FYrEuPj4+69lnn33gLKOoqKgyZ2dnTWZmptmyZcvs9eeVSiUvOjraHQCio6PvtjWW+7l69arw4sWLElNTU27atGmlrfXr3bt3zcsvv1xUUFAgDA8P733r1q0WSaHLly+bfv3115b6297e3tUA8P3339solcqG1+bNmzcF+sdjiL7OUkFBgTApKUkWHBxcbmLy5909/fTTqtTUVPOMjAxx7969q5rvOmcsnbUUjhBCCHmgC8uX43+N1op7TpoEAMiKj8fdW7fw36++QiiPh6djY7srREIIIU8yPp/DIO+ryMxxQ1GJjcFlcQwcbK2L4e2eCz6/xxevfv755xVXrlwx8/Dw8AsJCSlXKpX8M2fOSGtra9ncuXNvN9/latSoUeqYmJjba9eudRw8eLBvYGBgOZ/Px8WLFyVqtZo3dOhQRWxsbKe+gSfGVV5ezt+2bZv9F1980cvd3b3a09OzUiQS6QoKCoSpqanmtbW1zM3NrXrjxo0PtYwLACZOnKgKCgoqv3DhgqQtseTn55vMmDGjt06ng7Ozc/WmTZvsNm3a1CI5NXHixLKoqKgy/W1TU1Nu27ZtN8LCwryWLl3qGh8fb+3i4qI5d+6cpLCwUDBmzJjS6OjoFrOK1qxZY7t9+3ZboG6nNaCuYP2gQYN89H0+//zz3NDQ0BarsLZu3WrNcRxeeOGFMhsbm/su/fz3v/+dm5ubKzx69KiVt7e3rF+/fhVOTk6aiooK3rVr18xyc3NNR4wYUTZ9+vQyAJgyZUrZihUrqtLS0sR9+vTxCwoKKq+uruadOXNG2q9fv8qAgAD177//bm7ovp577jnVxYsXJdXV1UxfX0lPX2cJAJ555pkuq/9GiSVCCCFdJonHA7R1v5dfWL8eAe+8AwD4fcMGnJg7FwBwmsfD090WISGEkCcen8/B1yMH1S75yL9nC4VKCq2ODz5PC5lUBWf7op6+/K0xKyur2t9++y0jJibG5ddff7VQq9X8Pn36VM2ePfvu3LlzDS7v+eyzzwr8/f0r1q9f3yslJUWi1Wohl8urp0yZUvTBBx/cazxD4kkikUh0CoXi9/aO7ex4HlZcXNzt4OBgdUJCgiw9Pd3s/PnzEpVKxZdIJLqBAweqx40bV7ZgwYJCCwuLNsUYGxtbEBYW5tWWMeXl5byamhoGAFlZWWZZWVlmhvq5u7trGieWgLqkZ2Ji4pVFixY5JScnSzMzM8Wurq7V77zzzp1Fixbd4/FaLsjKy8sTpqamNknQ1NTUsMbnysrK+IZi2Lt3rw0AvP766w9cIiuRSLhTp05lbd682Wbnzp02V65cEaempppbWVnVOjs7a15++eXiqVOnNhT/FolE3OnTpzPeffdd55MnT8pOnjxpaW9vr3njjTfurVy58vaIESM8W7uvF154QbV+/XpH4M/6SnqNl751VX0lAGDNq4yT+2OMTQewzUDT8xzH/dKo3zQAcwD0BSAAkAlgFcdxuztw32m+vr6+aWlp7b0EIYR0q2qFAj+MHYth//wnnJ97rklbflISTi1YgIjDh2Eqk3VThIQQQrpD//79kZ6ens5xXP/W+ly4cMEMQKJIJOrn4+OTwX8EZgsRQsijQKvVsoyMDJ+qqqorAIYEBQW1qQh6p6eaGWNTH7KrBkAxgBSO41pUQX8EhAJoPB0uvVm7FYD/AvgDQBWAiQC+Y4xVcRz3364JkRBCehZTmQyvnT5tsM35uedabSOEEEIIIYT0TMaYw/g1gLZ8esAxxo4BmMNxXJYR4jGWZI7jWp0Cy3Hc2manjjHG/AG8jrqEEyGEEEIIIYQQQsgjzRiJpeUA5ACmAigHkABAv1uCK4C/AJAC2AGgGsCz9ecSGWNBHMflGyGmnqIYdcviCCGEEEIIIYQQQh55LatbddwOABMAbAXgynHcSxzHzas/XkZdcmkrgPEAVgEYCOAzAPYA/q8jd8wYC2KM/R9jLJ4xlscY4xhjD5w9xRgzY4wtZ4xdZYxVMcYKGGNbGWPO9xmWzxirZYylMsZeus+1TRhjFoyxVwGMArClHQ+NEEIIIYQQQgghpMcxRmLpHwBKAbzNcZyieSPHcUoAb9f3WcFxnA7ABwBuAxjTwfteXH//LwK4X1KoAWNMBOBE/VgJgJ8A3ALwBoDfGWMezYbcBvARgNdQVzfpOoD/MMbCDVzbAUANAAWAnQBiOI473PaHRQghhBBCCCGEENLzGGMp3PMAEuoTRgZxHKdjjJ1F3RI4cBynYYylABjewfv+DUAqgHP1RzYA0weMWQTg6fqxf+E4rhwAGGPzAKxG3eyqhrg4jjsK4Gij8QcYY4kAPkRdUqqxIgBPoW7p3xgAGxhjxRzH/dCOx0YIIYQQQgghhBDSoxgjsSQG4PAQ/XoBEDW6rQTQajHsh8Fx3MrGtxlj9+3PGBMCiK6/+Y4+qVR/rTWMsWkAhtXXfrpwn0v9BCDOQDy1AM7X3zzJGLNG3YwqSiwRQgghhBBCCCHkkWeMpXCXAAxljA1trQNjbAiAYfV99VwBFBohnvt5DoAMwHWO43430L63/uuETrq/PwA0X1rXAmMszdABoE8nxUEIIYQQQgghhBDSYcZILK0CwAdwlDG2hTE2ijHmU3+MYoxtRt1SMlbfF4wxGYAgAGeMEM/9DKr/erGVdv35ga1dgNVNi3oRgKHEVHPPom55HiGEEEIIIYQQQsgjr9OXwnEcF88YexfASgBvAXizWRcGQAPgXY7jfqw/ZwMgFsDxzo7nAdzqv+a10q4/764/wRjbC+As6mo5maLu8T0DIKzxQMbYSdQtectA3ZK/cNQV/H77QUFxHNff0Pn6WUu+DxpPCCGEEEIIIYQQ0hWMUWMJHMetY4ztA/D/UDdLx7G+6TaAJADbOI670aj/DdQlorqapP5rRSvt6vqv0kbnrqIumeRSf/t3AOM5jjvUbGwKgDmoW+KnBpAOYALHcQc6GjQhhBBCCCGEEEJIT9DpiSXG2BoApRzHfYy6HdceKxzHfYi6HeAe1C8GQIzxIyKEEEIIIYQQQgjpHsaYsRSNul3SHgX6XeDErV80egMAACAASURBVLSb139VdUEsBjHGLAFY1t8U6HS67gqFEEIIIYQQQgghpAljFO/OM9J1jSG3/qtLK+368zldEEtrYgDcrD88i4uLuzEUQgghhBBCyJMkJSXFdNmyZfYTJkzo7erq6scYC2KMBWVmZgq7OzbSNvv375eOHj26j729/UCBQBBoYWHhL5fL/caOHeuxYsUKu+LiYn7j/iEhId76/98HDhyQGrrm8ePHzRljQSEhId4PG0diYqJ43rx5TgEBAT5SqdRfIBAEOjg4DAwPD++dnJxsdr+x58+fF40dO9bDyspqkEgkCvTy8vJdvny5vVarNdj/4MGDkvnz5zsOHz68r5WV1SDGWJCzs/OA1q6fmZkp1D/m+x0vv/yy/GEf75PAGDOW/gtgKmNMynFct830eUgp9V8DW2nXn0/tglhasxbA1/X/TrCxsfHsxlgIIYQQQgh5ItxS3jLZkLzB9n+3/idVa9R8c6G5dojbENU7Ie8UuVq41nZ3fF1l3bp19tu2bbPv7jh6straWhw+fFgKAGPHjlWZmBillHGHvPfee46rV692AgAPD48qf39/tUAg4K5fvy5KSEiwOnLkiNXgwYMrRowYoTY0ftmyZU7jx4/P7GgcNTU1GDp0aD8AkMlk2sDAwHKxWKxLS0sT79u3z/rw4cNWW7ZsufnGG2+UNh977Ngx8wkTJnhVVVXxBgwYoHZ1ddWcPXtWEhsb63rmzBnJgQMHbvB4Tee4zJ8/3y0zM/O+yarGLCwsdJMmTWp1NsfBgwetq6urWWhoaE/PdXQpYzzjYwEMB3CIMTaX47jfjXAfnSUJgAJAH8aYP8dxfzRrf6n+6/6uDetPHMeVASgDAMZYTfMXCiGEEEIIIaTzlGvK2Vv73nLbe2WvTa2uljVuO33rtMXq31Y7vez7cvGXYV/migVirrvi7CoDBgyonDVr1p2QkBD1s88+WzF69GjP7OxsUXfH1ZMkJSWJw8LCvADg1KlTV4YOHdra5lDdIjExUbxmzRonExMTbuvWrTeioqLKGrfn5uaafPnllzbW1tYGp/2IRCLd+fPnJT/99JM0PDy8wwkVPz+/ioULF96ePHlymT4Jp9Vq8e677zqtX7/ecc6cOfIxY8aoHB0dGxK41dXVbPr06R5VVVW8pUuX3oqNjb0HAAqFgjd8+HCvw4cPW23YsMFm7ty5TZJCw4cPV4aHh5cMHjy4wt3dXRMcHGxwB3Y9R0fH2h9++CHbUNvFixdF8fHxNiKRSBcVFdUi8fUkM0Zi6ScA1QCeA3CeMXYbdUvOqgz05TiOG2GEGB4Kx3EaxtgGAB8B+Jwx9heO49QAwBibB2AggFMcx13orhgJIYQQQgghXaNcU85e2P6C17mCc5LW+tTqatl3l7+zvVZyTXRi2omrEqHksU4uvfvuu0XdHUNPd/z4cWnjf/e0xNKePXusOI7DuHHjSpsnlQDAzc2tdvny5XdbGx8ZGVn45Zdf9lq+fLlTeHh4h2YtCQQCXLp06Urz83w+H2vXri3Yv3+/VXZ2tmjv3r2yOXPmNCSJduzYYZmfny/09vau1CeVAEAmk+nWr1+fO2TIkH4bNmzo1TyxtHnz5jz9v3NzczuU/9i2bZsNAIwcObLM2tqaih83YozpL8MBDK7/NwPgBODp+vOGjk7DGPsrY+yM/gAgrD9/ptHx12bDPgGQDOBZAFmMse/rx64GUAjgb50ZIyGEEEIIIaRnemvfW273Syo1dq7gnOTt/W+7GTumh3Hu3DlReHh4bxcXlwGmpqaBVlZWg3x8fHz/9re/uebk5Aj0/XQ6HT799FNbb29vX5FIFGhrazvolVdecc/PzzeJiIiQ36+WDqmj0+mgVCp5jY9ff/214Xt26tQpafP27t6AqaioyAQAbG1t27WEMyIioszHx6fy4sWLkh9++MGic6P7E4/HQ79+/SoBoKCgQNC47dChQzIACAsLazFTKDQ0tMLFxaU6KyvLzFi1v3Q6HeLj460BIDIyssRQn8zMTOGECRN6W1lZDTIzMwvw8/Pr98UXX1jp6zY1r0NVVFTEj4uLsw8NDfV0cnIaIBQKAy0tLf2HDBni+eOPP7b4Pn///fcyxliQq6urX2lpaZNcjk6nQ2hoqCdjLOiDDz5w6MzH/jCMkVjq3YbDo5Pv2w51SS39oZ+62vicXeMBHMdVAXgewMcAKgBMBOCOurpGgRzH3ejkGNuEMWbJGJMzxuSgXeEIIYQQQggxilxFrsneK3tt2jLmP+n/sbmlvNWtBXUSExPFQ4YM8d23b5+1ubm5duTIkWUBAQHq2tpatm3bNvtLly41LFt76623XBcsWOB+8+ZN0VNPPaUaPHiw6uTJk7KQkJB+ZWVl/PvdD6mTnJxsJpPJAhofp06dkunbT506JWvefu7cuYeu8WMMLi4uGgA4dOiQZX5+fpufr4wxLFq0KB8APv74Y6fOjq+x3NxcUwBwcHCoaXw+PT1dDABBQUEGZ4P5+flVAMD58+eN8r1OSEiQFBQUCK2trWsnTZqkaN5++fJl02eeeabfgQMHrC0sLLQjR44sMzMz082cOdNj5cqVvQxd85dffjFftGiR682bN0W9e/eu+stf/lLWu3fvqqSkJIuIiAjPtWvXNvl59OqrryqioqIK8/LyTN96660mSe1PPvnEPikpySI4OLj8k08+udO5j/7BOj2xxHFcTluOTr7vrzmOYw84vjYwrpLjuCUcx/XlOM6U+//Zu/P4qKr7/+PvT5IhIQtEhk3WgIAIKigqIm5Yq2gVERTrCmirUrDS9lu3Kui38u3mArXgT1GwWpcqIlZRUQsqiKICghBZZBWQLZgVSCaZ8/sjNxjDJJAhk5kkr+fjcR6Te849cz/3ZmaSfHLOuc4d7Zwb6ZzbEuIwtY27wgEAAAARNvmzyc0rrql0KMXBYpv82eTmkYrpcDz66KMtCwsLbdy4cVtWr16dOXv27PVz58795ptvvlm5ZMmSlSeccMJ+SZozZ07qtGnTWjZt2rTk448/zpw/f/7a2bNnr1+/fv2Kzp077587d256NM+jrnj11VerfZ1eeeWVqF7bkSNHZiUlJQW3b9/e6Nhjjz1h6NChGY888kjzjz/+uHFx8eENYrr22mtzevbsuXfZsmUp//73v5seukf1zZkzJ3XlypXJPp/PDR48OLd823fffddIkjIyMopC9W3Tpk1AkjZu3JgYidieffZZvyQNGjRoj8/nO6j95ptv7vj9998nXHPNNbvWrVu34o033tjw+eefr37llVfWPvfccy0O6iDp+OOP3//++++v2rp161cff/zx2jfffHP90qVLV82fPz8zNTW15L777mufk5Pzo5zNlClTvu3cufP+V1991T99+vSjJOmzzz5rPGHChHapqaklzz///Ib4+NrPEbMSdOybqB9GeK31+6v1TxQAAAAAh2HBtwvCmgI2f/P8qE4dy8rKSpCkgQMH5lZsO+mkk/Z37NgxIElTpkxpIUk333zzjlNPPfXA+rdpaWnByZMnb+YmQYfnrrvu2nnBBRcctE5RZS688MLv77rrrp2H3jNyevToUfTSSy9907p166KCgoK4mTNn+n/3u991PPPMM3s0a9as93XXXdeh/JTJyvzhD3/YJkVm1NKePXvibrnllgxJ+sUvfrGj7HVbZu/evXGSlJKSEnIKT0pKSokk5eXl1fgLed++fTZ79uyjpNIkXcX2FStWJH7yySdpaWlpJVOmTNlS/q6AQ4cOzb344otDLvTdvXv3olB34evfv/++ESNG7MzPz4+fPXv2jz5fUlNT3bPPPrve5/O53/zmNx1XrlyZeN1113UqKiqyv/71r5u7desWMvEWaRH79DAzv5ndbmbPm9kcM7ujXFtPMxtkZsmROn594ZzLds5tdM5tlMRd4QAAAIAIKCgqCOvf/OH2qym9e/feK0ljxozp8Oabb6YFAoGQ+33xxRepknTttdcetD7MiSeeWNi9e/eYWnA6VjVv3rzk7bffXvfggw9+m5CQUOnC7QkJCW7ChAmb33rrrfXNmzcPebe12nTZZZflbdiwYcU///nPdddcc82uHj167I2Pj3d5eXnxzz//fIuTTz65x7Jly6oc7XP11VfnHH/88XtXrlyZ/MILL9TYqKXi4mJdccUVnTdt2pR4wgknFDzyyCPbauq5a8LLL7/cNDc3N75Tp077Qy3MPm/evFRJOuecc3KaNm16UOLrqquuCrkmk1R67jNnzmzy29/+ts0111zTcejQoRlDhw7NWLBgQRNJWrNmzUF3YOzfv/++O++8c2tOTk786aefftzatWsbX3LJJXtGjRpV6XEiLSLzgc3sSklPSUpV6TpHTtLWcru0lfSapOGS/hWJGAAAAADgcKU0Sgnrj/9w+9WU8ePHb//0009TP/vss7RLL720W3JycrB37975AwcOzPnVr36V5ff7SyRp9+7dPknq3LlzyMxTmzZtisrWsUHV4uLi9Ic//GHnrl27EiZNmnR0qH3GjBmz/Z577tlV27FVJSkpyd1www3ZN9xwQ7ZUunj0tGnTmk2YMKHtnj17EkaNGtVh4cKFa6t6jvvuu2/rVVdd1XXChAltrrnmmoPWGgrH9ddf33HevHlNMzIy9s+ZM+ebpKSkgxJ2ycnJwdzc3PiCgoKQIy0KCkoTvGlpaTW+KPHzzz/vl6Rhw4aFXJfmu+++80lS27ZtQ763OnXqFHIU0bp163w/+9nPuq5evbrSdaEqG4F1//3373jttdearVy5MrlFixaB6dOnbz7UeURSjQ9/MbN+kl6QVCzpd5JO0w+LaJf5r6QcSUNq+vgAAAAAUF1ntj8zL5x+Z3U4K6x+NaVZs2bBTz75ZM0777yz+tZbb91+zDHH7Fu0aFGTcePGtT/22GOP/+qrryKy5kxDt3fvXnvhhRcqXV/rhRdeaL5v375qrdlV25o3b15yxx137JoyZcoGSfrss8+aHGoq2bBhw3J79epVkJmZmfzss88e8dpRv/rVr9q+9NJLzVu3bl303nvvrTn66KNDLvp09NFHF0nSxo0bQ971rewuchkZGYVHGlN5u3fvjv/www+bmpluvPHGGh0RNGLEiIzVq1c3vvDCC7+fO3fu17t37/6yuLh4sXNu8d/+9rdNkuScC/kaWrJkSdLatWsbS1J2dnbCmjVrInI3vMMViXlV90gKSvqpc26ic+6Lijs450okLZF0fASODwAAAADVMvq00bsT4iqf2hRKQlyCG33a6N2RiulwxcXF6cILL8x//PHHty5fvnzVpk2bll1yySV7srKyEu688862ktS8efOAJK1fvz7kWjpliyPj8DzwwAOtdu3adeBaXnDBBdnl117auXOn74EHHgh5N7BYc8kll+RJUklJibKysg45tXPcuHHbJOn//u//2jhXrbfMj9x7772tHn/88dbNmjUrfuedd9Z06dIl9DxOST169NgrSYsXLw45qm7FihXJknTKKafsCzugEJ555pmjioqKrE+fPvmVrV909NFHByRp69atId9boZJhubm5cQsXLmzi9/uL33zzzfUDBgzY6/f7S8oW3l6/fn2lCeF9+/bZdddd17moqMguu+yyPYFAwG644YbOe/fujVoiMxKJpTMkfeKcW3KI/bZLCjlsED8ws3QzyzCzDEm+YLDGR/YBAAAADV6Hph2KrzjuimrdgvnKHldmtW/S/vBuq1WL2rZtWzxhwoRtklQ2zeaUU07Jl6QXX3zxqIr7r1ixIvHrr79mGlw1PPzww23Lvp4wYcLmt99+e13Z2ktl9Q899FCNL3IdjkP9Dbly5cpESfL5fK5169aHfD0PGTIk96STTipYvXp145dffvmg19PhePjhh5tPmDChXVpaWskbb7yxplevXlWONLr44otzJOk///nPQcf7+OOPG2/ZsiWxa9eu+4499tgaXbz6pZde8kvS1VdfXelnw7nnnpsvSR999FHT3Nzcg3Isoa7Rnj174oPBoFq0aBEov9i3JBUWFtpbb71V6XW97bbb2q5Zs6bxJZdcsmfWrFkbLr/88qx169YljRo1ql01Tq1GRSKxlCzpcOaShvUCbIDGStrgla5ZWdX6WQcAAADgME0dNHXzqW1OzT+cfU9tc2r+U4Oeiuq6JpL017/+tcWqVasOGhExa9asptIPU4hGjRq1S5KeeOKJVosXLz6wIHB+fr6NHj26Pf/Arp4dO3Z82bt374I5c+asuueee3bFxcUdWHtpzpw5q3r37l2wY8eOZdGOU5LGjh3b5pZbbmlXlkAqb8OGDb5bb721oyT95Cc/yQ61vlEo48aN2ypJzz33XIvqxjN9+vSj7rjjjo7JycnBmTNnrj3jjDMOOcro+uuvz27btm3R6tWrGz/wwAMty+pzc3PjxowZ01GSxowZs6O6sVRlzZo1jZYsWZKamJjohg8fHvLObpJ0wgknFPbr1y8vNzc3fsyYMe1KSn5Ydu21115r8uabbzar2Kdt27aB1NTUkrVr1ya9++67KWX1xcXFGj16dNtNmzaFHLH0+uuvp02bNq1V69ati8rWVXrqqac2t2nTpujZZ59tOWPGjCZHdNJhisTi3Vsl9axqBzMzlU6D2xCB49c3EyU94339rt/v7xrFWAAAAIB6K7VRqps7fO6am9+4ucMrma/4i4PFB00tSYhLcFf2uDLrqUFPbU72JYc/D6iGTJs2rcWdd97Z4ZhjjtnfpUuXfQkJCfrmm2+SVq9e3TgxMdGVTVsaOHBg/o033rhz2rRpLc8444weffv2zUtLSyv5/PPPU30+nxswYEDOvHnzmiYmJv4ow7RgwYLk0aNHdyjb/u677xIlafDgwV0aNWoUlKThw4fv/u1vfxv1KYG1ye/3lyxdunRVqLYLLrig4IILLgjZFg35+fnx06dPb/nkk0+26tixY2HXrl33JSUlBbdt29Zo+fLlKcXFxdahQ4fCKVOmfHvoZys1ePDgvD59+uQvXrw4tTqxbN26NeGWW27pFAwG1bZt28LHH3+8xeOPP35Qcmrw4MHZ119//YGphYmJiW769OnrBw0a1O3+++9vP3PmzGbt2rUr+vzzz1N37drlGzhw4Pdjxow5aBTGI4880vyf//xnc0kqLi59P+/atcvXq1ev7mX7TJ48efOZZ5550N3epk2b1sw5p/POOy+7bBH8yjzxxBObzjnnnO7PPfdci48++qjJCSecULBjx45GixcvTr3uuut2Pvvssy19Pt+B95bP59Po0aO3/+Uvf2l78cUXd+/bt2/uUUcdVbJ06dKUPXv2JFx//fW7Kibtdu3aFX/zzTd3MjNNnTp1Y9ndBps1axacNm3ahosvvvjYUaNGZfTv3z+zsrWqIiUSiaV3JI0ys587516qZJ9fSGqv0kW+UQXnXLakbEkys0BcXCQGmQEAAACQSpNLLwx9YdNffvqXrZM/m9x8/ub5aQVFBfEpjVJKzupwVt7o00bvjqXpb+PGjds6a9as9KVLl6YuXLiwSSAQsFatWgWuuuqq3Xfffff28lOMpk6d+m337t33TZ06teWiRYvSUlNTS84999ycRx99dMvPf/7zTpLUsmXLH51bdnZ2/PLly1MqHnfVqlUH7mS1ZcuW3EieI47MhAkTvjvllFMK3n333aaZmZmNv/jii9S8vLz41NTU4Iknnlhw8cUXZ//+97/f1aRJk2oNWxs/fvy2QYMGdatOn/z8/LhAIGCStHbt2sZlC1BX1LFjx6LyiSVJ+ulPf1owf/78r++99942ixYtSlu9enVy+/btC0ePHr393nvv3Rnqb+UtW7Y0qvj6DQQCVr4uOzs75LpSM2bM8EvStddee8hpQyeccELhwoULv/7973/fdsGCBU3ef//99E6dOu1/7LHHNnTp0qXw2WefbdmsWbMfvbf+/Oc/b2/Xrl1gypQpLZcsWZKalJQU7NOnT/6ECRO2LVq0KLliYmnEiBEdd+7c6bvlllt2lK2LVebCCy/MHzVq1PbJkye3vv766zu+//776w4Vc02yI1lsK+QTmrWTtFxSqqRHJb0maaGkVyT9WdLlku5Q6V3hTnDO7azRAOoxM1vZo0ePHitXrox2KAAAAECN6dmzpzIzMzOdc5XOfFi8eHFjSfOTkpKO6969+6r4+PiojxaqL3JycuIyMjJOKCoqisvJyVlacc0XAOG75557Wv/pT39qe88992ydMGHC9mjHE0pJSYmtWrWq+/79+7+WdFafPn2qtQh6jQ9/cc5tkfQzSbsl/V7Sx5KcpCskfSHpXpWOwBlEUgkAAAAAaseSJUuSKt5Ofs+ePXHXXXddx+zs7IRLL710D0kloPr27t1r5dcuK/PGG2+k/f3vfz86Pj7eDR8+fE80YqsNEfnUcM59YmbHSrpJ0k8lZag0ibVF0nuSnnDO5UTi2AAAAACAgz300EMtZ82a5e/Zs+feVq1aBfbs2ZOQmZmZnJOTE9+uXbvCRx55ZGu0YwTqot27d8efcsopPTMyMvZ36tSpMDExMbhhw4aksrsyjhs3bku3bt1q9I51sSRi6WjnXJ5KF56eGKljNARmli4p3dv0cbcGAAAAAOG44oorsnfu3OlbsWJFyldffZUiSW3bti28+uqrd40fP35769atq1ygGEBozZo1K7n55pt3fPjhh02WLFmSmp+fH5eWllZy9tln54wePXrnsGHD6vU6ZIxzjH1jJY0v28jKOuS6YQAAAABwkCFDhuQOGTKkXv+BC0RDamqqe+KJJ7ZEO45oOeI1lsysmZklH+FzJJtZsyONpZ6aKKmTV9b6/f4ohwMAAAAAAFCqJhbv3iXpsSN8jsmSWMg7BOdctnNuo3Nuo6RAqFsoAgAAAAAARENNZCnMKzXxPAAAAAAAAKgjamqNpTPNbNqR9K+hOAAAAAAAAFBLaiqx1MUrR8LVRCAAAAAAAACoHTWRWBpQA88BAAAAAACAOuaIE0vOuQ9rIhAAAAAAAADULTU1FQ4RYmbpktK9TV8wGIxmOAAAAAAAAAdw7/rYN1bSBq90zcrKinI4AAAAAAAApRixFPsmSnrG+/pdv9/fNYqxAED1OSft3Rte3+Rkyaxm4wEAAABQY0gsxTjnXLakbEkys0BcHIPMANQxe/dKqanh9c3Pl1JSajYeAAAOw7f6NuEf+kfzBVqQVqCC+BSllJyls/JGa/Tu9mpfHO34akNhYaHNnj07bdasWemffPJJ2pYtWxo556xNmzaF559/fs7999+/vU2bNg3iWgCoHIklAEBEOeckny/czmK8EgCgNuUr336pX3aYoRn+YhX/6MfQQi1s8rAebnOlrsx6Sk9tTlayi1acteHtt99OHTp0aFdJatOmTdHZZ5+dGwgEbOnSpSlTp05t9dprrzV7//33V/fq1asw2rECiB4SSwCAyAoElPuHP4TVtUkgUMPBAABQuXzl23k6r9vn+rzSobbFKrYX9WLzb/RN0lzNXZOq1HqbXIqLi9PFF1/8/f/8z/9sHzBgwIF57VlZWfGDBw/uvGDBgiYjRozotHTp0lXRjBNAdDGvCgAAAAAk/VK/7FBVUqm8z/V56s26uUOkY4qmQYMG5c2ePXt9+aSSJPn9/pLnnntuoyR9+eWXKWvWrGkUlQABxAQSSwAAAAAavM3anDBDM/zV6fOKXvF/q2+jPgvk888/T7rssss6tWvX7oTExMSTjzrqqF7du3fvceONN7bftGnTgfnowWBQDz30UPNjjz22R1JS0snNmzfvNWzYsI5bt25NGDp0aIaZ9XnzzTfTDueYGRkZgaOOOqpYkjZv3hzmnHcA9UFEPwTNbJ2kT8qVZc65kkgeEwAQW45kfoCTWGMJAFArJmty84prKh1KsYptsiY3/7P+vD1ScR3K/Pnzk3/60592LywstG7duu3r1atXwb59++I2b96cOH369JZDhgzJ7tixY0CSfvnLX7afNm1aS5/P5/r27ZvXpEmTknnz5jU97bTTmnTv3r1at3DdvXt3fG5ubrwktWvXjrnrQAMW6ez6e5JOl3SVSkdH7TOzL1Qu2eSc2xXhGAAAURTcGzyivnFH1WAwAABUYoEWHNZInYrma36apKgllh599NGWhYWFNm7cuC0PPPDAjvJtS5cuTWrWrFmJJM2ZMyd12rRpLZs2bVry3nvvrTr11FP3S1JeXl7cxRdffMzcuXPTq3Pcv/3tby1KSkqsa9eu+7p3715Uc2cEoK6J6FQ459ytzrnektIlnS9pgqRcSTdKmiVpu5l9Y2bPmdmoSMYCAAAAAJUpUEF8bfarKVlZWQmSNHDgwNyKbSeddNL+stFKU6ZMaSFJN998846ypJIkpaWlBSdPnrw5Lu7w/zT8+OOPG0+aNKmNJD344INbjvAUANRxtbLGknOuwDk3zzn3J+fcIOdcK0ldJN0gaa2kayT9ozZiqWvMLN3MMswsQ5IvGAz/P/8AAAAAQktRSlhLdoTbr6b07t17rySNGTOmw5tvvpkWqOSOql988UWqJF177bV7KradeOKJhYc7Fe7bb79NGDZsWJfCwkK78cYbdw4bNuyghBaAhqVWF+82s2QzO9fM7pL0iFcukLRa0rO1GUsdMlbSBq90zcrKinI4AAAAQP1zps7MC6ffWTorrH41Zfz48dtPO+20vCVLlqReeuml3dLT00/q379/1z/+8Y8ts7KyDoym2r17t0+SOnfuHDLz1KZNm0NOZ/v+++/jBg4c2HXbtm2NLrroou+ffPLJb2vuTADUVRFNLJlZNzO7wcymmNmXknIkvSypv6QvJF0nqZlzrodzbmQkY6nDJkrq5JW1fn+1blQBAAAA4DCM1ujdCUqo1j0nEpTgRmv07kjFdDiaNWsW/OSTT9a88847q2+99dbtxxxzzL5FixY1GTduXPtjjz32+K+++iqxJo6zd+9eGzhwYJfMpG75VQAAIABJREFUzMzk/v37586cOXNDfHxUZwECiBGRHrG0StIUST5Jf5Z0rHOupXPuUufcg86595xzORGOoU5zzmU75zY65zZKClRn7jMAAACAw9NBHYqv0BXVmh5wpa7Maq/2xZGK6XDFxcXpwgsvzH/88ce3Ll++fNWmTZuWXXLJJXuysrIS7rzzzraS1Lx584AkrV+/3hfqOb777rtGlT1/IBDQpZde2vmzzz5LO+mkkwreeuutdUlJSUdy41cA9UiksxT/kZQnaYSkOyT93syGm1m3CB8XABAjnAv/984j6QsAQHVN1dTNp+rU/MPZ91Sdmv+Untoc6ZjC0bZt2+IJEyZsk6TVq1c3lqRTTjklX5JefPHFg+63umLFisSvv/46OdRzBYNBXXnllZ3mzp2b3r17933vvvvu2iZNmrDwK4ADIn1XuMHOuaMldZX0N0lFkkZL+srM9pjZO2Z2v5ldZGbNIhkLACA6ivce1lqgNd4XAIDqSlWqm6u5a67W1ZVOi0tQgrtaV+/+QB+sSVZy1P8D8te//rXFqlWrDhptNGvWrKaSdPTRRxdJ0qhRo3ZJ0hNPPNFq8eLFSWX75efn2+jRo9tXdpOgm266qf3rr7/erFOnTvv/+9//rmnevHlUFysHEHsSauMg3jSujZJelCQzS5TUR1I/ST+VdG9txgMAqEXJIf8BGvm+AACEIVWp7gW9sOkv+svWyZrcfL7mpxWoID5FKSVn6ay80Rq9Oxamv5WZNm1aizvvvLPDMcccs79Lly77EhIS9M033yStXr26cWJiohs3btw2SRo4cGD+jTfeuHPatGktzzjjjB59+/bNS0tLK/n8889TfT6fGzBgQM68efOaJiYmHsgw/etf/0p/5plnWkqlCarbbrutXagY7r333u0nnXTS/to5YwCxptYTOd40uNNVmlTqJ+l4lY6ciurdFAAAEWIWnb4AAByB9mpf/Gf9ebuk7dGOpSrjxo3bOmvWrPSlS5emLly4sEkgELBWrVoFrrrqqt1333339l69ehWW7Tt16tRvu3fvvm/q1KktFy1alJaamlpy7rnn5jz66KNbfv7zn3eSpJYtWx5Imu3Zs+fA6twLFy5sUlkMI0eOzCKxBDRcFsn1K8wsVdJp+iGJdLqksjm9ayR9Uq6sdCymUSUzW9mjR48eK1eujHYoAHDY9u3I0RPtW4TV95Zvd6lxq6Y1HBEAINb07NlTmZmZmc65npXts3jx4saS5iclJR3XvXv3VfHx8fztUENycnLiMjIyTigqKorLyclZmpDARBKgISkpKbFVq1Z1379//9eSzurTp8++6vSP9CdGtiSTlC/pM5XeIe4TSZ86576P8LEBADHAzFQcCITdFwAA1IwlS5Ykde3atSgtLe3AdLc9e/bEDR8+vGN2dnbCVVddtZukEoDqivSnxq9UmkhawWgkAAAAAIiehx56qOWsWbP8PXv23NuqVavAnj17EjIzM5NzcnLi27VrV/jII49sjXaMAOqeiCaWnHNPhqo3s84Vqgqdc3yIAQAAAECEXHHFFdk7d+70rVixIuWrr75KkaS2bdsWXn311bvGjx+/vXXr1tzxDUC1RTSxZGbHSZol6f+cc//06uIlfSOpbASTSQqYWS/n3KpIxgMAqH1xyXFR6QsAAH5syJAhuUOGDMmNdhwA6pdI/8Z+u6S8sqRSBaMkneeVed6+qMDM0s0sw8wyJPmCweAhegBAjOGucAAAAEC9Fek1ls6X9LdK2r5wzi2RJDNrJenBCMdSV42VNL5sIysrK4qhAAAAAACAeuaI/psb6RFL7SR9XaEuKOlpSbvK1W3z9sXBJkrq5JW1fr8/yuEAAAAAUVF2i1EXDAaZKw0ANSQYDJp+WK6oqLr9I/2BvF9SavkKV+qXzrlvy1U3kVQY4VjqJOdctnNuo3Nuo6RAXBw/QwEAANDw9OnTp1jS5mAwuC8vLy8l2vEAQH2Rl5eXEgwG90na3KdPn2ov4h/pqXDLJA2U9NYh9rvY2xcAAAAAKvN+SUlJz507dx4tSWlpaQVxcXFOP/ynHQBweCwYDFpeXl7Kzp07W5eUlHwn6f1wnijSiaUnJE03s3nOuddC7WBmV0j6haQREY4FAAAAQN32XElJyen79+/vu3Xr1mZxcXFtdIRrgwBAA+aCweC+kpKS70pKShZJei6cJ4loYsk594KZnS3pVTP7WNJ/JW3xmtuqdHHvMyQ96Zx7MZKxAACiw5ecrF/n54fdFwCAMn369MlbvHjx6JKSkutLSkrOl9Qh2jEBQB23WaUjlZ7r06dPXjhPEOkRS3LO3Wpm70u6TdJdkhp5TUWSPpU0zDn3aqTjAABEh5mpUQpLYQAAaob3h88USVMWL14crx/+vgAAVE9ROGsqVXTEiSUzS3XOVfmvaOfcDEkzzCxBUtltzbKcc8VHenwAAAAADZP3B9G+aMcBAA1ZTdxi7Hsz+8vh7OicK3bO7fAKSSUAAAAAAIA6rCYSS/GSWoRqMLMHzaxvDRwDAAAAAAAAMSbSayzdI6mNpEUVG8zsZkl+59yfIhwDAAAAAAAAIqAmRiyFq5+kB6N4fAAAAAAAAByBaCaWAAAAAAAAUIeRWAIAAAAAAEBYSCwBAAAAAAAgLDWVWPKbWfMaei4AAAAAAADUATV1V7hLJO0wsz2SvpaU6RUAAAAAAADUUzWRWPq7pBMl9ZLkl3SmV5xXbjCzsyV9KWlZuQIAAAAAAIA67IgTS865sWVfm1l7Sb1VmmQqe+xcrlx+pMcDAAAAAABAbKipqXCSJOfct5K+lfRGWZ2Zpap0RFP5hNPxkhqrdEQTqmBm6ZLSvU1fMBiMZjgAAAAAAAAH1GhiKRTnXL6khV6RJJlZnKRuKk00oWpjJY0v28jKyopiKAAAAAAAAD+oqbvCVYtzLuicW+Wc+3c0jl/HTJTUyStr/X5/lMMBAAAAAAAoFfERSzgyzrlsSdmSZGaBuLio5AIBAAAAAAAOQpYCAAAAAAAAYSGxBAAAAAAAgLCQWAIAAAAAAEBYSCwBAAAAAAAgLCSWAAAAAAAAEBYSSwAAAAAAAAgLiSUAAAAAAACEhcQSAAAAAAAAwkJiCQAAAAAAAGEhsQQAAAAAAICwkFgCAAAAAABAWEgsAQAAAAAAICwklgAAAAAAABAWEksAAAAAAAAIC4klAAAAAAAAhIXEEgAAAAAAAMJCYgkAAAAAAABhIbEEAAAAAACAsJBYAgAAAAAAQFhILAEAAAAAACAsJJYAAAAAAAAQFhJL1WRmI8zMhSjnVthvmJnNNrPvzCzHzD4yszOjFDYAAAAAAECNS4h2AHXYmZJKym1nVmgfK2mtpNGS8iWNlPRfMzvNObesdkIEAAAAAACIHEYshW+Rc+7TciW3QvulzrnhzrmZzrl3JV0r6RuVJpoQQyZ9OkmbczYfcr/NOZs16dNJtRARAAAAAAB1A4mlCHHOZVXYDkpaIalTdCJCKJM+naSxc8ZqwD8HVJlc2pyzWQP+OUBj54wluQQAAAAAgKdeJZbMrI+Z3WVmM81sS9n6R4fRr7GZ/a+ZrTGz/Wa2zcymmVnbKrptNbNiM1tuZlccxjHiJZ2q0lFLiBGXH3e5Oh/VWeu/X19pcqksqbT++/XqfFRnXX7c5VGIFAAAAACA2FOvEkuS7pP0J0mXS6oqKXSAmSVJmuv1TZX0uqRvVbom0lIz61yhy3eS/iDpGkmDJa2T9IqZXXaIQ42R1EHSlMM6E9SKDk07aN7weZUmlyomleYNn6cOTTtEMWIAAAAAAGJHfUssfSLpj5IGSTpaUuFh9LlX0ule327Ouaucc30l/U5SC0nTyu/snJvjnPs/59x/nXNvOucul7RA0j2VHcDM+kr6s6QHnXNfhXFeiKDKkksklQAAAAAAqJo5d8iZYnWWme2XlOics0raG0naKamppJOdc0srtC+TdKKkU5xzi6s4zv9ImuCcSwzRliHpU0kfSbrKHcEFN7OVPXr06LFy5cpwnwJVKJ9I8sX5JEmBYICkEgAAQIT17NlTmZmZmc65ntGOBQBQPfVtxFJ19VdpUmldxaSSZ4b3eGk4T25m6ZJmS9ooafjhJpXMbGWoIumYcOLA4SkbueSL8ykQDCgQDMgX5yOpBAAAAABAJRKiHUCU9fIel1TSXlZ/YmVPYGam0jWdKo52aiRppqRkSec55/YdWagAAAAAAACxpaEnlsqGoWyppL2svmNZhZnNkPSZpOWSEiX9QlI/la7rVN4USedI+qWkTmbWyasvrGR01AGVDQH2Ri31qKovwlc2Fa5spJJUOhVuwD8HMGoJAAAAAIAQGnpiKdV73FtJe4H3mFaubo1Kk0ntvO2lki5xzr1Voe/5Kp1q+HSF+k2SMsIJFpFTfn2ljPQMbczeKEnKSM84sKA3ySUAAAAAAH6soa+xVG3OuXucc92cc8le6R8iqSTnXIZzzkKUjCiEjSpUvPvb29e+faDt7WvfPuhucQAAAAAAoFRDTyzle4/JlbSneI95tRBLSGaWbmYZ3t3lfMFgMFqh1EsVk0rzhs9T+ybtD7S3b9Je84bPI7kEAAAAAEAIDT2xVJYhaFdJe1n9plqIpTJjJW3wStesrKwohlL/vPb1az9KKoWa6lZ2t7iy5NJrX78WhUgBAAAAAIg9DX2NpWXe48mVtJfVL6+FWCozUdIz3tfv+v3+rlGMpd65/fTbVVhcqEHdB8nf2K+CogIVBAoOtJd97W/s1+xrZus/q/6j20+/PVrhAgAAAAAQU8w5F+0YIsbM9ktKdM5ZJe2NJO2U1FTSSc65Lyu0L5N0oqRTnHOLIx3voZjZyh49evRYuXJltEOpV+yBkC+PSrnx9fc9AwAAEA09e/ZUZmZmZmV3RwYAxK4GPRXOOVck6R/e5mQzK1tTSWb2W5UmlT6MhaQSAAAAAABArKlXU+HM7GeS7itX1cir/7Rc3R+dc7PLbT8o6XxJZ0haa2bzJXWU1FfSLkk3RjRoRF3+3fk/2i4IFKjVQ60kSTv+Z4dSfCmhugEAAAAA0ODVq8SSpBYqTQhV1LfCPgc45/ab2QBJd0u6RtJgSXtUuq7Rfc65LZEJ9fCYWbqkdG+Tu8JFQEqjyhNHKb6UKtsBAAAAAGjI6lViyTn3jH5Y6Lo6/fZJGueVWDNW0viyDe4KBwAAAAAAYkWDXmOpjpgoqZNX1vr9/iiHAwAAAAAAUKpejViqj5xz2ZKyJcnMAnFx5AIBAAAAAEBsILEEVJDSKEVuvIt2GAAAAAAAxDyGvwAAAAAAACAsjFgCytmRv0NPLXlKH276UHlFeUprlKZzM87VTSfdpFapraIdHgAAAAAAMYXEUowzs3RJ6d6mLxgMRjOcemtfYJ9uf+d2PfPlMwoEAz9qe2/9e7r/g/s1svdITbpokpISkqIUJQAAAAAAsYWpcLFvrKQNXumalZUV5XDqn32Bfbro+Ys0dcnUg5JKZQLBgJ5c8qQG/mug9gX21XKEAAAAAADEJhJLsW+ipE5eWev3+6McTv1z+zu368NNHx7Wvh9u+lBj3xkb4YgAAAAAAKgbSCzFOOdctnNuo3Nuo6RAXBzfspq0PX+7nv7oaan4MHYulpQnTf9yunbk74h0aAAAAAAAxDyyFGjQbnr+JgWzg9IuVZ1cKlbpPjlSICegp5c+XTsBAgAAAAAQw0gsoUHLjcuV4iWVqPLkUllSqUSl+zaWPtj4Qa3FCAAAAABArCKxhAatOK5YaqHKk0sVk0otJCVIeUV5tR0qAAAAAAAxJyHaAaBqZpYuKd3b9AWDwWiGU++kNUorfRe00A8JpF3ethQyqXSgHwAAAAAADRwjlmLfWEkbvNI1KysryuHUL+d0PKf0i7LkUtnIpe1eCZFUkqRzM86tzTABAAAAAIhJJJZi30RJnbyy1u/3Rzmc+uWmk2+SL85XulGWXKqoQlLJF+fTTSfdVAvRAQAAAAAQ20gsxTjnXLZzbqNzbqOkQFwc37Ka1Dq1tUb0HlGtPiN7j1Sr1FaRCQgAAAAAgDqELAUavEkDJ5VOiStbqLuicgt6n9PxHE26aFItRgcAAAAAQOwisYQGr7GvsZ686Eml5ab9sKZSa6+Urbm0W7qm+zV657p3lJSQFM1wAQAAAACIGdwVDg3e5qzNumjSRcrbm6eO/o4ads4wfbn7S+UV5SmhQ4IyMzO1J3+PPl32qXaev1Md/B2iHTIAAAAAADGBEUto0DZnbdaAhwdo/a716tyis14d9aoaFzXWex+9p08//VSNchvppjNuUkd/R63ftV4DHh6gzVmbox02AAAAAAAxgRFLaNBeW/qa1u9ar07NO6lvRl/1+1M/BUoCB9rnrpqruavmKiEuQWlJaVq/a71eW/qabj//9ihGDQAAAABAbCCxFOPMLF1SurfpCwaD0Qyn3rn9/NsVKAloxuIZevHzFyvdrzhYrLz9eTqmxTG6+eybazFCAAAAAABiF1PhYt9YSRu80jUrKyvK4dQ/a3as0aINiw5r33W71mnsv8dGOCIAAAAAAOoGEkuxb6KkTl5Z6/f7oxxO/bI9Z7umfzy9Wn2mfzxdO3J3RCgiAAAAAADqDhJLMc45l+2c2+ic2ygpEBfHt6wmPb3gaRUHi6vVJ1AS0NPzn45QRAAAAAAA1B1kKdCgfbjmw7D6fbDmg5oNBAAAAACAOojEEhq0vP15tdoPAAAAAID6hMQSGrS0pLRa7QcAAAAAQH1CYgkN2jndzgmr37ndzq3ZQAAAAAAAqINILKFBu+nMm+SL9x3ckOiVEHzxPt101k0RjQsAAAAAgLqAxBIatNZNW2vEGSN+XOmT1MIrIXJOI/uPVKsmrSIfHAAAAAAAMY7EEhq8ST+f9OMpceVHKlUYtXROt3M06eeTaiUuAAAAAABiHYmlGGdm6WaWYWYZknzBYDDKEdUvzjkFFdSMUTM08syRSkhIODixZFJCQoJGnjlSr/7qVSUmVDJHDgAAAACABsacc9GOAVUws/sljS/bbtGihXbu3Bm9gOqZZduXqfcTvavX59ZlOrHViRGKCAAAoOHp2bOnMjMzM51zPaMdCwCgehixFPsmSurklbV+vz/K4dQvr69+vdp9Zq2aFYFIAAAAAACoe0gsxTjnXLZzbqNzbqOkQFwc37Ka9Ou+v9aQ44Yc9v5DjxuqX/f9dQQjAgAAAACg7iBLgQYtPSldM66cob8P/Lt8cSFuAefxxfn02EWP6ZUrX1F6UnotRggAAAAAQOwisYQGz8x0W9/bdNeZd1W6z91n3q0xp42RmdViZAAAAAAAxDYSS4Ck/cX79fTSpyttf3rp0yosLqzFiAAAAAAAiH0klgBJDy98WNvyth3YHnLckB+tvbQ1b6se/uThaIQGAAAAAEDMIrEESBr/wfgDXz920WOaceWMA2svhdoHAAAAAACQWAIkSVl3ZKlfu35aMHLBgbWUytZeWjBygfq166fdv98d7TABAAAAAIgpCdEOAIgFTZOaauFNC0O29e/Qv9I2AAAAAAAaMkYsAQAAAAAAICwklgAAAAAAABAWpsLFODNLl5TubfqCwWA0w2kQSoIl+mjNR5Kks7udrfi4+ChHBAAAAABAbGLEUuwbK2mDV7pmZWVFOZz6b8mmJTrv4fN03sPnaenmpdEOBwAAAACAmEViKfZNlNTJK2v9fn+Uw6n/PlzzYcivAQAAAADAj5FYinHOuWzn3Ebn3EZJgbg4vmU1yTmngsKCH5V5q+cdaJ+7au5B7c65KEYMAAAAAEDsYI0lNGjLtyxX7//tXWn7W1+9pdQxqT+qWzZ+mU5sd2KkQwMAAAAAIOYx/AUN2utfvl7tPrOWzopAJAAAAAAA1D0kltCg/fonv9aQk4cc9v5DTx6qX//k1xGMCAAAAACAuoPEEhq09OR0zbh1hv7+87/LF++rdD9fvE+PXf2YXrn1FaUnp9dihAAAAAAAxC4SS2jwzEy3/eQ23XXRXZXuc/dFd2vMeWNkZrUYGQAAAAAAsY3EEiBpf2C/nl7wdKXtTy94WoWBwlqMCAAAAACA2EdiCZD08LsPa1v2tgPbQ04e8qO1l7Zmb9XD7z4cjdAAAAAAAIhZJJYASeP/M/7A149d/Zhm3DrjwNpLB/Z5Y3yorgAAAAAANFgklgBJWY9mqd8x/bTgzgUH1lIqW3tpwZ0L1O+Yftr9yO5ohwkAAAAAQExJiHYAQCxomtxUC+9aGLKtf5f+lbYBAAAAANCQMWIJAAAAAAAAYSGxBAAAAAAAgLCQWAIAAAAAAEBYSCwBAAAAAAAgLCSWAAAAAAAAEBYSSwAAAAAAAAhLQrQDQNXMLF1SurfpCwaD0QwHAAAAAADgAEYsxb6xkjZ4pWtWVlaUwwEAAAAAAChFYin2TZTUyStr/X5/lMMBAAAAAAAoxVS4GOecy5aULUlmFoiLIxcIAAAAAABiA1kKAAAAAAAAhIXEEgAAAAAAAMJCYgkAAAAAAABhIbEEAAAAAACAsJBYAgAAAAAAQFhILAEAAAAAACAsJJYAAAAAAAAQFhJLAAAAAAAACAuJJQAAAAAAAISFxBIAAAAAAADCQmIJAAAAAAAAYSGxBAAAAAAAgLCQWAIAAAAAAEBYSCwBAAAAAAAgLCSWAAAAAAAAEJaEaAcARItzTnsDe8Pqm+xLlpnVcEQAAAAAANQtJJbQYO0N7FXqn1LD6pt/d75SGqXUcEQAAAAAANQtTIUDAAAAAABAWEgsAQAAAAAAICwklgAAAAAAABAWEksAAAAAAAAIC4mlajKzEWbmQpRzK+x3ipk9a2bfeO0PRilkAAAAAACAiOCucOE7U1JJue3MCu39JZ0uaYGk5rUVFAAAAAAAQG0hsRS+Rc654iraH3POTZIkM9tYOyEBAAAAAADUHqbCRYhzLhjtGAAAAAAAACKpXiWWzKyPmd1lZjPNbEvZ+keH0a+xmf2vma0xs/1mts3MpplZ2yq6bTWzYjNbbmZX1OBpAAAAAAAA1An1bSrcfZIuq04HM0uSNFel6yF9J+l1SRmSRkq6xMxOd86tL9flO0l/kLRIUmNJN0l6xcwGO+deP+IzAAAAAAAAqCPqW2LpE0nLJX3ulY2SEg/R516VJpU+kXSBcy5fkszst5IeljRN0rllOzvn5kiaU67/m2Y2X9I9Kk1KAQAAAAAANAj1KrHknPtL+W0zq3J/M2skaYy3ObosqeQ91yNmNlzSOWbWxzm3uIqnel3ShPCiBgAAAAAAqJvqVWIpDP0lNZW0zjm3NET7DEknSrpUUlWJpRplZisraTqmtmIAAAAAAAA4lIaeWOrlPS6ppL2s/sTKnsBKh0VdLilUYgoxLNmXrPy78w+9YyV9AQAAAABo6Bp6YqmD97ilkvay+o5lFWY2Q9JnKl3LKVHSLyT1kzSofEczayHpHG8zWVJ37+5xBc65t6sKyjnXM1S9N5KpR1V9cfjMTCmNUqIdBgAAAAAAdVZDTyyleo97K2kv8B7TytWtUWkyqZ23vVTSJc65tyr07SnplXLbQ72ySaV3nQMAAAAAAKjTGnpiqdqcc/eo9A5wh9rvA0lVrx4OAAAAAABQh8VFO4AoK1tgp7IFc8rmSeXVQiwAAAAAAAB1SkMfsbTZe2xXSXtZ/aZaiCUkM0uXlO5t+oLBYLRCqXecc9pbVNksyKolN0pW6brtAAAAAAA0XA09sbTMezy5kvay+uW1EEtlxkoaX7aRlZUVxVDql71Fe5U6JvXQO4aQ/498pSSy8DcAAAAAoGFr6FPhPpaUI+kYM+sdov0K7/GN2gvpIBMldfLKWr/fH8VQAAAAAAAAftCgE0vOuSJJ//A2J5vZgSEoZvZbSSdK+tA5tzga8UmScy7bObfRObdRUiAurkF/ywAAAAAAQAypV1PhzOxnku4rV9XIq/+0XN0fnXOzy20/KOl8SWdIWmtm8yV1lNRX0i5JN0Y0aAAAAAAAgDqqXiWWJLVQaUKoor4V9jnAObffzAZIulvSNZIGS9oj6RlJ9znntkQm1MPD4t0AAAAAACBW1avEknPuGZUmhKrbb5+kcV6JNSzeDQAAAAAAYhIL9sQ+Fu8GAAAAAAAxqV6NWKqPnHPZkrIlycxYvBsAAAAAAMQMshQAAAAAAAAIC4klAAAAAAAAhIXEEgAAAAAAAMLCGksxzszSJaV7m75gMBjNcAAAAAAAAA5gxFLsGytpg1e6ZmVlRTkcAAAAAACAUiSWYt9ESZ28stbv90c5HAAAAAAAgFJMhYtxzrlsSdmSZGaBuDhygTUluVGy8v+RH3ZfAAAAAAAaOhJLaLDMTCmJKdEOAwAAAACAOovhLwAAAAAAAAgLiSUAAAAAAACEhalwMc7M0iWle5u+YDAYzXAAAAAAAAAOYMRS7BsraYNXumZlZUU5HAAAAAAAgFIklmLfREmdvLLW7/dHORwAAAAAAIBSTIWLcc65bEnZkmRmgbg4coEAAAAAACA2kKUAAAAAAABAWEgsAQAAAAAAICwklgAAAAAAABAWEksAAAAAAAAIC4klAAAAAAAAhMWcc9GOAVUws3RJ6d7mikaNGqV06dIlmiEBAAAANWrdunUqLCzMc841iXYsAIDqIbEU48zsfknjy1U5SV9HJ5o66xjvcV1Uo6hbuGbh4bpVH9csPFy36uOahYfrVn1cs/B0lxR0zvmiHQgAoHpILMW4CiOW3pVU4pw7Looh1TlmtlKSnHM9ox1LXcE1Cw/Xrfq4ZuHhulUf1yw8XLfq45qFh+sGAHVXQrQDQNWcc9mSsiXJzAJRDgcAAAAAAOAAFu8GAAAAAABAWEgsAQAAAAAAICwklgAAAAAAABAWEksAAAAAAAAIC3eFAwAAAAAAQFgYsQQAAAAAAICwkFgCAAAAAABAWEgsAQAAAAAAICwklgAAAAAAABAWEksAAAAAAAAIC4klAAAAAAC/w8iPAAAZRElEQVQAhIXEEgAAAAAAAMJCYgkAAAAAAABhIbFUB5hZYzP7XzNbY2b7zWybmU0zs7bRji3SzCzZzAab2dNmtto7/wIzW2Zm48wstYq+I8zsMzPLN7M9ZvaWmZ1xiOP19/bb4/X7zMxuqPkzq11m5jeznWbmzOybQ+zboK+bmbUws4e819s+75yWmNnfKtn/UjP70MxyvfKBmf3sEMfoaWavmNku7xhfmdlYM6uTn8lmdqqZvex9NgXMLNvM5pvZSDOzEPvHm9lvvPPe512Hl83suEMcp9rXOprMrI+Z3WVmM81si/f+c4fRr1beg2bWzsyme9+3/d7PmAfMLKm651pTqnPNzCzOzM4ys7+a2WIzyzOzQjNbZ2b/z8w6HeJY9eKaeXGF9Vqr8Bzvl/Uzs3ZV7FcvrtsRvD993uf1Z97nUL53PpX+XhbOZ76ZHWVmk8xsk/e63mRmE80s/UjO+0iFc93MrI2Z/cPMvvHOZa+ZLfdeA2lV9GvwP18BoM5wzlFiuEhKkvSJJCdpm6R/S1rkbe+U1DnaMUb4/H/hnauTlCnpZUnvSMr16r6W1DJEv4le+15Js7w+AUnFkgZXcqyhXntQ0geSZkj63nueh6J9LY7wOj7jnZeT9E0V+zXo6yapj6TdXuwrJL0k6S1JGyUVh9h/rLdvQNLb3jXb69WNqeQY/crts8h7T3/nbb8syaJ9Hap5zcq+/07SYu985nrXxEl6vsL+cZJmem3fe6+XD7zXT4Gk0yo5TrWvdbSLF6OrWA7Rp1beg5K6SNrl7fOV931b520vkJQY69fMO4eyfb6T9Lr32tri1eVKOrO+X7NwX2sV+o/w+pT9nGhX369bmO/PZpK+0A+/k830ynKv7qDXm8L4zJfUXNJab591Xp8V3vZqSc3qymtNUleV/r7qJG2Q9Kqk2eVeNyslNQ3Rr8H/fKVQKJS6VKIeAOUQ3yDpQe8H4kJJqeXqf+vVfxDtGCN8/sMlPSHpuAr1R0ta4l2DFyq0ne/V75bUtVx9P0mF3i8z6RX6NJOU4/UbUq6+Vblf7s6N9vUI8xr+xIv/CVWRWGro101SC5X+8VMgaVCI9tMqbB+r0j+w9kvqV66+m3cNA5K6VOjjk7Teuy6/KVef6r3HnaQR0b4W1bhmCZJ2eHFfU6HtOElZXtuAcvVlyeI1klqVqx/q1a+VlHCk1zoWiqQ7Jf2vpEsltfbid1XsX2vvQZX+Qe8kTarw/SxL+t0f69dM0jGS3pV0nsr9wSgpUdJ07zw2SfLV52sWzmutQt8W3nt1jkqT6CETS/XtuoXx/jSVJs2dpPt18OdUZ0nNK9SF9Zkv6V9e26vljyPp7179M3XltVbu+zxZUny5+qb64R+nD1To0+B/vlIoFEpdK1EPgFLFN0dqJCnb+2F4Uoj2ZV5bn2jHGqXr0887//2SGpWrf8urHxuizySv7XcV6u/w6meF6HO51/ZGtM85jGvUWNI3Kv2PYFdVnVhq0NdN0hQv3l9Vc/+JIdp+47U9VqF+mFf/ZYg+J3ttX0X7WlTjmh3vxbyqkvay180d5eoyvbqDRt+odMSJkzT0SK91LBYd+g+wWnkPSjrNq9+hCqNFVJokKJL+f3v3Hi5XVd5x/PszsUFIERADCDEH5GKVcnsQEQRCRUEuirfWIJWIoChFQUUenkclKlrbegEtCpZKYovlJkYgGtFCIpdSEAIWlVvgAFFCCIRIQggX3/6x1jY7OzPnzMw5OXP7fZ5nP/vM2nvNrP2emdkz76y1Nk9Q+eLciTEbot5LWHP+PKCfYtZs3IALgVWkRN0g9RNLPR23Bl6fxfv3JU3cZ9Pv+aQfzl4gJZO3qGybQOr98zw1emt3aNyKXsBbDvG8+UmlvO/Pr168ePHSbYvHG3e2fUm/6CyMiAU1tl+W10eMXZM6yh15PQF4GaT5qEi/XsOa+JTVi9lhle1lc0gfnA5q9zwaLTiD9CvqCaRf+Grq97jl4z+a1FvpggarDXXsTccrIm4j/dq6s6SBBtvQbqsb3O9xgDznzV+RvsTOqbFfK8+znngfHOPXYFHnyohY638YEY8C1wGbAm9srPWdJyJWkXrFAbyistkxyyQdAhwFfCkiFg6ze7/H7fi8/lYTdVp5zz+ENGT4uhyjcp3VwJXAOODQJtrRTo2cJx6v3Pb51cysyzix1Nl2zevb6mwvyncZg7Z0ou3y+jnSL56Quk9PAB6LiEU16tSLWd1YR8SzpLkNNiB1w+4KknYBPglcEBHXDbN7v8dtT+AvgQURsUrSWyV9XdK386Sfa30xzZOnvjLfXCfpGxEPk36lnSJp49KmXntN30+a/2MnSUeVNyhNxH00afjWj3Jxcfx3RkStROc6xz+CWHebsXwN9trzcB15ot4p+ebiymbHDJC0EfAd4C7gnxuo0rdxk/RiUvLreeBmSbtI+qKk85QuJLJrnaqtHH9PxKzk6rz+rKRxRaGkl5J6wQF8r1Tu86uZWRdyYqmzFSfWWl8yyuVT6mzvdR/P67mlX0KHjFlErCQNj9i0uBJJ/mDy0qHq0WWxzl+qzicd66eH2R0ct9fk9RJJs0lDkk4BPgJ8A7hP0rTS/kW8luXY1FLr2HvqNR0RL5DmQXsSuFDpylwXSbqGNJntIuBNEVEkfls5/lZj3W3G8jXYU8/DOqYBk0jzpt1YFDpma/kCMACckBNDdTlubEdKmj1OOjcsAD4DfAj4PLBA0jdq1BvJe163x6xwOmnS9o+SzqWXSbqKNOxyADg6Iq4t7e/zq5lZF3JiqbNNzOun62wvTrh1L9XaqyQdCnyQ1Fvps6VNw8UM1o3bxNK2Xon1ScDrgFMjotrFvJZ+j9umef020jCEE0lfSgeAr5Lma5klabe8XyvxaqRet8TrzyLiBuAAUu+lPYC/Aw4kXTXq57m80MrxtxrrbjOWr8Geex6WSZpMuroewOcqQ7AcM0DSHqQfZ2ZFxPwGqvR73IpzxMuAfwTOJc1JtTnps8gq4GRJJ1bqrY/3vG6JGQARsRiYSuq5NEC6UMNhwCakpO+tlSo+v5qZdSEnlqzrSHo16YopIiVO7himSl+R9ErS1QTnR8TMNjenWxTvheNJX0S/HRGPRcSDEXEqcCnpijOntq2FHSr35LoZeBh4PenD/Y7ATNJQzGskTWhbA62v5OFdl5O+8M+OiHPb3KSOk4cjFT1aP9Xm5nSL8jnipxFxYkTcHxGPR8T3WHNuOL09zetceVj+HaThvm8nJem2AU4G3grcIGmn9rXQzMxGgxNLnW1FXm9YZ/tGef3UGLSlI0jaGphL+mDy9Yg4u7LLcDGDdeO2orStF2J9DumKgic0Uaff41Y+llqTdxdlB1T2byZejdTrlngBIGkHYBZpvovDI+LmiFgZEfdGxIeBq0i9mI7NVVo5/lZj3W3G8jXYU8/DQp4H51LSnGnXkyalrnLM0hf63UlXa1zaYJ1+j9tw54iZeb21pO1r1OvHmBWvyctIE+i/MyKuiIgnI+L3+fPbZ4DNSMMyCz6/mpl1ISeWOttDeb1Nne1F+YNj0Ja2k7QZqSv1FNIHu1q/tA4Zs/xr9iaksftPAUTEH4HlQ9Wju2J9OKkr+LmS5hULcFHevnWpfMtc1u9xK9r3dEQ8VmP7YF5PyusiXpvm2NRS69h77TX9XlJPrrkRsaLG9kvyev+8buX4W411txnL12CvPQ+LeeVmkXpA3A4cka8MtxbHDEhX0wrgmPI5Ip8ninPCpbnsEHDcWLt9g9WNEfE0sCTfnFTaNJL3vG6PGcDewA7AA/nKbFWX5vX+pTKfX83MupATS52tGOK1R53tRfmvx6AtbSVpIvBT0iTLlwPHR0TU2PVu0qVtX557N1XVi1ndWOdf3HYmXUr5nur2DrUJqXdNeXl93rZBqay4LHS/x6248sxL6gzb2iyvVwBExJOs+RC7e3XnPMfL5sCD+QtZodde08UH9eV1thflxfwkxfHvnJ8fVesc/whi3W3G8jXYa89DSJeAn0Y6zoPz86YexywNJd+fdc8Txfvf3vn2lqU6fRu3iFgOPJBvblrdnhObm+Sb5SR7K8ffEzHLmj1H+PxqZtalnFjqbDeQTrqvKk0aXPbuvL5y7Jo09vIX/R8DewE/A6blq1GtI/9CfU2++Z4au9SL2ZzK9rLDSQmYX0TEM000vS0iQrUWYNu8y8JS+WCu09dxi4iHSB9KxZrhbmVFWfnSx0Mde9PxkrQ76cpDdxb/ly5QXMZ9zzrbX5fXgwAR8QDwO9Jk6IfV2L+V51lPvA+O8WuwqHNENZEqaQtgP2AZ6RzU8SSdSbri1EPAmyNiyTBV+jpmETF1iPNE0Ztjci6bWara13EDrsjrqTW27U0agr6KlCQutPKeP5d08YP9JE2q1JlA6nH2AunqpZ2uOEfsVFzNsmKtc0SJz69mZt0mIrx08EKahDlIH7o2KpV/IpfPa3cb1/PxjyP1UArgl8CGDdQ5KO+/FNihVP4G0q+py4BNKnU2IyXxgjQPQFE+Cbg3l09tdzxGGMuBfBz3OW41j/+o3N5fA1uVyncjXWI6gPeUyncCns+x2btUvkOO4XPA9pXHeDHpKmkBnFIq34h0dZwAprc7Fk3EbI/c5gA+Utm2N+mX+wAOKpUfl8vuASaVyt+Zy+8Fxlfuq+lYd+KS2x9DbB+z1yBpDqIAziqVjQd+mMtntDteDcbslNzeR8oxG+Y+ezpmjcRtiHqD+Vi26be4NfBcGyD1Kvxj5X1oc9IFDAI4p1Knpfd80gVKgjQ/0fhS+dm5fGa749VI3EjJxkdzm2cBE0rbXkE63wZwZqVe359fvXjx4qXblrY3wMsw/6B0Ur4pnxD/AFxcur0E2K7dbVzPx/9x1nxxvZw0QWatZfNKvbNynZXAbNIve8/lDypH1nmsd5F+BfwTqefApaQvcgF8rd2xGIVYDjBEYslxC/JzKXL75+TjeSaXfbfG/sWX2udyrGaT5rcK4KQ6j7FPaZ+b8mv6D/n2pYDaHYcmY/YvpdfonaR5la7Pz4kAzqvs/yLWJIufyMd8bX7+PA28vs7jNB3rdi+kXlk3lZY/lf7vxXJYpc6YvAZZ8wWtSKZeBCxkzQ8ZE0YzFusjZqSkb7H9RuqfH97YyzFr9blW534GqZNY6rW4tfj6PDbv9ywwn9SLqTi2W4GJNR6n6fd8UrLqvrzPfTlm/8eapPxm3fJcA44kvYcFsIj0vvYzUoJuqLj1/fnVixcvXrppaXsDvDTwT0rDRr6QP1ysJv0ye0G9D369tAAzWPOldahloEbd6cCvSF/QlpHmaNpnmMfbN++3LNe7BTim3XEYpVgOFB9Sh9mvb+NGGgp3fOn4V5C+sNY9FtKwhF+SrjTzVP778GEe57WkX6KXkoZO3Jk/RL+o3TFoMW7vyF8Uil+SnyB96ZxWZ/9xpF6Xd+bjX5o/9L9mmMdpOtZtjsv0Bt67ptept95fg8DkfC55hHRuuZd0rtmgG2JGGpLUyPlhnRj3UsxG8lyrcT+DDJFY6qW4jeD1OZU0XG0Z6YeH3wJnUOpVXqNO0+/5pB5i3yQN8Vyd12dT6bXYDXEjzZV0IfAwKSm3gjS0/HTgJUM8Vt+fX7148eKlWxZFBGZmZmZmZmZmZs3y5N1mZmZmZmZmZtYSJ5bMzMzMzMzMzKwlTiyZmZmZmZmZmVlLnFgyMzMzMzMzM7OWOLFkZmZmZmZmZmYtcWLJzMzMzMzMzMxa4sSSmZmZmZmZmZm1xIklMzMzMzMzMzNriRNLZmZmZmZmZmbWEieWzMzMzMzMzMysJU4smZmZmZmZmZlZS5xYMjPrQ5I+Juk3klZLCknz2t0mG56kGfn/VSx3VrYP5PLBBu9nxgjaclalLfNavS8zMzMz617j290AMzMbW5LeCZwNLAOuAFYCd7W1UdasG4D7gEVtbMPNwCxgIvCuNrbDzMzMzNrIiSUzs/5zZF6/OyKuaWtLrFXnR8TMdjYgIn4A/EDSAE4smZmZmfUtD4UzM+s/2+T1/W1thZmZmZmZdT0nlszM+kQxrw5wYC56oDQ/ztS8z7x8e0DSUZJukvSUpCcr9zVZ0r9KWijpGUlPSLpK0j5DPP6xkm6XtErSYkkzJW2Z139uQ963mCto3lDHIml6jW0bSjpd0gJJK/Jyk6Rj6txXSBqUNE7SaZLuyXNPPSzpnyRNqFNvo7z/ryT9UdJKSXdJOkfSjnmfT+X7//IQcbk673NgvX3GgqTplTmTai0z2tlGMzMzM+s8HgpnZtY/bifNiXMIsAXwQ2BF3ra4su/pwHGkuXyuAiYXGyS9AZgDbArcnf9+OXAwcIik90XExeU7k/QV4DTgOeBaYDnwVlKS647ROkBJk4CfA7vkY5oPCNgHmClpz4g4qU71HwCHAvPyce0HfBrYGji68jhb5cd5LWmuqnnAamA74ATgXuAeYCZwJvABSZ+LiOcr97MtcBBwb0Rc2/qRj4r7SM+PWornzAtj1xwzMzMz6wZOLJmZ9YmImA3Mzr2AtgA+FRGDdXZ/P/A3ETG/XChpY1JCamPg6Ii4sLRtT+Bq4HxJ10TEY7l8b1KCZjlwYEQsyOUTgR8DR4zaQcIFpKTS2cBpEbE6P9YWpATZP0iaExFzK/WmAE8DO0TE4lxnW+A24H2SzoiIhaX9/4OUVLoE+GBEFAk68pxDGwNExFJJPwSOAg4HZlce94OkxNf5IzzuEYuI64Hrq+V5svf3Aw8C5451u8zMzMyss3konJmZ1fLv1aRSdiywFXBWOakEEBG/Ar5IukpYuYfPR0jJk7OLpFLefwVwEhCj0WBJu5F6HN0CfKJIKuXHehT4UKk9tXysSCrlOg8A/5lv7ld6nL2ANwFLgOPKSaVcbzAifl0qKpIxx1faOw6YTurFNXP4I2zKlKGGtAFnNHInknYFvk9Kur2tSBaamZmZmRXcY8nMzGq5ok75W/L68jrbr8vrvUplRVLmourOEfFbSXcAuzXdwvptmx0Rf6rxWAskrai0rVAM0au6J6+3KpUdlNf/FRFPDdeoiLhO0m9IwwQnR8TDedOhpGF2l0XEkuHup0krgcuG2L4bsOtQd5CHFV4BbAi8q5IsMzMzMzMDnFgyM7PaHqpTPpDXN0gaqv7mpb9fkdcP1tl3kNFJLA3k9ZckfWmI/TaoUbY4ImrNH1QkjsoTeBfzTS2kcecB3yT1+Pp8Lit6MP1bE/fTqKURMb3exjwJd93EkqS/ICUPXwl8NiJ+NNoNNDMzM7Pe4MSSmZnV8kyd8mII9WWkXjH13DW6zanbjlpl19Nc0gdgnR5Oo+z7wFeAYyV9EdiS1GNpkDQJeKf5DrAvcElEnNnuxpiZmZlZ53JiyczMmrEI2An4SkTc2mCdR0i9iaYAv6uxfUqNsmfzemKd+5xco2xRXs+OiK812LZWFEPZXtVohYhYLukiUo+lg4E9gHHA+RExKnNMjRZJJ5PaeStpDigzMzMzs7o8ebeZmTWj6F3zjibqFPMu/W11g6RXU3sY3FLgeWBbSeMrdV4MHDBKbWvFL/J6Wr6yXaOKSbw/TLoa3Aukq9h1DElvAb4KLAaOjIhVbW6SmZmZmXU4J5bMzKwZ55GuhvZpSR+StNZ5RNJ4SQdL2rlUXCRUTs5XGSv23Qj4FumKcWuJiGeB/wE2A04s3z/wNWDbGnX+l5Rc2lfSOZI2ru4jaVdJhzR8tDVExM2kib4nAd/Nx1F+jAFJf12j3i3AbcDbc/vnRMQfRtKW0SRpR+BiUkLvHRGxaJgqZmZmZmZOLJmZWeMi4klSYmQ5Kck0KOknki6U9N/AY8BcYPtSnRtJvWA2AW6RNFfSxaR5kHYErqzzcF8gzX10lqQbJV2e60wDZtWpczSwAPgo8KCka3PbrpL0EHA7MKLEUvb3wN25LQ9J+rGkSyTdmtv4pjr1zi39/d1RaMdoOo30P3oYOEHSzBrLkW1uo5mZmZl1GM+xZGZmTYmIm3KPnFOAw1gzLO0RYD7wI9YMFyvqnCrpbuAkYCopMXU1KZnx5TqP8wtJbwPOIM1JtDLf72nUmfsnIpZI2od0xbX3ArsD+wCPAveTrsx2UQuHXX2c30t6HXAy8G7gzaShbYuAbwNX1al6TV4vIiXgOsm4vN6eUmKwYhCYPSatMTMzM7OuoA6bM9TMzPqMpJnAMcCBETGvva1ZvySdTkqkfT4iZrRQfwYp0faBiJg5qo1rkaQB4AFgfkRMbWtjzMzMzGzMuceSmZnZGMhzPp1EuuLdSIfBHSdpKrAoIj4z0ra1QtJRwFuof+U+MzMzM+sDTiyZmZmtR5I+QBouuD+wFXDWKEzavW9efgO0JbEE7EXqaWZmZmZmfcxD4czMrK16fShc6fgeAy4BPhkRq9vaKDMzMzOzUeLEkpmZmZmZmZmZteRF7W6AmZmZmZmZmZl1JyeWzMzMzMzMzMysJU4smZmZmZmZmZlZS5xYMjMzMzMzMzOzljixZGZmZmZmZmZmLXFiyczMzMzMzMzMWuLEkpmZmZmZmZmZtcSJJTMzMzMzMzMza4kTS2ZmZmZmZmZm1hInlszMzMzMzMzMrCVOLJmZmZmZmZmZWUucWDIzMzMzMzMzs5Y4sWRmZmZmZmZmZi35f9/jhrmCetWEAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Plot of the GW energy upper limit as a function of frequency.\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "for SNkey in SNs.keys(): \n", " for SGkey in SGs.keys():\n", " key = (SNkey,SGkey)\n", " GW=GWs[key]\n", " SN=SNs[SNkey]\n", " SG=SGs[SGkey]\n", " plt.plot(SG.f,GW.EGW,marker=ms[SNkey],c=cs[SGkey],ls=\"\")\n", "plt.yscale(\"log\")\n", "for SGkey in SGs.keys():\n", " plt.plot(-100,-100,marker=\"o\",ls=\"\",c=cs[SGkey],label=SGs[SGkey].name)\n", "for SNkey in SNs.keys():\n", " plt.plot(-100,-100,marker=ms[SNkey],ls=\"\",c=\"k\",label=SNs[SNkey].name)\n", "plt.ylabel(r\"$E_{\\rm GW}$ [erg]\")\n", "plt.xlabel(\"frequency [Hz]\")\n", "plt.legend(loc=\"upper left\", frameon=True,bbox_to_anchor=(1.,1.),ncol=2)\n", "plt.xlim((0,1800))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comparision of hrms upper limits with sensitivity curve. Note that longer signals (lb series) can bedetected at lower rms values than shorter signals (sg series). This means that cwb is mostly sensitive to hrss (total signal energy) rather than hrms (signal luminosity).\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# If we divide hrss upper limits [sqrt[s]] by the duration of the signal sqrt(tau), \n", "# we get hrms [dimensionless]. \n", "print(\"Comparision of hrms upper limits with sensitivity curve. Note that longer signals (lb series) can be\"\n", " \"detected at lower rms values than shorter signals (sg series). This means that cwb is mostly \"\n", " +\"sensitive to hrss (total signal energy) rather than hrms (signal luminosity).\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "for SNkey in SNs.keys(): \n", " for SGkey in SGs.keys():\n", " key = (SNkey,SGkey)\n", " GW=GWs[key]\n", " SG=SGs[SGkey]\n", " plt.plot(SG.f,GW.hrms/4,marker=ms[SNkey],c=cs[SGkey],ls=\"\")\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "for SGkey in SGs.keys():\n", " plt.plot(-100,-100,marker=\"o\",ls=\"\",c=cs[SGkey],label=SGs[SGkey].name)\n", "for SNkey in SNs.keys():\n", " plt.plot(-100,-100,marker=ms[SNkey],ls=\"\",c=\"k\",label=SNs[SNkey].name)\n", "plt.ylabel(r\"$h_{\\rm rms}/4$\")\n", "plt.xlabel(\"frequency [Hz]\")\n", "plt.legend(loc=\"upper left\", frameon=True,bbox_to_anchor=(1.,1.),ncol=2)\n", "plt.plot(f_L, asd_L*np.sqrt(f_L))\n", "plt.plot(f_V, asd_V*np.sqrt(f_V))\n", "plt.xlim((10,5000))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Upper limits on epsilon*Izz depending on frequency. Note that there is not a clear trend because the limits depend also on tau.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ----- Upper limits on epsilon*Izz depending on frequency ------\n", "print(\"Upper limits on epsilon*Izz depending on frequency. Note that there\"\n", " +\" is not a clear trend because the limits depend also on tau.\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "for SNkey in SNs.keys():\n", " SN=SNs[SNkey]\n", " for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " key = (SNkey,SGkey)\n", " if key in GWs:\n", " GW=GWs[key]\n", " lbl=\"\"\n", " i=0\n", " plt.plot(SG.f,GW.Izzeps/1e45,marker=ms[SNkey],c=cs[SGkey],ls=\"\",label=lbl)\n", "\n", "plt.yscale(\"log\")\n", "for SGkey in SGs.keys():\n", " plt.plot(-100,-100,marker=\"o\",ls=\"\",c=cs[SGkey],label=SGs[SGkey].name)\n", "for SNkey in SNs.keys():\n", " plt.plot(-100,-100,marker=ms[SNkey],ls=\"\",c=\"k\",label=SNs[SNkey].name)\n", "plt.ylabel(r\"$\\epsilon \\; I_{zz}$ [$10^{45}$ g cm$^2$] \")\n", "plt.xlabel(\"frequency [Hz]\")\n", "plt.legend(loc=\"upper left\", frameon=True,bbox_to_anchor=(1.,1.),ncol=2)\n", "#plt.ylim((0.01,1e3))\n", "plt.xlim((0,1800))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Upper limits on epsilon*Izz depending on tau. Note that there is not a clear trend because the limits depend also on the frequency.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ----- Upper limits on epsilon*Izz depending on duration ------\n", "print(\"Upper limits on epsilon*Izz depending on tau. Note that there\"\n", " +\" is not a clear trend because the limits depend also on the frequency.\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "for kSN in SNs.keys():\n", " SN=SNs[kSN]\n", " for kSG in SGs.keys():\n", " SG=SGs[kSG]\n", " key = (kSN,kSG)\n", " if key in GWs:\n", " GW=GWs[key]\n", " lbl=\"\"\n", " i=0\n", " plt.plot(SG.tau*1000,GW.Izzeps/1e45,marker=ms[kSN],c=cs[kSG],ls=\"\",label=lbl)\n", "\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "for SGkey in SGs.keys():\n", " plt.plot(-100,-100,marker=\"o\",ls=\"\",c=cs[SGkey],label=SGs[SGkey].name)\n", "for SNkey in SNs.keys():\n", " plt.plot(-100,-100,marker=ms[SNkey],ls=\"\",c=\"k\",label=SNs[SNkey].name)\n", "plt.ylabel(r\"$\\epsilon \\; I_{zz}$ [$10^{45}$ g cm$^2$] \")\n", "plt.xlabel(r\"$\\tau$ [ms]\")\n", "plt.legend(loc=\"upper left\", frameon=True,bbox_to_anchor=(1.,1.),ncol=2)\n", "#plt.ylim((0.01,1e3))\n", "#plt.xlim((0,1800))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Upper limits on epsilon*Izz depending on tau and f.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Upper limits on epsilon*Izz depending on tau and f.\")\n", "fig=plt.figure(figsize=(6,4),dpi=150)\n", "ax = fig.add_subplot(projection='3d')\n", "for SNkey in SNs.keys():\n", " SN=SNs[SNkey]\n", " for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " key = (SNkey,SGkey)\n", " if key in GWs:\n", " GW=GWs[key]\n", " lbl=\"\"\n", " i=0\n", " ax.scatter(np.log10(SG.tau),SG.f,np.log10(GW.Izzeps/1e45),marker=ms[SNkey],c=cs[SGkey])#,ls=\"\",label=lbl)\n", "\n", "ax.set_zlabel(r\"$\\epsilon I_{zz}$ [$10^{45}$ g cm$^2$] \")\n", "ax.set_xlabel(r\"$\\log \\tau$ [s]\")\n", "ax.set_ylabel(\"frequency [Hz]\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalized upper limits: epsilon*Izz*f0*sqrt(tau). The results appear to depend mostly on distance.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Normalized upper limits: epsilon*Izz*f0*sqrt(tau). The results appear to depend mostly on distance.\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "plt.title(r\"Upper limits on $\\epsilon\\;I_{zz}\\; f_0 \\; \\sqrt{\\tau}$ depending on distance\")\n", "for SNkey in SNs.keys():\n", " SN=SNs[SNkey]\n", " for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " key = (SNkey,SGkey)\n", " if key in GWs:\n", " GW=GWs[key]\n", " lbl=\"\"\n", " i=0\n", " plt.plot(SN.D/1e6/pc,(GW.Izzeps/1e45)*(SG.f/1000)*np.sqrt(SG.tau/100)\n", " ,marker=ms[SNkey],c=cs[SGkey],ls=\"\",label=lbl)\n", "\n", "#plt.yscale(\"log\")\n", "#plt.xscale(\"log\")\n", "for SGkey in SGs.keys():\n", " plt.plot(-100,-100,marker=\"o\",ls=\"\",c=cs[SGkey],label=SGs[SGkey].name)\n", "for SNkey in SNs.keys():\n", " plt.plot(-100,-100,marker=ms[SNkey],ls=\"\",c=\"k\",label=SNs[SNkey].name)\n", "plt.ylabel(r\"$\\epsilon \\; I_{zz} \\; f \\; \\sqrt{\\tau} \\; / \\;D$ [normalized]\")\n", "plt.xlabel(r\"$D$ [Mpc]\")\n", "plt.legend(loc=\"upper left\", frameon=True,bbox_to_anchor=(1.,1.))\n", "plt.ylim((0,0.5))\n", "plt.xlim((0,25))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "#---- Store all data in one array for 3D plots and statistics ---\n", "N=0\n", "for SGkey in SGs.keys():\n", " for SNkey in SNs.keys():\n", " N+=1\n", "x=np.zeros(N)\n", "y=np.zeros(N)\n", "z=np.zeros(N)\n", "xSN=[]\n", "xSG=[]\n", "\n", "i=0\n", "for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " for SNkey in SNs.keys():\n", " SN=SNs[SNkey]\n", " key = (SNkey,SGkey)\n", " if key in GWs:\n", " GW=GWs[key]\n", " x[i] = SG.tau\n", " y[i] = SG.f\n", " z[i] = GW.Izzeps\n", " xSN.append(SNkey)\n", " xSG.append(SGkey)\n", " i+=1\n", "# Compute the rescaled value: epsilon*Izz*f0*sqrt(tau)/D\n", "z2=np.zeros(len(z))\n", "for i in range(len(z)):\n", " SN=SNs[xSN[i]]\n", " SG=SGs[xSG[i]]\n", " z2[i]=z[i]*SG.f*np.sqrt(SG.tau)/SN.D # in cgs" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsilon*Izz*f0*sqrt(tau)/D=(271.03 +- 98.92) x 10^20 g cm /sqrt(s)\n", "(epsilon*Izz) =(1.59 +- 0.58) * (100 Hz/f0) * sqrt(0.1 s/tau) / (6 Mpc/D) x 10^45 g cm^2\n" ] } ], "source": [ "# Average value of the upper limit\n", "z2mean=np.mean(z2)\n", "z2std=np.std(z2)\n", "print(\"epsilon*Izz*f0*sqrt(tau)/D=(%3.2f +- %3.2f) x 10^20 g cm /sqrt(s)\" % (z2mean/1e20,z2std/1e20))\n", "z2norm = 1e45*1000*np.sqrt(0.1)/(6e6*pc)\n", "print(\"(epsilon*Izz)\",\n", " \"=(%3.2f +- %3.2f) * (100 Hz/f0) * sqrt(0.1 s/tau) / (6 Mpc/D) x 10^45 g cm^2\" % (z2mean/z2norm,z2std/z2norm))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Upper limits on epsilon*Izz depending on tau and f. There is a cleardependence from the lower left (higher values) to the upper right (lower values).\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ----- Upper limits on epsilon*Izz depending on duration, for a given supernova------\n", "SNkey=\"SN2017eaw\"\n", "print(\"Upper limits on epsilon*Izz depending on tau and f. There is a clear\"\n", " +\"dependence from the lower left (higher values) to the upper right (lower values).\")\n", "plt.figure(figsize=(6,4),dpi=150)\n", "idx=[idx for idx, element in enumerate(xSN) if element == SNkey]\n", "plt.scatter(x[idx]*1000,y[idx],c=z[idx]/1e45, norm=colors.LogNorm(),cmap=\"rainbow\")\n", "\n", "plt.xscale(\"log\")\n", "\n", "plt.xlabel(r\"$\\tau$ [ms]\")\n", "plt.ylabel(r\"$f_0$ [Hz]\")\n", "plt.xlim((1,2000))\n", "plt.ylim((0,1800))\n", "\n", "plt.title(\"Upper limits for \"+SNs[SNkey].name)\n", "\n", "plt.colorbar(label=r\"$\\epsilon \\; I_{zz}$ [$10^{45}$ g cm$^2$]\")\n", "\n", "plt.tight_layout()\n", "plt.savefig(\"UpperLimits1.png\",bbox_inches = 'tight')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in true_divide\n", " \n", "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: divide by zero encountered in log10\n", "/opt/local/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:19: UserWarning: The following kwargs were not used by contour: 'ls'\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "SNkey=\"SN2017eaw\"\n", "\n", "fig=plt.figure(figsize=(6,4),dpi=150)\n", "plt.xscale(\"log\")\n", "\n", "\n", "xtmp=10**np.linspace(0,3.3,num=1000)/1000.\n", "ytmp=np.linspace(0,1800,num=1000)\n", "grid_x, grid_y = np.meshgrid(xtmp, ytmp)\n", "# Interpolate directly z\n", "#grid_z = griddata((x[idx],y[idx]),z[idx], (grid_x, grid_y), method='linear') # method = nearest, linear, cubic\n", "# Interpolate z2 and compute z from that. This smoothers out the interpolation.\n", "grid_z2 = griddata((x[idx],y[idx]),z2[idx], (grid_x, grid_y), method='cubic',fill_value=0)# method = nearest, linear, cubic\n", "grid_z = grid_z2 * SNs[SNkey].D/grid_y/np.sqrt(grid_x)\n", "\n", "zmin=np.min(z[idx])/1e45\n", "zmax=np.max(z[idx])/1e45\n", "plt.pcolormesh(grid_x*1000, grid_y, grid_z/1e45,norm=colors.LogNorm(),cmap=\"rainbow\",vmin=zmin,vmax=zmax)\n", "plt.contour(grid_x*1000, grid_y, np.log10(grid_z/1e45)+10,levels=10,ls=\"solid\",colors=\"black\",alpha=0.5) # add +10 to avoid dashed lines in negative values\n", "plt.scatter(x[idx]*1000,y[idx],c=z[idx]/1e45, norm=colors.LogNorm(),cmap=\"rainbow\",vmin=zmin,vmax=zmax,edgecolors=\"k\")\n", "\n", "#tmp= 15.87e45 * (100/grid_y) * np.sqrt(0.1/grid_x) / (6e6*pc/SNs[SNkey].D)\n", "#levels=10**np.linspace(np.log10(zmin), np.log10(zmax), num=10)\n", "#plt.contour(grid_x*1000, grid_y, tmp/1e45,levels=levels,ls=\"solid\",colors=\"red\",alpha=0.5) \n", "\n", "plt.xscale(\"log\")\n", "plt.title(\"Upper limits for \"+SNs[SNkey].name)\n", "\n", "plt.xlabel(r\"$\\tau$ [ms]\")\n", "plt.ylabel(r\"$f_0$ [Hz]\")\n", "plt.xlim((1,2000))\n", "plt.ylim((0,1800))\n", "\n", "plt.colorbar(label=r\"$\\epsilon \\; I_{zz}$ [$10^{45}$ g cm$^2$] \")\n", "\n", "\n", "plt.tight_layout()\n", "plt.savefig(\"UpperLimits2.png\",bbox_inches = 'tight')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAHjCAYAAADojTN7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAXEQAAFxEByibzPwAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eZQkd3Xv+f1l5F5r19JVXV1rZlUvEkg8bSBb8jH42RLmCFnwADFiULOYx8B7WJYfMHMeHjeWj/EB4WcJweBnw7Q9FmA/S8inx0LGM3iwBZIaCaGlGzVVmbV2175lZuUe8Zs/Sr/oyLVyiYiMjLyfc+qoFRWRv4iszIhP3Li/exnnHARBEARBEARB1I+j0TtAEARBEARBEHaB5JogCIIgCIIgdILkmiAIgiAIgiB0guSaIAiCIAiCIHSC5JogCIIgCIIgdILkmiAIgiAIgiB0guSaIAiCIAiCIHSC5JogCIIgCIIgdILkmiAIgiAIgiB0guSaIAiCIAiCIHSC5JogCIIgCIIgdILkmiAIgiAIgiB0guSaIAiCIAiCIHSC5JogCIIgCIIgdMJZ5/Zcl70gCIIgCIIgCGvBatmIItcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEEQBEEQBKETJNcEQRAEQRAEoRMk1wRBEARBEAShEyTXBEE0LZzzRu8CQRAEQeRAck0QRNPBOUc2m0UymYQsyyTZBEEQhGVwNnoHCIIgKoVzDlmWoSgKMpkMUqkUMpkMGGNwOBxFfxhjjd5tgiAIooUguSYIwvIIqRZinS/ZAMAYK/pD0k0QBEGYCck1QRCWpZhUA1Cl2el0wuFwqOuKH+262vWFcAOAJEkk3QRBEITukFwTBGE5FEVRhVorykKktQgZzpdisU0x6eacVxTp1go4STdBEARRCSTXBEFYBiHVYpJivlQLwa1kAmMp6Rbb1yPd+ZFuEm+CIAhCQHJNEERDEVJbSqqNENdSQlxKurPZLF555RX09vZifHycpJsgCIIoCck1QRANQcirLMtYW1tDLBbDyMhIQ9MwSgkxYwx7e3tob28HgKI53RTpJgiCIACSa4IgTEYr1SKn+vLly1heXlbluhIYY6bVt9ampTidV06bpSLd2n0s9lNsMiVJN0EQhD0guSYIwhSKSTVwpZJHM5Av85Wkl4j/z692QmUDCYIg7AnJNUEQhqKtSZ0v1dofAOrvrEa1cltOusV/i0W7SboJgiCaH5JrgiAMoVyN6nz51Naqrub1zaKaKiWVvE41ZQPF+iTdBEEQzQHJNUEQulKNVAv0klejMWr/9JRugBrkEARBNBKSa4IgdOGgxi/lxK6etBBRm9pIGiWl1CCHIAii+SC5JgiiLipt/FKOWtJCzMbM6iQHQQ1yCIIgrAvJNUEQVaN345dmSQtpBqptkCOke25uDpIk5TTJIekmCIKoHpJrgiAqJr+cnlbO6kkvqEWuzZY7K0Wua+Eg6d7Y2IDT6cTo6Cg1yCEIgqgDkmuCIA7koBrV9QqVSAupJudalmWk02l4vV7ThK6Z5boUWiFmjMHlcgGorUEOSTdBEATJNUEQZSgn1XoKUzWR63Q6jdnZWSwsLECWZTidTrS1tRX8uN1uXYXO7nJYS4OcesoGSpJE0k0QhC0huSYIogCRT53NZrG4uAiv14ve3l7dpVpQSbWQZDKJ2dlZLC4uQlEU+P1+dHZ2IpFIYG9vD7u7uznrO51O+P3+Aun2eDw17X+zp4XoBTXIIQiCKA/JNUEQKvk1qmVZxoULFzA4OIj+/n7DhKdctZB4PI5wOIxLly6Bc46Ojg4Eg0H09fUhk8mo22YyGezt7RX8RCKRnNeTJKlopLsS6Sa5Lg01yCEIgtiH5JogiJKNX7TSa6TUFEsLiUajCIfDWF5eBgB0d3erUs0YgyzLOdu73W643W4cOnQo57XT6bQu0t0KUmfEMZJ0EwTRapBcE0QLU0njF8ZYTc1dqkGbFrK7u4twOIzV1VUAQG9vLwKBAHp6emoSKL2kO5vNIplMYmNjA21tbaZOpLQjejXIEZ9VapBDEIRVILkmiBYkv/GLoig5oqIVEofDYbhci3Gnp6cRjUYBAIcPH0YgEEB3d7chY1Yi3fF4HLFYDPF4HJxzJJNJvPzyywD2pbtYTnezSrdVUl6qbZAjPsPVRrrFZ44gCEJvSK4JokUo1/hFVG4ohsPhMEy8RH3lUCgEYD8VZHBwEMFgEB0dHYaMeRClpPvpp5+G0+nEyMhITqRb3AwI7CbdVqLWBjniJxKJgDGG7u5uKhtIEIRhkFwThM2pt/GLEZFrzjlWV1cRDodz0jCOHz+OiYkJXcfSC8YYJEnC0aNHc5aXmkiZL90Oh6NoTreVpNsq+1EtlUr3xYsXwRjDddddl7Md1eomCEJPSK4Jwqbo1fhFz5xrRVGwsrKCcDiMWCwGh8OB0dFRdHZ24tVXX4Xb7dZlHCMo9X65XC50d3cXpK9UK9350W6fz0cyVyfFhNjhcMDlclGDHIIgDIPkmiBsht6NX/SIXCuKgkuXLiEcDiORSECSJExMTGB8fBwejwfr6+vqvluZavavnHTH4/GKpLtYeglJd+3kp4kU+z01yCEIol5IrgnCJuTnU+vVTbGenOtsNoulpSXMzs4ilUrB5XJhcnISY2NjapttsY9Ade3PtduZgV5juVwudHV1oaurK2d5NpstGukWVVMERkm31W9s9OCgkpLUIIcgCD0guSaIJqdUjep6pVrgcDiQyWSq2iaTyWBhYQFzc3PIZDLweDw4fvw4RkZG4HQWnnbKNZGxCowZ26HR6XTqJt1+vx/t7e3w+/3w+XxUGeN1aq3XTrW6CYKoBpJrgmhSjJZqQTU51+l0GnNzc1hYWEA2m4XX68XU1BSOHj0KSZLKjgFYW66BxuxfOenWlgosJd2MsZKR7nzptrvc6d0MiaSbIIhikFwTRJMh8qljsRg45/B6vQByG7/oSSU518lkErOzs1haWoIsy/D7/Thx4gSGhoYqipo2g1wbHbmuFqfTic7OTnR2duYsF9KdH+leW1vLWS9furV5+naNdBvdaVRgVIMcbXMckm6CsC4k1wTRJOQ3fnn22Wfh9/vx5je/GYBxUcdyOdfxeBzhcBiXLl0C5xwdHR0IBoMYGBioan+ERBjdrKYe9KyaYiT1SHc0GsUPf/jDiiPdzYZZcl2KaqWbGuQQRHNCck0QFqZU4xdxYTVDFopFrmOxGMLhMJaXl8E5R3d3NwKBAPr7++vKaa0lMmymMFkpcl0tpaRblmXs7e3hpz/9KVwuF9rb2w+MdGtzuv1+f9PIXKPluhSlpBuovEEOlQ0kCOtAck0QFqSSxi9mtCUHrsg15xyRSAThcFjN6+3t7UUgEEBPT09dF+1aq4WYiV2lRJIkdHZ2qhMir732WgD70l0sp7uYdPt8voJItxWl26pyXY5KywZqzxOvvvoq/H4/pqamSLoJogGQXBOEhaim8YvD4YAsy4bvkxjz+eefx+bmJgCgv78fwWCwoIZzrdRaLcTsPOhmjlxXiyRJ6OjoKGhDL6Q7P71kfX1drVcOWE+6tTeodqCcdEej0ZxUK2qQQxDmQnJNEBaglsYvkiQhm80auk8bGxvY2toCAGxubmJwcBDBYLBAuOql1rQQM2WXJGMfvaVbpJj4fL6yFWXqRVupw86IG05JknLKXpZrjiO2q0S8qUEOQRwMyTVBNJB6Gr8YlRbCOcfa2hpCoRAikYi6/Oabby4oB6cXzZIWYufIdb3HVql0i3/nSzcANYc7P9Kth3S3ilwLeS5WZrFUpFu7HZUNJIj6IbkmiAagR41qveVaURSsrKwgHA4jFovB4XBgdHQU2WwWly9fVkv+GUEzNJEBrL9/VqScdCcSiYJI9+bmJjY2NnLWLZVeUo10t4pci3NCpak3VKubIPSH5JogTETPxi96ybWiKLh06RLC4TASiQQkScLExATGx8fh8Xjw85//XF3PKJqlzrXdMfMYJUlCe3s72tvbc5YrilI0vaRe6Sa5rg6SboKoHZJrgjCB/HxqcSGqp/GLtopHLdvLsozFxUXMzs4ilUrB5XJhcnISo6OjcLvdOeMAxopvLWkhjbgoW1n+7YLD4dBVukVOt8g/tloFE73RS65LUYt0a8sG5k+UpAY5hB0huSYIA8lv/KIoStHKH7UgonOKolT1eDyTyWBhYQFzc3PIZDJwu904fvw4RkZGciZACcxo8NIM1ULoYt9YDpLu/LKBxaQb2J+YOzMzkxPtNnIipdkYLdelqFe6K4l0i8mUBGF1SK4JQmfKNX7R8+Kgld5K5CCdTmNubg4LCwvIZrPwer2YnJzE8PBw2e3NkOtmSQux8v7VS7Mem1a6Dx8+rC5XFCUnpzsSiWBzcxPJZBILCws5r+H1eoumlxS72bQ6jZLrUlCDHKIVab4zB0FYlEoav+hJpdKbTCYxOzuLpaUlyLIMv9+PEydOYGhoqKILsBmVPEiurYGd5MThcKiiDACJRALPPPMMRkZGMDQ0VJBesrW1pdZxFzSjdGsrDlmdWhrkaEWbc45EIgGPxwOv10vSTVgG654hCKJJ0Er19vY2ZmdnMTIygp6eHkNzBw+S63g8rko15xwdHR0IBAIYHByseuIkYLz4mtVxkmhNtPMctNItyI90i7KBxaTb4/Go7d+14m0F6RbfoWZOdalUuhOJBJ5//nkMDw9jfHycIt2EZWj8mYAgmpRijV+SySRWV1fR399v+GNZ8fr5XRpjsRjC4TCWl5fBOUdXVxeCwSD6+/trnjgJGF+D2uqRYavvH1Geg6qFlJPuZDJZEOne3t4uKt35kW6zpbuZItfVki/E4t8ulwtOp7PmBjnayZQk3YQekFwTRJWUa/wiLqJmRGBFZEpcRHZ3dxEOh7G6ugoA6OnpQTAYRE9PT10XC7PkmiLXjcXuNw61luJzOBxqc5v+/n51eSnp3tnZUbuaCsyUbqvlXBuJCCwIOc6HygYSjYLkmiAqpJIa1UJ486PJRiAuJtvb27h48aJaGaG/vx/BYBDd3d26jGNWPrTVI8NW3z89sLM86F3nupR0i3SFWqXb7/fD5XLVvF+tKtfFoFrdRKMguSaIA6im8Yu2PJ7R+xSPxwEAFy5cAAAMDg4iEAigs7NT17EoLWQf7U0GXUybD7OayDDGKpbueDxeVLrdbnfRSHcl0t1Kcl1rfjlJN2E0JNcEUYJaGr8YHbnmnGNtbQ2hUAiRSAQA0Nvbi5MnTxbU/9ULM+W62jGsLuSEdWh0h8Zy0l0svWR3dxfb29s5r1GJdLeSXB8Uua6WWqVbbJOfs53fGIeku3UguSaIPOpp/FJqkqEe+7SysoJwOIxYLAaHw4Genh5sbW1hbGzMMLEGzM25trIoU+S6ubHqRD/GGHw+H3w+H/r6+tTltUp3JpMBYM68j0ajt1yXghrkENVCck0Q0K/xi95pIYqi4NKlS5idnUU8HockSZiYmMD4+Di2trawtbVlSkRZ7IvR41hZrgXNsI+1YNfjEjQ6cl0t1Up3JBLJke7z589jenpabf+uLRvodrsbcUi6Y5Zcl4Ia5BClILkmWhq9G7/olRYiyzIWFxcxNzeHZDIJl8uFYDCIsbEx9cJo1uRJK6eFmEkrXNzsfIzNJtelOEi65+bmsLy8jN7eXmQyGUSjUezs7OS8hsvlKppe0mzSLc59VkyBqbdBDkl3c0NyTbQkxWpUA6hZqgX1imgmk8HCwgLm5+eRTqfhdrtx7NgxjI6OFpTtMjNdAzCniUwtNwpmR1ztHuG1K3aR61II6fZ6vQCAQCCAjo4OcM6RSqUKIt12kO5GR65roVrp1m63t7eHWCyGvr4+eDwekm4LQ3JNtBTlpFqPE5KQ82olMZ1OY35+HvPz88hms/B6vTh58iSGh4dLXjjMlutWTwuhi1Vzkz8h2a4Um3jt9Xrh9XrR29ubs1690u1yuRr6vbBDN0pBJdItOgD7fL6cv2+5aDc1yGkMJNdES1Cu8YveJxxJkiqWa/EYd3FxEbIsw+/348SJExgaGjpQAsyUXrPGaQa5tvI+EqWxe+RaUGm1kGqlOxaLFZXuUjndZrzPzRi5rhbt9Un8bb1er1ohhsoGWhOSa8LWVFOjWi8q6TQYj8cxOzuLpaUlcM7R0dGBQCCAwcHBivfJbpFrq3dotLNc2/GY8iG5roxy0p1OpwukW1Qw0eJ0Okuml+j5/reCXGsRx+t0OnWv1f3II49AkiR8+tOftv13xAxIrglbopXqra0tvPTSSwgGgxgeHjb80Vi5yHUsFkM4HMby8jI45+jq6kIwGER/f3/V+2RU2b9S47R6h8ZWwM4XVZLr+mCMwePxwOPxoKenR13eSOmWZbmloq7ZbBYACubfaKlVur/xjW/A6/Xi05/+tBG73nKQXBO2olTjl1QqhWw2a0q+ZbGc60gkglAohNXVVQBAT08PgsEgenp6ar4wmNUNkqqF7GPnyHUrQHJtDHpKtzbFpL29/UDpFnLdKmSzWTW1o1rKSTfnHJFIBAMDA7b/fpgFyTVhC8o1fhG5aWaJmyRJaoRhe3sboVAIGxsbAID+/n4EAgEcOnSo7nHslnNt9SYydqYV3vdWk+tGH2c56c5kMojFYojH4wdKtzaXW/x4PB4wxiDLcsukhAD7cq13sxnxxDASiaCrq0u31211SK6JpqXSxi9m1YMWMMaQyWTw3HPPqU0dBgcHEQgE0NnZqds4divFJ07ylXZA5JyrF+OOjg7DI1gUuW5uWkmua41umgFjDG63Gz09PUWlu1ikOxKJ5LyGJEloa2tDIpEAYwybm5s50m1XZFkumxJSK8lkEqlUiuRaR0iuiaaj2sYvZsk15xxra2uIxWKQZRk7Ozs4evQoJiYmDGlPbrcJjVp5LXeB5JxjfX0d09PTiEaj6rY+nw/t7e1qdKu9vR0+n0+3i20ryLWdxaSV5NqqYl0OId1ut7vgyV6p9BLxhPCll14CcEW6S0W6m51sNmuIXIsgRXd3t+6v3aqQXBNNQ62NX4RcixOxEfu1vLyMcDiMWCymLr/11lvh9/sNGROwZ1oIUFpexc1LKBRCJBKBw+HA0aNHIUmS+nh5bW2t4DVF/qZWuu1ysSUqh+S6eSkl3f/6r/8Kr9eLoaGhiiLd+SkmXq+3qT4P2WzWkIY+osQiRa71g+SasDz1Nn4xKnKtKAouX76McDiMeDwOSZIwPj6OeDyOtbU1tVOaUYhjNzoiL8YxM3KthXOO1dVVhEIhRKNROBwOjI2NYXx8HE6nU81DBPb/xvm1eff29rCyspLzmtoIlxDv9vb2sk0xWiFybWdaSa7tfowCRVHg8XgwPDycs1xEuvNzuotJd7GcbqtKt1FpIRS51h+Sa8Ky6NX4pdauiaWQZRmLi4uYm5tDMpmE0+lEMBjE2NgY3G43Xn31VXU9oyNIkiSZMlHTjMmG+RHyUlI9MTEBr9cLznnB0whJktDZ2VmQ256fyymkO/9iKzrRaSPdohOdwI5ybcdjyscqE/2Mxo6R62KIa0KxYy0V6S6V0y3SywQOh6NoekkjpVsElkiumwOSa8JyGNH4pZquiaXIZrNYWFjA3Nwc0uk03G43jh07htHR0ZwTnjaKqpUyIzCr8YoZ42jTXFZWVjAzM4NYLAaHw4Hx8XFMTEzA4/HU9Noulwvd3d05Fw9t1QKtcBdr/+zxeNT9W19fhyzLaGtra6lKBc1Oq7Q/bxW5rqWBTLHzAFCbdGvLBuo5t6MUldS4rhWSa/0huSYsg5HdFOuR63Q6jfn5eczPzyObzcLr9eLkyZMYHh4uemI3KxdajGWncQDg3LlzOWk29Uh1OcpVLUgmkwVR7r29PQBAOBxGOBwGAPh8voJIt9/vb1q5sXNUt5XSQowQMKshzkd63OCWk+54PK6WDRT/LSbdxdJL9JRuIddG3NCLJ3iUc60f9v8GEpanVOMXISh6nJycTmfVcp1MJjE3N4fFxUXIsgy/348TJ05gaGiorDyZWfrPLOk1Mueac46VlRUsLy8D2H/fJyYmMD4+bohUH4SoPOLz+dDX16cuD4fDmJubw+TkpJrbHYvFsLm5qdYxF9trL7RCvM2IbhGlaSW5btabu2owo/W5y+VCV1dXgXQK6c6PdIsmYQI9pVvb+lxvxJM6ilzrB8k10TDKNX7R+wIoSRJSqVRF68bjcczOzuLSpUtQFAXt7e0IBoMYHBysaL/MlmuzxtE7L1dUWQmFQtjb21Pf2xtvvFGXJjt6I4Tl0KFD6OjoUJcriqJGtbTR7mKVS/KF205lwqwOybW9MEOuS1FKurPZbNH0kkql2+v1lvzbUVpIc0FyTZhKpY1f9KaStJBYLIZwOIzl5WVwztHV1YVgMIj+/v6q9svMtBBtN0gj0TNCni/VkiQhEAhAURTMzc0ZnqdeL/k3GQ6HA+3t7QW1zLPZbI50a3O6tYjWz/nSbUTJrVK0woTGVpFrzjnJdYNwOp26SHe+ePt8PkPTQoRcWzGo0ayQXBOmkF9O7+WXX0YkEsEv//IvGxKpzqecXEciEYRCIfVE19PTg0AggN7e3ponTwL2SgtxOBzIZDJ1vYaiKKpUi5zqQCCA8fFxuN1uzMzMqOtZkWo/C06ns2TlEm2UW4h3futnt9tdVLpbIZ/WCFpFrlstct0Mx1pOurW53OJ8kP/US8wPAYDNzU21lKjP59Pl+ClyrT90liYMpVSNanFSMevEKErWabv/bW9vIxwOY319HQDQ39+PQCBQ9927OCY7yXU9Odf5Up1fulBgVpv1WtGrzrXL5cKhQ4dyPmecc7U2r1a8I5EItre3c7b3eDwFTXH8fr8uES07i2cryLU4xzWDcNaLFSPX1VLqBlxcH7U34EKA19bWVPnOn9+hjXRX8xmIRCIFJUeNJB6P4/vf/z7Onj2Lp59+GvPz85AkCZOTk3j3u9+N+++/v+quxtvb2zh9+jSeeOIJrKysYHBwEHfddRdOnz7dkJsGkmvCEA5q/OJ0OsvWKdUbbZfG3d1dhMNhbG1tAQAGBwcRCAQKTnD1jmWnKh615FznN9kRUj0+Pl70JF6LvDLGLCvj1cAYg8fjgcfjKVm5RCvdW1tb2NzczHmNUpMoW0G0KqEV5LpVyg0C9pDrUhST7rm5OYTDYVx11VXgnOeId7FId6XSzTlHJBJBV1eXad+Nb33rW/jt3/5tAMDJkyfxzne+E5FIBD/+8Y/xB3/wB/j2t7+NH/7whzh8+HBFr7exsYGbb74ZMzMzCAQC+K3f+i2cP38eDz30EL73ve/hmWeeyTmvmgHJNaErlTZ+0cquGbml4oRy7tw5RKNRMMYwNDSEQCBQ9R1ypWOZGbnWRuSNHKcShFSHQiEkEokDpVpgVpv1WmlEh8ZSlUsURUEikSiQ7vX1dfVJjNhee3EV0p3fDMMONygH0QpyLb47rSDXepbiawZEznVnZyf8fn/O7/I704pUk1LS7ff7ce7cOTgcDlxzzTWIRqPo7Ow07bvhcrnwsY99DPfddx9OnjypLl9eXsY73vEOvPjii7jvvvvwrW99q6LXu++++zAzM4N3vetd+Nu//Vs1de5Tn/oUvvKVr+D+++/HmTNnjDiUkpBcE7pQbY1q8eE3WkBFmTfR/joWi2FkZAQTExMFJyi9MDPnWoxlBbkuJtWTk5MYGxur6HFjq6SF6IG28og2uiPLsvo4WSvd+ROntO3fhWwD1jg2oyC5thd2jlwXo1y1kFKdabXnA+3P+vo6vv71r+PixYvq9i6XC+95z3tw9dVX46qrrsLVV1+NqakpQ8qh3nvvvbj33nsLlh85cgRf/epX8Uu/9Et4/PHH1WZt5VheXsa3v/1tuN1ufO1rX8t5f770pS/hO9/5Dv7mb/4GX/ziFyuOhOsByTVRF7U2ftFGro0gPyVB7McNN9yA3t5eQ8YUmJ0WAhjfar2cXCuKgkuXLiEcDiORSMDlclUl1YJa5LURMmhlAZUkCR0dHTmlAoHcagX5Od1aVldXkUgkCnK6rV7BpRJIru1Fq8l1LXWuS50PZFnGV7/6VfzsZz/D+fPn8S//8i9YW1vD448/jsceeyxn+4ceegif/OQn9TmICrj22msBAKlUCpubmzhy5EjZ9Z966ikoioJbb70VAwMDOb/zeDy444478M1vfhNPPvkkTp06ZdRuF0ByTdREvY1fjIpcy7KMpaUlzM7OIplMqikJjDHMzMyYctExOy0EMF7kteKrTd9YWlpCOBxGMpmEy+XC1NQUxsbGaqpo0SxpIc1IqWoFYhKlqJjjcrlyJk8JROUSId1iEmUzVS4hubYXzVQtRA+y2SwcDocuxytJEm666SbcdNNNSCQSGBgYwHvf+16cOXMGFy9exIULF3D+/HlcuHABx44d02HvK0d0v3W5XBXlSb/00ksAgOuuu67o76+77jp885vfxMsvv6zfTlZA85wZiYZTrEZ1rY1f9I5cZ7NZLCwsYG5uTn2UdOzYMYyOjsLpdGJhYQGAuakaZkaujR5LOw5jTFepzh+jlsiw0Wkx+WPZBbfbDbfbjfb2doRCIfT19eH48eNIpVIFke7d3d2CyiVer7do5RIrCo/47JJc24NWi1xns1lDW593d3fD5/PhTW96E970pjfpPk6lPPTQQwCA22+/vaKUFHFtHx4eLvp7sXx+fl6nPawMkmviQIRUZ7NZNUpdb+MXIWH1ynU6ncb8/Dzm5+eRzWbh9Xpx8uRJDA8P55yIGpEHbafItRhnYWEB8/PzqlRrb2DqxUo5zdi047YAACAASURBVMWws5Rp33PGGLxeL7xeb04KFedcnUSple5i7d99Pl9Bfe5GVy4x8wasUZBc25dsNmtod8b8p1qN4Mknn8Q3vvENuFwuPPDAAxVtE4vFAKDkHKq2tjYAKGjepReMMQmABCDLOVcvxCTXREnKldOrt/FLvWkhyWQSc3NzWFxchCzL8Pv9OHHiBIaGhopeWOwovGaNJcuyegK7ePGi7lItaJa0EKvKvx6U+05rKw309/ery0X793zpzq9com35rJXu/MolRkFybS9arVqILMuGzH2wily/9tpr+MAHPgDOOb70pS+puddWhTHmeF2mfwXArwNYZowlAOwBiJNcEwUcVKNajwtUrWkhiUQCs7OzWFpagqIoaG9vRyAQwODgYNkLil0j10aOJfLXw+EwUqkUACAQCCAQCBgSQaklLcTustQMlGr/nl8eTEj36upqTvUSbeUSbU63y+XS9e9Lcm0vZFlWAz2tQDabhc/n0/11rdCd8dKlS7j99tuxvb2N+++/H7/zO79T8bbivBOPx4v+fm9vDwAKJnXqgAOAAuB9AD4GQMZ+BFsBIJNcEypmSLWg2sh1LBZDOBzG8vIyOOfo6upCIBDA4cOHK9ovs0r/AVfer2aNksuyjMXFRczOziKVSsHtdqOnpwdbW1sYHh42bBKb1SPDVt8/q1GqPFgmk1Hr8GqlO79yicvlKohy19NFrpXk2u7HCeyfp1olai3SMo043p2dHQCNk+utrS38xm/8Bubn5/GhD30IDz74YFXbj46OAgCWlpaK/l4sHxsbq29HS9MBIAHgIQBbAHoA+EmuiYobv+hJpZHrSCSCcDis1qk+dOgQgsEgent7a5pAaZZcm9k5EdBHrotJ9YkTJzAyMqJ2tDTymKyeFiIgua4Pl8tVsnKJtkxgLBZDNBpVL/4Cj8dTEOlua2s7UDxaSa5bQTqNLj9qJWopw1cpjUwLicViePvb344LFy7gXe96F/7iL/6i6u+oSB/56U9/WvT3Yvk111xT386WZhjAGoA/55zPv56D7SC5bmG0Uh0KhZBOp3Hs2DFDpVpwUCR5e3sb4XBYzdns6+tDMBjEoUOHahrPTLkW4zVL5FqWZSwsLGB2dhbpdBoej0eVavG+mSG+1aaFmF35wc5iZoUydeIJSX7791QqVSDdOzs72NraytleTKLUSre2ckkrybXdjxNorci1GXJd67W1VlKpFO68806cO3cOt912G7797W/X9Pe8/fbb4XA48G//9m9YW1vLaRSTSqVw9uxZSJKE3/zN39Rz94H99A8AmAawASAFAJxzGZQW0ppoK3+I6h/r6+vY29vDiRMnTDkxF4tcc86xtbWFUCikXjgHBgYQDAYLHi3XOp5Zcu1wOCwv19lsVo1Ul5Lq/HGMjNrWmnZhlkhQWoj5aCuXaNu/ayuXaMW7WOUSMYkymUyCc454PA6fz2dLAW21nOtmqrNeD+W6M9aLthSfWciyjPe///34wQ9+gFtvvRWPP/74gZ0YH3nkETzyyCO466678IUvfEFdfuTIEbz//e/Ho48+ik984hP4zne+o75Pn/nMZ7C+vo57771X9+6MnHOFMcY45x8t9vvW+GQSAMo3fnG5XMhms6ZdcLSRayH3oVAIu7u7YIxhaGgIgUCgYJJUrTQicm1GekMtx1VMqouVL9RiRlUSSgshKuWgyiX5ke61tTV1nWeffTanfbw2tcTj8TS1dLeSXCuK0jKRayHXRhxvIyY0PvLII/jud78LYP+p9Cc+8Ymi6z344IPqTfXGxgYuXryI5eXlgvX+7M/+DM8++ywee+wxnDhxAjfccAPOnz+PV199FVNTU/jTP/1T3Y/hdbHmjDEnAJnnXRhIrm1OpY1fnE6n+jszTszikf7e3h5+/OMfIxqNgjGGkZERTExMlKxZWSuNkOtMJmP4ONVIr2i0Mzs7i0wmU5FU1zJOrZgRHa+HZpauVqFU5ZJsNotz585BURQMDAzk5HRrkSSpoClOW1vbgVE1q9BKct1KaSFGRq4bIdfaZlRCsotx+vTpnCdWpejr68O5c+dw+vRpPPHEE/jud7+LgYEBfOpTn8LnP/95Q45NyDTnvOjEMZJrm1Jt4xfxpRXSZSSKouDy5cvgnCMajUKSJIyPj2N8fBxer9eQMcWNhJlpIVaZ0Jgv1V6vF1NTUxgeHq74IlwqqhxFFB544EahfKSRRgopdKCyEkhWT7uw+v7Vgx2PSYvT6YTD4YAkSZiamlKXZzKZgtSSWCxW0P7d5XIVlW6rpSW0ilyLgFGryLXROdci9cosTp8+jdOnT+u6TU9PDx5++GE8/PDD9e1chTDGprBfem+dc76Z/3trnRmIuqm18Yu2Y6JRci3qJs/OziKZTALYn8R0yy23mBIZMmuSoZljlZPrbDaL+fl5zM3N1SzV+eNoJSyKKO5w3YF+3o9Hs4/mCHYaadzjvAfrbB1nM2crEmxKC2k8do7Oc84LPvculwvd3d05kS3OOdLpdEF97kgkUtD+3ePxFG3/3ijpaxW5bpXjFBgVueacIxKJoKury9bffT1hjPUC+DSAXwPgBrDAGPtvAP4/6tBoQ+qtUa1XO/JiiMjp3Nwc0uk03G43pqamsLy8DEVRTHvkKkmSIcdXjEZOaCwm1ceOHcPRo0drvhjljyPE+lnHswCAe3CPKthCrM9KZwEAd7juqEiwKS2EMBJFUSqSE8YYPB4PPB5PQeWSZDJZEOne2trC5mZu4EpMotRKtxnt37XzaOxMK7Y+B4zLuSa5rgzGmBfA/wbg4wD+HMAOgLcDeBLAHwL4Y5GLTXLd5IjHY0Koa61RbYRcp9NpzM/PY2FhQZU8bTWKjY0NtXuSGZgdudam4hiFVnozmQzm5+cxPz+PTCYDn89Xt1QXGwcAPPCgn1+ZSHZWOot7cA/OZM/glPOUKtYA0M/74cHBT0OaJe3C6vtHFKfe7yJjDD6fDz6fLycPVFGUopVL8tu/i0mY+ZFuPdu/t0pEt1Xl2qi0kOHhYd1f16aMAPgAgA9xzv/H68seYIz9HoA/Yoz1cM7/C3t9liPRhOjd+EVPuU6lUpibm8PCwgJkWYbf7y8qeWbKrhjPrMi1dgKlkXmZ4v3c3NzE/Py82iL3+PHjGBoa0u0im5+y4YYbj2YfxT24EqE+K51Fr9Sbs90d8h0FKSOVjmE17BzZaYUbBqNudLWVR7TlvmRZRjweL9r+vdj2+dLtdrur3t9WketWapYDGJtzHYlE0N3dbevzm44cBpAB8DTbf8MkznmWc/5lxtgsgG8xxjyc8/9Mct1kaKVaW06v3sYvesh1IpHA7OwslpaWoCgK2tvbEQgEMDg4WPRk73Q61ZsDs2prp1Ipw8cBzKmukclksLCwAGC/ha3f78eJEyd0lWpBseMpJthaqhFr7RhU55owArObyEiShI6ODnR05KZDZbNZVbi10p1fucTpdBaV7nLt31tFrilyrQ9iQm+9fSRaCCeAKIAA53wZQBZQy/I9zhh7H/YF201y3SSUq1EN1C8Y9ch1LBbD7OysWgGks7MTwWAQhw8fLrtfZkV3teOZmRYCGFP6T6TbiEg1sN9d68YbbzTsolpKfN1w40z2TEHEGgDOZM9ULNZA88ir1fevHuwcvbJKh0an01my/Xsx6c6vXOJ2uwukW1QuIbm2J0blXIsGMo1ofd6kLANYB/CbAH7EGHNwzpXX610zzvk/MMY+AOD/ILm2OEZLtaAWuY5EIgiHw1hZWQGwL3jBYBC9vb0V7Zd2TDPk2sxIuRFynU6nMTc3h/n5eTXd5vjx4zh//rzhk6VKReLTSOOU81TRbU45T1UVuaa0EMJIilULsRJutxtutzunDbWoXCJEWyvc+ZVLvF6ver5ZXV1VpdvKx1wr4jjteGzFyGazRUvo1svOzg4Ac2tcNzlzAB7B68VAtNVBNIL9XcZYmuTaglTa+EVPqpHrnZ0dhEIhdbJOX18fgsFgzkWhEoq1QDcSMZ4Znb30TAspJtWTk5MYHBwEYwznz583XEiLiW8EEXzQ+UE8JT1VdJuz0lm8F+/FX2f/Gp04+LFjs1QLser+1YMdjykfq0Suq0FbuaS398rTIVG5JL8+tyhxeuHCBXV7n89XEOk2o3KJkbRa5Nqop7uNaCDTzHDO0wD+R5nfi8Yy/0hybSGEVGcyGWQymZw8aiPuWrUcJNecc2xtbSEUCmFrawsAMDAwgEAgUPMjJW0LdDPQRpONPinrEblOp9OYnZ1VJ4a2tbUhGAziyJEjOZ8FM5rj5N8spJHGLa5b8AvHL8pu95T0FG5ht+D5zPMHRrDtLK9E42lGuS6FtnKJtv37Cy+8gL29PRw/fjxHuvMrlzgcjpxygUK89axcYiStJtdGPd0lua4expgD+x5d9kJFcm0B8mtUz8/P47XXXsMNN9xQcYpFvYhJMvlyzTnH+vo6QqEQdnd3wRjD0NAQAoFAQYvhamlU5NrM+tO1jFWpVAskSTI8cp0fVU4hhTiLV7RtnMWRQqpiua7lWMwQp1aQ/2YQq1rQTvy2M5xzSJKEgYGBnOWickl+pDu/cokkSQXCLdq/W+m9a7VqIdls1pAOiiTX1aNNBSkHyXUDKdX4RYiuLMumndBEuokQXc45VlZWEA6HEY1GwRjDyMgIJiYm4Pf7dRmzkZFrs8aqRhTzSxi2t7cjGAyq6R+lMKPVen7kugMduFu+Gw86Hzxw27vluytuge5wOCwvr1bfP6KQVpFrRVGKpnscVLkkX7rFRDeBy+UqKt3lKpcYSatFro1OC6EJjfrBGPsQgN8juW4ABzV+ESesTCZj6n45nU5kMhksLS0hHA4jHo9DkiSMjY1hYmJC9ztnO0euqxkrlUphdnYWi4uLVUm1wAy5LhZV/pz8OXxc/jjccCOOOE54Tqi/ey31GvzwI400+tBX8HrlxqmlFJ8Zwmt3MbMzrS7XpTiocolWuqPRqDoBTuDxeIpKt9HS20pyLXyB0kKsi6gawhj7MIA/AjBIcm0yopNeuRrVpVI0jEScrHZ3d7GzswOn04lAIIDx8XHD2pPbOXJdSVqIkOqFhQW1Lvjk5CQGBgaqkgAzI9daifXCi2EM4zHHY/iy9OWc9e9x3YP75fvxbuXdVY3DGKv6WMyKJNs5LcSOx6SlleRaj2hyqcolqVSqQLp3dnbUeTgCMYlSK95+v1+3SZStVC3E6NbnAMm1DogTy/sBDAJ4D8m1yWgnn5Vq/CKk04zIdTabxeLiImZnZ9XxpqamMDo6avgjv1aIXBcTxWQyqUaqFUVBR0cHgsFg1VItcDgcpk9oFPxX6b/iy84vF6z/guMF3OO4By9mX8QfyX9U1ThWFz2r7x9RSCvJtVHHyBiD1+uF1+stqFxSrP375uYmNjY2crYvNonS5/NVvc+tFLk2uvU5gKorfREFiIvCGIAXAPw/JNcmI8rpiX8Xw4zIdTqdxsLCAubn55HJZODxeODz+ZDJZBAMBg0bV0urRa6LSfXk5OSBzXYOwoy27sXk+jHHY0XFWsuDzgfx7/i/qziCXW2KhyzLiEQi6kXfSOwuZoB9j7GV5NrsaK6QZr/fn1O5RFEUtf27VrrX1tZytte2j9dKt8fjKfn3aiW5NrL1OUWu9UEzyXEegBdAiuS6ARwUnTMycp0/ac7n8+HYsWM4evQoXnzxRWxsbJjajhwwP3JtxnjayHUymUQ4HFbbwlfawbJSGpVz/WfSQxVt+5D0cFVyXcmxKIqCpaUlhEIhtaW92+1WL8zt7e3qo2i9L8AUuW4+SK7Nx+FwqN9DbfUSWZYLulAWa/8uSVJB63dRuaRVOlECxkauI5EI3G43fD6f7q/donwNwN8DGCW5tiCiprWeEphIJDA7O6sKXnt7OwKBAAYHB9UTlNPpVCuYmBERsHPkWoy1urqKUCikSvXk5CT6+/t1vcibJdfaqHIIC/iJ41xF255zPIcQFhDE6IHrHnTjqSgKLl++jJmZGSSTSbjdboyOjqoTsPLzP0U9YHGRFxfpWur52l3M7Ix20ridsXoXSmD/3NjZ2YnOztzGUplMpqh057d/d7lcagDo8uXL6vfajC6/jcDonOuuri7Lf2aaiCewP6GRmsg0goMefTPG1Mod9bK3t4dwOIzLly+Dc142aqpNRzFTru2Wc51IJBAKhQDsRwaMkmqBGXKdP84u2zpg7Vx22RbAD5brUt8NzjmWl5cxMzODeDwOl8uFY8eOYXh4WG2+JMRc+yhaXKTX1tZyHkeLer750l1ungFNaGxeWiFyLSbJN6souVwudHd356QoiKZq+e3fRanAixcvqut6PJ6CSLcRT67MxqjINedcvT7Z+XthJq+3QH8WwEdJri2Ky+WqSzqj0ShCoRBWVlYA7E9YCAQC6OvrK/lF0qZNeDyemseuFFFb2y6R60QioaZ/iIt5X18frr/+ekNPXkJ6jU7n0cp1P399QhPHlXnSxXj99+r6B5CfFsI5x+rqKqanp7G3twen04nJyUmMj4/D6XSq1Xe024uL6+HDh9Xlop6vVrqL1fPVXqC1qSVaYbG7iNoR8TdrVvGsBDumSjDG4Ha70dPTg56eHnX5c889h2w2q3aiFNK9vb2Nzc3NnNcQT6600t1M7d+NzrnWnieJ2mGMSQA+DODrABjJdQOoRICcTifS6XTVr72zs4NQKKS2uu3r60MgEMg5MZUbEzC3BKDT6Wz6yHW+VHd1dSEQCODFF180pbOZtkyeWXI9ghG8UbkBrzieL78RA65RbsQIRioeQ5ZlcM6xtraGmZkZRKNRSJKEQCCAiYmJmqrYFKvnyzlHOp3OiXDHYjFsbW3lXKDFhC2Rl5hIJJBMJstOuGpW7HY8glaIXLfCDYRAURQ4nU709fWhr68vZ7moXKKV7o2NjZz27+I7rZXuWiuXGI3R1UKOHTtmuWNuJhhj7PVW6OMAvgBgG8B/Jrm2KC6XC/F4Ze2lOefY2tpCOBxWpWBgYACBQKCqzkuNkGtJkkyLXOud4x2PxxEOh3Hp0iVwztHd3Y1gMFhwsjca7U2DkRfW/JSNm/FBvIID5BrAW/A/VzVONpvFM888g0gkAofDgfHxcQQCAd3rrTPG4PF44PF4ckqLiQt0vnSLsmIbGxvY2NiA0+nMiXDbPfezmWkFubZj5LoUsiwXvcnWVh7JX1+ki5Vr/67dXvsEq5Ht343Kuc5ms4hGo9SdsX4Y9p/RDgPoAfBFzvm36SpgUUREt1w0knOO9fV1hMNh7OzsgDGGoaEhBAIBtLe3Vz1mI5rXNGPkuphUT05Oore3N+dvZUb9aTEOYLzIayPXEWRwxPE2/DL/CH7EvlFym1/mH8ERx9sQQQadKB9x3tzcxN7eHmRZRjabxejoKAKBgOEl9vLRXmC1VQ729vbw3HPPobu7G21tbap450+48nq9BaklVn8MbfdUF5Jre1HtpPty7d/j8XhBTnd+5RLtjbRWvs1o/25UWog4RpJr3WgDkAAQAgCS6wZQyQleK7r5X2DOOVZWVhAOhxGNRsEYw/DwMAKBAPx+f8371ajItSilZjSVdE0sRzweRygUUieHHjp0CMFgsECqBWZF5Rsh1wm2/99/z34XR3AVnsVfYwkvqesO41q8BR/E1ew2df3OEv62vb2N6elptcqHw+HArbfearnyUOJ72NbWhuPHjwO40rUuP8qd30DD4XCoj6GtEhFrJUiu7YUsy7pEcp1OZ8nKJdqKJaVupN1ud4F06/30yqi0EKpxrQ+aGtdhAHMA3gCQXFsWba1rcVEXZchmZ2ext7cHh8OBsbExTExM6BLdM7vuNLB/nHt7e6aMxRirSXjzK64cOnQIk5OT6OnpKXuxNrOKB2COXIvJg25+5bivxm24GrdhF8tIYBc+dKELR3K21a4v2N3dxfT0tCqhQ0NDahTJamKtRRvl1Xaty08HEseilW4xwVjgcrmKppY0qsKBXeWT5No+iMnbRn5HXC4XDh06VND+XczR0KaXRCIRbG9v52zv9XoLpLvWyiXZbDan+ZxeCLmmyLU+cM5fY4w9COD3GWPPkVw3gGoj17Is49KlSwiHw0gmk3A6nQgEAhgfH9c1D7VRkeuD0l/0Hq9Sud7b20MoFMLy8nKOVGvzc/Uaqx7MkmttzrUfTjg4oGj+ZF04UiDVAODg++sLotEopqen1dJ4g4ODmJycRHt7O55//nlTbkhqoZrPp7aBhpb8smKxWAzRaBQ7Ozs562krHGhTS+wsh0ZCcm0fxDm1EZ0oi83R4JwjmUwW1OfOnxgNoGT793LHIkrj6v3Zpci1PjDGJM65zBj7JIAPvr74z0muLYoQ3YWFBayvryOVSsHlcmFqagqjo6OG5Ho1KucaqD6HrlYqEV4h1ZcvXwYA9PT0qJHqajAr59qs+t3aSLwHDtye7cOTro0DtgJuz/bBAwdisRhmZmbU6O3AwAAmJydz8iAPaiJTjGpbpteKHnWuS0XEkslkQZR7fX09p8KByAUvllpClIfk2j5YrfW5aFTl8/lKVi7RSnf+91pbPlQr3aLRlSzLhkySFjf0FLnWjWsA3Cj+h+S6ARx0gk+n02r+6dLSEjweD06cOIHh4WFDKxE0KnItxmy0XMdiMTVSDdQu1dqxzHgvG5FzDQDXKt1Yz2bwE+duyW1uzHZhMurCy6GX1ZuV/v5+TE5OFj2pC1E260lGLegt8tqLc39/v7pcVDjQ1uUuNtlKm/epfQxdzfeJJjQ2PyTX1kI7MVpbS1r7vS5XuUQ0uorH45AkCVtbW2r7dz0+xyJyrb3RJ6qHcy6E4n8F8N8AeAG0kVxbiFQqhbm5OSwsLKgnkKGhIbzhDW8w5YTZqDrXgLkt0PMnUOZLdW9vLyYnJ+s+6di5WojgajmLz0i/h19ip3AUb1SXL+EVPMPP4Obzv4un51PgnKO3txdTU1NlH0Nqo8NWEyGz96dUhQNt3qeQ7t3d3YK8T/EIWpvPXUvbdztAcm0fxHFaXa5LUa5ySbH277IsQ5Zl/OxnPwNwZZ5GfqS72qfZlBaiL5zzbezXuAZAkWtLkEgkMDs7i6WlJSiKgvb2dgwMDCAUCqGzs9O0k6XomNioyLVZ4wnhzU9T0EuqtWPZaUJjfvrF/+1cxQ8dr+ICvo8F/iI+zP4KhzCCLSzib/nvIIZ1nH3jJ/GGgaO4kw9V9ARA2xDHqjR634p1rOOcq7W5tdKd/wha2/ZdK94Cu8onybV9aJbIdbUUa3QFAD/4wQ/Q2dmJwcHBnO93/jwNt9tdUCqw3BMs0Z3WTLl+4YUX8M///M84d+4czp07h0uXLgGo7Zw6Pj6O+fn5kr//+c9/jhMnTtS8r/VCct0AxAk+vwpFZ2cnAoEABgYG1GiqtrWzGdTbdr1aGhG5zmQy+NnPfqZKdV9fH4LBoO6Px4TIm9E5ETAncq1N2dhmGfSwCfwv+C460A8f7wIY0MOH8Qn2XUSxjj4WgPOwFz2ZylJras1rNjPn2oqIjnP5pThlWc6RbfHv/LbvIuq1ubmZc5G2i6i1QvdCkmv7If6mPp8Pw8PD6nJRAjQ/0r2zs6OmlAq0dff39vaQSqXwxje+sSHVQh544AH8wz/8g66vee+99xZdbnYuOWPMB2AEwBbnfIPkugFks1m89NJLahrCoUOHEAgE0NfXp17AGzG5EDC3qQtgbuQ6Go2q+aorKyvo6+vD5OSkYXfuWuk18kIgXtsMuRbjSJKE92SO4HvOdUCa3F9BuCdj8KELPnThpNyO27P9xV+wCOLzb8WKIXpMaDQbSZIK6viKkmJa6Y5EIshkMtjZ2VEjYkLY8/O5mzG1RHyemm2/q6HV5NruxwmUrnGtLQGaX7mkWPt3UXf/iSeewJkzZyBJEgYGBtDW1oa//Mu/xA033IA3vOENCAQChl6rbr75ZlxzzTW48cYbceONN2J8fLzuPhdnzpzRZ+fq52MAHgRwJ4AnSa4bgCRJiMfj6OvrQyAQKPq4XFvn2kycTqepY5oRuY5Go5iZmcmZMHLjjTdWXFKvVrTSa+QJSwiDGdVCgCvHI2UUXD0dxUZnDBujHQXrXyt34u3ZfjBUV8IOsLbAWnnfKkFbUkyce3Z3d/HCCy9gdHQUHR0dOeK9tramlk0E9j/X+RVL2tvbLd32vZXSQux8jEBrRa6rbSCjfYKlnRwt6u6LvhmvvfYafvGLX2Bvbw9//Md/rK7n9Xpx1VVX4X3vex8+85nP6HswAD772c/q/poW4n0AVgD8C0BpIQ2BMYY3v/nNZe+8RV1LsyPXkiQhkUiYOh5gTOQ6EokgFAqpUt3f3w+Hw4HV1VW0tbXpPl4+2hJ5RrbJNStyLS7amUwGCwsLmJubQyaTQfpXRoquv8XSVYm1dgwrCqzdpQXYz9vUtnwHrky0KjaJUovH4ymQbr/fb4kIYyvJtd2lsxXlut5jFXX3b7vtNtx2237X3Le//e1Ip9P4p3/6J1y4cAGvvvqq+iMqOxGVwRhzArgKwA845wmA5LphOJ3OsjLEGDM9igxcybk2q1qDERVKIpEIZmZm1Gjb4cOHEQwG0dXVhYsXLwIwJ8e73nbr1Y5jVirFM888g0wmA5/Ph5GrjuHF7iuP9UYVLxYcSQDAIksihizaqzjNWDktBDCvpraVKDbRStutTpvPnd84Q1vDV1u1xOy2760k13Y+RqB1biKAK9cOvZ8Kcc6xu7uL7u5u3HDDDbjxxhtzfm/WHCg9+NKXvoRQKASPx4Orr74ad911V07U3iTaAXRiP3INgOTa0pg9uRDY/xJzzk1r6qJnWsju7i5CoVBRqRaY1XBFO5aZudBGoCgKFhcX1WgGYwxXXXUVhoeHsS1lASzAxx14R3YAU0obph17+EfnKhJQkGIK2qtw0WZICyFKd6vTtn3XRrlXV1dz0rKcTmdBlLutrc2w1JJWkmsrPCkwYHJceQAAIABJREFUklaMXBvxvYhGoyUrODXTe5ufvvK7v/u7+MpXvoIPf/jDZu6GG8AugBMAwBhzkVw3iEpO8k6nE+l02oS9yR0TMLepixivVnZ3dzEzM6OWHBsYGEAwGMyZxJU/ntFyHU1FIUMuOlZaTiOVTaHDU5inXAtGybWiKLh06RJCoRCSyaT63t1www3qe9vL3fhoZgTt3Akf9n8/pbThP6bHEGNZ9PLqugdaOS0EsG/kWq9jKtf2PT+1pFjbd1HZQCveB7WHrgSSa/tAExr1YXd3FxMTE037nXjnO9+Jt771rbj++uvR39+PcDiMb37zm3jooYfw0Y9+FL29vbjzzjvN2p0MgB8DuJkx9iuc838lubYwLpcL8Xjc1DG1suvxeAwfr57IdTVSLTBDrqOpKO74uzvQhjZ8vPfjOdKbltO454l7sB5fx9n3ntVFsPVOP1EUBcvLy5iZmUEikYDL5cLx48eRyWQQDocLTsb9vPBz4oMEH6/+5szqaSGAdcVfD4y60LpcLnR3d+dU5hFt3/NLBYrKBgJtpzutdFeTWtIKct0K5QaB1oxc632ssiwjEomUvVZanYcffjjn/6+++mp8+ctfxokTJ/Cxj30Mn/3sZ02Ta875NmPsvwN4O4C/Yox9neS6QVQauTYz/xkwvwRgLZHrnZ0dhEKhHKmenJws6HhVDKOrkwixfvbSs/v/H43iuuuuA3BFrM9OnwUA3PF3d+gi2Hqln3DOsbKygpmZGezt7cHpdGJqagpjY2NwOp0Ih8O6jFMOq6eF2FnOzEbb9r2vr09drihK0QmU+W3fXS5XQcWSUk0zWkGuWyWi24pyrXfkOhaLQVEUW3Zn/MhHPoLPfe5zuHjxIubm5jA+Pm7W0E8C+EMA/zuAz5NcWxit6BpZbUKL2S3Qq4kk7+zsYGZmRo1qDQ4OIhgMViTVtYxXCx6nB/3+K5MpzkXO4eP/78fxnfd8B6fOnlLFGgD6/f3wOOt/OlBvWgjnHGtra5ienkYsFoMkSQgGgxgfH8/53JkxcbLatBCzZcmuaSFWwuFwFG0PnclkCiZQRiKRgrbvPp+vIJ+7FSb7tVpaSCvItVETGhvRQMYsHA4HgsEg1tbWsLy8bJpcc84zjLE/BPAcgE+SXDeISiPXANTalGZgtlwzxiBJUtnxtre3EQqF6pJqgdFy7ZbcePS3Hs2JUP/z4j+j909za2rfMXUHHv2tR+GWqstJLkat0ss5x8bGBqanpxGJROBwODAxMYGJiQm43YX7lZ+ywcERR2VpS374KyrLV0taiNnCZEe5boZjcrlcOHToUE4nVW3TDK1057d9F5+Rubk5dHd356SW2IVWSQtRFAUOh8PWN0oCoyLXYq6DHSPXANQbbjNK7mrhnCsAvscYe5bk2sI0okuj2XItxiwmu9vb25iZmVFLex05cgTBYLBgslQ1mJFzLQT7P/ztf8D3F75f8Hs9xRqoXq4559jc3MT09DR2d3fhcDgwNjaGQCBQNs9eOw4Hx1tdb8WzjmcrGvNm5Wb8IPODAwWb0kKIaijVNEO0fRfSvb6+jmQyWSDd2lbvItrt9/ubMiqqKAoYY7b/jMqy3JR/n1owKudaRK7tKNfnz5/HxYsX4ff7ceLEiYbsA+d8m+TawjSiS2Mj5Do/cr21tYVQKKSrVGvHAoyvFuKW3Pjar30Nk//nZMHvztxxRjexBqBeUCs5pq2tLUxPT2N7exuMMYyMjCAYDMLr9R64rVZ844hXLNYA8IzjGcQRRxvKRxKsXi0EsPa+1YtdxCy/7bvD4cD8/Dyuv/56yLKck8+9s7ODra0tdVuRC56fWmL1tu8iomt3ZFluieMErhyr3scbiUQAWF+uH3nkETzyyCO466678IUvfEFd/uSTT8Lr9eJtb3tbzvovv/wy7r77bnDO8dGPfrShT6ZIrhtEJSfpVopcZzIZbG1tYWZmRr3QDQ0NIRAI6CLVArPkOi2n8Z/+5T8V/d2ps6d0jVwD+8dVLnK9s7OD6elpbG5ugjGGo0ePIhgMwu/3VzyGmTnXVq0WYmW5IkojPk9utxs+ny+nvq9ILdGmlZRq+54/ebK9vd20lL2DaCW5bqXItVFl+ADzc67/8R//EQ888ID6/6LU8Fve8hZ12e///u/jHe94BwBgY2MDFy9exPLycs7rnDt3Dp///OcxNjaGa6+9Fn6/H+FwGD/96U+RzWbxq7/6q/iTP/kTE46oNCTXFqZVIteKoiCZTOLcuXMA9qU6GAwaki9lhlxHUhF88B8+iKfmnir6+7PTZ/Hex96Lv77zr9Hp0acUksPhKCqkkUgE09PT6qPwI0eOYHJysqb31gzxbYa0EKvuWz3Y8Zi0lMtH1qaWHD58WF0u2r7n53OLqJ9AtH3PTy0xW3RbSa7tlCtfDqPl2uzI9fr6Op577rmC5dpl2rStUtx2221YXFzET37yE/zoRz/C7u4uOjs7ccstt+Cee+7Bhz70oYbfgJFcN4hWj1xzztVIdSwWAwAcPXoUgUDA0EkIRst1Wk7jlr+6Bb/Y+kXZ9Z4KP4Vb/uoWPP+R53Wb1KiV3mg0ipmZGbUrXjXlCsuNAVirWkgjsPK+EcWppRTfQW3ftdJdrO273+8vkG6Px2PY049WkutGi5NZZLNZQ24kGiXXp06dwqlTpype//Tp0zh9+nTB8ptvvhk333yzfjtmACTXDeSgKJgdI9daqRZ5vz6fD4lEAldffbXhFwc9OkKWI5VNIZ6prIJGPBNHKpvSVa739vYwMzOjPkbr7+/H1NSULs0CzIgqU1pIY7Hr8elV57pc2/diqSXalu/A/vlVK9t6tn1vFblWFKVl5FqWZVtFrlsJkmsL04jItZg8ofeYokLFzMwMdnZ2wBjD8PAwAoEAwuEwlpaWTJmoIko4GRW57vB04O6r7saDzz144Lp3X3W3bi3QASCRSODpp58G5xy9vb2YmprS9eRpRuTa6mkhgLX3jSiO0U1ktF0kBwYG1OUitSS/PreQG4Fo+64V72rbviuKYpn8b6PgnLeMXHPODU8L0Za1JPSF5NrCNCJyLcbVS67LSbWYTKeNJptxcZAkydCc68/d+jls7G3gzKtnSq5z6o2n8LlbP1f3WMlkEqFQCPH4frT80KFDOHbsmCEnTTOiylZPC7FrZNfuNKpDY6nUklQqVRDlLtb2XaSWaMW7VNv3Vohct0oXSsDYZjmir0E9aYJEeUiuG8hBaSGSJIExZmrkGtBHrkWDkpmZGezu7haVau14gPEVPARGy/XfX/j7smINAGdeOYNbRm7BB675QE1jpFIphMNhLC4uqpEcxhhuuukmQ6NzgPWqhZg5yZAmNDYnVmp/zhiD1+uF1+staPsej8cLpHtlZSVne5fLVbRqiahzbWeoO6M+7O7uoqOjoyXeRzNgjH0cQAxAHEACQILk2sIwxtQydWZSz5jFpHpkZASBQAA+n6/keIC5LdeNkutoMor7vndfReve9737cOexO9HhrTx6kE6nMTs7i/n5eSiKgs7OTkxNTWF2dhaRSMTQi6sZKRtWTwuxq1zbHSvJdSkcDocqzFpE23dtekk0GlW77GmJx+MIh8M5qSVWPuZqaSW5Nqo7I+ccu7u76OrqstVno1EwxjoBfA2ADCAFIAmAk1w3kEorhjQicp1IJKrahnOO9fV1hEKhiqVaYFbtaYGRNyzr8XXEeAzgQNlmhByIIYb1+HpFcp3JZDA3N4e5uTnIsoz29nZMTU3h8OHDYIxhYWHB8EmAVC3E/tj1YtsMcl2KUm3fk8lkTpR7bW0N6XQac3Nz6noiFzw/n7tZS9mRXOvD7u4uTWbUjyyABwBcBeDdAPwAniO5tjhOp1MttG7mmNlsFpzzAy9GQqpnZmbUyOno6CgCgUBFXf/EeIC5ketkMmnIa0cz0f1/HHQNZ3nrlyCbzWJ+fh6zs7PIZrNoa2vD5OQkBgcHc/42olpIJX+zWtGmbPjgQ5BfjxB7oaJtJ/n18KH8TVb+GJVipogzxixbyYQojZHfi0Ygqiz5fD709/dDURSsra2hv78f4+PjBakl0WjuecblchVULGlra7O8tIrvntX3Uw+Man0O7Odcj4yM2Oo70Sg453HG2E8A/BcADwL4MwBZkmuL43K51MlqZuF0Og+clZ0v1Q6Ho2qpFpgduTYyLaTH13PwShWsL8syFhYWEA6Hkclk4PP5cPLkSRw5cqToZB5tOoXROdecc2QB3MPOIIPKnnC4mA9ZAAfFy6yeFgJYe9+I4thNrvPRSmdHR0fBRLV0Ol1QtWR3dxfb29s56/n9/oJ8biullrRS5NqonGtFUdS0EKJ2GGOMc84ZY1MAvgjgnzjnnxG/J7luIJWcsKqJIuuFNpKcfxLjnGNtbQ2hUEiV6rGxMUxMTFQt1cXGMwMh10a8pyOdI3jz0Jvx3OXCLlT5vOXoWzDSOZKzTJZlLC4uIhwOI51Ow+v14tixYzh69GjZGfLaGxSjZtLnp4UwMLhRefv0SqgnLcSM74hVJENv7H7D0CpyXeq773a74Xa7C1JLRG1urXivr6/ndMkTbd/z63M3ouxfK1ULMSotJB6PQ5ZlSgupH4b9BNCp138eBgDGmMQ5l0muLY621rVZJzOt7Ho8HgBXpHpmZgbRaFQXqRY0InINGNeM4M19lcn1Tb03qf9WFAVLS0sIh8NIJpPweDw4efIkRkZGKrqQmFmD2mrVQszG7iJqR+xeSaNce/dSaNu+a5FlWZVtrXTnt313u90FFUva2toMFd9WilwbJdeixjVFrnWjG4D0+g8AOACQXDeSSiPXwP6EtkbINeccq6urCIVCOVIdCARU8dZzPDPQyrwRJ+kfvfIjIAJANEUUkxu1kxwjwI9f/TGU2xVcvnwZoVAIiUQCLpcLx48fx+joaFX7Zhe5rjUtxMxSfHbGrsdn98i1nhFdSZLQ2dmZ09VVtH3Xyvbe3h52dnawtbWlrieEPT+1xOv16vL+t6Jc632sosoMybVuiLI9b2WMfZ1zngEoLcTyNKJLo5DdtbU1vPLKK4jFYnA4HBgfH8fExIRuUi0wuiV5qfGMiJSH1kN4YfH1SX4ZAO0AxNvFsF+oJwYgATwfeR5/99TfodvRDZfLhampKYyNjdUUqbBLJY9qIteccywvL2NmZgapVAptbW3o6OjQva10/v5R5Lr5sLtc1xK5rgZt2/eenivzRETb9/x87rW1NaytranrSZJUEOVub2+v+vvZSnJtVM41tT7XB865uEg9C+BxAO8C8BRj7KsAfkRy3UCqjVybAeccsVgMABAKhSBJkmFSLWhEExmjxluNrF75n8TrPxL2HxQp2K+Embf+9ddfj/Hx8bqeTJgl10ZXy6hE4EUt9enpaUQiEfXCvbe3V/Do2ufz5eSJtre31x1Fs6Nc2/GYtNhdrg/KuTYKbdv3w4cPq8u1bd+14p3f9t3j8RRIt9/vL3kcrSTXRqeFkFzXz+uTGrcYY38IIADg1wDcAGCd5NrimBW55pxjZWUFoVBIleu+vj688Y1vNEyqBXaKXI/0jBQulFEg1YI73noHAgOBusfV5pEbiSj5Z+TrA6Vlb3t7G7/4xS+wvb2tPk0ZHR1Vt02n0zkRtGITtJxOZ070rKOjo+IyZHYWNDvDObf1JLhGyXUpSrV9z/9+7u3tYWtrC5ubm+p6jLGiEyjdbjeV4tMBkmv94K9fqDjnLzPG3gbgXgD/E4CrSa4tjtGRa/FoPRQKYW9vD5Ik4ciRI1heXkZ/f7/hYg3sXxAcDofpkWsjZH7k0Ah6O3uxGdk8cN3erl5dxBq4clE1+j00Wq5LRa6j0Simp6fVR83Dw8MIBoPw+XyQZRmpVKpkW2ntBK38UmRa/H5/QZTb4/EUCLWdo7x2vXmgyHXj0aaW9Pb2qsu1bd+139PV1VWsrl55Euh0OtXjW19fR3d3tyGpX1ZBVOvS+3NLcm0MnPMdxtgjAP4vAF32/FQ2CZV2aAT0F8FiUh0IBDA+Po5kMonl5WVT87wlSbJF5BoAegcqk+u+w30HrlMpZqSFAMbnHOfnXMfjcczMzODy5csAgMHBQUxOTha0iC73XSo1QUvb4a5UrqjT6cyRbVHCkWguSK6tS7m27/mpJSLtKxQKqet5vd6C1BKfz9eU74UWWZYN684IkFwbAedcBrAFYIvkusEcJCt6R64VRVGlOh6P50i1aIkrJNfsSZR2yLkGgLN3n8Wv//dfx8LqQsl1jo8dxw//4w91G9Msuf7/2Xv38Lju+s7/9Z37jK6WJduSZdnWzXJuJgkJMZdyKd3S8ktzgW6h3W4MZSktbErh9yv7PEsXQ+BJgXIJBFp2WxO6tA1LC4GUcNluIcsljkOC7eDE0uhu2ZIlS7I0Gs1obt/fH6Pv8ZmbNJdzjmZG836eeWydOTPfc87MnPM+7+/n835bVRYSi8V44YUXuHDhAlJKdu7cSX9/v2Ed7ukJdwr6WlH1CAQCWoe9wsmTJ1PKStS0dTUTuEpGrSyk8uB0Omlubk4hgc8//zxzc3PccMMNKWr3/Pw8V65c0dbT14LriXcl/UZjsZgp5FrdoNTcQsxFjVyXOYxSrtNJtcPhoKenh/3792ukWsFqazyoDuV6aWmJ4eFh5ubmeOilD/Ex/8f4+djPk64hCk54zY2v4btv+66hJ3mrybUTQWfCw5Qtvxj5zoQH56aZ8Ne+c3Nzc0gpaWpqor+/P2Ua2UzkqhVVKvfw8DChUEiLm9ar3OmR0lb4/hqFalfja8p1dUD5leubJ9XybA2UuWLf00l3OdZwx2KxkjMkskEp1/pAoRqMR41cbzHMVq4TiaSP8ujoaAqp3sidYivItcPhIBTKL0q7VBhNrgOBAMPDw1p9oCpdcM27YBWIkXQKsQEOiLqihl/orW5oFAj+Q3QvUfIjZU4EYgNyrY97V+PcdNNN7Nq1a8tJkV7lvnTpEmtra7z85S8nFotllJUsLy+nREor399stdw1APEECAG2LJ9xQoKUYC+dMNbIdXUgVzaBzWbLGvsejUZTmiez/UYh1VVIX1qyld8Zs5TrWoiMNaiR6zKHamgolOgqUq3CSRwOB729vezfv39TyzfVYFityrVR1n9KyZyZmQFg165d9PX10dDQwPTKNE9NPbU+IPgSPlZtqwD8bOpnTK9M017fXtL4eqiLgNmlNXorvmT8eWkXn0QiwcWLFzWvao/HQywWY8eOHezevduITTYU+pthh8ORMW2tj5TWP9Kbs5SCpvfl3siCzCpYSibiCXzDF0g4HIQPdqQS7ITEM3YJWyzGau++kgl2jVxXBwpN1XU6nezYsSMj9j293yIYDGa4CqnSknTSnT7TawYSiQSJRMI0ct3Y2Fi1jaDlgtrRLXMIIXA4HHkr16WQaj0cDseW1FxbcREsVblOb7JrbW2lr68vRQkIrCWnI3e4d/DWlrfyxWe+CB5gB2BPPm8kubZSuTai/l9ZP/r9flZXV3G5XAwMDNDV1cX/+T//x4At3RroI6X1U9f65qxAIKC5laSr3On2Y1ZdzC3HOrG2B8PJzODRi0iXQ0sxFZEYzuUgAL7hCyUT7Bq5rg4Ykaqbq99CuQqlp1Cml5ao2Hf9b9Xn8xlaWmJWgIyUkqWlpZpqbQFq5HqLka9jyGZEVymAo6OjWox2X18fXV1dRYWTbAW5BvM6pPUollyHQiFGRka4ePEiUkpaWlro6+vLWrv2iSc+gW3WxnJ8mb8e+evkwjAwAzjglg/fAsBbbnsLf/P7f1PK7gCV09CYLQCmt7eXAwcOaJ+72UE1paBYt5RszVlSSq0pS/9QMyEK6mKuf5SDyl0ShCDhcKDoiCLS2ZBwOJKlIyWgRq6rA2ZeH7K5CgGaN7eedGeLfVelJXrSXWxglVke15BsaGxqaqrq30M5oEauKwAOh4NIJJL1OUWqR0ZGCIfDJcdo68e0KhUSUr2ny41ch8NhRkdHNeeK5uZm+vr6NmyyG70ySjyS5f0lyKgkRvLkOXZlrPAdyIJKINfZAmC6u7szlFmbzVYwgbXqQqH34S51TH1Yhr4ERl8nmutinj5lrR7Fpnyq423ZBdcmCB/swPbiGPa13OeZuNuZWTJSBGrkujoQj8ct71dwuVy0tLSkxL6nl38p4q1vcIbktSZbaclmv1Oz0hkhSa53795d1b8Ho7B+M9ckpUwJRRBC1AO7gDVgWUoZSH9tjVxvMfJVrldXV1OWJRIJpqamGB0dNZRUK1jZYKjGA2si0PMl15FIhNHRUSYnJ0kkEjQ1NdHb20tra+umn9s3/vAbvPsf380//+Kfc67z5lvezMNvebjwHciCcva53igAJtcY5apcW4FsdaKJRIJQKKSVlKjp6vQpa32ctF7lLscLqWMxsCGxBrCvRXEsBojtbNxwvc2wXch1Ne8jGFMWYgRylX9lC6wKBoOa/Z2C+p2ml5akh4EZTa4TiUStLKQAPPfccwBfEEL8oZQyCCCEGAD+C/BbQDOwJoT4DvBBKeV59doaua4AqBINKSVSygxS3d/fT1dXl6E/RP2YVpywrYxA3yzNMBqNMjY2xsTEBPF4nIaGBvr6+mhra8v7WDT7mvnq27+K+xE3//DsP2Q8/7aXv40vvvWLhh3bckxozDcAJh1mB9WUAiOV60Kg9+3VI1vce3qctNEqt1FwX5rdfKX19Ywg19Ws6m4H5VpKWXBDo9XIFViVrbQkW+y7chbSn2eMPNeEw2EikUgtQCZPnDt3DuA3IFnBJoToAj4LHAU+CZwDDgF/AvxPIcT/I6W8DDVyveUoJKVxbGyMyclJwuEwLpfLFFKt4HA4LD2ZWalcCyGw2+0ZY8ViMcbHxxkfHycWi1FXV0dfX1/RU2hCCEaujGR9bujykKHkzMqGxs1O+Gtra4yMjBQdAFNMWYjVKJftyzZlrY+TTg/D0UOfbKduaq3aLxGJYovm91u3ReOISBTpKr7kZbso1+VMPEtFpe7jRrHv2UpL9K5Cw8PDjI+PZ9wcFxv7XktnLAzrMw5ToNli/SpwK/AmKeW/CiGElFIKIf4vydjz3wU+I4Sw1ch1mSMej2slIUNDQ7hcLg4dOsS+fftMrU3We11bcTKzUrlW4ylyHYvFmJycZGxsjGg0is/n47rrrqO9vb2kC/L00jSnJk9pf7+q91X8ePjHAPxs9GdML03T3mSMY4iVNddqnPTvRbriX2wATCUo1+WMXHHSkUiEQCCglZSsrKxkJNupVMx0ldvoc42IFXYTLWLxksg1VMZnVyy2Q1mIOl9XGrnOBf1slL7nIhaLMTY2xoULF2htbdWchhQxVlA3x3rivVnsu0qatbIs5Nlnn+V//+//zalTpzh16hQXL14Eir+RX1xc5Pjx4zz22GPMzMywZ88e7rnnHo4fP274TcO6NeO0rua6ETgPrPvsIkh6HD2/vvzw+vIauS5XxONxLly4wNjYGGtrawAcOHCAvr4+S5XkWCxmSQOJlco1XPPVHh8fZ3R0lEgkgsfj4dChQ3R0dBgyvRoIJ5XCBmcDH/13H+UPf+MP+c7z3+GdX30nC6sLBMKBiiPX+ulKBX0ATDQapb6+nr6+vqIDYMq55jrb/lcKXC4XO3fuzFDPgsEgFy9e5NKlS/h8PkKhUEaNqF7lVt7cxTohAMgCf1+Frp/y2m1Erqu5LERdG6p5HyF5LVRN3gcOHKCxsREpJWtraxkqd/rNcbqdp96bWwixJcr1Aw88wLe+9S1D3uvKlSscPXqU4eFhuru7ufvuuzl37hwPPfQQ3/3ud3nqqadSZvFKxfrxer0Q4lPAEHA3ECJprBsELUVNAm5AnThljVxvMdJP+Omk2u12s2vXLmZnZ2lra7Psrt3qlEYrlWtl0L+yssL58+dxu91cd911dHZ2Gnri7t/dz8n/7yT+034OdyVvaN944xv55Yd+yfTSNP27+w0bayuU62wBMAMDA3R0dJREZGw2W1E3WdU+9W8GVLJdc3Mzly5doru7m9bW1qy13OkXcrvdnjXuPR+VWzodSJtAJDa/SZE2gXQWf6mqkevqQLUp1xsh3S1ECIHH48Hj8dDa2qqtl14Cpki33s5zdXWVd73rXXR3d9PR0cHevXtZXFwkGAxm9HCYgaNHj3LTTTdx2223cdttt3HgwAFNMCwU733vexkeHubee+/la1/7mnZ87r//fj7/+c/zvve9j0ceecSwbb/11lsBngFeA9xLMmf5JNAKzK//HSdZd70TGFavrZHrMkE2Uj0wMMC+ffu4fPkys7OzW+I7XWmpiRtBBewoMghox9isE/YNe29g+oXplP3a4dvBDl+mN3YpEEJYoviqi/fMzAzj4+MZATBGXNwroSykXLfPCOSqEVUlaqqkRD3Sp6v1UdI5/X7tNsL7duOdSPX0zobwvt0lB8io/apWqBvLat7H7UiuN9vXXCVgys4zGAwyODhIZ2cng4ODnD59GoCPf/zjfOITn6C7u5sbb7yRm266iZtuuol7773X8O/QBz7wAUPeZ3p6mn/8x3/E5XLxxS9+MeUm/pOf/CSPPvooX/3qV/nEJz6R4uBSCu655x6OHTv2JpLlH07AB3hJJlbo8UpgmmvlIokaud5iJBIJxsbGGBsbIxKJ4Ha7OXz4MJ2dndoPS32JrPSd3ipybcZ4Ukqmp6cZHh5mdXUVp9OJ1+slEolw4MABw8fTwyoXDyBrk6aRULHBkKzNzRYAYwSKuUmwipBXK7nOZ3/sdjsNDQ00NDSkvE4/Xa0e6VHSDoeDurq6lLj3uuZ6bKs7cM8lUyrXwxm1fwHW2nYQ21lafeh2INfxeLyqVWuo3IbGYlCqz7XezrOzs5Nf/dVfJR6P85nPfIZPfepTvOlNbyIcDvP888/z7W9/m8cee4x9+/bxpje9ycjdMBTf+973SCQSvOpVr0qpUYekteGdd97JiRMneOINg+yMAAAgAElEQVSJJzh27JghY66X5FzK9byUMr7+70NCiL8Cout/18pCthqJRIKRkRHsdnsGqVZQbiHVrFyXGkmeDVJKLl++jN/vJxgMalHwBw4c4MyZMylT3GZBCFFyqmG+MHMcfQAMwN69ezl06JAp0dzFuIVUG9mtFOSark73+1WNlOkqt8/no8vXwD7pxBdfJ8FAvM5DZFcLsR0NlIrtQK6r3WoQtpdyHY/HtWuHUbDb7UgpCQaD/NEf/RF33HEHkLTne/HFF1NsAcsRZ86cAeCWW27J+vwtt9zCiRMnOHv2rGFjxmIxnNc8S/X11Yl1lxC7jmCnJP3VyPUWw+l0cvvtt1NXV5fzpFFTrguDlJK5uTn8fj+BQAC73U53dzcHDx7UblTUiSaRSBh+UZJSshq9FvoTJcpKZIVgJDPi2ec0LuDDDHIdCAQYGhrSVMjGxkaWl5c5cOCAKcQaamUhWwmjvou5/H7D4XCGyn3+ymUmbXZ+rXGPtu7Pgws45taoDwW0Wu5iSdV2INdmnMfKDduJXKukYqO/s9kaGj0eDzfffLOh45iByclJIBlClg1q+cTEhGFjrlsSb0S83i2E+KGU8vmM1xq2FTUUjaampg0v1jXlOj9IKbly5QrDw8MsLS1tGLGtr/E28qIkpeS1X30tJy+ezHzyycxFRzuP8m+/92+GnESNJNe5AmBmZ2dZXl42VYkvZ7eQGoqHEAKv14vX66WtrQ3P+DSOqCvZY5+G26UXGUhAYJmp6Az/N7SkBWzoy0uUC8JGqJHr6sB2cQsB8yxwlQuQPv21UrCysgIkZ7uyQTVnpvv5l4KPfexjfPCDH/wgyZjzhfXHIrC0/v+/BP6QpBVfCmrkugywmVK3HZRrm82GEKLo8ebn5/H7/Vy9ehUhBF1dXXR3d+PxeLKuryfzRibVrUZXsxPrHHhq6ilWo6vUuUrv2jaCXG8WAKNKacwkv+UcIlPtyrWVEGtR9HQ3peZaCO25Fl89rXVOAoFASsAGJIWHbI4legJWI9fVge2oXBuNWohMYfjzP/9zgI8APyXpENJE0iHERvJ0JYBPCSE+tP7/ASllCGrkuiJgt9tLIp7FwGpynSs1cTMsLi7i9/tZWFhACEFnZyc9PT14vd4NX2dlo6FVsNlsRCKRzVfMgnwDYBRBMVu5LiRVT7kk1Boai8dW7E+oZy+eycs4ryaVJvVJ6z/xaHMDsms3NzquWXWml5UsLy9rvQCQGiOtD8CpdnK91XH2ZmM7ket4PJ5TGCoFy8vLRac7bjWUI4oK1UtHMJgsu9Q3XJeKD33oQxw/fnwCuExSpb4E7AEagBbgIeDrJN1D6hWxhhq5LgtsdtIXQuBwOKpauVZj5jve0tISfr9fU1L37t1LT09PzimjbGNBdZFru91eMOmNx+NMTExo6ZSbBcComxIzyZiewFYzISpHWHq8HXbCB9uRkzZc80sZT0d2NrHWtRt02+RwOGhubk5R3qSUKTHS6nH58uUUpfvChQssLS2lOJb4fL6qUHy3g3K9XdxCpJSmKNdSSpaWlmhqaqrI82pXVxcAU1NTWZ9Xy/fv32/YmOvk+r8AbwF+HTghpXwcQAjRBnwO+JKU8jkhRMoHViPXFQKn02kp0bXZbNhsNkvHzEe5DgQC+P1+ZmdnAWhvb6enpyfD5zOfsaC6yHUhZSHFBsBYEVZjBYEvFtWqXG8ZhMAWzj7bYluLpBDr3G+RVKp9Pl+Kv62Kjb5y5QqTk5M4HA6WlpYyVG59op16mNWsaxa2A7neLsp1IpFASmnKflYyuT5y5AgAzz33XNbn1fKbbrrJ0HGllF8TQjwH/DnwsBDia8D/JBkaEydZj42UMoUs1ch1hcDhcBQ95V/KmFYr17mSm1ZWVhgeHtaSp3bv3k1vb2/RU0DblVxLKZmZmcHv9xcVAGNVWYja1nJFOW9bJUFEY9iD2kwqsXovjpXk3/aVECIaKzqd0el00tzcjM1mY3Jykn379rFv376URDv10CfaQTIqPp1wl7PKXSPX1QO1n2bVXHd3dxv+vlbgDW94AzabjR//+MfMzs6m3Eivra3x+OOPY7fb+c3f/E1DxxVC2KSUfuA/CiF+D/ivwM0kkxtjQDjb62rkugyQz12k0+nMWWtkFqwm19mU62AwyMjIiOZa0dbWRm9vr9ZgV8pYUJ3kOls5hXJSGRoa0uwJiwmAsUK5toLAF4tKVHzywZbdLMSTn3HCbiN8oJ14Uz32qyt4JqYR8UTy+RJLidX3SNXm19XVUVdXlxJEoRLt9I+rV6+ysLCgrWOz2bKq3Ftd62yWpWi5Ybu4hZQaIJMLUkqWl5fLXrl++OGHefjhh7nnnnt48MEHteXt7e289a1v5e///u/54z/+Yx599FHtGP3Zn/0Zc3Nz3HfffYalMypIKRNi/YBJKf9eCPEY8Nn1x2mSBDsDNXJdIVBE18o61K2o81b7GA6HGRkZ4eLFi5prRV9fn2FdztVKriGzVlkfALORPWGhY5iFWlnI9oH0uFg9fICE0wHrTYvx5nqC9d3YojGkp/TyjHzcQvSJdgqJRIJQKJQR955u9eV2u7Oq3Fadp9X+VTvp3G7k2miFfm1tjXA4bLlTyHe+8x0eeOAB7W81A69CbCDpyvHGN74RSDpSDQ4OMj09nfFen/3sZzl58iT//M//zMDAAC996Us5d+4cv/zlL+nr6+PTn/60Kfsg139k66ExQeA/CSEeJNnUeHH9OeUeAtTIdVkgX+UatMQgszcJSJLdUCi0+YoGQQW7vPDCC0xNTSGlZMeOHfT19dHS0mL4WGBtw6bZUPukVKz0AJh8nVQ2gpXKdY3AWo+tULQS3ixG1w47CYcx5KJYKz6lVCv/XIVIJJKhci8sLKQk3FmpcuuV+WpGPB7XnLOqGWYp18rj2mpyPTc3x9NPP52xXL9MXaM2Q2trK6dOneL48eM89thjfPOb32T37t3cf//9fPjDHzZ931Qa4/r/R4UQk0Bi/W/JtRTHGrmuFOi9rq0k11ap5Wtra5oidOHCBZqamujr62Pnzp2mjG2Wcl0MITSKRCriu7KywuTkZEYATKFNn9lgZc11OZeF1Ih/5cBon2uXy0VLS0vKDX8ikchay52ucns8ngzC7fV6S9q27eKikUgkqn4fwbya66tXrwKkpKZagWPHjnHs2LG81z9+/DjHjx/P+XxLSwuf+9zn+NznPlf6xhUBIYQPuAF4JXA70CGEqAciwDwwBrxQI9dlgEKVa6uwHv1p6kktEokwNjbG5OSkdlK5/vrr6ezsNJXQm0Wu9bHnhbym3l068VUX2aeffjprAIwRKFe3EKsj02vkunJgRYiMzWbTyLIekUiEQCBAMBjUykvm5+c1C1FInouyqdz5kqvtplxXO8xSrmsBMsVDCCGklFII0Q18CPj99afWADuZQnW8Rq4rBFud0mj0SS0ajTI+Ps74+DjxeFy7oMzMzNDc3Gz6hcIscu1z+JI/tywz3Vmxtv6aEqACYC5evAgkzfYHBgYyAmCMgNU+1+WGaiUw5XisjcJWJjS6XC527tyZ8ltMJBIEg8GsYTh66FVu5c3t8Xgy9kOR62qvRd5u5Nrofa2R6+KxTqxbgS8Bv0oysfGHJB1DLpF0DHGTrME+CBypkesKwVYp15Akb253vmxxY8RiMSYmJhgfHycajeLz+ejt7aW9vZ3x8XFmZmYs2UezyLUQAuZIjZnbCLL4i356AIzL5SISiXDjjTeaNvVXcwspX+JfQ3aUW/y5zWajoaEhxUZUSpm1ljubyp2ucOvft5oRj8e33JnFCpilXKuykBq5LgzrTYxx4G3A60imMr5P5rgIrDc2NtbIdRkgn5P+VirXRhDQeDzO5OQkY2NjRCIRvF4vhw4doqOjQ7soWJmaaPpYJnKvXAEwa2trDA0NWaIql1tZSA3GoFwIqJEoN3KdDUII3G43brc7ReWOx+Osrq5mOJYoFVKPubk5hBAa6c6mclcytotybVbNtfrOGFkmuE2gfkQvB64Af7WuZDvSg2NAa2xcqpHrMsFmNaNbqVyXMmYikeDChQuMjo5qRPC6666js7MzQ2mx0sFDjV1JVnybBcCMj48D5u5TrSykfLethuyoBHKdC3a7PavKvba2phHtxcVFFhcXCQaDjI2Naes5HA7q6upS4t7r6uoqkqCa3ftTTjDbLURvN1lDXlAn+yaSRZ+qsWrDC22NXFcItrrmulAodXVkZIRwOKwRwX379uU8QVqpXNtsNoQQFUGu0wNgHA5H1gAYvRWfWSjnshArCG+NXFceKplcZ4MQAo/Hg8fjobW1lcbGRhYXF+nt7aW5uTnFqSQYDGao3D6fL6O0xO12l/XxkVKaFglebjC75rqmXBcMdSHyA68BjgJfz1YWIq79iGw1cl0mKGfluhBCL6Xk0qVLDA8PEwqFcDqdHDp0iK6urk1PFlZ7TzscjrIn14UEwFjp5FErC6kuVPOxrjZynQ61fw6Hg8bGxpR+CxXIlV7LPTs7y+zsrLaew+HIINzlpHJvl+hzSF7/bDab4TX0ilzXlOvCoCPRXwHeBHxFCNEMfAu4KqWMZFm35hZSKSh35VqVLAwPDxMMBnE4HPT19bF///68p7esVK4he9x6uUAfACOEyCsAplrIda2hcetQjQS02q3qNnILEULg9Xrxer20tbVpy2OxWIZjSSAQ0Jre1Guzqdwul8vyY7mdyHU8Hje8JARqbiGlQkr5MyHEQ8AfkXQN+SzwEyHEeZI2BiskVe56YF+NXFcIVDLVVijXGxFQKSWzs7P4/X5WVlaw2+309PRw4MCBgju7rVauy5Fcr66uMjw8XFQATLWkJxY6Rjgc5sKFC9jtdhobGwvyCC4W1UquLYGUkMjz+NkElEjkql25LsaKz+Fw0NTUlFIioFe59d7cly9f5vLly9p6Tqczq8ptplvJdok+h+T1zyxy7fV6DXP+2o6QUj4ghBgE/jMwQLJM5NdI1mXH1/91Qq3mumyw2YlfCIHD4Sgb5VrVAfv9fpaXl7HZbBw8eJCDBw9mLVkodTwzYLfbLT2eG2FtbY2RkREuXLhQdACMFU2a5VQWEovFGB0dZXx8PGN7vF5vij9wQ0ODIYpbtRI0yyAlvqFJ7MFwXqvH6ryE+veVRLDV96haiZlRPtcbqdzZPLkXFxdTXpuucqvfnBHYTsp1LBYz7LgpSClZXl6mqampdg4rAethMv8L+F9CiCPAbcAhYBfgI6lcLwCjNXJdQXA6nVtecy2lZGFhAb/fz9WrV7HZbOzfv5/u7u6S74i3oiwkHM7vIp8vfC4fR7uP8tToU3mtf8fBO5gan9ISKpuamujv7y8qAMaKhkYhBEKILVXHlQPN8PAw0WiUuro6uru7AVJsy+bm5pibm9NepxQ3PeH2+XwFXWyqtSzEsv1JyLyJNYAjGEqq3PbSyXW1kgqzQ2QcDgfNzc0p5QRSSkKhUAbpTle5XS5Xhsrt8/kK3tbtRq59vtKCxbKhRq5Lx7oFnwCElPIMcAaSXtiAi6RgLYFgjVyXCfL1uo5EIpuuZxTSlWRFqhcXFxFCsG/fPnp6evB4PIaMVw1lIUII/u1P/43VyLUY9NXQKj/9yU/Zf2A//X39wLrv94VJZi7MMDY2Rn19PX19fezatavok58VqrIaZytqrtOtCN1uNzfccAPt7e3E43Hi8XiK4haPx1PqSZU/sF5x08dWK8JdV1dnellJuaIaL7w1cm08lFLt8/nYtWuXtjwajWq13Oo3d/XqVRYWFlJemy3ufSO1Vu1jtZNrKaWpNdednZ2Gv+92w3rTokxbFgdC+mXb8wpSoXA6nayurm6+okFQHcvhcJhnnnmG+fl5hBDs3buXnp4ew++uhRCW1kGrsaSUhl54hRDUueu0vx048Dg8uG1uvE5vRgDM4cOH6ejoKHkbrCLXmznblIpsZSELCwsMDg6ytLSkNcseOHAAu92ec3/tdnvWutLV1dWUi38gEMiIntZPcSulW29XVm3KdTWjYsh1LAA2N9iykMxEBBJr4GjIfKqM4s+dTmdWlVv95vSPmZmZlNemq9wNDQ14vV5sNtu2Ua7NCpCBpHLd3Nxc/r+DKkGNXJcJ8lWuY7GY4WQwF5aXl5FSah3k7e3t9Pb2UldXt8kri4fdbrdUuQZMDydQF71AIMBPfvITLQDm8OHD7Nu3z7CLYrUp11LKDNeU/fv309PTU3RNolLN6urq2L17tzaOip7WE+50uzKXy6U16V69elVT7moXq/JGRZDrWADfyXtJuFoJv/QrqQQ7EcHz8/uwRa6wesc3Mgh2OZHrbMj2m4Okyp1OuNNVbpvNltIsGQqFiEajVRuDbpbHdSQSIRgM1jyuS8B66YemWueKP19fV9TIdQVB73Vt5sllZWUFv9+v1c7Z7XbuuOOOlJQws2Cl97Q6gZkZq6tq1CHpWZ0rAMYIWJU6aRW5npqa4pe//CWQdE3p7+/POltiRJNituhpZVemJ9wrKysAXLhwQXMo0afgqbKSalfYKgllT67XibV98WnsAD//D0jv/qRabXMhQhM4L38PAN/JezMIdrmT61xwOp3s2LEjxXc5kUgQCoUy4t5VOeTo6Cijo6O43e6stdxl+xnnCbPTGWvkunisl37khBDCxrWo9G1aWFih0DcYmkGug8Egw8PDTE9PA9DW1sbq6irxeNwSYg1bo1yb0Z0NqQEwkHSwOHr0qCljgTUNjWAuuY5Go1y8eBFIqsMtLS0cOnRo04uCGRfVbHZlly9f5ty5c+zduxe73a6RgGxlJXrCvVlN6Vaj7AloCSj7fbO5SbhaUbdjikhnQ8LVmiwd0S+rUHKdDUqpTp8dVa5AnZ2dmnvJwsIC8/PzGa/V/+bq6uoqSuU2qyxEzT7XPK4Lg6oSEEJcD7wMmAQWgSVgGQhIKUPr6+ovirUQmXJBPid+s1IaV1dXGRkZ4dKlS5oNXF9fH83NzZw6dYpAIGDoeBvB4XCwtrZmyVh65dpIZAuAuXTpEj6fz1SCVck114lEgsnJSUZGRjR3ms7OTq6//vqyIkVqW5qamtizZw+QPAGvra1llJVkc05IJ9xer7es9q8aUf7k2kX4pV/B9sPbsa+O5lwtXteTWTJCdZHrzdDR0aF5/icSiay13IFAQBOIADweT4bKXa6/O7OV6xq5Lgy65tL7gP832zpCCAkESZLtq6yT7xq5riAYndIYDocZGRlhamoKKSU7duygv78/ZZrO6jrvrVCujSLXGwXAzM7OWqIogzXKtVHHTDmADA0NEQqFcLvddHd3Mzo6WpbTvNm2RwiBx+PB4/HQ2tqqLVcKm36KO11ts9vtKWS73GKnqwFlT64Bx6VvbkisAezBERyXvkms83dSlm8Hcp3NLUTv9KNHJBLJKCuZn5/nypUr2jqqnCuddG+1S5BZNde1dMbioDtnKJu254ArQBvQBDSSTGRUjw71ghq5LhNYqVyvra0xOjrKhQsXSCQSNDc309fXR0tLS8Z2OBwOU+2B0uFwOEgkEiQSCdMvFkaR63wCYIwkpLlgJbk24gZvfn6eoaEhzQGkv7+f/fv3EwwGGR0dLUtHjkLcQrL5Ayu1Lb2OW1381BjKrUSvdJs5vV2Ox9ooVAK5dr/4obzXy0Wuy3n/SkUhbiEul4udO3em9E8kEomMuPds5VwejyflRre+vh6Px2PZsTVLuVZlIbWa66Kxsv7v/5BSfin9SSGElyS5biBJultq5LqMsNl0e6nKdSQSYWxsjImJCRKJBI2NjfT19dHa2prz5KH3uraCXOsJb7mT62g0qh3PzQJgNrKMMwpWBLxA6TXXmzmA5PK5LicUS0azqW362Gk94U4vK3G73RllJVZe+CsV5U4+RWgKW/hSXuvawpcQoSmk95pf8XZQrku14rPZbDQ0NKT0DuldgvSPK1eupIRPqdml9IcZs0tm1VzXlOvioDtnTJGMNz8qhPi6lHJBCGFXTY7rddchQPvi1Mh1BaFY5ToajTI+Ps74+DjxeLygwBKrI8n1KY1mN6IUmwgZj8eZmJhgbGyMaDSa1/G0KmrdCoW82JrrcDiM3+/XGhZzOYCUs5e0GQQtV+y03qpMEe706W2Hw5Hhx623LitmW0yFTRCr8yaTF/NArM4LttK2qdyVaxFZ2HyltPXTybW6sa5WqHOakTcQuVyC4vF4VpVbP7sEyQb1dMJd6s2uWcp1jVwXB933bRAYJxlz7oTc7iHrCY7OGrmuIBSqXMdiMY0ExmIx6urq6O3tZc+ePXmfAKyOJLeSzBeqXCcSCaamphgZGdECYAYGBvIKgDHbvk7BCoW80H1RCv/4+DiJRGJTB5BsITLlBiu2LZdVmd4eUBFvNe0LqQl4+inusnBNEIJQ/75kpHk+sAkokTSWO7mWjvrNV9pgfStK6LYaaibTqr6fxsZGGhsbtWX6pmX9Y25uLkXl1t/sFtNDUau5Llu8CHyMpCAd3GjF9Yj0aI1clxE2UwTzVa7j8TiTk5OMjo4SjUbxer0cPnyY9vb2gk/CRjdRbgazHDxKGSs9druYABirkietIPH5jpHuAFJfX8+hQ4c2LEOC8i4L2WqClmt6OxwOZxDumZmZlBQ85ZqgLy3Rp05aBiHAbt2Y6pxargRUutuQ9npEfGXzde31SHdbyrLtQq63ssk3V9Nyusqtj3zXQ5/4qh7ZfntmK9f6G/Ua8oeUcgV4pID1ZY1cVxA2I7rxeJwLFy4wOjpKJBLB4/HQ39/P3r17iz75blVZSDko11JKrly5wtDQEIFAQIvd3r9/f8EnPyvKNdQ4VpBrKWVOB5lsDiA33HADe/fuzYvIFVMWYhVBLMeSFX1Zya5du7Tl0Wg0o3EyV1mJ+s6srq6WVFZSjiinzyorHA2Eb/xLvKfftemq4Rv/MmtCYzV9Xtlgdopuscilcut7KNQjPfE1XeVuaGgwTbmuWfGVhvWAGBsQ3yiZUY8auS4jbEYQ7HY7QogM4qnKFUZHRwmHw7jdbsOita0m1+WiXOsDYGw2GwcOHKC7u7ton2q73b4hITUKVpBrPcFM35f5+XkGBwdZXl5OcQAp5GJRbFmIlSSq7AkbyZmulpYWWlpatGV6pU1PvNVv4Ny5cwghMi765WBTVix0QRBbvSk5Edv3u6wtP4979AtAMl9Z6P4FWOt+N7F9v5vxWill1ZPrrVauC0GuHgqV+JruyZ2ucgO88MILKb9Bl8tV0vd3aWkJl8uF1+st+j22M9YDYgq6sFbm2XKbQgih+U5DklRfunSJkZERQqEQTqeTQ4cO0dXVZdiJaLsp19kCYHp7e/F4PIaNZSZJsdlsWlSwmWNAqmK2mQNIIShHdVihnAlaPsiltPn9fqampmhvb9d8gtPDo/QNXKo0pdSLvhWwyqO/VESuf5DEjttxjT6MffEZIEms4ztuJ9L9bmId92R93XZQruPxOG63e/MVyxjZEl/1KncgEGBqaopYLJbhFOR0OrPWcuf7uS8tLdHU1GTp7yAUCvHggw/y6KOPMjk5SUtLC294wxt44IEH2Lt3b97vc+DAASYmJnI+/+KLLzIwMGDEJmeFEMIOvB/4iZTyZ/m+rkauywj5el1HIhEuXbrE8PAwq6urOJ3OossVNsNWKddWk+uNAmCMgDoJmk2urWpohORFPd0BpL29nb6+vgwHkEJQCTXX5Uj8i4UQQuvn2Ldvn/adVzZleoU7vYFLXfT1jZM+n6+syF6lkGuAWMc9xDruwTn0STyDDxA+9N+I9mcNhtOQSCTKo1nVRFhhzboVSFe5Z2dncbvd3HrrrVk9uRcXF1Nem+6Hr1RuPaSULC8vW0quw+Ewr3vd6zh58iTt7e3cddddjI+P8+Uvf5l/+Zd/4eTJk3R3dxf0nvfdd1/W5RZ4d7cBfwE8DOQk1+LawRVQI9cVBVVWEAwGOXv2LHa7nZ6eHg4cOGDayXUrrfjMhiLX8/PzWkpltgAYI8cql2bDUscAGB4eZmpqKi8HkGLevxACW01kt1zgcrlylpXoCffS0lLKRd9ms1FXV5fSOFlXV7dlZSWVRK4VnNOPaf/mQ66rkXjqUUllIaUgFovh9XqzBlBJKQmFQhmkO13ldrlc1NfX8+yzzxKLxbj55ptZXl5m9+7dlu3HRz/6UU6ePMnRo0f5wQ9+oN2wf/rTn+b9738/b3/72/nRj35U0Hs+8sgjxm9ofqhb/zcmhNgF2IFVYA2IrJeMoKvFllAj1xUBKSVzc3P4/X5CoaQ/7MGDBzl48GDRNcD5olqVa2UPB8kmro0CYIyAVbXkZpPrRCKhlQtMTk7m7QBSCMpZHS7nbSsF+e5PrrKS1dXVDJU7vaxE75igiLcVU/2VRq5FcBT78vMA2JfPIoJjyLqDOdevdnKdSCSQUm4bcp3rJlQp1T6fL6NxeWVlJeWm9+rVq5w4cYLnn09+jxwOB1evXuXYsWMcOXJEe+idT4xCJBLh4YcfBuALX/hCyuzv+973Pr7yla/w5JNP8uyzz3LrrbcaPr5R0J03lLpwH/BakqQ6uP5YEUKsqP+vP4LASo1clxHSLwBSSubn5/H7/SwtLWGz2fD5fKyurtLf32/JBaPalOv0ABiAhoYG7rjjDtMbDdX4ZkKRa6MJRboDCEB/fz8HDx40/LiVUhZiFZGqNnKtUMyxU77adXV1KeqY8gXWWwSmOyYolU1PuH0+n+Hf3XIn155fvAvHxf+V/EOmfu/r/u1mEMnzR2zvvyd881+nPL8dyDUY76BRbkgkEkW5omTzw5dS8qUvfYlnnnmGM2fO8P3vf5+FhQX+7u/+LuW17e3tfOtb3+K2224zZB8AfvrTn7K0tERPTw8333xzxvNvfvObOXv2LI8//nhZk2vdOSMEPEuSVLcCOwEf4AFc5BCpa+S6TLGwsIDf72dxcREhBF1dXXR3d2t11oLYZ7kAACAASURBVLFYzJI6O5vNhs1mq3jlOlcAzPnz5zUXFjNhZVkIGEso0h1Adu7cyfz8PG1tbaYdN2X3V24od5JWTsiWfqccE/QK99WrV1lYuJZSqCLi9XWkpcRNVwK5FqtjCHntnJfqFpLQCLdYHU95nZSy6sl1qdHnlQIjo8+FENxwww3ccMMNLCwscOLECY4dO8Zf/uVfcvbsWc6ePcuZM2c4c+YMHR0dJY+nx5kzZwC45ZZbsj6vlp89e7ag9/3kJz/JyMgIbreb66+/nnvuuSfFjcVEnAfeQPIn6QTc6w8PSZLtI1k60rD+aAQaa+S6jCCE4OrVq/j9fubn5zW3ip6eHs1CR68kW9XEoncosWIsME7h3SwAZnh42DL/aTBfudaT+FIvuIFAgMHBQa5cuZLiADI1NcX8/LypNwrFRqybjWotC7EK2RwTEokEoVAow5NbefMq+Hy+FMKt3Eo2QyWQ69DtX8Nz5k9wTn8TuGa/p9/qaMe9hG/6bMrryj0gxwhsF3JtVoCMsvprbm5m586dvPa1r+W1r32toWPoMTk5CUBnZ2fW59XyjRxAsuHP/uzPUv7+0z/9Uz7/+c/z9re/vYitzB9Syhgwn8+6602NAhA1cl1GWFxc5OTJkwB0dHTQ09NDXV1dyjqKUKvkRStgJblWEbeljpdvAIxVyYlWK9eluJJs5gBihZuHEKKg97eaPFUbud7K/VENkPpznZRSswTUE+5szVv6xsn6+nq8Xm/K96ESyDXOZsK3PoI824hr8isZT0e67mPtps9lRMGr38h2INfVvI9QPdHnKyvJpNFcjlHqd57ek5ELv/Vbv8VrX/tabr31Vtra2hgdHeXEiRM89NBDvOMd72Dnzp3cddddxmx8iVhvaqw1NJYbmpub6enpob29PacFnNU10GpMs72T08crhfAWEgBjt9stiXa3sqERiiO+0WiU0dFRJiYmNnQAKTbkpRDUykK2N4QQWlmJvukqFotlRE0vLCwwP39NWLLb7RmpdxVBzITAtjKU9Snbij+DWMP2Itc15bo4WE2ujcbnPve5lL+vv/56PvWpTzEwMMA73/lOPvCBD5QNudajRq7LCDabjb6+vg3X0SvXVsHhcLC6umrZeHa7vaibh2ICYEol8vnCyoZGKIxcJxIJJicnGRkZIRqNbuoAUgqBzxeFKtdWoxyJvxEo95uHbBZliUSC1dXVDJVbkQqFp59+OkXhbmhoKCt/aBGewb5wUvs7tvOVOOZ/AoB94SlEeAbp2ZPymhq5rh4YWXOthyoLscAPGkATBnNxhmAwCCSNBErBH/zBH/DBD36QwcFBxsfHOXDgQEnvZzRq5LrMsFmt6VYp17FYzLLp1UIJb7YAmL6+voySmmyo1rKQfMaRUjI9Pa1ZPKomz46Ojg0/Z6vIdb4E1spo63Inn9sRqgFSP9snpWRtbY1AIMCLL74IJMlLelmJ2+3OqOP2eDxb8znHktPkCWcL4Zv/ivju38A+8108p/8IEV1cf377kevt4hZilnKtehf0biJmoqurC4Cpqamsz6vl+/fvL2kcm81GT08Ps7OzTE9P18h1DaVhq5RrMD9dUMFutxMOhzddb21tjZGRES5cuICUktbWVvr6+gq6Q7fb7ZZ03JdbWUi6A0h/fz/79+/P6wJmRc11MWUh6nM08yJca2isDAgh8Hg8eDwehoaGcLvdvPSlL9U8gfUK9/z8PFeuXNFeq8pK0kNwzCawsr6P1decJOHeA64kEYrv+Q2Cr/sFtrUZZH3mrKb6DVbzTd92Ua6rpeb6yJEjADz33HNZn1fLb7rpppLHUuFV+QhpVqNGrssM5apcqzGtINebKdcqAGZiYoJ4PF5SAIye9Jp58bRC7dWPk+v4pTuAbFSPvtkYZhLMfJVrlVqqiHUikSAej2tqtnoY/dlWG7mutv3RQz/jls0TOJFIEAwGMzy59WUlyss73SLQ6LKSRMPhzIWuHSRc2VXH7aBcbzdybVbNtVVlIa94xStoampiZGSE06dP85KXvCTl+X/6p38C4M477yxpnHPnzjE4OIjP52NgYKCk9zIKQiQN6aWUiRq5rjBspXJtpR1ftjKU9ACY+vp6+vr62LVrV9HKjZ5cm1l/aZVynav8JBQKMTw8nNMBpBCUQ811OqlWhDr9+fT3LJVwV7NC6AiFIBKBbN+JSATW1qDEOsmtwGblbDabjYaGBhoaGmhvb9deEw6HM1InZ2ZmmJmZ0V7r8XgyCLeVZSU1cl09MKvmWpFrq8pCXC4X73nPe/jYxz7Gu9/9bn7wgx9oyvKnP/1pzp49y6tf/eqUAJmHH36Yhx9+mHvuuYcHH3xQW/7EE0/g8Xh43etelzLG2bNnectb3oKUkne84x2mJ1XnCxWFDjXluuyw2Ul5q5VrK6AniHa7PSMAxuv15lUbXMhYVpVrWF0Wku4AsnPnTvr7+0tSMawg1zabLeexUoRa/QvJz1Ff4qMn34pkG0G4q7UsxBYMcseHP0z9gQNEvvpV0F+sIhE8992H7coVVr/xjYoj2MX0iggh8Hq9eL3elKCKaDSaom4HAoGMshKHw5FRVuLz+UwhwNuJXFfzPkJ1uYV88IMf5F//9V/52c9+Rl9fH6961auYmJjg6aefpq2tjRMnTqSsf+XKFQYHB5menk5ZfurUKT784Q+zf/9+jhw5gs/nY3R0lOeee45YLMZrXvMa/uIv/sKy/coFIYSQUkohxJeBH0op/65GrisMKk2w2pVrSF7IZmdncwbAGIGtVpSNhjousViM8fFxzQGkoaGB/v7+nA4ghcAqn+t0ApuNVOuJsYJe4VLrqZKRjQi3noQpoq3+ruoLeyBAz3veQ/3583D+PLb77iP8la8kCfY6sXZ+5zsA+O69t+IItpGN2E6nk5aWFlpaWrRl8XhcKytRhFslTyqospJ0T+5SidR2ItfVrlybWXPtcDgsrUv2eDz88Ic/5MEHH+Qf/uEfeOyxx2hpaeHYsWM88MADOQNm0vHrv/7rXLhwgWeeeUaLVW9sbOSVr3wlv/d7v8fb3va2svheyGsXq7cCvyOE8NTIdYVBCGFpqAtYT67VheKZZ54hGAzmDIAxAlaTa7PHUSTixRdfJBqN5u0AUgisqrlWxEFf/qH+n41Ub7St6eRDT9LV//WQUmZ8VkIIbVk52wQWDLebqI4sO7/zHbjvPsJ/8zd43vEOjVgDxJubwe3eiq0sGma7HNntdhobG2lsbEwZMxQKZdRxpytzHo8ng3C73e68t3c7JDRuF7cQVdpm9Ge5tLREU1OT5d8Rr9fLRz7yET7ykY9suu7x48c5fvx4xvKjR49y9OhRE7bOeKzXW7uAzwAfqZHrMkM+J1Wn01m1yvXi4qJmlbW6ulpUw10hUCdss/fNirKQ+fl5hoaGtHEOHTpEV1eX4Rclq8pC0smvnkiUSpbUPqSr3NnUcTVuIpHQ1MhEIkEkEjG9cdIKRNbWeGxpiV8BlB+F8zvfwblef6zgB04tLPCGtbWyqXHMB1uR0CiEwOfz4fP52LVrl7Y8EolkEO65uTnm5ua0dZxOZ4o1YH19fc6yku1QMrGdlGuHw2Hod1VKyfLyMk1NTVXdL1ImaCKZzvg3wFiNXFcgHA5H1ZFrfQCMwpEjR9izZ88GryodVirKNpvNFEKa7gAC0Nvby8GDBw0fC8wn13oyq8qB1LhmXiA2ItzLy8uMjIxoqZ+qOcisxkkrYXe7sbe08DhwJ9cIth5+4HGga9cu7BWkXOtnOsoBLpcrZ1mJvnFyaWlJsxmDaxHx6c2T20G53k7k2ox9XF5eLspJq4aC0QREgRUp5cM1cl1myOciYHViopnkOlsATENDA36/35KTqVXkWo1l5DihUAi/368du/b2dnbv3s3p06dNJRNmNvUpxVjZMf7kJz/B5XLR2NioOTo0NjZa5sgQjUYZGRlJcVnp7u7G7Xab2jhpJewuFzd8/OM8c//9PHHqFH+SZZ0ngK43vpHXf+Ur2CtItVYoF3KdDRuVlaSnTgYCgZTSEuVwpESJhoYGXC5XWe9voVA2qdW0T9lgltXt0tIS3d3dVX/8tgqqmRFoI1kWEoeaW0hFwul0Wp6YCMaS640CYNTFw4oyFCvJ9UYOGIVgIwcQlcZldsmG0WOkl2P09fWxY8cOrTksmyODnnCroA+jfg/xeJzJyUnGxsaIx+M0Nzdz6NChFAJUTY2TNqcT9+7dvD7H878JjB84UHHEWh3zSiMW+rKS3bt3a8vX1tZSyLZSt6enp7XzptPpzEid9Pl8FXcMFMzOICgXxONxPB6P4e+pykJqMAe6ZsYF4EEgCDVyXZHQk10zvZmzjVcq8gmA0SdCmg2rletSCGkikWBiYoLR0dGcDiBW1UMbNUauZkWv16vF6KqxgsEgy8vLGuFeWlpiYWEhZbuUsq0Id319fUEXZiklly9fxu/3Ew6H8Xq9eXmpF9I4qXdCydU4qVe3rSAWs9/9Lq96/PGsJSGwXiryhS8wesstdP/2b5u+PUahUsl1Lrjdbtxut3a+nJiYYGRkhIGBAaSUGum+evVqxm8jvY67vr6+Ikot4vF4RWxnKZBSmqJcBwIBpJSW2vBtV0gpR4D/Ckk1u0auywz5NjRCZZHrQgJgrGoyBGuJfLHKtZSS6elp/H4/oVBoQweQSiHX2Ui1eu9svwF90If+PVZXV1MItyLdCkIIjVDoiXe2i/XS0hKDg4OadVVfXx9dXV0lkdtiGif1x0a/H6aVlUQiHP7Yx9ivW+QnWQrym1yrwe4DLvzn/wx33ZXqg13GqDZynQ71HWlsbKS+vj5lebayEjWzpeDz+TI8ucutWVXlHVQz1LnA6P1UDdg15do8CCFsUsqEEOLfAb8L/Dcp5WSNXFcg9D7QXq/X9PFsNhs2m60osltMAEw1K9eFHsP5+XkGBwdZXl7G4XBs6gBihStJKVZ86cmKpTiAKO/gurq6jGS9QCCQQrpVXbqC8hxuaGjA7XYzOzvL7OwsQgj27dtnqkNNPoTbyjru4NhYMp1xHap5MbH+r77J0ba6SnBsjLpDh4oay2qUfcOflBDPs3/G7oO030gun2vVAKn3NpZSEolEMgi3+u4ruFyujLISr9e7ZTcoZqfnlgPMCpBRN1M15dpUqB/GdcB/BHYJIf6wRq7LDIUq11ZB1XnnCyklMzMzRQXAWKlcl2tD4/LyMkNDQ5oDSL6WhFaE1RQbIpONPObrV13ItqlkvXQLND3ZXl5ezoiyttlsNDc343K5WFpa0oi3FaQiF+GG5HdzM8KdfiwLIdyrIyM8DrwZWOUasYZUgu0D/gm4c2SkYsi1Pmyo7CAlvp/+O+yLT+e1emzHHYRe8f0Ugl1IiIwQQisraW1tvfa+sVhKAI6q5Z6fn9fWsdvtGtlWhLuurs4SRdmMWuRyg9nR5zXl2lSoH2Q38BxgA07UyHUZIls6nR565doq5Ku6Sim5cuUKQ0NDBAKBogJgqlW5zseKL90BpKOjg97eXnw+X95jQHmVheRKVrTSAcDlctHa2kpraytSSi5duoTf7ycajeJyuaivrycSibC4uJhSq6pUPH1JiVUqXraa61yNkwrFNE66YjGiJIlznGvEWhuTJMG2k/SZcll4U18qyrosJL6aN7EGcCyeTKrcjmtqtBEJjQ6Hg+bm5hR1U9lgpjuVpJdcpZeV1NfXGz7jsx1qrqsp+nwbYw/wPPAR4JEaua5AbIVy7XA4iEQiG66zuLjI0NCQ5gVcbABMtSvX2VxesjmApLtT5AMryLVSRTcbo5RkRbOggnZWVla02ZSOjo6UchpVm6pU7nQVz+FwpLiUNDY25gz5MBpmNE42HDnCbuDyBuMm1h97gOZbbsG8bE5jUdbk2gCYFX+ub4BUWQNSygy3kkAgwOXLl7XgL0g2XaYT7mJvSNV3umzLegxCjVxXBZqAWSnlmBDiHTVyXYHYCuV6I29tfQCMEILOzk56e3uLnsqzkvAqRc8q5RpSG3SU5ZveAeTQoUMp07aFIF/iWypUgmI2FNqsaAWCwaBWZqNu/A4ePJhxMbPb7TQ1NaVMoyqnEn1JyfLyckbIR319fYZTiVWKWymNk/E9ezjc2MjltGa3bLi+pQXZ2WnCHpiDGrk2DkIIPB4PHo8n5fwUjUa1shJFuBcWFrKWlegbJ+vq6jbd7u0UIAPG72eNXFuKTuDMuu+1v0auyxCblYVsZc21XnXNFgDT19eX0kRTDIQQOBwOy/bP6HCXjcYBNCVmenqaoaEhwuHwhg4ghcKKm4VsBN7IZkWjEIlEGB0dZWpqCiklu3fvpq+vr6BG4I2cSvQuJYp0K6iGy3R7QDOCInJtN2xMuIPBICMjI7j/4A+4/TOf4dQG73c70PsXf2HuRhuM7UKut3L/nE4nO3bs0FJL4doNaXotd7ayEj3hrq+vT2leVPu3Xch1TbkuX4j1H5nMJGfqYvvfgV9KKaUQwlYj1xWIraq5hqSSEI/HcwbAGDletZLrubk5xsfH83YAKWYcK5Rr/RhWNCsWgkQiwYULFxgdHSUWi2l+6kZdZPROJenT5ulOJfqAD0AjFHrSbZX9mX72ZGxsTPsN7/md3+HWaJTdDz/Mz4Fp3Ws6gFuBrvvvJ3jPPYj18jB101RuiZN6bAdyXY7phbluSMPhcEZZib6pGJJlJYpou91u7f2qGWY1NNbcQkrDiy++yHXXXdcqpbyShVQDKWT7r1lvWZFSJmrkugyx2Ylyq2quAYaGhrh48WLOABgjx7OC8IJ15FrdDJ09e7YgB5BCkU/jpFFj5CLVW3XBl1IyNzfH0NBQiif4nj17TN8e/bR5W1ubtlzZn+lJd7Y61fSIdzOcSqSUXLx4keHhYaLRKI2NjQwMDCRvjD/+cQ687GX0fOYzrD73HGHAA3huuYXIe95D6K67ELrrS7bvWLkkTipsF3JdCdA7+eh/H6qsRBHulZWVjETWixcvEggEUuq48ykrqRSYrVzrZxVq2BzqOvbOd74T4GEhxM+AXwBTJJMYV6SUGmlYLwVZ079HjVxXIJTCaZVyrZq8ACYnJzcMgDEKdrt90wbKShkr3QGkra2N6667zjSPcivItSoL0dvEbSWphmv2hYuLi9jtdnp7ew2dESgWLpeLnTt3ptyExmKxjJKSK1euMDc3p62jYqz1pLuUGOvFxUUGBwcJBAK4XC6uv/562tvbU94vfu+9LDQ0MHX33ThJuoN0fuhDNL3+9XjI3jgJqXXcuRont0Ll3g7kutL3LVtZSTweZ3V1ldnZWSYmJnC5XAQCAS0UBa7NHqXXcltVdmUkzKy5VrMINeQP9Ztan1X59+sPgFngJPCUEOKnwNNSyqhe1V4vH6mVhZQjNjtZCiEK9p0uBukBMAA9PT309vaafkJ3OByEdMEWZsIs5TrdAcTn87G6ukpPT4+p4T9mkmtFpG02G8FgkOeff14jgI2NjVsS9hAOhxkZGdFuXvbu3UtPT482pVyOcDgcWQlFesR7eoy13W7PKCnZTMFTN3eXL1/WZkzSmznnb7yRjtFRAHYD7brXJ+66S3MHudTdzc7nny+bAJzNsB3IdbWot3qo73k0GmViYoKuri727t1LKBTKqONO96v3eDwZddxW+dUXCzOV68bGxqr8jliBv/3bv+XVr371HwE3kwyJ2Q/8OvBb66uEhRDPAj8DngZ+IaUcA+I1cl2hcDgcpinX2QJg9uzZw8zMDDt27LDkJFXJNde5HECCwSAvvvii6SUoNpvNcCVekRSlWHZ0dDA1NZVR3uD1elOIX2Njo2n1xPF4nImJCcbHx4nH47S0tNDf31+xKo3dbtduUhSU33B6HbdewVNOJXrSraKwx8fHGR8fJ5FI0NbWRn9/f1bPdPfcHHrNTJJMRpAkExG09XRT9frx1fbrt7scCHeNXFc29G4hqgHS5/NlBESlE+65ubmUWSBln6kn3FbZZ+YDM1xRpJQsLS3R1NRUtd9/s/Erv/IrSCm/BJoifYRkC8odwCuAgfV/XwEsA5eEECPACzVyXaFwOp2Gk+uNAmBmZ2eZmZmxjPA6HA7LPE5VA2A2/+lCIKXMcAA5fPiwNvUeDocBcz2oIbk/G7nNFIpsJKmrq4v9+/enlDco8pcep6yvJ1b/lqIkqeM8PDzM2toaPp+P/v5+Wltbq+4iovcb1ke8h0KhjOO+nGalp1yHXC4X+/fvZ+/evTlnFlxPP83Ur/0anRcvJl+r3kO3zlRnJ/U/+EHe2w3ZEyfTA3A2SpxU76VvjC3kfFDt5FrNIlUr8iGdLpeLlpYWWlpaUl6n7DMV8c5mn5leVlJfX78lZSWxWAy73W74Z7m8vFxrZiwB67a5doD1GuvT64+/BRBC7AReCbwcOAq8jCThfmONXJch8rkQbOQ7XQw2C4BRJxwr1WQ1ntlOCnonlGJPrFeuXNHqWXM5gOiDSsyEUVZ8uUJg9HXVTqcz64UtnfSl1xOr5EM96fZ4PJt+99X3dHl5GafTyaFDh+js7KxqgpEOvYK3e/dubfna2hqXL19mYmKCcDisEctIJILf78fv92fMLKgbHdf+/ew4f57JW26hy+/PGHOyr4+dzz2HKOE4bxSAkytxUj2f7Rjo1e1cn39Zk2u7j9iOO5LJi3kgtuMOsKfOOsTjccucZrYCxVrxZZsF0t+U6pVu5eij4PV6M+q4XS6Xqd8hRa6NxtLSEl1dXeX5/a8ArOc5xEFTrr0kW1FiMol54FtCiO+RDJFpAw4Cr6yR6wpFNt/pYpBvAIzVDiVWRqDrxyqUXC8vLzM4OMj8/PymqZR6n2szUWrNdakhMHa7PSNOWTXF6kl3etCEw+HIULhVA9/q6ip+v5/Z2VmEEHR1ddHd3b0lNd7liEgkwsjICBfXlefOzk56enoQQmSUlGSbWVBEe9f0dNb391y+XBKx3gg2m23DxMmNAnD03/NsZSXl4AOdE0IQesX3k5Hm+cDug7T9qCnX+SPXTaly89morMTpdGYQ7lKai9NRirCTC4lEguXlZUMtcrc5dgLvAMallI/qn1h3Cpldf5wTQvxrjVyXIfJVriFJdoshGIUGwGylcm3VWIUQ+XQHkI6Ojk3DSaxKntTb5BVy8i+VVG+EjZIP9Qp3tgY+h8OhNdS2tLRw6NAhraZ4u0PfdByLxWhubmZgYCCl7jzXzIKedM/Pz3P11CluXHcFArhUV0dHMAhA2/Iy82fO4DtyxJL9MqqOW3/+KMv6ZCHAUXzoVlnuk4GwIqExm5uPEgPSA3CypbKqRymprLFYzPAG7GAwqFnm1lA81m32JNANPAB8C3hUCGHX2/Gtr+uQUsaklOEaua5Q6JXkQsj12tpaUQEwVpJdsFa5LqRcIxqNMjIywuTkJIlEgp07d3Lo0KGU6UcjxikFapx8yXV6s6KeVIN5ql+uoAlFuC9dusTVq1c1Yg2wsLDA008/neGYUV9fX9UkIxvm5+cZHBwkGAzi8Xi47rrr8rLHzDazkEgkmF0n1iEhOP37v8/8b/82Q3/3d7zs61/HAzz7/e/jXlvLiHi36rgXSrhDoZCm5AshtHPXVloDGo3tQq6t3sdsYoDUpbLqiXd6r4PP50sh3PmERMVisayNxqVAeVzXyHXJUL3d3et//+sG6yaEEP8JOFQj1xUKfUpjPrZu0WiUsbExJiYmigqAqWblOh8irxxAlEKoHEBaW1vzHsfKshA1zmYXpWxT71uZrKgaP8fHxwkGg7hcLnp7e2lubs5QW9OjlOvr61PKSopVkcodq6urWimXzWaju7ubAwcOlLSvNpuNPXffzeVHH8V9ww0cOXgwSSZe9jIm//iPCZ4+je/WW1leXs563NPruK067tkItzrXTU5OapH3euU+V+NkuQXgbAarGr63ElYo1/lCn8qqIKXU3Er0pSXppVculyujrMTr9WpNx2aUhShHoVpDY8lQF8KO9X+VPdYtQoj3Ad+QUn5dqdZCiDbgT2rkugyRD6nJtwZa2ZWNjY0RjUaLDoCxmlxbqVxvVK4hpeTSpUv4/X7NAeS6667LCN8odRwjkU+DpiIYalsUydgqUg2wsrLC0NCQVr+eThrTo8bD4XBG46RSKuHaxTCd+FViyAQkf3vqBlmRxs1KkQpF4513av/XyMTtt8PttwPZj3sgEODSpUtaiRSgHXf9sTe7Pl5KyezsLIODg6ytrdHQ0MDAwIBGLnIF4OhfnysAZ7PGya1A+gxTNaKcyHU2CCFwu9243e6MkCjlVqJId7aSNz1ZV6FcRu2rugmukWvD4AHW1h8AO4C7gUHg64AdiAF+oFYWUq5Qd7S5oFeusyE9AMbr9TIwMEBHR0dR5Mlms1nqPW0lmc9FevUOIMqZopTEP72ibCY2GsfMuupioZrxpqamAGhvb8/aVKuHPkpZ73m7traWQraVE4DeDcDn82U0TpZzY6SyHvT7/UQiEW3WZCsijTc67ukzC9nCPbJFvBuBlZUVBgcHWVhYwOFwMDAwQGdnZ8p3Op+ykmIbJ7cCapuqmVwX6xay1XA4HFl7TFZXVzOi3lVZyfz8PE8++aRmD6hXuotxhKmRa8OgiNgc4AL2rP/dAbgB1ZGc0P3rqZHrCkUu5TpbAMzhw4fZt29fySdhh8NheVnIVijX6Q4gBw8eNMSZwsqGRkgl1+VIqlWpzdjYGPF4nObmZvr7+0uqEXS73bS1tdHW1qYtU24AetKdTvysDL8pBEtLS5w/f16zHjx8+DB79+4tO/cLpd7py6Si0WhGxHu26fL0mQU1XZ4PYrEYo6OjWgmIaizO97Mr5wCczbAdyHU8Hq/4ungFfQOkfgZucXGR06dP09zcjNPpJBAIZIRzud3uDMK92e9EkXYryXUoFOLBBx/k0UcfZXJykpaWFt7whjfwwAMPsHfv3oLea3FxkePHj/PYY48xMzPDnj17uOeeszWfUQAAIABJREFUezh+/Lil+ySlVBfSHwEXgLcJIZ4G3rC+vEkIYeda+cgOwF4j12WKQpXrjQJgjJoGr3blOhQKcfbs2YIcQAqB1Q2N+qlvq5sVN4KUksuXL2ulNl6vt6hSpXyRzQ1AT/ysCr8pBGtra/j9fqanpyvWejCXB7pS69Txz2bJmF5Skp6mp75DQ0NDWgnI4cOHDWneqhTCvV3IdaWp1oVACKHtX2trK11dXUDyupdex53+O7Hb7RkBOHV1ddr7Wa1ch8NhXve613Hy5Ena29u56667GB8f58tf/jL/8i//wsmTJ+nu7t78jUjOGh89epTh4WG6u7u5++67OXfuHA899BDf/e53eeqpp1LOK2Zj3THEL4T4B+ADwPPrT30DeDVwq5Ty1PqyXwWokesKhV653iwAxsgx9c4NZsJK5VpdFP1+v+ag0t/fn5cDSCGwuqExHo+XVbMiJE/4g4ODLC0taTeAXV1dlhMEq8Nv8kW6mr9z5076+/urxnpwI0vG9GOfbnumd16Ym5vTRAQr1HwjEyeNapzcLuS6mvcPrglIehHM4XBkdfTRu5XoLQIVJicn+cxnPsPAwABut9vS0rGPfvSjnDx5kqNHj/KDH/xAO2d9+tOf5v3vfz9vf/vb+dGPfpTXe733ve9leHiYe++9l6997Wvasbn//vv5/Oc/z/ve9z4eeeQRk/YkE1JKuU6w/1wIMQ68CZgE3gv8d+CfhRDfJOmF/SZgUGykjuYzZonbXEMOxGKxDYllKBTiySefxOv1EgqFEEKwd+/eTWtVS8EzzzzD0tISr3/96015fz3C4TA/+tGP2L9/P4cPHzZlDEVkhoeHicfjuN1ubrzxxoIcQArF97//fdra2rjllltMG2N8fJzz58/zkpe8hJ07d5ZFs2IoFGJ4eJiZmRktrMiMG0CjkS38JhAIpKiUG4Xf5AspJXNzcwwNDREKhfB6vZobTbmVgFgBve2Z/tin95jU1dXR1NSkEe9yaFjN1ji52XW2mMbJlZUVTp06xcGDBzl48KAh215uePrpp0kkEhw9enSrN8U0XL58mXPnznHDDTek9DHkA9VgrOq3n3zyST760Y+mzMABdHV18ZKXvER73HbbbXR2dhq2D5FIhF27drG0tMRzzz3HzTffnPL8kSNHOHv2LD//+c+59dZbN3yv6elpOjs7cTgcTE5OZqTQ7tu3j4WFBS5dulTw8SoSG56AhRC7SCrYL9ctfmtNua5AKCsuSJKWzQJgjIKquS41FTIfmKlcpzuAuN1u4vE4HR0dphJrMC6aPBvURVxdmE+fPp1SS6weVpYWxGIxxsfHmZiYIJFIaL7qlaLElhJ+k65wp5c2KOib8ex2+5ap+eUEve3Z7t27mZmZYXBwEEjWx+/YsYNoNKr5oevh8/ky6ritvImzqnFyuyjXW32zZDaUcl1M+Yu+wbitrY2DBw9y7Ngx5ubm+MAHPsC3v/1t7r77bs6fP88TTzzBt7/9bQDe9a538Vd/9VeG7cNPf/pTlpaW6OnpySDWAG9+85s5e/Ysjz/++Kbk+nvf+x6JRIJXvepVKcQakqV6d955JydOnOCJJ57g2LFjhu1DsZBSzgoh7gRuA1qBaeBH1f2trTKkB8AA7Nixg5e85CWWjJ+PxZvRYxldc53NAWTXrl38+Mc/Nr1cA5L7ZfQ4+unoRCJBW1sbfX19OZvIlGuDmc176gZmeHiYSCRCXV0dhw4dyttXvZyxUfhNusKtvGbTX9fY2IjX6+Xy5ctcvHhRa8br7e01PKmtkhEIBDh//jxXr17N2dCZ3rCarSHM4/Fk1HFbVT8P5tRxb1XAipVIJBJVXXMN1wQkI6+pbW1tRCIRotEoX/3qV7WSzhdeeIFf/OIX9Pf3GzYWwJkzZwByzsiq5WfPnjXkvU6cOJHXe1kFKeUi8AP9shq5LlPoT/q5AmBOnz5t6ZSxvs7bbHJts9kMVXk3cgCJRCLA/8/el4c5VtVpv9mXSlVq3/dKJamqXqAXdgYVdESHURDH8RsfwZHvURplEQZlxKGBQQQVBcUNmnH8xAcZ0VYHB5tmE6HpohdoqKpste+VVKqy77nfHzXncnJzU5VKZa+8z5OHJpWb5d7knPf8zvt73+ylQabrdRI1K0okEnR0dLDfjXA4HKdnTUS46Sp3qoTbbrfDaDTC7XazbjXNzc1FTQJImIpKpUJTUxMAsCmBXGtAWiMJrH0namtrUVFRAb/fD7FYXPSEYiOEQiGMjY2xhYTW1lZoNBreXRe+hlXynafPO1c/L5FIYqrbqch5toL1dNyRSGRDwu3z+dj7wuFwzq0BM4Fib2gE+DXX6YDT6URFRQV7/mQyGc4++2zeyvJWMTU1BQAJpSbk/snJyaw+Vy5RItd5DL4AGK1Wi7q6OggEAojF4oQ+15lALoJktvpaXq+XdV0A+B1Asm37l47K9WaSFcViMaqqqmKaW+jmvWTdMjbyJfZ4PDCbzWxyYGdnJ7q6uop+WzcRBAIBlEollEola721vLwMg8EAr9cLkUgEpVKJQCAAq9XKEr+sh98wDOD1bvw4AFAqgQyST66nt1qthl6v33RzcaLvPNHP002TXAcG7nkvKyvLesQ7/XrcxknSKzI9PQ1gTQZDy0wKNXGSCxLqUyLXmwfDMHA4HFmLPne73QCQMMKdSFZdLldWnyuX2J6zXgHAarXirbfeWjcARiKRFDW53or1XzAYxNjYGJtmt54DSLYs8oC1z7SVa5auZEWRSBTXjU4IN026+dwyuJISoVCI8fFxtsqYieTAQofP54PZbMbi4iIEAgG6urrQ2dnJ/qZyFn7DMJBddhlEb7yR1MMj55+PwPPPZ4RgcyUg/f39KYde8SGRft7r9cZISvjkPMTyjJx7lUqV9Yh3oVCI5eVljIyMwOfzsVKriooKdqFNW7iulzhZCFXu7aApB7amuV4PDocDFRUV27IhOh9QItd5CuL4sV4AjFgshjfZilMakCkddCKIxeJNE15S1RkdHUU4HEZFRQW0Wu26jYrEazRbspBUKtfcEJhoNBpXmdoqEhFu2pfY6XRieXkZNpst7nipVIr29nY0NTWVdMP/i0gkgomJCUxMTLB6eK1WG1eVyVn4jdebNLEGANGxY2tV7jQ2T4dCIbaXBADa2trQ09OTlcZbOtiDgMh5uDpuEsoBxO4u0LdMvedAIACj0YjFxUUIhcKETa/JNk7SyFfCne/R5+lCpj6n0+lEU1NTVsg1+f0k4iMejwcAYvpUsvFcuUSJXOcpKioqcMkll6w70Ekkkqy5d5DXA7JbuU7WV5vrAKJQKNDf35/04JIKkU8FmyXx3GZFMjGKRKKsXHO+al8kEsH09DQmJycRDAbZ9xEMBmGxWGCxWFg9a6b8oPMd3JCTVBo6CzH8ZjOgf7OhUAiVlZXQ6/U5nzRpOQ9xK2AYJibinZx/7u6CQqGIi3jfSrMwwzCYnp5miwV1dXXQ6XQJd4UKJQAnGWwXck16mNL5+4xGo1mVhZDwm5mZGd6/k/s7Ojqy+ly5RIlc5ymSGdBomUY2qjy50FxvRES5yZQSiQR6vX7TVmbZqlwn+zr5mKwIrG3dG41GrKysQCQSQaPRoL29HQKBIK7CzdWzSiSSGP32ZqOuCwWkeXZ1dRVisRg6nQ6tra1pIShpD7/Z8jtKDU6nEwaDAQ6HA1KpFAMDA1mrsqUCgUAAuVwOuVwes7tA7ABp0s0XXc11KklmoelwODAyMgKXywW5XI6BgYGUfH232jhJF2/ITlk2CDd5j9uBXKf7M/p8PnbBmg3s3r0bAHDq1Cnev5P7d+3aldXnyiVK5LqAQVeSi5FcEyKaqDLvcDhgMpl4HUBSfa1MQygUslWkRJMTd1uXeFfnMgQmEAjAYrGwnsItLS3o6emJkX8Q0kyQjB90OgJY8gWkcj87Owtgrau9p6cn4x7L68l5aNLNFzNeKZHgwoy+u1iEQiFYLBbMzMwUbKw7DYlEwutUwo1450qpyEKTJt3ke0/LZAQCAZu4m04ClkzjJF9Fm0/SlqnGye1WuU4niCNRtirXF154IdRqNUZHR/HWW2/F2QP/5je/AQBcccUVGz7Xhz/8YQiFQrz66qtYWlqKWVAGAgH88Y9/hEgkwkc+8pH0fog0o0Su8xTJShmAtQkrG81juahcA/G+2sk4gGwWIpGIteTLJOgIdO4klKhZMZ266s2CONZMTEwgEomguroaWq02qa17Pj9ouoGM3PgIN18AS74S7mg0iunpaYyNjSEcDqOqqgo6nS6n8oakw284SW7JgGGYTVe8GYbB7OwsLBZLXklAMoFE0dVcpxK+4CGZTAa/349oNAqVSoWBgYFNO6WkikTpkHyJk0CsjjsTjZPbhVxHIpG0L8AJuc5W5VoqleJLX/oS7rvvPtxwww04cuQI6+rx0EMP4cyZM7jkkktiAmR++MMf4oc//CGuvPJK3H///ez9TU1N+PSnP40nn3wSBw4cwFNPPcXO/7fffjusViuuueaabKUzpowSuc5j0J3ffMi2BjoXlWvyemKxmNcBJF0kJpuyECB2wZCNZsXNgmEYLCwswGw2IxAIQKlUso2hW3lPdANZc3Mz+1pc0kdkJQS0RRoh3WVlZTkn3CSUyOv1Qi6Xo7+/H/X19Tl/X3zgW+wEKflCslhdWoI6QdokHxwOBwwGA5xOJ6RSKXbs2IHGxsa8PEeZglAojNvZoYOH7HY7lpaWYpq4SLw5cSqhtdzZJJy50nFvh5AcoDgq1wBw55134ujRo3j99dfR29uLiy++GJOTkzh+/Djq6urwxBNPxDyejJ10zwLB97//fbzxxht45plnoNfrsW/fPgwNDeHdd99Fb28vHnrooWx9rJRRItcFDLpync3XyzaZDwaDmJubYyuDFRUVaU/720iCki6QiYI7KeWiWTERVlZWYDKZ4HQ62RTLdGmG+UAHsBAwDBNT4aarfQSEcNOkO1HEeLrh8XhgMplgs9kgFArR09ODjo6OgquypfI9O3nyJDA2BpVKFbO7wLWno2UyRALS09OzbX3PuSDR1YuLi1hYWEA0GkVTUxPa29vh9/vjrBnpmHfaqSRttoybQDYI93aoXJPdgHR/RjJOZqtyDaw5nL300ku4//778atf/QqHDx9GdXU1rr32Wtx7770JQ2H4UFtbi8HBQRw8eBCHDx/G7373OzQ0NODGG2/E3XffndXPlSpKo1weI98q19m24iMD7YkTJxAMBjftALIZiEQidvDPJLGlz2GyITDZgtfrhcViYb2Yc6mHJVZnZWVlMYmHXq83rnmPL2KcJn3pDAEJh8MYGxvD1NQUGIZBY2Mjent7WevM7YD29nZ4pFI4nU5WXw7E2tNFIhEsLy8jEomgqqoKer0+ZvFUAuI8q/v6+tjQm4qKijitKdclhmvLSKesku9+Ni0x0904SeaZYq5cZzKdEcguuQbW3HLuuece3HPPPRs+9uDBgzh48GDCv1dXV+ORRx7BI488ksZ3mD2UyHUBI9uVa6FQuKVgl2RBHECI720kEknJAWQzoOUamRzMyXN7vV5WZ5frZsVQKITx8XGWMNbV1aG3t5fVzOULaMJNEg/5IsadTmdMxDiRopDqdiqEm9jGWSwWBINBlJeXQ6/XF0QFJd3o6uqC5H+JHzf8xuFwxG3zBgIBjI+P56zKmm8IBAIwmUxYWFhY17Oahkwmg0wmi/Hrp20Zyfnn2jImdInJcsQ7n457vcbJcDjMysIYhmEtP+nqdjGQblKdz5QsZDuOT/mCErkuYGS7cg2kJ5J8PdAOIGQCGBgYYPW5mQJNrjMx8ZMJhLzO6dOnY7ygN2PRlS5Eo1HMzs5idHQUoVAI5eXl0Gq1MTZv+Q6+iHGGYdhtdS7ppo/jSkpUKhXvhL26ugqj0chqhtOdHFjIIOE3arWajSwHgIaGBpSVlbFa+rSH3xQgGIbBzMwMLBZLUp7VGyGRLSPXEpPPJYYrKcl2/4JQKEzYOLmyssL2MSiVSrZHgJbQEeSDH/dWkKnKdS5kISXEokSu8xgbDXbZrlyT18wEueY6gLS0tECtVmN4eDjtr8WHTEleuJpq0uy2nhc0TbjJ1m66Jz7iDe7xeArCZ3gzIFpWhUIREwLi9/tjiDb5N5E2EO03vdAhpFAgEKCjo2OtaltMVVelEjMAklVDzgAop9IluYSxuroaer0+btejmMJvUoHT6cTIyAicTueWPKs3wnouMVw5Fd0wTDe70hr6bJLVaDQKi8XCWhB2d3ejo6MDAoGg4AJwkkWmos9zJQsp4T2UyHUBI1eV62RTE5NBMBjE6OgoK0mgHUCIL2y2XTzSgUTNilKpNKaxg7ZHIzdupSmdhNvtdsd4g5MJrNibzGjCTUgNSd3jVrdpHTGw9t2oqamBQqGAx+PJultDRiEQ4CkAyS4XQgD+7/9+71ZXV2EwGOByuSCTydZ1Skl7+E2BEG6uZ3VHRwe6u7uz+nujiTPt0EP6F+hrQMupiAyL1nGXl5dn5L0vLS3BYDAgEAigsrISfX19MRr9Ykic5EOmNddEw19C9lHcM2qBY6MJhAw42a5cezyeLT8P8U9ezwEkmw2U6SLXdLJiMs2K9MTX0tLCHku2dhMFgEil0hjCsRHhJosYEh3b1NQEjUazrRrxuKBT9+rr68EwDKxWK4xGI/x+PyQSCRQKBQKBQEyVlW7coyU9hUy4NzOCBAIBGMfHMT8/v6WQk62E3+R78BDDMFhcXITRaEQwGMw7X+9E/QvcxSbXpQQAK9WgSXeqkh6/3w+j0YilpSWIxWL09fWhpaVl3Wu5XuMkV8e9UeNkpgJwkkWmNNdEFpJNK74SYlEi1wUMgUAAiUSSE811qq4adJiE3+9f1wGEDpHJNNJBrrle1UBqDiB8nrhcwu10OuNS3wjh5upYp6amMD4+jnA4jMrKSmi12tKgy4Hb7YbRaITdbodYLI5rMuMjHfPz8zHNe6TKR5OOYtwROH78OKJiMWpqaqDT6dLa+Jp0+A1PAAtf8FAuKpRerxcjIyOw2+2QSCQFo9HnLjYJgsFg3A4DN+JdLpfH6bjXW+yTecBsNiMcDqO+vh46nS7lxf5GjZPcHUT6fSQKwMlG42QmK9cqlaoox59CQenMFzjEYnHWK9dAfGriRiAOIEajEW63GxKJZEMHkEKpXHPlH2ThkU4HkFQJN4FYLEZnZyfa2tq2dbWaC3rbHlhL+9RoNHEWZqRxr66ujr0vGAzGSUr4CDeX9BX6hCcWi9G3ezfq6uqyQhj5wm/oABY6ZpzPlpE+/5nUEUejUYyPj2NiYgLRaJRNji30Rk2pVMob8c6VlHAlPUTORl8DIq0aGRnB6uoqZDJZxvTnwPqNk9xCCLfKnY3GyUxorhmGgcPhgFqtzvsFXTGjsEf5IkcyPwyJRJITcr2ZVCmHw8FWBYVCIbq6upLyT85m5TqV18p1smIiwj0/P4/x8XH4fD72/nA4jImJCUxMTMRUuGlJyXYC1ylFrVZDr9dvKmpaKpWitrY2xh6Nr8rHdcqgt9VzbU0nVirReP75WDh2LKnHV551Fi58//tzvkCgg4doH3SuLSOfjnij8JtUsLy8DIPBAK/XG+dZXYwQi8WoqqqK+Yx8kh5uwzad3VBdXY2enp6sxbsT5Cpxkg+ZqlyXyHXuUSLXBQ6xWBxDorLxekBy1WQ+BxCNRpO09VS+Vq7zNVnR7/fDbDaz7hatra1sIh6X8HEr3DKZLIbwFTPhttvt7A6KTCZLaxw3X5UvFArFVbi52+oKhSJO0pMNwi0QCHDl888jTMVuA2tkY2ZmBuPj44hEIqipqUFvby8qamvzdsJez5aR+/1PFH6zWUkP17Nao9Ggo6MjbxrmsolEkh6v14v5+XnMzMzEjOV2u50tuHAj3tOx4NkMch3xnglZSE9PT1qfs4TNoUSu8xibqVxnOlmQIBlyzXUAqaurg1ar3XQzD6kA55PmOl266nSCVKUnJycRjUZRU1MDrVYb023PnfRoP1xCOvgIN5fwFTLh9vl8MJlMWFpaYndQurq6Mj6JSyQSXsK9kY6V9oIm1yATEgOBQAAJpZu22+0wGAzweDyQl5dDp9NlTQKSbvC5xADJaeiVSmVc4yRZ8HAtCGtra6HX61P2rC5WRCIRTE1NYXZ2FkKhED09Pejo6GATJxM59dALHvr8Z9tlBchs42QmKtcMw8DpdJYq1zlGiVwXOFLVQG/19fjIdTIOIJuBQCDIeGgNwUbkOh9JNTc1sKysDFqtNkamkAh8VSYu4eazRqMJN7nlu6Y0EolgfHycXXzU19dDq9XmlAjxWdMRHStNOLhe0HTEdbrPv9/vh8lkwuLiImvT2NnZWdAuKImQSEO/kaSHEHWPx4NAIJBxzXChgmEY1l4vGAyiqqoKfX19bPMr2WGgfei5hJtvwUN2eGjSnc3xZ73GSTI3bKZxMhQKpX3+8Pv98Pv9pab1HKNErgscpJISCoVyRq75HEAGBgbSstUuEolyWrnORrNiKrDb7TCZTHC5XJBIJOjr60Nzc/OWtqNTJdzEKSDfCDfDMFhYWIDZbEYgEIBKpYJOp8vbBEo+HWs4HI7bYUgUvpLqDkM0GsXU1BTGxsYQiURYr3klFRazHZBI0kOInsPhwPLycowMLxAIwGAwYG5urijDb1KB3++HwWCA1WqFWCxOyi2FdirhW/DQpJu7w0NL2gjpzrYXejKyEm7jpNvthtvtjikgpUPHXQqQyQ+UyHUeI5nBYTMa6HSAfr1UHEBSeb1cVK5z3ayYCB6PB2azGVarlfUY7uzszJg+NxHhpie8RIQ7UxXWZOB0OmEwGOBwONjvZUtLS8FpYcViMa8X9EbhK1wNfSLCt7y8DKPRCI/HA4VCwUpASliDRCJBVVUVgsEgVlZW2B25tra2mJ2GYgu/SQVEKmM2mxGJRNDQ0ACdTrclKVkipxI64p1P0iaRSOIkJdn2Qk9EuMlOGpFNdnd3s39Ph4675HGdHyiR6zwH3V3NB7pynQ0Qcu1yufDmm2+yDSnd3d0ZiYYWiURpTYRc73WAtYGbzxc1182KoVAIY2NjmJ6eBsMwaGhoQG9vb06kDYnCP7jR4okkDZnUEAcCAVgsFszNzUEgEKCtrQ09PT1FFVm+XvjKehp6OnhILpfDarXCZrPFaGGLUQKyFXi9XhgMBiwvL6/rWZ2MU0YhhN+kCrfbjeHhYTgcDsjlcuzcuTNjizS+BSdtS0rbMvJ5odOku6ysLKsLbpfLheHhYbjdbqhUKgwMDLC9MZFIZMPGSe7OKR/hJu44pcp1blEi1wWObFeuyetMTk4CWHMA6e3tzZh3croSITcCXbkmujkg97pq4towOjoao2PPt4EzGcK9noZ4q4SbK22orq6GTqeLaeosZiRyauDuMHAJt0AggFqtRjQahc1m2xYV1mSwWc/qYgi/SQWkCjsxMQGGYdDe3s46FGUTfLaktBc6veihvdC51ozklu5FZiQSwdjYGCYmJiAQCNhiFH2d6X8napykP1uixsmVlRUAJXKda5TIdZ4jXyrXtAMIsNZYsmfPnozH+RLNdSbdUEiVWiQSYWlpCW+88UYc4cs22SBR3GazGV6vF3K5HHq9Pm2WcdlAugj3RrZ0VqsVJpMJXq8XCoUCWq22YN0t0gmhUBhD+JaXlzEyMgKfz8dWsYPBIBwOBzshA+9tqdPff4VCsW3OZ7o8qwsl/CZV2O12jIyMwOv1QqVSob+/P6+kCIm80P1+f8y551ozAvHhT1vxol9ZWcHw8DC8Xi8qKirQ39+/4by5mcZJmiNEIhH89re/BYCYRVwJ2UeJXBc4SIUgU+Q6EolgYmKCjc8uLy+Hy+VCTU1Nxok1sPb5aPKbTnB11TqdDlarFU6nE3Nzc5ibmwMQW92oqKiAWq3O6Haiy+WCyWSC3W6HSCQqqi37VAk315aOEEOj0Yjl5WWIRCJoNBq0t7cXxXlKJ7gWhFwvZrrCSlf36MmZSBroCmuxEe5seFavF37DlVVlI/wmFYRCIZhMJszNzRWctzdtzUicSoBYa0Zy43OK4Yt4T4RwOAyLxYLp6WkIhUL09vZuuR9pvcZJk8mEL33pS3jjjTcgk8lKlescQ7BeVTQJbOngEjZGOBxe1y3D5XLhtddeg0ajgUajSdvrEgcQ4rRAKoINDQ04cuQIGhsbcdZZZ6Xt9RJhaGgI09PT+MAHPpA2fW4yzYpksKVvwWCQfQ5SXaLJXllZ2ZbIBq0XBhJHcW8H8NnSJZIHlZeXo6OjA7W1tUWlrd4qotEouzDerAUhIdxcwkdHQovFYl5JQ6ER7nz0rE4UfkOPQVsJv0n1PS0uLsJoNCIYDKK6uhp9fX1F6ypDO8WQa8Adg+g+Brpx1W63Y3h4GH6/H5WVlejv72dtCNONcDiMRx99FPfeey98Ph+uv/563H///aioqCi432KeIqWTWKpcFzjSXblOxgFEJBLlxJ1kq+R6M8mKXB9c4sPKJdx0dYnW/ZFbMmSD+INPTEyweuFUQneKCXy2dKFQCOPj45iZmUEkEoFQKGR1xe+++y6A2KTDXEeL5xI2mw0GgwE+nw9KpRJ6vX5TfvO0NKG5uRnAe5IGbvAHLSmhNcTk/G910ZlJOJ1OjIyMwOl0sp7V+SApylT4Tarw+XwwGAyw2WyQSCQYGBhAU1NTzs9TJsHnRU87JSVKu6VlGk1NTejs7MzIAoRhGBiNRhw4cADHjx9HV1cXHnvsMXzgAx8o6utSKCiR6wIHGTTTQXYdDgeMRuOGDiDZsscDNhdLvh62GgJD+7CSyY7W79E3Wj8pEoniCDfZTic+zMQfXKlUsiEwpcExFqurqzAYDHC5XJBKpdDpdGhubuaVlKwXLV7shNvn88FoNMJqtUIkEqVlK5qAljQQMAwDr9cbU93m+w3Qlb107PLker8ZAAAgAElEQVRsFfSWvUAgQEdHB7q7u7PeiLdZbCX8hrvLkEyxgmEYTE9Pw2KxIBKJoLGxETqdLi987HMBPlkb2eWZnZ3F3NxczFxFFj7p1tGHw2H84Ac/wL//+78jEAjghhtuwP3337+tCzL5hvweSUrYcAKiLeRShdfrZbWGwMYOINkk11t1Q8lksiKffo/oJ7mEm67uicViKJVK+P1+BINBiEQiaLVatLW1FYRuMZvw+/0wm81YWFjgJUGJgle41VUu4VYqlXGynnwnVuuB9EYQd4uGhgZotdqMufgQEGlCWVlZjIaYEO5ELg1cWRWpcGf6+89NDlSr1ejr6ytoUrJR+E2itE8SPpQo/IbYxjmdTsjlcuzatSup9NfthnA4jMnJSczPz0MsFrOBXrSOng4iIiCLVZp0q1SqdcchhmFgMBhw/fXX480330RPTw8ee+wxvO997ysVZPIMhTublABg7QcqkUhSkoXQDiAMw6Curi4pOYJYLM6K9zSQ+uIhV8mKAoGAjfZtbGxk3wshG2QLkaRoAe/ZWS0vL8eQvUwTo3wGkcoQvXBtbS20Wm1SukWxWBy3nUvIBk34+Ag3N/imEAi31WqF0WiEz+dDWVkZ9Hp9TlMoExFusuikFz1cWRVfhTtdhJv2rCYkqKWlpShJyXqShvXCh6RSKVQqFSKRCHtt2tvbodFoSo3CPFhcXGQXarW1tejr62PHbfIboOcBoqOnrwPpsSGgxyGLxYKdO3eioaEB4XAYDz/8MO677z4Eg0F8+ctfxje/+c1tYzdaaMj/mWObI9mUxs2QT64DCPFOTlaTmS3vafJaQPKyED5SDSCnyYoCgQBSqRRutxsLCwtgGAa1tbVoaWlBKBRiiYbdbo8JnSDNMvSt2JsbSWXRZDKxUhmdTrflihkf2aAJN7lxt9PJREdXWPOFcHu9XhiNRthstrRLQNKNRItOWlZFrgWXcJPqHrkGm91O5zZ2NjU1QavVbgtpQ8QVgUAmgFAqjJM0RINRhL1h+ATvVVhXVlbiLNzm5ubgdruLMvwmVZDY+6WlJUgkEuzYsWNDm9REOvpgMBhnDbiwsIDZ2Vl8+tOfRjAYRF1dHVQqFcbHx9HU1IQf/OAHuPLKK/Pyt17CGvJjlihhS0i2cs3nADIwMLBp72RC5jPpPU2QbOU6UbNiruPKo9EoZmdnMTo6ilAohPLycmi12hiS19LSwj6WTtnja5bJRsphruByuWA0GrGysgKxWJxxqUyhEm6y0zE5OYloNIrGxsaMBjllColkVbRLBn0jXsRca0yiX+WrrNJezPlQ1c8mIq4IjH9vgLhODM0veyGUUiElwSgsnzEjbA1D9wc9FPUKrK6uwuv1ssmmZWVl7HhUbOE3qYL0yRiNRoRCIdTX10Ov12854r22tjamgBAKhWC1WnHLLbfg1VdfZSVfwJqO++qrr0ZdXR327NmDiy66CHfeeedWP1oJaUaJXOc5kq1c+3y+hH8ngSQmkymhA8hmQFeTM00qkqlcZ1JXvRXYbDaYTCZ4PB5IpdKE0ckEfClj3Fhrp9MJq9Ua5wFdyA17RJ40MzMDYG2xodFocrJoSJVwl5WVxelX0/3bIL9jo9EIv98PlUoFnU5XVGSRr7rHdeqhgz+4hJu2Q5ufn8fi4mLBeTGnA4RYuwfXdhgtnzGzBJsQ69Vn13YI3rn8DFb/1YGQJISamhr09fXF2RAWU/hNqvD7/RgZGYHNZoNUKsWuXbtivLLTCbFYjJWVFRw5cgSnT5+GVqvFkSNHUFFRgbfeegunTp3C6dOn8corr8DtdpfIdR6iRK6LAKRyzVdJTtYBZDOgmwwzTa7Xq1znK6l2u90wmUxYXl6GUChEV1cXOjs7UzpXfLHKyThk5Lq6mgy40e6VlZXQ6XQxi4t8QCLCzSV7XEs0QrjT4UHs8XjYwJxsVPXzCXxOPQDiKtxEv0prWEUiEWpqaiASieB0OjMSbZ2XEIQgCiwCWNPjrj7rgOkTRrR8vRWz983A+aKLfag4uASRUAzdOtKGYgi/SRX0jm84HM64rCgUCuG73/0uHnjgAYTDYXzlK1/BPffcw/abnHPOOexjw+FwzM5mCfmD/JptS0gJfJVkrgNIa2srNBpNWraOt+rgkcpr0ZXrXDUrbgRSgZ2dnQXDMGhqakrbOafBZwdFh65sVF2lCV+uJrnl5WUYjUZ4PB7I5XL09fWhoaGhYHScEomE16GBPv98HsSbvQZEAjIxMcF+p3p7e4tee58MCOEmtnROpxNDQ0Nwu90QiUQoKytDIBCIc8lI56InXyFUSNB1iwPj9/vhMK7JDZwvuuB8cSTmcWqdDbVfsEJ7yT9AusnQHFpHn0jWwxcvnu3wm63A5/NheHgYdrsdMpkMO3bsiLFBTCcYhsG7776LL37xi3jrrbeg1+vx+OOP44ILLkg4LorFYraHoYT8Qv59m0uIQbKyEGBtco9Goyk5gGwG2STXdOWaJtUA2P/mg656amqKbRCtrKyEVquNqTZnGolCV7iEmyZ7ZJLjkr1MVkPJos9qtbI7KZ2dnQVVyUoEPsJNexDzXQOAn3ALhcKYxk6VSgW9Xh9zfUtYQzgcZsc8gUCA9vZ29PT0sOMUaRjbaJeBaw2Yj2QvWQhEIkiu+ns0GX4N/A4swaah1tlQ//fLqLz2MxCk6feXb+E3qYLr703saTP1foLBIL7zne/gwQcfRCQSwW233Ya77767aNMvtwMKd/TYRqATn/hAfvDj4+OYnZ1FJBKBWq3OmB4zF5XrcDiMaDSaV82KxNnCbDbD5/NBoVCgv78f9fX1eVGB5ZMz8JE9eiud2yyWijsDH8LhMNuExzAMGhoa0Nvbm9OI6WyAz4M4GcItEonYFMr29nZ0d3cXlI4+GyC/P6PRiEAgkNCzmq9hjHsNXC5XwsbVfCB7qWDl9w6Mfrsb7VeO8JLryp2LsDzUh55dDlRflVndfrbDb7YCj8eD4eFhrK6uQi6XY/fu3ZtKN90MGIbBmTNn8MUvfhFnzpxBX18fDh06hPPOOy8v5pASUodgPdKWBLZ0cAnJIRgMJiTXDMPg7bffZgckhUIBrVa7aQeQzWB+fh5vv/02zjrrrIxvSUWjURw5cgQqlQodHR1swmGuibXD4YDJZMLq6irEYjG6urrQ1tZWkBVYvlj3YDDI/p3YodGEO1n/YYZhMD8/D7PZjGAwWJRNeOlAMBjEysoKpqamYprECOhdBppsFOL3LR3gelb39vZu2bOayHpo0s1tFKebh8l1yFfCPfT+IXgGPYCAARie8/K/96vOVaH/xf7sv0Ee8IXfcG1fNwq/SRVkB3J0dBTRaBRtbW3QaDQZ28EIBAL49re/jW9/+9tgGAa33XYb7rrrrqIvOBQgUvpilch1AYDIPWhwHUCANV11f39/xpucrFYrTp48iR07dqC1tTUjr0Frqo8fPw6X670GHIlEEuf/nC0bMr/fD4vFwlYZW1tb0dPTUzR2eEC8OwO50XaPxBlArVaz14DrfUuaaR0OByQSCXp6etDa2lqqyHDAMAwWFxdhMpkQCARQXl4OvV4PpVIZJ2fw+/3scXyynkJrFtsssu1ZzRc+5PV6Yx5DV1fzxR4zMBPA27q3sTZFr/d7W/v7buNuyFrzU8fPF37j8XhiCk5SqTSuwi2Xy5Mea9xuN4aGhuB0OqFUKtHf358xCRYpiH3hC1/Au+++i/7+fjzxxBM455xzSmNjfqJErosVXHK9urrK+gELhULU19djYWEBO3fuZD2TM4mVlRUcP34cer0enZ2daX3uRCEw3Ehxl8sVc05INYO+pXOCC4fDmJiYYL2Fa2pqoNVqt006Fjfwg9xoaZBIJGKr2h6Ph418b2trQ09PT95W+HIJt9vNuvmIxWJoNJp1FyC0fpjc6LTUYibc+eJZzW0edrlccdVV4kdPk+5sEW6GYTDx3ASsVy+B5gVqnQ0dnxjB5DN9HJkIg75X+lG+r3Ai4IlFKU263W53zJwgFovjKtzcAkA0GsX4+DjGx8fBMAw6OzvR3d2dsd9LIBDAAw88gO9+97tgGAa33347/u3f/q3gPOq3GUrkulhByHUiBxCv14vBwcGMkF0+uFwuvPbaa9BoNNBoNGl5zs02K/IFrrjd7phqBtf/OZU4a4ZhMDc3B4vFgmAwiLKyMmi12i0nBhYD6EhrkqzndDpjJjhiJcjdZdjuFZpwOIyxsTG28Xgr3t7FTrgDgQDMZjPm5+fZJth886wmhJsm3XyEm1tdTbfri9frXVuAvLmIivsVCNjW7NvUOhuqdi1i6rAe7R83YOVMA0uwZbUeaP6rD2XnFLbrRDQahcfjiWuc5I5H5NyLxWLMz8/D5/OhrKwMAwMDGWtCZxgGp0+fxhe+8AUMDw9jx44dOHToEPbv37/tx8ICQEoXqNTQWAAIBoMwmUyYnp7mdQAh2/XZaDAE0tvQmGqyYqLAlY38n2mSoVar1yUZdrsdJpMJLpeLDd5paWnJq0k9lyBWXAqFAiKRCEtLS4hGo5DJZGhoaADDMGzQBJ3uxifrSYdmshBAEt5MJhOCwSAqKiqg1+u3NKnzNezxha4kalylCV8+fbe5/sK1tbXQ6XR56aDA59bDJ2ew2WywWq3sY2QyWZykJJUqJlcv3D1QjqqPDmP+xW6IlSFU7VrE5G/7wESEmPxtHzquWrPkC3slaPrAGBTNvVs/CTkGHWJDwBd+QxInCQQCAUQiUUzMezrDb/x+P771rW/hoYcegkAgwNe//nXceeedpWp1kaNUuS4ADA4OYn5+PqEDiM/nwyuvvIKOjg709fVl/P2EQiG88MILaG1txY4dO1J+Hq78IxN+1eFwOK6qRzcpcd0xCMkZHR2F1WqFQCBAR0cHOjs7S7IGHtCBOSKRCF1dXXFVRTLBrSfrkUqlvIS7mOB2u2EwGLCysgKJRAKNRrPlJrzNgKujd7lccRVubqx4rgi3y+XCyMgIHA4HZDIZdDpd3rjwbAXcxFUiZ+Dqh7mSkvUWnw6HA8PDw3C73VAqlejr60OVWIylL/8GYkUEEb+YJdYEAlEUHVeNQCQPI+wTof4HV0OQZ+FNmcDq6iqGhobg9Xohl8tRXV3N+nLTPSXpCL9hGAYnT57E9ddfj+HhYezatQuHDh3C3r17C/57vM1QkoUUK1ZXV+FwOBKGbITDYRw9ehQtLS3YuXNnxt8PwzD485//jMbGRpx11lkpHZ/LZEXuNrrD4YhxxyBQKBRoa2tDbW1tnFZvuyMUCmFsbIzdTdlsYA7ZwiVSEj5ZT6Z19NkC91zlMt6di42cYjJlzZgIXM9qotcvZM/pjcDVD/P9FuiGPdqHm0iLBAIBOjs70dXVxRLA0C9/ibknpVh6rT2GWBMIRFHUXziF5n8KQvKZz2Tt8+YCkUgEFouFPVc9PT0xRYBE4Tfc30Ky4Td+vx/33XcfHn74YQiFQtxxxx3413/916IrGGwTlMh1sSISiawrwSBkt6GhAWeffXZW3tPzzz+Pqqoq7Nu3L+lj8jVZkTS1TE5OIhKJsJMTnQpJmvVIdXu7aofJVr3FYkEoFEqLrIEgGo3GyXq4rgCkUYy+5euOAteGMJ3nKpPgxopng3An61m9XcDtKSF6br75WiaTob29HQ0NDTFj0vxX/oLapuNYGarF4mtt8M29V5lWNjtRf+E0qgZssM2fi6aH/iZrny3bsNvtGB4ehs/ng1qtRn9/f9KN6HT4DZ9jD7Dmh/6jH/0IGo0Ge/fuhUKhwNe+9jUYDAacddZZOHToEM4+++xtN1cUEUqa6+0KgUAAiUQSs62VaYjF4qQ114kcQHLtVc0wDGw2G0wmE7xeL2QyGfr6+ljvbr5mPeKAAcRqhwnhLubKxMrKCoxGI1wuF6RSKQYGBtDU1JS2aygUCqFWq2PIJ5+OnhtnnY7G1XTD5XLBYDBgdXUVEokE/f39aG5uLogJlhsrDoB1iqGvxezsLBtrLRAI2EreZgk317O6r68vq3KZfARfT0k0GsXKygosFgucTieAtfNOGj7NZjPrkFFRUQHvSTUilW1ouGgaau0y5o52IRoWQSiOoPmycQglDBb/2gaXrw5NufqgGUQ4HIbZbMbMzAyEQiG0Wi3a29s39b1KJvxmamoKhw8fjju2r68PV155JZaWlmC1WmMSK0sofpQq1wWAaDS6IXF+5ZVXIJFIcMEFF2TlPb366qsQCAS46KKLEj4m1WbFbMDlcsFkMsFut0MkEqGzsxMdHR3rauqS0Q4TKQPtkJGvldVk4fP5YDabsbi4yGrQu7q6ckZguVZofN7DfJHi2XDHCIVCGB0dxfT0NID3HH0K/TvABdcLPdE2Or2FrlarY8KHsu1ZXcggrkUmkwnhcBh1dXXQ6/WQSqUxDXv0mKQdmYb//9VDAAHqL5hGWet7WQGe6XIsHWsDhED7bULIP3l5Dj9d+mGz2TAyMgK/34+qqir09/dnrBGWYRgcPXoU3/zmN9ndBqlUiomJiZi5Ye/evThx4kRG3kMJGUWpcr2dkYvKNd0MxUU2mhVTQSAQgMViYV0TmpubodFokqo4k+1wlUqF5uZmAPHbtw6HI84RgK6sqtXqhDq9fEMkEsHExAQ7SRCXmly7NfA5M9BhH4kixfmkDOki3FwJiFqthl6vj6k8FhMEAgFb4SYVuUThQ6TKCryX9imTydheB9KEV0rt5IfH48HIyAhWVlYglUqxa9eumOZOsmNAj0lerxfC2VmIPzmC6T9qYXp8DyQVfoiVYYS9YoScctTsmUfbFSaEvfXweDxF0VcSCoVgNBoxPz8PkUiU8V0Qr9eLe+65B48++ijEYjHuvPNOfPWrX2UXPWfOnMGpU6dw6tSpbZOJUMIaSpXrAgDDMLwNdzQGBwfhcrlw6aWXZuU9vfnmm3A4HLjsssti7s91s2IiRCIRTE5OYmJiApFIBFVVVdDpdBnRdHKlDA6HI2FllVS488l3mCQGms1m+P1+lJWVQafToaamJtdvbVMgcdb0jZtwmA7tsNPphMFgYJMotVptWuUyhQwu4SbN2XRFjxBu+jrQFe7timg0isnJSYyNjSEajaKlpQW9vb1J74Iwfj8iR47A+FUFPFPxOv+y9lVUfmUSptZWhMXiGA9o8t+ysrKC+R4vLS1hZGQEwWAQNTU16Ovry1iUOMMwOHbsGA4cOACz2Yy9e/fi0KFD2LVrV8GcrxKSRqlyvZ1BKtekQpxpEM01eb18bVYkvsIWiwV+vx9KpRK9vb2oq6vL2PsSiUSorKxEZWUlex9dWSX6bbqyShM9QrhzQTBorbBYLIZOp0Nra2tBEh2JRIKampqYRQFf4AqfdjgZohcKhWCxWDAzMwOglETJB1LhlslkrFY1Go2isrISjY2NcZVuAuJZzCV6hfg9TAWrq6sYGRmB2+1GWVnZmr3eJuO4BXI5Ivv/Fp7pt9j7VB2rcE+ujUueaTVaPnA19MpYlwzaA5q+DuRa5Nt1CAaDMBgMWFxchFgsTnsvCBcej4etVkulUtx333247bbbSnKmEmJQItcFgGQGCSIziEQiWZEc0EEyIpEo75oVgfdi4p1OZ86JokQiQXV1dczWNyF6tB0dTfTIxEbrtzO1dRsMBmGxWNjXzie7uHSCL3CFdsegrwUBH8FwOBysY0plZSX0ev22dbbYCFzP6v7+/jjPamKFxm2adDgc7GMKgehtFeFwGBaLBdPT0xAIBOju7kZXV1fKnzHqWtshEClC6Pi4AWqdHQ5jDSYP6xDxiyGLyFHZVIWmprWWRm7qKv27IKDDWnK500B22AwGA0KhEOrq6tDX15expnKGYfDaa6/hwIEDGB0dxf79+3Ho0CHs2LEj53NdCfmHErkuEhCyGwqFskKuiYQhGAxCKpXmFanmNuC1t7eju7s77yqKXKLH3UInRI+e2Gg3gHTEiUejUczMzGB0dBThcHhbEkWuOwZN9Lh+6DQEAgFqamrQ1NQEoVCYtV2jQgHxrCb+3u3t7Qk9qwUCARQKBRQKBRoaGgDwXweXy7Uu4SYL0EIk3EtLSzAYDAgEAqisrERfX9+Wdbry5gj015+ApDwIsSIMQVsb1JhG/42DCLmkkDcPxDyepK4qlUrWNYkQbm7TJPc68IWuZOo6+P1+GAwGWK1WSCQS7Ny5M2EORDrg8Xhw8OBB/PjHP4ZUKsX999+PW2+9Ne/mlBLyByVyXSAg0otEID/ybESgMwzDTpDDw8OsfZparc6pbjgcDmN8fBxTU1NsA15vby/Kyspy9p42g0RNYqSSRJNtvjhxusKdTPVmeXkZRqMRHo8HcrkcfX19GZ2gCgV8RC8QCMBoNGJxcRHAmitMOBzG8vIylpeXAaR/4VOo4POsTqW5M1nCvVGFO9+1w4FAAAaDAUtLSxCLxdDr9WhtbU3P+w0Goaj3AgoFRJf/PYQ9PYhaLMBzz0Gs8AIb9PIAsYSb7zpwG4np49Kd+Ml1TWlsbIROp8vYDhvDMPjrX/+K66+/HuPj4zj33HPx+OOPY2BgIG+/TyXkB0oNjQWCYDC4LrmemJiAwWDAOeeck7Gue1pT7XA4WE0gDaVSGUPysmGBFo1GMTc3x27Tq1Qq3pj4YgFtCUgINzdgQiaTxVwH2hLQ6/XCZDLBarVCKBSis7MTnZ2dedNQmU/ghubQlX2GYeD1euMqq3T4EO2FnkyUdaHD5/PBYDDAZrNBLBajt7c3457ViQg3XWggvtFcKUOu+0FmZ2dhNpsRDodRX18PnU6XdMpp0q9jswEqFQTU8zJ+P+B2Q0DJo7b8OknaM6pUqjg/9GTGHp/Ph5GRESwvL0MqlaKvry+j3tFutxt33XUXfvrTn0Imk+Huu+/GV77ylZw7PZ08eRLPP/88BgcHMTg4yEr5NuJyoVAIjz76KH71q1/BYDAgGo2iubkZF110Ee699160tLTEHTM0NISDBw/i5Zdfhtvthkajwec//3nceOONCRdJKysrOHjwIA4fPoyFhQU0NjbiyiuvxMGDB2P6kAoIpYTGYkYoFIrpsOdidnYW77zzDvbs2ZP2AWe9ZsVoNBonY/D5fOyxfI16KpUqbZMaXX2VSqXQaDQFE9aRThBLQFozzE03VCgUEAqF8Hg8AID6+npotdqMddQXOhwOBwwGA+tbq9Vq0djYuO53KxkvdKlUyku4CxlcZ4umpib09vbm7HPxSRm4hDuX7hgejwfDw8NYXV2FTCaDXq8vypARQrg3Svwk7kn09SCEm2EYzMzMwGw2IxKJoLm5GVqtNmOSDIZh8Je//AUHDhzAxMQEzj//fDz++OPo6+vLi3nl4x//OH7/+9/H3b8el7Pb7fjQhz6EkydPoqmpCeeddx4AwGKx4J133sGrr74al1lx7NgxXHrppfD5fDjnnHPQ2dmJv/zlL1hYWMAnP/lJ/PrXv447HzabDeeffz4sFgu6u7uxb98+DA0NYWhoCFqtFseOHSvEoleJXBczNiLXS0tLOHXqFHbu3Mm7Ak0FqSYr0o4MhOzRgymZ1OjKqkKh2NTA5Xa7YTKZsLy8DKFQiI6ODnR2dua8qpBPIJaADocDi4uLcZphIN77eavbtsUAurmT1uyn+t2KRqO8hJu708Al3IXSTGq322EwGFiv5Hz1rE7UrJeIcGeiiTgajWJ8fBzj4+NgGAZtbW3QaDTbbtziq3BzcxNUKhUUCgXcbjd8Ph9kMhkGBgYyagnqcrnwjW98A4899hgUCgXuvfde3HTTTXl1fR544AF4PB7s378f+/fvR2dnJwKBQEJyzTAMLr30Urz00ku46667cOedd8Z8nrGxMVRUVMQ0eYdCIeh0OoyPj+Ohhx7CLbfcAmBt3v3Qhz6EY8eO4T/+4z9w7bXXxrzWZz7zGTz55JO46qqr8Otf/5p9nRtvvBE/+MEPcM011+DnP/95ek9I5lEi18WMcDgcs93Mhd1ux+DgIPR6PTo7O7f0WulOViTVC7qqyp3UktUNB4NBjI6OYnZ2FgzDoLGxEb29vWnfSi0W0NVXiUSCrq4uqFSqDb2f6etQbI4MiUAqZBaLBeFwGFVVVdDr9RkJf+CGDzmdTrjd7pgJUi6XxxHufGqgCgaDMJlMmJ+fh1AoRFdXFzo7Owvqu8Il3ITsZYJwr66uYnh4GB6PB2VlZejv7y/UbfKMgGuTubKyEtdDxFfhTgfxZRgGL7/8Mg4cOICpqSlceOGFePzxx6HT6fKiWr0e5HL5uuT66aefxqc+9Sl88pOfxNNPP53Uc5Jjdu/ejbfeeivmb6dOncLevXuxY8cOvPPOO+z98/PzaG1thVgsxtTUFKvPB9YWU21tbbDb7Zibmyu0XZqSz/V2RroaGjORrEg36tENMV6vN4Zw2+12tjkMeI9ckFRDh8OByclJ1tVCq9VCrY4PRyhhbTAzm82Yn5/ndUzhej9zFz7Euxl4T6+aqWpePmB1dRUGgwEulwsymSzjzZ30OSWIRCJxhHtpaQlLS0vsY+i0T3LLdlWNqxWuqamBXq/PeXJnKkjkjuH1euPcMWj/580QbtoPXSAQoKenp+AWIdkAcU+Sy+Ww2WwIh8OQy+Voa2sDwzDsdeAmryqVyjjCvZlFqNPpxJ133olDhw5BqVTioYcewo033lg0PSiPPfYYAODLX/5y0sc8++yzAICrr7467m979uxBd3c33n33XUxMTLDFvOeeew7RaBQXX3xxDLEG1nbmrrjiCjzxxBP405/+FFfxLkaUyHWRgLbiSwWJdNWZstYjOruysrK4KHHaFYNLLgQCAaqqqtiVbzQaLU1SFCKRCKampjA+Po5IJIKamhpotdp1q69SqRR1dXUxVnR8Ow00uSgWZ4xgMAiz2Yy5uTkIBAJ0dnaiq6srJ9vAIpGIdd0h4KZ9Op1OLC4usq4lwHvkgr5lihgk41ld6KDHJi7h5rpjcH8TXLgGAC4AACAASURBVA232+1mXVMqKyvR399fMO5F2UY0GsXExATGxsbAMAw6OjrQ09MT912mk1fJtVhYWMDCwgL7GO4ilI9wMwyDF198ETfccAOmp6dx8cUX47HHHoNWqy2a73MoFMJf//pXiMVinHPOOThz5gz+67/+C0tLS2hpacHHPvYx7N69O+64t99+G8AakebDnj17MDY2hjNnzrDkOpljnnjiCZw5cyYNnyz/USLXBYKNfuypVq6zTarXA7ea53A4YDQa4XA4IBQKoVQqEQ6HsbKygpWVFQCxiXp0smGxDI7JgmEYWK1WmEwm+Hw+KBQK6HQ61NbWbvpcrLfTwCXbtCUgt1FPrVbnrW6Y6+9dXV0NvV6fd8SHL+0zHA7HOWNwyQXZPqebiLdCuMPhMMbGxjA1NbWhZ3UxgibcdOAK9zdB5AzcY6urq9kiQskPPR4ulwtDQ0NwuVwbSmb4klfpBFxCurmL0MHBQRw7dgy7d+/Gjh078NJLL+HJJ59EWVkZHn74Ydxwww1FU60mGBsbg9/vR0NDA773ve/h61//ekzv1sGDB3HTTTfhe9/7XsxxU1NTAIDW1lbe5yX3T05ObumYYsb2GBm3AcigkCy5TrVZMRvw+/2wWCzs1l9rayt6enpYosaVMZB/EymDSCSKIXiFWlVNFqQ6ZrfbIRKJ0Nvbi/b29rRW9PnIRTQajZP2LC8vw2azscflo254ZWUFBoMBbrcbcrm84KqvYrE4Lu2TruaRG719zvUcTjbkgyzaSLhJRUUF+vr6Nu1ZXYxI9JsYGxvDxMQEGIaBRCJBNBqF3W5nF6J0hTvVhu5iAX2+AKCrqwvd3d2bHrv4EnDJIpSQ7snJSbz88st46aWX2MfIZDJceOGFcLvdOHr0KPbs2cPu4BUDyEJveXkZd9xxBw4cOIBbb70VarUav//97/HlL38Z3//+96HRaHDDDTewxxGL3URSL1KEcLlcWzqmmFEi1wWCjQZegUAAiUSyoSyEkOhoNJqWZsV0IhwOY3JyEhMTE4hGowklDXwyBuJzSxM9uoJEV1UJ4c7XqmqyCIVCGB0dxczMDBiGQXNzMzQaTdbsz0gqm0qlYh1qotFonIyBK+3JpoyBBleH3tXVha6urqKoVvFV87gNYk6nE7Ozs6wvLr3rw9e8yvWsTmu4SRHC7XZjeHgYDocDcrkcer0edXV1SVW4icyKvh7FTrgdDgeGhobg8XigUqkwMDCQ1kUbdxH64IMPQigU4tVXX0V5eTnkcjm8Xi+OHj2KI0eOsMc9/PDDuPHGG9P2PnIJUqUOh8O4/PLL8eijj7J/++d//mf4/X7ccMMNuP/++2PIdQlbR4lcFxHEYvG6lWu6Uk1+dFttVkwHGIbB/Pw8zGYzgsEgysrKoNVqY6yB1kOiJDdu0Aq3qkrr8kjTZCFscxNXi9HRUYRCIajVauh0urxo7hQKhby64Y1kDJm0BIxGo5iensbY2BjbgKfT6fJOApJukAYx+ndEW6DRNwKyYBIIBHA6nawjj1arLXgv7kwhEolgfHycrVZz7fUSSUrI+EQWo1yZFbevoby8vCgIdyQSwejoKCYnJ7PS4MkwDP785z/jxhtvxOzsLN7//vfjZz/7GTQaDYA1z/G3334bJ0+exKlTp7B///6MvI9cgC5Mfe5zn4v7+7XXXosbbriBDcoi50SlUmFlZQVer5f3eUlWQnl5edxrbeaYYkb+M4kSAGxcuQaQsHJNZB/Eyi8dDiDpgt1uh8lkgsvlgkQigV6vR0tLy5YHWrINrlKpYhomyURGCDdXl0eTPLVandTWeTZht9thNBrhdrshk8mwY8eODYNNcg2RSISqqipUVVWx9/HJGObm5jA3NweAv6qaSvgQfb7kcjkGBgZQV1eX1+crk5DJZLzNq7SshybbAGC1WuH3+4vaLSZVrKysYHh4GF6vFyqVCv39/UktcunxiYAbQEQcStYj3IUmeVtZWcHQ0BB8Ph8qKiowMDCQEatL+vW+9rWv4Ze//CXKy8vxwx/+ENdff33MmF5WVoYLLrgAF1xwQcbeR67Q0dHB/pvPolepVKK+vp7dXSTkur29HSsrK5iZmcGuXbvijiMSTPr529vbY/6WzDHFjBK5LiKIxeKYdMR81lV7PB6YzWZYrVYIBAJ0dHSgq6sro3pcuqra1tYG4D1dHi0noUmeUCiMIXlqtTonxMLn88FsNmNxcZGVNBRyaA6fjIFbVSXXhGAzloB+vx9msxkLCwusB3OxSEDSCdK8KhQKYbVa4XQ6IRAI0NbWxrpdbOSMsV1kDDRCoRDMZjNmZ2chFAqh0WjQ0dGxpYU4X0GAL/GTS7glEknctcg3wh0Oh2GxWDA9PQ2hUIje3l50dHRk7D0yDIP/+Z//wU033YS5uTlceumleOyxx9DV1ZWR18tXqNVqdHV1YXx8PK7RFlgrOJHfNb3I2b17N95++22cOnUKH/nIR+KOO3XqFADEEG/iOkL+lswxxYxSiEyBgGGYmJRDPpw+fRqLi4v40Ic+BAB5SapDoRDGxsYwPT0NhmFQX1+P3t7evPLIJSSPJtz0jgC3eqRWqyGTyTJybiORCCYmJlgdel1dHbRabV6dr0yB1tInCh/i2zpfXFxkrQhra2uh0+m2xflKBcl6VvPphl0uV0ywVaFXVZMBwzBYWlqCwWBAMBjMicsMaSTmXgvWBYJhIBOJUF5RgXKViiXevGOURJLx67O8vIzh4WH4/f6s2BHa7XZ87Wtfw5NPPony8nI88MAD+MIXvpBXO5DpxEYhMjfffDMefvhh3HHHHfjmN78Z87fXX38dF154IRQKBVZWVljp13ohMqdPn8aePXvWDZGZnp6OCYrZjiEyJXJdQODGw3LxzjvvsJoyoVAYQ6qB5KQlmQKxPhsbG0MoFEJFRQW0Wm2MVCBfQae40YSbtjSSSqVsoyT571aq8AzDYHFxESaTCYFAAGVlZdDpdBmN/i0EJGoOo68FsPadr6+vR2NjY15bAuYStGe1VCqFXq/flGsKX1U1huThveRVLuEuRPj9foyMjMBms0EikUCr1aKpqSkvFg/RaBQejwcupxOq//kfKHiqlLxobob4//yfjHyGUCgEk8mEubk51sUokw2xDMPg2Wefxc0334z5+Xl88IMfxM9+9rMtJxbnOzYi1xMTE9DpdJDJZDhy5AjOO+88AIDNZsNHPvIRvPnmmzhw4EBMs2Oi+HOPx4MPfvCDG8aff+ITn8BTTz3F7qzedNNNeOSRR0rx55tAiVxnEcFgMOEPiGEYjIyMsLGjRP5QXl6e061whmFgs9lgMpng9Xohk8nQ29ub9zrhjUAmM5pwc+OrFQpFDOFO9lo4nU4YjUasrq5CLBajp6cHra2tRVt52Sp8Ph+Gh4fZrXKpVIpQKJQwSpxci1xbAuYKmfSspn8XNOGmr0Uh+aEDa2PY9PQ0LBYLIpEIGhsbodPp8vI9RwMBRB55ZFPHvHPJJaiormZ3ftKx20Cq+4FAANXV1ejv74dCodjSc64Hm82Gr371q3jqqaegVqvx4IMP4rrrrivKMfPZZ5/Fvffey/7/4OAgGIbBueeey973jW98Ax/96EfZ/3/iiSdw3XXXQSwW4/zzz4darcbrr7+O5eVl7NmzB6+88kqc9v3111/HZZddBp/Ph3PPPRcdHR149dVXMT8/j6uvvhpPP/103PfEZrPhvPPOw+joKHp6erBv3z4MDQ3h3XffRW9vL954440Yu8QCQYlcFzv4yDXdrGi32zEyMgK/38/+nWiGaZKXLW2ky+WCyWSC3W5nda8dHR1Fq3vlpuk5HI6YzmniGkBfC9r6LBgMwmKxsFZpXH/vEmIRjUYxNTWFsbExRCIR1NXVQafTQaFQ8FoCEh9WAmIJSK5HrheimQbxrDYajWyDYjY8q0nyKvdaJFr85IsfOhBb3ZfL5ejr60vaxSgXCK/6wTz2g00d81f9boTl780HfLsNycregsEgjEYjFhYWIBaLodVq0dzcnNFq9X//93/jpptuwuLiIv72b/8WP/3pT/Omae7kyZN4/vnnMTg4iMHBQXZs3wzvuuyyy/DCCy8AAKanp3H06FFe5w8aUqkUu3fvxpe+9CV89rOfBQC8/PLL+Na3voXjx4/D5/Ohu7sbl19+ORYXF/Hiiy/Cbrejvb0dn/70p3HHHXdALpdjaGgId911F15++WV4PB709PTg85//PG666aaECxe73Y6DBw/i8OHDWFxcRENDA6688krcfffdCYOB8hwlcl3sCIVC7Jbres2KoVAIDocjJkac1qmSwZMmeekkcIFAAKOjo+xA0tzcjJ6enoLdDt4KaFcMcj1oeQ9Z/BDrs2g0isrKSuj1+m1jWZQKlpeXYTAY4PV62TTKjcIfwuFw3OKHbgAmi598dotJFVzPao1Gk1PP6kgkwku4aSQTYZ3J9zc2NobJyUm2uq/RaPJ+8ZUKucbnb4BfEom7FlzZG7dpkibcRMZmMBgQCoVQW1uLvr6+jI75VqsVt99+O55++mmo1Wp897vfxec+97m8+r1+/OMfx+9///u4+5PlXT//+c/xuc99DgKBgN1B4UtAfOaZZ/CpT30K0WgUf/M3f4Pa2lq88MILWF1dxa233orvfOc7ccdYLBacf/75sNls2LFjB/r7+3HixAmMjY3hwgsvxAsvvFCy31xDiVwXO0KhECKRSByxBtZvViSaYZpwc7WRcrk8TjO82YkkEolgamqKbSarqqqCVqstpblxQDfp2Wy2uMQq0hhGX4/SILcGn88Hk8mEpaWltOyGcC0BHQ5HzOKHtgQk16OsrKxgJE3RaBSTk5MYGxtDNBrNa89q7s6P0+lkvXEJuAFEmfCmt9vtGB4ehs/nQ3l5Ofr7+wtmDEuFXAv+75chrowlwZuR9yiVSnZuIWFDmZT9MQyDP/zhD7j55puxtLSEyy+/HD/5yU9YK7h8wgMPPACPx4P9+/dj//796OzsXFcfTcNqtUKv12Pfvn0wGo2YnJzkJdd2ux1dXV1wOp145plncNVVVwEAFhcXcdFFF8FiseCll17C+973vpjjLrroIrz22mu48cYb8fDDDwNYK0D8wz/8A373u9/hrrvuwsGDB9NyHgocJXJdzAiFQqyOlFupBjbfrEi2aunqNj2R8UkYEvkMMwyDhYUFWCwW+P1+KJVK9Pb2bms/4Y3g8XhgMplgs9kgEAjQ2tqK8vJy9ppwFz8ymSyG4OXLtnm2wCWJ9fX10Gq1GdFx0paA5PdBu8WIRKI4wp2PNnQrKysYGRmBx+OBUqmEXq8vuIbYjXYbAMTsNmxF3hMMBmE2mzE3NwehUIienh60t7fnVSV0I6SLXPOBK+9xuVxxhFsikcSMUUTDnS4sLS3hX/7lX/Cb3/wGVVVVeOihh/DZz362YK7RRs2HNP7pn/4Jv/3tb/Huu+/i0ksvTUiuH3zwQXz1q1/Fxz72MRw+fDjmb7/73e9w1VVX4e/+7u/wxz/+kb1/cHAQ5557Lurr6zE1NRWz2F5cXERbWxtUKhWWlpYK1u41jUhpYN/2Z61Q8Kc//QnXXHMNzj77bOzZswf79u3D/v37U+5Wpz2DCUKhEFwuVwzhpuOSCakgzZIVFRWsnzCpWmi1WrS1tRXMYJdtcJvJGhsb0dvbGzcBkcoRfS1sNhusViv7GKVSGTeR5fu2dSqw2WwwGo3wer1QKpXQ6XQZ1b3yBa3Quw1k8cP1feYufjJlz7gR+EhiJhPwMgmxWJxUANH8/Dzm5+cBxMt7Nkr8JMUBo9GIUCiE6upq9PX1lewbOaDnDL/fj+HhYTAMA7FYzCbj8iXhchtYyW9jM2AYBocPH8Ytt9wCq9WKj370o/jJT37CK5EoBjz33HP41a9+hXvvvRc9PT3rPvbZZ58FAFx99dVxf/voRz8KuVyOo0ePwu/3s/MMOeaKK66IuxYNDQ24+OKL8eKLL+Kvf/1rXMW7hORQItcFAqlUih07duD48eN4+eWX2ftbW1uxd+9e7N27F/v27cPZZ5/Nang3C4lEgurq6phuXkIqaJJHkwqCiooKdHR0oKampiAn8UyDYRjMzc3BYrEgGAyivLwcOp0uoRUh0WLTumuybU5fCy6pIAmThOSlkmqYL/D5fDAajbBarWkL6kgFAoEACoUCCoWCJRFcS0Dyu6DDPWhSQa5HJptTyXfMbDYjFAol9KwudPAFEAWDwQ0TP7npq2VlZQgEAhgZGcHy8jIkEklBJJ7mEsQX3WQyIRKJoKmpCTqdLmYXja+BdSuEe3FxEbfddht++9vforq6Gv/5n/+Jz3zmM0U7z3g8Hlx//fXQ6/W4/fbbN3z822+/DQDYs2dP3N8Ibzhx4gRMJhMb4LLeMeT+F198EWfOnCmR6xRRItcFgssvvxwf/vCHEQqF8M477+D48eN48803MTg4iD/84Q9s04RQKGR1WqS63dfXB7FYnNKEIZfLIZfLWdN34l06Pz/PVi0ikbVmGGIoT1dUiZykGCuqyWJ1dRVGoxFOpxNSqRT9/f0pddCLRCJUVlbGdFxzSQV3t4GuNuWzhIFGJBLB5OQkxsfHEY1G0dDQAK1Wm1cNsaQ6WlZWhqamJgD89oxcUkFcMWiHknTIe7ie1Tt37kRDQ0NeX+d0QiqVora2NmZHg5v46XQ6Y34bpEkMWEuy6+3tRWVl5bY5Z5uF1+vF8PAwGzaya9cu3h0kvl1R4t5DS3y4vw2ZTIa5uTmcPHkS+/btw3nnnYc333wTt956K2w2G6644gr8+Mc/RktLS1Y+b67wb//2b5iYmMDLL7+84WKcjDUAElbxW1tbceLECUxOTrLkempqasNjAGBycjKlz1BCiVwXFAQCAaRSKVupBtYqCQ6HAydPnmQJ95tvvolf/OIX+MUvfgFgjezu3r07hnC3tbVBIBAkPZFEo1G28hoKhaBSqaDValFTUxPTiEQaW7gVVa4dYC4ixLMNv98Pi8WC+fn5jEW8c0kFwzAIBAIxYTfc6Graaotck3xpcCNWcT6fr+CCc+jdBkIAaFcMck2WlpawtLTEHrcVeQ9XZtTW1oaenp5tpcdPBD55TyAQwOLiIiYmJmISbx0OB06cOBFDDMltO4xV64G4VJjNZkSjUbS0tECr1W5KiysUClk5IQFtl0n+++KLL+LJJ59kH0OKQp/4xCdw7bXXFr3+99SpU3j44YdxzTXX4JJLLtnw8bTDTqIdKpKGSTfOk+M2c0wJm0Nxf1O3AQQCASorK3HppZfi0ksvBbA2GM7MzOD48eMYHBzEiRMncPLkSRw7dow9rr6+ntVu79u3D3v37kVVVRXvJGKxWGC1WuF2u3krrxtVVGmXEgI6KpkMuvlC8LYKrmtKTU0NdDpdViKSBQIBu9vAlTDQhHtlZQXLy8vscdyKakVFRVYnMq/XC6PRCJvNxqa5FVozGR9EIhH7/W5rawPwXpMefT34NMP0teCzBFxaWsq6Z3UhIxqNYnp6mq3GdXZ2oquri1fDTS9GRSJRHOHO992fdMHj8WBoaAgOhwMKhQL9/f1pCwHhI9wDAwPo7e3F4cOHEQgEMDc3B7fbjWeeeQbPPPMMgLWq6i233IKvfOUraXkf+YJIJILrrrsOlZWVvNZ5JRQWSuS6CCEQCNDW1oa2tjZcffXVbMjMyMhITHX76NGjeO6559jjent7We32vn37wDAM7rjjDoyPj+NHP/oRNBoNOjs7kyJdfBVVv98fp92mNaoymSzODrCQKhUkpMNkMsHn80GpVEKr1W7ov5xp0BKG5uZmAPFuMXwVVdIURksY0k12I5EIJiYmMDExkbcSkHRjvSY9+npw5T3EoUQul8NqtbIJnnq9Pqee1YWA5eVljIyM8NrricXiOD29z+eLI9wrVKQ4XRygY91zfg3EYrinKqBqd278WADuqQqU84yxXHeebPh8Lyws4Oabb8Yf//hH1NTU4JFHHsE//uM/IhAI4MyZMzh58iRbKCpGmeH3v/99nD59GocOHUq6YZtOVfR6vbyLa+ICRvfvkOPokLONjilhcygc5lJCyhAIBBCLxdi5cyd27tyJ6667DgzDwOPx4PTp0yzhPnHiBJ566ik89dRTANYm9Gg0in379mFmZgbd3d0QCoVgGGbTkwjdFNbY2AiA3xGDj+Bx9dv5WM10u90wGo2w2+0FUXnl00UmU1FNl+czdyFSVlYGvV5fiNG4aQFfkx6fvIfoK4H3Fk0+nw+Li4vbqqKaLILBINsjIhQKk3IzEggEUCqVUCqV7FjFbWAl1W26OLCVZMN0QVQmwvzIRfD+v+TItXJfBSrLYomqy+XC0NAQXP+fvTMPi6pe3Phn2EEQBAUXFhfWQQQRzAW1UsvSym6pP7uW3puVuKV0bXGtNM1wtzQNTeuWlts11Nz1uuQCoqKyLyrgwiL7OjDn9wfPOXc2FBEUcD7Pw1POzHe2M3PmPd/zft+3sBALCwu8vb0btFlPqVTy+++/869//Yvc3FzeeOMNvv32W+m9Nzc355lnnlGr926OhIeHI5PJ2Lx5s2TpFLlz5w4AI0aMwNTUlE8//ZQhQ4ZI++L8/HzS09ORy+Va95ueng6g1lrp7OzMxYsXpetqM0bPw6EX108p4ur5fv360a9fP6DaI7xo0SKWLl1KcXExtra2tG7dmsjISCIjIwGwsbGRZrfF/9rb29c5DlBXIoZmOonqqv8nWeeuC4VCQXJyMmlpaUB1G6Wrq2uTtLjomlEV7T2q26OgoEDa+aqeMhe3yYNm8EpKSoiLiyMnJwdDQ0N9fGMNmJqaYm9vj729Pbm5ucTExKBQKDAxMcHGxkZttltEl8BrzmcBakIQBG7fvk1CQoKUnOLl5VXnXPSaFrBqCm5Nu1V9xNA97PP0OiRHWaJ88I0BA4v/lY8plUpSU1NJTU0Fqm0znTt3btBZ4tu3bzNt2jT27NlD69at2bJlC6NGjXpqDxAFQeDEiRM1Xn/27FkAxo0bJ13m6+vLiRMniIqK0hLXCoWCq1evYmZmhru7u9qY3bt3ExUVpfNxxMvFBZB6Hh59iYweoPpL6OfnR0xMDC4uLnzzzTeSpSQpKYnz589z7tw5IiMjuXTpklqLnYuLi5qdxNfXt15b7MRV/0+qzl0XSqWSjIwMkpOTUSgUWFtb4+HhoeYfbI6oZj6rzqpWVVVJt1EtklCNoKuqqiI1NZXr169LGd+NtS2wsaCZWd2xY0c6duwoCR5dfnrNAiJR4Kl6uBv6+/EkKSkpITY2lnv37mFiYoKHh8djS07RFUNXVFSkVhoirm9QXcD6pLdHfn4+MTExFBUVYWlpiVwub9B9mVKpZOvWrcyYMYO8vDxGjBjB6tWrJWtOc+VhSmRU6dix4xMpkbl7965+cbS+oVHPozJ//nyMjY2ZNm1ajbNd4or7y5cvc/78ec6fP09ERATx8fHSbQwNDfH29qZHjx4EBgYSEBCAh4cHhoaG9fIDp3qKVlVUqH6Wzc3N1RZL1mfByr1794iPj6eoqAhTU1Pc3Nye6mxc0WKkuj10VSVXVlaiVCoxNzfH09OzQYtgmjqamdW2trZ4enrWalGspt1Kl8ATvx+qf01pfYMulEolN2/eJDk5GaVSSfv27XF3d3/i4kA1MUa11v1+26O+Ihpr89xSUlK4fv06MpmMTp060alTpwY9i5SRkcHUqVPZv38/bdq04dtvv2XEiBFPxf6zIcR1TfXnmZmZ9O3b94H15x9++CErVqwAqq2Bo0aNYufOnbWqP4+MjGThwoXMnDmTgICAh3pNTQi9uNbzZBAEgdzcXCl3WxTcd+/elW5jZWWFn5+fmuDu0KFDve1QVWOdRFGhWef+qAUrpaWlJCQkkJmZiYGBAS4uLrVe4Pm0IW6PrKwsbt26pXamQ0Sz1KOx+ukfN0VFRcTGxpKXl1dvM6+iwFMV3KrfD6i/GvEnQUFBATExMRQWFtZ7qkVDoBpfWtP2sLCw0Noe9bmvycvL49q1a9JCOLlc3qAL2JRKJb/88guffPIJ+fn5jBo1ilWrVkkdCs2RvXv3Mn/+fOnf58+fRxAENf/4nDlzGDp06H3v537iGmDHjh2MHDkSQRB49tlnsbOz4/Dhw+Tl5RESEsLSpUu1xiQmJtK7d29ycnLw8fFBLpcTERFBSkoKffr04ejRo/c9qxgSEiKJ8rfffptNmzY11wMkvbjW0zgQBEGaRVIV21FRUWo/IO3bt8ff318S3P7+/rRs2bLevqCqEVtiHKBqtm1t/cKineHGjRsolUrs7e1xd3evs3/zaUCcEbtx4waCINCuXTs6deqkZfEpKyuTxqgmYjxNeegimu9ZQ2dWV1ZWaiVilJaWStdrthrWFAn4JKmsrCQ5OZmbN28ik8mkeL2mclCgirigWHV7aKY51McBUGVlJUlJSaSlpWFgYECXLl0afPF1eno6U6dO5cCBAzg4OPDtt9/yxhtvNIrv9oULFzh06JD0WyUm9OjSRkqlktOnTxMeHs6RI0dISEigoqICR0dHBg8ezCeffEKnTp2k22/atIl//OMf93388ePH88MPP9R4fXp6Op6enhQXF2NiYoKLiwujR4/ms88+UzvDfPr0aRYsWMDZs2epqKhALpczefJkxo4dW+N9p6WlMXfuXPbv38+9e/dwdnZm9OjRzJw5s8az1yUlJUydOpWNGzfywgsvkJycTHJyMuvWreO9996772ttoujFtZ7GiyAIVFZWcvXqVTXBfe3aNckfKpPJ8PT0VPNve3t7Y2xsXG87Yc04QE2/sImJiZo3taysjJSUFMrLy7G0tMTDw6NRz4g9aQRBkPKXxffMy8urxrQB1RY9cXsoFArpes3IMzEPvTH8KNcnqpnVVlZWeHl5PRH/vq4acdWzDpoHQI+SGPOoZGdnExsbK+V8N/TM65NAoVBoCW7NAyBdgrsmqt1mfAAAIABJREFUoZyTk0NMTAxlZWVYW1vj7e3doPn7SqWSf//733zyyScUFBTw1ltvsWLFiiceT6rK8OHDpYZjVXRpo6SkJNzc3ABo27YtPXv2xNDQUBLlVlZW7Nu3j6CgIK2xO3bsYNSoUSiVSvr370/r1q05cuQIeXl5fPTRRzqzrZOSkujduzfZ2dl07doVuVxOZGQkKSkp9O3blyNHjjyRNSs7duwgKyuLN954g9jYWJ599lk8PT3Ztm0b3t7ej/35NDB6ca2naSEIAoWFhVy4cEES3JGRkVI1K1R7EX19fdUEd8eOHR+qXfJBz0HVL5yfn6/lTwVo2bIlbdu2xcbGpkHynpsDqnGERkZGdOnSBUdHx4d6r1QzhlUtDPdboGdtbf3EfbV1pbS0lPj4eLKysjAyMsLV1bXRZVaLC1hV/1QPgB53yUpFRQXx8fHcuXMHQ0NDXF1dpcbZp4GKigotwa16BkjXGQdTU1OSk5PJyMjAwMAANze3Bn/P0tLSmDJlCocOHaJt27Z89913vP76641uOy1evJji4mICAwMJDAykY8eONfqik5OTCQ4O5tNPP+W5556TXkt5eTkTJkxg06ZNODs7k5SUpLZPqskXfffuXYKCgh7oi546dSorV64Eqs88jBw5kl27dtXKF12fiDG8SqVSbb8+bdo0Vq1axdtvv83mzZsf2/N5TOjFtZ6mjxihJbZLivnbqnFjrVu3lirgxUhAOzu7etlpl5eXk5iYKGU7W1hYoFQqtX68nsY695rQrOBu3749bm5u9ZaAIC7QUxXcuhboqW6Pxu4X1lx85+DggIeHR5NITtEshKopMaa+IwHFRZ4JCQlUVlbSunVrvLy8nsqoQU1UzwCJf6oWOBFTU1OcnJxo3bo1LVq0aJBJAqVSyebNm5k5cyYFBQWMGTOG5cuXN5kFzHVddFhaWkq7du3Iz8/n+PHjavXlDZnokZmZ+cTW/YgiOzs7mwEDBhAXF8f69et59913n8jzaSD04lpP80Nsl4yPj1ezk0RHR6vNnnXp0kUS3IGBgXTr1u2hGtNEsZOSkkJVVRW2trZ4eHhITVa68p512RdUBV5TEEqPgiAI3L17l4SEBMrLy7GyssLT07NBCydENBeE5efnq/lTNSvEra2tG0xMPCx5eXnExsZSVFSEubk5Xl5eauUxTRHVM0A1RQKamppqCe7aHoBpxut5enrWOV//aaGoqIi4uDipWdLQ0FDtAKghLD43btxg8uTJHD16lHbt2rFmzRpee+21JrWd6iquAXr27ElERAS//voro0ePli4fMGAAJ06c4Oeff2bMmDFqYyoqKiQLWG5urnSwOG/ePL788kveffddwsLCtB5r4MCBHD16VOeMd0NQWVmpJeJVC+X27t3LK6+8gpeXF9u3b8fLy6vBn9Njok4fXn3MgZ5Gjdgu6e3tjbe3N//4xz8k68DFixclsR0REcHvv//O77//DlTPnPn4+KgJbjc3NwwMDLR29FFRUZSWllJSUoK5ublUWa56u/vVuYuCW7OxTcyzVfVwN5dkEdUf7idRwW1oaIiNjY2akFddwCoKbl0V4qrb43GecVDNrJbJZHTu3Fkts7opI1oRLC0tad++PaA78zk7O5usrCxp3IMiATVruDt06ICbm1uTtQE9Lu7evUtcXBwVFRXSDL+pqalOi4/qWUFDQ0Ot70htLD5KpZIff/yRWbNmUVhYyNixY1m6dGmTP2h8GMTPKiC1S4pcvnwZAH9/f61xJiYmdO3alcjISBISEqTilvuNES8/evQo0dHRDSquxYAC8Xt58OBBWrdujb+/v9rnYujQoUyePJlvv/2Wb775hh9//LHBnlNToHn80ut5qhDrifv27Uvfvn2B6h1Adna22uy2mFAirsS2traW0kkCAgKwsrJi/vz5XLx4kbVr19KzZ0+cnZ1rJXYeVOcuCm7NOnddcYCNYTa1tojpDGlpaQiCQIcOHXB1dX3iJRhQuwpxcduIaJ5xaIhGw0fJrG7KGBgYSO+piK4Iurt376rFdooL9ExMTMjMzKS0tBQLCwvkcrlae6gebcrLy4mLi5OsAt7e3rRr104SQeI+SyxrUV3joFntLqK5qBigTZs20n7r+vXrTJ48mWPHjtGhQwd++eUXhg0b1qRmq+uDLVu2kJmZSZs2bejTp490ueoBjK4YPfHyyMhIbty4IYlrce3R/cYAkqBvCKqqqjA0NMTQ0JC0tDTGjRvHsWPHmDRpEnK5XGtfOWfOHA4dOsTPP/9M//79H5iU0pzRi2s9zQKZTEabNm0YOnQoQ4cOlY62U1NT1fzbZ86c4dixY9IYQRDw9/cnOTmZdu3a0bp164fOvxZRrXMXd3xivJaq4Nasc9eMA3ySde41IQgCd+7ckaKnWrZsiaenZ6NvpFStEIf/iQlVe4/mGQfRvqAquOs6U6qZWe3j4/PY2gIbI7rOOGhGAubn50trHkQMDAy4ffs2xcXFjcri01gQv5/x8fEoFArs7e3x9PR8oDVNnKiwsLCQJglUS7pUxbb4Hfnss8/IyMiQrDmHDx+mrKyMcePGsXTp0qcyTSktLY1p06YB8OWXX6q970VFRdL/W1hY6BwvHmgXFhZqjXuYMfWF+PspTjStXr2akJAQySpz/fp1nZMQbdq0ITQ0lFdffZWlS5fSu3dvPD096/35NQX04lpPs0Qmk0lJAq6urvz973+nqqqKH374gVmzZnHv3j3s7Ozo3LmzNMMN1T/iXl5eUjJJYGAgXl5edW6XNDIyolWrVmozbqpZz6qWEhHVOnfV+vAnRWFhIXFxceTl5WFsbIyXl1e9FgA9TlTFRLt27QDtRsP8/Hwt+4JY6CFujwctmHzcmdVNGSMjI2xtbbG1tSUrK0ua5bOwsMDOzk6aWdVl8XlaM9FVKSsrIzY2luzsbExMTOjWrdsj1YiL6xVatGghfUdUPfWBgYEolUouXryotu7kzz//JCsrS9p39uvXr9EffNcHxcXF/O1vfyM7O5vhw4czYcKEJ/2UHoqbN2/Spk0bzM3NEQQBQRAwMDDA0NCQGzdu8M4773Dy5En69+/PkCFDmDdvntTxoOq5Fhk2bBgTJ05kzZo1hIaGsmHDhifxsp44enGt56nh//7v/9i+fTv29vZs2LCBcePGIZPJyM/PJzIyknPnzkl2ks2bN0uRQi1atMDX11dNcIv+4rr8mJuamtKmTRsp61Wzzj0/P5979+6Rk5MjjWnIOveaUCgUpKSkSBYQR0dHunTp0igsIPWJ6hkHEdG+oCq479y5w507dwDdjZ/ibGpWVhZxcXFPPLO6KVFeXk58fDx3796t0cOv6RfWtPjUthSquSAIAhkZGSQmJlJZWUnbtm3x8PBokO+n+Hk3NzfHz8+PHTt2UFVVxciRI+nbty8xMTFERkZy8OBB9u7dC8CpU6ck215zRaFQMGLECCIjIwkKCuLXX3/Vuo24KB6Q2jA1EcvVVPdB4jjNIqH7jXlY5s6dy7p169Qq6MXvyzfffMPcuXMxMTFh+vTpvP/++wiCwMyZM6WzHDV9t+bMmcPhw4fZvHkz/fr1Y9y4cXV+jk0VvbjW89QwZswYOnbsyOzZs9XEjo2NDYMGDWLQoEFA9UxmWlqaVrvkX3/9JY1xcHDA399fEtw9evTAxsamTj/kumaKdNW5q3pTNcWdeKq8vrK/b9++TWJiorSS3cPD46kSiPdbMKkquDVnUw0MDKisrEQmk9GpUyc6d+6sty/cB02BaG9vj4eHh85TzmZmZpiZmWlZfDRLiMR0DFCPBBQFd3NI8SktLSUmJoZ79+5hampK165dG7yYJTk5mYkTJ3Lq1CmcnJxYv349L774oto+p7y8nCtXrhAZGYmfn1+DPp8njVKpZOzYsfz555/4+fkRHh6us7VX/Ozl5+eTnp6OXC7Xuk16ejoALi4u0mXOzs5cvHhRuq42Yx4GcU1QVlYWv//+O926dcPDwwOlUskff/zBp59+SmBgIB999BHDhw/HxMSEU6dOAeDh4SG9B7r2bw4ODnzzzTcMHz6cZcuW0adPH9zd3ev0PJsqenGt56nhtdde47XXXnvg7QwMDHBxccHFxYURI0ZI7ZKxsbFqs9uHDh3izz//lMa5u7tLQjsgIAAfHx9MTEzq7N8WRbOTkxOgu85dVdyJM3eacYAP8/iaFhC5XE779u2b7ezfw6C5YFIQBMrLy8nLyyM9PZ3c3Fwpek4QBFJTU0lPT2+W4q4+KC4uJiYmhry8PExNTfH29paEc22oyS+sGgmo6yyQaiSguE2ail1HEATS0tJISkqiqqrqsaSnVFVVsW7dOubNm0dJSQnvvfceoaGhOg+2TU1NpQmH5s6UKVPYsmUL7u7uHDhw4L4RpL6+vpw4cYKoqCgtca1QKLh69SpmZmZqAtTX15fdu3dLlkVNxMvFBZAPS8uWLZkwYQIpKSmEh4fj6+tLSEgIFhYW+Pn58dtvv9G1a1e1SL24uDgA6SDifhMHr776Kh988AHr1q0jNDT0vhXvzRF9zrUePXVA/BGPioqSBHdkZCSpqanSbUxNTenWrZua4O7SpUu9tkuqpmHcr879QYvzFAqFlAIC6D3CtUQzs9rT0xNzc3O17aGZ9yxGNKqKu+YS0VgblEol169fJyUlRbIbubq6NthnTTUSUNwmxcXFWiVEqtvEysqq0W0T1YMRMzMz5HJ5g0bdCYIgNRL+9ddfuLi4sH79egYPHtysD7Zrk3M9e/ZsvvrqK5ydnTl58iTOzs73vc+GLJG5e/fuI313fvnlFz7++GMsLCxYsmSJNAGl6qcWM65nzZrFokWL2Lt3Ly+99JLW7TTJz8+nZ8+e3L59m5UrVzbV9BB9iYwePU8SsVTl/PnzkuC+cOGCWhJFq1at1JolAwICtDK1H/U5aMYBarYZWlhYqHm3CwsLSU5ORqFQYG1tjaenp05foJ7/UVFRQVJSEhkZGZIFpKbMalHcqUYCqiYIwP/i51QXTDZHO0leXh4xMTEUFxfTokUL5HL5Yykd0uRBJUSgvU0sLS2fSCa5Zpunk5MTrq6uDSr+q6qqWLt2LV988QUlJSV88MEHfPPNN0/FfuFB4nr58uWEhITQtm1bTpw4gZub2wPvs6b688zMTPr27fvA+vMPP/yQFStWANVCd9SoUezcufOh6s/FWD0RURTn5uaycOFCli9fzquvvsrXX3+Nu7u7mmgWx06ePJkNGzZw/vx5fHx81O4zLy9P67tcVlZGSEgI33//PZ06deLUqVOS9bEJoRfXevQ0JsQ4o8TERElwR0ZGcvnyZcrLy6XbdezYURLaAQEB+Pr61mvygeriPFHglZaWqt1GJpPRqlUr2rVr91QnLzwI0Y+ekJDwSJnVqhGNosBT3SYymUxKw1BdMNlUt4lCoSApKYn09HTpYKRTp06N6gBCoVBorXMoKyuTrldd5/C4Wj+Lioq4du0aBQUFjyXrWxAEEhMTmThxImfOnKFjx4788MMPDBw4sMl+9h7E3r17mT9/vvTv8+fPIwgCzzzzjHTZnDlzGDp0KJcuXcLf3x9BEOjdu3eNPuLx48cTFBSkdtmOHTsYOXIkgiDw7LPPYmdnx+HDh8nLyyMkJISlS5dq3U9iYiK9e/cmJycHHx8f5HI5ERERpKSk0KdPH44ePXpfm9m+fftYtGgRv//+O+3atdMS2CIRERHMnTuXY8eOMWfOHKZPn46FhYXWrPQrr7zCvn37iI+Px9XVFag+o7JlyxZiYmIYM2aMVHpz48YNFi5cyA8//ICdnR0//vgjw4YNq/G5NmL04lqPnsaOaOW4dOmS2oLJhIQE6TZi+YPYLBkQEICHh4fOdsm6oFAoiI+Pl7KEzczMqKyspLKyUu05PG117g9CM7Pa3d2dtm3b1pvoqKioUBN2BQUFVFRUSNc31TSMzMxM4uLiKC8vx8bGBrlc3mQKdB60TVQjAcVtUh8HpprWGRcXF7p06dKgM+eVlZV89913zJ8/n9LSUoKDg/n6668bzWz1hQsXOHTokLTfFNeaPEjDbNq0iTVr1hATE4OJiQm9evVi9uzZUtHLpk2bHmhX6NSpE59//jnOzs4899xzD3yuRkZGdOrUidGjR/PZZ59JC3RPnz7NggULOHv2LBUVFcjlciZPnszYsWNrvK+0tDTmzp3L/v37uXfvHs7OzowePZqZM2fet/CqqqqKwYMHc/z4cT744APWrl2rdRuFQiFZShYsWMDcuXPx9fXl888/V1ufJAgCFRUVvPjii1y6dEmKjr148SI//PAD33//PXZ2dhw8eJDu3bsDcOXKFYKDg2nXrh2bN2+uMa+7CaAX13r0NEUEQeDevXtERESoCW7VZkcrKyu6d++uJrgfdqGhmMyQlJSEQqHAxsYGT09PrKys1JIXVIWELq9wc6xzvx+amdUN7REWEQRBLX5Ol6fe2NhYbXtYW1s3mqjEsrIy4uPjpbZANze3JpuPLiIeHGt+TzQPTDUrxB/mIKigoIBr165RVFREixYt8Pb2btCkHkEQSEhIIDg4mHPnztG5c2fWr1/P888/36i21fDhw9m9e7fW5ffTMNOmTWPlypWYm5vzwgsvUFZWxpEjRxAEge3btzN8+HCtMTt27GDUqFEolUr69+9P69atOXLkCHl5eXz00UcsWbJEa0xSUhK9e/cmOzubrl27IpfLiYyMJCUlhb59+3LkyJHHOjkheqSvXLnC888/T05ODtu3b+dvf/sbVVVV0nYVz7p8/vnnfPnll5iZmVFWVsYbb7zBwoULcXNzkxJBysvL8fPzw8HBgd27d7Nt2zbWrFnDpUuXePXVV9mwYYPWGoDr16/TsWNHQNuW0oTQi2s9epoDop3kxo0banaSqKgoNV9ohw4dpDr3wMBAunfvTsuWLXX+IN68eZPbt29TUFBQ61lXXXXuml5hXXGAjelU/6PS2DKrVdMwVBdMqu7HzczM1M44PO7FeYIgkJ6eTlJSEpWVlTg4OODh4dFsz3xotn6K20TzIEjzwFTz/VA9iAMei3WmsrKS1atXs2DBAsrLy5k4cSKLFi16pOzkhmLx4sUUFxcTGBhIYGAgHTt2vK83+vDhwwwePBg7OzvOnDkjeaPPnDnDs88+i4WFBampqWo+4Zq80Xfv3iUoKOiB3uipU6eycuVKoPq9HTlyJLt27Xoob3Rdqaio4Pvvv2fq1KnA/zzV3377LVOnTsXNzY1Tp06pRTZeuHCBsWPHEhMTw7Bhwxg4cCD/+c9/OHv2LHPmzCEkJESaHb958ybu7u506NCBAQMG8Msvv2BiYsKaNWt4++23pdesa19zv0WPTQC9uNajp7kiCIIU2aQ6ux0TEyPNLhsYGODp6Ym/v780u21ra8tnn33G0aNH+e677/D29qZLly51FluqVdW6fKmade7W1tZNwrqgieqsq9j06eTk1Chfh65MdLFgQqRFixZqgtvS0rJBRJuqdcbU1BQvL68Gz19ujNTmIMjU1FTaJgYGBqSnp1NSUoKVlRXe3t4NKnAFQSAuLo7g4GAiIiLo0qULYWFhDBgwoFF+xnXxoIWHL7/8Mn/++SfLly+XqslFPvzwQ1atWsWSJUv46KOPpMsbMtVDPIPTEOzZs4fx48eTl5fHnj17pM4GqBbdf/vb39i3bx/jx49n/fr1QHWN/eLFi3FwcGDChAmMHz+eDh068OuvvxISEoK1tTVLly6VfNIZGRkMGDCAlJQUoNp/vXnzZungpAnPTD8IvbjWo+dpQhAECgsLiYyMlAR3ZGSkFKcH1T/g5eXleHh48P777/Piiy/i4uJSb3GAgM44QNXT5KrWhcZQ534/xGSGlJQUqqqqcHBwwN3d/b7exsZIbQ6C6rM+XKlUkpqaSmpqqlT33tCJFk2N2qTGGBsbY2trqzbDXd+CpbKykpUrV/LVV19RUVHB5MmTWbhwoVqTYFPgfuK6tLSUVq1aUV5eTlpaGo6OjmrXi3XeAwYM4Pjx49LlAwYM4MSJE/z888+MGTNGbYxYqAWQm5sr7RPmzZvHl19+ybvvvktYWJjWcxk4cCBHjx7VOeP9qAiCwJw5c1i4cCGOjo58+umnjBkzRssnHx0dTb9+/SgsLOTrr7/m559/5tq1a7z88stMmjRJitWD6rN1ixYtYtWqVbz++uuSPSQtLY2RI0eSlJTEqlWrGD16NFDzbHUzok47xWb9jujR05yRyWS0bNmS559/nueffx6o3tmGh4cTEhJCcnIyUF0yEB0dzUcffcRHH31EmzZttNolbW1t6yysTE1Nsbe3V2vOKykpURPcOTk5ZGdnS2PMzc21rAtPetZDV2Z169atn+hzqitGRkbY2tpia2srXVZRUaF1EKRaHy4uYlUV3LUpIcrNzSU2Npbi4mIsLS3x8vJ6IvF6jR3VszpQbUG4du0aZWVlmJmZYWlpSUlJiVoTK6ifdXiUmEZBEIiNjSU4OJjIyEjc3NwICwujX79+TWa2urbEx8dTXl5OmzZttIQ1ICVaREdHq11++fJltetVMTExoWvXrkRGRpKQkCCVt9xvjHj50aNHiY6OrndxLea3m5iY0KNHD0aNGkXLli21mhO7devG/PnzmTZtGp9++ikODg4sXryYESNGSJ5ocUybNm146623iIqKYt++fQQEBDBlyhScnJxYs2YN7u7u0oLkqqqq5i6s64z+XdGjpxkxe/ZsFi5ciJGRETNmzGD27NlYWFgQHx/PuXPnJDvJ0aNHOXDggDTO1dWVHj16SP7tbt26PXS7o4hqnXv79u2B/1kXVEXdnTt3uHPnjjTG0tJSTXA/rug5XZnVnTp1euJiv74xMTGhTZs2kk1DXDCpuk3y8vLUctlNTEy0UmPEhZwKhYLExEQyMjIwMDDA1dUVFxeXZuW5bwgqKytJTEwkPT0dAwMD3N3dcXZ2lj7rqk2s4t+tW7e4desWoP1dEWMa7/e+KxQKVqxYwaJFi1AoFEybNo0FCxY0mdSWh+XmzZsAOoU1VB+w2NjYkJubS2FhIVZWVmoHmzWNc3R0JDIykhs3bkji+kGPJV4ueunrC0EQsLKy4r333iMhIYFDhw4RHh7OqFGjdNawv//++/z5558cOHCAgIAAZsyYAVTvm2UymdrnJyAggHfffZe4uDgWL16Mr68vQ4YMkZJARAtIc9tH1id6ca1HTzPCz8+PgQMHsnr1arXaWm9vb7y9vfnnP/8pzSxfvHhRzU7y22+/8dtvvwHVosrHx0dNcLu6utY5DlC1zl1EFBGq4i49PV26Xlede33aM+ors7qpIpPJMDc3x9zcXKs+/EFnHUxMTCgqKqKqqqrJxes9SbKzs4mNjaWsrIxWrVohl8u1IsqMjY2xs7NTS15QPesg/ql+V1RnxbOysmjZsiXe3t4YGBgQExPDhAkTiIqKwt3dnbCwMIKCgprdbLUqot3mfvFvLVq0IC8vTxLXqhadmsaJn/HCwsJaP5auMfWBuP18fHz45z//SXR0NCtXrsTLy0sto1vEzMyMr7/+mtOnT7N371727NnDsGHDEARBTViLiw9feuklTpw4QWlpqdaMu15UPxi9uG7ixMXFsXv3bvbv38+VK1fIz8/Hzs6OPn36MH36dPr16/dQ9/egzM9Ro0axdevWR33aehqIN998kzfffPO+P5zizHJQUJBUdCAIAllZWWqLJcWGSRFra2tJbAcEBBAYGIi9vX2df6Q1RYRqnbuqkMjNzZXGmJqaaqUu1CUSTzOzumvXrvWaWd1UEWdFLS0t6dChA6DeZpibm0tOTo5a4U1+fj7R0dFq26ShFkw2VRQKBQkJCdy6dQtDQ0M8PT1xdHSs9edN11kH1bUO4l9eXh5Llizh1KlTtGjRAhcXFyl6c/z48SxfvrzJeav11IwohIcMGcK4ceNYvHgxmzZtwsXFRTpgVsXX15cvv/ySkJAQPv74Y/r06YOtra3aYkTxM9m6dWtCQ0Mli1cTT/x47OjFdRNn0KBBZGRkYGlpSa9evbC1tSUmJoZdu3bxn//8h2XLlmmtlK4Nvr6++Pn5aV2u64hYT+Ohrjs/mUyGvb09w4YNk2YzlEolKSkpanaSv/76i6NHj0rjnJycJO92QEAAfn5+dbZzyGQyzMzMMDMzw8HBAdBd556dnU1WVpY07mGqw59UZnVTxtDQEGtrawoKCsjJyaGqqgp7e3scHBzUstEzMjKkYg9xwaSq4H5aWz8zMzOJjY2loqICOzs7vLy8dJ62fxhq+q6UlJTwzjvvYG9vz6VLl0hKSpJKb8LCwvjjjz+kA+PXX38dX1/fR359jRHxAEKz0l4VMVFHTGVRPegoKSnRWZ6jOaY2j6VrTH0hk8kQBIGWLVvyf//3f0RERPDzzz/zzDPP8Pe//13nfm3ChAkcOHCAAwcOMGfOHL777rsaZ6KfgiSQBkMvrps4np6eLFq0iBEjRqidMl+3bh0TJkzgX//6Fy+88AJyufyh7nf48OENnsupp/Eik8kwNDTEzc0NNzc3xowZI7V0RUdHc+7cOWl2+z//+Q+7du0CqoWYl5eXJLYDAwPx9PTE0NCwzoK7pplUVcF9+/ZtqXFSXOip2ZqXnZ3dqDKrmwqFhYXExsaSn5+PmZkZPj4+OuP1NGdSxe0jotn6KZarNFcqKiqIi4vj7t27Uutqu3btGuwAQyaTYWxszM2bNwkPD6eqqorp06czcuRIrl27Jn1fDx06xL59+2jbtm2zFdfOzs4AatYZVYqLi8nLy6NVq1aS6BU/m6I9Tddvpnh/Li4uao918eLFGh9L15j6RPw8devWjfHjx3P16lVWr16NXC6nZ8+eWrc3MzNj4cKFnDx5krVr1/LSSy8xbNiw+wpovbB+ePTiuolz+PBhnZd/8MEH7Ny5k4MHD7Jt2zbmzZv3mJ+ZnuaGTCbD1NRUKnG2hMliAAAgAElEQVSA6tmyvLw8IiMj1QT3pk2b2LRpE1A9s+zn56cmuMWmvroIDUNDQ2xsbNQSKWpKwhBjCcUZHplMRocOHejUqdMjzx42d6qqqkhNTeX69esIgoCzs/N9M9J1pcZolqtoLpisL5tPY0IQBO7evUtcXBwKhYI2bdrg5eXVoCU6giBw5coVPvjgA6Kjo/Hy8mLDhg306tULmUxGz549JbtfeXk5V65cwcnJqcGez5NGLC3KysoiIyNDOjAXiYqKApAWJYr4+vpy4sQJoqKitMS12DNgZmaGu7u72pjdu3dL96lJTY9Vn6jaQ8aOHUtoaCibNm3C2dlZpz2ke/fuzJ8/n48++ohJkyZJ9hA99YdeXDdjfH19OXjwoLTKXI+e+kYmk9GqVSsGDx7M4MGDgerV52lpaWp2kqioKE6fPi2Na9u2rZp/u0ePHlhbW9d5Vk+XJ7WkpISUlBTu3r0rZeGKFfAZGRlPvMmwMXPv3j1iY2MpKSnB0tISuVz+0LP8MpkMCwsLLCwsaNeuHaDe+ikKbk2bj4WFhZbNp6nMnJWVlREXF0dWVhbGxsb4+Pjg4ODQoHaY8vJyQkNDCQ0NRRAEPvnkE+bNm1fjwaOpqSkBAQEN9nwaA+bm5jz//PP8+eefbNu2TcsauX37dqC6CEWVoUOHcuLECbZv366Vc71nzx7KysoYNmyY2hmXoUOH8uWXXxIeHk55eblWiczJkydp1aoVffv2rdNr0YzV04X4+bK2tmb06NFERkby008/8cwzz/DWW2/VaA/597//zcWLF7l165ZeXNcz+hKZZsybb77Jjh07mDt3Ll988UWtxogLGocNG4anpycFBQW0bduW559/ngEDBjTwM9bTHBEEgcrKSmJiYtRmt69evSpVRMtkMtzd3SWhHRAQgI+PD8bGxnUSJroyq21tbdVKPPLz87WaDHXFAT5NC/NUF94ZGBjQpUsXnJ2dG/Q9ULX5iNtFdcGkaA1SFdyNbbuIyTPx8fFS5bunp2eDliUJgsDly5f54IMPuHr1KnK5nI0bN9KzZ8+nwtv+oIbG+9WfP/fcc5ibm9e6/jwzM5O+ffs+sP78ww8/ZMWKFUB15OKoUaPYuXPnI9efR0VFsX//fj755BOt2DxdbN26lWnTpuHo6MjatWulM42a3LhxAwcHh2Ztz6oH9A2Nev5HcnIy3t7elJeXExkZSY8ePWo17n5pIQMGDOC3336TFtDo0VNXBEGgqKiIqKgoNcGtmgVrZmZGt27d1AR3586d72snUc1elslkdOzY8b6Z1ZpNhvn5+ZSXl0vXixFnmnGAzU28iFaG+Ph4KioqsLW1xcvL675RZg2JrphGcWEeqEfPidvG3Nz8iWyX0tJSYmNjycnJwcTEBC8vL8ka01CUl5ezePFili5dCsCMGTOYO3dusxZJe/fuZf78+dK/z58/jyAIaovs58yZw9ChQ6V/T5s2jZUrV2JhYcHgwYOpqKjg0KFDCILA9u3bGT58uNbj7Nixg5EjRyIIAs8++yx2dnYcPnyYvLw8QkJCpPdclcTERHr37k1OTg4+Pj7I5XIiIiJISUmhT58+HD16tM62oFu3btG9e3cpNvB+B2yiPSQvL49FixYRGhrKxIkTmTNnzn1/t5+ClsVHQS+u9VRTWVnJc889x6lTpx46Ou/AgQOcPXuW1157jc6dO1NaWsr58+f5+OOPiYuLIyAggLNnzzaZ07R6mg6CIHDnzh3Onz8vCe4LFy6oRfHZ2tqqWUl69OhBmzZtEASBtWvXcuDAASZPniyJw7pkL5eVlWlVh+uqc9dVrNIUKS0tJS4ujuzsbIyNjXF3d2/QhXd1RdwuqpYSze2iKbgb2uecnp5OYmIiVVVVtG/fHnd39wb9LAiCwMWLF5kwYQLXrl3Dx8eHsLAwAgMDG932qm8eFBML8OOPPzJu3Ditcd9++y2xsbGYmJjQq1cv5syZQ58+fWq8n9OnT7NgwQLOnj1LRUUFcrmcyZMnM3bs2BrHpKWlMXfuXPbv38+9e/dwdnZm9OjRzJw585EPel566SWOHTvGwYMH6d+/f63GXLp0iZCQECIiIlizZg0jR45s0O9DM0Yvrpsir7/+OrGxsQ815qefftK5Clhk4sSJrF27ls6dOxMREVEvXqqioiJ69OhBQkICv/76K6NHj37k+9Sj536IcYAJCQmS4I6MjOTy5ctqs5gdOnTAzMyM5ORkrK2t2blzJz179qw324CuOvfCwkK109FinXtT8gkLgsDNmzdJTk6mqqqKdu3a4e7u3qBWhvpE3C6qgruwsBClUindxszMTEtw18cMXUlJCTExMeTm5mJmZoaXlxetW7d+5Pu9H2VlZXz99dcsW7YMmUzGp59+yqxZs5rUbHVERAShoaGcOnWKrKwsWrRoIZWgjBs3TusAoaqqilWrVrFx40aSkpKwtLTkueee44svvlArydIkPDycJUuWcPHiRaC6gnzGjBlqs9qNiZoypEW/9cKFC5k9ezZ79uzh5ZdfrpUPG2DLli1MmzYNZ2dn1q9fT/fu3cnJyZEWhesj9mqFXlw3Rfz8/Lh8+fJDjdHl+RL56quvmD17Ng4ODpw6dQpXV9d6eJbVfPfdd9LRu5gEoUfP40RMoLh8+TKnTp1i8+bNXLt2DQC5XM7169epqKiga9eu0gx3QEAAHh4edW6X1IWuOnfVnFvVimpVn3BjmV0sLCwkJiaGgoICzM3N8fLyUmsEbKoolUqKiorUBLdq8x78LxdddSFrbQ/ExAOSpKQklEoljo6OuLm5NegpdUEQuHDhAsHBwcTExNCtWzc2bNhAjx49Gs3nqTbs2LGDUaNGUVVVhb+/P66urmRlZXHy5EkqKyt56623+OWXX6TbK5VK3nzzTXbt2oWNjQ0DBw4kOzubEydOYG5uzrFjx3ROMq1YsYLp06djZGTEoEGDMDU15eDBg5SWlrJ69WomT578OF/2A1EV1hUVFZiYmGiJ540bNzJ+/HjGjx/P+vXra32feXl5fPXVVyxdupQpU6bQv39/fvvtNwwMDPRlcLVHL66fdr7//nuCg4Oxtrbm+PHjOktgHoWDBw/y4osv8sILL3DgwIF6vW89eh6GP//8k0mTJpGamoqfnx9ff/01SqVSrWFSNYGiZcuWdO/eXa3wpr6tD6o+YVHYqc6wi2UsqrOoj3vWUbVEB5Di9Zrz7FVVVZWWzUdzwaSVlZWa4NZ1IFRUVERMTAz5+fmYm5sjl8sbPGGhrKyMhQsXsmLFCgwMDPjss8+YOXNmkzu9X1lZSYcOHcjMzOSXX37hrbfekq6LjY0lKCiIe/fucfToUZ577jmguvTmvffew83NjZMnT0qe4R07dvDmm2/i6upKbGys2oFNfHw83t7eGBkZcezYMXr37g1AQkICffr0IT8/n9jY2HqddKovPv/8c4qKipg9e7a0yFL0Qt++fRsfHx/69u3Lli1bHmp9waVLl/jXv/7F6dOnMTY2pqioiGnTprFs2TJ962LtqNMbpHewNxO2bt3KpEmTsLCwYO/evfUurAHJ+1oXH6sePfXJnj17yMrKYvny5UyePFn6gX3ppZckO8n169fV7CQRERH897//le7D0dERf39/SWx3794dKyureq1zV/UJ5+fn68x51hTcDTULmpOTQ2xsLKWlpVhZWSGXy3W20DU3DA0NadWqFa1atZIuq6io0PJvFxQUqI0RxbaVlRWFhYVqBySurq4NekAiCAIREREEBwcTFxeHn58fGzZsoHv37k1SDMXFxZGZmYmHh4easAbw8vJizJgxrFq1ioiICElcL1u2DIBvvvlGbTHeG2+8wauvvsoff/zB7t27eeONN6TrVq5cSVVVFZMnT5aENYC7uzuzZs0iJCSElStXsnr16oZ8uQ9E046xb98+1qxZQ3Z2NlFRUXz55ZcEBQVhZGSEIAhUVVXh5OREZGTkQ/cD+Pn58c4773D27FlsbGzYt28fQUFBQN0bffU8GP3MdTNg3759DB8+HJlMRnh4OC+88EKDPM7IkSPZtm0b8+fPZ/bs2Q3yGJrExcWxe/du9u/fz5UrV8jPz8fOzo4+ffowffp0+vXrV6f7bWqePD3q5OXlUVxcrFUOUROCIKBQKLhy5Yra7HZsbKzk0TUwMMDT05MePXoQGBhIQEAAcrkcIyOjerWTFBcXqwnu4uJiNf92ixYt1AS3paXlI/nHKyoqSEhI4Pbt2xgYGODq6oqTk1OjirJ70qgeCKmKbjEqUsTa2ho7Oztp2zSEP720tJQFCxawatUqDA0NmTVrFp9++mmTm61WJTExEXd3dzw8PIiLi9O6/sMPP2TVqlWEhYXx7rvvkpqaSufOnTE3Nyc/P19rkejPP//MO++8o2VRdHFx4ebNm5w8eVISkCJpaWk4Ozvj4uLC9evXG+JlPhDVfQ1UR+G1bdsWU1NTcnJymDBhAnv27MHKyoopU6YwZ84caexrr71GeHg4u3fv1srnrglxZjo7O5tz585Jv29KpbLOJV5PIXpbyNPI6dOnGTx4MAqFgm3btumMFtKFp6cnAEeOHFETKIsWLeK9995TW5yjUChYuHAhn3/+Oebm5iQmJtZa1Dwqjo6OZGRkYGlpSa9evbC1tSUmJoarV68ik8lYtmyZVkHAg2hqnjw9DYMgCBQUFBAZGSkJ7sjISLUaYwsLC3x9fdUEt7Ozc73+MD3ItmBgYCDZFkQPd21OC4vpK/Hx8SgUCuzs7PDy8tI3U9YCpVJJcnKyJMLEiuyioiK1AyHVIiLxr65nHgRB4Ny5cwQHB5OQkED37t3ZuHEjvr6+TV4EVVVV4eHhQXJyco22EEEQSEpKwtbWlv/85z+8/vrrBAYGcv78ea37u3btGl27dqV79+5SA6JYZw7V20nXGdY2bdqQnZ1Nfn7+Yz9rozpbff78eZYuXcrVq1d57bXXmDp1Km3btiU7O5vjx48THBxMTk4Ob7/9Nu+88w4DBw4kLCyM999/n19++YXRo0fXelGjJnUd9xSjF9dPI61atSIvL49OnTrVGNETFBTE+PHj1S4Td9apqal07NhR7XKxwcvJyYmCggIuXbrErVu3MDMz45dffpGC9R8HgwYNYuzYsYwYMULNn7pu3TomTJiAoaEh0dHRWlW1NdGUPXl6Gh6xwVG1XfLChQtqlgF7e3s1O0mPHj1o1apVvQogXXXuCoVCut7IyEhtdltzFlU1e9nY2BgPDw/atm3b5EXa4yA/P59r165RXFyMpaUl3t7ekhATF7KqHgxpFhGpnnkQbSUPEjMlJSXMnz+fb7/9FiMjI+bMmcPHH3/cZJJbasPp06cZNmwYeXl5+Pv74+bmRmZmJidPnkQul7Np0ya6d+8OwKpVq/jwww95/fXX2blzp9Z95efnY2Njg62tLTk5OQBER0fj6+tLq1at1KxXqnTv3p1Lly4RHR2Nj49Pw73Y+zBr1iwWLVqEra0tLi4u/Otf/+L5559Xs76cOnWKjRs3smnTJqytrdm0aRPp6elMmTKFUaNGsWXLlify3J9S9J7rp5G8vDygWiSnpqbWeDtNcV0Tc+fO5cyZM8THxxMVFYUgCDg6OvLBBx8wffp0PDw86uV515bDhw/rvPyDDz5g586dHDx4kG3btjFv3rxa3V9T8eTpeTLIZDIcHR1xdHTkjTfekPyOsbGxktg+f/48hw8fZv/+/dI4V1dXSWgHBgbi4+ODqalpvda5l5aWqgnu3NxcSVjA/2LnlEolOTk5CIJA+/btcXNza1YiraGoqqoiOTmZGzduIJPJ6NKlCx07dlQTxgYGBtLBjIhmEVFBQQG3bt3i1q1bwP8WTIqCu6CgADc3NwwNDREEgTNnzjBx4kQSExMJCAhgw4YN+Pj4NLsDob59+/Lf//6X119/naioKGnG2cTEhMGDB9O5c2fptmLCS00lRuKsdGFhYa3H1DTucaBUKikvL2fu3LksXbqUIUOGEBwcrGXvEG0cQUFBBAUF4eHhwerVq3nnnXfo06cPpqamZGZmcvfuXX2ZWyNHL66bOHU981DTuNrWpDcGfH19OXjwoPQjVhv27t0LVFfDa/Lmm28SEhJCeHi4XlzrAaqFkZGRET4+Pvj4+PDuu+9K+cpRUVGS4I6IiGDr1q1SvJWJiQndunWTim4CAwNxdXWts51EJpNhYWGBhYUF7dq1A/4XOycKutzcXDIzM9XGFRQUkJSU9NTWudeW3NxcYmJiKCkpoWXLlnh7e2NpaVmrsUZGRtja2qolh+g68yB6uN966y0MDQ1xd3fHxsaG48ePY2JiwoIFC5gxY0azPRDasmUL//jHP+jVqxdbtmzB29ubW7dusWTJEpYuXcqxY8f466+/mrS3vCYMDAxITU3lt99+w9fXl3Xr1uHk5ASo20XEfYNo3fj44495+eWXCQkJ4ejRoygUClJSUqTPiD7to/GiF9d6miwpKSkAtG3btla3z8vL4+bNmwDS6UdVnJycaN26NTdu3KCgoOCpSFLQ8/DIZDJatGhBv379pAW1giCQlZUl2UlE/3ZkZKQ0zsbGRhLboqXE3t6+zj+OYgV4ixYtKC0tlXzaDg4OWFpaSjncGRkZZGRkqI1Rzd9ujnXutaWyspKkpCTS0tIwMDDAzc0NZ2fnRz4A0XXmoaysjIyMDEaOHElUVBSxsbGUl5cD1WJ89erVnD17lp49exIYGEi/fv2aTTJTYmIiY8eOxd7enj179kgHLm5ubqxbt45bt26xZ88eNm7cSHBwsHS9ana8KqIVR/TCAw8cU9O4x8VPP/1Eeno6n3zyCU5OTtIEl67UGfHzJ5PJ8PHxYceOHXz33Xf88MMPXL9+nUOHDjFy5Min9nvbFNCLaz1NkuTkZPbs2QPAq6++WqsxorBu1apVjT9ajo6OZGdnc+PGjSfmydPT9JDJZNjb2/PKK6/wyiuvSHGAycnJav7tU6dOceTIEWmcs7OzWva2r6/vQ5XNZGdnExsbS1lZGS1btkQul2sJB1214aKdDKqFoKbgbsp17rUlJyeHmJgYysrKsLGxQS6XN5iYlclkmJub065dO6ysrIiJicHU1JTp06fj5eUlnQXZv3+/tF+LiYm5bwthU2Lr1q0oFAqGDBmi84zAyJEj2bNnDydOnCA4OBhnZ2cAtcXFqoiXu7i4SJeJY3JzcykuLta5LXWNqy/EWWTN2WTx3+Jju7u7S5fX5iBOqVTSsmVLPvvsM1xcXBgzZox0hko/c9140YtrPU2OyspKxo0bR3l5OaNGjaJHjx61GteYPXl6mhcymUw69e/u7s7bb7+NIAhUVFRw+fJlzp07J9lJdu3aJS3aMjQ0RC6XS2I7MDAQDw8PDA0N1X5Eb926xYULFzAzM8PQ0BAPDw+cnJx0/tCamZlhZmaGvb09UP2DrBoHWFBQQE5ODtnZ2dIYCwsLNcFtaWnZbIpmFAoFCQkJ3Lp1C0NDQzw9PXF0dGxQkSIIAqdOnWLixImkpKTQq1cvwsLCkMvlao9bVlbG5cuXiYiIeOzrWxoSUViqetVVES8XuxR8fX0BuHr1KgqFQutgT/Rrd+vWTbrMxsYGZ2dnbt68ycWLF3VG8WVnZ+Pi4lLvZyXFsheotnnoSowRv39//fUXgwcPrlFYi7GhJiYmWgJctB5FREQA+pzqxoxeXOtpUF5//XViY2MfasxPP/2ks9ZWZOrUqZw6dYrOnTuzZs2aR32KevQ8FsQknp49e0qfb0EQyM3NJTIyUk1w//jjj/z4449A9eluPz8/acFkYmIiy5cvx87Ojk2bNtG1a9eHitcTq9ktLS1p3749UC0IxBQMUXDfuXOHO3fuSGNU4wAbW517bcnKypLsGLa2tsjl8gaPJiwqKmLevHmsW7cOU1NTvvnmGykKVBMzMzOeeeYZnnnmmQZ9To8b0bqnapNSRRSLYnJVp06d8PLyIjY2lr1792pFzG7fvh1Aa0Hg0KFDWbt2Ldu3b9cS1zWNqQ/EbblkyRLi4uJo3749Q4YMoU+fPtJ3JCgoiHXr1nHhwgUSExNxc3OTxosWEZlMRkpKCgkJCbz00kvSWNGXHRgYiIGBAffu3aO0tPSptnQ1dvRRfHoaFD8/Py5fvvxQY44dO8azzz6r87qvvvqK2bNn4+DgwKlTpx4qMq+pRDXpeXoR7SRpaWmSnSQyMpILFy6oRb5ZW1vTu3dvyZ/r7++PtbV1g9a55+fna8UBqlaGP4k699pSUVFBfHw8d+7cwcjICHd3d9q3b9/gs9UnTpxg4sSJXL9+nd69exMWFoaXl9dTJ4iioqKkM4xr1qwhODhYuu7s2bMMGjSI4uJiDh06xKBBgwD1+vNTp05JM787d+7kjTfeeGD9+fHjx+nVqxdQ7fnu3bt3vUatqloyIiIi+Pvf/05SUpJ0vbW1NWFhYQwZMoQWLVpw5coVJk2axPnz5/nyyy95//33sbGxoaysTPreJCUl8eKLL9KrVy++//57NYtXSUkJq1ev5rPPPuOjjz4iNDT0kV+Dnlqhz7nW07z5/vvvCQ4OxtramuPHjz90xXtjLxnQo0cXFRUVhIaGMn/+fMrLy5HL5ZiZmXH58mWpQVAmk+Hh4SHNbgcEBNC1a1eMjY3rTcjpqnMvKCiQWufg8da51/Y5Z2ZmEhsbi0KhoHXr1nh5eTX4QUBhYSFz585l/fr1mJubM3/+fD788MMn+l48aWbMmMGSJUsA8Pb2Ri6Xc+vWLc6cOYNSqeT9999n3bp10u2VSiVvvvkmu3btolWrVgwcOJDs7Gz++9//YmZmxrFjx3TO8C9fvpyQkBCMjIwYPHgwJiYmUknYqlWrmDJlyiO/FlVhLQgCgwYN4ubNm4wcOZJXXnmFX3/9lZ9++gk7OzsWL14spVOtX7+euXPnYmxszPjx49UiZPft28eSJUv466+/WLp0qdTjANV2oY0bNzJt2jRat27Ntm3b6Nu37yO/Dj21Qi+u9TRftm7dyt///nfMzMw4ePBgnXcsjb0eV48eVQRBYMCAAZw8eRJ3d3fWr1/PgAEDEASBwsJCoqKi1Owk4qJdqLYY+Pr6quVvd+zYsV7bJcU6d9XYOXFtg0h917nXlvLycuLi4sjMzHxsRTqCIHD8+HEmTZrEjRs36Nu3L2FhYXh4eDx1s9W62LVrF99//z0XLlwgPz8fKysr/Pz8eO+99xg9erTW7auqqli5ciUbN24kOTmZFi1a8Nxzz/HFF1/ctzgsPDyc0NBQLl68CFSfkfz4448ZNmxYvb2WPXv28Pvvv/P+++8zfPhwli1bxjvvvANUT96EhYUxa9YsevXqRWhoKP7+/hQUFPD999+zePFicnNzCQoKwtPTk9TUVC5evEhubi7z589n5syZWo+3bt06zpw5Q2hoqJRCo+exoBfXepon+/btY/jw4chkMsLDw3nhhRfqfF8TJ05k7dq1fPjhh6xYsULtOnHGY/LkyY8157q4uJidO3dKEW6XLl2ioqKCefPm8fnnnz/0/W3atIl//OMfNV4/atQoKY9ZT+Nn/fr1pKWlMWvWrPvOuAqCwO3btzl//jznzp2TogBVk0Hs7OykmW3xv3Z2dvUq/MQ6d1XBXVZWJl0v1rmrCu7a1LnXFvF9iI+Pp7KyEgcHBzw9PRs8P7qgoIDZs2ezYcMGLCwsWLBgAVOnTm1yC0GzsrJYvHgx4eHh3Lx5E3Nzczp27MjAgQN1WhHCw8NZsmSJJGT9/f2ZMWMGQ4cOrfExrl27xueff87x48cpKirC1dWVd999l6lTpzaZHHZ3d3eSkpKkhtaDBw8CSAswb926xVdffcXatWuZMWMGn3zyCba2tpSUlHDkyBFmz55NfHw8giBgaWlJ165d+frrr6VyMzHrWpwlV83D1vNY0YtrPc2P06dPM3jwYBQKBdu2bdNa2FITnp6eABw5coQOHTpIlz9OT15tuXTpks7c7UcV176+vjqtM88884ya51FP80Rsl0xISFAT3NHR0VRUVEi369y5s1r2tq+vb70vlCovL9cS3JWVldL1xsbGalYSzTr32lJWVkZMTAw5OTmYmJjg6enZ4E12giBw9OhRJk2aRFpaGv369eOHH37A3d29yc1WX7hwgRdffJGcnBy8vb3p2rUrBQUFxMTEkJ6errbNAFasWCEtzhw0aBCmpqaSBWP16tVMnjxZ6zHOnDnDwIEDKS0tpWfPnnTs2JETJ05w584dRowYwW+//dao3zdR5F68eFHykY8YMYKtW7dqJYVEREQQHBxMeno6y5cvV5udLysrIz4+HkNDQ0pKSqRFzqLNqqkcZDwF6MW1nuZHq1atyMvLo1OnTvTv31/nbYKCgrTq3cWdc2pqqrQCXeRxePIehuTkZBYtWkRgYCCBgYHs3buXuXPnPrK4rut4Pc0XsUb90qVLamU3iYmJ0m2MjY3p2rWrmuB2d3fHwMCgXmeXxTp3UXAXFhaq+bfNzc3VBHfLli1rnLkTBIGMjAwSEhKoqqqiXbt2eHh4NHhed35+PrNmzeLHH3+kRYsWLFy4kEmTJjXJGcasrCzkcjklJSVs2bJFqz/g/PnzailOqhMVx44dk2ZcExIS6NOnj86JCoVCgYeHB6mpqSxbtozp06cD1TaKF154gTNnzvDjjz8ybty4hn/BD0CcOdaFKLDnz5/PvHnzcHV1JT4+HplMpjZOoVDw66+/MmnSJHr16sWyZcvo1q1bjZnY+tnpRkmddnpP7+oKPU0C8ZR2amoqqampNd5OU1zfj+nTp+Pq6kpoaCgnT54EICAgoN49ebWlS5cuhIWFSf8WTy/q0VPfiDXqffr0oU+fPkC1MM3OziYiIkLNv33x4kXpc9myZUv8/f0l73ZAQMAj+ZcfVOcuCu67d+9y9+5daYylpaWa4La0tKS0tJTY2Fju3buHqakpPj4+De5JFQSBw4cPM6mjpMQAACAASURBVGXKFNLS0ujfvz9hYWFq8WpNjXnz5pGdnc13332ns5hLMx515cqVVFVVMXnyZElYQ7VdYtasWYSEhLBy5Uo1i92uXbtITU3F19dXEtZQHTf57bff0qNHD5YuXfrExbWqyI2Ojub69euYmpri7OyMl5eXdN2cOXP4448/uHDhAqGhoXz88cdq3wljY2NefPFF3n77bcLCwti6dSvOzs7Y2NgA2jnVemHdfNCLaz2NmrqeWXnQOLFJT4+epx2ZTEabNm14+eWXefnll6U4wNTUVDU7yblz5zh+/Lg0ztHRUW12u3v37lhaWj5ynXvLli1xcnICqmf+xBp30U6iWucuzv5BdcGGh4dHg1eG5+XlMXPmTDZv3oylpSWrV68mODi4SQuj0tJS/v3vf9OiRYv7rtdQZe/evQBSEoYqb775JiEhIYSHh6uJ6/uN8ff3p3Pnzly9epXr169rnXF8nBgaGqJQKJg0aRL//ve/pTUDbdq0YcKECfzzn/+UWh5/+OEH/P39+eqrr3jxxRfx9fVVE+dt27bln//8J3/99Rdff/01/fv3Z8iQIU/stel5POjFtR49zZQLFy4wY8YMCgoKaNu2Lc8//zwDBgx40k9LTyNHbJd0dXXF1dWVt956S2qNi46OluwkERER/PHHH+zevRuoFsdeXl5qs9teXl4YGRnVWXAbGxtja2srNdNBtVc1MzOT69evU15eLl1+7949zpw502B17oIgcPDgQaZMmUJGRgbPPfcc69evf6zrMxqKyMhICgsLCQoKwtzcnD///JNDhw5RVlaGu7s7I0eOlAqHoPoAQ0ym0bVexMnJidatW3Pjxg0KCgqkWFOx88Df31/n8/D39yclJYXo6OgnKq5jY2P/v70zD6uqavv/d3GQwzyJGiLggDghTgmaD/hYDuAQltrjVAqVlhOWvfyyJxU1yzktS3NIcnxVLHMITXvKiXycwVl7xQFFEUVFkPF8f38c9o4DB2RGZX2ua19H1tpr7bWO5+z9Pfe6130jODgYhw8fRrdu3dCnTx8kJSVh27ZtmD59Oo4ePar+UGjdujUmT56MadOm4eOPP0ZUVBQ0Go2Be0irVq0wduxYJCQkSGFdTZDiWiJ5Ttm+fTu2b9+u/j1t2jR07twZGzZsqPBNXpLnCyEEzMzMVCv1qFGjQBIPHjzA0aNHDfy3V61ahVWrVgHQh+Fr1aqVgeBW0rSXRnDrdDokJCTg8uXL0Ol0cHNzQ6NGjQrE3zaWzj3vZkkbG5sSbRi7f/8+Pv74Y6xevRo2NjZYtGgR3n///edm09nZs2cB6FN09+3bV/3BpPDJJ59gxYoV6oY8RVg7ODgUulJQr149JCUl4erVq2pCLqVdvXr1Cm0DAFevXi3jjMrGsmXLcPjwYXzwwQcICwtT75fh4eF46aWXEBUVhX//+9+YMWOGWr5lyxbs2rULCxYswPjx4w0+32ZmZhg+fLi62TG/r7Xk+UOKa4nkOcPZ2Rnh4eEICgpCw4YN8fjxYxw+fBhhYWHYu3cvevfujUOHDj3Ty9iSqkcIAXt7e3Tt2lXNqkcS8fHxanbJI0eO4NixY4iOjlbb1alTx8B/u23btnBwcHii2EhJScGZM2eQkpICS0tLtGjRQvVdfVI69wcPHiAhIQEJCQnq2POHA7S0tCwwBpKIiopCaGgobt68ia5du2Lp0qVo0KBBub2PTwPJyckAgK1bt0Kj0eCbb77BgAEDkJaWhkWLFmHu3LkYNmwYmjVrhtatW6uxzC0tLQvtUxHdKSkpatmT2hlrU5mQxMWLF7F06VL885//xLx58wzq//zzT1y+fBm1atXChQsX8PDhQ1haWsLU1BTff/89XnzxRUyfPh1du3aFl5eXgXuIFNbVCymuJZIy8tprr+HcuXMlarNq1aoCG4TKix49eqBHjx7q37a2tujTpw+6dOmCdu3a4ejRo9i4caPRpA0SSVkQQsDV1RWurq7o37+/Gg7w7Nmzqtg+fPgwdu/ejaioKLWdp6cn2rVrpwruli1bwszMDEIIpKenY9KkSWjRogVcXFxQv359NGzYsMgfhxqNBvb29qr4BvSZLh8+fFggw6SCqakpNmzYAK1Wi/bt28Pb2xuLFi3C2rVrYWtri8WLF2PEiBHPjbU6L0qUluzsbMyYMQOjRo1S6+bMmYOrV69i06ZNmDNnDtauXVtVwyw3jAlcpSwpKQmPHz9G+/bt1brs7GyMGDECERERaNiwIcaMGYOBAweq7i4k0bZtW9U95O2338Z///tfo59RKayrB1JcSyRlJC4uDhcuXChRm7S0tAoaTeFYW1tj3LhxGDNmDHbt2iXFtaTCEULA1NQU3t7e8Pb2xjvvvAOSSE1NxfHjx1XBfeTIEaxfvx7r168HoE+j7u3tDQ8PDxw8eBDXrl1DYGAgVqxYATs7u1KNxczMDE5OTnBycgLwdzr3vJsld+7ciTt37hhE76lduzaCg4PRtGlTpKamwsbGpuxvzFOGtbW1+m9jGxqDg4OxadMm7N271+D8ou5jqampAGDwfllbWyM5ObnQdsbaVASKwN29ezc0Gg1efvlltez27dsgqY4xKioKISEhuH37NgYNGoT3339fze6bkZGBpKQkNZdCeHg41q9fL/e2SKS4lkjKysmTJ6t6CMVGCRWmLI9LJJWNElLP399fjV1PEomJiao7yZ9//ono6GgcOXIEGo0GLVq0wOHDh/HWW28ZZJisXbt2mcIBWlhYwMLCAi+88AIA4NChQ/j4449x+vRpPH78GFlZWUhISMCsWbMwa9YsCCHQvHlzfPHFF89VtCEl8oWlpaXRMIbK5sLExEQAgJubGwC9O0lqaqpRv+v4+HiDvpV2ycnJiI+Ph7e3d7HaVBS7du1CYGAgXn75Zbi5uakbU1988UXUrl0bx48fx6uvvort27ejcePGmDhxIoYOHWqwuTY2NhYbNmxAWFgYateuDUC/abOoTKqS6oEU1xJJNULxrazocGUSSUkQQqBOnTp49dVXUbNmTURGRiI9PR1eXl4YOHAgEhIScOTIEezfvx979uxR27m7u6tCu3379mjVqpVR3+knQRLbt2/H+PHjcevWLfTo0QPfffcd3N3d8ejRI9XKroQm1Gq15f0WVClKxI/Hjx8jIyOjwPzu3bsH4G+Ltb29Pdzc3HDt2jWcOHFCteQqXL9+HUlJSXB3d1ddJwB91IyYmBgcP34cPXv2LDCO48ePA4BR4V3eeHp6YsiQIdi0aRMiIyMxevRo2NjYwNzcHK+88oq6ivKvf/0LoaGhajZfhZMnTyIoKAgeHh4GrkJarRYkQfK5dCGSFA8priWSasTmzZsBFB4KSyKpSu7fv4/AwEBkZmZi1qxZaiZVQC+AMzIy1OySiv/25s2b1c+1qakpWrRooVq327dvjyZNmhSZXfLOnTsICwvDxo0bYW9vjxUrVmD48OGqMMpvZVfG8jzh5uamCt+9e/eie/fuBvWKO0jesHu9evXC4sWLERkZWUBcR0ZGAkAB636vXr2watUqREZG4tNPPzWoO3HiBC5fvgwvL69yC8OXP+NhXl/rBg0aYPjw4Th+/Di+/fZbtGnTBj169EDt2rXRq1cvHDlyBHfu3EFAQICBsNbpdNiyZQtmzJiBzMxMvPfee6hZs6Zar/QvfaurOcovrFIeEomknPniiy8IgFOmTCnyvCZNmrBJkyaMj483KP/88895584dg7LMzEyGh4cTAC0sLAq0qQwePXrEVatWccyYMfTx8aGZmVmx5vkktm7dSn9/f9rY2NDGxoadO3fm9u3by2fQkkonMjKS586dK9a5Op2Od+/eZVRUFKdOncrevXuzTp06BKAeNjY29PPz4wcffMC1a9fy4sWLfPToER89esR169axdu3aBMDAwEBeu3atgmf39LJ27VoCYMuWLXnz5k21/MSJE3R0dCQAbty4US0/f/48NRoNtVot//zzT7X84sWLrFmzJk1NTXnp0iWDa2RmZrJBgwYEwPnz56vljx49YseOHQmAK1euLPe5HTp0iOnp6STJnJwc6nQ6kmRWVhbnz59Pc3NzBgUF8fz58yTJ9PR0hoeH09ramnXr1uWUKVP4+++/89dff+XgwYPp4OBAOzs7Llu2rNzHKnnqKJU+luJaInkK6Nu3L319fenr60tXV1cCoIuLi1rWt2/fAm0U8RAXF1egXKvVslOnThw4cCB79uzJunXrEgDNzc25efPmSpqVISdOnDAQPcpRFnH95ZdfEgBNTU0ZEBDAoKAgWlhYEAC//vrr8hu85JlAp9MxOzubly9f5vr16/nBBx/Qz8+PVlZWBp+5OnXq0MXFhQDo4ODAlStXMicnp6qHX+UMGzaMAGhvb8+ePXuyS5cu1Gq1BMB33323wPnz589Xv3+BgYEG37+vvvrK6DUOHjyonuPr68s33niDzs7OBMD+/furwre8mDx5MoUQnDVrlkG5cp0rV65w8ODB1Gg0nDlzJpOTk0mSt2/f5ooVK2hra0shhMHh5+fHM2fOqH3Jz85zjRTXEsmziru7u1HhqRzu7u4F2hQmridPnsxu3brRzc2NFhYWNDc3p4eHB0eOHKlaZqqCv/76i2+//TaXLFnCY8eOcdq0aWUS13ktZ9HR0Wr5hQsXCrWcSaofOp2OGRkZPH78OBcvXsyQkBA2btyYAOjp6cnr169X9RCfGnQ6HZcuXcp27drR0tKSVlZW7NixIyMiIgpts3XrVvr5+dHa2prW1tb08/Pjtm3birzO6dOn2a9fP9asWZPm5uZs0aIF58+fX2aRmpWVVaBsz549NDU1ZaNGjXjkyBGSBcXw7t272bRpU9avX587d+40qDt58iRXrVrFsLAwLliwwGBuea3gkucWKa4lEsmzQ3HdXwrj/fffJwCGhoYWqFMsamPGjCnjKCXPIzqdjkePHmVSUlJVD0VSzqSkpPDKlSsGZYr1un///szIyCBpKIzT09MZFhZGIQQHDx7MCxcuPPE62dnZ5T94ydNIqfSx3MoqkUieSXbs2AEA6N+/f4E6pWzbtm2VOibJs4EQAu3atTPYiPascffuXTUUoRJGrjAiIiLg4+MDa2trODo6omfPngZZM41x8OBB9OzZE46OjrC2toaPj4+a1v5pIicnR/336dOnUbduXYwdO1aNcAIAEyZMgI+PDzZv3owlS5YAgLrJlSS0Wi1ef/11APpN39u3b1ezSTLP5tW8/5YZbiVFIcW1RCJ55rh//z6uXbsGwDCCgYKrqyucnJxw9epVgyx8EsnzwoQJE5CUlPTE88aPH4/g4GCcPn0aXbt2hY+PD3bv3g1/f39s2bLFaJvNmzejc+fO2LlzJ7y9vREQEIBLly5h2LBh+Oijj8p7KqVCySqp0WiQmpqK+Ph4JCQkoG3btti1axd27NiBzMxMAPostbNnz4YQAgsWLMCxY8cA6IW50k+tWrXg4uICR0dHzJ49G3/88QcAw6gfMgKIpLhIcS2RSJ45FGHt4OBQaMzuevXqAQCuXr1aaeOSSCqD3377DT/88APefffdIs/bs2cPFi5ciJo1ayImJgZbtmzBzp07sW/fPmg0GgQHB+P+/fsGbe7du4eQkBDk5OQgMjISf/zxByIjI3H+/Hl4eHhg3rx5qvCsSpRQievXr0e7du3Qpk0bDBo0CH/99ReysrIwf/58nDt3Tj3f398fEydOxJUrVzBjxgxkZWVBo9GoFujdu3cjIyMDgwcPxr1791TRLZGUBimuJZJioiw/btmyBS1btkRUVFQVj6j6oizZWlpaFnqOIrpTUlIqZUwSSWXw+PFjjBw5Es2bN3+iFXn+/PkAgE8//VTNzgoAHTt2xHvvvYf79+9jxYoVBm2WL1+Ohw8fIigoSHWVAIA6depg9uzZAIB58+aV13RKTU5ODmbMmIEhQ4bA0tISY8aMwYYNGzBs2DA4OTkhJiYG3377rYF7SFhYGHx8fLBlyxZ8/PHHSE1NRU5ODlavXo1p06YhJCQEkyZNwvXr1/Hqq69W4ewkzzoyiYxEUkwUf7tdu3bhzJkzqvU0f6KC55XXXnvNwBJUHFatWgUfH58KGpFEUv2YOnUqLl++jL1796JGjRqFnvf48WP85z//AVD4voSvvvoK27Ztw4QJE9TyovYy9OrVC+bm5tizZw/S09OrNM33jRs38P3336NWrVpYuHAh/Pz8AACvvPIKAgICEBwcjOXLl6NTp04YPHgwTE1NYWtri+XLl6NDhw748ssvERUVBa1Wi1OnTqFWrVoICAiAnZ0d7OzsoNPpIISQriCSUiHFtURSTJRlyMOHDwOAmpWsuqS4jYuLw4ULF0rUJi0trULGoqRhLqr/1NRUAICNjU2FjEEiqWxiY2Mxb948BAcHw8/PD1euXCn03AsXLiAjIwO1atVSXaTyomRpjY2NNSiPiYkxqM+LmZkZvLy8cPToUVy8eLFS0pQXxoEDBxAXF4ePPvoIfn5+IAmdTgeNRgM/Pz9MmjQJ48aNw8yZM9G6dWt4e3uDJLy8vBAZGYmIiAjs2LEDZmZm6Nq1K7799ls0bNhQ7b+63NclFYP89EgkxcTExAQkcfLkSdStW1ddZs1r2ci7m/x54+TJkyUOR/TPf/6zQsbi5uYGAEhOTlZFdH7i4+MBAO7u7hUyBomkMtHpdHjnnXdgb2+vumcUhbKyZkxYA3q3KXt7eyQnJ6uuUw8fPsSDBw+KbFeZexmKup8qbnopKSmqlVmj0ahtBg8ejJ49e+L8+fNYunQp7t27p96rAwICsHr1apw9exbR0dHYuXMnGjZsaBB5RCIpC1JcSyTFQLlhnzp1CiTRsmVLmJmZFdj0kldo592JLilf7O3tVYF94sSJAvXXr19HUlIS3N3dYWtrW9nDk0jKna+//hpHjhzBnDlzihVCsDT7EpQ2RbWrjL0MishVQuXlRbmnOjo6QqvVIjk5GSYmJmq5EAI6nQ41atRASEgIAGDJkiXYuXMnsrOzAejv5zVq1ICrqyuaNGmiXrM6uPdJKgcpriWSYqDcuA8ePAgAaNeunUE5oBd00dHRuHnzJgB9iCi5tFhx9OrVCwAQGRlZoE4p69OnT6WOKT/lFSs4IiJC9f80dgwcOLACRi95Wrh27Ro+/fRTdO7cGcOHD6/q4VQoeUXuzz//jE8++QQffvghli1bhitXrqj31AYNGsDa2hobN27E0aNHDQS2iYkJcnJy4O7uDicnJ+h0OkybNk11azPmRy2FtaQ8kT7XEkkxUKwn+/fvBwC0b98eAGBqaor4+HgsXrwYmzZtwuXLl6HT6VC3bl0MHDgQY8eOfaJbgmKlUZIaSAxp2rQpAH34MRcXF7U8NDQUS5cuxZIlSzBw4EB06NABAHDp0iXMmDEDpqamCA0NrZIxA/pYwf/617+g0+ng7+8PJycn/Pbbbxg2bBhiY2Mxd+7cEvfZqlUrtG7dukC5r69veQxZ8pQyevRoZGZmqglQikNp9iUobZR2xlZ9Knovg0ajQVJSEkJCQrB9+3aDunr16mHKlCkYMmQImjdvjpCQEMyZMwdjx47F/v37YWqqlzSK7/Xdu3eRkZGBoUOHYs2aNVi4cCFmz54Ne3v7Chm7RKJS2tSOlOnPJdUIJU1ugwYNKITg5cuXSepT7Xbv3p1CCDZt2pQjRozgmDFj2KJFCzXd7u3bt0t8vZycHObk5JTrHJ4G+vbtS19fX/r6+tLV1ZUA6OLiopb17du3QBsABMC4uLgCdUqac1NTUwYGBjIoKIgWFhYEwK+++qoSZmScu3fv0tbWlgC4efNmtfzWrVv08PAgAP7+++/F7m/lypVlShUvebYBQHt7e3bu3Nng8PX1JQCam5urZQkJCSTJEydOEABr1apltM9Hjx4RAB0cHAzK7ezsCIBnzpwx2u7FF18kAMbExJTvJHO5dOkS//GPf1AIweHDh3PPnj28cuUKZ8yYwaZNm9LBwYHz588nqb9PNmvWjEIIvv/++zx16pTaT2xsLDt16sQePXrw1KlT9PPzo0aj4Zo1a2TqcklJKJU+luJaIikmDx8+pBCCTZo0Ucs++eQTmpiYsHXr1qrgJvUPrgEDBlAIwTlz5hjt7+zZs5w9ezbDwsK4bt063rhx44ljeNYFt7u7uyqWjR3u7u4F2hQlrkly69at9PPzo7W1Na2trenn58dt27ZV7ESewKxZswiAQUFBBep+/PFHAmDv3r2L3Z8U19Wbor4z+Q/le5KWlkatVksAjI+PL9Dnvn37CICdO3c2KPf39ycArl69ukCbzMxMmpub09zcnI8fPy7zvIyJ3G+++YZCCI4fP77ANdauXUshBNu2bctjx46RJA8dOkQ3NzcKIdigQQNOnTqVEyZMYLt27Whubs4FCxaQJNesWUMnJyd6e3vz9OnTZR67pNogxbVEUhEognbv3r0UQnDAgAEkyStXrrBBgwZ0dHRUxVxWVpbaLiYmhlqtlnXr1jUoJ8nZs2ezZs2aFEJQCEETExN6enoyNjaWhw8f5tSpUw2sMIrlPO+YsrKymJ2dXaBOUvUUJVAyMjJKLFCkuJYYIy4ujgDYqFEjo/WBgYEEwC+//LJA3bhx4wiAc+fONSgv7x+GhZFfWOt0OmZkZNDb25v169fngwcPDOpXrFhBKysrOjo6ctSoUbx48aJa9/vvv/Ptt99W76dCCNrb23PJkiXqOZmZmfzoo48ohOCbb75ZLj8OJNUCKa4lkopAEcYzZsygEIIzZ84kqX/QCCHYrVs3pqamFmiXmJhIFxcXOjs786+//iKpf6Bs2rSJQghaWVlx0aJF3L59O7/77jt26NCBzs7ODA0NpRCCkyZNMhDlERER3L9/PzMyMoyOMzs7m1lZWcWybufk5PCvv/7ivXv3Svx+SJ5MeS+tK+K6d+/e/OijjzhixAhOnjyZf/zxR3kOW/KM8SRxvXv3bgJgzZo1DcRodHQ0tVot7e3tmZycbNCmMJem27dvl8qlqShu3LjB7t27c+fOnSTJ+Ph4WlhYsF27dkxLSyOpd6UKCAigEIIvvvgiIyIi+OjRI5IFjQ579+7l1q1buX79eiYmJqrlmZmZJMmTJ09y0KBBPHDgQLmMX1ItkOJaIqkIFAtLjx49KITg7t27SZLh4eEUQvCTTz4xOF+54V+6dImdOnWiq6sr9+3bR5I8deoUW7duTTs7uwLWpPT0dPr7+7NOnTq0s7Pjzz//rNYlJCTQzMxMtco0atSIwcHBjIiI4NmzZ0s8p7t377JTp07qUmqnTp3422+/lbgfSUEePHigLtHnt74p9O3blwC4devWYvWpiGtjR+fOnXnr1q3ynILkGeFJ4pokQ0NDCYCWlpYMCgpiYGAgTU1NqdFo+NNPPxltExkZSRMTEwoh2KVLF/bv35/29vYEwA8//LDY45s2bRr3799PUv+DPq+1Ojo6mg0bNqQQgkOHDiWpN2S0bNmSHTt2ZGZmJpcuXUoLCwuam5tz9OjRPHnypNo+IyOD586dK/Q7RlKu7EnKg1LpYxknTCJ5AkqIpqNHj8LS0lLNSnbv3j0A+h3sZMFkB8nJyUhMTIS1tbUaG3b//v2IiYlBQEAA3nzzTQBAVlYWMjMzodVqMXjwYCQmJsLNzQ3Ozs4A9D+AtVot1qxZg5kzZ+Ltt9+GnZ0dIiIiEBwcjBYtWsDc3Bxt27ZFaGiommGtKB48eIDExETY29ujXr16OHbsGG7fvq1eT1J6KiJWsLOzM8LDw3HixAk8ePAAt27dwtatW9G0aVPs3bsXvXv3lgkwJEZZsGABVq5ciWbNmmH37t34888/0bVrV+zbtw99+/Y12qZfv37Yt28fevTogRMnTuCXX36Bh4cHIiIiMG/evCdeMzo6GvXr18eUKVMQHR2tFxsmJtBoNEhOTgYArFy5EiTxww8/qFFQUlNT0bhxYxw6dAht27bFyJEj4eXlhe+++w5z585Fq1at1GvExMTgvffew5kzZ4yOgSQ0Go2MwCSpGkqryikt15JqxI0bN9RlSVJvnV6wYIG68UYpy8vKlStpaWnJV199VY0YMnToUAohuGzZMoNzFVeOVatWUQjB3r178+rVq4WOZ+HChapLysyZM9mvXz96enrSzc2Ny5cvf+J89u7dS41Gw0GDBvH27duMjY1lSkpK8d+Q55y+ffuySZMmJTr++9//ktR/VpBrVc7va68wZMgQAuDatWvLNM6UlBR6enoSANetW1emviSlIzU1lT/99BNDQkLo6elJrVZLS0tLent7c+rUqUV+r1auXMn27dvTysqKDg4ODAwM5MGDB4u83oEDBxgYGEgHBwdaWVmxffv2/OGHH8p7WqVm//79fOGFF1i7dm3OnDnTYKO24ko3efJktmnThl9//bVap3xXVqxYQTMzM2o0GoaEhBh1ndq3bx89PDzo7OzM8+fPV/ykJNUZ6RYikZQ3yjKm4if93nvvqXXR0dEUQtDX17eAn3N2djY7dOhAExMTLly4UC1/6aWXKIRgdHS0wfmKMF+8eDE1Gg3HjRtn8FDW6XTqw+fevXsMCgqiEIJRUVEk9Q/4y5cvMyYmxqj/d/5rLV68mEKIJ26Qe9KSqlIfGxur+kg+D7Rq1apEERqQxw+1ItxCimLRokUEwGHDhpW5L0nJWbZsmfr/3axZMw4YMIA9evSgjY0NAbBp06ZGw3Eq7hoWFhYMCgpijx49iuWuodFoKIRg586d2a9fP9VdY8KECRU91WIxa9YsCiH4xRdfqGXK92DDhg00MzOjlZUVzc3Nee7cOZJ6YZ33XtOrVy8KIThkyBCDfSFpaWlcvnw5W7duzZo1a3LJkiUyrJ6kopHiWiKpKObMmUMhhGpp0el0fPDgAfv166dar0+fPs309HTeuXOH48ePpxCC7du3V/1hk5KS+I9//IP29vaqlTM/YWFhvrKCewAADYRJREFUFELw22+/LSBslb+3bNlCe3t7BgQE8Nq1ayWeS3p6OkeOHMkaNWpw/fr1JFmohTXvtbOzswvdLGlubk4hBD08PDh48OBqH+qqMmMF79q1iwDYvXv3MvclKTkREREcMWJEgb0PN2/eZJs2bQiAgwYNMqgraqOhmZlZiTYaljZ2ekWg0+k4c+ZMCiG4Y8cOkuRnn33GZs2aqfeE8ePH09ramnZ2dvzll18M2itC+dy5c2qs61atWvGDDz7g1KlT2b59e2o0Gjo4OHDDhg2VOzlJdUWKa4mkIlBErU6nU8M3KSIzLi6OgYGBFELQzc2NrVu3pouLC4UQ9PLyUh8eOTk5zMjIYEhICIUQXLlyJUn9LnZF2CYkJNDf3592dnbq7nljBAcHUwjBpUuXGgjw4m7cSUpKYseOHenq6sqjR48azCcv8fHxjImJKXLDEKl3TZg9ezaHDx9OW1tbCiFU0V5dqcxYwf/7v/9LAHzttdfK3JekfImOjiYAarVagyg/T3OIvLKyY8cOWllZsX79+vTx8VEFsrJad+3aNXbs2NEg8lJelPvYyZMnOXHiRFpYWFAIQXNzczo7O/PNN980iATyrMf+lzz1SHEtkVQURd3Ar1y5woULF7Jr165s3LgxO3XqxM8++8zAIqW0nz9/PoUQHDVqVIF+vvvuOwoh2K5dO4MY16RhBBI7Ozu6ubmpmdhKytmzZ+nk5ER/f3/euXOnQH1aWhonTpxILy8v2tjYUKvVsnHjxhw9ejT37NlTqPtHXFwcX3rpJTZp0oTHjx8v1dieFypTCA0YMIAAOH369HLpT1J+pKamqi4jN2/eJGmY3OX69esF2pQmuUtpYqdXJIqFWavVMiwsTHX/UNi8eTNtbGwMwpQWxq1bt3jw4EHGxsYa3BelO4ikkpDiWiJ5GihqA9OVK1dUq82bb77JzZs389ChQwwPD2e9evVUP0PlQaygiGsle5ni+10aq82OHTsohOA777xjtH7KlCkUQtDd3Z0DBw7k0KFD6ePjQxsbG1pZWRW6lHvw4EG6u7uzW7duRjPCVSdKGytY2RyZ//37/PPPC/wQyszMZHh4uOq3WxnveVpaGidNmsTGjRtTq9XS2dmZwcHBpbr2vXv3OG7cOLq5udHMzIxubm4MDQ0t4A7xLHPq1CkCYI0aNZienk7y2U1LXhzS09M5ZswYCiFoY2NDIYT6+c+7b4Sk6jo3ZMgQo30VtRInhbWkEpHiWiKpChR/5OLe8A8dOqQul1pYWNDW1pYvvPAC33jjDWo0Gk6aNKlQ67ASa1vxZyzpQyYnJ0fdcKSkZc/7EEtJSaGPjw9tbW0NHtKJiYn85Zdf2L179wLiWmHt2rXUarUMDQ1VkzxUZ0oTK1ixcuZP9a64FnTq1IkDBw5kz549WbduXQKgubm5gYCvKB4/fswOHToQAJ2dnfnGG2/Qx8dHFYr/93//V+y+7ty5o/7IaNiwId944w22aNGCAOjp6cm7d+9W4Ewqj3feeYcA2KdPH7Xs559/JgC2adOm0HbK5+Thw4ckK3+TbFlYvXo158yZw88//5ympqZs2rSpQcQQ5Z51/fp1+vr6Ughh1BovkTwlSHEtkTzN5OTkqJbm9PR07t+/n3PnzuXSpUuZlJTE4OBgmpqaFiqU0tLS6OzszLp165Y6MkdqaioHDRpEKysrNWV7Xut3fHw8/fz86OjoaDSLWU5OTqEP96lTp1IIwSVLlsjEDbkcOHCAAQEBtLe3p6WlpZphrjAKE9eTJ09mt27d6ObmpibV8PDw4MiRIystFNm///1vAmDHjh0NVmfmzZtn1I2hKJRQhK+//rqBNXPs2LHPTeQTZYWoRo0aBslP1q5dSwDs1KlToW1dXFwIQBWllRnesazk/cGv7DEZPXq0wTnKPWfTpk20tLRkvXr1igw9KpFUIVJcSyRPI4rQvHr1KtevX19AOJF/pyP29PQ06gdN6peLra2taW1tzUWLFvHEiRMlFrEJCQls2bIlPT091egGeTdskn+neW/btm2x02snJydz8ODBtLGx4a+//lqiMUmefjIyMlS3BGP+9N7e3gSgbpAtips3b9LExIRmZmYFMkump6ezVq1a1Gg0RsPXPSucO3eODg4OBMAFCxYY1D3v4pr8+15y7tw5enl5UQih/pjPW0/qN3AqbnISyVNIqfSxzNAokVQwSoaw5ORkhIeHo2XLlhgxYgS+/PJLrFu3DnPmzMFbb72FzMxMDBs2DE5OTtDpdAX6sbCwwKxZs5CamoqxY8di4sSJJc4+lpCQgLi4ODRs2BD16tUzGJ/yOmrUKEyfPh2JiYno0qULfHx8sGLFCmRnZxfoj9Rnc0xMTMTFixfh6uoKFxeXEo1J8vRz8OBBPHjwAI0aNUKbNm0K1Pfv3x8AsG3btif2tXPnTuh0Ovj5+aFOnToGdVqtFn369EFOTg5++eWX8hl8JXPjxg0EBAQgOTkZH374IUJDQw3qra2tAQBpaWmF9pGamgoAsLGxMWhTVLv8baoSIQRIomnTpvjwww9hYmKC//mf/8GdO3fUeiWj6IQJE9C8eXOsWbMGBw4cqMphSyTlR2lVuTzkIY+SHQCsALwF4BCALAC6fMdEADa554pC+hAAvAH8PwDDc8tMSzCGN3Kv9eUTzjMB8AqA1QByACQDWATAOv94cl9fAXAbwI8Aalf1ey2P8j0AjIfecrqxkPpeufU/FqOvBbnnzi6kfnRu/fyqnncp3idHAGdyx/+9se8xgNa59YmF9GGVW38vX/n93PLmhbQ7klvvXdXvg5GxfZ973/kqX7lJ7mtfAP2repzykEd5HaYlEeISiaT0kEwFsArAKiGECwBfAE0AZAD4CcBVkrrcc1lIHwQQm3soZQVNykYQQphCL8wB4EJumYlyzTznKWW/AfhNCDEDwGYAowD8knvkHQ8ANMTfwuJhccYjeaZwy32NL6ReKXev5L6eGoQQ1gCiADSH/kfmu4V8jy9A/52vJYRwIXkjX33b3NfYfOUxAPxz68/mu3YNAF4A0gFcLMs8ypM895I50N/vxgghdpI0WJYguSVPG1HY/U8ieVaQbiESSSUihDABAJI3SP5I8guS80nG5Re5RfQhhBCaUlzeAkAr6K3Ql/KPSQjRRgjRN/84SJ6H3moN6C1MEHn8UXJFe2PoreoXSKaXYmySpxvFL6EwX4bU3Nfi+CSUZ19PBUIILYCfAfgA2AVgEMkcY+eSfAzgP7l/DjBySv/c1/w+Njvy1eelNwBzAHuepu8fSV2uWD4HYB6ATACzhRB1lHojbaSwljzzSHEtkVQieR8mQghNaUQy9Rh9cD8BR+italdg3Lr1MoBNQoifhBCvCyEa5Y7TEfqlbAC4mvua997hCL0F/l5u3xJJtSH3O7we+u/PfgCvk8x8QrP5ua+fCiEa5+mrI4CR0LuArMjXZjn0q0JBQojX87SpDWB27p/zSjuPikIRyyS/h/4HSHMAAVU6KImkgpFuIRJJFVFKgVwWXADUgX5ZOi13DHktR3sArAPwOoDuAC4LIdIA1AJQH3pfccV6xjzLty8A8IBeWCdU+CwkVcGj3FfLQuqtcl9TKrmvp4ExAF7L/XcSgG8L2Wj8EckkACC5RwixEEAogJNCiN0AzAB0g34FKJjk/byNSd4TQoQA2AggUgjxB4C7ALoCsIfeR/2Pcp5buZDHPWQygBUkf63qMUkkFYkU1xJJNSDXjaMN9ILGH8AaIcRxAJPy+HnHCCFGQW8hC8w9zxF6H9h1AFaTvJB7ri6Pa4gb9MJ9K/TWa8nzx7Xc13qF1CvlVwupr6i+ngYc8vz7tULPAsKhF98AAJLjhRAnoRfn3aB3mdgDYDrJaGMdkNwshPAH8CmADtAL8rMAFpH8oSyTqEjy3GMuoIj9HhLJ84IU1xJJNYAkhRBRAD6HfkNUAAC7PD6RytJtKvRL2/uVtkII+/xWNKUK+ugEjQDYQv+Qf2TkPMmzT0zua9tC6gvbhFfRfVU5JMOhF86laRsBIKKEbQ5C/+P3mUYKa8nzjBJGSyKRVDOEELYkC0T2yN3gaAK9Jn+i64oQYhGAd6HfxPVj+Y9UUtUIIcwAJAKwA9CG5Ml89THQR6J5keSxJ/TlDP1qSDYAV5KJeeq0AK5Dv2JSN2+dRCKRPCvIDY0SSTVBCGEihDBVNlEaE9a55TqS2caEdZ7IIo2FEF2EEC9Bv0HpNv5e7pc8Z+Ru0FMixnwjhFD8oiGE+BB6Yb03r7AWQowRQpwXQnyRr68E6DcAmkHvn5x3BXU29D7+a6SwlkgkzyrSLUQiqSbkLsOWdSlW8bOeAGAEgDgADaAPP3a7jH1Lnm4+g37z3EsALgkh9kMfi9oXwB0AIfnOd4I+ioyzkb7GQ+8z3A/AeSHEUQAtoI/VfAnAhxUxAYlEIqkMpOVaIpEUmzzW7LUAvgZwM/fva3h2ojtISkFu/OQuAKZDH22mL/TiOgJAW5KXS9BXEvQxob+G3oL9GvQuJ18B8CEpN8ZKJJJnFulzLZFIyowQwoakFNcSiUQiqfZIcS2RSEpMrt+2QDE3PUokEolEUl2Q4loikUgkEolEIiknpM+1RCKRSCQSiURSTvx/Kma5mz0KppAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig=plt.figure(figsize=(6,4),dpi=150)\n", "ax = fig.add_subplot(projection='3d')\n", "for SNkey in SNs.keys():\n", " SN=SNs[SNkey]\n", " for SGkey in SGs.keys():\n", " SG=SGs[SGkey]\n", " key = (SNkey,SGkey)\n", " if key in GWs:\n", " GW=GWs[key]\n", " lbl=\"\"\n", " i=0\n", " ax.scatter(np.log10(SG.tau),SG.f,np.log10(GW.Izzeps/1e45),marker=ms[SNkey],c=cs[SGkey])#,ls=\"\",label=lbl)\n", "\n", "ax.set_zlabel(r\"$\\epsilon I_{zz}$ [$10^{45}$ g cm$^2$] \")\n", "ax.set_xlabel(r\"$\\log \\tau$ [s]\")\n", "ax.set_ylabel(\"frequency [Hz]\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "308.5677581467192" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1e-20*1e4*pc" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }