From 4c896348a01f3c07485ca3c0c1f5dd53ecadf51e Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 19 Jan 2021 23:06:23 +0530 Subject: [PATCH 01/30] Create Assignment_1 --- Assignment1/204102314_SonuKumari/Assignment_1 | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment1/204102314_SonuKumari/Assignment_1 diff --git a/Assignment1/204102314_SonuKumari/Assignment_1 b/Assignment1/204102314_SonuKumari/Assignment_1 new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment1/204102314_SonuKumari/Assignment_1 @@ -0,0 +1 @@ + From d8c4e8abaa5f98f9ba854cfe3eb1d99096cc4049 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 19 Jan 2021 23:08:00 +0530 Subject: [PATCH 02/30] Add files via upload --- .../Assignment__1_DSP.ipynb | 974 ++++++++++++++++++ 1 file changed, 974 insertions(+) create mode 100644 Assignment1/204102314_SonuKumari/Assignment__1_DSP.ipynb diff --git a/Assignment1/204102314_SonuKumari/Assignment__1_DSP.ipynb b/Assignment1/204102314_SonuKumari/Assignment__1_DSP.ipynb new file mode 100644 index 0000000..23964a6 --- /dev/null +++ b/Assignment1/204102314_SonuKumari/Assignment__1_DSP.ipynb @@ -0,0 +1,974 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import scipy.signal as scipySignal\n", + "import seaborn as sns\n", + "from scipy import signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Contionus Signal : " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [A] Basic Signal : \n", + "Consider the following signal with basic transformations of the form:\n", + "y(t) = Ax(Bt+C) where A is the amplitude scaling factor, B is the\n", + "time scaling factor, C is the time shift.\n", + "\n", + "Plot the following signals:\n", + "\n", + "x1(t) = u(t) , \n", + "\n", + "x2(t) = r(t) = tu(t) , \n", + "\n", + "x3(t) = p(t) = t^2u(t)/2,\n", + "\n", + "x4(t) = rect(t/τ ), \n", + "\n", + "x5(t) = tri(t/τ ) ,\n", + "\n", + "x6(t) =sinct =sin πt/πt\n", + "\n", + "where :\n", + "\n", + "u(t) is the unit impulse signal,\n", + "\n", + "r(t) is the ramp signal, \n", + "\n", + "and p(t) is the parabolic signal, \n", + "\n", + "rect(t/τ ) is a rectangular pulse between −τ /2 to τ /2 ,\n", + "\n", + "similarly tri(t/τ ) is triangular pulse from −τ /2 to τ /2 .\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'sinc signal')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def cont_fun(t): \n", + " fun =[] \n", + " for sample in t: \n", + " if sample<0: \n", + " fun.append(0) \n", + " else:\n", + " fun.append(1)\n", + " return fun\n", + "\n", + "def unit_ramp(t): \n", + " ramp =[] \n", + " for sample in t: \n", + " if sample<0: \n", + " ramp.append(0) \n", + " else: \n", + " ramp.append(sample) \n", + " return ramp\n", + "\n", + "def unit_para(t): \n", + " para =[] \n", + " for sample in t: \n", + " if sample<0:\n", + " para.append(0) \n", + " else: \n", + " k = (sample**2)/2\n", + " para.append(k)\n", + " return para\n", + "\n", + "def unit_rect(t): \n", + " rect =[] \n", + " T= 8\n", + " for k in t :\n", + " if k>=-T/2 and k =-T/2 and k <=T/2 :\n", + " a = 1-(2*abs(k))/T\n", + " tri.append(a)\n", + " else: \n", + " tri.append(0)\n", + " return tri\n", + "\n", + "def unit_sinc(t): \n", + " sci =[] # sin*pi*t/pi*t\n", + " for k in t :\n", + " a = (np.sin(np.pi*k))/(np.pi*k)\n", + " sci.append(a)\n", + " return sci \n", + "\n", + "t = np.linspace(-10,10, 100)\n", + "t2 = np.arange(-np.pi,np.pi,0.1) \n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(12,6))\n", + "sinc =unit_sinc(t2)\n", + "lst = [cont_fun(t),unit_ramp(t),unit_para(t),unit_rect(t),unit_tri(t)]\n", + "na =[\"unit step \",\"ramp \", \"parabolic\",\"rect\",\"tri\" ] #rect \",\"tri\"\n", + "c =1\n", + "for count in range(len(lst)):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(t,lst[count])\n", + " plt.title(\"plot of \"+str(na[count])+\" signal\")\n", + " c =c+1\n", + "plt.subplot(2,3,6)\n", + "plt.plot(t2,sinc)\n", + "plt.title(\"sinc signal\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [B] Shifted Signal \n", + "Also draw the amplitude scaled and time shifted\n", + "versions of these 3 signals with amplitude scaling factor A = 5 and\n", + "shift C = 2 sec.\n", + "\n", + "Finally, plot the time scaled versions of the original\n", + "signals x1(t), x2(t), x3(t) with time scaling factor as B = 0.5, 2" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def shift1(t,B):\n", + " A = 5\n", + " C =2\n", + " x = (t-C)/B \n", + " u =(t>=0)\n", + " r = A*t*u\n", + " p = A*t**2/2\n", + " out =[u,r,p]\n", + " fig, axs = plt.subplots(1,3,figsize=(15,2))\n", + " na = [\"unit step signal\",\"ramp signal\",\"parabolic signal\"]\n", + " c= 1\n", + " for k in range(len(out)):\n", + " plt.subplot(1,3,c)\n", + " plt.plot(x,out[k])\n", + " plt.title(\"shifted \"+str(na[k])+\"at A=5,B=0.5,C=2\")\n", + " c =c+1\n", + " return \n", + "def shift2(t,B):\n", + " A = 5\n", + " C =2\n", + " x = (t-C)/B \n", + " u =(t>=0)\n", + " r = A*t*u\n", + " p = A*t**2/2\n", + " out =[u,r,p]\n", + " fig, axs = plt.subplots(1,3,figsize=(15,2))\n", + " na = [\"unit step signal\",\"ramp signal\",\"parabolic signal\"]\n", + " c =1\n", + " for k in range(len(out)):\n", + " plt.subplot(1,3,c)\n", + " plt.plot(x,out[k])\n", + " plt.title(\"shifted \"+str(na[k])+\"at A=5,B=2,C=2\")\n", + " c =c+1\n", + " return \n", + "t = np.linspace(-10,10,100)\n", + "shift1(t,0.5)\n", + "shift2(t,2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [C] Exponentials\n", + "Consider the signals of the form: x(t) = AeBt . Plot x(t) for different values of A and B. Take A = −5 and 5 and B in range\n", + "[−5, −2, −0.5, −0.25, 0, 1, 2]. Plot all possible combinations to get a\n", + "taste of how exponentials behave.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def exponential(A,B, t): \n", + " expo =[] \n", + " for sample in t: \n", + " expo.append(A*(np.exp(B * sample)))\n", + " return (expo) \n", + "\n", + "def exp_plot():\n", + " B = [-5, -2, -0.5, -0.25, 0, 1, 2]\n", + " A = [-5,5]\n", + " t = np.arange(-1, 1, 0.1)\n", + " count=1\n", + " fig, axs = plt.subplots(2, 3, figsize=(20,20))\n", + " for a in A :\n", + " for k in B :\n", + " p1 = exponential(a,k,t)\n", + " plt.subplot(5,3,count)\n", + " plt.plot(t,p1)\n", + " plt.title(\"A=\"+str(a)+\"and B=\"+str(B))\n", + " count = count +1 \n", + " return \n", + "exp_plot()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [D] Sinusoids\n", + "\n", + "x1(t) = 5 sin 2πt , x2(t) = 2 sin(2π/3)t, x3(t) = 4 cos(π/3)t, x4(t) =3 cos(2πt +π/3),\n", + "\n", + "x5(t) = x1(t) + x2(t) , x6(t) = x3(t) + x4(t) ,\n", + "\n", + "x7(t) = x1(t) + x3(t) , x8(t) = x1(−t) , x9(t) = x3(−t) ." + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def sin1(t):\n", + " sin1 =[]\n", + " for sample in t:\n", + " a = 5*(np.sin(2*np.pi*sample))\n", + " sin1.append(a)\n", + " return sin1\n", + " \n", + "def sin2(t):\n", + " sin2 =[]\n", + " for sample in t:\n", + " a = 2*(np.sin(2*np.pi/3*sample))\n", + " sin2.append(a)\n", + " return sin2\n", + " \n", + "def cos1(t):\n", + " cos1 =[]\n", + " for sample in t:\n", + " a = 4*(np.cos(np.pi/3*sample))\n", + " cos1.append(a)\n", + " return cos1\n", + "\n", + "def cos2(t):\n", + " cos2 = []\n", + " for sample in t:\n", + " a = 3*(np.cos((2*np.pi*sample)+(np.pi/3)))\n", + " cos2.append(a)\n", + " return cos2\n", + "\n", + "def x5(t):\n", + " x5 =[]\n", + " for sample in t:\n", + " a =5*(np.sin(2*np.pi*sample))\n", + " b =2*(np.sin(2*np.pi/3*sample))\n", + " c = a+b\n", + " x5.append(c)\n", + " return x5\n", + "\n", + "def x6(t):\n", + " x6 =[]\n", + " for sample in t :\n", + " a = 4*(np.cos(np.pi/3*sample))\n", + " b =3*(np.cos((2*np.pi*sample)+(np.pi/3)))\n", + " c = a+b\n", + " x6.append(c)\n", + " return x6\n", + "\n", + "def x7(t):\n", + " x7 =[]\n", + " for sample in t:\n", + " a = 5*(np.sin(2*np.pi*sample))\n", + " b = 4*(np.cos(np.pi/3*sample))\n", + " c =a+b\n", + " x7.append(c)\n", + " return x7\n", + "\n", + "def x8(t):\n", + " x8 =[]\n", + " for sample in t:\n", + " a = 5*(np.sin(2*np.pi*-sample))\n", + " x8.append(a)\n", + " return x8 \n", + "\n", + "def x9(t):\n", + " x9 =[]\n", + " for sample in t:\n", + " a = 4*(np.cos(np.pi/3*-sample))\n", + " x9.append(a)\n", + " return x9\n", + "\n", + "count =0 \n", + "t = np.arange(-np.pi/2,np.pi/2,0.1) \n", + "fig, ax = plt.subplots(3, 3, figsize=(12,6))\n", + "lst = [sin1(t),sin2(t),cos1(t),cos2(t),x5(t),x6(t),x7(t),x8(t),x9(t)]\n", + "na =[\"x1=5*(sin2πt)\",\"x2=2*sin(2π/3)t\", \"x3=4*cos(π/3)t\",\"x4=3*cos(2πt +π/3)\",\"x5(t) = x1(t)+x2(t)\" , \"x6(t) = x3(t)+x4(t)\",\"x7(t) = x1(t)+x3(t)\" ,\" x8(t) =x1(−t)\",\" x9(t) = x3(−t)\"]\n", + "c =1\n", + "for count in range(len(lst)):\n", + " plt.subplot(3,3,c)\n", + " plt.plot(t,lst[count])\n", + " plt.title(\"plot of \"+str(na[count]))\n", + " c =c+1\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [E] Complex Exponentials\n", + "\n", + "Consider the signals of form: y(t) = A(e^Bt)cos ωt . Plot the signals, where A = 0.1, 0.5, 1, 2 and b = −0.25, −0.5, −1, 0.5, 1 and\n", + "ω = 2π, π/6,5π/3\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "t=np.linspace(-4,4,1000)\n", + "A=[0.1,0.5,1,2]\n", + "B=[-0.25,-0.5,-1,0.5,1]\n", + "c=[np.pi*2,np.pi/6,np.pi*5/3]\n", + "fig=plt.figure(1)\n", + "k =1\n", + "fig, axs = plt.subplots(10,6, figsize=(40,40))\n", + "for s in c :\n", + " for a in A:\n", + " for b in B:\n", + " y=a*(np.exp(-b*t))*(np.cos(s*t))\n", + " plt.subplot(10,6,k)\n", + " plt.plot(t,y)\n", + " plt.title(\"A=\"+str(a)+\"and B=\"+str(b)+\"and phase w is \"+str(s))\n", + " plt.axhline(0,color='k',lineWidth=0.5)\n", + " plt.axvline(0,color='k',lineWidth=0.5)\n", + " k = k +1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [F] A special type of complex exponential \n", + "y(t) = A(e^st), where s = σ +jω .\n", + "\n", + "Consider, a phases shift introduced to the signal y(t) with phase θ .\n", + "\n", + "The resultant signal becomes, y(t) = Aej(ωt+θ).\n", + "\n", + "Plot the real and imaginary parts ( Re(y(t)) and Im(y(t)) ) of the following signals, with the following parameters\n", + "\n", + "(A, ω, θ):\n", + "(1, 0.14π, 0) , (1, 0.14π, π) ,(2, 0.34π, 0.5π) , (2, 0.75π, π/3)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "t=np.linspace(-4,4,1000)\n", + "A =[1,1,2,2]\n", + "w = [np.pi*0.14,np.pi*0.14,np.pi*0.34,np.pi*0.75]\n", + "theta = [0,np.pi,np.pi*0.5,np.pi/3]\n", + "fig=plt.figure(1)\n", + "k =1\n", + "fig, axs = plt.subplots(10,6, figsize=(12,6))\n", + "for i in range(len(A)):\n", + " real = A[i]*(np.exp(1j*w[i]*t+theta[i]).real)\n", + " img = A[i]*(np.exp(1j*w[i]*t+theta[i]).imag)\n", + " #real = A[i]*(np.cos(w[i]*t+theta[i]))\n", + " #img = A[i]*(np.sin(w[i]*t+theta[i]))\n", + " plt.subplot(2,2,k)\n", + " plt.plot(t,real,color=\"black\" ,label =\" $real =real plot line\")\n", + " plt.plot(t,img,color=\"red\",label = \"$ imag =imag plot line \")\n", + " plt.title(\"real plot as : A=\"+str(A[i])+\"and B=\"+str(w[i])+\"and phase w is \"+str(theta[i]))\n", + " plt.legend(loc='upper center')\n", + " plt.axhline(0,color='k',lineWidth=0.5)\n", + " plt.axvline(0,color='k',lineWidth=0.5)\n", + " k = k +1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Discrete Signals :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [A] Plot the following signals: \n", + "\n", + "x1[n] = δ[n] , x2[n] = 3δ[n] , x3[n] = 3δ[2n] ,\n", + "\n", + "x4[n] = 3δ[2n−5] , x5[n] = 3δ[n*2+3n+2] , x6[n] = x1[n]+x2[n]+x3[n] ,\n", + "\n", + "x7[n] = δ[n] , x8[n] = P∞k=−∞ δ[n − k] (Impuse Train), x9[n] = δ[n]\n", + "\n", + "\n", + "You can use the discrete impulse train to sample continuous signals in intervals of 1 sec.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = np.arange(-10,10, 1) \n", + "x1= (n==0) \n", + "x2 = 3*(n==0)\n", + "x3 = 3*(n/2==0)\n", + "x4 = 3*((2*n-5)==0) \n", + "x5 =[]\n", + "for k in n :\n", + " if k==-1 or k==-2:\n", + " x5.append(1)\n", + " else:\n", + " x5.append(0)\n", + "x6 = x1+x2+x3\n", + "x7 =[]\n", + "for k in n:\n", + " x7.append(1)\n", + " \n", + "delta =[x1,x2,x3,x4,x5,x6,x7]\n", + "name=[\"delta[n]\",\"3*delta[n]\",\"3*delta[2*n]\",\"3*delta[2*n-5]\",\"3*delta[n**2+3*n+2]\",\"x1+x2+x3\",\"impulse train\"]\n", + "fig, axs = plt.subplots(2,4, figsize=(25,10))\n", + "c =1\n", + "for k in range(len(delta)):\n", + " plt.subplot(2,4,c)\n", + " plt.stem(n,delta[k],use_line_collection=True)\n", + " plt.title(\"discrete impulse plot of \"+str(name[k]))\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [B] Plot the discrete counter parts of all the signals given in the Continuous Signals section.\n", + "\n", + "Replace x(t) by x[n] and plot them." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'discrete plot of sinc signal ')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = np.arange(-10,10, 1)\n", + "n1= np.arange(-10,10,2)\n", + "n2 = np.arange(-np.pi,np.pi,0.1) \n", + "\n", + "fun =[cont_fun(n),unit_ramp(n),unit_para(n)]\n", + "na =[\"unit step\",\"unit ramp\",\"unit parabolic\"]\n", + "fig, axs = plt.subplots(2,3, figsize=(25,10))\n", + "c =1\n", + "for k in range(len(fun)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(n,fun[k],use_line_collection=True)\n", + " plt.title(\"discrete plot of \"+str(na[k])+\"signal\")\n", + " c =c+1 \n", + "fun1 = [unit_rect(n1),unit_tri(n1)]\n", + "na1 = [\"unit rect\",\" tri\"]\n", + "c =4\n", + "for k in range(len(fun1)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(n1,fun1[k],use_line_collection=True)\n", + " plt.title(\"discrete plot of \"+str(na1[k])+\"signal\")\n", + " c =c+1 \n", + "\n", + "f =unit_sinc(n2)\n", + "plt.subplot(2,3,6)\n", + "plt.stem(n2,f,use_line_collection=True)\n", + "plt.title(\"discrete plot of sinc signal \")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### The impulse function, unit step function, ramp function and parabolic function in continuous time are related by the differentiation operation.\n", + "\n", + "If we differentiate unit step we get impulse and so on. Is there any relation between the discrete counterparts?\n", + "\n", + "If yes how will you implement ramp function from parabolic function, unit step from ramp and impulse function from unit step in the discrete time domain." + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "we can obtain basic signal by difference property in discrete time domain :\n", + "1) unit impulse from unit step as:\n", + " delta[n]=u[n]-u[n-1]\n", + "2) unit step from ramp as: \n", + " u[n]=r[n+1]-r[n]\n", + "3) unit ramp from unit parabola as:\n", + " summation k=1 to k=infinity (u[n-k])\n" + ] + } + ], + "source": [ + "print(\"we can obtain basic signal by difference property in discrete time domain :\")\n", + "print(\"1) unit impulse from unit step as:\\n delta[n]=u[n]-u[n-1]\")\n", + "print(\"2) unit step from ramp as: \\n u[n]=r[n+1]-r[n]\")\n", + "print(\"3) unit ramp from unit parabola as:\\n summation k=1 to k=infinity (u[n-k])\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [D] Plot an alternating discrete periodic square wave using impulse train." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Amplitude')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from scipy import signal\n", + "t =np.arange(-15,15,0.6)\n", + "y = signal.square(t)\n", + "plt.stem(t,y,use_line_collection=True)\n", + "\n", + "plt.xlim(-7.25,7.25)\n", + "plt.title('Sqaure wave with impulse train ')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [3]. Systems (Time domain approach)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [A] Convolution Function \n", + " Write a function for performing convolution.\n", + " \n", + "Use this function to calculate the output for the following system: x[n] =\n", + "2, 4, 5, 2, 7, h[n] = 8, −5, 4." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "convolution output y[n] is : [16, 22, 28, 7, 66, -27, 28]\n" + ] + } + ], + "source": [ + "def convolution(inputSeq, impulseResponse):\n", + " N =len(inputSeq)+len(impulseResponse)-1\n", + " k = max(len(inputSeq),len(impulseResponse))\n", + " aa = len(inputSeq)\n", + " lst =[]\n", + " for s in range(k):\n", + " impulseResponse.append(0)\n", + " for n1 in range(N):\n", + " for k1 in range(len(inputSeq)):\n", + " a = inputSeq[k1]*impulseResponse[n1-k1]\n", + " lst.append(a)\n", + " outputseq=[]\n", + " for i in range(N):\n", + " a = sum(lst[(aa)*i : (aa)*(i+1)])\n", + " outputseq.append(a)\n", + " \n", + " return outputseq \n", + "\n", + "x = [2, 4, 5, 2, 7]\n", + "h = [ 8,-5, 4]\n", + "final =convolution(x,h)\n", + "print(\"convolution output y[n] is :\",final)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [B] Calculate the impulse response for\n", + " y[n] = 2x[n−3]\n", + "\n", + " find the response of the system to the following inputs:\n", + " \n", + " unit step function u[n], ramp function r[n], parabolic function p[n], \n", + "\n", + "the complex exponential e^sn where s = 2+j3.\n", + "\n", + "Plot the input signals and their responses.\n", + "\n", + "Plot the real and imaginary part of the response for complex exponential input. \n", + "\n", + "Do you see some pattern in the input and response of complex exponential signal?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def input_signal(n,in_re):\n", + " re =[]\n", + " for sample in n :\n", + " if sample <=0:\n", + " re.append(0)\n", + " elif in_re == \"unit\":\n", + " re.append(1)\n", + " elif in_re ==\"ramp\" :\n", + " re.append(sample)\n", + " elif in_re ==\"expo real\":\n", + " # k = 2*(np.exp(2*sample)*np.cos(3*sample))\n", + " k = (np.exp(2*sample + 3j*sample)).real\n", + " re.append(k)\n", + " elif in_re==\"expo imag\":\n", + " #k = 2*(np.exp(2*sample)*np.sin(3*sample))\n", + " k = (np.exp(2*sample + 3j*sample)).imag\n", + " re.append(k)\n", + " else :\n", + " re.append(sample**2/2)\n", + " return re\n", + "\n", + "n = np.linspace(-10,10,30) \n", + "out = [input_signal(n,\"unit\"),input_signal(n,\"ramp\"),input_signal(n,\"para\"),input_signal(n,\"expo real\"),input_signal(n,\"expo imag\")]\n", + "a = [\"unit signal\",\"ramp signal\",\"parabolic signal\",\"exponential real plot\",\"exponential imag plot\"]\n", + "fig, axs = plt.subplots(2,3, figsize=(12,6))\n", + "c =1\n", + "for k in range(len(out)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(n,out[k],use_line_collection=True)\n", + " plt.title(\"input \"+str(a[k]))\n", + " c =c+1\n" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Vs65eYmakN6PdLunb6fPekq6XdH/6PzU37+mSVkpaIWlh71JtZmZWHqUs6bb+ddXtazn7uhWs27SFvQYmIcGmJ7cOGp4xZYA3vGQ6N/5sA+s2bWHGlAGWLJzP4oNn9jr5RfZxsjfE7Zk+nwbcEBFLJZ2WPp8q6UCyt4i9DJgBfF/Si9ProM3GJB/XjlezYnO8jp1Luq00rrp9LadfeRdrN20hgE1btrLxya1Dhtdu2sLFtzy0fb61m7Zw+pV3cdXta3u7AQUlaRbwFrLXONcsAi5MwxcCi3PjL42Ip9Pbu1YCh3QrrVY99XHteDUrrkbx+meX3cHc077DYUt/4LgdgTPdVhpnX7eCLVvHVqC6Zes2zr5uRZtTVBn/CJwCPJcbt29ErAdI//dJ42cCq3PzrUnjzMakUVw7Xs2KqVG81t724gz4yJzpttJYt2l8L4Ub7/JVJOmtwCMRcVurizQYN+QNW5JOlLRc0vINGzaMK41Wbc3icu2mLb5wmxXMSNdRZ8CH50y3lcaMKQM9Xb6iDgN+X9IDwKXAEZIuBh6WtB9A+v9Imn8NMDu3/CyyV+kOEhHnRcSCiFgwfXphe0azAhguLl3VxKxYRnMdzWfAHccZZ7qtNJYsnM/ApIljWnZg0kSWLJzf5hSVX0ScHhGzImIuWQPJH0TEu4FrgBPSbCcAV6fha4BjJU2WtD8wD7i1y8m2Chkprl3VxKw4xnod3rJ1G5+8/Kfs3+cl3850W2ksPngmZ739Few8MTttpwxMYqcJGjI8c8oA7z50zvb5Zk4Z4Ky3v8Ktq0dnKXCUpPuBo9JnIuIe4HLgXuC7wMnuucTGoz6uG3FVE7NiqI/XRvUNm9kW0feNpd1loJXK4oNncsmtDwFw2Umv5Z3n3txwGOD+h38z6LMNLyKWAcvS8GPAkU3mOxM4s2sJs8qrxfXtD23imW3PNZyndqGuzW9mvZG/Dh93yBxOueJOntn2HKJBA58mak+w+i2WXdJthXfV7Ws5bOkPtj+WenTz0+Navh/vrs3KYPbUAVc1MSuRxQfP5OA5U3jN/nvzhXceNKoS8H58guVMtxVaoz5BVz3225Yz3o9uftp9AJuVxLQ9JruqiVlJNcuAT1TzLHi/XZOd6bZCa9Qn6HMBqze21v3f6o1b3AewWYnULtwjZbz76UJtVjb5DPjn/uhVfoKVONNthdasT9Bm9T5bnc99dpsVm6uamFVDK42l++Wa7Ey3FVqzPkGHC95W5nOf3Wa9NVJbjVaqmvTLhdqs7EZ6ghXQF9XGnOm2QmvUJ+gEZaVgrWhUWuY+u816q9W2GiNdqKt68yxptqQbJd0n6R5JH0/jz5C0VtId6e+Y3DKnS1opaYWkhbnxr5Z0V5r2JWmYCrZmHTbcE6x+qDbmTLcVWv1jqZlTBtj/ebsxbY/JLS1fX1rmPrvNem+0bTUaXahFpRtVPgt8MiJeChwKnCzpwDTtCxFxUPq7FiBNOxZ4GXA0cI6k2g77MnAi2Yus5qXpZj0x0hOsqlcbc6bbCi/fIOM/Tzui5Qx3s+Wd4TbrrdG21ai/UOf7A65i6VhErI+I/07Dm4H7gOF+uBYBl0bE0xGxClgJHCJpP2DPiLg5IgL4OrC4w8k3G1btmtxMlauNdS3TLWkXSbdK+ml6XPaZNH5vSddLuj/9n9qtNFlxjbdv7lbXW6ULtVlZjKWtRr6qSf0LOKpcOiZpLnAw8OM06qOS7pR0fu56ORNYnVtsTRo3Mw3XjzfruX6s393Nku6ngSMi4lXAQcDRkg4FTgNuiIh5wA3ps/Wx8fbN3Yz77DYrhvG01einHokk7Q78G/CJiHiCrKrIAWTX0PXA52qzNlg8hhnf6LtOlLRc0vINGzaMO+1mI+nH+t1dy3RH5jfp46T0F2SPxS5M4y/Ej7763nj75m7GfXabFcN42mr0S6NKSZPIMtzfiIgrASLi4YjYFhHPAf8CHJJmXwPMzi0+C1iXxs9qMH6IiDgvIhZExILp06e3d2PMGujH+t1drdMtaaKkO4BHgOsj4sfAvhGxHrJ6bMA+TZb1XXifGG/f3M30UwmZWdGNta1GPzSqTD2MfA24LyI+nxu/X262PwDuTsPXAMdKmixpf7IGk7ema+pmSYemdR4PXN2VjTBrQb/V796pm18WEduAgyRNAb4l6eWjWPY84DyABQsWNHw8ZtUwY8oAaxsEWqt9czez88QJDTPeVSshM6uyaXtM5mNHzuOUK+7kmW3PNWxUCZS9wfRhwHuAu1JBFcCngOMkHUS2yQ8AJwFExD2SLgfuJev55OR0vQX4MHABMAD8R/ozG5Wrbl/L2detYN2mLcyYMsAuO00YdacGw+mX63NXM901EbFJ0jKyroselrRfRKxPd/GP9CJNVhxLFs7n9CvvGlQVZDR9czcze+oA6x5/atB63We3WfksPngml9z6ELc/tGnIhbr2SLrMme6I+BGN62NfO8wyZwJnNhi/HGi5gMusXq2dVe3auXbTFia0ubf3frk+d7P3kumphBtJA8AbgZ+RPRY7Ic12An701ffG2zd3M+6z26xaXGXMrPM61c4qr/76PGVgErtMmsCfXXZHZaqNQXdLuvcDLkwd9k8ALo+Ib0u6Gbhc0geAh4B3dDFNVlC1kiyAy056Le889+aOrNfMyqtfHkmb9VKn2lnVq12fH9389KBS7wpVG+tepjsi7iTra7R+/GPAkd1KhxVXp+uMjfR9SxbOL31AmxVZu2O8Xx5Jm/VSp9pZNbN645ZKVhsDv5HSCqJTfXM34z67zbqrEzHeL4+kzXppPP3qj0WVq405022F0I06Y3nus9usuzoV47Uuxw6YthtPP/scG5/c6htpszbqVDurZqrcF78z3VYI3aozNtJ6q3AnbVZEnY5x30ibdc5Y+9Ufi0Z98Vel2pgz3VYIze5gO1VnrMp30mZF1OkY9420WTVUuacxZ7qtELpdZ6zKd9JmRdTpGPeNtFl15EvWlyycz9nXrWD/075T+rYaznRbIXS7zliV76TNiqjTMe4babPqqVqnB850W2F0s85Yo+9zhtusszoZ4+7JxKx6qtZWoyevgTer6Xbf3K2mw312m5VPP7xcw6yfVK2thku6rWe63Td3M1V7fDUaknaRdKukn0q6R9Jn0vi9JV0v6f70f2pumdMlrZS0QtLC3qXerLGqlY6Z9auqtdVwptt6ptt9czfT5xfop4EjIuJVwEHA0ZIOBU4DboiIecAN6TOSDgSOBV4GHA2cI2liwzWb9UjVSsfM+lXV2mo402090+2+uZvp5wt0ZH6TPk5KfwEsAi5M4y8EFqfhRcClEfF0RKwCVgKHdDHJZiOqWumYWb+qWqcHrtNtPTNjygBrG2RsO9U3dzM7T5zQMOPdLxfoVFJ9G/Ai4J8j4seS9o2I9QARsV7SPmn2mcAtucXXpHFmDfWi3cbsqQOD6nRDuUvHzPpZra0GwGUnvbbHqRkfZ7qtZ5YsnM/pV9416MLYyb65m+n3C3REbAMOkjQF+Jaklw8zuxqtYshM0onAiQBz5sxpSzqtfGrtNvINGic0OoPabNoek/nYkfM45Yo7eWbbc8x042izUStKRwfDpalsce3qJdYz3e6bu5mqPb4aq4jYBCwjq6v9sKT9ANL/R9Jsa4DZucVmAesarOu8iFgQEQumT5/e0XRbcfWy3UaZuwSVNFvSjZLuSw2cP57Gj7qBs6RXS7orTfuSpC7c9ljZFaWjg7wqdHrgTLf1VLf75m41HWW6QI+HpOmphBtJA8AbgZ8B1wAnpNlOAK5Ow9cAx0qaLGl/YB5wa3dTbWVRlHYbkGUiDlv6g7K81e5Z4JMR8VLgUODk1Ih5LA2cv0z21Gle+ju6mxti5VSUjg7yqtDpgauXWNcV8ZFVXtkfX43SfsCF6QI9Abg8Ir4t6WbgckkfAB4C3gEQEfdIuhy4lyxjcHKqnmI2RFHabTSq5lLkfrtTe4pam4rNku4jazuxCDg8zXYh2ZOpU8k1cAZWSVoJHCLpAWDPiLgZQNLXyRpF/0fXNsZKqUg3zCN9d5k6PXCm27qqV3U8W1V7fFWWi/N4RcSdwMENxj8GHNlkmTOBMzucNKuAorTbaFRqVyshK3pcS5pLFqM/BkbbwHlrGq4f3+h73A7DtivKDXP9d5e90wNXL7GuKuIjq7wqPL4yK4qitNtoVhJW9BIySbsD/wZ8IiKeGG7WBuNimPFDR7odhuUsWTh/SP/YvbhhzqtCn93OdFtXFfGRVV4VHl+ZFUkR2m00KwkrcgmZpElkGe5vRMSVafRoGzivScP1482GVZQb5rwqdHrgTLd1VbOLXC8fWeX5pRpm1dOo1K7IJWSph5GvAfdFxOdzk0bVwDlVRdks6dC0zuNzy5gNqwg3zCOlqUwZbnCm27qsiI+s8qrw+MrMBmtUalfwErLDgPcAR0i6I/0dAywFjpJ0P3BU+kxE3APUGjh/l8ENnD8MfJXs7bG/wI0ozXrGDSmtq2oXufxLK4rUe4lfqmFWTWV6q11E/IjG9bFhlA2cI2I5MNwLr8xKqYw9jTnTbV1Xf/F757k39zhFg5Xp4mxWRO4W1Mw6qaw9jTnTbV1R9ItwM744m42OuwU1s05bvXHLkI4PytANqDPd1nFFvwg344uz2eiVoVvQMl6szWyHsvY05oaU1nFFvwg34z67zUbP3YKaWaeVtacxZ7qt44p+EW7GF2ez0XO3oGbWaWXtaawYv4JWaUW/CDfji7PZ6LlbUDPrtLK+KMd1uq3jliycP6huNBTrItzM7KkDrHv8qUHp9sXZbHjuFtSsvMrU6UEZexordlGjVUIRXyfbirLeSZv1WhHfZJdX9rfamXVCrdODtZu2EGSdB6x67Lc8uvnpXietMrpW0i1pNvB14PnAc8B5EfFFSXsDlwFzgQeAP4qIjd1Kl3VH0fvmbqaMd9Jm1jp3C2qWKWunB2XSzeolzwKfjIj/lrQHcJuk64H3AjdExFJJpwGnAad2MV3WIWV6TNUKX5zNqsXdgprtUNZOD8qka5nuiFgPrE/DmyXdB8wEFgGHp9kuBJbhTHfplbVv7mZ8cTarHvfZbbbDjCkDrG2Q8S56pwdQnkKxnuxJSXOBg4EfA/umDHktY75PL9Jk7VW1x1Tus9usuatuX8thS3/A/qd9h8OW/oCrbl/b6yS1xN2Cmu1Q9J6HmqkViuXrop9+5V2F/B3qeqZb0u7AvwGfiIgnRrHciZKWS1q+YcOGziXQ2qJqj6l8cTZrrFHjq9OvvKsUja/cLajZDmXt9KBMhWJdzXRLmkSW4f5GRFyZRj8sab80fT/gkUbLRsR5EbEgIhZMnz69Owm2MStr39zN+OJs1lijp1pbtm4rxVMt99ltNljRex5qpEyFYl3LAUkS8DXgvoj4fG7SNcAJafgE4Opupck6p6yPqZrxxdmssTI/1XK3oGblV6ZCsW4WOx4GvAc4QtId6e8YYClwlKT7gaPSZyu5sj6masYXZ7PGyv5Uq4h9dks6X9Ijku7OjTtD0tq662dt2umSVkpaIWlhbvyrJd2Vpn0pFX6ZVUqZCsW69qsYET+KCEXEKyPioPR3bUQ8FhFHRsS89P/X3UqTdVYZH1MNp4gXZ7Nea/RUa2DSxNI+1SqIC4CjG4z/Qv76CSDpQOBY4GVpmXMk1Q7Il4ETgXnpr9E6zUqtTIVifg28tVXV+uZupizdE5l1WqPXvi9ZOH/7S6Vs9CLiptTLVysWAZdGxNPAKkkrgUMkPQDsGRE3A0j6OrAY+I/2p9ist8ryIjtnuq1tqtY3dzPus9tssEYXvDJmuktwM/1RSccDy8leNreR7H0Xt+TmWZPGbU3D9eMbknQiWak4c+bMaXOyzQx61E+3VVPV+uZupkzdE5lZa0rQ1++XgQOAg8heNPe5NL5R0UYMM74h9xDWv+r72S9Dd59l5Uy3tU2ZezEYjTJ1TzQSSbMl3SjpPkn3SPp4Gr+3pOsl3Z/+T80t07DRllmZFf1mOiIejohtEfEc8C/AIWnSGmB2btZZwLo0flaD8WbbNepnf9Vjv3XGu0Oc6ba2KXsvBq0qU/dELXiW7DH1S4FDgZNTw6zTgBsiYh5wQ/o8UqMt6zufisQAACAASURBVCNVKx0r+s107X0WyR8AtZ5NrgGOlTRZ0v5kDSZvTW943izp0NRryfG4S16r0y9PqIvCdbqtbZYsnD+orjOUu2/uZmZPHWDd408N2s6idk80knRhXp+GN0u6j6ze5yLg8DTbhcAy4FSaNNoCbu5uyq2Xqth+Y+eJExpmvHtxMy3pErL4myZpDfDXwOGSDiKrIvIAcBJARNwj6XLgXrKb6JMjovbj9GGynlAGyBpQuhGlDVLFJ9RFbpvhTLe1TaNeDKrYe8m0PSbzsSPnDemtoShBPVapt4SDgR8D+6YMORGxXtI+abZmjbasj1SxdKxIN9MRcVyD0V8bZv4zgTMbjF8OvLyNSbOKmTFlgLUNMt5lfUJd9I4OyrlXrbCq1jd3M1Xrs1vS7sC/AZ+IiCeGm7XBuCGNsySdKGm5pOUbNmxoVzKtIKpYOlamvn7N2qVqb48uetsMl3TbuPVL39zNFPlRViskTSLLcH8jIq5Mox+WtF8q5d4PeCSNb9Zoa5CIOA84D2DBggVNe0ywcqpa6VhNWfr6NWuXqj2hLnrbjHL/QlrP9XvL5xJ0Mzas1MDqa8B9EfH53KRrgBPS8AnsaIDVsNFWt9JrxVC10jGzflalJ9RF7+jAmW4blyrW7RyNoj/KasFhwHuAIyTdkf6OAZYCR0m6HzgqfSYi7gFqjba+y+BGW9YnFh88c0hVjP2ft1upL9ZmVn6zpw4MKRAoUkcHrl5i41LFup2jUfRHWSOJiB/RuJ42wJFNlmnYaMv6S31VjHeeW60ObMpebcysHxW9owNnum1cqlq3s1VF6mbMzNqj6D0gmFlzRW6b0R85I+uYfq/bWfRHWWY2ehWoNmZmBeSSbhuXqrV8Hq2iP8oya6d+6amo7NXGzKyYnOm2cat63c6RFPlRllm7VPEtlM242phVXb/cQBeNM902ao0aGFnGja+sqvqpp6IivZ3SrN366Qa6aFyn20alUb/cp195V9/0yz2csvfZbTacfuqpyG+ntCrrpxvoonGm20alUbBu2brNwYobX1m1NataUdWeiupfGOIMt1VFP91AF001fy2tYxyszbnxlVVZv/dUZFYV/XQDfdXtazls6Q/Y/7TvcNjSH/T8yXP19rB1VD8F62gV/fWzZuPht1CaVUO/3EAXscqnc0o2Ko2CdWDSxMoF61i4z26ruvoqF/2S4S5aaZnZePTLDXQRq3w6022j0ihYz3r7KyoXrGPhxldWRfUZzn5rNN2L0jJJ50t6RNLduXF7S7pe0v3p/9TctNMlrZS0QtLC3PhXS7orTfuSJPdRYUB/3EAXscqnM902am5g1Jz3jVVJo96KVj32277KePeotOwC4Oi6cacBN0TEPOCG9BlJBwLHAi9Ly5wjqfbI7cvAicC89Fe/TrPKKmKVT/fTbS1xR/pj4367rczctVhvSssi4iZJc+tGLwIOT8MXAsuAU9P4SyPiaWCVpJXAIZIeAPaMiJsBJH0dWAz8R8cSblYgRexv35luG5E70h+bRvvt9CvvAnDG20rBvRUV6u2U+0bEeoCIWC9pnzR+JnBLbr41adzWNFw/3vpUvxWeTdtjMh87ch6nXHEnz2x7jpkFKPhypttG5NKusWnWp/nZ161wpttKYcaUAdY2yHj3U29FRSwtq9OoCCSGGd94JdKJZFVRmDNnTntSZoXRr4Vniw+eySW3PgTAZSe9tsepcZ1ua4FLu8am2X5zv91WFv3StdhwCtRA+mFJ+wGk/4+k8WuA2bn5ZgHr0vhZDcY3FBHnRcSCiFgwffr0tibces+FZ8XgTLeNyH1zj02z/eZ+u60s+qVrsZEUpIH0NcAJafgE4Orc+GMlTZa0P1mDyVtTVZTNkg5NvZYcn1vG+owLz4rBuSYbkUu7xqZZn+YFeixtNqJ+6FqsaCRdAtwMzJe0RtIHgKXAUZLuB45Kn4mIe4DLgXuB7wInR0StSPPDwFeBlcAvcCPKvuXCs2JwnW4bUa1UJ98YoeoNMNqh0X7rdSMOs1b0W4OroomI45pMOrLJ/GcCZzYYvxx4eRuTZiW1ZOH8QXW6wYVnvdC1TLek84G3Ao9ExMvTuL2By4C5wAPAH0XExm6lyVpX3xjhnefe3OMUlUPRGnGYjaRfG1yZVZkLz4qhm88VLqDFzv6tGPr9TXTt5ldJWxm4wZVZNbmqWO91raR7lJ39W4+5tKu9aq+Sdp/dVnRucDU8v/DKzMaq1zXoB3X2D+wzwvzWJS7taq8evUrabNTc4Kq52s3z2k1bCHbcPPuplVk59PqJc2l+RSWdKGm5pOUbNmzodXIqz6Vd7dWLV0mbjYV7K2rON89WNq4mukPtCX4vb5p7nelu1tn/EO64v7tc2tVezfab++y2onHf3M355tnKpFEmc9Vjv+3bjPdwb4null7noJp19m895tKu9po9daCQfXZLOl/SI5Luzo3bW9L1ku5P/6fmpp0uaaWkFZIW9ibV1gn5ErGzr1vB7KkDbnBVxzfPViauJjpYEd4S3bVM92g6+7fec2lXexXoVdL1LqDFXoUkHQgcC7wsLXOOpIlY6blErDVFvXk2a8TVRAcrwluiu5bpjojjImK/iJgUEbMi4msR8VhEHBkR89L/X3crPdaYS7s6J99d05KF8zn7uhU97z4wIm4C6uNuEVlvQqT/i3PjL42IpyNiFdlb7g7pSkKto1wi1poC3zybDeFqooMV4S3RfiOlbeduArujBN0HDupVSFKtV6GZwC25+dakcUNIOhE4EWDOnDkdTKq1g0vEWucXXllZ+C2UgxXhLdH9ebtjDbm0qztK3ANCo1uwaDSjGz6Xi0vEzKrH1USHqn9BULcLuvyLatu5tKs7StADQrNehdYAs3PzzQLWdTlt1gFuOG1WHa4mWlzOdNt2Lu3qjhL0gNCsV6FrgGMlTZa0PzAPuLUH6bM2c4mYWTW4UXSxOTdl27m0qzuK1APCaHoVioh7gMuBe4HvAidHxLbGa7YycImYWbW4mmixuSGlbdeokcEuO03wxbfNpu0xmY8dOa+njTlqIuK4JpOObDL/mcCZnUuRdYsbTo/fVbev5ezrVrBu0xZm9DCOzWpcTbTYXNJtg9Q3MnCGuzN63ZjDzCVi41Prhajbr5SW9ICkuyTdIWl5GucXWhngaqJF55JuG1Ja49Lt7nJpmfWCS8TGZ/XGLUP2Va0Xoi7E7xsi4tHc59oLrZZKOi19PrXuhVYzgO9LerGrhVWXuwksNme6+5wfMfdWCfrstoqaMWWAtQ0y3i4Ra03BeiFaBByehi8ElgGnknuhFbBKUu2FVjf3II3WBa4mWmz+de1zfsTcWyXus9tKzg2nx6eHvRAF8D1Jt6WXUEHdC62A/AutVueWbfpCKyuvfIPow5b+AMDVRAvKJd19zo+Ye6tgpWXWB/LVmfYamMTWbc/x7HPhErFRmj11gHWPPzXoprlLvRAdFhHr0ptir5f0s2HmbfmFVn6LbDk1elp9+pV3MWOvXRzLBeSS7j7nRhe9VYI+u61C6vvw3bRlK89FcMC03VwiNkrT9pg8pG/zs97+io5XC4uIden/I8C3yKqLjPuFVn6LbDk1elq9Zes2P60uKOes+pwfMfdWkfrstupzdbL26nYvRJJ2k7RHbRh4E3A3fqFV3/LT6rGrr5bT6Z6HwNVL+p4bXfRWkfrsturzBbr09gW+JQmy6/e/RsR3Jf0EuDy93Ooh4B2QvdBKUu2FVs/iF1pVjhtEj02vOjHwUTH3zd1j7rPbusXVycotIn4ZEa9Kfy9LL6siIh6LiCMjYl76/+vcMmdGxAERMT8i/qN3qbdOaPS0emDSRD+tHkGvOjFwSXefct/cxeQ+u60TaufV2k1bEINb0rk6mVn5DNcgesnC+Vxy60O9TmKh9aoTA2e6+5D75i4m99ltnVAf7/kMt6uTmZVPfUxv2rKVCYIDpu3GDX9+OIAz3SPYeeKEhhnvTndi4GeKfciNqYrJfXZbJzSKd8guOq5OZlY+voaPX686MXCmuw+5MVUxuc9u6wTHe3f0oicE60+O6fHrVZefrl7Sh9zauZh69bjLqqlW57Phm1BwvLeTq4ZZNzim22vxwTO3V8O57KTXduU7fYT6kPvmLib32W3tkn8JTiOO9/Zy1TDrNMd0NTjT3YcWHzxzyGOV/Z+3m+t29livHndZ9TSrxw2O905w1TDrNMd0NTjT3afcN3cxuc9ua4fhMnuO9/Zr9ljfVcOsXRzT1eA63X3EfXOXi/vsttFync/emD11gHWPPzWoJNJVw6wdHNPV4kx3n3Df3OXihlk2WvUxXs91Pjtn2h6T+diR8zjlijt5Zttz219Q4li18XBMV48z3X3C/XqWy+qNW4bUE601zPKF3BoZqc6nn2x1Vi96QrBqc0xXj59L9An361kubphlrcj3Dd2sVwNwnU+zMqnFtWO6elzS3SfcN3e5uM9uG8lIj55rHONm5dFKXDumy8uZ7j6xZOH8IYHs+mDF5YZZ1kytYdVwpWA1jnGzcmg1rh3T5eZMd5+o1QPON/RxfbDicsMsa6TV0m1wnU+zostntAVNeyipcUyXnzPdfaS+oc87z725xymy4bhhltWMpnR754kTOHjOFMe4WQE1y2iPlOHeeeIE/vO0IxzTJVeITLeko4EvAhOBr0bE0rGuK9+38V4Dk5Bg05NbxzU8Y8oAb3jJdG782Ya2rrfbaXLf3NYu7YrZ0cZrUWKxm+nY+OTWlkrBIKuCNGOvXcZyKKzCin6NLXL8tTNN9bHcSkyDq5RUSc8z3ZImAv8MHAWsAX4i6ZqIuHe066p/9Lppy9bt08YzvHbTFi6+5aG2rKuXaXLf3NYO7YrZscRrUWKx2+lo5eJcq4JUezpiBuW4xhY9/tqZplYz2jWuUlItihjtKdDmBEivBc6IiIXp8+kAEXFWs2UWLFgQy5cvHzK+1sXOSXdezQsfX9upJJeeJF6z/97cu/4JAA7cb89xDQNtW1fV0tSOdPxq+mzed8n/aXAkd5B0W0QsGHamNhltzDpeO0wwsNNEXjV7ClCd876saSp7vIJjthBycV3Uc72MaWqUjm7GbBEy3X8IHB0RH0yf3wO8JiI+WjfficCJAHPmzHn1gw8+OGRd+5/2HQL8g9CCQ1/4vF4nwVo0+aUv4fmf+tSw83T5Ij5izDpeu2PyThOZvfcA03Z3KVhRlDFe03jHbEE4rrurmzHb8+olQKMKD0PuBCLiPOA8yO7CG62o1hf1ua9c1N4UVszMKQO887Qjep0MK68RY9bx2lkDkyZy1ttf4d5srBW+xhZYrY63e6jqD0XoYX0NMDv3eRawbiwrWrJwPgOTJrYlUVXlvp6tDdoSs47X0anlnGZOGXCG20bD19iCycfyF955EA8sfQv/edoRjuk+UISS7p8A8yTtD6wFjgXeNZYV1U5Y917SfBnfSVsbtCVmxxKvRYnFbqfDsWvjUPhrbNHjr51pciz3t55nuiPiWUkfBa4j687o/Ii4Z6zrW3zwTJ/MZh3Uzph1vJp1lq+xZsXR80w3QERcC1zb63SYWWscs2bl4Xg1K4Yi1Ok2MzMzM6u0nncZOBaSNgBD+zMabBrwaBeSUxT9tL39tK3Q2va+ICKmdyMxo+V4bcjbW12ljldwzDbQT9sK3t5G2hKzpcx0t0LS8m71g1oE/bS9/bSt0B/b2w/bmOftra5+2dZ+2U7or20Fb28nuXqJmZmZmVmHOdNtZmZmZtZhVc50n9frBHRZP21vP20r9Mf29sM25nl7q6tftrVfthP6a1vB29sxla3TbWZmZmZWFFUu6TYzMzMzK4RKZbolvUPSPZKek7SgbtrpklZKWiFpYa/S2G6Sjk7btFLSab1OT7tJOl/SI5Luzo3bW9L1ku5P/6f2Mo3tImm2pBsl3ZfO44+n8ZXcXui/mHW8Vu787auY7bd4Bcdsxc7fnsdrpTLdwN3A24Gb8iMlHQgcC7wMOBo4R9LE7ievvdI2/DPwZuBA4Li0rVVyAdkxyzsNuCEi5gE3pM9V8CzwyYh4KXAocHI6nlXdXuijmHW8VvL87beY7Zt4BcdsBc/fnsdrpTLdEXFfRKxoMGkRcGlEPB0Rq4CVwCHdTV1HHAKsjIhfRsQzwKVk21oZEXET8Ou60YuAC9PwhcDiriaqQyJifUT8dxreDNwHzKSi2wt9F7OO1+qdv30Vs30Wr+CYhWqdvz2P10pluocxE1id+7wmjSu7qm7XSPaNiPWQBRGwT4/T03aS5gIHAz+mD7a3gSqe21Xcplb0xfnb5zFb1XO7qts1ksqfv72K1506teJOkfR94PkNJn06Iq5utliDcVXotqWq29XXJO0O/BvwiYh4Qmp0mMvDMbtdFbfJqFbMOl4Hqep29bVexmvpMt0R8cYxLLYGmJ37PAtY154U9VRVt2skD0vaLyLWS9oPeKTXCWoXSZPIfgy+ERFXptGl3l7H7HZV3KZWlPr8HUnVYtbxOkhVt2skpT1/R9LreO2X6iXXAMdKmixpf2AecGuP09QOPwHmSdpf0s5kDVmu6XGauuEa4IQ0fALQrPSlVJTdbn8NuC8iPp+bVMntHUEVY9bxWrHz1zG7XRXjFRyzUKHztxDxGhFt+wPuAQ5v5zpb/N4zgIuBPyC7M30aeBi4LjfPp4FfACuAN3c7jR3c9mOAn6dt+3QH1j8A/DvwOPDNHmzfJcB6YGs6th8AnkfWwvj+9H/vDqfhN8ALW5hvLtmjx53G+D2vS8vfCdyR/o5ptL3A4cCaMXzHPcBS4EddPo5nABc3GN9XMduJeO11jNalpSfx2q4YHe01bDQx28ZtHdfvzDi/u6/iNW1XR6+xvf4rwjW2i9va9Xit/6vEGyklnQG8KCLe3eu0VI2k9wAfA343Ip7tdXo6TdIysszhV8ew7FxgFTCp0/tK0uFk6Zw1hmXfC3wwIl7XwrzLGOP+qFvPGThGO8IxOqpl59KlGO2U0WyD486sWPqlesm4SSpd/fc2eQHw87JeoIqqj8+njunjfeoYNTMrgzYX3T8AvDENnwF8k6zax2bgLuDFwOlkldRXA2/KLbsMOIusHtjjZHVq9k7TDqfuUXqD77o4De+SvvMxYBNZnax907S9yOrzrAfWAn8LTGyyLWcAV6R1PQF8cLjlgRcBP0xpfxS4LLeuAP4U+GWadjYwIU2bAPwF8GDaL18H9krT5qZlTwAeSst+OrfeQ4DlKX0PA5/PTTsU+K+0D37KMI9MgZem/b+J7PHq76fxnwGeIXvs9BvgAw2WnUDWkfwv0j6/PHfcvgxckZv378ke3ah2TIFPpe16APjj3Lx7pX2xIe2bv8jts/cCPwL+AdhIVurz5rplmx2npssCZwLbgKfS9v5T7vi9KA2/Bbg97fPVwBm5760dr2aPrh8ATiV7tPU0WUPmpscJeB9ZP6Kbyc6dk3LTDmeY6iU0OedSGj6b9sEZZDH63bTd21Lavkx2Lj5Rtz/W4hh1jFY/Rsd6DWsar2n6KWl715Gdq9vT3CAdy2gea4O2AZhBVif112T9Y/9JGn903bnx02bnl//857/u/LV3ZUN/sJ4CFpJlLr6efjw/DUwC/gRYlVt2WfrxfTmwG1nr0tpF+nBav6CfRFa/cVdgIvBqYM807Srg3LT+fdIP2klNtuWM9GO1mOyiNTDc8mT1oj6d5t0FeF1uXQHcSFYXdw5Z/bAPpmnvTz+ULwR2B64ELkrTaj+u/5K+/1VkmbWXpuk3A+9Jw7sDh6bhmWQX12NSeo5Kn6c32M5J6fs/BewMHEF20Zhfv2+b7KdPALeQteqenPbPJWnarmlb3wu8nuzCPSt3TJ8FPp+W+z3gt7nv/TrZhWaPtB9+TspQpPVtJTuHJgIfJruQaaTj3MKyy2rHpu74vSiX7lek/fpKsozU4rrjNdwF/Q6y1vADIx0nsszDAWQZoN8DngR+p1lMNEjzkHOOoZnup9LxPgG4iCwzsQXYN+2jLew4V5fhGHWMVj9Gx3oNGy5ejwZ+RfbGxl3JYm2kTHezWBu0DWQ3kueQndMHkd0EHdnKueE///mvu3/tXdnQH6zrc9PeRna3XSvN2CP9cExJn5cBS3PzH0h2lz6R0V3Q309WevTKuvn3JbsYDuTGHQfc2GRbzgBuanX59IN8HumCVbeuAI7Off4I2StHIStV+khu2nyyC85OuR/XWbnptwLHpuGbyEq6ptV936mkTEFu3HXACQ3S9vp0MZiQG3cJqXRopB9tspKdI3Of96ulP30+hKwE5kHguNx8h5Nd0HfLjbsc+Mt0zJ8GDsxNOwlYlobfS/aWsNq0XdN+en4Lx6npsrnzsOkFvcH2/yPwhTRcO17DXdDfP5bjlKZdBXw8t/9GynQPOecYmum+G7i1LkZvTvupFqMfc4w6RvsoRsd0DRshXs8HzspNe9EIaV5G81jbvg1kN/DbgD1y854FXNDKueE///mvu3+drtP9cG54C/BoRGzLfYas9Kcm/+anB8lKE6aN8jsvIrt4XSppnaTPpn4ZX5DWt17SJkmbyEpahnvzUD49Iy1/ClkJx62S7pH0/mHW9SDZI0HS/wfrpu1EdmGq+VVu+El27LMPkD3u/Jmkn0h6ay6t76ilM6X1dWQX23ozgNUR8VxdGlp969YLgG/lvuc+sovAvgARcSvZo1aRXbDzNkbEb+u+dwbZMd+Zofsln6bt+yQinkyDu9PacW627IgkvUbSjZI2SHoc+BCjO0frz6mmx0nSmyXdIunXadox4/iu/DmX9ww79vMWspLO2r6uxeguw6zTMZpxjFYnRvNavoaNEK8zGHx+5YebaSXWZgC/juyV1vl5++GtiWalU7SGlPlO6OeQlcY8SvZIc9faBEkTgemNVhARWyPiMxFxIPC7wFuB48l+wJ4mK3Gakv72jIiXDZOeyA0Pu3xE/Coi/iQiZpCV+Jwj6UXDbFutg/11ZBeh/LRnGfxj3zhxEfdHxHFkF6u/B66QtFtK60W5dE6JiN0iYmmD1awDZkvKnwtzyB5ttmI1WX3L/HftEhFrASSdTPZoeh1Zpidvakpv/nvXkR3zrQzdL62kaSzHOS9GmP6vZPUnZ0fEXsBXaPzWslbW3/Q4SZpM9kj5H8jqO08Brh3ldzU75/K2MHg/1+Zttq8do47RqsfoqLUQr+vJqvfUzGZkzWItbx2wt6Q96uatHYeR9pWZdVHRMt3vlnSgpF2BvyFr4LONrK7gLpLekkrE/oLsIjGEpDdIekW66D9B9kO1LSLWA98DPidpT0kTJB0g6fdaSdhIy0t6h6Taj+pGsh+7bblVLJE0VdJs4OPAZWn8JcCfpc73dwf+jqyB14g9EUh6t6TpqQRsUxq9jazhz9skLZQ0UdIukg7PpS/vx2QZplMkTUpd0b0NuLSV/UJ2QTtT0gtSmqZLWpSGX0zWQOrdwHvSdxxUt/xnJO0s6fVkma9vpmN+eVrvHmnd/ytt17DGe5zJMlIvHGb6HmQlS09JOgR4V4vrbWS447Qz2Tm+AXhW0puBN41y/c3Ouby1wIslvYvs92BXskfZ387NMyc37Bh1jPZTjLZqpHi9HHifpJem2PmrFtbZLNa2i4jVZFW1zkrn0CvJnq58I83yMDC37obNzHqkaIF4EXAB2aPFXch6EyAiHierY/lVskzCb8la1TfyfLIeDZ4ge4z6Q3ZcCI4n+3G8l+yiewWNH+c2M9zy/wP4saTfkJWyfDwiVuWWvRq4jawh3XfIWu5DVtfvIrK6n6vIGu58rMX0HA3ck77zi2T1SJ9KP8SLyBpebSArWVpCg+MdEc8Avw+8mawU5Rzg+Ij4WYtp+GLa3u9J2kzWYOs1yrpvuxj4+4j4aUTcn9JzUSoVguw4byQrrfkG8KHc936M7Dj/kqz+8b+S7atWjOc4fxH4Q0kbJX2pwfSPAH+TtvWvGPo4vmXDHaf0uPhP0/o3kmUcRvsmtGbnXN4zZBmpT5I1ENwLeGtE5EvU3iJpI1k9VMeoY7RvYrRVI8VrRPwH8CWyxrorydpNQFbi30zDWGvgOLJ63uuAbwF/HRHXp2nfTP8fk/Tfo9kmM2u/wrwcR216CUcRSQpgXkSs7HVaikLjeLmLjawT55xjtL84RjtH0kvJGjFPbvTEpMqxZtbPilbSbWZmVjmS/iBV05lKVr//31upomRm1eFMt5mZWeedRFaV6Bdk9fo/PN4VSjpf0iOS7m4yXZK+JGmlpDsl/c54v9PMxq4w1UvMzMysdZL+J1nf4V+PiJc3mH4MWd37Y4DXAF+MiNd0N5VmVuOSbjMzsxKKiJvIXmzUzCKyDHlExC3AFEmjaZhsZm3kTLeZmVk1zWTwS3bW4BfnmPXMTr1OwFhMmzYt5s6d2+tkmBXGbbfd9mhENHwZTa85Xs0G62K8NnopUMM6pZJOBE4E2G233V79kpe8pJPpMiuVdsVsKTPdc+fOZfny5b1OhllhSHpw5Ll6w/FqNlgX43UNg99sOYvGb6YlIs4DzgNYsGBBOGbNdmhXzLp6iZmZWTVdAxyfejE5FHg8vRHUzHqglCXdNryrbl/L2detYN2mLcyYMsCShfNZfLCr8ZkVkePVxkrSJcDhwDRJa4C/BiYBRMRXgGvJei5ZCTwJvK83KTUzcKa7cq66fS2nX3kXW7ZuA2Dtpi2cfuVdAL6QmxWM49XGIyKOG2F6ACd3KTlmNgJXL6mYs69bsf0CXrNl6zbOvm5Fj1JkZs04Xs3M+ocz3RWzbtOWUY03s95xvJqZ9Q9nuitmxpSBUY03s95xvJqZ9Q9nuitmycL5DEyaOGjcwKSJLFk4v0cpMrNmHK9mZv3DDSkrptb46pQr7uSZbc8x070hmBWW49XMrH84011Biw+eySW3PgTAZSe9tsepMbPhOF7NzPqDq5eYmZmZmXWYM91mZmZmZh3mlCzF5QAAHGtJREFUTLeZmZmZWYc5021mZmZm1mHOdJuZmZmZdVhbei+RdDTwRWAi8NWIWFo3XWn6McCTwHsj4r9bWXa0rrp9LWdft4J1m7aw18AkJNj05NZxDc+YMsAbXjKdG3+2oa3rbWeaZvRJV2OtHN+iHK92pqNfjq+ZmVlVjTvTLWki8M/AUcAa4CeSromIe3OzvRmYl/5eA3wZeE2Ly7bsqtvXcvqVd7Fl6zYANm3Zun3aeIbXbtrCxbc81JZ1dSpNazdt4fQr7wKobMas1eNblOPVznR06/iO5wZ6LEZ7k1yVG6p+uonqREFI0QtO+un4mlnr2lHSfQiwMiJ+CSDpUmARkM84LwK+HhEB3CJpiqT9gLktLNuys69bwZat2zjpzqt54eNrx7xBZfb0D+CqnSbyx4JJO03gwR/t2esktc9Dmzjj2W29TkXX/XKvmZz7ykVs2bqNs69b0bEL+XhuoMfyfWO5Sa7KDVU/3CRD5wpCil5w0i/H18xGpx2Z7pnA6tznNQy9CDeaZ2aLywIg6UTgRIA5c+Y0TMi6TVtGkezqevrZbUyYIGZOHQDg3vVPAHDgfnt2ZLgb33Hv+id4ug8z3PU6fI6P+QY6ItaP9st8k1zxm2Toyxvlbt0km1n5tCPTrQbjosV5Wlk2GxlxHnAewIIFCxrOM2PKAGs3beHcVy5qnto+MnPKAP952hGccu7NQPa2u04MAx3/jlPOvZnbH9rEM9uea/NeKpcZUwY6ufrx3EAPynT7Jrl17bxJHu/y7b4R7/cbZZ/jZpbXjkz3GmB27vMsYF2L8+zcwrItW7Jw/qBHmf2uaj/4s6cOsO7xp/r2+A5MmsiShfM7+RXjuYEePMI3yaPWjptk6M4NcKvp6Pcb5Q7fJJtZybSjy8CfAPMk7S9pZ+BY4Jq6ea4BjlfmUODx9Di6lWVbtvjgmZz19lcwc8oAAqYMTGLqrpPGPTxzygDvPnRO29fbrjQ1U7Uf/Gl7TG7p+BbleLUzHTOnDHDW21/R6UfV47mBHrUlC+czMGniWBatpKrdJEN2o9yvx7gLN8lmVjLjLumOiGclfRS4jqzHg/Mj4h5JH0rTvwJcS9bbwUqyHg/eN9yy40nP4oNn9l0duvrGSlDdH/x+PL5dtP0mGFhLdhP8rrp5rgE+mup7v4YdN9CjVjuO/dZ7ycYntzbcH1W7SYbsRvljR85z7yVmZrSpn+6IuJYsY50f95XccAAnt7qsjU595sU/+DYW47mBHqt+vInqp5tk6M9jbGbWSFsy3dZ7vrBZO4znBtpa45tkM7P+5Ey3mVmX+SbZ2qGFl1ntBVwMzCG73v9DRPzfrifUzID2NKQ0MzOzLsq9zOrNwIHAcZIOrJvtZODeiHgVcDjwudRpgZn1gDPdZmZm5bP9ZVYR8QxQe5lVXgB7SBKwO/Br4NnuJtPMapzpNjMzK59mL6rK+yfgpWTdet4FfDwiGnacLulEScslLd+wYUMn0mvW95zpNjMzK59WXlS1ELgDmAEcBPyTpD0brSwizouIBRGxYPr06e1NqZkBznSbmZmVUSsvqnofcGVkVgKrgJd0KX1mVseZbjMzs/Jp5Y3ODwFHAkjaF5gP/LKrqTSz7dxloJmZWcm0+DKr/w1cIOkusuoop0bEoz1LtFmfc6bbzMyshFp4mdU64E3dTpeZNebqJWZmZmZmHeZMt5mZmZlZhznTbWZmZmbWYc50m5mZmZl1mDPdZmZmZmYd5ky3mZmZmVmHjSvTLWlvSddLuj/9n9pkvqMlrZC0UtJpufFnSFor6Y70d8x40mNmZmZmVkTjLek+DbghIuYBN6TPg0iaCPwz8GbgQOA4SQfmZvlCRByU/q6tX97MzMzMrOzGm+leBFyYhi8EFjeY5xBgZUT8MiKeAS5Ny5mZmZmZ9YXxZrr3jYj1AOn/Pg3mmQmszn1ek8bVfFTSnZLOb1Y9BUDSiZKWS1q+YcOGcSbbzPJGUVXsfEmPSLq722k0MzMrsxEz3ZK+L+nuBn+tllarwbhI/78MHAAcBKwHPtdsJRFxXkQsiIgF06dPb/GrzaxFI1YVSy4Aju5WoszMzKpip5FmiIg3Npsm6WFJ+0XEekn7AY80mG0NMDv3eRawLq374dy6/gX4dqsJN7O2WgQcnoYvBJYBp9bPFBE3SZrbrUSZmZlVxXirl1wDnJCGTwCubjDPT4B5kvaXtDNwbFqOlFGv+QPAj6zNeqOVqmItc3UwMzOzwUYs6R7BUuBySR8AHgLeASBpBvDViDgmIp6V9FHgOmAicH5E3JOW/6ykg8iqmzwAnDTO9JhZE5K+Dzy/waRPt/u7IuI84DyABQsWxAizm5mZVd64Mt0R8RhwZIPx64Bjcp+vBYZ0BxgR7xnP95tZ69pQVczMzMzGyG+kNDNoraqYmZmZjZEz3WYGWVWxoyTdDxyVPiNphqTtT6kkXQLcDMyXtCZVLTMzM7MRjLdOt5lVwCiqih3XzXSZmZlVhUu6zczMzMw6zJluMzMzM7MOc6bbzMyshCQdLWmFpJWSGr5FVtLhku6QdI+kH3Y7jWa2g+t0m5mZlYykicA/kzV8XgP8RNI1EXFvbp4pwDnA0RHxkKRxvfTKzMbHJd1mZmblcwiwMiJ+GRHPAJcCi+rmeRdwZUQ8BBAR7n/frIec6TYzMyufmcDq3Oc1aVzei4GpkpZJuk3S8V1LnZkN4eolZmZm5aMG46Lu807Aq8m6Ax0AbpZ0S0T8fMjKpBOBEwHmzJnT5qSaGbik28zMrIzWALNzn2cB6xrM892I+G1EPArcBLyq0coi4ryIWBARC6ZPn96RBJv1O2e6zczMyucnwDxJ+0vaGTgWuKZunquB10vaSdKuwGuA+7qcTjNLXL3EzMysZCLiWUkfBa4DJgLnR8Q9kj6Upn8lIu6T9F3gTuA54KsRcXfvUm3W35zpNjMzK6GIuBa4tm7cV+o+nw2c3c10mVljrl5iZmZmZtZhznSbmZmZmXXYuDLdkvaWdL2k+9P/qU3mO1/SI5LuHsvyZmb2/7d3/8FSlfcdx9+fXK/xJqa5oKiXKxbqECJTE0hvjC1pG38wKM0U4uSHmhCaIWOcakY7iRHiTCeZTkcSJ8Z2akOJOpKJE3SUEpohQwS1NlWJVyH8CCEQTZHLHUCFahJGfn37xznQZdl7dy+7e3b37Oc1s7Pnx3P2fJ97z7P73bPnPI+ZmbWyas90zwfWRMREYE06X8qDwFVVbG9mZmZm1rKqTbpnAUvS6SXA7FKFIuJp4PVT3d7MzMzMrJVVm3SfGxGDAOnzORlvb2ZmZmbW9Mp2GShpNXBeiVV31D6cYePwELVmZmZm1pLKJt0RceVQ6yTtltQTEYOSeoA9I9x/xdtHxGJgMUBfX1+McD9mNgxJo4GHgfHAb4BPRsS+ojLjgO+RfAk/CiyOiH/KNlIzM7PWVO3lJSuAuen0XJIhZ7Pc3sxqo5Kbmg8DX4qIi4BLgZskTc4wRjMzs5ZVbdK9EJguaRswPZ1H0lhJx0fJkvQD4FlgkqSdkuYNt72ZZa7sTc0RMRgRL6bTbwJbgN7MIjQzM2thVQ0DHxGvAVeUWL4LmFkwf91ItjezzJ1wU7OkYW9qljQemAqsrX9oZmZmra+qpNvMWketboqWdCbwGHBrRLwxRBnf+GxmZlbASbdZm6jFTdGSOkkS7ociYtkw+/KNz2ZmZgWqvabbzPKh7E3NkgTcD2yJiLszjM3MzKzlOek2M6jspuhpwBzgcknr08fM0i9nZmZmhXx5iZlVdFN0RPwUUMahmZmZ5YLPdJuZmZmZ1ZmTbjMzMzOzOnPSbWZmZmZWZ066zczMzMzqzEm3mZmZmVmdOek2MzNrQZKukrRV0nZJ84cp90FJRyR9PMv4zOxETrrNzMxajKQO4F7gamAycJ2kyUOU+wawKtsIzayYk24zM7PWcwmwPSJeioiDwFJgVolyXwQeA/ZkGZyZncxJt5mZWevpBV4pmN+ZLjtOUi/wMWBRuReTdIOkfkn9e/furWmgZpZw0m1mZtZ6So0OG0Xz9wC3R8SRci8WEYsjoi8i+saMGVOTAM3sRB4G3szMrPXsBMYVzJ8P7Coq0wcslQRwNjBT0uGIWJ5NiGZWyEm3mZlZ63kemChpAjAAXAtcX1ggIiYcm5b0IPAjJ9xmjVPV5SWSRkt6XNK29HnUEOUekLRH0qai5V+TNCBpffqYWU08ZmZm7SAiDgM3k/RKsgV4JCI2S7pR0o2Njc7MSqn2mu75wJqImAisSedLeRC4aoh1346IKeljZZXxmJmZtYWIWBkR74mICyPiH9NliyLipBsnI+JvIuLR7KM0s2OqTbpnAUvS6SXA7FKFIuJp4PUq92VmZmZm1pKqTbrPjYhBgPT5nFN4jZslbUgvQSl5eQq4OyMzMzMza11lk25JqyVtKvEo1Qn/SH0HuBCYAgwC3xqqoLszMjMzM7NWVbb3koi4cqh1knZL6omIQUk9jHDEq4jYXfBa3wV+NJLtzczMzMxaQbWXl6wA5qbTc4EfjmTjNFE/5mPApqHKmpmZmZm1qmqT7oXAdEnbgOnpPJLGSjreE4mkHwDPApMk7ZQ0L131TUkbJW0ALgP+rsp4zOwUVNL9p6QzJP1M0s8lbZb09UbEamZm1oqqGhwnIl4DriixfBcws2D+uiG2n1PN/s2sZo51/7lQ0vx0/vaiMm8Bl0fEbyV1Aj+V9OOIeC7rYM3MzFpNtWe6zSwfynb/GYnfprOd6SOyCc/MzKy1Oek2M6iw+09JHZLWk9w0/XhErB2inLv4NDMzK1DV5SVm1jokrQbOK7HqjkpfIyKOAFMkdQP/LumPI+KkG6AjYjGwGKCvr89nw83MrO056TZrE7Xs/jMi9kt6CrgK9zpkZmZWli8vMTOooPtPSWPSM9xI6gKuBH6ZWYRmZmYtzEm3mUFl3X/2AE+mXXw+T3JNtwe0MjMzq4AvLzGzirr/jIgNwNSMQzMzM8sFn+k2MzMzM6szJ91mZmZmZnXmpNvMzMzMrM6cdJuZmZmZ1ZmTbjMzMzOzOnPSbWZmZmZWZ066zczMzMzqzEm3mZlZC5J0laStkrZLml9i/aclbUgfz0h6fyPiNLOEk24zM7MWI6kDuBe4GpgMXCdpclGxl4G/jIj3Af8ALM42SjMrVFXSLWm0pMclbUufR5UoM07Sk5K2SNos6ZaRbG9mZmYnuQTYHhEvRcRBYCkwq7BARDwTEfvS2eeA8zOO0cwKVHumez6wJiImAmvS+WKHgS9FxEXApcBNBd/GK9nezMzMTtQLvFIwvzNdNpR5wI+HWinpBkn9kvr37t1boxDNrFC1SfcsYEk6vQSYXVwgIgYj4sV0+k1gC///xlB2ezMzMzuJSiyLkgWly0iS7tuHerGIWBwRfRHRN2bMmBqFaGaFqk26z42IQUiSa+Cc4QpLGg9MBdaOdHt/CzczMztuJzCuYP58YFdxIUnvA+4DZkXEaxnFZmYlnFaugKTVwHklVt0xkh1JOhN4DLg1It4YybaQfAsnvQmkr6+v5Ld5MzOzNvE8MFHSBGAAuBa4vrCApAuAZcCciPhV9iGaWaGySXdEXDnUOkm7JfVExKCkHmDPEOU6SRLuhyJiWcGqirY3M7PmtXzdAOt27OfgkaNMW/gEt82Y1OiQci8iDku6GVgFdAAPRMRmSTem6xcBfw+cBfyrJIDDEdHXqJjN2l3ZpLuMFcBcYGH6/MPiAkpa+v3Aloi4e6Tbm5lZ83r1zbdYsGwjB48cBWBg/wEWLNvI2HefwdnvenuDo8u3iFgJrCxatqhg+vPA57OOy8xKqzbpXgg8ImkesAP4BICkscB9ETETmAbMATZKWp9u99X0zaLk9mbFZ87OOO1t/gC33Cs87qd8/Sf89q3DHD4aFU1PW/gEl713zClvX810sQOHjvDKvgNus2ZmBRTRepdH9/X1RX9/f6PDaAnL1w3wlUc3cPDIUbq7Oo9/SNZqure7i8veO4ZHnt9Z032IE2/Df5tgwlnvZM2XP9Kgv2Rzk/RCs/5s7PZameXrBliwbCMHDh1pdCg186EJo3n4C3/a6DCaTjO3V3CbNStWqzZb7Zlua2LHPsSP/ey7/8Ch4+tqNT2w/wDff25HzV+3+Kvg0YBX9h0orqLViKTRwMPAeOA3wCcLBtUoLtsB9AMDEfHRrGLMu7tWbc1Vwn16hwc8NjMr5HfFHMvbh/ixLw9WFyMZqOoWkv72rYZ27c/Pl8quzg7GjepqdBhmZk3FSXeO5elDHHzmrM4qGqhK0vnAX5H0+2s1NLY7H0lqb3cXd15zsa/nNjMr4iwmx/LyIQ7JNd0+c1ZXlQ5UdQ/wFWDYnx08mNXI3TZjEl2dHY0O45R1dXZwz6em8N/zL2f21OFGIzcza09OunOs1T/Ej41x3NvdxYSz3ukzZ1WStFrSphKPWRVu/1FgT0S8UK6sh5QeudlTe7nzmovp7e5CQHdXJ6Pe0VnxdG93F5+59IJT3r6a6WNnt51sm5kNzTdS5tixD8C7Vm1l1/4DvLurEwn2//5QzabHpr2XPPnLvTXdx9juLm6bMel4HT71b8828k+ZCzUY6Goa8NeSZgJnAH8g6fsR8Zk6hdx2Zk/tdeJqZpZTTrpzzh/iVqGyA1VFxAJgAYCkjwBfdsJtZmZWGV9eYmaQJNvTJW0DpqfzSBoraeWwW5qZmVlZPtNtZkTEa8AVJZbvAmaWWP4U8FTdAzMzM8sJn+k2MzMzM6szJ91mZmZmZnXmpNvMzMzMrM6cdFvTW75ugHU79rP25deZtvAJlq8baHRIZjYMt1kzs5M56bamtnzdAAuWbeTgkWQAxIH9B1iwbKM/xM2alNusmVlpTrqtqd21aisHDh05YdmBQ0e4a9XWBkVkZsNxmzUzK81JtzW1XfsPjGi5mTWW26yZWWlVJd2SRkt6XNK29HlUiTLjJD0paYukzZJuKVj3NUkDktanj5P6A7b2Nra7a0TLzayx3GbNzEqr9kz3fGBNREwE1qTzxQ4DX4qIi4BLgZskTS5Y/+2ImJI+PPKdneC2GZPo6uw4YVlXZwe3zZjUoIjMbDhus2ZmpVWbdM8ClqTTS4DZxQUiYjAiXkyn3wS2AL1V7tfaxOypvdx5zcX0dnchoLe7izuvuZjZU30ImTUjt9nsSLpK0lZJ2yWddNJLiX9O12+Q9IFGxGlmiWqHgT83IgYhSa4lnTNcYUnjganA2oLFN0v6LNBPckZ8X5UxWc7MntrrD2yzFuI2W3+SOoB7genATuB5SSsi4hcFxa4GJqaPDwHfSZ/NrAHKnumWtFrSphKPWSPZkaQzgceAWyPijXTxd4ALgSnAIPCtYba/QVK/pP69e/eOZNdmZmZ5cwmwPSJeioiDwFKSX58LzQK+F4nngG5JPVkHamaJsme6I+LKodZJ2i2pJz3L3QPsGaJcJ0nC/VBELCt47d0FZb4L/GiYOBYDiwH6+vqiXNxmZmY51gu8UjC/k5PPYpcq00tyksvMMlbt5SUrgLnAwvT5h8UFJAm4H9gSEXcXres5dnkK8DFgUyU7feGFF16V9D9lip0NvFrJ6+VEO9W3neoKldX3D7MI5FS4vZbk+uZXVu1VJZYVn5CqpExSULoBuCGdfUtSRZ/HDdDMx1IzxwbNHV8zxwZQkzvBq026FwKPSJoH7AA+ASBpLHBfRMwEpgFzgI2S1qfbfTXtqeSbkqaQvAn8BvhCJTuNiDHlykjqj4i+EdanZbVTfduprtD69XV7PZnrm18Z1nUnMK5g/nxg1ymUAU78NbmZ/1+O7dQ1c3zNHBsk8dXidapKuiPiNeCKEst3ATPT6Z9S+ts2ETGnmv2bmZm1qeeBiZImAAPAtcD1RWVWkHRWsJTk0pP/Lfh12cwyVu2ZbjMzM8tYRByWdDOwCugAHoiIzZJuTNcvAlaSnADbDvwe+Fyj4jWzfCfdixsdQMbaqb7tVFdoj/q2Qx0Lub75lVld08s0VxYtW1QwHcBNp/DSzfz/cmynrpnja+bYoEbxKWmTZmZmZmZWL9WOSGlmZmZmZmXkKumW9AlJmyUdldRXtG5BOhTuVkkzGhVjrZUbBrjVSXpA0p7C7qskjZb0uKRt6fOoRsZYK5LGSXpS0pb0OL4lXZ7L+kL7tVm319wdvy3bZpt9CPkK4vt0GtcGSc9Ien+zxFZQ7oOSjkj6eDPFJukjktanx+x/ZhVbJfFJerek/5D08zS+zO5DKPX+VbS++jYREbl5ABeR9KX4FNBXsHwy8HPg7cAE4NdAR6PjrUF9O9K6/BFwelrHyY2Oq8Z1/AvgA8CmgmXfBOan0/OBbzQ6zhrVtQf4QDr9LuBX6bGby/qm9WmbNuv2msvjtyXbbCXHIskNmD8m6X3sUmBtk8X3Z8CodPrqrOKrtB2n5Z4gueb+480SG9AN/AK4IJ0/p8n+r1891l6AMcDrwOkZxXfS+1fR+qrbRK7OdEfElojYWmLVLGBpRLwVES+T3Ml9SbbR1UUlwwC3tIh4mqTRFZoFLEmnlwCzMw2qTiJiMCJeTKffBLaQjB6Xy/pC27VZt9f8Hb+t2mabfQj5svFFxDMRsS+dfY6kD/KmiC31RZKRuEuO1N3A2K4HlkXEDoCIaLb4AniXJAFnkryfHM4iuCHevwpV3SZylXQPY6ihcFtdXutVzrmR9jWbPp/T4HhqTtJ4YCqwljaobwl5PLbzWKdKtMXx22JttpJjsZHH60j3PY/kDGQWysYmqZdklO1FZKuSv9t7gFGSnpL0gqTPZhZdZfH9C8kvoLuAjcAtEXE0m/DKqrpNtFyXgZJWA+eVWHVHRJw0DP2xzUosy0O3LXmtV1uTdCbJGZJbI+KN5At/63KbPS6PdTJass3WdAj5OhjJ8PWXkSTdH65rRAW7LLGsOLZ7gNsj4kjGx0IlsZ0G/AnJwIZdwLOSnouIX9U7OCqLbwawHrgcuBB4XNJ/RcQb9Q6uAlW3iZZLuiPiylPYrOKhcFtMXutVzm5JPRExmP60k+XPY3UlqZPkw/uhiFiWLm7p+rrNHpfHOlWipY/fclq0zdZ0CPk6qGjfkt4H3AdcHckI2c0SWx+wNE24zwZmSjocEcubILadwKsR8Tvgd5KeBt5Pcj9CvVUS3+eAhZFcRL1d0svAe4GfZRBfOVW3iXa5vGQFcK2ktysZMncizfEPrNbxYYAlnU4yDPCKBseUhRXA3HR6LjDU2dKWkl7Ddj+wJSLuLliVy/qWkcc26/aas+O3hdtsJcfiCuCzaY8Nl5LtEPJl45N0AbAMmJPRWdqKY4uICRExPiLGA48Cf5tBwl1RbCTH4p9LOk3SO4APkdyLkIVK4ttBchYeSeeS3Gj/UkbxlVN9m8jijtCsHiTXUO0E3gJ2A6sK1t1BctfsVpJvxQ2Pt0Z1nknyDfXXJD/XNzymGtfvB8AgcCj9384DzgLWANvS59GNjrNGdf0wyU9VG0h+Xluf/n9zWd+0zm3VZt1ec3f8tmybLXUsAjcCN6bTAu5N12+koHehJonvPmBfwd+9v1liKyr7IBn1XlJpbMBtJD2YbCK5JKqZ/q9jgZ+kx9wm4DMZxlbq/aumbcIjUpqZmZmZ1Vm7XF5iZmZmZtYwTrrNzMzMzOrMSbeZmZmZWZ056TYzMzMzqzMn3WZmZmZmdeak28zMzMyszpx0m5mZmZnVmZNuMzMzM7M6+z+aT5jSFvj0hQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = np.linspace(-10,20,30)\n", + "h = []\n", + "for k in n:\n", + " if k-3>=0:\n", + " h.append(2)\n", + " else:\n", + " h.append(0)\n", + " \n", + "exp_re=[]\n", + "for k in n :\n", + " if k <0:\n", + " m = (np.exp(2*k + 3j*k)).real\n", + " exp_re.append(m)\n", + " else:\n", + " exp_re.append(0)\n", + "exp_img=[]\n", + "for k in n :\n", + " if k <0:\n", + " m = (np.exp(2*k + 3j*k)).imag\n", + " exp_img.append(m)\n", + " else:\n", + " exp_img.append(0) \n", + "\n", + "a1 = [cont_fun(n),unit_ramp(n),unit_para(n),exp_re,exp_img]\n", + "out =[]\n", + "for i in range(len(a1)):\n", + " k = convolution(h,a1[i])\n", + " out.append(k)\n", + "a = len(out[0])\n", + "s = np.linspace(-10,20,a)\n", + "fig, axs = plt.subplots(2,3, figsize=(12,6))\n", + "name = [\"unit signal\",\"ramp signal\",\"parabolic signal\",\"exponential real plot\",\"exponential imag plot\"]\n", + "c =1\n", + "for k in range(len(out)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(s,out[k],use_line_collection=True)\n", + " plt.title(\"impulse response of \"+str(name[k]))\n", + " c =c+1" + ] + }, + { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From b453b958965edc666bda330989942a1a69d09d76 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 27 Jan 2021 21:33:41 +0530 Subject: [PATCH 03/30] Create assigenment2.py --- Assignment2/SonuKumari_204102314/assigenment2.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment2/SonuKumari_204102314/assigenment2.py diff --git a/Assignment2/SonuKumari_204102314/assigenment2.py b/Assignment2/SonuKumari_204102314/assigenment2.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment2/SonuKumari_204102314/assigenment2.py @@ -0,0 +1 @@ + From 8a3a5f420c9492c12cff74c8c94db7a346b7a8b5 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 27 Jan 2021 21:34:12 +0530 Subject: [PATCH 04/30] Add files via upload --- .../Assignment__2_DSP.ipynb | 1044 +++++++++++++++++ 1 file changed, 1044 insertions(+) create mode 100644 Assignment2/SonuKumari_204102314/Assignment__2_DSP.ipynb diff --git a/Assignment2/SonuKumari_204102314/Assignment__2_DSP.ipynb b/Assignment2/SonuKumari_204102314/Assignment__2_DSP.ipynb new file mode 100644 index 0000000..4fc162e --- /dev/null +++ b/Assignment2/SonuKumari_204102314/Assignment__2_DSP.ipynb @@ -0,0 +1,1044 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "import math\n", + "from scipy import stats\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import os\n", + "import statsmodels.api as sm\n", + "import timeit\n", + "import cv2\n", + "from scipy.io import wavfile\n", + "sns.set(color_codes=True)\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Probability Distributions :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [A] Continuous distributions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Uniform Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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8+fOmYwEwjWTz8/ODr68v0tPTcfz4caSmpuKVV14plV9x7hX5OXZxccGcOXPQr18/9OrVC7169Sr3u6jo70ezZs2g1RY1U4YMGYIjR45g+fLluHTpEi5evGiavgSA6THfgIAA+Pj4ICsrC3v27EHXrl3h4eEBABg4cCAOHToEAPj111+Rk5NjmnPbYDDAx8fnrhgSExPx4IMPlptTUlISRo4ciebNm2PgwIHlbn+n4OBgXLt2DYWFhXB0dDR7fyKqHNZr66/XbGOzjW3pNva+ffvw/vvvY+LEiWjcuHG529+JbeyKYUezFVCpVKUmLDcYDKU+L/kH8s5t7yQIwl1/4CRJMj0SU1xUihX/8S9WfFFfljvPf699+vfvj06dOuHAgQPYt28f5s+ff8/J8++MpySNRlPqnPc6T/EiAGW5V3Eq+Z2U9/3eL5eSjYGwsDAkJiYiNzfXdMECFD168dFHH5U5L1bJomGOkt+PKIqlXhe/d7+fBZ1Od9/jPvPMM9i7dy+ys7MxdOhQJCYm4ueff8aFCxfQsmVLJCcnl9q/5DlEUcTQoUNNFyt6vb5UQaroz/LFixfh6+uL48eP47nnnivrazDruCV/3gYNGoSHHnoIHTp0QLdu3XD8+HHTfjqdDmq1+q78tFptqWMXbyOKIiRJwtq1a03zjmVkZNyzwVgyvpSUFAwfPtz02ZIlS0pddJbnxx9/xJQpU/DRRx+ZOjFKxlocHxFZDmv2vdlSzS4+Tsk5mCvi5MmTaNSokVn7ALhnfS75Xnk/B/fTuXNnDBw4EHXq1EG7du3g4eGB/fv34+TJk5gyZYppu5L/FsXfmSiKaNOmTampJpKTk+Hv749du3ZV+Of477//hpeXF86ePQu9Xn/Xz+idKlOvv/zyS5w4cQJ9+vRBq1atYDQaS+1X8t+2+Jh31us7r5nGjx9vauzeunULhYWFd8WgUqlK/TwOGzbM9Gh9dHQ0/vOf/+DQoUMYM2YMhg4detej0hWl0+mgUqk43yORhbFe35st1Wu2sW+fk23sqrexly9fjiVLlmD27Nlo27ZtufnfC9vYFcNvyAp4e3vj2rVrSE9PhyRJ+PHHHyt9rHr16kGr1WLnzp0Ain7JduzYUelfpDs99NBDkCQJe/bsAVC0Mum97mz1798fZ8+exfPPP4+pU6ciOzsbaWlp0Gg05Taciv3444/Q6/UoLCzExo0b0bFjRwBF31fxvFBbt24ttc+9jt+hQwds27bNNOfUhg0b4OXlhdDQ0ArFcb9cSgoICEBkZCTGjx9vmucvNzcXH3/8Mby8vEr9kS7pu+++w9WrV9GtW7cKxVLSoUOHTHMzrV27ttRoVqDo7ur+/ftx5coVAMDBgweRnJyMxx57DBqN5q6LrWJPP/00Dh48iLNnzyIsLAzt2rVDTEwMOnbseFehvVP79u2xfv1603cQExODDz74wKy8du7cid9++w1btmzBgQMH8PPPP5u1f0VkZ2fj5MmTeO+99xAREYHr168jKSmp3Dvm4eHh2LBhg+ku8tatW6FSqeDm5oZmzZph+fLlpuMPGDDgnvM31a1b1zRiLCAgAJs3bzb9z5xO5t27d+PTTz9FfHz8XZ3MQNE8WBW5U01E5mHNvjdbqtmVceLECXzzzTcYMmSI2ftmZGRg7969AIr+dut0ulId1uX9HNzv3yEwMBC1atXC2rVr0a5dO7Rv3x47d+5EZmYmHn744TJjatOmDQ4cOGCaU3nPnj3o1asXCgoKKpzX1atXMW3aNCxbtgz16tXDzJkzK7yvOfbv348hQ4bgueeeg4+PDxISEiAIQpn7hIeHY+fOncjJyQEArF+/3vRZ+/btsWbNGuj1eoiiiI8++gizZ8++6xh169Y1XUMBRQtgFdfr//znPzh9+jSioqLw+eefV7qTGQCuXLmC4ODgcjvpicg8rNf3Zkv1mm3sImxjV72NvWbNGqxZswbr1q2r0u8t29gVwxHNVqBBgwbo378/+vTpAz8/Pzz11FOmP/Lm0ul0WLBgAT799FPMmzcPgiBg5MiRaN26NX777bcqx6rT6RAXF4ePP/4Ys2fPRuPGje/5uOF7772H6dOnY+7cuVCpVIiKikJwcDAEQUBcXByioqLw8ssvl3mu4OBgvPTSS7h16xY6d+6M3r17AyhaTfSTTz6Bh4cH2rZtW2qV7q5du+Lll1/GvHnzTO+1a9cOr7zyCoYMGQJRFOHt7Y3FixdX+E7U/XK50+TJk7FgwQL0798fGo0Ger0ezzzzDEaNGmXaZtu2bTh69KhplEzdunWxcuXKSj0qGRAQgPfffx9paWlo0KABPvnkk1KfN2jQAJMnT0ZUVBQEQYCTkxMWLVoEd3d3NGjQAI6Ojujbty++++67UncU3d3dUb9+fTg7O0Oj0aBDhw6YMGFCqcdw7+eFF15ASkoK+vXrB5VKhaCgIMyYMaPCOSUnJ2Py5MlYtGgRvL29MWPGDIwcORKPPvqoRVd79vDwwPDhw9G7d2+4uLggICAAzZs3x+XLl02PQd3LiBEj8MknnyAyMhLu7u7w8fExXeDMnDkTU6dORWRkJPR6vWlhDKBooYJHH30UAwYMQJcuXTBt2jRER0ebHXfJ43z++eeQJAkTJ040fd68eXNMnjwZQNFjQSUXhiIiy2DNvjdbq9nlSUpKMj0uW/wo58yZM8vtwL0XR0dHbN68GTNnzoSTkxPi4uJKNSrL+jkASn9Pd46o7ty5M5YtW4YmTZpArVbDycmpzAWSihVfN7zzzjumEW0LFy6Eq6trhXIyGo1499138frrr6NRo0aYNGkSIiMj0bZtWzz11FMV/3IqYOTIkfjiiy8QExMDnU6H5s2b33d6k2Jt2rRBv3798OKLL8LJyQkNGzY0jYZ666238Pnnn6N3794QBAGNGzc2LTr0zTff4NSpU5g2bRratm2LCRMmIDs72zQFR0mzZ8+GJEmYNWsWZs2aBaDo9yAuLq7Uccqzb9++Cj3OTUTmYb2+N1ur12xjs41d1Ta2Xq/HzJkz4ebmhqioKNP7Xbt2xZtvvlnqOOVhG7tiVFJZz4gQkVX6/vvvsWPHDixevFjuUBTlxx9/hJubG8LDwyGKIkaNGoV27dqZPa/Z66+/jtGjR993Vdz7OXDgAJKSksotgklJSXjvvffw7bff8lFcIiIZXb16FZGRkfjjjz/kDkVRTp48iT/++AODBw8GACxfvhzHjx8vNVVIRSxatAgajQbDhg0za7/c3Fx8+umn5XYECIKA3r17Y9myZfD19TXrHEREZFlsY8uDbWz7w6kziIgqqGHDhli4cCGeffZZ9OzZE/7+/njhhRfMPs6UKVMQFxdX5lxw95KZmXnPaTLuNHfuXHz66acsgEREpEh169bFkSNH0LNnT0RGRuLgwYMYN26c2cd57bXXcOjQIbOnXzl37lyFOqdXrVqFIUOGsJOZiIgUi21s+8MRzURERERERERERERUJRzRTERERERERERERERVwo5mIiIiIiIiIiIiIqoSdjQTERERERERERERUZWwo5mIiIiIiIiIiIiIqkQrdwAAcPPmLYhi1dck9PFxQ3p6rgUisi3MW1mYt/IoNXdL5K1Wq1CrlquFIiLW66ph3sqj1NyZt7JYKm/WbMuyRM1W6s80oNzcmbeyMG9lqal6bXZHc0xMDHbs2AGVSoW+ffvi1Vdfxbhx43D06FE4OzsDAKKiotC5c+cKH1MUJYs0XIuPpUTMW1mYt/IoNXel5m2tWK+rjnkrj1JzZ97KotS8LaE62teA5Wq2kv9tlZo781YW5q0sNZG3WR3Nhw8fxqFDh7BlyxYYjUZ0794d4eHhOHXqFFavXg1/f//qipOIiIiIiIjIbrB9TURE9sasOZpbtmyJlStXQqvVIj09HYIgwMnJCdeuXcP48eMRGRmJ2NhYiKJYXfESERERERER2Ty2r4mIyN6YPXWGTqdDbGwsli1bhq5du8JoNKJ169aYPHky3N3dMWLECKxfvx79+vWr8DF9fNzMDeO+/PzcLXYsW8K8lYV5K4fBYEBiYiLy8wvkDqXGpaaat72zsxNCQkKg0+mqJyAiIqL7kCQJqampSEtLhygKcodTo1JT1WZ1hGq1DqhVyw8ajVUsFyS76mhfA5ZrYyvx+ruYUnNn3sqixLwNBgNyctIU18Y2t32t0Wjg7V0Lvr6+UKsrPk5ZJUlSpSboyM/PxxtvvIHu3bvjxRdfNL2/a9cubNq0CXFxcRU+Vnp6rkXmCfHzc0daWk6Vj2NrmLeyMG9luXEjGa6urnBycodKpZI7nBql1aphNFas4SpJEm7dykZBQR58fYNM76vVKovezFQ61uuqYd7Ko9TclZh3RkYqtFo1XFw8odFoFVWzLVGvAdZsS7avAcvUbCX+LhdTau7MW1mUmndOThpUKge4unqwXt+HJEkQBCNycjIhSRK8vW9P5VRevTZr6oy//voLZ8+eBQA4OzsjIiIC27Ztw44dO0oFo9Xy7jQRkSUYjXq4uXmaXQBz8w2Y/e3/kJtvqKbIrItKpYKrqweMRr3coRARkQLp9QWoVcsXWq2ONbsMrNelsX1NRFTz8vMLKtXJrLR6rdXq4OXlA73evJHfZnU0X716FRMnToRer4der8cvv/yCJ598EtOnT0dWVhYMBgO+/fZbs1fEJSKi+6vMXdb9J5Jx6u8MHDiZXA0RWScl3Y0mIiJrI0GlMqtpZaK0ms16fRvb10RE8mAbu2KKrm3MezrGrFuj4eHhOHHiBJ577jloNBpEREQgKioKtWrVwoABA2A0GhEREYGePXuaFQQREVmOJEnY9fsVAMDO368g4skQNuqIiIisEGu2srF9TURkG1ivK87sZ3BGjRqFHOpnDgAAIABJREFUUaNGlXpv4MCBGDhwoMWCIiKiyrtwJRN5hUYAQF6BERevZqFRiJfMUVFNyc3NRf/+/bFo0SIEBweX+uzs2bOYMGECbt26hRYtWmDKlCl8HJeISEas2cT2NRGR9WO9rrjKPd9FRERWa9fvV6A3FK14rzcI2Hk4SeaIqKYcP34cAwYMwKVLl+75+fvvv49JkyZhx44dkCQJ69atq9kAiYioFNZsIiIi68d6XXEcxkREVi8z8yaWL1+IzMxcuUOpcT16dEVycvJ9Vw1f+XMSzl4p/b1o1LdnUZIAHP/rBl6bsbvUNo1D3DD4mQfNjufUqRPYsGEdtFotUlNT0KJFKzg7O+Hw4UOQJAkTJnyMv/9OxNq1qyEIAvz9A/Dmm6Pg7u6BhIT92LJlI/T6QhgMRowcORoPP9wYkyaNRYMGjXD27GlkZ2fj9ddHoHnzJxEQ4AfeDzXPunXrMHnyZHzwwQd3ffbPP/+goKAAzZo1AwA8//zziI2NxUsvvVTTYRKRHdu8+XukpFzFrVuFcodSo8qr10DN1uyaq9ct4OnpAScnF7PiIyIislax64/jf3+ml3pPo1bdUa/T76rXzRr4IrpvmNnnO3bsCFauXAadTofk5Gto164jnJ2dsW/fHkiShJkzY3DhwnnExy+C0WhEUFBtfPjhBHh6emH37p+xdu1qFBYWwmDQY9y4SWja9DFERQ1HkyaP4Pjx/yEz8yaio99F06ZhcHc3fxFEc7GjmYis3qxZX2Dx4ji5w5BF+/ZtkJdXtKrt2X/0OHO1dMPdIEjQqAChRLtWEEsf487XGjWQnpWH+ZvOm95rEuyIxrUdyo0nPT0dFy6cw4QJH8PV1RVjx76H55/vizFjPsCqVSuwYcM6HD/+B0aPfhcuLq7Yv38PFi9egAEDBuGHHzbh9deHw83NHQcP7sc336zCG29EobBQj6ysLERHv4uTJ49j5cpleOCB2nBzc4Wrq5t5X5jCTZs27b6fpaamws/Pz/Taz88PKSkpZh3fx8dy/x5+fu4WO5YtYd7Ko6TcBUHAiBGvQRTF8je2MyXrNSB/za6peh0U9AAMBj3q1Klj1velVqsV9btBRETW6cDJZOw/UXpxv0KDAK1GBUGQTJ3Lwh03kku+VgHQaFTIzC3E52uOmd5vHxaEdk2DKhTHmTOnsWrVt/D09EJkZGeMHPk24uNXYfr0Kdi0aQP27v0VsbGL4OHhgU2bNmDhwnn44IMJ2Lx5A774Yi68vLywdetmrFq1Al98MQcAYDAYsXjxcuzfvxeLFs3Hu++ORdOmTaHRVG9XMDuaiciqpaenY9Wq5Rg0aBA+/zxG7nBq3I0b/yA4uC4MBgG56uu4nHn3Crce7hKuZ+ThVoERUhkLwqpUgKuTFoHeLlCrS9/FDAkJQtijgeXGIwgC6tdviPDwpwEA3t7e6NXreQQHh6Bx4yY4eHA/srOzsWTJgn+3F+Hh4YFmzZojJmYBDhzYj7Nnz+DkyRPQ6XQIC2sGNzc39OjRC2FhzeDr64fNm79HWFgz6HQaGI3K66yoLqIolrp7LUmS2Xez09NzyxytV1F+fu5IS8up8nFsDfNWHqXlXlhYCFEUMXXqVLz22ltyh1OjStZrALLX7Jqs1w4OWrPrtSiKd/1uqNUqi97QJCIiqgxHnQZ1Az1wPSMPuQWGcuu1m5PunvXaHPXq1UdAQFFt9/T0QosWLQEAAQGBOHBgH1JSriM6+g0AgCgK8PDwhFqtxvTpX+LAgX1ISrqMP/44CrX69hPBrVq1AQDUqVMH2dlZqFWrVrV3MgPsaCYiK7d06ULk5eVh3Lhx0Ol0codT41QqFVQqFdRqNdqHPYD2YQ/cd9v//vEPvvn5Iox3DocCoNWoMOCZRuj0eO0qx6PT6UoVsOLXKpUKoigiLOwxfP550V3UwsJC5Ofno6CgACNGvIqIiG5o1qw5GjRoiA0b1pmO4+joCLVaDY1GYzoPWVZgYCDS0tJMr2/cuAF/f38ZIyIie2M0Fi2S4+joqLiaXbJeA5C9ZtdUvS55fCIiIlvTrmnZo45roo0N4K4F2ovrLFDUsXyvmp2Xl4dhw4YgIqIbHnvscdSv3wAbNtxeg8fBoejpp5s3b0KSJAQFlT+wzBJ4ZUBEVis3Nwfx8UvQrVtPNGnSRO5wrF5ogDu0mnt30Go1atQJrP5HVJs0eRSnT59EUtJlAMCKFV8hLm4urlxJgkqlwuDBr6F58xbYs+e/iny0Wk61a9eGo6Mjjh49CgDYvHkzOnbsKHNURGRPRLFoNG/JxhHdm9w1m/WaiIiofHLXa6BqNVsURaSnZ0CtVsHFpWbWU+CIZiKyWitWLENWViZGj35H7lBswqXr2aXminLQqqH/91FWQZRwKTkbdYM8qjUGb28fjB07CZMmjYMoCvDzC8CkSZ/Azc0dDRo0wksv9YVarULLlm1w4sT/qjUWKjJs2DBER0ejadOmmDlzJiZOnIjc3Fw88sgjGDx4sNzhEZEdKR7RfOeoHLqb3DWb9ZqIiKh8ctdroGo1Oz09HYJggFpdc4MAVJJU1mwjNYNzPlYN81YWpeRdUFCAFi2a4uGHm2D9+s2KyftO169fRnBw3QrNfbho8ykcPpsKnVYNDxcHDHimIb75+QKy8wwwGEW0auKPEb0erYGoLUOrVZs95+P165cRGBhqes35Hi2L9bpqmLfyKC33GzduoEmTepg/fz769VPWjSxz6jVgXzXbEvUaYM22NEvUbKX9DStJqbkzb2VRat6pqVfg7x9SoW1tuV6Loohz585Ap3NAgwYNK70GkrltbA43ICKrtHbtGqSmpmDRoni5Q7EZideyoVYBjzf0xavdGsPRQYNH6nhj2bazOHo+FX9dy5Y7RCIismOCwBHNFcWaTUREZP1suV5nZt6EXq9HcHBIja6BxKtAIrI6RqMR8+fH4IknWqBduw5yh2MzgnxcEdmuDjqUWHzI0UGDN597FPtOXMORc2ll7E1ERFQ1xVNncI7m8rFmExERWT9brdeSJCE1NQXOzs5wd6/eqT3uxI5mIrI6GzeuR1LSJUyd+lmN3nmzdWP6PXbfzzqEPVCqOBIREVmaIBQtBsgRzeVjzSYiIrJ+tlqvs7KyUFBQgNDQOjXep6Ku0bMREZVDFEXMmzcHjRs3QZcu3eQOx2aJeVnI2zId4q2bcodCREQKwcUAK4c1m4iIyPrZSr0uGs18HY6OjvDyqlXj52dHMxFZlR07tuPcubMYNWoM1Gr+iaos/YmfIFy/iMLD38kdChERKYQoFi0ww6kzzMOaTUREZP1spV7n5uYgLy8P/v4Bsjwhzl4cIrIakiQhJmYmHnywDp57ro/c4dgsSZ8Pw5ndACQYE3+HmJksd0hERKQAHNFsPtZsIiIi62dL9TolJQU6nQNq1fKW5fzsaCYiq7F//14cO3YUUVGj2UitAv2/BRAAIAooOPiNrPHcy7FjRxAVNRwAMGPGVJw7d0bmiIiIqKq4GKD5rL1ms14TERFZf70Gimr2W2+9jtzcHKxb9zUuXDgnSxzsySEiqzF37iz4+wegf/+BcodisyTBAP3/fgSM+n/fECFcOwch7W9o/OrKG9x9jB37kdwhEBGRBYgiFwM0h63VbNZrIiJSIluq13q9AVqtFpMmTZXtxj+vAonIKhw7dgT79v2KyZM/hZOTk9zh2CzDhQTg34a+iaBHwYHVcH2u6g3EY8eOYOXKZdDpdEhOvoZ27TrC2dkZ+/btgSRJmDkzBhcunEd8/CIYjUYEBdXGhx9OgKenFw4fPoTY2NlwcHBAaGgd0zGjoobjtdeGIyysGWbNmoHExL+QkZGBhg0bYvLkT5GRkYHx499DvXr1ceHCeXh7+2Dq1Bnw8PCscj5ERGQ5nDrDPNVZs1mviYiILMNW2tjBwSEwGo3w9fXD6NFv3lWzb97MQP36DfDxx9OqtWbzKpCIrEJMzGx4eXlhyJBX5Q7FahkuHIDh/N77fi5JEsTUREA03vWZmJaIW+snQuXoes99dQ91hK5RuwrFcebMaaxa9S08Pb0QGdkZI0e+jfj4VZg+fQo2bdqAvXt/RWzsInh4eGDTpg1YuHAe3nnnQ0ybNhkxMYtQp05dzJgx9a7jnjp1AlqtDosXL4coihg9+k0cPHgADz3UGH/+eRHjxk1Co0YPY8KE97Fz53b07du/QvESEVHNEISiRhinzrCOms16TUREVDZrqNeAZWr2xIkfQqVSwdfXz3TckjVbrQbeemt4tddsdjQTkezOnz+H7du34p13PoCbm7vc4diuglxAEu79mSRBzEqB2q9ulVeerVevPgICAgEAnp5eaNGiJQAgICAQBw7sQ0rKdURHvwGg6DFqDw9PJCb+CR8fP9SpU/RoUbduPbF06cJSx23WrDk8PDyxYcM6JCVdwtWrScjPzwcA1KrljUaNHv73/A2QnZ1dpRyIiMjyijuaOaK5AmqgZrNeExERVZGNtLELCwvx+OPNkZqaUuo6rGTNvnLlMq5evVLtNZtXgUQku9jY2XBxccXw4W/KHYpV0zVqd987opIk4dZ34wFJuv8BVGo4PPoMdPVaVimOOzsQSo5cE0UBYWGP4fPP5wAACgsLkZ+fj+vXk2FaPAH3Hu22f/8efPXVYrzwQn90794L2dlZkP7Nx8HBodS2Ull5EhGRLDii+TZrqNms10RERGWzhnoNVL1mp6amQKPRQqfTlTpOyZrds2cv3Lx5s9prttoiRyEiqqTLly/h+++/w8svvwJvbx+5w7FZQvI5SLkZZW9kLERhwteQ7vHYj6U0afIoTp8+iaSkywCAFSu+QlzcXDRo0BAZGRm4ePECAODnn3fcte+RI4fx9NPPoEePXnBzc8PRo0dMC0sREZH14xzNFWMNNZv1moiIqGzWUK+B8mv22bOnkZGRgZMnT9w1srpkzXZ3d8cffxyt9prNq0AiklVcXAzUajXeemuU3KHYtMLfNwDGwnK3k/T5MJzbC4cmT1dLHN7ePhg7dhImTRoHURTg5xeASZM+gVarxccfT8Onn06CRqMxPaJTUmRkb0yZMgE//7wDWq0OYWGP4dq1a3jiiWoJlYiILEwQihpZHNFcNmuo2azXREREZbOGeg2UX7OnTp0ESZLw6KNhd+1bsmbrdDo0bRpW7TVbJVnB80zp6bkQxaqH4efnjrS0HAtEZFuYt7LYU94pKSlo0eJR9Os3ALNmxZa5rT3lbY7r1y8jOLgujEbxvtsINy4jb8s0wKiv2EEdXOA2aA5UWkcLRVk9tFp1mXnfy/XrlxEYGGp6rVar4OPjZunQFIv1umqYt/IoLfddu37CwIH9cPjwYdSpc3cHpT2rSL0G7LNmW6JeA6zZlmaJmq20v2ElKTV35q0sSs07NfUK/P1DytzGVuq10WjEmTOn4enpidDQOmVuW5l6DZjfxubUGUQkm8WL42AwGDBy5Gi5Q7FphUc2AkZDxXcQjdCf2Fl9ARERkSIZjVwMsDys2URERNbPVur1jRtpEEUB/v4BNX7u+2FHMxHJIjPzJpYv/wrPPtsb9erVlzscmyVmp0L45zRKLtxTLqMe+v9thVR4q9riIiIi5eFigGVjzSYiIrJ+tlKvBUFAWloaPD094ezsXGPnLQ87molIFvHxS3DrVi6io9+VOxSbVnjsB6Ayk/lLIgqPbbF8QEREpFjFczRzRPO9sWYTERFZP1up1+npNyAIRvj7B9bYOSuCV4FEVONu3bqFpUsXonPnLnjkkUflDsemiTcuAdLteZYkAElOWlxx1KFQrYKjKCGk0IAHC4wotf6sYIBw7VwNR0tERPaMI5rLxppNRERk/WyhXouiiLS0VLi5ucPV1bVGzllR7Ggmohq3evUKZGRkYPTo9+QOxea59p0KABBEAQnXDmNX0h7k6HMhSAIESYBGpYFGpYG7gxs6PxiOtg+0hEbNDgAiIrI8o5EjmsvCmk1ERGT9bKFeZ2RkwGAw4MEHQ8vfuIbxKpCIapRer8eCBfPQtm17tGzZSu5w7EKBsRALjsfjSs4/0IulFywoLobpBRn4/s+t+D3lD7z12OtwsuLV64mIyDZxRHP5WLOJiIisnzXXa0mSkJqaAhcXV7i5udfIOc3BOZqJqEZ9991aJCdfQ3T0O3KHYhcEUcCC4/G4nH31rgJ4J71owOXsq1hwPB5CZeacIiIiKkNxRzNHNN8bazYREZH1s/Z6nZl5E3p9IQICAqBSqcrfoYaZ3dEcExOD7t27o0ePHli+fDkAICEhAZGRkYiIiMCcOXMsHiQR2QdBEDBv3hyEhTVDp07/kTscu5Bw7TCu5PwDo2Ss0PZGyYgrOf8gIfn3ao6sbMeOHUFU1HBZYyAiIsvi1Blls8WazXpd/di+JiKyLtZcryVJQkpKCpycnOHh4VnqM2up2WZ1NB8+fBiHDh3Cli1bsGHDBqxatQrnzp3D+PHjsWDBAmzbtg2nTp3Cnj17qiteIrJhW7duRmLiXxg9+l2rvPNmayRJwq6kPeXeZb2TXjRg1+VfIUlSNUVGRERKxKkz7o81m+6F7WsiIuti7fU6OzsbBQX58Pf3t9o+FbOGG7Rs2RIrV66EVqtFSkoKBEFAdnY2QkNDERISAgCIjIzETz/9hPDw8GoJmIhskyRJmDt3Fho0aIgePSLlDscu/J19GTn63Ertm6PPxd/Zl1HPs45Z+x07dgQrVy6DTqdDcvI1tGvXEc7Ozti3bw8kScLMmTE4e/YMli5dCEkS8cADtfH+++Ph7e2Dw4cPITZ2NhwcHBAaevu8V69ewcyZnyE7OwuOjk4YM+Z9NGr0cKXyIiIi+QjC7RHNxooNAlKMmq7ZrNe2ge1rIiLrYt1t7AUoKCiAj48fpkyZBgBm1ewmTZpUKi9zmf1cm06nQ2xsLJYtW4auXbsiNTUVfn5+ps/9/f2RkpJi0SCJyPbt3r0Lp0+fRGzsQqjVnB6+Mn5LPoqDJR7HuVmQBb2or9Sx9KIe/3fmW9RyLHrcpk3Qk2gV9ESF9j1z5jRWrfoWnp5eiIzsjJEj30Z8/CpMnz4FmzZtwJYtG7FwYTyCgh7A11+vxOzZX2DSpKmYNm0yYmIWoU6dupgxY6rpeNOmTcaYMR+gUaOH8fffiRg//j188833lcqLiIjkYzTeHtGs9I5ma6jZrNe2ge1rIiL5WEO9BipWs2fOjEVubg5+//03zJ070+ya/d13myqVl7kqNYFadHQ0hg0bhjfeeAOXLl0qNVxbkiSzh2/7+LhVJox78vOzvhUXawLzVhZbzDsubi5CQkIwYsRrcHBwqNQxbDHvqkpNLeqU12rVUGtUKPnnVYJYpWNLkmg6nlqjglZb/g0AjUaN+vXro3btBwAAnp5eaNWqFbRaNYKCgnDgwD488sijCAkJBgA8/3wfrF69ApcvJ8LX1w8NGtQHAPTsGYnFixdCry/A2bNn8Nlnn5jOUVCQj1u3suHp6VWhmEpSq9WK/DkhIrIGJRcDLCzkAnYliRao2eaqV68+AgICARTV6xYtWgIAAgICceDAPjRu/AiCgorqea9ez2PVqhVITPwTPj5+qFOnLgCgW7eeWLp0IfLy8nD27BlMn367Xufn5yMrKxM+Pt5Vyo0s374GLNfGVvJ1lVJzZ97KosS8U1NhamfaUhtbrVZBp9Nh4MCX0bdvL7Pb2FlZmfD09DI7J3Pb2GZ1NP/111/Q6/Vo3LgxnJ2dERERgZ9++qnUPGxpaWnw9/c357BIT8+FKFZ9HhM/P3ekpeVU+Ti2hnkriy3mfehQAvbv34/p079AVlYhgEKzj2GLeVuCKBYVOqNRxJP+zfGkf3PTZ7uv7MOmP7dBkMxvzGtVGnQK6YBOIe1N7xmN5RdVQRCh0Wjv2FYNo1GEKEoQxaL/L/7cYBBhNAoQBAmSJJXYTw1JkqDXG+Hg4Ijly782HS01NQUuLu4VjqkkURRL/Zyo1SqL3swkIqL7Kzl1BqDsjuZWQU+UGsVk6Zpdof3uWJSxZJvtzo5rSZL+vVGgAiDdtY8oinBwcMSKFaXr9Z0LEZF5qqt9DVimja3U629Aubkzb2VRat7A7XamrbSxDQYDsrOzERRUG4IgVaqN7eHhaXb7GjC/jW3WULGrV69i4sSJ0Ov10Ov1+OWXX9C/f3/8/fffuHz5MgRBwNatW9GxY0ezAyci+xUTMwu+vr546aXBcodiV+p4hECjqtyCS2qVBqEewRaOCGjS5FGcOXMSycnXAABbtnyP5s2fQIMGDZGRkYGLFy8AAH7+eQcAwM3NDcHBIdixYxsA4PffD2HkSPlXyiUiIvNxMcD7s7aazXptHdi+JiKyLtZWr4Gimn369ClkZmbC19fX6mu2WSOaw8PDceLECTz33HPQaDSIiIhAjx494O3tjVGjRqGwsBDh4eHo2rVrdcVLRDbm5Mnj+OWXXZgwYTJcXFzkDseu1PUIhbuDG9ILMsze18PBDXU9Qi0eU61a3nj//QkYP/49GAxGBAYGYuzYSdBqtfj442n49NNJ0Gg0pRYPmjz5U3z55XR8/fVKaLU6fPLJdKtdQZeIiO7P+O/EzFyL4W7WVrNZr60D29dERNbF2uo1ALi7e6B//4H46quF+OqrRVWs2VWfTaI8KkmSqv8s5eDUGVXDvJXF1vIeOnQI/vvfX/DHH6er9HilreVtKdevX0ZwcN37PuKy7+pBfP/nVuhFQ4WP6aDW4fmGkehQu7WlwqwWWq3a7Ed7rl+/jMDA28WdU2dYFut11TBv5VFa7p999gliY+fAaDQqKm+g/HoN2G/NtkS9BlizLY1TZ1SNUnNn3sqi1LxTU6/A3z/kvp9bW71OSrqMzMxMNGnyyF3TYpmjMvUaML+NzeEGRFRt/vzzIn74YRNee20Y5/CrJm0faIkQ99rQqipWcLQqLR50D0bboCerOTIiIlIao1GoUgPI3rFmExERWT9rqteFhYW4eTMDPj4+NnONxY5mIqo28+fPhaOjI4YPf0vuUOyWRq3BW4+9jlCPYDiodWVu66DWoY5HCN587DVo1Jw/k4iILMtoNHJ+5jKwZhMREVk/a6rXaWmpAFTw8zN/UVi52EZ3OBHZnH/+uYp1677BkCGvwc/PT+5w7JqT1hGjHx+BhOTfsevyr8jR50KUBBglAVqVBmqVBh4Obngm9Cm0DXqSDVYiIqoWoihAo2Hzoiys2URERNbPGuq1wWBARkY6atWqBQcHB4sfv7rwSpCIqsWCBbEAgLfeipY5EmXQqDXoULs12j/QCn9nX8bl7Ktw3n0Y+U+3RKhHCOp6PMgFe4iIqFoZjUZotewYLQ9rNhERkfWTu16npaVBFCX4+wdU2zmqA6fOICKLu3HjBlav/j/07fsiQkIelDscRVGpVKjnWQedQtrDe98JdAppj3qeoWywEhFRtRMEgVNnmIE1m4iIyPrJUa+NRiPS09Pg5eUFJyenajtPdWBHMxFZ3NKlC1BQUIBRo8bIHQoRERHVkKKOZj4wSURERFQV6ek3IAiCzY1mBtjRTEQWlpOTjfj4pejRoxcaNmwkdzhUzeLjF+P48T/uej85+Rr69o2UISIiIpILRzRbN9ZsIiIi67d06UIkJOyHh4cHXFxcTO/bSr1mRzMRWdTy5fHIzs7C6NHvyB0K1YA//jgKQRDkDoOIiKxA0RzNHNFsrViziYiIrN+RI4dhMBjg7x8odyiVwitBIrKY/Px8LFo0H0899TQee+xxucMhC0tNTcEnn3yE/Px8qNUqtG3bAefPn8Xnn3+K6dNnQhCMmDFjKgCgQQOOZiciUhqj0Qi1muNYrAFrNhERkfW7s163adMef/55AWlpqXjiiSdx7Zrt1Wt2NBORxXzzzWrcuJGG0aPflTsUu5SdcABZ+/eatc+VLz6r0Hae7TvCo227MrfZunUz2rZtj5deGoxDhxKQmPgXHnqoMV57bTjq12+AwYNfxKhRY/Dkk62xYsVXOHbsiFmxEhGRbRNFgSOa/8WaTUREZP2srV6fOnUCISGhGDp0hM3Wa14JEpFFGAwGxMXFoEWLlmjbtr3c4SiG4cYNGDPS7/t5/oXz9/1M6+0Dna9vhc/VokVLTJjwAS5cOI+2bdujT59+SEjYBwDIzMzEjRs38OSTrQEA3br1xNatmyt8bCIisn1GIzuay8KaTUREZP3kqtdt2rRDy5atcfDgfri4uNpsveaVIBFZxMaN63HlShKmT/8SKpVK7nDskkfbduXeES3pwtBX0OirFRY7f1hYM6xevQ4JCfvxyy87sW3bD6bPVCpAkiTTa42G5YWISGkEQYBazcUAAdZsIiIiW2BN9XrHjm3IysqCTucAwHbrNSdRI6IqE0URsbGz0aTJo4iI6Cp3OFRNFiyIwY4d29GtW0+MGfMhLlw4D41GC0EQ4OnphcDAQCQk7AcA7Nr1k8zREhFRTRMELgZoLViziYiIrF9xve7atQf69u2Pq1eT4OjoaNP1mh3NRFRl27f/iAsXziM6egxHM9uxPn1exK+//oJXXnkJ48e/h4kTp6BVqzaYOfMznDx5HB99NBXLly/Bq6++hH/+uSp3uIr0ww8/oHv37oiIiMCaNWvu+vz06dPo06cPevXqhREjRiA7O1uGKInIXhmNRmg0bF5YA9ZsIiIi61dcr4cM6Y9582bjnXc+RKtWbW26XnPIARFViSRJiImZiTp16qJXr95yh0PVKCAgEAsWfFXqvaKFC142vV66dGVNh0X/SklJwZw5c/D999/DwcEB/fv3R6tWrdCgQQPTNtOmTUN0dDTCw8MxY8YMxMfHY8yYMTJGTUT2RBAEm3ms096xZhMREVm/4nr9558XUFioR+PGTaBWq226XnPIARFVyd69v+J///sDo0aN4eOyRDJKSEhA69at4eXlBRcXF3Tp0gU//VT68SpRFHHr1i0AQH5+PpycnOQIlYjslCCK8FlBAAAgAElEQVRwMUAiIiIic+Tm5iI3Nxf+/v5Qq22/m9b2MyAiWcXEzEJgYBD69RsgdyhEipaamgo/Pz/Ta39/f6SkpJTaZuzYsZg4cSLat2+PhIQE9O/fv6bDJCI7VjSimYsBEhEREVVUamoKtFotvL195A7FIjjkgIgq7ffff8P+/XsxZcp0ODo6yh0OkaKJolhqjnRJkkq9LigowIQJE7BixQqEhYVh+fLl+PDDD7FkyZIKn8PHx81i8fr5uVvsWLaEeSuPknJXqSQ4OxddDygpbwBITS0av6PVVn4cT1X2lZu5savVasX9jBAREd0pLy8P2dlZCAx8wG5u1rOjmYgqLTZ2NmrVqoWXX35F7lDsmiRJldrPO/JZC0di3Sr7PdmLwMBAHDlyxPQ6LS0N/v7+ptcXLlyAo6MjwsLCAAAvvvgiYmJizDpHenouRLHq37OfnzvS0nKqfBxbw7yVR2m5Fxbq4ejoDACKyhsoutknSRIEofI122gULRxVzdBq1WbFLkkSRFG862dErVZZ9IYmERHR/dw5KKeiLN3GTk1NgUajga+vr0WPaymVaWPb7m1zIpLVmTOnsWPHdgwd+gbc3NgoqC5qtQaCYKzUvr7PKmtxRkEwQq22j7vAldG2bVscPHgQGRkZyM/Px86dO9GxY0fT56Ghobh+/ToSExMBAL/88guaNm0qV7hEZIeMRuXO0azRaKHXF1Z6fyXVbKXXayIikpdGYx1t7MLCAmRlZcLHx9dqr58MBr3ZCz1bZyZEZPViY2fD1dUNQ4eOkDsUu+bs7Ibs7Jtwd/eGSsV7g/cjSSJycm7C2Vm5Nz0CAgIwZswYDB48GAaDAX379kVYWBiGDRuG6OhoNG3aFJ999hnefvttSJIEHx8fTJ8+Xe6wiciOGI1Gu3ns01xubl7IzLwBd3cf6HQOlRolpQSs10REJDdv71rIzMyEl5ePrG3s1NRUqFQq+Pn5l79xDZMkCQaDHpmZaXB3r2XWvuxoJiKz/f13IjZt2oA33ohCrVrecodj19zcPJGffxMpKVcBKGtqCLVaDVGs6KO4Kjg4OMHNzbNaY7J2kZGRiIyMLPXe0qVLTf8dHh6O8PDwmg6LiBRCFAWzR73YC2dnV3h6OuOff5IrPUrKVrFeExGRLfH19cXNmzmytrGNRgEpKdfg6uqG9PRrNXJO8+p10dNa7u614OzsatZ5lHklSERVEhcXC61WizfeGCl3KHZPpVIhNDRUcXNdAsqb25SIyNYZjUarffSzJnh6ekKvV97TR6zXRERkS9RqNby95R1F/NFHY/HVV4vx22//Q2BgaI2cs6bqtfKuhIioSq5fT8batavRv/8gBAYGyR0OERERWQlBEKDRsHlBREREdD/p6elYtWoF+vTphwcfrJlO5prEK0EiMsuiRXEwGo0YOTJa7lCIiIjIihiNyp06g4iIiKgili5diLy8PIwaNUbuUKoFO5qJqMJu3szAihXxeO65Pqhbt57c4RAREZEVKZqjWZmLARIRERGVJycnG/HxS9C9eyQeeuhhucOpFuxoJqIKi49fgry8W4iOfkfuUIiIiMjKKH2OZiIiIqKy/N//LUdWViZGj7bfPhV2NBNRheTm5mLp0oXo0qUbmjR5RO5wiIiIyMoYjUao1RzRTERERHSngoICLFw4Dx07dsLjjz8hdzjVhkMOiKhCVq1agZs3b2L06HflDoWIiIiskCgK0GrZ0UxERER0p2++WY20tFQsXrxM7lCqFUc0E1G5CgsLsXDhPLRv3xEtWrSUOxwiIiKyQkajwKkziIiIiO5gNBoRFxeDJ55ogXbtOsgdTrViRzMRlWvdum9w/XoyRzMTERHRfQmCwKkziIiIiO6wceN6JCVdxujR70GlUskdTrUye8jB/PnzsX37dgBAeHg4PvjgA4wbNw5Hjx6Fs7MzACAqKgqdO3e2bKREJAuj0Yh58+agWbPH0bHjU3KHQ0RERFZKELgYIJG52L4mIrJvoihi3rw5aNy4CSIiusodTrUz60owISEB+/fvx8aNG6FSqTB06FDs2rULp06dwurVq+Hv719dcRKRTLZs2YhLl/7G8uVr7P7OGxEREVWe0WiERsMRzUQVxfY1EZH927FjO86dO4sFC5ZCrbb/iSXMytDPzw9jx46Fg4MDdDod6tevj2vXruHatWsYP348IiMjERsbC1EUqyteIqpBkiQhJmY2GjV6CN269ZA7HCIiIrJigiCwo5nIDGxfExHZt6I+lZl48ME6eO65PnKHUyPM6mhu2LAhmjVrBgC4dOkStm/fjg4dOqB169aYPn061q1bhyNHjmD9+vXVEiwR1axdu37C2bOnMWrUGEXceSMiIqLKEUURkiRx6gwiM7B9TURk3/bv34tjx44iKmq0Yq6RVJIkSebudPHiRYwYMQKjRo1C7969S322a9cubNq0CXFxcRYLkohqniRJaNeuHa5du4aLFy9Cp9PJHRIRySw9PReiaPZlw138/NyRlpZjgYhsC/NWHiXlbjAYULu2D8aN+wjTp3+imLxLUtK/d0mWylutVsHHx80CEdketq+JiOzTM888g9OnT+Pvv/+Gk5OT3OHUCLO7048ePYro6GiMHz8ePXr0wPnz53Hp0iV06dIFACo1koEN16ph3spSU3knJOzHwYMHMWPGLGRmFgAoqPZzlkWp/96AcnO3RN5KbrQSEdUko9EIANBolDFah8hSqqN9DVimja3Ua1BAubkzb2Vh3tXr2LEj+OWXXzB58qfIyTEgJ8dQ7ecsS03dGDbrWfjk5GSMHDkSM2fORI8eRfO1SpKE6dOnIysrCwaDAd9++y1XxCWyA3PnzoSvrx8GDBgkdyhERERk5QRBAADO0UxkBraviYjsV0zMbHh5eWHIkFflDqVGmXVrND4+HoWFhZgxY4bpvf79+2P48OEYMGAAjEYjIiIi0LNnT4sHSkQ15/jxP/Drr7sxceIUODs7yx0OERERWTlBKBrRrNWyo5mooti+JiKyT+fOncX27Vvx7rsfws3NXe5wapRZHc0TJ07ExIkT7/nZwIEDLRIQEckvJmY2PDw88eqrr8sdChEREdkAo5EjmonMxfY1EZF9io2dDRcXVwwb9obcodQ4s6bOICL7d/HiBfz44xa8/vowuLt7yB0OERER2YDbU2dwjmYiIiJSrsuXL2HjxvUYPPhVeHv7yB1OjWNHMxGVMm/eHDg5OWHYsLfkDoWIiIhsxO2pM9jRTERERMoVFxcDtVqNN9+MkjsUWbCjmYhMrlxJwvr132LQoCHw9fWVOxwiIiKyEVwMkIiIiJQuJeU6vvlmNV588SUEBT0gdziyYEczEZksWBALAHjrrWiZIyEiIiJbYjQWjWhmRzMREREp1aJFcTAYDIiKelvuUGTDjmYiAgCkpaVhzZqV6NdvAGrXDpY7HCIiIrIhosgRzURERKRcmZk3sWJFPJ59tjfq1asvdziyYUczEQEAlixZgMLCQkXfeSMiIqLKMRqLOpo5RzMREREpUXz8Ety6lYvo6HflDkVW7GgmImRnZ2HZsqWIjHwODRo0lDscIiIisjGcOoOIiIiU6tatW1i6dCE6d+6CRx55VO5wZMWOZiLC8uVfIScnG6NHvyN3KERERGSDbi8GyBHNREREpCyrV69ARkYGRo9+T+5QZMeOZiKFy8vLw+LFcXj66WfQtOljcodDRERENkgQikY0a7Uc0UxERETKodfrsWDBPLRt2x4tW7aSOxzZsaOZSOG+/nolbty4gbff5p03IiIiqpzbI5rZ0UxERETK8d13a5GcfA3R0XxCHGBHM5Gi6fV6xMXFomXL1mjduq3c4RAREZGNKl4MkFNnEBERkVIIgoB58+YgLKwZOnX6j9zhWAVeCRIp2Pfff4d//rmKL7+cI3coREREZMNEkSOaiYiISFm2bt2MxMS/EB+/CiqVSu5wrAJHNBMplCAIiI2djUceaYr//CdC7nCIiIjIhhmNxXM0cxwLERER2T9JkjB37iw0aNAQPXpEyh2O1eCVIJFCbdu2FX/+eRFLl67gnTciIiKqkuKOZk6dQURERErwyy87cfr0ScTGLoRazXG8xfhNECmQJEmIiZmFevXqo2fPZ+UOh4iIiGzc7akz2LwgIiIi+xcTMxvBwSHo06ef3KFYFV4JEinQf//7C06c+B9GjRrDuRSJiIioyooXA+TUGURERGTvDh1KwG+/HcTIkdHQ6XRyh2NV2NFMpECxsbPxwAO18cIL/eUOhYiIiOyAIBR1NKvVvIFNRERE9m3u3Jnw9fXFgAEvyx2K1WFHM5HC/PbbISQk7Mebb0bBwcFB7nCIiIjIDggCFwMkIiIi+3fixP+we/fPGDFiJFxcXOQOx+qwo5lIYWJjZ8Hb2xuDBr0idyhERERkJ24vBsgRzURERGS/YmJmw93dA6++OlTuUKwSO5qJFOTUqZPYtWsHhg17E66urnKHQ0RERHaieOoMrZYdzURERGSf/vzzIrZu3YzXXhsGDw9PucOxSuxoJlKQefNmw9XVDa+/PlzuUIiIiMiO3B7RzKkziIiIyD7NmzcHjo6OGD78LblDsVrsaCZSiMTEv7B580a8+upQeHnVkjscIiIisiOiKALg1BlERERkn65evYLvvluLgQMHw8/PT+5wrBY7mokUIi4uBjqdDiNGjJQ7FCIiIrIzxSOauRggERER2aOFC+cBAN56K1rmSKwbO5qJFCA5+RrWrl2DAQMGISAgQO5wiIiIyM4Uz9GsVnNEMxEREdmXGzduYPXq/0Pfvi8iJORBucOxauxoJlKABQvmQRRFjBw5Wu5QiIiIyA4JQvGIZnY0ExERkX1ZunQBCgoKMGrUGLlDsXrsaCaycxkZ6Vi1ajmef/4FhIbWkTscIiIiskO3FwNkRzMRERHZj5ycbMTHL0WPHr3QsGEjucOxeuxoJrJzS5cuQl5eHu+8ERERUbURhOLFADlHMxEREdmP5cvjkZ2dheho9qlUBDuaiexYbm4OvvpqMbp164mHH24sdzhEVM1++OEHdO/eHREREVizZs1dnycmJuLll19Gr1698PrrryMrK0uGKInIHt2eOoMdzURERGQf8vPzsWjRfDz11NNo1qy53OHYBHY0E9mx//u/5cjKysTo0e/IHQoRVbOUlBTMmTMHX3/9NTZt2oRvv/0Wf/75p+lzSZLw5ptvYtiwYdiyZQsaN26MJUuWyBgxEdmT4sUAOXUGERER2Yuvv16FGzfS8Pbb78kdis1gRzORnSooKMDChfPQocNTaN68hdzhEFE1S0hIQOvWreHl5QUXFxd06dIFP/30k+nz06dPw8XFBR07dgQAvPHGGxg4cKBc4RKRneEczURERGRPDAYDFiyIxZNPtkKbNu3kDsdmsKOZyE6tXbsGqakpePvtd+UOhYhqQGpqKvz8/Eyv/f39kZKSYnqdlJQEX19fjB8/Hr1798bkyZPh4uIiR6hEZIcEQYBKpYJazeYFERER2b7vv/8OV64kYfTod6BSqeQOx2aYPYna/PnzsX37dgBAeHg4PvjgAyQkJOCzzz5DYWEhunXrhjFjOEE2kZyMRiPmz49B8+ZPoH37jnKHQ0Q1QBTFUhdAkiSVem00GnH48GGsXr0aTZs2xdy5czFjxgzMmDGjwufw8XGzWLx+fu4WO5YtYd7Ko5TcHR010Gq1pnyVkvedmDeZi+1rIiLrI4oiYmNno0mTR9G5c1e5w7EpZnU0JyQkYP/+/di4cSNUKhWGDh2KrVu3YubMmVi1ahWCgoIwYsQI7NmzB+Hh4dUVMxGVY9OmDUhKuoSpUz/jnTcihQgMDMSRI0dMr9PS0uDv72967efnh9DQUDRt2hQA0LNnT0RHR5t1jvT0XIiiVOVY/fzckZaWU+Xj2BrmrTxKyj07Ow9arRZpaTmKyrsk5l01arXKojc0bQHb10RE1mnbtq24ePECFi9exj4VM5n1bJufnx/Gjh0LBwcH6HQ61K9fH5cuXUJoaChCQkKg1WoRGRlZak5IIqpZoihi3rw5ePjhxujSpZvc4RBRDWnbti0OHjyIjIwM5OfnY+fOnab5mAHg8ccfR0ZGBs6dOwcA2L17Nx555BG5wiUiOyMIAtRqzs9MZA62r4mIrI8kSYiNnYW6deuhV6/ecodjc8wa0dywYUPTf1+6dAnbt2/HoEGDypwTsiL4KG7VMW9lKSvvLVu24OzZM1i1ahUCAjxrMKrqp9R/b0C5uSs178oICAjAmDFjMHjwYBgMBvTt2xdhYWEYNmwYoqOj0bRpU8TFxWHixInIz89HYGAgvvjiC7nDJiI7IQhGaLVmz8pHpGjV1b4GLNfGVvK12P+3d+fRUdX3/8dfMxMShLCTEEUWccMNtF+qSC2ICsgSdpVFkH0nQa0eq7b+qtVaK0sSCEpAqLIURNksIrZKtYILqCCKCgrInrAICUuSuXN/f9BEI0sIM5nPzL3PxzmewzA3w+udi3w+930/+Vy31k7d7kLdp3r77bf1+eefadq0aUpKqh7GVOUvHOf7vGaDmzdv1vDhw/Xwww/L5/Np27Ztxe/9ck/Ic8GP4gaHut3lbHXbtq0nn3xK9es30O23d3TU98et51tyb+2hqNttP4abnJys5OTkEr+XlZVV/OumTZtq4cKF4Y4FwAUsy5LPx4MAgfMR6utrKTTX2G6dg0rurZ263YW6T+9Pf3pKSUkXqn37bo76/oRrq6syzwbXrVunAQMG6MEHH1S3bt2UlJSknJyc4vd/uSckgPD54IP3tW7dWo0ZM45VRQAAIGz8fks+H3MPoKy4vgaAyPHJJx/pgw/e18iRYxUXF2c6TlQqU6N5z549Gj16tJ5//nl17NhR0snVUVu3btX27dtlWZbeeOONEntCAgifSZPGKzGxjnr16ms6CgAAcBHL8svnY49moCy4vgaAyJKePkE1atRQv34DTEeJWmVadjBjxgzl5+fr2WefLf69Xr166dlnn9XYsWOVn5+vVq1a6c477wx5UABn9+mna/Xee+/qj398ShUrVjQdBwAAuIhlWfw0FVBGXF8DQOT46qsv9dZbb+rhhx9VfLx7tl8MtTLNBh9//HE9/vjjp31v6dKlIQkE4PykpU1QtWrVNWDAINNRAACAy/j9rGgGyorrawCIHOnpE1S5crwGDx5mOkpU44kdgAN8883XevPNNzRkyHDFx7vzqbEAAMCcQMCi0QwAAKLS1q3fa/Hi13TffYNUo0ZN03GiGo1mwAHS0yeoUqVKGjp0hOkoAADAhfx+ts4AAADRacqUdMXExGjEiNGmo0Q9Gs1AlNu+fZtef/1V9es3QDVr1jIdBwAAuJBlsaIZAABEn7179+gf/5ite+7pq6SkC03HiXo0moEol5mZLq/Xq1GjUkxHAQAALmVZfvl8rGgGAADR5YUXpsjv92vs2HGmozgCjWYgiu3bt09z576ie+7powsvvMh0HAAA4FI8DBAAAESbQ4cOatasGeratYcaNrzEdBxHoNEMRLFp0zJVWFioMWNSTUcBAAAuZlmWYmJoNAMAgOgxffqLOnbsqFJSHjAdxTFoNANR6vDhHzVz5nR17txVjRpdZjoOAABwMb/fYusMAAAQNfLy8jR9+gu6884Ouvrqa0zHcQwazUCUeumlLOXl5Sol5UHTUQAAgMsFAjwMEAAARI9XXpmlQ4cOsZo5xGg0A1Ho6NGjmjYtU23atNO1115nOg4AAHA5v9+vmBhWNAMAgMiXn5+vzMx03XJLSzVrdqPpOI7CbBCIQnPm/F0HDhxgNTMAAIgIlmXJ62UNCwAAiHzz58/Vvn17NXnyi6ajOA6zQSDKFBQUKDMzQ82bt9BNNzU3HQcAAECWxYpmAAAQ+fx+vyZPnqQbbviVWra81XQcx6HRDESZ2bNna/fuXRo37nemowAAAEg6+TDAmJgY5R48oNXPpSr3QLbpSAAAAKd49dVXtW3bVqWkPCiPx2M6juPQaAaiiGVZevbZZ3XddU3VuvXtpuMAAABIKto6w6ed/3ldiQU7lf3OHNORAAAASrBtW3/5y190xRVXqn37jqbjOBI/3wZEkX/+c6k2b96sGTNe5s4bAACIGJblV6W4GCVmfySvR6pxcKOsQ7vlq3GR6WgAAACSpLffXqEvvvhCkye/yLMlygnfVSBK2LatSZPG68orr1SHDsmm4wAAABSzLEu/rVtFki1J8iqgg6tmmw0FAADwP0U9lQYNGqhbt56m4zgWK5qBKPHOO29r48YNeumll+Tz+UzHAQAAKOYJWLq9Tr5iPZYkyeexZed8Kytnq3wJlxhOBwAA3G7Nmg+0du3HmjJliipUqGA6jmPRaAaixKRJ41W37sXq27evDh/ONx0HAAC4WPrC9fp8y4Hi1/fdPUJerS1xjNf268sFUzQpt0Px711/WW2l9GwStpwAAACSNGnS86pdO0EDBw5UXp7fdBzHYusMIAp8+OFqffTRGo0enaLY2FjTcQAAgMv1aHWpalWNU4UYrzwKqH2l9aroLXnR5vVIF8X8qCtidqtCjFe1qlZUj1aNDCUGAAButX79Z1q16h2NGDFGF1xwgek4jkajGYgCaWnjVbt2bfXp0990FAAAANVNiNefhzTX9ZfV1g0X7FJFFZ72uDiPX3dV/lg3XFZLfx5yk+omxIc5KQAAcLu0tAmqWrWaBgwYZDqK49FoBiLcF1+s17///baGDRulSpUqmY4DAAAgSYqL9WlEl2t0d42Np6xm/rlaFU5ocJPjiovlGRMAACC8vv32G/3zn0s1ePBQVa1azXQcx6PRDES49PSJqlKlqgYOHGI6CgAAQAnWnq8VV3j4rMf4AgXKXz1XdoD9EAEAQHhlZExUxYoVNXToKNNRXIFGMxDBvvtus5YuXaRBg4aqWrXqpuMAAACUkP/Ja/JYBaUeZxccV+HX74UhEQAAwEk7dvyg115boH79Bqh27dqm47gCjWYggk2enKa4uDgNG8adNwAAEFms/dsVOPCDPOdysD9f+R8vlO3PL+9YAAAAkqTMzHR5PB6NHDnWdBTXoNEMRKhdu3ZqwYJ56tu3vxISEkzHAQAAKCF/7SLJf/qHAJ5WwK+CDSvLLxAAAMD/ZGdna86cl3XXXb1Ut+7FpuO4Bo1mIEJNnZoh27Y1alSK6SgAAAAlBI5ky9r1pST73L/IX6CCz9+QnX+03HIBAABIUlbWVOXn52vs2HGmo7gKjWYgAh04cECzZ/9dPXrcrXr16puOAwAAUEL+p8ukgFX2L7QDyv90aegDAQAA/M/hwz/qpZeylJzcVZdeernpOK5CoxmIQFlZmTp+/LjGjr3fdBQAAIBTBPZvk+xA2b/QKpS1++uQ5wEAACgyc+Z05eYeUWrqA6ajuE6M6QAASsrNPaLp06epY8fOuuKKK03HAQAAOEXlnk8V/zo/P1/16iXosceeUGrqg0pIqKKcnFyD6QAAgFsdO3ZM06Zl6vbb2+i665qajuM6rGgGIsysWS/pyJHD3HkDAABRwbJObqHh9foMJwEAAG43d+7L2r9/v1JTHzQdxZVoNAMR5Pjx43rhhcm69dbb1LTpDabjAAAAlMqy/JKkmBh+WBIAAJhTUFCgKVPSddNNN6t58xam47jSeTWa8/Ly1KlTJ+3cuVOS9Pvf/15t27ZVly5d1KVLF7399tshDQm4xbx5s5WTk61x435nOgoAAMA58ftPNpp9PtawAOeD62sACI3XX39Vu3bt1LhxrGY2pczLDtavX6/HH39c27ZtK/69jRs3avbs2UpMTAxlNsBVCgsLNWVKmpo1u1E33/wb03EAAADOiWWdfCigz8eKZqCsuL4GgNCwLEvp6RN07bVNdNttbUzHca0yLztYsGCBnnjiieJB7/jx49q9e7ceffRRJScnKz09XYHAeTyBGnC5RYsWaseOHzRu3IPyeDym4wAAAJwTts4Azh/X1wAQGsuXL9OWLZuVmvoAPRWDytxofvrpp9WsWbPi1/v371fz5s31zDPPaMGCBVq7dq0WLlwY0pCA0wUCAaWnT9BVV12jNm3uNB0HAADgnBU9DNDn42GAQFlxfQ0AwbNtW2lpE9So0aXq1KmL6TiuFvSyg3r16mnKlCnFr/v166fFixfr7rvvPufPqFUrPtgYxRISqoTss6IJdUe3RYsW6dtvv9GcOXOUmFi11OOdUndZubVuyb21u7VuAIgmRXs0s6IZCF4orq+l0F1ju3ku5tbaqdtdnFL3W2+9pQ0bPldWVpaSkqqXerxT6i6rcNQd9Gzwm2++0bZt29SuXTtJJ+8ilHWSeeBAngIBO9goSkioopyc3KA/J9pQd3SzbVtPPfVnNWx4iVq3bl9qTU6pu6zcWrfk3tpDUbfX6wnpzUwAwKmKGs1eLw8DBIIViutrKTTX2G6dg0rurZ263cVJdf/pT0/poovqqn37bvRUziBUdZd2jR30bNC2bT3zzDM6fPiwCgsLNX/+fLVpw6bbwLl6771V+uyzTzVmzDhWAgEAgKhTtH8s8xggeFxfA0DZfPTRh1qz5gONHDlGsbGxpuO4XtCzwcaNG2vYsGHq3bu3/H6/2rZtq06dOoUiG+AK6ekTVKdOku65p4/pKAAAAGXG1hlA6HB9DQBlk54+XjVr1tS99w4wHQUKotH8zjvvFP+6b9++6tu3b0gCAW6ydu3Hev/9/+hPf3pGcXFxpuMAAACUWdHDAL1eHgYInC+urwGg7DZu/EJvv/2WHnnkcVWuXNl0HCgEW2cAOH/p6RNUo0YN9es3wHQUAACA82JZrGgGAADhl5ExQfHxVTRo0FDTUfA/NJoBQzZt+korVizXkCEjFB/Pw8oAAEB0KlrR7PNxaQEAAMLj+++3aMmSRRowYLCqV69hOg7+h9kgYEh6+gRVqlRZQ4YMNx0FgEMsW7ZMHTp0UNu2bTVnzpwzHkXBA+oAACAASURBVLdq1SrddtttYUwGwMmK9mj2+VjRDAAAwmPy5DRVqFBBw4ePNh0FP8NsEDBg27atWrz4NQ0bNko1atQ0HQeAA+zbt08TJ07U66+/rtjYWPXq1Us33XSTLrvsshLH7d+/X3/9618NpQTgRD+taGaPZgAAUP727Nmt+fPnqm/f/qpTp47pOPgZVjQDBkyZki6fz6eRI8eYjgLAIVavXq3mzZurevXqqlSpktq1a6cVK1acctzjjz+uMWP4twdA6BQ1mtmjGQAAhENmZoYCgYDGjBlnOgp+gUYzEGb79u3VvHmvqFeve5WUdKHpOAAcIjs7WwkJCcWvExMTtW/fvhLHvPzyy7r66qvVtGnTcMcD4GBsnQEAAMLl4MEDeuWVmere/S7Vr9/AdBz8ArNBIMxeeGGK/H6/Ro9OMR0FgIMEAgF5PJ7i17Ztl3j97bffauXKlZo1a5b27t17Xn9GrVqhe3BpQkKVkH1WNKFu93FD7VWqxEmSateuUlyvG+o+HeoGAKB8ZWW9oGPHjmns2PtNR8Fp0GgGwujQoYOaNWuGunbtoUsuaWQ6DgAHSUpK0tq1a4tf5+TkKDExsfj1ihUrlJOTox49eqiwsFDZ2dnq06eP5s6de85/xoEDeQoE7KCzJiRUUU5ObtCfE22o233cUvuBA0ckSbm5+crJyXVN3b9E3cHxej0hvaEJAHCevLxcTZ/+otq376TGja8yHQenwdYZQBjNmDFNR4/mKSXlAdNRADhMixYttGbNGh08eFDHjx/XypUr1bJly+L3U1JS9NZbb2nJkiWaNm2aEhMTy9RkBoAzsayAJB4GCAAAytff/z5Thw//qNRUeiqRikYzECZ5eXnKypqqdu3a6+qrrzEdB4DD1KlTR/fff7/69++vrl27qlOnTmrSpImGDh2qL774wnQ8AA7GHs0AAKC8nThxQlOnZui3v71Vv/pVM9NxcAbMBoEwmT17lg4dOqTU1AdNRwHgUMnJyUpOTi7xe1lZWaccd/HFF+udd94JVywADmdZRY1mVjQDAIDyMX/+XGVn79PUqdNNR8FZsKIZCIP8/HxlZmboN7/5rZo1u9F0HAAAgJCxLEuSFBPDGhYAABB6fr9fGRmT9Ktf/Z9uuaVl6V8AY2g0A2GwYME87d27h9XMAADAcX7aOoMVzQAAIPQWL35NP/ywTampv5PH4zEdB2dBoxkoZyfvvE3U9dffoFatWpuOAwAAEFKBAA8DBAAA5SMQCCgjY6IaN75K7dq1Nx0HpeDn24BytmzZYm3btlUzZ87hzhsAAHCcohXNbJ0BAABCbeXKFdq06StlZmbJ62W9bKTjDAHlyLZtpaVN0BVXXKn27TuajgMAABBybJ0BAADKg23bmjTpb6pfv6G6du1hOg7OAY1moBz9619v6auvNmrs2Pu58wYAAByp6GGAPh8rmgEAQOj897/v6dNP12nMmFR+cipK0PkCysnJO2/jVa9efXXvfpfpOAAAAOXCsoq2zmBFMwAACJ1Jk8YrMbGOevXqazoKzhGNZqCcfPjhan3yyUcaPTpVFSpUMB0HAACgXFgWDwMEAACh9emna/X++6s0cuRYVaxY0XQcnCMazUA5mTTpedWunaDeve81HQUAAKDc/LRHMz/SCgAAQiMtbYKqVauu++4baDoKyoBGM1AO1q//TO+++2+NGDFGF1xwgek4AAAA5SYQKNqjmRXNAAAgeN9887XefPMNDRkyXPHxVUzHQRnQaAbKQXr6RFWtWk0DBw42HQUAAKBcFa1o5iE9AAAgFNLTJ6hSpcoaOnSE6SgoIxrNQIht3vyt3nhjiQYPHqoqVaqajgMAAFCuihrNXi+XFgAAIDg//LBdr7/+qvr1G6CaNWuZjoMyYjYIhFhGxkRVrFhRQ4eOMh0FAACg3AUClnw+nzwej+koAAAgyk2Zkiav16tRo8aajoLzQKMZCKGdO3do4cL5uvfe+1S7dm3TcQAAAMqd32+xbQYAAAhadna25s2brV69+urCCy8yHQfngUYzEEKZmemSpFGjUgwnAQAACA/LsngQIAAACNqLL05RQUGBRo9ONR0F54lGMxAiOTk5mjPnZd11Vy/VrXux6TgAAABhYVl++XysaAYAAOfvxx8PaebM6erSpZsaNbrUdBycJxrNQIhkZU3ViRMnNHbs/aajAAAAhM3JFc1cVgAAgPP30ktZysvLVUrKg6ajIAjMCIEQOHLksGbMmKbk5K667LLLTccBAAAIG7/fzx7NAADgvB09elTTpmWqTZt2uuaaa03HQRBoNAMhMHPmdOXmHlFq6gOmowAAAISVZVnyen/ao/mHefMNpgEAANFmzpy/6+DBg0pN/Z3pKAgSjWYgSMeOHdOLL07Rbbfdoeuua2o6DgAAQFhZllViRfOOfywwmAYAAESTgoICTZmSrhYtbtGNN95kOg6CdF6N5ry8PHXq1Ek7d+6UJK1evVrJyclq27atJk6cGNKAQKSbN+8V7d+/X+PGcecNAAC4D1tnAMHh+hqAm7366j+0Z89upaTwE+JOUOZG8/r169W7d29t27ZNknTixAk9+uijyszM1PLly7Vx40b95z//CXVOICIVFhZqypR03XTTzWrevIXpOAAAAGF3cusMflASOB9cXwNwM8uylJExUU2aXK/WrW83HQchUOYZ4YIFC/TEE08oMTFRkrRhwwY1aNBA9erVU0xMjJKTk7VixYqQBwUi0WuvLdDOnTvYmxkAALiWZbGiGThfXF8DcLNlyxbr+++/U2rqg/J4PKbjIATKPCN8+umnS7zOzs5WQkJC8evExETt27cv+GRAhAsEAsrImKhrrrlOt9/e1nQcAAAAI/x+Sz6fr/QDAZyC62sAbmXbttLSJuiyyy5Xx47JpuMgRIJeehAIBErcdbBtu8x3IWrVig82RrGEhCoh+6xoQt3h99prr2nz5m81f/58JSZWDeufzfl2H7fW7ta6ASCaWJYln48VzUAohOL6WgrdNbab52JurZ263cVk3cuXL9eXX36hmTNnqk6damH9sznf5SfoGWFSUpJycnKKX+fk5BT/2M+5OnAgT4GAHWwUJSRUUU5ObtCfE22oO/xs29ZTTz2tRo0uVcuWbcOag/PtPm6tPRR1e72ekN7MBACctH/JIh1ctkSS9FiFWOmyK/TtkAHF7//8179UM7mLanfpVs4JgegUiutrKTTX2G6dg0rurZ263cV03U8++WfVrXux2rRJpqcSBqGqu7Rr7KAbzU2bNtXWrVu1fft2XXzxxXrjjTfUo0ePYD8WiGirVr2j9es/08SJk/lRUQAA4Dq1u3Qrbhb37t1DBw8e0FtvrZJ0ssl8xfRZ5sIBUYzrawBu8OGHq/XRR2v0zDPPKTY21nQchFDQjea4uDg9++yzGjt2rPLz89WqVSvdeeedocgGRKy0tPG68MKLdNddvUxHAQAAMMrv97N1BhAiXF8DcIO0tPGqXbu2+vTpbzoKQuy8Z4TvvPNO8a9vvvlmLV26NCSBgEj38ccfafXq/+qpp/7CnTcAAOB6gUCAn/ACgsT1NQC3+OKL9fr3v9/WY489oUqVKpmOgxDzmg4ARJv09PGqWbOm7r13gOkoAAAAxvn9fsXEsKIZAACULj19oqpUqaqBA4eYjoJyQKMZKIMvv9yolStXaOjQkapcubLpOAAAAMb5/X55vaxoBgAAZ/fdd5u1dOkiDRo0VFWrVjMdB+WARjNQBhkZE1S5crwGDx5mOgoAAEBECAQsxcTQaAYAAGc3eXKa4uLiNGzYKNNRUE5oNAPn6Pvvv9Pixa9rwIDBql69huk4AAAAEcHvt9g6AwAAnNWuXTu1YME89e3bXwkJCabjoJzQaAbO0ZQpaapQoYJGjBhtOgoAAEDEsCyrxMMA6/W622AaAAAQiaZOzZBt2xo1KsV0FJQjGs3AOdizZ7fmz5+r3r3vVZ06SabjAAAARAzL8svn+2lFc/3e9xhMAwAAIs3+/fv1yiuz1LPnPapXr77pOChHNJqBczB16mRZlqXRo1NNRwEAAIgov1zRDAAA8HPTp0/ViRMnNHbs/aajoJzRaAZKcfDgAb388kx169ZTDRo0NB0HAAAgovj9fh4GCAAATis394imT5+mjh076/LLrzAdB+WMRjNQiunTX9SxY0eVkvKA6SgAAAARx++35PXSaAYAAKeaOXOGjhw5rNRUeipuQKMZOIu8vFxNn/6C2rfvpMaNrzIdBwAAIOIEApZiYmJKPxAAALjK8ePH9cILk3XrrbepadMbTMdBGNBoBs7i5Zdn6ccff+TOGwAAwBmc3DqDRjMAAChp3rzZ2r8/R6mpD5qOgjCh0QycwYkTJzR1aoZ++9tb9atfNTMdBwAAICJZFltnAACAkgoLCzVlSpqaNbtRLVrcYjoOwoSlB8AZzJ8/V/v27VVmZpbpKAAAABHLsngYIAAAKOn111/Vjh0/6C9/+Zs8Ho/pOAgTVjQDp+H3+5WRMUm/+tX/6ZZbWpqOAwAAELH8fks+H41mAABwUiAQUEbGRF199bVq0+ZO03EQRjSagdNYsuR1/fDDNqWm/o47bwAAAGdhWZZ8Pn5QEgAAnPTmm//Ut99+o9TUB+ipuAyNZuAXAoGA0tMnqHHjq9SuXXvTcQAAACLaya0zaDQDAADJtm2lp49Xw4aXKDm5q+k4CDMazcAvrFy5Qps2faWxY++X18v/IgCix7Jly9ShQwe1bdtWc+bMOeX9f/3rX+rSpYs6d+6sUaNG6fDhwwZSAnCakyua2ToDAABI7723Sp999qnGjr2fG9EuRBcN+BnbtpWW9rzq12+gbt16mo4DAOds3759mjhxoubOnavFixdr/vz52rJlS/H7eXl5+n//7/9p2rRpWrp0qa688kplZGQYTAzAKfx+P41mAAAgSUpPn6CkpAt19929TUeBATSagZ/54IP3tW7dWo0encqdNwBRZfXq1WrevLmqV6+uSpUqqV27dlqxYkXx+4WFhXriiSdUp04dSdKVV16pPXv2mIoLwCECgYBs26bRDAAAtHbtx3r//f9o5MixiouLMx0HBtBoBn5m0qTxSkhIVO/e95qOAgBlkp2drYSEhOLXiYmJ2rdvX/HrGjVqqE2bNpKkEydOaNq0abrjjjvCnhOAs1iWJUncoAcAAEpPn6AaNWqoX78BpqPAEGaEwP989tk6vffeu/rjH59SxYoVTccBgDIJBAIlnuhs2/Zpn/Ccm5ur0aNHq3HjxurWrVuZ/oxateKDzlkkIaFKyD4rmlC3+zi99uPHj0uSqlatVKJWp9d9JtQNAHCrTZu+0ooVy/Xww48qPj501w2ILjSagf9JS5ugatWqa8CAQaajAECZJSUlae3atcWvc3JylJiYWOKY7OxsDR48WM2bN9ejjz5a5j/jwIE8BQJ20FkTEqooJyc36M+JNtTtPm6oPS8vT5J04oRVXKsb6j4d6g6O1+sJ6Q1NAEB4padPUOXK8Ro8eJjpKDCIrTMASd9887WWL1+mwYOHKT6eFRkAok+LFi20Zs0aHTx4UMePH9fKlSvVsmXL4vcty9KIESPUvn17PfbYY6dd7QwAZWVZfklSTAx7NAMA4Fbbtm3VokULdd99g1SjRk3TcWAQK5oBSRkZE1WpUiUNHTrSdBQAOC916tTR/fffr/79+6uwsFA9e/ZUkyZNNHToUKWkpGjv3r366quvZFmW3nrrLUnStddeq6efftpwcgDRrGiPZh4GCACAe02Zkq6YmBiNGDHadBQYRqMZrvfDD9v12msLNGTICNWqVct0HAA4b8nJyUpOTi7xe1lZWZKk6667Tl9//bWJWAAczO8vajRzWQEAgBvt27dX8+a9ol697lVS0oWm48Awts6A62Vmpsvr9WrUqLGmowAAAESVQIAVzQAAuNnUqZPl9/s1Zkyq6SiIADSa4WrZ2dmaO/cV3XNPH1144UWm4wAAAEQVv79oj2ZWNAMA4DaHDh3UrFkz1LVrDzVseInpOIgANJrhatOmZaqgoIA7bwAAAOehqNHs9XJZAQCA28yYMU3Hjh1VSsoDpqMgQjAjhGsdPvyjXnopS507d1WjRpeZjgMAABB1irbOYEUzAADukpeXp6ysqbrzzg66+uprTMdBhKDRDNd66aUs5eXlKiXlQdNRAAAAolLRwwBpNAMA4C6zZ8/SoUOHWM2MEkI2I+zXr58OHjxYPMl88skn1bRp01B9PBBSx44d07RpmWrTpp2uvfY603EAAACikmXxMECgvHCNDSBS5efnKzMzQ7fc0lLNmt1oOg4iSEgazbZta9u2bXr33XdZzYCoMGfO33XgwAFWMwMAAAShaI9mn49rACCUuMYGEMkWLJinvXv3KCPjBdNREGFCsnXG999/L0kaNGiQOnfurNmzZ4fiY4FyUVBQoClT0nXzzb/RTTc1Nx0HAAAgallWUaOZFc1AKHGNDSBS+f1+ZWRM1PXX36CWLW81HQcRJiS3Ro8cOaKbb75Zf/jDH1RYWKj+/fvrkksu0W9+85tQfDwQUgsXztfu3bs0YUK66SgAAABRrWjrjJgYGs1AKHGNDSBSLVu2WNu2bdXMmXPk8XhMx0GE8di2bYf6Q2fNmqXdu3fr0UcfDfVHA0GxLEtXXXWV4uPjtW7dOv5RBIAyOHAgT4FA8NOGhIQqysnJDUGi6ELd7uOG2j/66EMlJ7fVggWLdeutt0lyR92nQ93B8Xo9qlUrPgSJnIlrbACRwLZtXX/99SosLNTGjRvl9YZkowQ4SEhWNK9du1aFhYW6+eabJZ38i1eWfaS4cA0OdZ+7pUsXafPmzZox42Xt359XTsnKF+fbfdxaeyjq5qIVAMpXIMDDAIHyEAnX2G6dg0rurZ263eV86n777RXasGGDMjJe0IEDR8spWfnifAentGvskNx6yM3N1XPPPaf8/Hzl5eVp0aJFatOmTSg+GggZ27Y1adJ4XXrpZerQIdl0HAAAgKhX9DBAHlYGhBbX2AAijW3bmjjxedWrV1/du99lOg4iVEhmhK1bt9b69evVtWtXBQIB9enTRzfccEMoPhoImXff/Zc2btygtLRMVt0AAACEQNEezV4vcysglLjGBhBp1qz5QGvXfqxnnx2vChUqmI6DCBWypQfjxo3TuHHjQvVxQMhNmjRedeterB497jYdBQAAwBEsq2hFM41mINS4xgYQSdLSxqt27QT17n2v6SiIYOzaDVf48MM1+vDD1Ro1aqxiY2NNxwEAAHAEv589mgEAcLr16z/Tu+/+WyNGjNEFF1xgOg4iGI1muEJ6+njVqlVLffveZzoKAACAYxRtneHzsUczAABOlZY2QVWrVtPAgYNNR0GEo9EMx/viiw36179Wavjw0apUqZLpOAAAAI7x09YZNJoBAHCizZu/1T//uVSDBw9VlSpVTcdBhKPRDMfLyJig+PgqGjhwiOkoAAAAjvLTima2zgAAwIkyMiaqYsWKGjp0lOkoiAI0muFo3323WUuWLNKgQUNVrVp103EAAAAcxe/nYYAAADjVzp07tHDhfN17732qXbu26TiIAjSa4WiTJ6cpLi5Ow4Zx5w0AACDUilY0e700mgEAcJrMzHRJ0qhRKYaTIFrQaIZj7d69SwsWzFOfPv2UmJhoOg4AAIDjFDWa2aMZAABnycnJ0ezZf9fdd/dW3boXm46DKEGjGY41dWqGbNvW6NGppqMAAAA4UtHWGezRDACAs0yblqn8/HyNGTPOdBREERrNcKT9+/frlVdmqUePu1WvXn3TcQAAABzpp4cBsqIZAACnOHLksF56KUvJyV112WWXm46DKEKjGY40ffpUHT9+XGPH3m86CgAAgGNZFg8DBADAaWbOnK7c3CNKTX3AdBREGRrNcJzc3COaMSNLHTok64orrjQdBwAAwLF+WtFMoxkAACc4duyYXnxxim6/vY2uu66p6TiIMjSa4TizZr2kw4d/VEoKq5kBAADKk9/P1hkAADjJvHmvaP/+/UpNfdB0FEQhGs1wlOPHj+uFFyarVavWuuGG/zMdBwAAwNGKts5gRTMAANGvoKBAkyen6aabblbz5i1Mx0EUYukBHOUf/5ijnJxsjRs303QUAAAAxyvaOiMmhssKAACi3euvv6pdu3bq+ecnmY6CKMWKZjiG3+/XlClpatbsRrVocYvpOAAAAI7n97OiGQAAJ7AsS+npE3TttU10221tTMdBlGLpARxj0aKF+uGH7Xr66efk8Xh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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def uniform(x):\n", + " uni_pdf =[]\n", + " uni_cdf =[]\n", + " a =0\n", + " b=1\n", + " mean = (b+a)/2\n", + " st = (b-a)/np.sqrt(12)\n", + " median = (b+a)/2\n", + " mode = random.randrange(a,b)\n", + " for t in x:\n", + " if t>=a and t<=b:\n", + " uni_pdf.append(1)\n", + " else:\n", + " uni_pdf.append(0) \n", + " uni_cdf = np.cumsum(uni_pdf) \n", + " return uni_pdf,uni_cdf,mean,median,mode,st\n", + " \n", + "t1 = np.linspace(-3,6,100)\n", + "t2 = np.linspace(-1,2,100)\n", + "t3 = np.linspace(-2,1,100)\n", + "t = [t1,t2,t3]\n", + "data =[\"(-3,6)\",\"(-1,2)\",\"(-2,1)\"]\n", + "p =[\"PDF\",\"CDF\"]\n", + "lst =[uniform(t1),uniform(t2),uniform(t3)]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(25,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " for j in range(0,2):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(t[i],lst[i][j],'black')\n", + " plt.title(\"uniform distribution's \"+str(p[j])+\" plot when x in range:\"+str(data[i]))\n", + " plt.plot(lst[i][2],marker='*',ms = 15,label= 'mean')\n", + " plt.plot(lst[i][3],marker='^',ms=15,label='median')\n", + " plt.plot(lst[i][4],marker='o',ms=15,label='mode')\n", + " plt.plot(lst[i][5],marker='+',ms = 15,label='std')\n", + " plt.legend(loc='upper right')\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Exponential Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def expo(x,lm):\n", + " ex_pdf =[]\n", + " mean = 1/lm\n", + " st = 1/(lm)**2\n", + " median = np.log2(lm)/2\n", + " mode =0\n", + " for t in x:\n", + " if t>=0:\n", + " a = lm*(np.exp(-lm*t))\n", + " ex_pdf.append(a)\n", + " else:\n", + " ex_pdf.append(0)\n", + " ex_cdf = np.cumsum(ex_pdf)\n", + " \n", + " return ex_pdf,ex_cdf,mean,median,mode,st\n", + "x = np.linspace(-1,5,100)\n", + "lst =[expo(x,0.5),expo(x,1),expo(x,1.5)]\n", + "data =[\"0.5\",\"1\",\"1.5\"]\n", + "p =[\"PDF\",\"CDF\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(25,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " for j in range(0,2):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(x,lst[i][j],'black')\n", + " plt.title(\"Expo distribution \"+str(p[j])+\" plot when lambda is :\"+str(data[i]))\n", + " plt.plot(lst[i][2],marker='*',ms = 15,label= 'mean')\n", + " plt.plot(lst[i][3],marker='^',ms=15,label='median')\n", + " plt.plot(lst[i][4],marker='o',ms=15,label='mode')\n", + " plt.plot(lst[i][5],marker='+',ms = 15,label='std')\n", + " plt.legend(loc='upper right')\n", + " c = c+1\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gamma Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def gamm(x,alpha,beta):\n", + " ga_pdf =[]\n", + " mean = alpha/beta\n", + " st = alpha/(beta)**2\n", + " if alpha>=1:\n", + " mode = (alpha-1)/beta\n", + " else :\n", + " mode=0\n", + " for t in x:\n", + " if t>0:\n", + " a = (beta**alpha)*(t**(alpha-1))*(np.exp(-beta*t))/(math.gamma(alpha))\n", + " ga_pdf.append(a)\n", + " else:\n", + " ga_pdf.append(0)\n", + " ga_cdf = np.cumsum(ga_pdf)\n", + " \n", + " return ga_pdf,ga_cdf,mean,mode,st\n", + "x = np.linspace(-1,5,100)\n", + "\n", + "lst =[gamm(x,1,2),gamm(x,2,2),gamm(x,2,1)]\n", + "p =[\"PDF\",\"CDF\"]\n", + "data =[\"1 , 2\",\"2 , 2\",\"2 , 1\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(25,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " for j in range(0,2):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(x,lst[i][j],'black')\n", + " plt.title(\"Gamma distribution \"+str(p[j])+\" plot when alpha & beta is :\"+str(data[i]))\n", + " plt.plot(lst[i][2],marker='*',ms = 15,label= 'mean')\n", + " plt.plot(lst[i][3],marker='^',ms=15,label='mode')\n", + " plt.plot(lst[i][4],marker='+',ms = 15,label='std')\n", + " plt.legend(loc='upper right')\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Beta Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def beta(x,alpha,beta):\n", + " be_pdf =[]\n", + " mean = alpha/(alpha+beta)\n", + " mode = 0\n", + " median =0\n", + " if alpha>=1 and beta>=1:\n", + " mode = mode+(alpha-1)/(alpha+beta-2)\n", + " median = median +(alpha-1/3)/(alpha+beta-2/3)\n", + " elif alpha<=1 and beta>1 :\n", + " mode=0\n", + " elif alpha>1 and beta<=1:\n", + " mode =1\n", + " else:\n", + " median=0\n", + " st = (alpha*beta)/((alpha+beta)**2)*(alpha+beta+1)\n", + " for t in x:\n", + " if t>0:\n", + " a = (t**(alpha-1))*(1-t)**(beta-1)\n", + " b = (math.gamma(alpha))*(math.gamma(beta))/(math.gamma(alpha+beta))\n", + " c = a/b\n", + " be_pdf.append(c)\n", + " else:\n", + " be_pdf.append(0)\n", + " be_cdf = np.cumsum(be_pdf)\n", + " \n", + " return be_pdf,be_cdf,mean,mode,median,st\n", + "x = np.linspace(0,1,100)\n", + "lst =[beta(x,0.5,0.5),beta(x,2,2),beta(x,1,3)]\n", + "p =[\"PDF\",\"CDF\"]\n", + "data =[\"0.5 , 0.5\",\"2 ,2\",\"1 , 3\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(25,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " for j in range(0,2):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(x,lst[i][j],'black')\n", + " plt.title(\"Beta distribution \"+str(p[j])+\" plot when alpha & beta is :\"+str(data[i]))\n", + " plt.plot(lst[i][2],marker='*',ms = 15,label= 'mean')\n", + " plt.plot(lst[i][4],marker='+',ms = 25,label='std')\n", + " plt.legend(loc='upper right')\n", + " c = c+1\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Gaussian Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Zf32sqrP1pqMAAAC0SlFRoez2IsXFsSUhgLZDuQXAZXp3C1NwUMClb1qNyn5lne67b67mzZvv3mAAAAAe7sPPv9SeguP6KPdL01EAAABaZevWzZKkuLi7DScB4EsotwC4TPH/VF5wvlZIu6Cmr+vq6hU7YpyeemqlAgK+pQADAADwQ5Zl6e2dJZKkt3aWyLKsy3wHAACAZ7IsSxkZGzR0aKx69OhpOg4AH0K5BcBlDpWcUn2DU+2CAxXeOVQPzf6eunQMlrPhnILahei2sdPUvn170zEBAAA8yqGSU6qpa5Ak1dQ2qLD0tOFEAAAALZObu0/79+dpxowfm44CwMdQbgFwGcexSgUGSLH9rtWT9w/XoJ5XaU/2UpUX71FAgHT0ZJ3piAAAAB7n7Z0lOlffKEk6V9+otz49YjgRAABAy7z88nqFhIQoISHJpa/DeaWA/wk2HQCA77ouvKPib+ujH9x0vWprazVlyjQVFuQr9bHHFdR1oHYdLDcdEQAAwKg/ZuzTZ0UVFzwWFBigf21EaEnaZ6/QvKe3X/CcoX2v1cKkm9wTEgAAoAVqa2uVlZWuCRMmqUuXa1z6Wv86r7Rf986Ku7WXS18LgGeg3ALgMoum3yxJamxs1AMP/C/t2LFDf/nLX/XDH/5IkvSDm643GQ8AAMC4xDtiVHK8SpU19apvcErSBWeWfvO6XXCgOndor8Q7ot2aEwAAoLm2bn1Tp06d0syZ97n0db55Xum47/fkfHfAD7AtIQCXsixLS5Y8rE2bXtPvf/97JSZONx0JAADAY3S3ddKT94/Q0L7Xqn277/7vWft2gU3bPXe3dXJTQgAAgJZ55ZWX1KNHT/3gB3e49HU4rxTwT5RbAFxq9erf6fnnU/SLXyzUb37zG9NxAAAAPE5I+yAtmHKj7v1RPwUHXfq/aMFBAbr3R/30vyffqJD2QW5OCAAA0DxHj5bq73/frnvvnaWgINf+24XzSgH/xLaEAFzmP/9zlX772xWaPn2mHntsuek4AAAAHq13tzAFBwWoofHie8FBgeoTGdZ0bVmWKioq9OX/b+/e43Ou/z+OP7fZxk5mszmMbFQOOX5TSCynyITNcujgELXylUKx+EZC6Csi5FDaN0lyGOkbU1EU8qMDnZCvOYxmNqedt+v6/P5YW1QYdl2fXdce99vtc5tr11zXc2/bPHe9PoeTSTpx4oRSU08rKChINWvWUo0aNeXjw5FdAADAPCtWvCfDMNS370Ml+rhcrxRAIYZbAGxizpyZevnllxQd3UezZ8+XqysHigIAAFxJ4m/nL7m+lqe7m3J+3wvZYjW058dE/Xf1Fn300Vr9+OMPysnJuexjVapUSQ0bNlHPnlGKiLhfAQGBNs8PAAAgSVarVcuXv6u7726rWrVCS/SxuV4pgEIMtwCUuDlzZmny5BcVFfWAXn99gc0PPwcAAHAGB46dVV6+tehFmJioxnpj1bc6m56jvHxp8dI1+nbDTDVt2kyDB8coJCRE1aqFqHr16goICFRKyikdP35Mx44d07FjR7Vt2+caNWq4xowZqfDwdurZs5d69uwlT09Psz9VAADgxHbu3K4jRxI1evTYEn/swuuVLvn4Z31/6LRy86yX/VgPd1c1vbmyBt1Xn9M6A06I4RaAEvX6669p8uQJioqK1ty5CxlsAQAAFNP/TpyXq4vU7JbKeqBtTa1Z9bbWz31NtVsNULVb71JYgxZa9NLey+4BHRoapjvuaFF02zAM/fDDXsXHr9a6dWv01FNP6JVXXtbo0WMVHd2HngYAAGzivfeWytfXTxER3W3y+IXXK93ybZKWf3pQ+Za/DrgKr1farlmITTIAMB/nCQNQIgzD0LRpkzRp0nhFRvbS3LmLVK4c83MAAIDiqhborQc73iy3U9vUpvU/NG7cOLW88w69+myUHo1ooLph1a/p1D4uLi5q1KiJxo9/Sbt379OKFfEKCAjUU089ofbtWyshYYMMw7j6AwEAABTTuXNn9dFH69SzZy95eXnZ9LkKr1f6d/58vVIAzofhFoAblp+fr1GjhmvmzH/roYf6a968xQy2AAAArlGrmzL1/NDuGjdujOrVq68dO3bonXfe1223NVSbxtU1oneT635sFxcXtWvXQQkJW7R4cZxycnL0yCN9FBXVTYmJh0vwswAAAGXZ4sULlJmZqYEDB9v8uf7ueqWFLFZDiSfP2zwDAPMw3AJwQ7KysvToow/r3Xf/o5Ejn9PMma8z2AIAALgGWVlZeuGF59WjRxdZLFa9//4arV69Xi1btizx53J1dVWPHlHatm2Xpk+fqb17v9c999yluLi3OIoLAADckAsXzmvhwvnq0qWrGjVqbPPnu/h6pYF+5TXqodsV6Ocp93Kuysu36sDxszbPAMA8DLcAXLczZ9L0wAM9lJCwQVOnzlBs7Atycfn7w8EBAADwV7t371L79q21cOE8DRw4WJ9/vl3t23e0eadyd3fXoEFDtHXrTjVvfqdGjx6hPn0ilZR03KbPCwAAnNebby7UuXNnNWrUGLs838XXK508pIVaNaqmyUNaqunNleXqIh06wZFbgDNjuAXguvz660FFRHTSd999o8WL4zR48ONmRwIAAHAYVqtVr746Xd263aucnBytWvWhpk+fKR8fH7vmCAmpoZUr12r69JnatWunwsNbaf36tXbNAAAAHF96+gUtWDBX997bRU2aNLPLc1YL9NaA++rpiR4N5elRcEpCTw83PdmzoQbcV0/VArztkgOAORhuAbhmmzZtUOfO7XT27BmtXLlO3btHmh0JAADAYaSmpqpfv16aPn2KoqIe0Bdf7FDbtveYlsfFxUWDBg3Rli3bdcstt2jw4P564YXnlZeXZ1omAADgWJYsWawzZ87Y7agtSRrRu4naNK7+t/fd6PVKAZR+DLcAFJthGHrttRl65JG+CgurrU2bvlCrVq3NjgUAAOAw9uz5P3Xs2EZffbVNM2bM1rx5i+Tr62d2LElSWFhtrVu3UUOGxGjhwnmKjIzQyZMnzI4FAABKufT0dM2fP0cdOnRSs2a3mx0HQBnBcAtAsVy4cF6PPTZQL7/8kiIje+nDDzeqRo2aZscCAABwCIZh6K23Fql79y5yc3PTf//7ifr3H1Tqrlfq4eGhl1/+txYuXKIfftinDh3aaNu2L8yOBQAASrG4uLeUlpZm16O2AIDhFoCr+uab3Wrf/m599NE6jR8/SW+88Za8vLzMjgUAAOAQsrOz9cwz/9Tzzz+rdu066NNPt9rtWhTXKzIyWps2fa6AgAA98EAPLVgwV4ZhmB0LAACUMhkZGZo/f7buuae9mje/0+w4AMoQhlsALstisWj27FfVrdu9slgsWrt2g4YNe7rU7WEMAABQWp08eUI9e96n5cvf1bPPxuqdd96Xv38ls2MVy6231tXGjZvVpUuExo8fq2HDYpSVlWV2LAAAUIq8/fabOn36tEaNijU7CoAyhuEWgL914kSSoqO7a8qUiYqI6K4tW75Sy5atzI4FAADgML7+eqc6dmyr/fv3Ky7uPY0ePVauro71K5iPj6+WLFmq2Nh/aeXK99W9exclJR03OxYAACgFjhxJ1IwZ09ShQye1aNHS7DgAyhjH+s0KgM1ZrVbFxb2lNm1a6Ntvv9Hs2fO1aNHbqljR3+xoAAAADsEwDP3nP0sUFRUhHx8fbdjwmbp27WZ2rOvm6uqqkSNHa+nSFTp06Fd16hSuHTu+MjsWAAAwkWEYGjnyKbm6uurf/37N7DgAyiCGWwCKHDx4QD163KfRo0eoadNm2rz5S/Xr9zCnIQQAACim7OxsjRz5lJ577hm1aROuhIQtqlevvtmxSkTnzvcpIWGLKlasqF697tfixW9wHS4AAMqod955W9u2faEJEyapRo2aZscBUAYx3AKg7OxsvfrqdLVrd5f27/9Zc+a8oVWrPlTt2nVK9HnStq4o0ccDAAAoTZKSjqtnz/u0bNk7GjHiWS1bttJhrq9VXLfccqsSEraoY8d7NW7cGA0bFqPMzEyzYwEAADs6fvyYJk58QW3ahKt//0FmxwFQRjHcAsowwzC0bt0a3X33HZo+fYoiIu7Xl1/uVt++D9nkaK2z2z4o8ccEAAAoDbZv/1KdOoVr//79evvtZXr++fFyc3MzO5ZN+PlVVFzcexozZpxWrVqhbt3u1dGjR8yOBQAA7KDwdIRWq1WzZs3lbD8ATMNwCyijdu/epYiITnrssYHy9fXTqlUfauHCtxUcHGx2NAAAAIdhsVg0a9a/1avX/fL391dCwhZFRNxvdiybc3V11ahRY7Rs2Qc6evSIOnZso48//sjsWAAAwMaWL39Xn3++WS+8MFE33VTL7DgAyjCGW0AZ89NPP2rIkAHq2rWjjh49otdem6dPP92qtm3vMTsaAACAQ0lOTlafPlGaOnWSunfvqYSELbr11rpmx7Krjh0765NPvlCtWmEaOPBBjR37nHJycsyOBQAAbODQoYMaP36s7rrrbg0aNMTsOADKOIZbQBmxb99eDRr0sO65p5U2b/5UI0eO1s6d3+rBBx9x2lPmAAAA2MoXX2xR+/attWvXDs2c+boWLFgiX18/s2OZIiystj76aJNiYobqzTcXqmvXjjp06KDZsQAAQAn67beT6t07Uh4e7po9e75cXXlZGYC5+CkEODHDMLRz53b1799XHTrcrW3bvtCoUWO0Z88+xcb+Sz4+PmZHBAAAcCiZmZmaMGGcevfuqYCAACUkfK6HHx5Q5q834enpqUmTpmnp0hU6fvyoOnRoq6VL42QYhtnRAADADTp37qz69IlSWlqali9frVq1Qs2OBAAMtwBnlJ2dreXL31WHDm3UvXsX7dy5XaNHj9WePfs0Zsw4VaoUYHZEAAAAh7Nz53a1a3eX3njjdT3yyCBt3LhF9es3MDtWqdK5833avPkrNWv2D40aNVzR0T105Eii2bEAAMB1ysrK0sMP99Gvvx5QXNwyNWnSzOxIACBJKmd2AAAl58CB/Xr//WVavnypUlNTVb9+A7366hz16tVbXl5edsmQszteud+su+z9FxYNvOx9Hv/oIc/mkTZIBQAAcP3S09M1ZcqLeuutRbrpplCtXr1ebdqEmx2r1AoJqaHVq9frnXfe1ksvjVd4eEuNHTtegwfHcDpsAAAcSH5+vmJiBmnXrp1atOhthYe3MzsSABRhuAU4uLNnzyg+frVWrFimb77ZIzc3N3Xq1EWPP/6kWrduY/dT5Hg2j7zsgOrCooHyfTzOrnkAAACul2EYio9fpcmTX9Tx48c0ZEiMxo6dwKmdi8HV1VUDBw5Wp06d9eyzT+tf/4pVfPxqTZo0Vc2b32l2PAAAcBXp6el65pl/auPGjzV16gz16BFldiQAuATDLcABpaWlatOmjfroo3X6/PPNys3NVf36t2nixJcVFfWAqlSpYnZEAAAAh7Zr19eaMOF57dmzW7fd1kjz5y9Wy5Z3mR3L4YSE1NB7763SypXv66WXxqtr147q0SNK48ZNUGhomNnxAADA3zh48IAeffRhHTx4QBMmTNbgwY+bHQkA/oLhFuAADMPQ4cOHtGXLZ9qw4WN99dVWWSwW1ax5kwYNeky9e/dVw4aNy/yFzAEAAG7UwYMHNH36FH34YbyqVKmq2bPnq3fvfpxO7wa4uLiod+9+6tr1fs2bN1vz58/Rxx+v1+DBMXr66VEKDAw0OyIAAPjdhx/G6+mn/6kKFcrrgw/Wqm3be8yOBAB/i+EWUEqdOZOmHTu2a8uWz7Rly2c6ejRRklSnzs0aNuwZdevWXY0bN2WgBQAAcIMMw9DXX+/QvHmzlZCwQV5eXnruuec1dOhweXt7mx3Pafj4+GjMmHHq33+Qpk+fooUL5yku7k316fOQnnhiqOrUucXsiAAAlFkZGRmaOvUlLVr0hpo3v1NvvvkfVa8eYnYsALgshltAKWAYho4ePaL/+7+vtXPnDu3atUO//PKzJMnb20dt2rTV0KFP6Z572qt27TompwUAAHAO2dnZSkj4WAsWzNWePbsVEBCgZ5+N1aOPPq7KlSubHc9pVatWXa+9Nk9Dhw7XggVztXz5Ur3zzhJ17txVMTFD1apVa7m6upodEwCAMiE3N1dLl8Zp5sxXlJJySkOGxOjFF6fIw8PD7GgAcEUMtwA7s1gsOnLksH788Uft3fudvvvuG+3d+53OnDkjSfL19dMdd9ypqKgH1KJFK91++x0UCgAAgBJitVq1ffuXWr36A61fv07nz59TaGiYpk17VX37PiQvLy+zI5YZt95aVzNnvq7Y2Be0ZMkixcW9qY0b/6uaNW9SZGS0oqIeUIMGt5kdEwAAp2SxWLR69Qd65ZWpOno0Ua1atdaSJe+qRYuWZkcDgGJhuAXYSHp6uhITD+vw4UP63/8O6cCB/frll5918OB+ZWdnS5LKlSunevUaKCLNYPzAAAAP7klEQVSi4BSDt99+hxo0uI1rOgAAAJSgc+fO6ssvt+mLLzZr06aNOnEiSd7ePoqIuF/R0X3Upk04/ctEwcHBio39l4YPH6mPP16vNWtWat682ZozZ6bq179NXbrcp7Zt26l58zvl6elpdlwAABzaTz/9qDVrVmrt2tU6evSIGjVqovffX6127Tpy6QsADuWGhlvr16/XG2+8ofz8fA0YMEAPPfTQJff//PPPGjdunDIyMtS8eXNNnDhR5coxT4Pjs1gsOn06RcnJv+m3304qKSlJx48f0/HjR3X8+HEdPXpEycm/XfJ3qlcPUd269dS6dRvVr99A9erVV/36t6l8+fImfRb259+mtyxmhwAAE9GdANszDENJSce1d+/3+v77b7Rt21Z9++0eWSwWeXl5q23bcE2YMEmdO3flKK1SxsvLS9HRfRQd3UenT5/Whx/GKz5+lebMmaVZs2aoQoUKatnyLrVu3VZNmjRVo0aNFRAQaHZsADZCbwJKRnZ2tr7//jt99dVWrV27Wr/88rPc3NwUHt5OEyZMUkREd04HDMAhuRiGYVzPX0xOTla/fv20Zs0aeXh4qG/fvpo5c6Zuvvnmoo/p1q2bJk+erKZNm2rs2LFq2LChHnzwwWI/R2pquqzW64rnVIKCfJWScsHsGE7JMAxlZ2fr/Pnz8vCw6vDhJJ09e1Znz54pepuWlqrTp08rNfW0UlNTlZJySikpp2S1Wi95LHd3d4WE1FCNGjVVs+ZNql27jsLCaissrI7CwsLk4+Nr0mdZevC1bB+ss+2xxn9wdXVRYKCP2TEcAt3JfvgetQ+z1zknJ0fHjh1VYuL/lJh4WImJh7V//y/64Ye9Sk1NlSS5urqqWbN/KDy8ncLD2zvc6Z7NXuPS4sKF89q+/Stt3bpFW7d+rv37fym6r0aNmmrYsLFuvbWuQkPDVKtWqEJDw1S9ekixj8ZjnW2PNS5Abyo+e/Qmie5UiO9R+7D1OhuGodTUVB0+fEiHD/9P+/Z9r927d2nv3u+Vl5cnSWrRopUiI6PVvXukU15flK9l+2CdbY81LnC17nTdu7Rs375dLVu2lL+/vySpc+fO2rhxo4YNGyZJSkpKUnZ2tpo2bSpJioqK0pw5c665aMBxGIYhq9Va9PbiPxuGVRaLRVarVRaL9ZL3WSwW5efny2q1yGKxFt22WPKVn1+w5eXlKS8vT/n5ecrLy1d+fp5yc3Mv2nKUk5OrnJxs5eTkKCcnW1lZ2crOzlJWVlbR24yMdGVmZiojI0MZGem6cOGC8vPzr/h5+fj4KjAwUJUrV1ZISIiaNGmqKlWqKDi4qqpWraYqVaooJKSGgoOrsKcLAOCy6E4oqwr74MUdr7Db5ebmKi8vV9nZOcrKylR2draysjKVmZmp8+fP/76d1fnz55WWlqaUlFM6dSpZKSmnlJaWdsnzeHl5q06dm9WlS4QaNWqixo2bqEGDhhyd5QR8ff3UufN96tz5PklSWlqq9u3b+/v2nfbt26tPP024pNe7ubkpMLCygoOrKCgoSEFBwapUqZL8/CrKz89Pfn4V5evrJy+vCqpaNVA5OYbKl68gT09PeXh4yN3dQx4e7nJ3d5ebWzm5ubnJzc1Nrq6unLIJsAN6E8oSq9Va9PqXxZKv3Nw85ebmKDs7W7m5Ba91ZWRkKD39wu9v03XmzBmlpp7W6dMpOn06RadOnVJi4mGlp//xYnj58uXVtOk/FBPzT91xRws1b36ngoKCTPxMAaBkXfdw69SpU5f8QAwODtbevXsve39QUJCSk5Ov9+lKREZGhrp27aiUFHNzXKy4B879+eOudrvgfZd/jMI/X+6tZFzyvqttpYm7u7s8PDxVoUIFeXl5qXz58qpQoeBtQECgatS4Sd7e3vLy8pKvr9/vm69CQoIlucvfP0D+/v7y968kf39/h9q7FwBQejlid/r114Pq2zdKmZkZpua4Vi4uLqWun5R2xeuWF3dDycVFslr/2Lmp4H7jkh2dCodaN8LFxUV+fhXl7++v4OAqqlPnFrVq1VrBwVVUs+ZNCg2trbCw2goKCmLoUEYEBAT+fjReu6L3WSwWJSUd15EjiTpyJFHHjh1RSkpK0TD04MEDOnPmjDIy0m/4+QuHXIVbwdedi1xcCraLB2AuLrroz3/9+vzz+5z1a9gRfy4/8cQwDR8+0uwYZZYj9iZJ2rz5Ew0fPlRWq2OdkN8Rv0ft6Uq96O9u/9GZ/vya2qU7hBfuBH69a1++fHlVrhykypUrq2rVqmrRouXvZxCqrdDQ2qpVK5TXtAA4teseblmt1kuKt2EYl9y+2v3FUdKH6/v7l1ffvr3122+/Xf2D7ag463K9vwhd6WP+/EvW373985+vtBX+Elf41sXF5S+/+BXevvj95cr9sSekm5ubypUr95fN3d29aCtXrlzRHpUXbxUqFOxpydFTpVtQEKdntAfW2fZYY1wrR+xObm6h6tOnt9LTb/zFYJR+19ItL+6JF3e/wi74562w0xX2vT93OU9PT3l7exftnFShQgVVrFgw0PLx8SnT/Y7/b4qvalV/3X57wyt+TH5+vs6fP69z587p3LlzysoqOMNDZmbBEYOXnh0iVzk5OUVnm/jjjBPWv2wXv3hZePryi3cEvNYXRmG+du3a8P1nInv0Jqnku9PttzdW794P3PCOHSh9buQ1tz+/ZvbnrfC1rsKuVNiNCrfy5cvLx8dHvr6+RVulSpXk7e3ttDtF3Ah+dtsH62x7rPHVXfdwq2rVqtq9e3fR7ZSUFAUHB19yf0pKStHt06dPX3J/cdji3MdPPjmiRB/PHjjH5tVZLFJ6er7S0698isErYZ1tjzW2D9bZ9ljjP3DtiOJzzO7krueee6EEH88++B61D3usc06OlJPjWEcOliS+lm3FXT4+leXjU3CtEdbZ9hx1jUs6M72p+OzRm6SS704VK1bR+PEvl9jj2Yujfo86mpJc56wsQ1lZ7ID2Z3wt2wfrbHuscYGrdafr3gXyrrvu0o4dO5SWlqasrCxt2rRJbdu2Lbo/JCREnp6e2rNnjyRp3bp1l9wPAABQltCdAAAAiofeBAAArua6h1tVqlTRiBEj1L9/f/Xs2VPdunVT48aN9dhjj2nfvn2SpBkzZmjq1Knq0qWLMjMz1b9//xILDgAA4EjoTgAAAMVDbwIAAFfjYpTiE3vb4rSEjojDEO2DdbY91tg+WGfbY43/wOl1She6UwG+R+2DdbY91tg+WGfbY40L0JtKH7pTAb5H7YN1tj3W2D5YZ9tjjQvY7LSEAAAAAAAAAAAAgL0x3AIAAAAAAAAAAIDDYLgFAAAAAAAAAAAAh8FwCwAAAAAAAAAAAA6D4RYAAAAAAAAAAAAcBsMtAAAAAAAAAAAAOAyGWwAAAAAAAAAAAHAYDLcAAAAAAAAAAADgMBhuAQAAAAAAAAAAwGEw3AIAAAAAAAAAAIDDYLgFAAAAAAAAAAAAh8FwCwAAAAAAAAAAAA6D4RYAAAAAAAAAAAAcBsMtAAAAAAAAAAAAOAyGWwAAAAAAAAAAAHA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def gau(x,mean,std):\n", + " gau_pdf =[]\n", + " mode =mean\n", + " median = mean \n", + " for t in x:\n", + " a = (1/np.sqrt(2*np.pi*std))\n", + " b = a*(np.exp((-(t-mean)**2)/2*std))\n", + " gau_pdf.append(b)\n", + " gau_cdf = np.cumsum(gau_pdf)\n", + " return gau_pdf,gau_cdf,mean,mode,std\n", + "x = np.linspace(-5,5,100)\n", + "lst =[gau(x,0,0.5),gau(x,2,0.5),gau(x,0.25,3)]\n", + "data=[\"0 , 0.5\",\"2 , 0.5\",\"0.25 , 3\"]\n", + "p =[\"PDF\",\"CDF\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(30,20))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " for j in range(0,2):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(x,lst[i][j],'black')\n", + " plt.title(\"gaussian distribution \"+str(p[j])+\" plot when mean & std is :\"+str(data[i]))\n", + " plt.plot(lst[i][2],marker='*',ms = 15,label= 'mean')\n", + " plt.plot(lst[i][4],marker='+',ms = 15,label='std')\n", + " plt.legend(loc='upper right')\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Normal Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def norm(x):\n", + " gau_pdf =[]\n", + " mean =0\n", + " std = 1\n", + " mode =mean\n", + " median = mean \n", + " for t in x:\n", + " a = (1/np.sqrt(2*np.pi*std))\n", + " b = a*(np.exp((-(t-mean)**2)/2*std))\n", + " gau_pdf.append(b)\n", + " gau_cdf = np.cumsum(gau_pdf)\n", + " return gau_pdf,gau_cdf,mean,mode,median,std\n", + "x1 = np.linspace(-5,5,100)\n", + "a =norm(x1)\n", + "p=[\"PDF\",\"CDF\"]\n", + "fig , ax = plt.subplots(nrows = 1, ncols = 2,figsize=(25,12))\n", + "c=1\n", + "for i in range(2):\n", + " plt.subplot(1,2,c)\n", + " plt.plot(x1,a[i])\n", + " plt.title(\"normal distribution \"+str(p[i])+\" plot\")\n", + " plt.plot(a[2],marker='*',ms=15,label = 'mean')\n", + " plt.plot(a[5],marker='o',ms=15,label='std')\n", + " plt.legend()\n", + " c=c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Chi-Squared Distribution :" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def chi(x,k):\n", + " chi_pdf =[]\n", + " mean = k\n", + " st = 2*k\n", + " median = k*((1-2/(9*k))**3)\n", + " mode =max(k-2,0)\n", + " \n", + " for t in x:\n", + " if t>=0:\n", + " a = (t**(k/2 -1))*(np.exp(-t/2))\n", + " b = (2**(k/2))*(math.gamma(k/2))\n", + " c = a/b\n", + " chi_pdf.append(c)\n", + " else:\n", + " chi_pdf.append(0)\n", + " chi_cdf = np.cumsum(chi_pdf)\n", + " \n", + " return chi_pdf,chi_cdf,mean,median,mode,st\n", + "x = np.linspace(-1,5,100)\n", + "lst =[chi(x,1),chi(x,2),chi(x,1.2)]\n", + "k =[1,2,1.2]\n", + "p =[\"PDF\",\"CDF\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(25,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " for j in range(0,2):\n", + " plt.subplot(2,3,c)\n", + " plt.plot(x,lst[i][j],'black')\n", + " plt.plot(lst[i][2],marker='*',ms = 15,label= 'mean')\n", + " plt.plot(lst[i][3],marker='+',ms = 15,label='median')\n", + " plt.plot(lst[i][4],marker='o',ms = 15,label='mode')\n", + " plt.plot(lst[i][5],marker='^',ms = 15,label='std')\n", + " plt.legend(loc='upper right')\n", + " plt.title(str(p[j])+\" plot at k =\"+str(k[i]))\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Chi_Squared Power Distribution " + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JyazbknCuCg9r/rOfjt3jCQiwNnJkIiIiInIxMQICsTja4Mk/AmVFnPnHNw0ICsMSmYBhOfvZQ23btiM+PgGAyMgo+vbtD0B8fAIrVy4nM/MI48dXrnLs8biJiIjEYrEwY8ZLrFy5nIMHD7Bx43osJ8UwYMBA77ULCwvOOrb68r9fwGwg369Ixe2u+1xGj9vD5u/T6HN5UiNGJSIiIiIXsoCOg844iuLcvozy1R+C23Vqo8VG4OW3Y+969TnHYbNVLwOs1hP/097jcdOz56W88ELlyEt5eTmlpaWUlJRw332/5brrhnPppb1o1649Cxac+A1Ku90OVK5Udj5XZbsoHwrJP1ZK2v486nOfXS4PG1YfpLysovECExEREZGLmrVZ68rpZ6dttFW2N7KuXbuzbdsWDh48AMA777zBX//6CocOHcQwDMaOvYfevfvy7bf/PuW3HH3hohyh2bDqAB6z/jff9Jj8sPIgg65p1whRiYiIiMjFzp29H04uEmx2cFWtdubx4D6aijWubaPGEBMTy6RJ05g27Y94PG4cjnimTZtOWFg47dt35Pbbx2CxGPTvP5DNm3+s/YKNzDCbwK/0nO9lm//x5g/kZhef1bnN4sO45e4+DRyRnA0tfelflC//oVz5F+XLvyhf/qMhc3XkyAESEur22ELpN6/j2rsWrAEYwREEXn475as+xCwtAHcFtnaXEXzNgw0SV1P18/t1Tss2X6hu/V3fGtv0LxoRERER8RV31l4wLNiSehE09HcYAYHYErtT9u0buPavr2yXai7KgkZEREREpCmyRLXA1vsX2Dud+G1HIyCQ4P8ah3Pnd7j2/eDD6JomFTQiIiIiIk1EyPBHamyzdxpSrdCRShflKmciIiIiIv7gX/u+9HUITZ4KGhERERGRJuqL1K99HUKTp4JGRERERET8lgoaERERERHxWypoRERERESk3jZs+IGHHrofgOeff5qfftrukzi0ypmIiIiIiJyTSZP+5LP3VkEjIiIiInKerM1Yz+qM7+t1zisb/lanfgOb92NA8z619tuw4QfeffctAgICyMhIZ9CgIQQHB7N8+beYpsnMmbPZtWsnb775N1wuF82bJ/L441OIjIxi3bo1zJkzC7vdTlJSa+81H3rofu6553569kzmz39+nn379pKbm0v79u158slnyc3NZfLkR2nbth27du0kJiaWp59+noiIyHrdi9PRlDMRERERER/KKc1ld96+0/4BNbbtzttHTmnuWb3n9u3bePTRP/LGG++xcOF8oqKiefPN92jfvgOLFi3gb397lT//+VXefvtD+ve/jNdf/wtOp5Nnn32CZ555gbfeep/AwMBTrrt162ZstgDmzn2bf/zjEwoLC1m9eiUAe/bs5tZb7+C99+YTFhbGl18uOfubdhKN0IiIiIiInCcDmvep0yjKceOWPcZfr36xweNo27Yd8fEJAERGRtG3b38A4uMTWLlyOZmZRxg//kEAPB43ERGR7Nu3h9hYB61btwFg+PBRzJv3erXrJif3JiIikgUL5nPwYCppaYcoLS0FIDo6ho4dO1e9f3sKCgoa5LPUqaCZPXs2KSkpGIbBmDFjuPvuu6u1v/rqqyxYsICIiAgAfvWrX3HHHXc0SIAiIiIiItKwbLbqZYDVavVuezxueva8lBdeeBmA8vJySktLOXIkAzBPe85xK1Z8yxtvzOWWW25jxIhfkJeXh2lWnmO326v1PX78nD9LbR3WrVvHmjVr+PTTT3G5XIwYMYKhQ4fStm1bb5+tW7cya9YsevXq1SBBiYiIiIiIb3Tt2p1vv13GwYMHaNUqiXfeeYOjR7N5/PGp5Obmsnv3Ljp06MjXX6eccu4PP6zj6qv/i5Ejf8Hhw2ls3Liefv36N2q8tRY0/fv3591338Vms5GZmYnb7SYkJKRan61btzJ37lwOHz5Mv379ePzxx087p05ERERERJq2mJhYJk2axrRpf8TjceNwxDNt2nRsNhtPPvkszzwzDavV6p0+drIbbvglTz01ha+/TsFmC6BHj56kp6fTp+6z7OrNMOs41jNnzhzeeustrr/+ep577jkMwwCguLiYhx9+mEmTJpGUlMSkSZNITExkwoQJjRe1iIiIiIif2LZtOy1aJJ3VuQ98+Shzr5vZwBE1benpB+jWrWud+9e5oAEoLS3lwQcfZMSIEdx6662n7bN9+3YmT57MokWL6hxETk4RHk/DzKE7Vw5HONnZhb4OQ+pAufIvypf/UK78i/LlX5Qv/9GQuTpy5AAJCWdX0DTWogBN2c/vl8ViEBsbVmP/Wpdt3rt3Lzt27AAgODiY6667jp07d3rb09PT+fjjj737pmme8pCRiIiIiIhIY6i1oElLS2Pq1Kk4nU6cTifffPMNfU6aBBcUFMRLL73EoUOHME2TDz74gGuvvbZRgxYRERERuVCZpknpnt0c+yqF36TFc+yrFEr37G6wVcEuNLUOpQwdOpTNmzdz0003YbVaue666xg5ciT33Xcf48ePp0ePHkyfPp3f//73VFRU0Lt371OWdRYRERERkTMzXS7yV3xH7tIluAsLMN1uYl0usm07MKxWrOERxFw/nMgrhmBoRpRXvZ6haSx6hkbOhnLlX5Qv/6Fc+Rfly78oX/7jfD9D4ykrI232LMoPpGI6nTX2M+x2ApNa0/IPj2AJCmqQ+JqaBn+GRkREREREGo/pclUWM/v3nbGYATCdTsr37yNt9ixMl+s8Rdi0qaAREREREfGh/BXfVY7M1LFAMV0uyg+kkr9yeSNHdmYbNvzAQw/d79MYQAWNiIiIiIjPmKZJ7tIltY7MnHKe00nuki+0UAB1WBRAREREREQaR9nePbgLC87qXHdhAWV79xDcvkO9ztuw4QfeffctAgICyMhIZ9CgIQQHB7N8+beYpsnMmbPZsWM78+a9jml6aNEikYkTJxMTE8u6dWuYM2cWdrudpKTW3mumpR1i5sznKCjIJzAwiAkTJtKxY+ez+lz1pYJGREREROQ8KVi1kvwV33n3XcdyMcvLz+paZnk5R96chy06GoDIK4YQcfmgOp27ffs23nvvH0RGRnHDDdcybtzDvPnme8yY8RSLFi3g008/4fXX36R58xZ8+OG7zJr1ItOmPc2zzz7B7Nl/o3XrNjz//NPe6z377BNMmPAYHTt2Zv/+fUye/Ch///vCs/pc9aWCRkRERETER0yPxyfnt23bjvj4BAAiI6Po27c/APHxCaxcuZwuXbrRvHkLAH7xi9G899477Nu3h9hYB61btwFg+PBRzJv3OiUlJezYsZ0ZM6Z7r19aWkp+fh6RkVHn8vHqRAWNiIiIiMh5EnH5oGqjKMe+SiF7wT/hbFYss9mIvvY6ov/rurM4tXoZYLVavdumWb1IMk0Tt9sNGIB5yjkejwe7PZB33vnQ25aVlUlERGS94zobWhRARERERMRHgtq0xTipmKgPw2olqGq0pCF17dqd7du3kJGRDsCnny6kd+8+tG/fgdzcXHbv3gXA11+nABAWFkbLlpeQkvIFAN9/v4Zx487f6mcaoRERERER8ZGgdu2xhkfgKs+u97m2iAiC2rVv8Jiio2OYOHEKkyc/SkWFi4SEBCZNmobNZuPJJ5/lmWemYbVaqz30/8QTz/DSSzP48MN3sdkCmD59BoZhNHhsp2OYTWCtt5ycIjwen4cB6Bd8/Yly5V+UL/+hXPkX5cu/KF/+oyFz9fNfvv+5vP8sI3v+R/Vautmw23Hc+muihl7VECE2KT+/XxaLQWxsWI39NeVMRERERMSHIq8YQmBSawxb3SZPGTYbQUmtiRw0uJEj8w8qaEREREREfMiw2Wj5h0cIbNMWw24/c1+7naA2bUn8wyN1LoAudLoLIiIiIiI+ZgkK4pL/eYz8lcvJXfIF7sICTLcb3G6wWjGsVmwREURfP4LIQYNVzJxEd0JEREREpAkwbDaihl5F5JArKdu7h7zd+1m528rA9m5iOrUlqG278/agvT/RlDMRERERkSbEMAyC23dgf2A7sktt/OS5hOB27VXM1EAFjYiIiIhIE+Msd7FtYzqYsPenoxzLKfF1SE1WnQqa2bNnM2LECEaOHMnbb799SvuOHTsYPXo0w4YNY8qUKbjO5pdORUREREQEgK0bKosZAI/bw6ple30bUBNWa0Gzbt061qxZw6effsqCBQt477332LdvX7U+EydOZNq0aaSkpGCaJvPnz2+0gEVERERELmRul4eNaw7hcnkAME04fCCPrIzG+Q2jN9+cy6ZNG085npGRzpgxNzTKezakWgua/v378+6772Kz2cjJycHtdhMSEuJtP3z4MGVlZSQnJwMwevRoli5d2ngRi4iIiIhcwHZuPYLH46l2zO3ysOKr3Y3yfhs3rsftdjfKtc+HOq1yFhAQwJw5c3jrrbe4/vrriY+P97ZlZWXhcDi8+w6Hg8zMzHoFcaZf/vQFhyPc1yFIHSlX/kX58h/KlX9RvvyL8uU/GipXWVkWbLbKcYQdm4+w48eMGvuapsmR9AI8bvPU62QUMv+tHwgKCjjtuV2Sm9OlZ0ItsWTyxBNTKC0txWKxMGjQYHbu3MGLLz7D88//GbfbzbPPTgegQ4cOAN7YzxeLxVKve1/nZZvHjx/Pfffdx4MPPsj8+fO59dZbAfB4PNVWXDBNs94rMOTkFOHxnJo0X3A4wsnObpzhPGlYypV/Ub78h3LlX5Qv/6J8+Y+GzJXH4/FOH/O4PZhmzd97S0sqMGv4XmyakJdbSlyC9bTftz3uE+9Tk0WLPmHgwCu4/faxrFmzin379tKpUxfuued+Wrdux9ixt/Lf/z2Bfv0u45133gB+qPWaDc3j8VS79xaLccYBkFoLmr179+J0OunSpQvBwcFcd9117Ny509uekJBAdna2d//o0aPExcWdbfwiIiIiIhesTj0S6NTj9KMopmny0Rs/cIZ6B8OAHn1b0q6zo+ZOZ9C3b3+mTHmMXbt2cvnlV3Dzzb9i1arlAOTl5XH06FH69bsMgOHDR/H554vP6n3Op1rHj9LS0pg6dSpOpxOn08k333xDnz59vO2JiYkEBgayfv16ABYvXsyQIUMaL2IRERERkQtQ+sE8igrKztjHVeFhxdd7cLvPbtSkZ89k3n9/PgMGDOSbb77k8ccneNsMg2qjR1ZrnSdz+VStBc3QoUO58soruemmm7j55pvp1asXI0eO5L777mPLli0AzJw5k+eee47rr7+ekpISxo4d2+iBi4iIiIhcSNZ+l4qrovZCxVnu4qfNR87qPV57bTYpKUsYPnwUEyY8zq5dO7FabbjdbiIjo0hISGDVqhUAfPWVfyz0ZZhnmsR3nugZGjkbypV/Ub78h3LlX5Qv/6J8+Y+GzNWRIwdISEg6Y5/sI4Usev/HOj+vYg+0MfahywgIsNYrlszMIzz11FRKSkqwWCzce++DpKbuZ/HiBUyd+hShoWE899xTuFwuunXryZo1K/n448/q9R7n6uf365yfoRERERERkcb1/YrUek0j87g9bP4+jT6Xn7lQ+rn4+ARee+2Nascuv/wKbr/9Tu/+vHnv1uuavnZ+12ATEREREZFq8o+VkrY/74yLAfycy+Vhw+qDlJdVNF5gfkIFjYiIiIiID21YdQCPWf+H/E2PyQ8rDzZCRP5FBY2IiIiISCM702PrWUeKOIt6BrfbJP1g3jlE1fSczeP9eoZGRERERKQRWSxW3G4XNlvAadtv/V3f8xxR0+V2u7BY6rfQgUZoREREREQaUXBwGIWFeZhnMwxzETFND4WFxwgOrnlFs9PRCI2IiIiISCMKC4vk2LFsMjPTgKbxUyVNk4HdHkRYWGS9zlJBIyIiIiLSiAzDICYmztdhXLA05UxERERERPyWChoREREREfFbKmhERERERMRvqaARERERERG/pYJGRERERET8lgoaERERERHxWypoRERERETEb9Xpd2heffVVlixZAsDQoUN57LHHTmlfsGABERERAPzqV7/ijjvuaOBQRUREREREqqu1oFm1ahUrVqzgk08+wTAM7r33Xr766iuuvfZab5+tW7cya9YsevXq1ajBioiIiIiInKzWgsbhcDBp0iTsdjsA7Vyfe5EAACAASURBVNq1Iz09vVqfrVu3MnfuXA4fPky/fv14/PHHCQwMbJyIRUREREREqtT6DE2HDh1ITk4GIDU1lSVLljB06FBve3FxMV26dGHixIl88sknFBQU8NprrzVexCIiIiIiIlUM0zTNunTcvXs3DzzwAP/93//NL3/5yxr7bd++ncmTJ7No0aIGC1JEREREROR06rQowPr16xk/fjyTJ09m5MiR1drS09NZtWoVY8aMAcA0TWy2Ol3WKyenCI+nTnVVo3M4wsnOLvR1GFIHypV/Ub78h3LlX5Qv/6J8+Q/lqumwWAxiY8Nqbq/tAhkZGYwbN46ZM2eeUswABAUF8dJLL3Ho0CFM0+SDDz6otmCAiIiIiIhIY6l1KOXNN9+kvLyc559/3nvstttuY9myZYwfP54ePXowffp0fv/731NRUUHv3r25++67GzVoERERERERqMczNI1JU87kbChX/kX58h/KlX9RvvyL8uU/lKum45ynnImIiIiIiDRVKmhERERERMRvqaARERERERG/pYJGRERERET8lgoaERERERHxWypoRERERETEb6mgERERERERv6WCRkRERERE/JYKGhERERER8VsqaERERERExG+poBEREREREb+lgkZERERERPyWChoREREREfFbKmhOYpYVkfH3pzHLinwdioiIiIiI1IEKmpM4d66gdN+POHet8HUoIiIiIiJSBypoqpimScXWFAAqtqRgmqaPIxIRERERkdrUqaB59dVXGTlyJCNHjuTFF188pX3Hjh2MHj2aYcOGMWXKFFwuV4MH2tjcR3ZhlpcAYJaX4D6yy8cRiYiIiIhIbWotaFatWsWKFSv45JNPWLRoEdu2beOrr76q1mfixIlMmzaNlJTKkY358+c3WsCNxbklBVzOyh2Xs3JfRERERESaNFttHRwOB5MmTcJutwPQrl070tPTve2HDx+mrKyM5ORkAEaPHs2cOXO4/fbbGynkc1eS8gruAz9WP2ixAsenmZm4D26i8H/vqtbFmtSLkGF/OB8hioiIiIhIHdRa0HTo0MG7nZqaypIlS/j73//uPZaVlYXD4fDuOxwOMjMzGzjMhhXY7xZKcw5hlhaAu6LyoMddvdPJ+9YAjOAIAvuNOX9BioiIiIhIrWotaI7bvXs3DzzwAI899hitW7f2Hvd4PBiG4d03TbPafl3ExobVq/85c3TG02YO2Z//lZI96zErymvsagQEEtK+L45R/w+LPeg8Bil14XCE+zoEqQfly38oV/5F+fIvypf/UK78Q50KmvXr1zN+/HgmT57MyJEjq7UlJCSQnZ3t3T969ChxcXH1CiInpwiP5/yvKmYZfD/22GWUr/4Q3KcuZGBabAQOuBVL16vJya8AKs57jFIzhyOc7OxCX4chdaR8+Q/lyr8oX/5F+fIfylXTYbEYZxwAqXVRgIyMDMaNG8fMmTNPKWYAEhMTCQwMZP369QAsXryYIUOGnEPI55e1WWuwnL6uK3MZrM0M0hLOIiIiIiJNVK0jNG+++Sbl5eU8//zz3mO33XYby5YtY/z48fTo0YOZM2cydepUioqK6NatG2PHjm3UoBuSO3s/eDzefcNmx6xa7SzAYrLrx01sK4jg7uFdCLRbfRWmiIiIiIichmE2geEHX005Ayj95nVce9d6H/yPu/53ZC1907tgQFZkD2ak9iKxWSgP3dyTuKhgn8Qpp9JQsH9RvvyHcuVflC//onz5D+Wq6TjnKWcXOnfWXjAs2JJ6EXrLDEI7DSD0lhnYkpLBsBDvOcKEX13KscJynn7ne7buy/F1yCIiIiIiUuWiL2gsUS0IHHIXwf/1/zACAoHKlc2C/2scgUPuwhLVnO5tYvnTb/sSHR7Iy//cxBdrDui5GhERERGRJqDOyzZfqEKGP1Jjm73TEOydKhc4iIsOYcqdfXl7yQ4+/s9eUo8UcvfwzgQHXvS3UERERETEZ/RtvB4C7VYe+EU3khLCWfCffRw4UsADv+hO2xYRvg5NREREROSidNFPOasvwzAYPiCJSXf0xuMxee799SxZcwCPpqCJiIiIiJx3KmjOUvuWkTx5T3+SOzTjn//Zy8v/+JH8onJfhyUiIiIiclFRQXMOQoMC+H83dee313did1o+T7y1ji1aBU1ERERE5LxRQXOODMNgaHIif7qrH+Ghdl6ev4l/LNuNy+2p/WQRERERETknKmgaSGKzUP40ti9X9U4kZd0hnn1vPZnHSnwdloiIiIjIBU0FTQOyB1i587pOjPtlD47mlfLk29+zeusRX4clIiIiInLBUkHTCPp0cvDUPf1Jigtj3ufb+d/PtlFcVuHrsERERERELjgqaBpJTEQQE2/vxY1XtGHd9iymvrGWH3cf9XVYIiIiIiIXFBU0jchqsXDjFW3402/7Eh4cwJwFm5n32XaKSjVaIyIiIiLSEFTQnAdJCeFMu6sfvxjUmnU7MvmTRmtERERERBqECprzxGa1cNPgtkwd25fwEHvVaM02jdaIiIiIiJwDFTTnWeVoTd+q0Zos/vTGWjbuzvZ1WCIiIiIifqlOBU1RURGjRo0iLS3tlLZXX32Vq666ihtvvJEbb7yRDz74oMGDvND8fLTmLwu28L8arRERERERqTdbbR02bdrE1KlTSU1NPW371q1bmTVrFr169Wro2C54x0drPl+Vyr9WH2B76jF+c21H+nRyYBiGr8MTEREREWnyah2hmT9/Pk888QRxcXGnbd+6dStz587lhhtuYPr06ZSXlzd4kBey46M1f/ptX6JC7by2aCsv/3MTmcdKfB2aiIiIiEiTZ5imadal49VXX827775Ly5YtvceKi4t5+OGHmTRpEklJSUyaNInExEQmTJjQaAFfyNxuD5+v3M8HS3/C5fYw5uoOjLm6A/YAq69DExERERFpks6poPm57du3M3nyZBYtWlSvIHJyivB46hRGo3M4wsnOLvRpDMcKy/nHst2s25FFXFQwt1/bkZ7tYn0aU1PUFHIldad8+Q/lyr8oX/5F+fIfylXTYbEYxMaG1dx+LhdPT0/n448/9u6bponNVutjOVKL6PBAHryxO4/elozFYvDKPzfx14VbyC0o83VoIiIiIiJNyjkVNEFBQbz00kscOnQI0zT54IMPuPbaaxsqtote19YxPHVPf24e2pYt+3KYPG8NS9YcwOX2+Do0EREREZEm4awKmvvuu48tW7YQExPD9OnT+f3vf8/111+PaZrcfffdDR3jRS3AZmHkwNY8c+8AurWO4Z//2cuTb3/PzoPHfB2aiIiIiIjP1fkZmsakZ2jq7sc9R/nwq10czS+jb+c4xgxtS1x0iK/D8ommniupTvnyH8qVf1G+/Ivy5T+Uq6ajtmdo9MCLn0lu34wuSdEsXXuQJWsPsHFXNtf0acmoy1sTFhzg6/BERERERM4rFTR+KDDAyo1XtGHIpS1YtHwfX31/iJVbMhh1eWuu7t2SANs5PRolIiIiIuI39M3Xj0WHB3L3iC48eU9/2jSP4B/L9jBl3hrW7cikCcwkFBERERFpdCpoLgCXxIXxyK3JPHLrpQTZrfxt8TZmvLeePWn5vg5NRERERKRRacrZBaR7m1i63h3Dyi0ZLFy+jxnvr6dvJwdjrmx30S4cICIiIiIXNhU0FxiLxWDwpS3o3yWelHUHWbL2IBt3H+WKns0ZNbA1sZFBvg5RRERERKTBqKC5QAXarfziijYMSW7BZ6tSWb4pnRWbMxiS3IKRlyURE6HCRkRERET8nwqaC1xUWCB3XteJEQOS+NfqVL77MZ3lmzIYmtyCEZclER0e6OsQRURERETOmgqai0RsZBBjr+/MiMuS+Hx1Kv/ecJjvNqVzZXIiIy5rRWSYChsRERER8T8qaC4yzaKCuWt4F0YMbM3nK1P5Zn0a3/54mKt7t+T6Aa2ICLX7OkQRERERkTpTQXORiosK5p6RXRg5MIlPV6aS8v1Blm1M4+reLbmu3yVEacRGRERERPyACpqLXHxMCPfd0JVRlyfx2cpUUtYd5OsfDnF59wSG9W9F89hQX4coIiIiIlIjFTQCQPPYUO7/RTduHNyGL9cdYsWWDJZvyqBXRwfDB7SiXWKkr0MUERERETmFChqpJj46hDuHdeLGK9rw9fo0/r0hjQ27sul4SRTDB7SiR7tYLIbh6zBFRERERAAVNFKDiFA7o4e0ZcRlrfhuUwZffn+Q2R9vJrFZKNcPaMWArvHYrBZfhykiIiIiF7k6fSMtKipi1KhRpKWlndK2Y8cORo8ezbBhw5gyZQoul6vBgxTfCbLbuK7fJTz/wEDuHdUFDHjzXzt4/G+rWbL2AEWlFb4OUUREREQuYrUWNJs2beLXv/41qampp22fOHEi06ZNIyUlBdM0mT9/fkPHKE2AzWrh8u7NmX5Pfx6+5VLio4P557/38j9/XcnbX+zgYGahr0MUERERkYtQrQXN/PnzeeKJJ4iLizul7fDhw5SVlZGcnAzA6NGjWbp0acNHKU2GYRj0bBfLY7f35ql7+nN59wTW7sjkybe/Z8b761m7PROX2+PrMEVERETkIlHrMzTPPvtsjW1ZWVk4HA7vvsPhIDMzs2Eikybvkrgwfnt9Z8Zc2Y6VmzNYtuEwcz/dRmSYnSuTExma3EK/ZyMiIiIijeqcFgXweDwYJ614ZZpmtf26io0NO5cwGpzDEe7rEPyKA2h9SQy/Ht6VDTuz+HzFPhav2M/nq1IZ1LMFI69oQ5fWMWf1z0at761c+RXly38oV/5F+fIvypf/UK78wzkVNAkJCWRnZ3v3jx49etqpabXJySnC4zHPJZQG43CEk52t50HOVlKzEMbd1J3MYyX8e8Nhlm/O4LsfD5PYLJTBPZtzWfcEIkLsDfJeypV/Ub78h3LlX5Qv/6J8+Q/lqumwWIwzDoCcU0GTmJhIYGAg69evp0+fPixevJghQ4acyyXlAhEfHcJt13Tgl4Pbsmb7EZZvzuCjZXv453/2ktyhGYN7tqB7mxgsFv2mjYiIiIicvbMqaO677z7Gjx9Pjx49mDlzJlOnTqWoqIhu3boxduzYho5R/Fig3crQ5ESGJidyOLuI5ZszWLX1COt3ZhMdHsigHglc0bMFcVHBvg5VRERERPyQYZqmz+d6acrZxcXl9vDj7qMs35zB1v05mCZ0bhXF4J4t6NPJgT3AWqfrKFf+RfnyH8qVf1G+/Ivy5T+Uq6ajUaeciZwNm9VC385x9O0cR25BGSu3HmHF5nTmfb6d97+y0qdTHJd1jadzq2hNSRMRERGRM1JBIz4VExHEDZe3ZuTAJHYezGPllgy+/ymLFZsziAyzM6BLPAO6xtM6IbxRVkkTEREREf+mgkaaBIth0CUpmi5J0YytcLNpbw5rth1h2YY0vvz+EPHRwQzoGs9l3RJIiAnxdbgiIiIi0kSooJEmxx5gpV/nOPp1jqO4rIL1O7NZs+0In61M5dOVqbROCOeyrvFcf0VbX4cqIiIiIj6mgkaatNCgAIZc2oIhl7bgWGE563ZksmZ7Jh8t28M//r2Hdi0i6d3RQZ9ODhxaKU1ERETkoqOCRvxGdHggw/q3Ylj/VmTkFLPjUD7fbUxj/r/3MP/fe2gVH0afjg56d4ojsVmor8MVERERkfNABY34peaxofTsnMDVyS3Iyitlw85sNuzK5pPl+/lk+X6ax4Z4R26S4rWggIiIiMiFSgWN+L24qGCuH9CK6we04lhhORt3Z7N+ZzZL1hzkX6sPEBsRRK8OzejZPpZOl0QTYLP4OmQRERERaSAqaOSCEh0eyNW9W3J175YUlVawcXc2G3Zm8+2mdL5en0ZggJWuraO5tH0zerSNJTo80Nchi4iIiMg5UEEjF6yw4AAG92zB4J4tKK9w89OBY2zam8PmvUfZuPsoAK3iw+jZrhmXtoulTfMI/ZCniIiIiJ9RQSMXhcAAK5e2b8al7Zthmh05nF3Mpr1H2bw3h3+tTuXzVamEBQfQo20sPdrG0KV1DJGhdl+HLSIiIiK1UEEjFx3DMGgZF0bLuDBGDmxNUWkFW/fnsHlP5ejN6m1HAGjpCKNbm2i6tY6hwyVRBAZYfRy5iIiIiPycChq56IUFB3BZ1wQu65qAx2NyILOQ7am5bNufyzfr00hZdwib1aB9YiTd2sTQtXUMSfHhmp4mIiIi0gSooBE5icVi0KZ5BG2aRzByYGvKK9zsPpTHttRctqceY8G3+1jw7T5Cg2x0Toqmc6toOl0SRQtHKBYtDS0iIiJy3qmgETmDwAAr3dvG0r1tLAD5xU52VBU32w/ksn5nNgChQTY6XhJFp0ui6NgqilZxGsEREREROR9U0IjUQ2Soncu6JXBZtwRM0yQnv4ydh/LYeTCPXYfyvKunBQda6dAyylvkJCWEY7Pq929EREREGlqdCprPPvuM119/HZfLxW9/+1vuuOOOau2vvvoqCxYsICIiAoBf/epXp/QRudAYhkGzqGCaRQUzqEdzAI4VlrPz0DF2Hcxj56E8Nu/NAcBus9C6eQTtEiNonxhJu8RIIkK0ipqIiIjIuaq1oMnMzOTll19m4cKF2O12brvtNgYMGED79u29fbZu3cqsWbPo1atXowYr0tRFhwd6FxgAKCh2sutQHrvS8th7uIAv1x1iiecgAHFRwdUKnERHKFaLRnFERERE6qPWgmbVqlVcdtllREVFATBs2DCWLl3KQw895O2zdetW5s6dy+HDh+nXrx+PP/44gYH6BXaRiFA7fTvH0bdzHADOCjepRwrZm57PnrR8tqUeY/W2TKDyeZ02zcNplxhJ64Rw2jSPIDo8EEOLDYiIiIjUqNaCJisrC4fD4d2Pi4tj8+bN3v3i4mK6dOnCxIkTSUpKYtKkSbz22mtMmDChcSIW8WP2ACsdL6l8toYBYJomR/PL2Hs4nz2H89l7uIClaw/i9pgARIQE0Lp5BK0TwmndPII2CeFEhul/FoiIiIgcV2tB4/F4qv0fYtM0q+2HhoYyb9487/4999zD5MmT61XQxMaG1blvY5u/9XN+1X2Ur8OQOnI4wn0dwjmLi4uga4c47355hZvU9Hz2HMpjd1oeuw/l8fmqVKpqHGIjg+hwSRTtL4miXWIUbVpEEBMR5BcjORdCvi4WypV/Ub78i/LlP5Qr/1BrQZOQkMAPP/zg3c/OziYu7sSXr/T0dFatWsWYMWOAyoLHZqvf4mk5OUV4jn9b87GPt/2Lq+KH+joMqQOHI5zs7EJfh9EoYkIC6N/JQf9OlaOjZU4XBzOLSM0oIPVIIfvTC1iz9Yi3f3hIAK3iwrgkLpxL4sNoFRdGQmxIk3om50LO14VGufIvypd/Ub78h3LVdFgsxhkHQGqtPC6//HL+8pe/kJubS3BwMF9++SVPP/20tz0oKIiXXnqJAQMG0LJlSz744AOuvfbaholeRAAIsttOTFWrUlLmIi27iIOZhRzMKuJQZhFfrz+Ey135PwdsVguJjtCqQieMlo4wWjhCtbqaiIiIXFBqLWji4+OZMGECY8eOpaKigjFjxtCzZ0/uu+8+xo8fT48ePZg+fTq///3vqaiooHfv3tx9993nI3aRi1pI0KlFjsvt4UhuCYcyiziUVcTBrEI27j7K8s0Z3j4RIQG0aBZKoiOMxGahJDpCSWwWSkhQgC8+hoiIiMg5MUzT9Plcr6Y05Wzcssf469Uv+joMqQMNBdeNaZrkFTk5fLSI9Oxi0o4Wk360mMNHiyl3ur39osMDSWwWSotmoTSPDSEhJoTmsaGEhwQ0yPM5ypf/UK78i/LlX5Qv/6FcNR3nPOVMRPybYRhEhwcSHR5I9zax3uMe0yS3oIzD2ZUFTlp2MYePFrFzYx4VLo+3X2iQjYTYEJrHnCh0EmJDcEQFY7M2nWd0RERE5OKkgkbkImUxDJpFBtMsMphL2zfzHj9e6BzJKSEjp4SM3BKO5BSzZV8OK7acmLpmtRg0iwomPjqYuOhg4qNDvNuxkUFNakECERERuXBdlAXNv/Z9yRepX9fYPm7ZYzW2jWj9X4xse11jhCXSJJxc6HRvG1utraTMxZHcEjJyisnIKSHzWAlZx0rZeTCP8ooT09esFoPYyCDio0OIqypy2ifFYDegWWQQgQHW8/2xRERE5AJ1URY0I9teV2NRomdoRGoWEmSjbYsI2raIqHbcNE3yi51kHSv1FjmZx0rJOlbCrrS8as/qAESE2nFEBtEsKhhHVBDNIoO9+zERgRrdERERkTq7KAsaEWlYhmEQFRZIVFhgtVXXoLLYKSipwIXB7tQcsvPLOJpXytH8MvYezuf7HVl4TlqbxGIYRIfbiY0IIiYyiNiIyr+YiCBiIwKJjQwiyK5/dYmIiEglfSsQkUZlGAaRoXYcjnBiQ09dGtrt8ZBbUM7RvNLKYie/lJz8cnILytiTls/3hVm4f7YKYmiQrarACSI6PJCo8EBiqhY+OP6nokdEROTioP/ii4hPWS0WHFHBOKKC6XKado+ncjpbTn4ZOQVl5BZUvubkl3E0v4w9h/MpKq045bzgQNuJAiessuiJCrMTGRpIVLidqNBAIsPsWqlNRETEz6mgEZEmzWI5sex0eyJP28dZ4SavqJxjheXkFpaTV/V6rOovLbuIgmInp/vVrbDgACLD7JVT5kLtRIYFEhlqJ+Kkv8hQO6FBtgb5PR4RERFpWCpoRMTv2QOsxEWHEBcdUmMfj8ekoMRJfpGTvKJy8orKK7eLneQVlpNfXE760WIKip2nTHGDypXbwkMCThQ5IZWv4SF2wkMCTnqt3NZKbiIiIueHChoRuShYLCcWLkgivMZ+HtOkuLSCgmInBcVO8kucFBSf2C8ocZJf7ORwds3FD0BggLVagRMeHEBocABhwQGEhQQQFlS1fXw/OEDT30RERM6CCpqfGdNtpK9DEBEfshhG1WiLnUTHmfuapklpuYvCkoqqPyeFpVWvJSde84ucpGUXUVRagbPCU+P1Au1Wb6ETGmwjJCiA0CAbocdfgwMICax8PX48JMhGkN2q6XAiInLRUkFD5ZeSsr17KNu/j4FWk2ObUwhq05agdu31JUFEamQYBiFBAYQEBRAfU7dznBVuikorKCqtoLi0gqIyV+V+iZOi0srt4rLKv9yCckrKKiguc9U4ElQZB4QE2ggJshESGFD1aiO46tW7H1j5GhR4fN/q3dbokIiI+KuLuqAxXS7yV3xH7tIluAsLMN1ucLnAZsOwWrGGRxBz/XAirxiCYbuob5WINBB7gJWYACsxEUF1Psc0Tcor3BSXuqqKHZe30Ckpc1FSXlH16vK+Hskt8e6XV7hrfQ+b1UJIoJXgQBvhoXZsFoMgu42gQCvB9spRoCB7ZQEUZK86Fmit7BNQ2RZY1cdmteh/BomIyHlz0X5L95SVkTZ7FuUHUjGdzuqNLhemy4WrPJvs+R9RsHYNLf/wCJagun8BERFpKIZRVVzYbcRG1v/fQy63h5JyF2XlLkrL3d7tknIXpeUuSp3uyteqP7cJBUXl5BSUUVruoszppszpxuWuebrcySyG4S1uguxWAqsKHntA5XZg1bHKPwuBAVbsx/sd37ZZsR9vC6jcttus2KyGiiUREanmoixoTJerspjZvw/T5TpzX6eT8v37SJs9i0v+5zGN1IiI37FZLUSE2IkIsdepv8MRTnZ24SnHXW5PZXFTVeSUOitfy6sKnvIKN2UnH6s40VbmdJFXVE55hQdn1fHyCvcZp9KdjmHgLYzsNktlsWOzYLdZCDjpWIDNQqDNSkBAVZutsiA6sV/ZJ8B2oj3AZj1p20KA1YLNZsGiAkpEpEm7KL+d56/4rnJkppZi5jjT5aL8QCr5K5cTNfSqRo5ORKRpslkthAVbCAsOaLBrutweyk8qcJwVnqpXd2Xx4zpx3Fnhxuk6sV3uPeahwuWmpMxFvuv4/sltdRtZqonNamCznih0vNtVBU+A9cQxm9XwHrdZj/cxTmxbLd7r2Y73sxjVX0/qZ7VWHrceP89iwWo1sFo0UiUiclydCprPPvuM119/HZfLxW9/+1vuuOOOau07duxgypQpFBcX07dvX5566ilsTXQkwzRNcpcuOXWaWW3nOZ3kLvmCyCFX6j8iIiIN5PiX99CghiuSfs5jmlRUFTYVVcWPs9p+ZeF0YtuDy+Whwl2573JX71vhPtHurKg8r6TchavquMvtocJtnrTtOe2Pup4rm9XAaqkspCwGWK0WrCcVP1ZLZeFktfxs22rBYjEqCyWLUVUgWWrYrty3HO9rMaptW62VI1je41YDq3Giz2lfq9otJx//2TkaFROR+qi16sjMzOTll19m4cKF2O12brvtNgYMGED79u29fSZOnMgzzzxDcnIykydPZv78+dx+++2NGvjZKtu7B3dhwVmd6y4soGzvHoLbd2jgqEREpLFYDMP7zI6vuD0eXC4Tl+d40WNWFkDumrfdHtN7zH28zfOzfbcHu91GUXE5Lk/l8crzTt6ufC2vcOH2VG673SYej1kZV9W+u2r/+LavHR+FslioVvSc/Gq1GBgWA4vBKW0WS2XuTxwDi8WCYfCzY1XvU3Xce73j2xgYJ13r+HaN51QdNwyj8r0s1Y9FRgRRVFRe1fekfiftV98+0ed0+9XOpfpxwzAwoFofDAMLp17DOO2xqnOoPB8DLAbgfZ+T30NFqPhOrQXNqlWruOyyy4iKigJg2LBhLF26lIceegiAw4cPU1ZWRnJyMgCjR49mzpw5Tbeg2b+vcjWzs2C63ZSl7ldBIyL/v737C4lq2+MA/t3O+K9z8pQ1k2FyrnoKItC6RGV59E6EmaMpIaRCPkhBEHmwAyUR9dIfky5S1FthREV/HkKMEqMQKqVQSHvowVuZWpaTVmbNmZkze92HmdnzJ82yP7P26fuBcNbaa69Z26+z8dd2ZhN9FkNEBAxRQDS+flE13nueRD2CfAAACP1JREFUvoQQAkLAXwB5/6m+4kd4CiY1dJvvqwhu+8epUFXPVbPQbUKEzOOdwzdWBO4XsM03hyoQ3Cf8/S63CqEKuNW/IYRnHt92re1dg+ptC+++wjdWwNvn3UcVCH/ZJ5fAogj4sFgKKoiAMcchoAjzFUlBc2htT2dg0abN5V2Md3TA3AH7afuMsd37OCrSgL9d7qA14YN1+NeMkDkU/1Qf7IeAvuB9/QOUMcZq8wXNHbKeMY7Fvwb/gND1IWR+g6Jg1eI5ME+fAtlNWNAMDg7CZPLfXc5sNqOrq2vc7SaTCS9evPisRcyY8fNnjf8SfxmE56OZJ8PtRqxBwGQa/y7j9H0xC31hXvrBrPSFeYWHrwASIUWU8Pa5AwqmwLavSNIKIxFaWPn38T8O6FOD+1QhgJB9QucIfE5/GwD8xzDeOO0rAtr4hDHa2LHHIHSbrx+e74vne+x/LgDasfr6teP2HErQWN+8Y80jAvcJeOz54h9niIgYd07teX1rhf84fE8q/A+19WntgOMVWl/Acfsn8o8fZ50iYFL/XGOsYaz5xpkzIkLB7/9O0sX5ZcKCRlXVoMuIQoig9kTbP8XQ0Kj2g/ut2d0KYDROrqgxGGB3K1/9f8Jocr7F/0rSt8O89INZ6Qvz0g8FgNmbl3atLsK3JfAryYCvLQ8ZvgcREcpHL4BMeGvohIQE2Gw2rW2z2WA2m8fd/vLly6DtsolJToFimNwlf8VgQMy/kr/yioiIiIiIaLImLGiWL1+OtrY2DA8Pw263o7m5GVlZWdr2xMREREdHo6OjAwDQ0NAQtF02Mam/wTA1blL7GuPiEJP628QDiYiIiIjou5iwoJk1axaqqqpQXl6OoqIi5OfnIy0tDZs2bcL9+/cBAIcOHcKBAweQm5uL9+/fo7y8/JsvfLIURUF87hooUZ92gzltv6goTM/N46d4EBERERFJRBFCfJ83r3zE93wPDeC5UWbff2vhePzok26uqRiNiElOwZw/t0OR9P46PyL+bau+MC/9YFb6wrz0hXnpB7OSxxe/h+afSDEaMeePbYhOTpnwSo0SFYWY5BQk/rGNxQwRERERkWR+2N/QI2JikPTndry5fRPDV6/A/XbEc38atxswGKAYDDDGxWF6bh5+WfE7ixkiIiIiIgn90L+lK0YjpmVb8EvWf/DXw/95bpppELC7FcQkpyAmJZXvmSEiIiIikpgUBU1ERLiLBgU/zZuHn+bNw4wZP2NoaDTM66FPFf6fHfoczEs/mJW+MC99YV76wazkMFEOUnwoABERERER0WT8kB8KQERERERE/wwsaIiIiIiISLdY0BARERERkW6xoCEiIiIiIt1iQUNERERERLrFgoaIiIiIiHSLBQ0REREREekWCxoiIiIiItItFjRERERERKRbLGi8GhsbkZeXh5ycHJw5cybcy6ExjI6OIj8/H/39/QCA1tZWFBQUICcnB3V1dWFeHQU6evQorFYrrFYramtrATAvmR0+fBh5eXmwWq2or68HwLxkd/DgQVRXVwNgVjLbsGEDrFYrCgsLUVhYiM7OTuYlqRs3bmDdunVYs2YN9u7dC4CvLV0RJJ4/fy4sFot49eqVePfunSgoKBDd3d3hXhYFuHfvnsjPzxcLFiwQfX19wm63i+zsbNHb2ytcLpeoqKgQLS0t4V4mCSFu374t1q9fLxwOh3A6naK8vFw0NjYyL0nduXNHlJSUCJfLJex2u7BYLOLBgwfMS2Ktra1i6dKlYseOHTwXSkxVVZGZmSlcLpfWx7zk1NvbKzIzM8XAwIBwOp2itLRUtLS0MCsd4RUaeCrwZcuWYdq0aZgyZQpWr16NpqamcC+LAly4cAF79uyB2WwGAHR1deHXX39FUlISjEYjCgoKmJkkTCYTqqurERUVhcjISKSmpqKnp4d5SWrJkiU4deoUjEYjhoaG4Ha7MTIywrwk9fr1a9TV1WHz5s0AeC6U2aNHjwAAFRUVWLt2LU6fPs28JHXt2jXk5eUhISEBkZGRqKurQ2xsLLPSERY0AAYHB2EymbS22WzGixcvwrgiCrVv3z4sXrxYazMzec2dOxcLFy4EAPT09ODq1atQFIV5SSwyMhJHjhyB1WpFRkYGX18S2717N6qqqhAXFweA50KZjYyMICMjA8eOHcPJkydx7tw5PHv2jHlJ6MmTJ3C73di8eTMKCwtx9uxZvrZ0hgUNAFVVoSiK1hZCBLVJPsxMft3d3aioqMD27duRlJTEvCRXWVmJtrY2DAwMoKenh3lJ6OLFi5g9ezYyMjK0Pp4L5bVo0SLU1tZi6tSpiI+PR3FxMY4cOcK8JOR2u9HW1ob9+/fj/Pnz6OrqQl9fH7PSEWO4FyCDhIQEtLe3a22bzab9aRPJKSEhATabTWszM7l0dHSgsrISO3fuhNVqxd27d5mXpB4+fAin04n58+cjNjYWOTk5aGpqgsFg0MYwLzlcuXIFNpsNhYWFePPmDd6/f4+nT58yK0m1t7fD5XJpBagQAomJiTwXSmjmzJnIyMhAfHw8AGDVqlU8D+oMr9AAWL58Odra2jA8PAy73Y7m5mZkZWWFe1n0Eenp6Xj8+LF2mfjy5cvMTBIDAwPYsmULDh06BKvVCoB5yay/vx+7du2C0+mE0+nE9evXUVJSwrwkVF9fj8uXL6OhoQGVlZVYuXIljh8/zqwk9fbtW9TW1sLhcGB0dBSXLl3Ctm3bmJeELBYLbt26hZGREbjdbty8eRO5ubnMSkd4hQbArFmzUFVVhfLycrhcLhQXFyMtLS3cy6KPiI6ORk1NDbZu3QqHw4Hs7Gzk5uaGe1kE4MSJE3A4HKipqdH6SkpKmJeksrOz0dXVhaKiIhgMBuTk5MBqtSI+Pp556QDPhfKyWCzo7OxEUVERVFVFWVkZFi1axLwklJ6ejo0bN6KsrAwulwsrVqxAaWkpUlJSmJVOKEIIEe5FEBERERERTQb/5IyIiIiIiHSLBQ0REREREekWCxoiIiIiItItFjRERERERKRbLGiIiIiIiEi3WNAQEREREZFusaAhIiIiIiLdYkFDRERERES69X9l3nlYxAc0lgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def ch_sq(t,k,var):\n", + " var =4\n", + " k = 2\n", + " mean = k\n", + " median = k*(1-2/9*k)**3\n", + " mode = max(k-2,0)\n", + " std = 2*k\n", + " den = 1/((2)**(k/2))*(math.gamma(k/2))*(var)\n", + " P = [ (den*(((i)**(k/2-1))*np.exp(-(i/2)/2*var))) for i in t1 if i>=0]\n", + " return P,mean,median,mode,std\n", + "\n", + "t = np.linspace(-10,10,100)\n", + "out = ch_sq(t,2,4)\n", + "plt.plot(out[0]) \n", + "plt.title(\"chi-squared distribution P**2 \")\n", + "plt.plot(out[1],marker='*',ms = 15,label= 'mean')\n", + "plt.plot(out[2],marker='+',ms = 15,label='median')\n", + "plt.plot(out[3],marker='o',ms = 15,label='mode')\n", + "plt.plot(out[4],marker='^',ms = 15,label='std')\n", + "plt.legend(loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [B] Discrete distributions :" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean of bernouli 1 distribution at p(failure)=0.1 is: 0.09000000000000001\n", + "variance of bernouli 1 distribution at p(failure)=0.1 is: 0.09000000000000001\n", + "mean of bernouli 2 distribution at p(failure)=0.5 is: 0.25\n", + "variance of bernouli 2 distribution at p(failure)=0.5 is: 0.25\n", + "mean of bernouli 3 distribution at p(failure)=0.8 is: 0.15999999999999998\n", + "variance of bernouli 3 distribution at p(failure)=0.8 is: 0.15999999999999998\n", + "mean of binomial distribution at n=20,p=0.4 is: 4.8\n", + "variance of binomial distribution at n=20,p=0.4 is: 4.8\n", + "mean of geometric distribution at p=0.5 is: 2.0\n", + "variance of geometric distribution at p=0.5 is: 2.0\n", + "mean of poisson distribution at lamda=5 is: 5\n", + "variance of poisson distribution at lamda=5 is: 5\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def bernouli(p):\n", + " x =[0,1]\n", + " mean =(1-p)\n", + " var =p*(1-p)\n", + " ber_pmf=[]\n", + " for i in x:\n", + " if (i==0):\n", + " ber_pmf.append(p)\n", + " if i==1:\n", + " ber_pmf.append(1-p)\n", + " return ber_pmf,mean,var\n", + "\n", + "def binomial(n,p):\n", + " mean = n*p\n", + " var =n*p*(1-p)\n", + " bio_pmf=[]\n", + " for r in range(n+1):\n", + " y=(math.factorial(n)/(math.factorial(n-r)*math.factorial(r)))*(p**r)*((1-p)**(n-r))\n", + " bio_pmf.append(y)\n", + " return bio_pmf,mean,var\n", + "\n", + "def Geometric(p):\n", + " mean = 1/p\n", + " var = (1-p)/p**2\n", + " geo_pmf=[]\n", + " for k in range(7):\n", + " if p>=0.01:\n", + " y=((1-p)**(k-1))*p\n", + " geo_pmf.append(y) \n", + " return geo_pmf,mean,var\n", + "\n", + "def poisson(lamda):\n", + " mean = lamda\n", + " var = lamda\n", + " p_pmf=[]\n", + " for k in range(0,25):\n", + " y=((lamda**k)*(np.exp(-lamda)))/math.factorial(k)\n", + " p_pmf.append(y) \n", + " return p_pmf,mean,var\n", + "\n", + "out=[bernouli(0.1),bernouli(0.5),bernouli(0.8),binomial(20,0.4),Geometric(0.5),poisson(5)]\n", + "name = [\"bernouli 1\",\"bernouli 2\",\"bernouli 3\",\"binomial\",\"geometric\",\"poisson\"]\n", + "data=[\"p(failure)=0.1\",\"p(failure)=0.5\",\"p(failure)=0.8\",\"n=20,p=0.4\",\"p=0.5\",\"lamda=5\"]\n", + "\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(15,10)) \n", + "c = 1 \n", + "for i in range(len(out)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(out[i][0],use_line_collection=True)\n", + " plt.title(str(name[i])+\" distribution at \"+str(data[i]))\n", + " print(\"mean of \"+str(name[i])+\" distribution at \"+str(data[i])+\" is: \",out[i][2])\n", + " print(\"variance of \"+str(name[i])+\" distribution at \"+str(data[i])+\" is: \",out[i][2])\n", + " c =c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Signal measures :" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [], + "source": [ + "x1 = [1, 2, 3, 2, 1, 2, 3, 4, 3, 2, 1]\n", + "x2= [1, 2, 1, 2, 1, 2, 1, 2]\n", + "x3 = [1, 2, 3, 2, 4, 6, 4, 8, 12]\n", + "x4 = [2, 4, 2, 4, 2, 4, 2, 4]\n", + "x5 = [1, -2, 3, -2, 1, -2, 3, -4, 3, -2, 1] \n", + "x6 =[2*x1[n]+1 for n in range(len(x1))] \n", + "x = [x1,x2,x3,x4,x5,x6]" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [], + "source": [ + "def autocorrelation(sequence1,sequence2,delay):\n", + " n =len(sequence1)\n", + " m = len(sequence2)\n", + " if (n-m) !=0 :\n", + " if n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inbulit =[sm.tsa.acf(x[i], nlags=2) for i in range(len(x))]\n", + "a = [autocorrelation(x[i],x[i],2) for i in range(len(x))]\n", + "for i in range(len(a)):\n", + " print(str((i))+\") auto correlation using inbulit library:\", str(inbulit[i]))\n", + " print(\" auto correlation using user function:\", str(a[i]))\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(20,15)) \n", + "c = 1 \n", + "for i in range(0,6):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(a[i])\n", + " plt.title(\"auto correlation plot for :\"+str(x[i]))\n", + " c = c+1" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0)cross correlation of x1 and x2 at lag 2 : [1.0, 0.30993385103046694, 0.28562531369474403]\n", + "1)cross correlation of x1 and x3 at lag 2 : [1.0, 0.2745187231627387, 0.4781047561122865]\n", + "2)cross correlation of x1 and x4 at lag 2 : [1.0, 0.30993385103046694, 0.28562531369474403]\n", + "3)cross correlation of x1 and x5 at lag 2 : [1.0, 0.0892618989509348, -0.21199701000847015]\n", + "4)cross correlation of x1 and x6 at lag 2 : [1.0, 0.3361921097770154, -0.39365351629502576]\n", + "5)cross correlation of x2 and x3 at lag 2 : [1.0, 0.4949775907203429, 0.13423121104280486]\n", + "6)cross correlation of x2 and x4 at lag 2 : [1.0, -0.8749999999999998, 0.7499999999999999]\n", + "7)cross correlation of x2 and x5 at lag 2 : [1.0, -0.17860862707794006, 0.07654655446197431]\n", + "8)cross correlation of x2 and x6 at lag 2 : [1.0, 0.44924705526766295, 0.5043160491391829]\n", + "9)cross correlation of x3 and x4 at lag 2 : [1.0, 0.08979133729352982, -0.15713484026367724]\n", + "10)cross correlation of x3 and x5 at lag 2 : [1.0, 0.03025445104080258, 0.010084817013600878]\n", + "11)cross correlation of x3 and x6 at lag 2 : [1.0, 0.3787659194337463, 0.27054708530981886]\n", + "12)cross correlation of x4 and x5 at lag 2 : [1.0, -0.17860862707794006, 0.07654655446197431]\n", + "13)cross correlation of x4 and x6 at lag 2 : [1.0, 0.44924705526766295, 0.5043160491391829]\n", + "14)cross correlation of x5 and x6 at lag 2 : [1.0, 0.0892618989509348, -0.21199701000847018]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cross =[autocorrelation(x[i],x[i+j+1],2) for i in range(len(x)-1) for j in range(len(x)-1) if i+j+1 < len(x) ]\n", + "name = [\"x\"+str(i+1)+\" and x\"+str(i+j+2) for i in range(len(x)-1) for j in range(len(x)-1) if i+j+1 < len(x) ]\n", + "for i in range(len(cross)):\n", + " print(str((i))+\")cross correlation of \"+str(name[i])+\" at lag 2 :\", str(cross[i]))\n", + "fig , ax = plt.subplots(nrows = 5, ncols = 3,figsize=(15,25)) \n", + "c = 1 \n", + "for i in range(len(cross)):\n", + " plt.subplot(5,3,c)\n", + " plt.stem(cross[i])\n", + " plt.title(\"cross correlation for \"+str(name[i])+\" at lag 2 :\\n\")\n", + " c = c+1" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time for inbulid function : 7.00001692166552e-07\n", + "time for my function : 3.9999940781854093e-07\n", + "time difference :\n", + " 3.00002284348011e-07\n", + "time for inbulid function : 1.0000003385357559e-06\n", + "time for my function : 7.999988156370819e-07\n", + "time difference :\n", + " 2.00001522898674e-07\n", + "time for inbulid function : 7.999988156370819e-07\n", + "time for my function : 8.00002453615889e-07\n", + "time difference :\n", + " -3.637978807091713e-12\n", + "time for inbulid function : 7.999988156370819e-07\n", + "time for my function : 6.000009307172149e-07\n", + "time difference :\n", + " 1.9999788491986692e-07\n", + "time for inbulid function : 6.999980541877449e-07\n", + "time for my function : 7.00001692166552e-07\n", + "time difference :\n", + " -3.637978807091713e-12\n", + "time for inbulid function : 6.000009307172149e-07\n", + "time for my function : 3.9999940781854093e-07\n", + "time difference :\n", + " 2.00001522898674e-07\n" + ] + } + ], + "source": [ + "inbulid =[sm.tsa.acf(x[i], nlags=2) for i in range(len(x))]\n", + "a = [autocorrelation(x[i],x[i],2) for i in range(len(x))]\n", + "for i in range(len(a)):\n", + " inb= timeit.timeit(stmt = \"inbulid[i]\",number=1,globals=globals())\n", + " user = timeit.timeit(stmt = \"a[i]\",number=1,globals=globals())\n", + " diff = inb - user\n", + " print(\"time for inbulid function :\",inb)\n", + " print(\"time for my function :\",user)\n", + " print(\"time difference :\\n\",diff)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [3] Noise :\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### WHITE NOISE : .\n", + "White noise has zero mean, constant variance, and is uncorrelated in time. As its\n", + "name suggests, white noise has a power spectrum which is uniformly spread\n", + "across all allowable frequencies.\n", + "\n", + "###### RED NOISE :\n", + "Red noise has zero mean, constant variance, and is serially correlated in time,\n", + "such that the lag-1 autocorrelation between two successive time samples has\n", + "correlation coefficient 0 < r < 1. \n", + "###### generate a n(0, 1) red noise sequence xj from a white noise sequence wj , we set\n", + "x1 = w1\n", + "\n", + "x(j+1) = rxj + ((1 − r**2)*0.5)*(wj+1) , j ≥ 1" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unif = np.random.uniform(0,1,500) # mean =0,std =1 noise\n", + "wh_no = [np.random.normal(0, 1) for i in range(500)] # white noise seqquence\n", + "def red_noise(white): # red noise sequence\n", + " r=0.85\n", + " red=[0]\n", + " for i in range(len(white)):\n", + " x = r*(red[i]) +((1-r**2)*0.5)*(white[i])\n", + " red.append(x)\n", + " return red[1:]\n", + "\n", + "noise =[unif , wh_no,red_noise(wh_no)]\n", + "name =[\"uniform\",\"white\",\"red\"]\n", + "colors = [\"blue\",\"black\",\"red\"]\n", + "fig , ax = plt.subplots(nrows = 1, ncols = 3,figsize=(30,10)) \n", + "c = 1 \n", + "for i in range(len(noise)):\n", + " plt.subplot(1,3,c)\n", + " plt.plot(noise[i],color=colors[i])\n", + " plt.title(str(name[i])+\" noise\")\n", + " c = c+1" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n=np.arange(0,10)\n", + "A = [np.random.uniform(0,4) for i in range(10)]\n", + "phi = [np.random.uniform(0,2*np.pi) for i in range(10)]\n", + "x = A*(np.cos(0.2*n)+phi)\n", + "\n", + "env= [random.gauss(0,1) for i in range(10)]\n", + "noise=[5*(np.sin(2*np.pi*i)) for i in env]\n", + "\n", + "total = x + noise\n", + "\n", + "plt.plot(x,label='original signal')\n", + "plt.plot(total,label = 'noisy signal')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bonus :" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Image Properties :\n", + "Number of Pixels: 334170\n", + "Shape/Dimensions: (235, 474, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import cv2\n", + "#read image \n", + "img = cv2.imread('C:/Users/sonuk/OneDrive/Documents/iitg.jpg')\n", + "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + "#show image\n", + "plt.imshow(img) \n", + "print(\"Image Properties :\")\n", + "print(\"Number of Pixels: \" + str(img.size))\n", + "print(\"Shape/Dimensions: \" + str(img.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": 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SqJ02AY5zrUSSLN4ALnC7EFKdw4APoftX8EkP2I59XeoMtAna7Uj6MY/n6E8/BeF6UhN0o7UTWB1i+wvAg0BZ0LajsGlBIvX1Oqr9xqkS4D++H2At8AjwTZXdyinkIf7WoEVLVmqCbrS+AT4ALne7ICISD/YD04FJNe92J3cylamkai5+vSkASwTeAA4FznC7ICISRbu8PzCj6GHSWuynJ2cyjGFuFympqQlaInAkcHiI7V7ghgYui4hES1OacGJKZ7pwIplkul2cpKcacNRdCCygcU5/8AI/xUa5ikii2QZMA+7HuoRbuVucpKcAHHXtsaxOjbFxwQG+Bk5yuyAiEoFiYBPQBfs6rWkysaUAHHVbsVHDjbEGLCIiddUYq2lhKgdOCWP/Dij4+q0Arq2ybQhwBJaCUkSk8WqkNWAHa2xpVsd9y1FjTCT8iy0ET1coA87FJhu2R19WRCS+xS5PfZ1qwAUFBQwZMoQtW7YAkJOTw9ChQxkwYAAzZsyo2G/9+vVkZ2czcOBAJkyYQFlZWXWHrINyoAALlDVxgANhHnsXcGYd9/Wg4BupqosvgF3LEuBobOKhiCSz/RzAadD839G2n1hlwK41AK9Zs4bLL7+cTZs2AVBUVMT48eN5+OGHee2111i3bh3Lly8HYMyYMdx1110sWbIEx3GYM2dOPYr2ETYU4J5a9tsP9Avz2G2wpPHijveBbtiXGwdLeqdl40SSUR+GUMQWGnYRjmg6hIMrEtFRawCeM2cOkyZNIjPT5oStXbuWTp060bFjR9LS0hg6dCiLFy9m69atFBUV0aNHDwCys7NZvHhxPYp2JvbBPKWW/Q7BgrUklk+BllhLxy+BK6vZ7zvCb+EQkYZRBnxb4x5reZPm3ETiBuDq+LsnI1drAL733nvp1atXxf28vDwyMjIq7mdmZpKbm3vQ9oyMDHJzc+tVOGkM0oB1wLIQj/0PuMb3uEgyKQI+dLsQUfAjMKPWvWAhyTfm1z+WKHJhd256vV48nkBntOM4eDyeareLRO4E4E23CyESA82A3m4XIgpaQ6NdmCEFaFHvI4SlXbt25OfnV9zPz88nMzPzoO07d+6saLYWaRgLCa874q9YTutX6rj/E4T/YTMTa17fUMf9Pwce8v0riWsF9tpvdrsgjcR0bHBnYgk7AHfv3p2NGzeyefNmysvLWbRoEf369aNDhw6kp6ezerUtcbdgwQL69Qt3cFSwjcDT9Xi+ND5DgV617hXQF7iLus/z7kndR8/7FWEDBeva/5UD3IGtVCWJqxwoJfn6PePVH4CmbhcibGE3Qaenp3P//fdzyy23UFxcTP/+/Rk0aBAA06dPZ+LEiRQUFNC1a1dGjhxZj6K1BDrV4/kitTnL91NXPSM4xxDgIuDEOu7fH3gc6BPmeZ72nSPcLwjhmo2NYp+KJZ2R0PoR/uwMaWwaaSIOiQ8OkA285HZBksBX2ApVbWN8nsux1+sTwssQ53cJ1vD2PErCIo2dArBEySCsD7ZJGM9xsEEcP8SkRJFzsLWOk2GUarR9h418PYG6ZZKrqjXWJF9E3QOwA5wGNMea6EWSgwKwRMkOrPYVTq3Gn4TjqJiUKHIOtjCbmlijbxuWVSicnOn+18ND/L1XRCIXxxOzPgB+iwYxuCELq6GEox3hNynG6weqh/CDbxmW27qhrMMGnSWao7A0pOG8V/yvRzy+V0QiF8cBuDc2eOXPKAg3tFeAdLcLkWBSge/dLoSIJJA4DsAeoBBbOEEBOHLhTIHxS0UDZMLV0It2/JS6z1+OFwXAPvT3LGIStA94O9bfGMffH6JqF5bzOpJa6bnAAqBVVEskEr4+WBD+mPAG64kkpwSNYCOx2nFjcT+R50N+CwVfiQ8rgc+IJPg6OKyL+5zg+7G/021uF0QSRILWgEWkMSmjjF9zCQuY73ZRavAFMA4bxHiDy2WRRKAALCIi4oIEbYIWERFJbArAdbYHmOZ2IUREJEkoANdZU6Cb24UQEZEkoQBcZy2wfMciIsluBbZedmU3cSn7KWj44iQpBWAREWEvexnMBb573bCVryobwz00ozlewlvIU0LTKGheBa4HxgO3ulwWERF3ePGyi11kkFHrvg6QR+wXv0x2CsCUAcVYcoCmLpdFRMRt/pCgdLSxpiZo0oCWKPiKiICtg32p24VoFJK8BnwAC6wNmSRfRESkdkleA74O+MjtQoiIiBwkyQPw0UBztwshIiJykCRvghYREYlPCVgDfhl4Eih1uyAiIiIRS8AacDdsTdEfgUNdLouIiEhkEnB48DhgF5DudkFEREQiloBN0JcDN6N5uyIiieEPV4DjdbsU8ScBA7CIiCSSK0ahxFohJGAfsIiISOJTDVhERMQFCsAiIuIah8DyD/FlAtAeyInZGdQELSIi9eAFyrEV5cI3HQtzV0axRNHh/2pQDqRi9dUS7PeMToe2asAiIlIPXwLDI372H4jH4AsWZFOAi4H1wB6gE/aFI0pnUA1YRESkNmcBLYD/Eq26qwKwiEjC2oJlBGyF5vkkHjVBi4gkrDeB57HmUUk0CsAiIglrJPA68J3bBZEIKACLiCS0EcCrwF63CyJhUh+wiEjCmw8MAA4J+5kODjczlpakMI104O4ol02qU6cacEFBAUOGDGHLli0AjBs3jgEDBjBs2DCGDRvGsmXLAFi/fj3Z2dkMHDiQCRMmUFZWFruSi4iITzaRBF+/QSzifJ4hj5O4jkt4kAeAgqiVTkKrdTnCNWvWMHHiRDZt2lSxbd26dTzzzDNkZmZW2nfMmDHcc8899OjRg/HjxzNnzhyuuOKKqBdaRESi53H2coB8FvIsN3MXh9EaaOZ2sZJerTXgOXPmMGnSpIpgW1hYyLZt2xg/fjxDhw5l1qxZeL1etm7dSlFRET169AAgOzubxYsXx7b0IiJSgw3AqBDbLwW+rbj3IO/xT74gndmcxhl05gTidbl4hydweNztYkRFrVf43nvvrXR/586dnHXWWUyaNIlDDz2UG2+8kblz59KlSxcyMjIq9svIyCA3Nzf6JRYRkTo6Drg/xPZH8DdZe/DQiWND7LMPS8N4eKwKF6HL3S5A1IQ9Crpjx47Mnj2bzMxMmjdvzogRI1i+fDlerxePJzAR3HGcSvdFRKShpWGJOqo6DMtvXJNDib/gCx6a46G528WIirAD8FdffcWSJUsq7juOQ1paGu3atSM/P79i+86dOw/qIxaR+toP9HC7EJLQfo/DSpygnMYODkUU8S2b6M8FlFAClFFGEeWUu1fUqhzHfpJE2AHYcRzuu+8+9u7dS2lpKf/5z3/45S9/SYcOHUhPT2f16tUALFiwgH79+kW9wCKNW0vgU7cLIQntQfZyP+V8y2524+Cwje104BiO51geYApXcRX7+Dt/oyPz+Y/bBQ7weOwnSYTdy37yySdzww03cPnll1NWVsaAAQMYMmQIANOnT2fixIkUFBTQtWtXRo4cGfUCi0hDKAO2Yqu/SMPZgTX7xnYE8uEsAGA4FzCLmWRzIcdzHgC96MWN3Mh03uH/kV/TYaSelIhDRELYBfwftlicB+gAHONqiRqHe4BTgUygF5GusRuOFnSigI2k1NoguhY4CUiPeZkaC6WiFAmpHHjD7UK46EhgJrZc+l+BFe4Wp1FYA1wHbAZmAIUNctahnIWn1pWUcoCHgR8boESNh2rAIiGVAn8GJrpdkEZqEbbAQAtsufbY1wTdNwc4EfcG2TlYy8dy4NdVHnsYGIJaQaJLNWCRkJqg4OumR4FbgMnYl6FYc4C7sC9dbrmEWAbfd4E/sYR1rK/YtgsbAT2ZuymikCd4iNCLOtyEgm/0xWeqExHXOUAJ6u9ySxkWfE8GmjbQOY/D3fSLzwJvAWOBE6J+9MOA42hNS1pUbLMe/j/yHD9hLKm0pycwLOhZJcBTwMdAW+B235EkGtQELRKSg/UD6zuqOz4ATiF0EolYOgD8Dnichn/tP8f6f/sAR8TsLNP5G2+znCYUchXP0oxPSOEcLgjqB14FrAZGUQ58ho3Obgn0pnHniL4aeJJoNR4rAItIHTyNZU5K9sVVyoF12Ehkt3robgQmEKsm30u5il9yPj05lW50pwlNKKWU8xnA8XTmFh7jSuBc4O8xKUECc9bAz34HOTlROZwCsIjUgb9fMBmbH88HNmILFxT57ncEXnSpPNuBNsRq4FkeebSiFc18NVkHh8H05X1eYB1NOIKj2IG1PbSp8UgHgKE0utkC//sf3JANb66t96E0CEtEgpwIHF1lm4N9HFcNvmdQ/VSZ57BpTGAr73wcrQLGwFdYAO6CjbpeAjzhYnnaY83QO6NzuJL34MfbK+5mklkRfAF+Qgde4DW+pRNHcRTNsd7wV3iKI+jIGbTjI5aGOLAXeBvoG51yxrERP4OdO3x3OnWC9ZujclwFYJGYmUfolWhCWQX8CqtVROIvwLIInxtsC4Fl6r4ABvpuh5onuhPrq/QGbfsI6yu8AbgT6y+8ivjOX70RKMYCsQf7otFQfc8Ola+f30psLnamb596aNIXDp3muzMJ+/0C87rX8AMdOZnD8WL1YS/LeIP/MYUd3MYKBnMal2GJOIK1xL6APQwMCvp9rLxeTsQJWvIwUV0zCMY+BEe2hSOPhHJvGhRFJ0OYmqBFquVgH8w1DTopwkZKhwpQ/8E+1O+q47n8Isl1639+ffPkOkHHqO2YoR6v7uMkFvl7o/U7u+m/wAvAY9U8Hvx6+JVj78smvsdTCaxsVIi9X6u7Jn/Aaqy/qtjH4XBOpilfkQ4s5wO68xeaM4fLgZlVjhTquMGvw0xs8NrNnEMb/s5KTqFLNWVJDP4I6fHYbY+H0C9LBBSARUJygK+xEbGLsQ+2UP2fp2OJCw5puKIltX0EWgGOpOaRyAVYMAp+XXZhtfJEbNzbhwXVQqwGXt3vvgS4HvgtNmDsGgI10C7A+hqeG8oZWAtMCrAJOBNr+fh3OIU/yMWkcR+f0YVT6nWcZJaI71KRBlACXAu8iTWr3ljNfj9Bf0bR9HegP9AV+wJUk0M4+EvRb7HAnIhmY03D44FtNew3EOsqOAT7chhsA+FPn/qAwHv4WCCX+gZfgBf5KV00j75GqgGLVLISSwJxNoE2ps+w5uR73CpUIzQe+9JT3WpMP2B91B2woBEsBziLxvHF6FpskNug2naUONQY3qEiYXgUm4YS7FQUfBvafdS8FOL3wD+B90M89ig2sKkceD36RYsrvYB2vttv0DBpO2OtlHoPPEsQqgFLI/c2Nuezc9C2O7BVgBJ5cI9YX2pXSIKRuHXzAHAz8Zk+1cGSuTQBLq9l35oGNiYX5dmTRq4EqykFe8CNgkjUpWF9wlW9hs217VlleznwJyxINMXmRF8cywJG2R1uF6AWRRz8txZK40l1qRqwiCSxPGwubbDV2Ejp46ts92ILIqRh03o6AD+LYdk2Y0sQjonhOSTWPsPeUdcA/3oWftoVTq/jtHf1AYtIEjs8xLbTCQTf32Lr3PoTjozAmkgvwWpiD1Z57iRsClAkI60dIBtb3xjsS8B5Vfa5Fxtclgz+gK3pnLy+xZbtOAN47jnI3QYdO8CBP4E3t/bnqwYsIknIiyWcWBXisZnYfNksbHWf+7E5x92p3O+4DHgJy/QE8CO2KlA51jydSvg+w+o9Xat5fBOQgWWZqq88rE94ThSOFYn/Abdifb9HulSG2CrE3hHHATt2QFoatGkD5d9CytHgqWUlTQVgEUlCDrCVg/NaA+zB+nlbYnNe2xA6mBZhH7H+pQG9WIAONThoE1Y7/hc2h/YAofuf62MTVmNuBvwamFLL/mVYutB2tewXbfdjaxqDLSwxyFcW/5cP8dPVkAS2Ac1/lNA8hA6+YM3S/hpmW6qvyTaj8rq8KVQOvkcRmC5TgjW3LgBu890HWz92ve+2A5xE5Sk2b1I5UP8eeJXQ04nKsUxfuVgqytqkEV7w3Y21AtTXbUG32wPvYWX224LlBr+1yvMuJr4X7Yg+BWBJYCcAi9wuRIz457FWbaByfNuDE/hPx0btzq3H+cqrOV9dypQsSoHWvtufAhdWedz/+w/CatHB/ZvpWI37GQJNv2OxJuzgYLqa/RRwHm2wlHjJIqUAABbfSURBVI/nYBmwpjGa1rzML4ALCD1B5XgCAXgqNlf6+Splc4BWQbervldC8S+ocQQ2nKg21b0Hnsd+56qjmA8FCimvGAFdAqwBHsJSvfoV1aGsyUUBWBKYh+SbSVeKDfC5BmsmzfHdLwD2+35aY8n0/dKwfs1f1+O83bB+ybKgbV6sCbbMd97fY6kfo7MYefzxEJhD639vlRKobY7wPf4QVotOxa4L2Fzy2Vhg8j9vC7YiVregY7akJYfyBvn48y+X4qWY3/NXdjGMIVStaTsVZ/GXyT9KexxFZFNGOfbaN8PySW/xlW+br7y1vS92Y+s91+Xv6YDvdy0L8dhg7ItHQZX9vTi0J5O2QdfhCN9xgs/3NNGpgScOBWAJYSf2LT5Zazrx7FGsT3I99sF9KTbgpxvwS6zpdC/W1Ol3G3AT9Utc8DnwJZUXgd8AjASWYuM8l2Ar98Ryao6b0rA+S7BAMN/3M8O3LR3LzuW/Rg6WJQ1sPGw2gdfgHux6VU2K4fH93/qSiynmKf7FX/krHt9/VZVgdeWDeRjHVN7lfaym3R3IB/oRaHru6nusJv6AWJNd2JeKYcA72LXyYp8Tfk2xMcHHBG0bCuzCw//YxW7ftuOwoL8Z+FvQvodT+f2X/JKt+iBRMRr7kH+ZxpCNJr60xgLuBOAil8tyEvCi7/ZgNwviokuDbj8BwLd8RSfKSCWVwJShNCybWhcsWKUAT2F5qouoLrnER3zCRrZwH3f7tmzGvoBZH7WDw//4mnWcFOLZuczg1wRyYT+LNWlvxP5ul2M15QLfNr9jCL2yV03+hNVul/nO8V8sIP8fgS+D7wDvYgPRwAaNvUZ8ZuaKDxoFLdXIAfqgAJwoNmJNjj8l/A9XCcdormIyszm02uv8EtZ0fwXw/7CBWNuwVoTq6zxf8zVHMJMMfoe/Zu3g0IIOFB60OtIW4BFsgNP9WMC/CPvythQLkH/xHWcElZN9TMJWnIq1scAorKlZQlEAlmrcivUrqpciepZhTYRXxODY87Bk/Ldjg9MkvtyMBcTm1e7xL/7FT/gJvekNQNmCeaQOGca1qb/hKZ6qtO/XPMwB3uFU7iOVY3iHs+lNJ5rzFFbj/A3+GntsPI99NjSl8ngECYcCsLjMi32Tj/acyXj0ENaU9wM2iEU9QFK9mfe05eY/biatycHN1++Rw15eYgAX04TuPMk/+TUjaRUy81dN/o41I6dhtfbnsExfoTyDjcBOx8YdtMRaW5I721Us6RNA6mAXNkLxttp2lFqNrX2XhFMO3IkN/FFe42hpOnEy9hFdgtU0/dOK0jibvlimL3PtQXNqzTZsaZFeVLcG0SRsxD3YwLGHsQGAp2JN59WZhtXma0n1JDVSDVhCuAkb+ekfPFGA9TUp6UX4XsHm596K1XzPxOZpJhMvNjq6BOt/PA3LA1ybvdiXuqbY9JkLsP7KxmYlltDwAHAylqvaLxB07baXcFJg/oCtiHwcNqLjYPOwwZYOMNxXhv9hCTFeDueXkAgoAIvPFOyPbhY2ErMPkeW6DcdgLJFGMvYzf4TVCvsCv8Cmg2S4WqLYK8SCSRtsOs9uQte7vNg1KcXSExb7bt8B/LlBShpfcrFrNwMbYfwW1pLQkRJsYk5sh0IuxwLwOb77e7HPgG7VPUGiRAFYfL7HarrH03DTBj4HfkJyjrRehs1xfISGz8ULtuLOE7g3BcTfzx3qS4cDrMNe9xQC2Y/a4M61ihfbsH7VXUAHLiWdf2PtA3X/C+mHBdCVvtsnYdOTJB4pAItE7HJsutbnwCFVHquayL8h/RIL/ieRnF9uGoc87OtLeK/gduwLTXusWbsJyd/ykriSse1P4so8LMPNbLcLEgOPY/1z7bBm1EOhImFC1UT+DellbD5oJMG3DfXLgLaayskrauPU83zJK5NIXsH2QAfso/0oFHzjm2rAScXflBdP36u82Aesv7kx2ZRgv9dh2IfdN8S+7zyWyqlf+cMZKJSHDQ86G8uYlMjXTSR8yfiJ2Ii9gM01BRvNWIB7q4t4fWVIwT5Y/W+1QqhYFSUZnIIl1yjA+jUTPYjUt/yeMI6RiQ3C2ghcQt2W2BNJHgrASeUKbLrLbiwJ+jlUTpbekDZSeakxv1uwxPXJ4khs+sx3WE0uEeUSenUbCNRoY+V4bAGKV7BR0PtieC6R+KIAnJTuxALgv7D+yc9ouH42L7aqTmcCSdn9NmNTLbo0UFlibQOwAls79v+AT9wtDpuovBRcXXwHnIflFgZ7n3wKfO27X4a1WsRSS+BobMT4YzE+l0j8qFMAfuihh8jKyiIrK4tp06YBkJOTw9ChQxkwYAAzZsyo2Hf9+vVkZ2czcOBAJkyYQFlZdd+sJXZ+ijVHd8VWJxlPwzX7lmILhX8Y4rHnsT7SZDEbm/IBloDC7RHHz1B51Zu6mIMtsedPd+gAfyTQldEE/8o8sdML+Cs2ZeprAksCiiS3WgNwTk4O7733Hi+99BIvv/wyn3/+OYsWLWL8+PE8/PDDvPbaa6xbt47ly5cDMGbMGO666y6WLFmC4zjMmTMn5r9E47Yfy7T0HPCBb9tt2MorYCuzvEDDZB19Bpu1+BA2DzaPyou3jwV6NEA5YmUDdp2fxYLETGzUsF8p9lq4ZSKB9WnrIgdbmu5Z7L3jny+6BEvI0pA6YXOX38WSwuxo4POLNLxaA3BGRgZjx46ladOmNGnShM6dO7Np0yY6depEx44dSUtLY+jQoSxevJitW7dSVFREjx72IZudnc3ixYtj/ks0bqVYreFVQk+470nDpfxe7/u3FVbrLoSDllFLZD9gv+N67ItPVeUEmm6reoVAM2+82IaVtxhrmfgC96YEnQb8A8uE9Q6B95JI8qr1k7lLl0B/3aZNm3j99de56qqryMgIzC/LzMwkNzeXvLy8StszMjLIzc2NcpGlssOxYFedhsyte2+V+518P8niDAItC6E0o/rX4sLoF6fehgfdHu1aKSrL8v2IJL86D8LasGED1113HXfeeScdO3bE4wn0dzmOg8fjwev1htwubmuD1ZRjbS6WeGNRA5wrUcVLoKtJGfAiNio5EquxEfmhkvmXU3stexa2TN7eWvYTSWx1CsCrV6/mmmuu4Y477uBXv/oV7dq1Iz8/v+Lx/Px8MjMzD9q+c+dOMjMzo19qCdMrNMz81OHAr4EhDXCuRHWl2wWogzRgGJZq82NgcpjPPxabgnZaiMdSqX2w2ioso9hhYZ5XJLHUGoC3b9/OqFGjmD59OllZ1jTUvXt3Nm7cyObNmykvL2fRokX069ePDh06kJ6ezurVqwFYsGAB/fr1i+1vIHXQF804i4UrsDm04ehVj/N1p+H6aJtiZT2J6hdor86RwM+xAV6R+Au2bKNIcqs1FeU999zDvHnzOOaYwB/TZZddxrHHHsvUqVMpLi6mf//+jBs3Do/Hw5dffsnEiRMpKCiga9euTJ06laZNtWhzcuuNNRfuwwb2NJZuh/7YqOgO2OjjA8R2mlUu0NZ3ewPwKywLVyq2mPp1MTy3iESbckG7xn/ZPVjS/u+xGs7/grYnikLs92ntu51IZa+rBViN925srVYHGz3cFGtdOODbr0Utx/HnxQ5HqD/RL7Ba4lBsUYgmvh8RSRQKwK45C0uCcAyWPcqDfdB+jn3AR2v6VinWpxeLoFiGBZ+UoPsZ2HSdZONftcfr+7kImIp9aQpHL+CjOuxXRhlevEATeuPhCwL9+McAXxEIzOpeEElE+st1zSoCfWQpBFYLOhVYSOh5ppE4HfgxSseq6iosbaFfGskZfMG+XOwDpmGv2x+oe/A9AOzxHaOm4Fvq228PcDU3cTgdyGQLO7H1hguwdYa/JvB+ScQ/YQeHPeyreF+WYb9zrFNeisSXRPzrTUperBHafABMiNKR11K/0aReqk8g8QI20nUbybXCUSirgF9g13IHlj+5Ki+Wjzn4ZzNwE7Y+72sEpoN9h9Vgy4P2fRI4AVvU4X0e4THyyaUjW7EvNg2VUCXa8qm80pFDMT25mqHYdZiH5YJ+wI3CibhGTdBx4gCQTfQanqPBwcsX5NCVadhUpqq+wRZ7+D/gn9iC9I3JeuyV64E1D+8H+mCrPZ2EBcwULOj+Gfh/2DzgXwG/xF7t5cD5WP/5SVjCjrExLPNeX/naYgu2R+IrrBWgeR32/Q4LrDdhv1+wH7Apa19g05bui7A8IolJAdgFXj7Ew4l44nyeYykl9KQD68ivZo9sLPNTfabWJIodwC5sgQu/XljSibnYtfD49rkXW1ygqgnAGixRyWtY7fcfWPA+k+i1etRkNRbofo0NKgvXp9giFH/CgvBiYCDVjzH4OzZKvrr3yBbgKSyPtUjjoiZoF3i5Cyd4uspLxHh65zOEv6arQwpPM7zGD+lzsDmfjcFWKvd3gw3Eaom1Dviv75GEDr5ggdmfJWwO1tf/qu/5DRF8wcYEzCOy4AvWPfIHAuMXFlDzm/d31PwF7WgUfKWxUg3YFf/G+hN9TYAPAaOI4eyde7FmzXCyYTlYk+ndsShQAnsTS+25DmuCL8ECSHqYxykjcft062s61ifcEsuffQE2n/os4FwXyyXSsBSApQ52YnNNh2DTpC5xtziuWoXN274DeAsbkdwh6PE9wCRsRajd2NxcB7gGW5lK4DHgBqwPOR1LaPIKdk2nuVgukYalJmipxtUEmlWbA+2xmt6b2FSYEpfK5bazgKXAJ9jAqtZVHk/HBlWdjbVy7MH6TG8iMZbY82KDxKKZVeseLHOX3/VYM/gzWAvLK1gQbsiVu0TcpxqwVOMDbPCMv138ABZADgOOIzAPtTG6EXgC+BAbAQ02oOpibHnIJ4L23YKNBAb4KVYzBstgtQ94O8ZlDVc51jTeDtgewfO/xPpTUoDLsGC7HuvrvRabahU8Wv4A1reeAXRBpDFRAJaDnEdfXuUNmldMM/ke+D0wH6ut5AG/cat4cSAPm85zDIG+3x5Y7XERdVuE4BQs7WhvIAerUT8KPBztwobJwcqVChwfwfOLsC8d87FgPi7oseOw1ZWOqGcZRZJDY63CxImexC5LVeTmUkKzSlvKCKQJyaP6xByNRSZWW/MH3+OxvvHl1H0FoBws+cb72MpBPwXuj2opI+PBfreqwfcRbNDg/Fqe3wxLJnIr9qUt2Gq0xKBIgGrADWIhsAxbaDxYEfYhHj+LFzg4QAkemmLl2oP1e67BylqG1ZKU+D+gCLsuvbGkEhB4Tadjc2afw6YtBb/Wju+5KQSC+VNYso4HsT7RPti1Pxb4jMDI6eA/22i8f6oer+r9MiyhSFOsdhy8mAjY++RoLDPa8iiWSyR5qQbcIIZgH6hVNSPePqR6cxp5/ECgXIdhQcUfINJQ8K2qGTal5gMs5eTPseboMuxapWHBdGWV53kIjAT2uxqrPY7C8j+vxfpVP6fyNLKvsdr2b7Cm3mJsYFxxiJ/qtgf/nOQrSwcsuOZir/0g3/nSfI/7y3Aa1hqCb//mWDN6S2yQ2h21XDMRUQ1YglSt1Ujk3gNexFZMqm2JQrBg7Z8bWxefY6PSXwL+5jtPG6xZuwALnk19x21F5a4O/+pYaQRqtp9Q9+bzqkqwLyHdfccRkbpQAJYgRQTWt5X6W4DlXR5dh33XYc3U9c2HfA0WBN/i4ClSsVKKZbt6GavNR5pjWqRxUQAWSRgfYv3MYEv3fY6NKO4cw3P+iM3h7YBNTQJr8vYvoem3D1tI4mQs/7OI1EYBuMF9itUQMt0uiMSFEmwu8BEEguuXWLO1v0l4GZZ3+xCslcKDjUq/EziD0DXsPVif8yBCdyl8izUbb8GWCyzHUkL6+/eLsD7tcmAYNsd5GBZ4iwis9ITv3zQC/cUiUheNNRmti9Zil10BWMCab1/GknX8DQu2C7DEFJOxIPwGllnreqzP9j/AVcDzNRx3D3Aplg7zSSxByMVBj7+M5bJegS0vWIotG+if+/0j1iT+HJZQY63vOGlYoG4bdKynsUUXFIBFwqEAfJDnscXW29a2Y4RGxui4kphaYqkaF2I1y+1YrRYCi9j75wc/jNWY86jZ37CsU2XAFCzb1AIsI1UX308x8BE2xekI4BYsaP/gK09zLC/zydgc4Bzgv77jj8SmRYEN3DsGrWgkEj41QR9kKdYkOAZl7JHEdDY2OvoYbAT0N1iAX4fNJb4Qa3bui9V+WxJYWtHBFt5IR7mZRWJLAfggk4B/YrWDo10ui0gkVmHzdP9LYHEIsNrtBmxhjWIsY5WIuEUB+CBfYiM6u2NTckRERKJPAVhERMQFyrggIiLiAgVgERERFygAi4iIuEABWERExAUKwCIiIi5QABYREXGBArCIiIgLFIBFRERcoAAsIiLiAgVgERERFygAi4iIuEABWERExAVxE4AXLlzI4MGDGTBgAM8++6zbxUkqBQUFDBkyhC1btgCQk5PD0KFDGTBgADNmzKjYb/369WRnZzNw4EAmTJhAWVmZW0VOaA899BBZWVlkZWUxbdo0QNc8lh588EEGDx5MVlYWTz75JKDr3VD+/Oc/M3bsWEDXPCJOHNixY4dz7rnnOj/88IOzf/9+Z+jQoc6GDRvcLlZS+PTTT50hQ4Y4Xbt2db7//nunsLDQ6d+/v/Pdd985paWlznXXXee8/fbbjuM4TlZWlvPJJ584juM448aNc5599lk3i56QVqxY4Vx66aVOcXGxU1JS4owcOdJZuHChrnmMvP/++85ll13mlJaWOoWFhc65557rrF+/Xte7AeTk5Dhnnnmm88c//lGfKxGKixpwTk4OZ511FocffjgtWrRg4MCBLF682O1iJYU5c+YwadIkMjMzAVi7di2dOnWiY8eOpKWlMXToUBYvXszWrVspKiqiR48eAGRnZ+s1iEBGRgZjx46ladOmNGnShM6dO7Np0yZd8xg544wz+Pe//01aWhq7du2ivLycH3/8Udc7xvbs2cOMGTP47W9/C+hzJVJxEYDz8vLIyMiouJ+ZmUlubq6LJUoe9957L7169aq4X921rro9IyNDr0EEunTpUvFhs2nTJl5//XU8Ho+ueQw1adKEWbNmkZWVRZ8+ffQebwB33XUXo0ePplWrVoA+VyIVFwHY6/Xi8Xgq7juOU+m+RE9111qvQXRt2LCB6667jjvvvJOOHTvqmsfYrbfeysqVK9m+fTubNm3S9Y6hF198kfbt29OnT5+KbfpciUya2wUAaNeuHR999FHF/fz8/IomU4mudu3akZ+fX3Hff62rbt+5c6degwitXr2aW2+9lfHjx5OVlcUHH3ygax4j33zzDSUlJZxyyik0b96cAQMGsHjxYlJTUyv20fWOrtdee438/HyGDRvG3r17OXDgAFu3btU1j0Bc1ID79u3LypUr2b17N4WFhSxdupR+/fq5Xayk1L17dzZu3MjmzZspLy9n0aJF9OvXjw4dOpCens7q1asBWLBggV6DCGzfvp1Ro0Yxffp0srKyAF3zWNqyZQsTJ06kpKSEkpIS3njjDS677DJd7xh68sknWbRoEQsWLODWW2/lvPPO47HHHtM1j0Bc1IDbtm3L6NGjGTlyJKWlpQwfPpxu3bq5XayklJ6ezv33388tt9xCcXEx/fv3Z9CgQQBMnz6diRMnUlBQQNeuXRk5cqTLpU08jz/+OMXFxdx///0V2y677DJd8xjp378/a9eu5aKLLiI1NZUBAwaQlZVF69atdb0bkD5XIuNxHMdxuxAiIiKNTVw0QYuIiDQ2CsAiIiIuUAAWERFxgQKwiIiICxSARUREXKAALCIi4gIFYBERERcoAIuIiLjg/wO+rz1ao/0NJAAAAABJRU5ErkJggg==\n", 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lGSF4RsMxdVlS1w113aC1xRrNaDDAS0VxZUJBTtN46qoBFS0maZoy0JpkrMBDUwVcE3CuJuDpdgtsmWC9wZ1n8D5Eq4eCtbU++O3frXPOgM877zx+8zd/k1/91V+laRp++Zd/mec973mPuZ3HuujuzJzPXgM+CceB78CRa+Awimej2Ul33UrJ2UTUGZjWt8apVx0FbgNeRVzwNh+/CbiayYNuRbZTWjgTOk4ytn8P6AJXnnrGdoP8uDjS47x+h2a3g+w8Jv8BuBy4ZOtLz8xku9U5Ueg+O2xy2TwKDvguyMs2C0qbxnUHU/zp+42s99TRUpu+Tb4rOflpuuARBdpYgoAyFpOkrA2GrH55le8/cCfHsxPUzvG9227lRwcP8lM/9VwWdy/Q6WWUZWRSLgjzypJoi9JCCM36Rg+bhzmEqI0EL2RZgn8kIPOCdwHnPD4E+l4wZU2S5ORFQZF3AENiLYlRBF8hSrC5RRnNYNSn31+lcTVFp6Cpa7zzJNbiQ02e5uQdQ1M7ZnoFqU1wvsEguKZh2B/QOM/sbI5rPN5JXFJEozEEI1Ti8OJJioze7AzjqmLN1RS9nKTbpawqSiOYmYJQWNZWVxlJxWx3nv7KKq6qsTYhzwtqbRAUTePQuiHLMmySsrbWxxhDrjRlVdEMx+yamUchhFrw3tHUgcZ7xGicCDMzs6A0dVWTacvc7AxGaWiiBqx8wGtBtQKNSFg36zrn0SqgjSFTBqsNiU1JraNqaoIDp0NrivZxc47G4ZqGJElI04Qk0a3bRbBGcezIEfaet5cktYyGQwYDh9aBnu8hEqjKEoWgNQwHA4IXmqrBe09RZFirkQB1cDhXo5UhhATXwIxrGHuPE0Hr6DoRr/HBU5Y1pltirUXqeFwpg9YTi9j2r88TUgv6mmuu4ZprrnlcbYQwkSLOzKS3M4M9e63kpL49MIQD7U+nNd35nRa2dYff2VB10l8ukrV+ZPNC/KHNV23DWE5nXl7HpNmaqFJvIl/Ynu9MXApnA6WeHOv1TvQOgYYdRK8zYsCn9Df53+lutgY+Abzn1Isn/W7Rdxfkdzb7fk/+PC2p29xPfOYaOUVGUmx4Zyb31RoH1k+LLgAVzbZB8ALKGMq65u577+XbT7+ZH99xL+OqZG5xgVFdc9fdd7M66LPWX6HTzXCuwljI84I866KUpqkDg8EQY+y6fxCgcTUARdEhS6Ofk74gSWCmM0PHd3jQe9IyLvCdTodOp4NWlqpq8M6jsoTgArUroYrvf1mXOO9RrTbng6duKpwrMVqYnemwOD/H2vIymTVU5Zi1pRNIkMi8xpE5htpz+PhhJIDCUDcOhSbvFhxdPsrs/CwmSRh5T4NAmtCvxtRKotl+piBJEk4MV1CpZvee8xE02lqKTpfRuIxxNdrQHwwxxtDp9lhdXSVJEsZlxUUXXcSxY8cI3lP5hkZ5tDE0BhrvCY3HicealO7MLONxiasbjBbEDwk+4LynW8TdsJraISG6GtIkw7lonk2TjLqu27kSx825QFM7IAoe4gVfe5w4QnBoo+NOXM4RFOjURn+xeMqyZDxqWiHJogGNiozaRs1+NBogIszOztPtdBisDqlCTZ5mhBDodTtRGy9LfNNA8CitCK4hIGgl2PYZazEYFQUwUIgPjMdl+65o0jTBOSEEvy5wbIen5GYMm7dhm/w7beDRDjcpOylnp6Vl4/tDe+Cj/wO8UODfrq8q5xgPAV8A3r0DTad0fD7wOjYYwk5k+S3MyO5MA6QmY/Hftp+bL/st4Pdl6xn1OBnwE4UdNf8dDr1KxcCM7U7Z6V4nx7Z6DgEBL2gbA5BCCIQgaKVikAethrxvk3m3HZ8gIL6dGes/bxxfF4ImQphMgrCknU+P/fkIMb6icQ5r4oP3zmG0iX7dpsEohdEGozVVXROCZ3a2Q+0EjzAuG3Se4cRz7PgyeSdnaXWVEysrBOD48jIPHHqEotMhyVKOn1jCh4YQAnmRkaY5WidYk+Kc4I2Q5zl1XSPC+v7Kg0HU8GZnZuh2unjvcZfUhABGJXFXqqqkG4Tde/dSFF3q2uF8hdaWpqpZGqxB8AQJBOXBaJLMMtOZAwNNM0acUGQZidUkRtPUJauryyRKgff0V1cZrK6RZwU+COPBmCQJ4DWudIQgKBVQAkWRMdvt4ZoKa1LEB1xdo0ToJhk+BIyXaE5ViuI/F3CZJe8UZNqwcuw4iRd6vR5KwWg0jPOpNb9X1RjnGpLE0u0WjEZDmqbGB4/X4HNLFTxrUjOqxiRpSm9mhk63i2uEoBQiUUP1viY4jzWWtMjiXPAe7/36FpqTdVwphffRBB2FpA0/aXwrdLsNZvuXNq0gHv92zlEfLvEdg5pR5EVKWZZRW26FoSzLUDrurFXXNU3jMMbQNA1ZVnD++edTVTVF3iVNU1ZWV0iThDxTVGUMrkMJ3jcYo2k9NhhjyfMo7DjnQAlBuWjdae9lPCxRWmNN9OkrNrb0PBVPSQZ8VniCVurNi/QskdFdyCaN5Vz3Owe8+DTnnKbLbRnDNpaAc6JhvoZtrcWP19/9RPiAHzdNOxw/k4jvrXtXoFUbwBEIIUQmqTUqaKxNaKTBXevQvl2kBJqmQUSjVVyoflPgw0oxh2w2AG98TJjwutl6+wC6naBEkaYGL60VRWj9X5EB68SSpgbxrdCYmKjdGM3S0jKd2R4z8x0qH3jw0GFuufVWAsLSyjImScg6HTq9Hh5avzXRfxhqkiRBKUXpa4bDIRLGGJNijKXb7axvCelDNIeKBLSOvuG6LmMEtNEkicEHT5alPDPPotaU5IQgNE1NVbr4fgRhPBqiQ0BZQ5CA0pGZBBECnsZF32iRFOQmQUJDNRwyXl2jGo3ZNbeLsiyRRnA0OBcokpxebxZjErpZF2Qjk6QoCjp5QRiP41wICqUsysToX2M0aZrS7/dpnCNbBBs0duyhHEF/hFPg0wyrIDQO7x1F0cEqKIdDrFak1pAnltFoxFyviwBlaHAJuKAImSWIhSwj7fVIii51f4AyFohBZ8o7EjRGAipMGKdeZ8KbFanxeExdbzxDY+J8ybKMwWiECGgdLS+RSRtQgkjcI1opqIwQak9aRWtFkiSMR0PKsiINNkbfO894XFLXNc458jzHucDa2gCtDZ2i2/r4hbXVPkVRtH2aaP3Qk0hmj3NtxLsB56Ow0DRNFD7Tibgbg/yieV1IkxStDcZsz2afkgx4q6hnEYF3Ae8EnrHVRU8ULRvfe8DL17tTPCGxyz3gZ3nC7ifi1MX2HDC4l+58+Ow14Cduv5DHx4S3PbJjuxtBQVufE1DrDFwbi22ZGQrqxuMDCJqAQomKTLRNmZj46d8BFAih5bbrTLj1/4pSG+7f2OkZ4Q+BZwE/P7kXoN8fEbzCJAZrE7LcggiNdwjQ/C9C8wKPfUlCJYHV1VUW9QJzu3scXepz3p55jh0/wdp4TO09B++/j6ppEIRxWWJswtzcPEmSEBBGwxF1HdNitLJYIyg8Vd0A0Txqeym9Xg/vG0bjEQB79uyOCz5RK3K+JrMZQqCqRuR5zu7de6iqiuFwFAN2ak9VObwLaBTSam1q8p/SeB+jYJ1rooYkFiMG6kBoPOjICBa6cyjnKfsj3LgmEUtuM7rdGebn5lEqaklBYlvONYSmpqxqZpwmVRnWGpSOgpM1hjSxdLtdmmwO39TIQqA/GOCDJ/hAZgokt1hrqEpPGgQfBNM4JARsEJQG23iEgK4dSQrGJmAMXgLjqkQUzM7NURRdGh9YOXyUxbk5fB2Zq3cO4z1oUDoQ2r2wtQFtTLSOKIXRGqU1o+EQEYvWihDcujVIJGm1aU9wHtOmI4luXVGt5cYYDQm4qiGMHEZFV0NiEprK42qH4EhSi0ETXEVdNqQ2h6AYj0ZUtaPIarI8+ux9I/TrISIxJS7Pc7TRrSUlYLQCG9/F4B2N93jfWpKCRJeCBkQwYjDaYDHkaYcizbd9p56SDHgzTjJB/w5cOw//O3De5nOIg/DEYKfAotZB+QSaSc8ZZGKG3OLQE+xjPZ0f5FR8CXgE+J+ZMKonQgN+bDSdfO2E1W159Ayu3fqqIILzMY/QGLMugftWEy7LkizLSLIM7z1VXaOUIk1TNArfxhxcMWl0Yn7eQig49e9tZ/mm8/5HIN18hwLWpiSFjYKBCEECVVVTu4ZOL2P1DWvc/ch9ZHdlDEZD/vn227n00kt5yUv+NcFabvn+D/nil/66ZYqO4ydO4JzjrjTlcqBrzboJkyAYrUlsig8Oaw3WFiAp3g9omgCt6TtNU4pOQZpFE3S3W7SmzmgGN0ZHBj0qKatxNFc2Iw4fOUy3M4s2mtF4leAhSTJc7WLfSWQmhJiikto0pqIog29qlCh0E/NlVQjkeYpNM2aKHoPBAB00C7155ucX6RQ98qJDlsbniYoMSYIniIu0jmsWu7P0kg6JMfE3FyN/E2uZ7fbo5gWdTk4nL9pn5qmriqXhKmvS4HRgNBwxGAxibI0xbXqMo64rFJq6KRlK1DQb5xmOB9R1zKfOU8u4qlgdLqN0QmITxoMx+IC1FpUmSBVAAiKBIJEBxzmsWg1QsDYhSSzWakajEU3jCBIQiSlVVR2DpOJcjJYUrcF7h/ceYwxFkcVEAQVOW0QCdd1QljVF3oNWgFXKoDBxzQtgTIJ3gdFwTJKkEDxHjhwjSRLmZhcwJqWu2jS4xNA0DuVYN21rHa0lSsVALaUUSaIBQ9XUQEDZVls3EzN7+97tEFn5lGbApxYNYA/8OdCRk5c5ofWf/cQZoZz08S8BWxlPtyL/SuAOzk2ptFODdE6HV9MGgsIT9kwfK00nYUeazqzhrc5QSmFtZL4iQlVV68GIWmt+Os+5uw0EmQilIYSY02oTtN76dZZloovgW1vdxOlp/VviXHj/Fse89yQ2oa4rmqYh7xQkeUqeZJR1ye2H7uQr/3gjHqE3O8vd997DPQ8/SG0Vl112GTfddivf/9GdJNZSdDooo3FN4LK6IkkS8IqyGlGW0ZSolCJJU7JOsZ5OMhpW1JUnSVLmZudomoayLAli133Ax44do25KECHPcrrdDo2rERyzsx16vS7/UTzP0opZ20H+g6I6MObQ2gAVDItpghaFCzFiumkajE0JAaw1BAcaizghjD3SOFKj6HU75HlKf6VPalIuu+RpZGnBaFhTDkqqYbXuErAmMkBjhLxISTR4o1ldWcFnDg2MRyN802BbH+ORRx6hk+fM93rMzMywZ9cic/PzzKYFc7M9GuVpiD5W1zRxLhlDCDHPeDQa4FzA+ziWIXjW+gMOLx9jtak4tHSC5f4QpTXdogvKEBqhrMZ0Ojnd3gw+zSn7a7iqpBFPJ41JjzMz0dfeNI6qGlNVFUliyPMOSkUhNkksaVq0AbeaAQPqqkZrRZFlGGOoqoq6Fb4UEFwUUlObtZHGQjWu0JKQJCoWddGK4FTMWzYpvikZDcbkeYHVBUYlKDEQNEYllLVDvMHqjMQaEmMxVpOlCcPhgOB921doA/viO4m26xYrEYUxCUpFU3ldO5qmz0ynu+279ZRkwKeaoCeLjYgwuZV9wL2wnggUYvjgGeEE8IvAd87gXLVdZOkGtVv/vAz8AjE/6CeAdT3xNArjVtRuFYx0+w7nP1bsaOoNPIrLT3KW1/3srwI+BTz9HBBzJjSdEbYa5Jj2cgeKjwCf36HfLQPAWp+XD4HgfStlJyRJgrVwZx0X0klgS6dToBQ0TYiL6MT3vFkuFIEe6K9vVPiIgTCb+g3tW7TNvHmNCK9mi7kgsLq6hlmIvug0TUhSxSOHj3P42FGW1lZ56JGHGdYVDzzyEHlRMCrHBKu46dZb+LuvfJm1tTWybocszyjH4xho5BqUQB0CDkVVlgwGA1wdNdss84zKOpoA0YSgCIGYDmJGGGOo65LxGJLWP1dWY2xb8SrLEjrdnKaJWszsbJc0S7l6PMYt9KgpUf/G0B0VzAxHuLpk5rwFQh1zSZumoRzXaCtRE9YavJBag/JC0KCDIrcZhSlIRLN3YS91XfM3jfCa0YD+YIyrG/r9IYPBgG63g00UTVPiQk2aWpQKVFVDOQwUWReFUI1LjCiKPCPRmvP27KY7N8taPebYQyc4sbrE7nTIEJ8AACAASURBVN27mZ/tMdvrolUgEyFDQSug+TqauTudlMKmMZgsjRpjkhoGgzH79uylDI5bv/8D7lmpqAJQw9iXjO6smPvZXfSKGbq9gpH3HEwM+0Z9jnuPS6M5vejkSPBUVYPSHkST5UmsfibRpK6NJk2SNuhKMehH3ztEwWYiQE0sQmUZ/fdpmpIkCVkWtf4kKen3R2SpUBQFSWrABbCaNM3bwiaWTmeGqqwZj0vyLMYKrKysobVpYzuidcO5+C4lqSHLMvwdHi4HsQrlFSEIIh4VwGoTU+pkw9IUQoiBZkrTuO0rDT41GTCtHnGqBrxp1Ti46dyNCM8z48ALRGXgjJbgUxerk47t0MI8cOvpGpdzwuH+E/Dvgf8T4A+Ai4A3bdXbxPd3ag6MXidjciRpyWMMFMQgiLOgLQoF20VnEZnqfadp4cubzt8CjsjH08dC2LYqcCv0nSZCelsGrgNXAn/BNmlq62bhrQ+JgA+C0tH06r3nyLHjrKys0O12mZmZoShymsaxenwJpTW9brc1vbpHZRCsk6U1NHEuTwTbWO5VdojR3KBr69FS7FncRW/WMhhEv2+/P+bmW27hK1+9kZmFef6bA/+KSy97GseHq6ysrrK6tsbKeMjaeMTCwgJFt4NvHMeOH6eqKsR7ZopuTFkZj9FtUJJGkdkEozTOeQaDMUqbTSUKHcPhCNeskmYp1mpAaEYVAIsLCxRFhveO4BtcUwMSfdYEynJEXZYorSiXK/R3LcnPWxYW5qjrBms1VVuyVbeBQ9YYrE1RIUbLNk1DbjWdrCC3il6ekqqEajjCJJ6V/hpXh0CZFuxeWGTv3vNZOrHM/Q/cR55nJKlhNFql31/G1RXOlwzLmpDN4gqFOMGh6eYFZmYGqzUs9Mgv3kNmNMcOH+ZoOeLwQ/eQaM35c/Ncvms3nTYHOE0TEHBBcKLxq32kjmlQqtEEL5CndLwQ7tbMPdzlVS9/Eceu6HPHPfdyx30HQRS7XngB4xBwTcNo4NFGc2VikZkeFwdPWcUxr6pRq9UHjFFYm1AUGaBJ0i5N4xmPR4zGg2j9MQlpaimtai0esTxpkIBpXRFN3YBoCArxgER/7fycUJdLRIEswGRWS3tO1kGh0EQXRVXVWANKRXPz7MwiZTMG5XBOradGOa/Js4T0Z2z7Tiliwr5u+Y7CeSGUJb5xuMn64QMEIStSsmT7lekpyYDDJLikDR+RiUFyi0VvojzJViUWT4P11k5ipJOlJgZZKXTbf6slyEZqx8YifvI1rTeedR/xScvX5LtEf4coRG18ntbn3AbVyKbPn0FF5gvw2ydf1YbdxLEUCKJj0GsfZH7S8sntgUKJoBoNVwe4tU0mV8K4vcPOpvYDxIVStZ9LoHdt0mCZMP9TLBsI6qB6tByiTv66MXIKwW86EKXUrwK3ofmd9S5abW/H2uAKGbZfC3XKsVaKbe/nVLku+q1k63uXgNpcF/sUIU21jYmC4GmrtAESmS5tmobWhhBieb//9M//zI9+9CNe+MIX8uznPIckM5xYG/D97/+Aqq65/PLL2bW42AqpOpZeJfqUFcQ6yvgNxrt5kBVkaRIjOFFotVEgRrXf/aZKPmpSPau9ibqG4QnHkSNHCErozHQQY8AYji8t8YMf3sEjRw5z5MhxOt0uvWQOsYFUp4z6A4IP9Pt9hqMxC/MLLC8tceT4CWY6XQSNlUCCJjMJWnlcU+NDYCHvMC4rZDgmaI1tanomRtJWVUUv7aG0MBrF/MwZm2FFM6pqqlGfkfd0ioyiKAhNmy4TwKSW3u4O4ZWC89Bd6NA0nuWlFUaDMb4RxHusBHJr6ZgYGFW7hto35GnBbC+nyAxpYkCEypWUo5ruzCyXXHJJjHrWhpneDKjA8aWCNEnodAtsChjwvqJxOSqv6AeNsjoGAwVNnsVIb6UV2UyXC552EReedz4rK8usLa/wyMMPsrq0Sonww3vuYT4vWFxYYGFunjzPsdqQ2RySQJ7lMWK8cQyrIXUZq1UVVxaYn0qpR55LFy7gkpc8jef99DJ33nMP9x56mPGgz8g1OHEkuaXT65BlCYLCV1FQKddKtFE0taOqSxKbEsqGNM3JsoRUDFUt+GFrGs8su2bmSETRR2O0JVUabWyr8aZo5/Ftap6IoL0n0wbT6dD0qsggjSLTbdBXEJQLpNpQVTXDcR+DoqcN49EIY1J2z81DcDTBAZ48NWRJijZgTFwLvYvitNYGm1i0siDR8tI0gaFUjF1gVmKUtg4Sc5Fbpr8dnpIMuJS4uUKMdIxueQntAGwK2VTbrdqPATEPMmxy/p/MVMP675PE6tip1mbj3HVOo05q+eTPzb8LWrf9imo/I9M+lblGihTyoKD2KiSTuFiqDbo2M1k2fd/4bcPzawQ4qJCPKeRTrLcgasJkFbrVkrUFdYuGAEEJjQS+rIRjwK+dclehvbVQAm+EsHkHSomVYXxrlukWWQz8KOsY0TiBmozOBqxWVGWN1pAXKU0T66saG4srGKN5WRBeriyo+EzW04AkTCjb9GwmKqiGz2voKfiVk5+PEAvDiwQUirEIKygumDDmU0o3+vbe/XoPhnDKdFSAEqGpK6BDmqUcObrM8ZkZrkwNa6sjet2M4aCiKGLAyOramMNHTnDPwQcZVp7bvn8nF122n37jePDBh7nth3fSuIbunl0sj0esra4yP7fApZdeSpqkuLLEWIvRmrps4pwI4J2PgT4h4J3DZp66bkizlKIoqKsGbTRFnuKcYzCoCD6m3aRpHn2eXmLpyCTl8JEj9Ga6NK5k6AIXPe3pPO/AAf7j//sNvvu975EkKb72rIxXmf3eLP0DQ5JQ0iksa6vLlGXMx10+sYaxOd57xmPPESVc5ALaKjqJpjAJQSkqX6HqikxHjV5rhe5F55SIEBKLdw3j8Yh97c5s6dhTFJbMZCRqRNCQOIWsjjHWRoETjfWQBKGqHPiAUw2j0RipG6TyhNqRGkN/NOKyCy/CKOh1OgzqkoMq8PRujlHCuB7TryrqumRu1wKXnv9MsrxgtjdDp9Olk+dogSPHPcp60k6ByQ3lsIEsQWEZrzmwGT1R+KrCeMEEWNQpF3VmuJtAL89ZnJ3HWEuS51x2xRWgFf21u5jZtZsmyTi2tsqhw4foraywMDvHrvkF5nozaGUwSUJY1YQ5S5Zm6/nt4gK1QHJXgZ8F9+ya3b0eB57zbJ552T7+vx/ewaAcMyzHiIasyNBGU9UNeSdqfAvJLLWryW3OfDFHmuYkicZ7wZcNMvbMNT12zc2BxPc58YpiZpZdrRVEG02nKMjbALOBjaUtYylJTWosSePItMbMdimP1zyQC+cnrSPLB7IkbppQYyhDTB/CKBa6sSoY9RiTpyzs6mG0Jvi4GVBio9m7bmq8tBHd2sZUOkDaHPcKz16T4bEIMS/bS4hxGU3AuO13Z3lKMuCJr0IphbRajbQlkaTVRE9lt2dryX20h/dkxrlRM7cNejmpp/ZqxaZW9KbP7YSC0CaVy0b6iLTMXoga8UkUCfLvBfVOkEsF3TIqNdHOJsr2KXex+ZwNYUXgGQJ/tGF2lkOCXCjrinuA2Efbbrw23vl/dzo5pwC+svmHVtsUoambWHNX6WheDVFbfFSe76YbqSrHaFRiE90W1w8oE3e8EYk5nErpdhODDWPpRGOPA3CqdaQ9763t4Mjm3+OdTti2EN0dfwO8b13AmWjFmy0e8XMiiwnAMWBELJzR9qGSOLePL62R9rp8oHH8WRBsmrK6NqLbzekPKrIiYzAacM/Bg6RFTrO6wuFjx/nWTd9m7wUXcO/Be3nw0CHmFxcY1w3Hl5e54wc/YHZ2Fkk0l158CcO6RqqKTpYzGI1QgFYxX1hrDUaDslTOk2Q5Jk1YWlljMBjQ680yGFWMRiW9Xi/GWTihakpQcCeayxW4tWXm9iyydOIEaddSjkccPn6U1cFajMvQiqquo4apU9RLFe64Z3Wlz0y+Gyuabt5FJZb+cMxoNCbNcsQFLlSaRIE0DpMULM4t0Ctygmsoq6jZWmvXtfIQAkmaUlUVxuh4r6014uLFvTHthYY9M3GhRUDaSFUJgTTNcT5qs8dWl6jGY0RrxDlypSlmZtEY8jynmp/nwl2LMdI5S5mtLee5kuGwz3g8ojvb4cKLLiAvMrq9WWbmFkAZup0iMuAkwzUNaZrQ6RR0ex188PRmZvASWFpZBjSLiwusLC/HnGWJC3aGwoTAM5xjURnSJCFJU9KiIO8UzC3u4pJ9+3jaxRfTX1qmHA5ZPrFEf3mV8Ykljq/20Qi7ZhfimPxfoF4n6zW0vcR50u100VdqXPCEJUGMpnYNw2rMrrk5ep0O47rCE1DGoKwmCAQf35PLLrqYIIKXQGhdHzGaOIlC/tGAOh5QF7avqQScckibaiUh4LyL4Ql9DfNCMWvjWhdi1TGRmJaktSbfs4fyYMm+y2OUuBaF9w7d6qCSZOjebBu8GPOKTayuQUPAJnFji0n8hdEx3xsUQUIsUNK6doKKAptRlp61SDETq6GFQFlXOOcwiUUZw965he1Wy6cmA1atjy20kXIhhHbxUOuS6mbz4rou+FiV4MmiKJvYsDr5cBBBy0blIyGax0NrNtyJ8W/nO1atNb01Qm98l1bblQkhm8zWf7BxzK3TtsFkT2b2rVlXbZwTZMJ24riFdf3aILe7yIA33bkAXgm61aJDqyWfTVy0ukejgiJcKG3NXcEStzeT6JTc1PPJcL6tP6uhaVPNtKj4cqHwrakqFuaP9AngxceKTCdttafW/4ls3pFITrqvifAShT7FfgXvFbWu1cpJbcHJQlfcKg2AOyXmU1200c+k7Gd/PGJPt8unyjGlaGZnuhw+PuCBhx8mTVN6s7OsDfvsPm83Vzz3Wdz2z//M/OIih44cYXx/xYmlE6RFRlDCt77zbeq6ZG1tlf6wz48P/hilYaY3S57nBBWwmYmaL4IyUWh0jaOqa7TWrK6skaUZc3NzJHmCa2JeZ97NCCrgcLEkn4lVrb6C4hLx+GbIzOwullc9g+GQ2277Hg8/8hCrqyttgYsM7wWlPMEFBoMBZV1hFCwtLZEVKdokVMG36VcWUNSNW2d+w9EI1Xjmeh06WYZWmtlOD9c00dzfDm9Qnl5WoFuTRJ4X9Ad9ACwacZOqYikIVGWJRhF8wGqD8Rqr48KfiKJrU0yaRSHPGLRKaGqPVYaZ3hzdJKOpa1aPn+Do0SNoo9izdzcL5y+yuHuRucVZejMzzM7NgzaMxxUGRSKWTKcYrUhUgsWSqgSSlOBgVI5JsOQ2BxdTvcCSWkUSFFnWIU0Lgq5JswJtEtAWbRIaFxlolnfo9GboFB3wnizvEgKEukGLor+6wnB4OO4i93zQhzQmSVh3QRHXRZHIfERF027dOEZ1Sd7txLmsNYlNYuUMHat/SavxdVONaIWXGCDovEfEk7bWOb0H9GLL8NoAKOcaVBuYpdMk1mIeO3gY1KLCmRiYqLXGORe12VZgsE7IXxAFc61VrEstWbSehoBO0piTLBLfBYnzAa1iVS8NwQeCROaLiublGCyWtkw4up/QGqM1UincWkAv2HVh0BU5QlQSQhAWe71t18anJAOOC+NEO4xJzhMGGH2l0RerJqqGmuhnZ2eGVpsCcjYvyUKs7COAMtE/FyTSsb776A4ceHtqJoxM1pnvxFB86ufk7M2/rfts5dTPDSFErTPnjXNgPTRhEwOG8G82/lIqRsNO/IdIjOwNGARzVqYGdVihgkZfrLGJxSQWncTqTrJJkFFsEqLafnRiMZPavdrEFyQE8ELjiFKosQSJeXfRIKEJEtAyEdQ2mZ8F4j6k0kq3m80I8ZgowbNpvm0aTya/qcmnPvmTOH8VwAtawdBvdD15pmlRMKorSAzDccmh48d44P77ue2WW6nrmmfu389PPe957H/2frwIz/3p5+IJNMpTlhWX7X8G8yuLVHXN4cOHWB2skqQG0YF7Dv6YpZUTPO3SfVxwwUUQhEceOURd1VhtmJtbYG5ujk5ekHczjp84wXdv+R513XDgwAGSJOHgwfsAWJhfRCnN3r17mZubJ4SYj/w/iWATi5tJOLp0hKKXcvi+B7n5u99qc001iTWoPKcsK4IRfBNTprSJ/rnBaERvrodSlroWut0e2tT0+wPiGhf9q1obtI278TTO45uabprF0pvRfBQXy9IxlCGgca7G0GpagK9dDDIyglUxDUecIkkydKrJkpRyNCZJLMZDLymY78V0p6qucT5QdHqU44rgPEWWo32AxjFY7bO6tMLTLns6+y55OvO7FujNzYIW8k6HLO22hfqjlp7qhNTm6KCwKkEFxdHa0+l0SLVDS8VMZ5YsyekPByhlEd2ueUqhjI3/REjSHEyCsSl5HquPGZtRdHqkeQfvYspSd75koazoFR0yk3Do4Yc49MhhnBMSnaBSQ0DHjSK0RbWbLKCi6VXp+E41CtBx04xYtMJgkmjNqps6WismhWSC2wiBoXW7CVgleBfTqhJtooAvcQ3KjcUhiAuthcLjQ426QqGdiW4BXzOpJaNbd1DwntFoHPPkbZsa1G51KT6AD+v7GTvnQCBJYlCfj3Vc47vqXFzzbBxrXEyjSpKEe4zhsiCo1mIivsGNhE7VowkeNx7H9aFNGxTvMMZid9gT4CnJgJXSrf8uhkCdalpVojb9rTZM1I+ZAU9MkK3JY/JT28/vK3inc1jshqSEtInY7cySjaCUCQMMAp9Q8Js73eOGHfMxI/pbW61r/fMk9eyU3+I5rSF9091vCB2y6ZcJi1cnRT7LJs38MdJ7VRRZVB1zEFEKL4KTgMac1OSjWlcaac2lokxrnhJQJo51CBhl8T6sb7BtrSFIZIhqErW4GRKnl1931KqTOb9SeDUJsJL1ebFx+NGCUQzXaxmubJicQ2uqjnNU2kC7qKGUTUk22+WTS8fZ+0//yGB1leMnjtHUNcduWWJ5uMq/OvCzHDp0iJX+GjNz8yRZRqgCSZEyeGTA8uoa6CjIjOsxlasY1yMeOvQQ999/kIsvvoRed4Y77riDclxhtWFxcRcXXHABT9v3NPbt28fS2jL3PnAPhx45zMpghcQmPPDggwQfIlPUhiufdSVXPvvZnLf3PPJeTlVVlM2Yo8ce5s67vs/+/fu574GDrPZjGkxV1nSKDEHTX+uDaObn59rIUmE8GtDNenHdM7B3z17QhvsfeKiNcA3UvsL4GJ/hnGdlbY2RGlANRrhxyd7du1lcWCTLszZXOsE1NUkSF+BDhw8zHsVKWIcOHWH3rt1tuokFTNwzWCmCi7sy3XfwPhKTUFUldVMzuzDH7ELMK35AhIXGkVcOqw1eKe5/6CEgRpift/d89l3yNPbtewZJkWHTlGE5wtgOqDQWhlCG1KZ08i55VjCsGpraU5eO5arP2uqQC4oMoxLqekxwoJQlTW0swNEIjfc0TnABAhplU7yAF4VJ40byJklJ0gLRFpPF9BqbF3TnF9izezeFTRlVNf/53vsYj8ekSUriU7z3jMpx1CZtwpKLJtf5ltsFAkob0jRhbVTSuAaUjnsq+1iuMc0SsnaOj8cj5H6QBnimgjY/1zfQ1DUGhTYJ4hyuiqlHJi9iNLH366Uqg49ap43WZ1zTrG98PyljGat/+f+fujeLtS5N77t+77Dmvc8+wzdP9X3VVd1VPbmrut2dpKOIyO3gxCEmAWQURIIIGClGXIQoSHDHHbkAJBSJSAhxgUIiAlESOUCIEivBsxR3t8uuHmr+xjPucQ3veicu3nVOlRvaKFy1t1Q6VVJ931l777XeZ/o/vz966tC4cSSGmCAuU8AUUiGFQIpU/OhJHxGsRUausJcxxo9BOHHSOkiFVhlZdMipE+SCQBSe4rpGjpHRO6KALFMonRFi8hbO1A/vGv5IBuCkukwCLHE5a4sfB4tLRe9luAiX1cX/j+pMklTXIsarM/jyXP7rwM85TxBicsLg45WnT1Ru8uNCfGpNwwMBbgoSPxhULlvGv9cW0+/1ugr5/yKxcPqdWkyed+LjABziJfj8slpM2XYUgSvLgSh+iNL8Kv34oT8/ppRNPF/rIKR1gbJIgqOrv+3ybU3XG2K8IhUHkSrNePnzkpKDYnSe3nikgkKCQCWV8e+6zo9fIYqPXaB+4HtImuHL/fJPfH7x47/pYyX3xxPgy8/pMjz/YC4URcSFlGkb7xi8Y3l6gvvofU6Wp+w2G7oxucoEN/DNt77JB88+RCrF4dER33zr25R1xW7XMV/sc36xpO16iiLH+xHrOoiRqioxw8jFxTnr3Zq6nvHRk4/IdUGmNCfnJ7z9vbd56aWXePONNxnMQBABZOTZyTMyqbAhzbG2ZzucdZwtz/nw6Ye8+sqnWezvc3F+zuMnH2Lclvfe+y7L9Qnn5+dUVY4gMJo+VdhlzalSCJnzeG/By+OYuhemp8gL+q5F5wUH+wdEBO+NHyBipM1y9rxHI5EiYszIyckZdZ6RiWTyfv3Wbe7cuXPFxC7KktGk6z44OOA3fuM3WG1TC7pq5nzmc5/DC9BT9ZZrTbfdgXPcOLrG2fk52/U6fadSUdcNh/sH+OgRwKJqKP1UOUnJu++9R/CevcU+s7oGqZkfHFHPGqJWmIsLsnpOVhXkUqCMQQQJSqdkUiiyvGS22Kewll3bIlSG/k5GuGHwGbyjM+57j/URjENYy5A7XAAhNVU9Q2cFUaQ1HYFE6xyXexwiCeCchSxDliWqqJA6/XvnPOuuJ9OWvUyjs4zgHKNzYC27YaDtBs775KOstOT6tZvcun2D2WyPtt2y3bYcn56yXK5AwO1bt7h5lNYrsqLEH8SkTiyAiZ2dsI2JUtWZgdXFkn67Q+uMbd+z6wd0prl54yb7+/vTeMljXaponQ+pHRxj6kIwWU06z2bX0ncdy+USKSR1XV+BWeazGReHh9wTksI5+smdyU5e0JnWBNKZkooFmYI/kTBabnU9J9sd0YcrVrQxI6fnZ5R1idIpYXDRkYWcS/3J6Mz/49S8fP1IBuDEdZ2G6wAxotRUYYhP6n0ll/63l+SkH4xJv1douDw4P3lgfuKc5X+IqZ3oQtrpEjK1ZiORX4iCIka+EX8ApTv94T8ewcvw/5oUpH00efUu/kVf/59/6q8BXyMxpX/XS+IvJQlXO21A1NOFT8IwLhXal+tUkJrXP6zLIH6PnynYi0kQEyKMziFiqoZVITBeXLUK5Q/8DckJ/bImn6pWIXABvJcEFCEIrAfjPDpKsiy1gfzU/5JREETkk+/msvX/ySh5lURdfRIfB9lPvu1LZf7lfRQ+8ROR7sr4WxD/GfDz4krnFQGhkjpz1w9s2hW//Ku/BB+9x97hPkIJ2n7HMPF3V8sV627Fq5/+NO999C7Liw2/JeALQnO2vMCFSN+nGW7dZKndHgPr7RZC4GD/AKklL06eI6Rg121RyCuxyePHH7Jrt2RFyYvjY6wbKUMNBFxwDNZghhGi4Hx5xmqz4r0P3qdpZgnlGEZ2f+ec+k9XrNfnbNYXHBzss15uyKRCIRAhcFqU3BCaw77j5OSUPMsSj3e3QwjInWPse8qyJpOS1jnKMLUDZaqaxtEQnGVeX2exWHB2coquKrbDwPPnzxNj+ugwmbd3HT/5k9+gWuxRrKf5W54RMs0HH31E2/cQI/O6YbNa8tZ8j//45Uc0iwXDOGJFQHlPUZcIrejbDjH0tEPH2kWqqub69euUsxqdZZR5hRdwsl7xnXffwQOz/QW9teTbDbt2x8O7d1mendBuW6oipylrCIHz3RYvJXnTIKxl03Xs8g5rkz9xd/yCszxLgrDeon0gExnGWHSRs97sePz4KaosKJuaQmds11vc6Mh3PSobEi1ttBjn6W2qWkWWkzc1su9Ba5rFPgeHh1jvklmCc1TdwPn5OaejofeOqqjZv36Nlz/zGfKsoN1uOTs7x3lP1xsODw74yle+zJ3bNwB486t/kCCSoNEHn87OGBAhPWXRBs5PTxndu5gxkJUFzhiCktSLPe4+eokHDx4ghWQY+mT7iECqNPdPBgkujdiEoMhyurbj/Q/ex5yfE6LDj5LNZsNqteJmvMn9Bw+4f3iIDP6y2ZV41jYZckRgtOPkGvVxweGc4+zslNPlBd2uZVY3FEXO6B1eRG4vGqp5Um4bZzEm8cwff/SYm+0nwcm/+/UjGYDX2x1KKYo8Syq9qS8fp4XsqsgJIWDMQK5zmnmDnQbklwo2IT8OcNalgJ5cZlKbQud5qoKCJ4k1L+eCccp4JV9V4IsK4wxt1yOm7FkqyZeDJ5MCodRkFp1+R14Uad4z/S5nbbpxJgWg1ppcZ4gosSaJYjKdoRRX+5ZKTy3LkBIA71PVJKVE6cSLFULgXfLC7KY2W13XFEWB/Fck6kBduZHYCUGX55pu51mvNnjn2FvMuL1fI6NMJCUHOtdoLfAuMIYRJZO4ILV7I0qn6sPadE2pBTTdxC4t5Wud4WwCE1RVQa4VdkirLpcz9SRykHRDZBgteZZBSOD6TEoypSeajENpifOB1XpDXlTMZskku+sNdV0ifxHkrynkv58ThWSwHjd2iBCom4pMZhhrEBGyPCOGdK8opSamsmHoh+QoU2SUTc2224JWaXHf2SvBT1VVdF2HMYa6qpkv9qiLEutTEHHOo0OgnXfsvtSjn+bM53sYO/L0xXNkkfH6tR/j22//Nu9/+B7vvPs9RteRlZpqXnH91nUuzs6QmaJxFQeHhzTzig+erHnw6C7+7AK36xEoEIkkJITEOksUaTYmZKoyzldLyrygKPLJeF0zpbSYvqc3PXq3Jey29ENHlmXTColk0+5wwVHWBXZ0BBGwznJ+ccZyfcHefMH+4ZxbP3OdZ91HLM9OODo4Yr1cUsicfhg4ffYcpXLuSs0szwkhclHkbLZbTN9Ras2wNnAa+V54m/sPXiKTEuEdVRRJnS+XtAAAIABJREFUiR/8FZpwsb9gvjdDaIk9j/h3BMMXHd/54PsMxtD69Cy0bctXTcvWduzfPAJgOWzxGt756AOOz85pqooyz1ieneHKCv1Hvo7Bo+c13vVs2y33Zg1DdLz/7AnOWYxzDGbk6PAadx894INnH/HwUy+j6wK05vRiyW//n/8HWVnx+he+gMoL3vrO79B2Ha996hFffuNL/C9/439iVtc0Vc3p8xe88eabSKnwITKEwLvvvUtrBtRW0Sz2yEfLdrSYrqMSGX6wbDc7YkzyyF//td/g7B+tyZuK0Tv+4Fe/ymuvfoZf+IV/wHJ5wcG1fa4dXePTr77Kr//Kr+JHS6EzvHMUeUE1nxFC4PHxC957+jipiasKpTTt04HVaUurBzyCer7HfH+fopqxtzfHGIvUmqJqaJqB2d6Cm7fvosu0hvTkbIXUaWZdViX/fV7ys8tziII7d24zbDvuPFrgZc78IAnZVN1z//49Xn/9de7cvTudWzl5nuNdMvgI03ko/q6ANyA+iJRVxdB1BOfJZg17R0cMxvDee+9RH+zzxh/4GnuLBffu3mU2mwORPC/YbrccLBY4M5LnObvpLHXTTDjLsuQ2FiLNR4/ZP7qGNSPL8wvGvseOHQdH+7z6pc9z/fp11us1IQaaqub8/JwPnj/F/VCS049oAN4NA1opRp8A6Go6VJxzMI5Y7xEx0PcdQnS0zkzZVbzC92mtrzKYy1kBpEBx2T4cncVZR6YyFGnO4EJIymcREEKmjNg6bEj4P6VBCsUt9TE/SEpJXhRX/53s4dL1KK2nGzoJP4bBsN3tuHE4o8g0U5Kf1M2XxLKpjXn5nj6Zif2Utfy9PKcgTH6xE+d1ygabpqG8WYKeREJTIhBjxNvIk8fP2W5bQgi0247XHjzk+NkSrTVlWZIpMa1rSETIsT7Q92OS86vkI3r5OSZaTAKlz2bNxMhNwou+71kul1g70lQ1TVljncMT8H9BwH8p4HqaBYcQqPIiVebek8vkAuS942x1TmvNlIRI9vcP8e6AcXScnZ1zdnaOtx7/mqd+p+F/vHaNbyjFw+WKLFM0uwqBoB96hIiTKtdfIe3SnuuW5XI5iThyqllNkBFdppat8w5jDFIqmqbBO0fXd8lxpizSzq13DP2AD5aMyKxpiKVk+CBlw6vNluOTEy62a/6Nr/8Yv/Jrv8a2W9P1LVkhGaxlGAcuzk4QREqlEke4yYjK8/IrDzk+PUOZHYN35FlD8GDHlOjkpUBl4WpX3VmfXFqmTN0Hn6pIH1FCXnmkep8MDKpZQ13XDMOAtUmRnGUZo0nYvuRTm9pyqZORkIFP+7NpJucZuh7bD2x3K6zxzJs9yjxnL8tTsuUMMngkgUKl1nI1z8gXkugs/XaLNwPxA0N2rSBbJO1FVBIRPXmmiDgG6zCLkfOTC8p/VBLmoKsMMonIJfvVIUFFxuh5/PTD9Izmkt6NDN4wOIPyCgKoImevzFhtNwzBo8uM3o6MBFSZsdlteXFxxmxvRlQS4y0jns6NBJ20CVlTEgQstyuOz864fvs2WVXQG8uz42OEhDF6Ru9YdTsGO4KUWAF6ml/3fY8TESdAZBpdFpRNwzwGxsFg+4HoUytcTXPO6AJtm1CWizLn/PQMMbVdv/+976O0wOOuzsLz83PsYBAxsjfbo26aK1/bdbvjYrlMfrl18rs1zuMbjx/SudgbQ9v37LqWwQyoPGO1XOFDYLXZJEW6kLz/YZqN/73//R9ylmeo8wu+8IXPky0v+J+XSx6+9JAnf/8f8NWv/Dh/+A9+nfee/Donv/Kca68cMcQzfvvd71MdLPjcV95geXHB3/+H/xvr9Zpr16+nZ8w79g8OWA5LxG+C/k5Gv2v56ld+nD/wta/x/tMnvPXO97hz+zZ3X37IBx99yNsfvMeXfuzH2L99k9Vyydtvv80/QfDHipx502B3HXlRUFQVw2jwRKq6wofA3nyPa0dHyNOCLnqkVuiqQGpFrubceniX/Vs3GH1ANxUxRsq9BQ8O99G//uvI4veZHaHKktvJOAwQQStJkScoQHCWONlxRanSXtZop3bjZBAeIsIkYo5z7mpP7hJyD1xB7J11FFnxcTtxUvAppRBKXVWXAMFHggefJWm6GYcJMJ4xm82Sg0rbMY7jlR/px+COSRk3BcTvn68IPs2aiqlqvvTGTCzb8XddS5zEAP+NMzw2BiU/9tt0ziUj6L5ns9kAXCUhl8EmCRIqrJmapd6xWq0AePLRU+q6pq5rtE7zFmNHxun6O9NPjjEwmzXJqksmTlmavSSz667rUjCtkvPMxcUFy+WSKs85XCxSd0FG/F8Bv4yYC3cVBLXWSB/w1oH14ALWjfS2x03eq1lWcHhwjcXiEDNYLi5WrFYb7CTKmHUz/uXVhgz47vKCokifgbWWYTWg/qqg+C+K6fNKqlOAYejYbHYYM1D6Aodn8BYnPOMwsNps6NsWqZJPaJ7ndF3PbrvBh0g+7fvlWhOj5/GH73D//j0ODq8Ro2QcA8YGBmt48jQdTk8eP8ExEqNHB4mPniwTHBwukEowDD0Rz/HxUzbbLfP5jF/oDH84eJqqoqnnEDSFyumHEaEdEYMNER8CWkiyIqOuG/K84PjFCdvNlug9ddWglCYG6LoOnZc0KJTQ9H1P27bTvSdwNtnxJUeZNFKw1rEaluy2EZ1bjg4X2GGkW3fMqzl5KHj5M4+4c+su/G1B9qWc8DqYcWBwYwIYKIHtB6qinFycBEVe0XYD5msD/d/qia8G9DUBMZkFSEIiIuU5X/4D6V4oi5KXVi8RYqDIC0ZrcDZwdOOIL77xRZq9BHB486tfZrG/4Etf/hKjdakLJgUiRHKtkaXm7967xc88fcaDlx8y2hGZ58wO9/nil9+kKAs22y2nxyfs7e3R9jvmizmjt1hvGa2jLCuKO7fprl+nyDOsd8xnNVqn+2azW7O3N8OPDp0rqrrk9PT4Kgi27Y7RGrphYLADxhl2my11XtDttgw2UEmNFBHvRsbgWK8u6LqW/YMFXbtlHAfa7YbjJ0948OiltGblPM46+q7HjSPWjDRVk0aU4eMkX4hU5EQzMDqLt4EsyyllQeY0zazi4GDBzZvXaduOu3fv8N3vvk1d1AQCLjr2DvY4n+buLkSuIXn35ITZYp/h3ffo2o4Xp2d4Ibn30iN2g+FkuWL/zRu0Y4/dBfrBpBZ43XCxXPHBR4958uQJd+/eZWhblBDcf/llvv/R26gsIy9Lnn/wAS89fARKc3pxwflyxWyxQGcZYwhszs7Y9j0meD549pR/+mu/ymaz4RcPDli9tyLWlsViwfVbN3j89ClRpqR0vV7zp376T3Lr/j1MDHzw9EladQvgrUXkip21PDs/54P33scYw2q15Nat2zx86QFWCPwnirUffP1IBuCoJFHoCemX/EvHkGYiAYHwjjF4nPNARAuuWsCX1a33HmPMlaPMJdT+kwbQ4zhiXXJRAa4M0JMrjUYrhZ2IK598aZnM0K21dEOHEoJ+sYdAcHZxjul6dJFT6Cwh6ozBh3Qz51kGcbKQE0mFN/Q9zjkGkyq9EJPUXWmdrhWw086bdYbNaklWaMq8Iss1eZ4oNN6lYAwxKfZyTfCRbmjxNrVc62oxred4nE3igO36HDd0rM4iw2jY7Xbsui7RXLIUsAbXI1SkaVIAulQJXn7OiV7UI6VkNptRFAXDMNDudqwRLC8uJhWwICiBI2KCwwVPXVZJ1j96vDGE0RGdJ3iHEzZVGUohlMZ0htPTC8Z+pO0Ne7MF8/mc6ANt17JeLWEaI8jJ3N5aiw+W4ucL8pN8Sm488/kMrVWad4vkQKOUYLA9//nhPn9lecbz4xc8f/GccbSUZUFZlhRFyWhHdpsdxg5IFFmhWcz3me0VHN7aZ4w9z8+f4p0gxtTp6HrDfLGX7s/gGcaeSKDKisn1KO03dt0O7x1Jl+ARwtO2W/5EMyfkEiVzMq1xY+LrNrVGSIeLScWphaQoCvK/XpD9pQwlNPuLfYpVRnwL6j8xI1N6AqNYQoy0bcswDORTontxsUQIyayZE8O0v+3D1XMzjpbIyGyukTFQZQ19a5jrGfNyxv3b97h17Rbx52IKMCIQCMgydVqUhG6zpa4q+n5CCEaBVjlKKoo/VCBk2oIQIhB9sujTWYbSmtaYK6Xsg5fupHPjE8lu13Xc+bHP8/pnXgHgx998g2EYeOVTD5GX9oY+IGJIfrLW8d/NZ/Cm5/AorXetdxuiiMhMM46Wpq4ww0Bd1VRVxY999ouEENjfP6DrOobRUc/n9MaQ5QUqz/n8Z1/De8/e3ozZrGZeNVjTsz/fZ7teYU3yEXbO0Q0Dt27dZNd3aXEhStpui+stR7MZjJFKKW7tX2PW1Ax25LVPf4ZsVnHtxg0ePLzHw/v3qZsS/bWv8aVb1xmcZT5rwHuO5AFOjriDkaYuCd5jxh5jLHZIIzZEwAzmqmAYTXq+gwuMdckwDAxDR9e1rNdLlqslgsgwDsyZ0XYd5xenQEruSjWZ1HvPer2esJeW9fl5GpvEwNAP7ISkrsqr8+/yPL7s7l2e6845irpO/tBCUE/JfsgyHj56hNaa5XLJ/uEBe4sFx6cn6SzXGqSgrCqa2Yyyqsi7jmvXrxOB5ckp127doGoaemuY7+8zOotxlrypqPfmDN5yvloyu9Mw35vRrjbETHPrzl1m+3s8Pz5htdux2u741KcX5HWDsQ5jf5+RsN798CPKoqCuE0A8xoDpe4J3HwckO1GVZLKMctZezVkvA+blorZzDmns1ZeodWKLhhixztG75MWZ1lMS+F2rlCW7KQDLSf18BQWRyfbKjZZuHBn6kdEYTs/PGLqeoio5Ojicds982nNzhm7b0e52FEXi0FZ5QRDgR8tgRz4yI3/LO34+RPIiBTrvHMM4pqBERNkIuSR6yzg6REx7l2YY0y5ejGRaU5QFSiiidxACEc/J8Yfphpz2VgEkI9Z4+j5V9G2fHkoxGVBbZxldOvzM1JK8nEunWbxhsVgAgnG0rNabxOeNSXqkIB30RAaRXE6EliAUQgoQUycjJpFSVmh0IdBSMPoOoWLiyCII1tPvdngbwQfe3u14K8LPCrDDQNe1KCnJy2wiqUVUJslklXYEc43UknEcMHbAXynAk+K+awfWmw3/qY4cL885uzijHVrKoiQvc3xMXqkhBKJMzKxuGBBWoLSinEtu3D2k7bYsL3bstgN2BGsjgwnUkzVZ27YYa6jqnFlVM9+bkWWCXbui7ztm8zrB7DPJo4cP2Gw2aFUwjoG+M1xcbOm2BjumzsD+QUMxtcwzpamqCvGXFV3b0e3WNHVNdafm5I7gQxSfHR1uTHAMFzxutIzBEApPdIFMJnC/H/3U5nZIOa19BEGuMoRUOGM471a8/sptFrf2iMbhe887b7/DO/775FmOUhLrR5wIqFJNEIWRukxghMQOFogoqaoGgcCNFmuTGbrWl6SzBPYoywrjA2ZI9oTz2WzyuE3BvixLdrsd165du7pPz549YzADs8UcM5r0OWmNCIKqLOm2O/b+wwX53yxZnZ+RVyXXDg+xMeJj5OiwhODpkMyqhkwpXn30EOeSOMmYMRljzPc4u7jA2BFd5BzOHqC1ZhgGqrrk1le+jHeWWT3DDgO77S6hFosCDxibRmxFVRARjOOAlJowjigXUS5QSJ2EbKPhv/5vR378KyWf+6LE2AFtM7y2/PV/799ltAPNfE6eaZSQvHz/HsH5dJaFwDAYVts1u11LIGC8Z9vu6LoOKSXz+RwzGDabDcNgKIuCWVNhhp4YPWfnJ+wfLoDAZ+vXuX79CCEj5TSm+txnX6duGh7cvs39O7d5/dVXmO3N2WtmPK5rVAzwtmPvnZLVvXOKG9eT5sIYxsEQncdbh+kGtA/kOgMEKstZL1dEn5Kn5fKCWVlzON/DjyOnx8ccP3nGzaNr5FLz/PiU0+MXiK98haasMMZw+uwZ3XrN7vp1dtstzhhmsxntbovveoqbN+nXK5o85/DwECEE64slm/UGfVey18yRLu1FO+t4/NFTjl+c8vzZC4QU3Ltzj81qxbzZY2+290Nj3Y9kAP72W79FURTUdU2m0ywwBE+eZVRlic7SQjYiPTw+RgiO6D+uYC+9Ui/9VC/nlc45pJRpTktMlmeXgVuIpHaewB9KJMmKiGnVSE1K3kt6jjcjwzjQDwMxbNOMc7QpwElF3/cpgE3VeVVVZCpZbJ2fnlHkOU3TXFXkSkke5hl/2asrS7ZUCYYE+idxnuR/Jsj+WgocznhkiBRliVaCdjfQtt1kXl2SZVkSPsVIggwNaJ2jhEJO+1ZSWIIzRD+QZ4qjYk6UqeL0MbLddTzrPL8cI3/GJSuzCKm1/4l/LttYG+f4m87xF5QiFzk6SGKeaDf/q4RvSMkRk2VXDPSjSXuA1qNCRPiIjZFcSXQOUgF4CGl1QSIQWiOl4E5vuDWccxbS8m2Rp7lh8J4s11fS5pRf+QnWkQ51nWmyTF3dM1KmQURnM16cvKDtd6BgNq+ZNXN0plmv19NYIiKEQmYSHfV0k8AYDMcXS4SMkEeCDoyDA5kx35td7WTXdU0Zc3SWvoOhHxgGh/MjVV1Q1yXr9TlSRW5eP6IoMuzoGITACfi2t7xkLYSMTCryrKCp81TFhEgIMI496+U6qamzDKU0pc55oBQt4uo56buesqrSd7dNzjQHBwe4MXUV8rxACDU9T/GqEtZSU5Y51nQpeBbpmjGB090J6+WKsihZLOZIDV4EyBJXfLQDOsJ6tUpSSQ9V2TCfzTFmhADOJy1FXmYkx6IEOrhct8nzgtEmAd/lKOZSWHf9xg0+/P736LqOv/hz/za/+Wu/mtCFIt1zSkiqvMCYpFFwztH8xTnuH3vWmy0HR0dkZYHMcvKqTMlHDCjSSqKWirqqED4ljkpIirLkQh0zOkdZFpwsL1BEDvb3sWZEWEdZFETnGP0OESO10ijnabt1MnRXGhkcWSxwzpIJxdB1FHlOkUukThsAeQjkWvGX/qMaVZds+o69vT3MvzVg/yvLZz7zCqvlEmTq+LWbLfdu3yGbXJxMP3Dt2jXavqMfhum9anpjMGa4Go250TGOI2d2pAiBbDorhRCY0fDaa69NzOZLJGbGwUFaQ/pzf/Zn0XlGiFDVNZ977VXKssSNlqaumVU1x8+f80dv/CH6rmezWXH//g2C/AovP3pEJhWLZsaf+ZmfSet1dU3f9zR1zThaNp//Is2s4cXzFxzs71PnJabteXj3PjoKmrwkOM/RwSHz+R43r98kWIfZdSwWB9y7/4CDgwPOT065dfM21w6PMH3P3t4edV3j+o4yy8jznM1qzWq1IjhHu9txHgRuMGSzmlk95+mLY/q2gxC5cf0Gs6rhne9+Hy0Vmfp95oa0bXu2bY9YLREt4D1yL6l4i8kHMs90anOOhla15EqmeZV3IARa6StG6BUibDLSFjIZa/sQ0nwxz9E6I8pL9XFA+IiMkVxnSVkdINeaXEt2wOA9tTVYO+JHe9WG1ZN4RUqJnWy57DgSSa1rMo01hvmsppxmv0n4Yq/mv1pr6qqkH4ar+Wo5gfGNGXB/1eGDTNxaY/AuQ+vUFs9zzTimto/3qcVzOSOWyqO1T9kEEmvddH3bSQkeUZkiy7NEnRIS4xxCem6LwJ+OChsCbkpQUIlSJUKgH9Nh6SMUUfDnpQKlCd8B/9TDN9I+3b8ZwTrPzltaMyQsoVLESXzV5EXi/0471pHUohpHm6AEWYVWZTKIkFDm2VSR22RmL9QUbBPpanQuWc1ZOy3jx/T/aUlR5NR1ifMOZy06S9VZlmtOT0+IOkHmlZeILM1pRz9ig0ss7+jIc01e5giZ2t7D0DFrJEqD0JLKR0IQRK8pMo3Oklgvu3ZE7Qzej0Tv2PVbfDQ0szwdUs4xnzXTzL0ihMjGbvmNuuany4yfkDVLWsbBo7NsaqUqyjynf9azY8OubRl6k5bT/bTOFWIyVdAJUI8QDJklzybz88EyGMPQJcFWcBGt5PS5CqzzuNGnz0kp3OiYNwtOjk+QDvqLjiYrmRUVs7KhqWteffQKs/0ahyUqQAuct7TrFb/1zW8le7h+5NrhNe7cvjV1mSTeWhCQlRltu+XJ08ecn50RXODG0U1u3747tTGZxkn2aj3lcDbnt37r21f3+EfvvsutW7cQMpJnCudGopB06w2hT/fg5nzJ6ALL9QpjRgY70lqPzDJk8BRKslc39F2HjFBkaczUTlVsCH4CzUDTzPgnXctDpbibZ6B0onmFBBMQ05K5kgmVKkVat9J5Rm8MeVXS930SoGWKPC/Ig+Bcan5TZ/xrPqAyjZNAodl0LSjJ/n+yh3/sOD85psyT8l0rwWhGMqUo84LoA1IKHndt8mcmUs8alNYYZ5FKkWV5mrdKRZFr/k6R8SdD4J73uGmDoCoLsiLHOnslpnTWUk5+wNtCcU0JshjQWB7cvs5gDMX+DDsYqkxw//Z17t9MyuIYAl4KirIiL3J2u5abB0d89qc+TZ7nbLfbq+CfEi6P1kl7MmtmuNESrONPfOOPMYyGcRy5WC1RSrN3sE8za6iynDe/8EVee/XT3Lx5k77v2W13ZFJydOM6J2dnrNstqsjZdS06z7h76zYyRD710iOuVTOOZgtM2yF8pFrMubZ/gH3wiIP5Pl3bpdGW1BztHVKQceP64Q+NdT+SAbjIqwkSERBPAsJnhC8FbPDYvkOOyVhbdT2X7j1a6eTvFmO60cqSqiwp8iKtL8m0L+psnMAdAkRCq2S65CLTVEKy5wMxeISKU6tZEVya2RkX8MHybSE4DZ6fIM3gLuegzjt88LiQhCZSimS0XaZM3TKw3QwcHx9TqIzFfAFA13dkOmXaWmeUSiCCp3cJYq+IhODw1uKiJ89zjEim413XJUehTNJUJVFGPJ7R29R+jpLeDIzWoVSEOFBtFYXKyUL6+u2Q8HNK6kSCEREX0/rUYAwudEjtkXmGFgpjAuM4YjwEZ5MqHRLHVwYCLnGeVaB/fYRPW3KR9oFDTMnPOI703Y5d26ZOQfTUZUFczJjXFVkhcUKkDkXwtENLCLDYE1QfScJDQAiCBl2F5JUaRnxM34nMMkYn2BlHuxsYbI+3I0F48lwSC0Uta24Gz2DSTCsrMsq8YPSBtt8is3w6VPxkHSiQQlNkZZrh9gODt9RNRvCw6bZ0JlLODxmGEYIgz3KKowoRFYLk5ALwVhH4I7nAWkkMCp2VaF2yOGjIck3bthwe3GRvPme3bVlddEhyflrlZLpkXmv6naPfrui7Fu9LkBZXVAz/1NB+vmVww8Q51unA9zB6hxksSicnqeADWZETgkeIQF1nWLdjuTpHqYyqbBjHDmsjSmYTIjKp/qUSjMHQHMw4Pz4hWk/QlpBnFIuCMGqKqmJx4yjtajrJtuto5nso6fj0a/fYbFrOjk/pdceD+y/x4MHDFJAmnKCPqe1McAipiU7Q7Vpu3rzDp1/7LMbY6b4TKfiRQAoxRr7127+DnIJBFIKXHj2irNJ5YJ2jrmds1uuEoxSCs9MLfvNb3+LDJ4/Z9CP3HtznuNty0XW8cfcuSkqsd3R9j0JgxxGfFwxDjzE9u82Getawa1uavRmvFSlAnWxHhJqIUWZMII+YMLfBOXbTSEqoBO7xROb7C5aPl5Q3Z3TGkGfF1CGCV6Xkm5OuxZOMDtqhx3nHrRs3cdaxPD/n1o20j5uMS2AczQQ/6WiahmY2YxwNAknVVHjn8cGDkMzq5srWUgrBH1WKlXdsEMipoJnNGnwI6YyMCWFbFSXZtOv+N07O+FczxXwYWBwc0NQ1ZrslZmmlaDeMMG1AKOf5UEjuZAWhH5IBixRImTFsdrTe47xP6u84Ea68x4+SvbwiGkdGOi9uXbtO0k+k2XOIkWbW0BvDaEfuXL+VdAnW4jvDFz/zOn3fIqSgvH0L1B1Gn9ZTVKYTsUtIvv7Vr5JLRYZgdXpBrhS6rqApufvSPQRJexR8QArBvdu3MGZIM/gf8vqRDMCmc2nulyvi5wU2GOTENI4kNqxF0JkRKRRFVjAYm2zJYsS4kd5aemOo8mJS+M4AOQVRQVYUlFUNIhBxvB9gP3ia0UOI6AlLJpEIkSrlcTCMbuSWgAdZRiciwjq8t2SZRui0V4yIRAmr1RJZpFbaerNKSYWAUQwoErIsCkERcmaLBVJrur5j1Y4MqwvElEhshpbnxycpsz86olEaazp26xW7zQWZEvR+4NrRAVIIhjgyRkdTFEidMfqB1joKqTHGs+4GDnLBjSkBEL7g+6rkflHQiIAVApFLmCrswbV044gZtswPDnDKsrUbdFA0WQMazDiipSbEiMOhVY4okgJzND0upErehYj3ScVeFZroMxZNSddvGceWnRkomj2ihM12w2o9Mp8dIZWiMy30MP7yQLwdUErjfSTLCtCJNSyUJupACI7dELhYbunabfJZFQEzdvTesfWQyZYqN4xuwAqD1BV9HNi2A0ILRpNWfNJ+dlKlO+exY2K8WptWcfKiTKKnECmKHNtnWO+RIpJlIFUgPB7xC4eep4Dwx+eeLC+wRiXP2qgQInJ6cop1jr35PrOyYnNhOTttWV30SS0c1pRVTaNrimNFPdMIaTFjy8mLRBMqv1ZRqZLMZPTtwNiPuOcBfT+CSitE0XmEEmRljhkMxgSKUlKUkvlCoYsSKTOKvMQMkYuLHQGF0oqizCmKnG7cIjJYdue0bpcU3TnEpkDMBeuTDbPZHKM8v/iP/y+6znBycsGduw8wY8uf+lPfoG4O6brnEDRaVTx+8pzvvfcOblrR2bU79hf7/PQ3fpJITlMuwGkWR9fJmjlvfe/byQSgLCZTAsHB4T6z2YxPff6LbLdrAO69+goPXn2F3XZH1w9UTUoODpo5WiZh1/7texxvd9x46SHb3ZZXXn8d+f7LOtQ3AAAgAElEQVT7PHv2nJcefYqDxYzgLd12S6YyRHAJleY83/3ud3ly8oJqV7DtO7507w1eevQI40bKukoVt/cMfU+uM5wZ8c5zcXrG4+cfonVGIHKxWXPrzm3qoxmbp1uKew24ZFkqsyR6bP2IkskcxU9dvzAYJPDRO+9AiFw7OiBYgxkNKssx44idoBWDMWyGHeLsOCVePon9hl3P9aMjdruWqiyTmQFJb1OWJWY0ia0gAJG0N13XU04t+r7rqOpkfP/v/Ad/li//xj/ng0k8W1RlghLJBFQ6ONhnu9qQ64x50zC0Lb+4f8CbxnA3zxBSJickIcjynHE01E0D8eM1rDCBOWZ1Q9v31E0zbW4knUkI8arjeS4EeVkQY2Tz1o7m1Zp6v6aSGRfHJ/RDS1kWeCJMnQgfIziNi0kpf7A3I04z6b39GVVRosqcXRgZbI9WirooEmUwBJp6hpJ7VE31Q2Pdj2QAlpMjSXBhqkT11fK1lJqI4Det5ZVxREaJ92nm4kNiiIqYMkUfLMb0jG5ASCjLGl1ocALrHWFoGcceY3Z8Smu0lOxIgisxzci0SpxT62wCbgeHj4HORKq3JWov4K6l9mdelRRlxmgt7dDx7Pg5F5sLXHQMZkgtpkwTnKfeq9n1LQcHR1RNzXqzTWpL6zg5P0vtVymp6wYfI/1oaNuW3jmOnE8Pn3OMPlWTYgnWGvI8S5zUPENmaYbbjYblek0QgiyTlCrHq5J2TJ9pZwIX35lx9ws1pl6zWm8RhaAoM6yQ7Ixhtdkkt5aNpBt62nZHUeZp31gk2tPyIu0R7u3tk1VlYqPGQBQwWIdwATt6Qkhq10xnzGd7qVVOhc4EZSWRmca4nk3Xsu0t/Si4eeMmh9eu0e025D+bU5cFy4slfT9QN3PyokxWfyp5+Y7B4YWnH1f0dsesLPHBsBo39LXms3t7zOfT/aBKkKSW/jjS9gPGwDgmCEScIPh+8sAFCMEzm9XEGNlutxRlweqll/isMxSFohsifbel77YIGSiONVmjUCqtlnnbkueQZ4pBWrabFjtajEn7uWXW0G57zk6XXJyv0Tqj7wxlkVaguq6lOs6ob1WoXNGbDk9Ey3R4JbvL9N2IKKCFZ7sNe1pRVCXeeYzraWY1Qmu8c1jnqHTBwWLOnq/oup5x7JFKMZ9runagbmbkucT7jlu35hTzgu1uQ33nGquzC0olqZuc1qyIyhKkR+iIDYYXJy+Y1QuOX7wAHE094/sna+JTiDemLQQBv/P2d1j3LXuH+3SjodAZP/UTP4kbXeosCMG2axlGy+9877ucnJ0n9nLXIbTi4cOH/Pk//+f4lV/9JVarCwDW2w02OP75t7/F9773LkpnFGVS9eZZzte//nU+9alPYbyjbVv2FvvcuHWLk7NzlD7l+vVr3LhxBDEw9umwVXHaqR4M5+s1L05PULlmceM6r3/+C6mleX5KM5slHGSMV/Pjbrtj3szY3F7Tm5H1es3pxTkBwWyxz537D7j2r98GIamKhm7XEX2gKHIEpBVNHxARikxz/OIFb7/122y3Wz79yiu89tpn05pl8JRNzXK9RmWafhgmypNgtJa6LJBR8q1v/ibL43Pa7Q5nPdYaFot9Hr38CIzEBk9W5GQ6p+/btCrpLCIqxvdHskdpF363azFDGr09ffJkErpa8rIkz3NscJRZzvHz51csQBkFSgo+9dFjTu1IP5/TdX1iTwvB/tER2+32ap956BPGVGuF6QbEFFylVow+qcqzLEMgpgpdTNqAZDmo38ow657qqGFvNmez2xCCp6rSPncgGY1ccush6Q4ypVERog+T+LdA5xlWxMn/V5Nl2URZFMl0JoIbf59VwCK6yW2CiVssuPLxiYmpqxAUSk0mCYHebBAiJkFKrpOtmHeM1iGMoxhzVJ6ssYx1tMM2IdS6DevNGVolEUlTJkVikSXAwq4z6feLydNSpwDtrMWjk58kAecDWMFoI6vtluV6ST+M7Ia0x+pjol4prcikpikddmzJ64Za1xjvEAT6YUyAfSJZUZLnJVJn5FmBUWlOcnJyQl4UZEKk1rFO1boZ0yoTQjDXqZ0cEp0QZwOWgJclZhwRtkc1aR5ZLg74l5qa0Uc+vFjzwYvHoODo2iF5rjBoosxRUn9CWe5R1jMMqU2OSNZlMUraXZfoN2VJ13YMbWIUBx9wLuE5lXJJLBUDQqTZWVmlwz0EGIxhNMkwe3QeM1qUVAwTsaYsCgKRvMyJJCqaiyCURqocoSRCDai8JY8DVZOlh2++h53VXJ/NcN5hrce5wGhgGMwEEtEIGXgnjtzxCUunpJ6QlKklGnzAx3Eir3nquqDIFf1miyBHi0iVZ0iRZujVmxl5lZFn6T4e+i3OGSQa0/dY0ycAhlTkVYOzlrOzU7a7DutGRmsoipphNAgRKJsc+5pLMJC6oN6riUIikcQgiC7i8zCRzCTrV3fMs4ZGJhGU1ipRw8YeIbLp+7FsdyOjE1RVzv7BDKUynEldi902VQkQMIPn4FBT1BUijlRFQU6g0hl7dUMwDn1wyM1r19ibF7y5/Dx3PneTowc3ef78hPm8IS80s72Gw6MDxPVIWZVkRcbde3c4sIbZwYJ/vt1yMyT/7CxPfsNCJoGlGRP4xFqDznQ6JtKhQVWVbDZrhj7t8fddSwiO5WrJ0+fPiEFQFImEFELgjTfeIM9z1usVJycnNM0MrTQxeJwdmc9n5EVBCBYpqgTnl5JC5/RZR1YU6LxA5RpjEzHr+PSUf/ZLv8QwGECSa01ZlMSJcf2Hv/51smKGkBX1TCHXHcOwpWkOuXf3ZYqyZNvt0FJR3M/S82MdRZZIVqcvjjH9wJ1bt1jsH7JebWjbjs9+/gt8+ce/yne++13KqqRsGo52LXlZTPqFVOTIaadYojg7O6fMauwwEMZAlJqbD+7z4NVXr/QpUiUvaedsqniHDk1GP+vIHqYxRvCRX/7mtwB45513KKqK5ycvuHv/Hl/92tdYbzZpXcw66rIk+kCwjiJP64FSkkaNwZOXBVmW8ez5MzbrBPq4XDu6NEwo8hyBYMThw4ibztlL4W3wqTV+qbUBQXm3orto0buMxXyPdrcj0wX90KO0/r+pe49f3bL7TO9ZYef9pZPPuaFu5SoWK4kUSZFsWaLMltQ21Eq01LBkG3ALsOGBoT/AMCy4IQ889czDbgmGPei2DaOj1LLRVKRIkaLEKvGywq0bT/rSTmuv4MH66nJgc2B4wj6jQqHq3oMv7LXWb73v86CzNNY+nUU9UCRHCWIi/p+B3F2I8WNcqtqJHJx3SCHi80YqFgd78Cs///+61v1QLsCJBhE0QqrooQ3xXsfY2IMNwvFyrmKlRAZMsGyaNULG3SCiQGUJQgcUDmMbmlYSsAQhMS7gfCRNeTni6Bl6Qz9I+j6GYCZlzWQyoTNt9DoGz+gsLsTdztANVGc5i3wSx1GRmxfvN12s7UitMWOI3WWlcd4xjh6nA+u2pS5KHl6ek6xTyqrE2pHlehWF8D6Qye9rwJxzTztySRbvrBCxT5zoSMRuu45h6ONOUaVk+YAD7O6kS5BsuoFUpwxC0u8g1o1z8NbI4DyrB4artsP4kS4EqionWIuXaoeK3NGTIJptth2DGUizLKYHC7GrMxlAsNk2NOsOicZ/w6NuK5JjxWgtbdvQdluUFMwWUyZ6wmA828bQdiPDoHcQeMWTizhqn09rArDebFFK0/cd27al7Q2j9eg0o5rE0201FZzqkrYLSBmnJPvpLAbkTEfb9lgTGEdP2xr6LoaRJtMa06+Y4pEi7IJbfpe+zZ4ShNbrFdtNy9HRHnWVcXb+kOvrS0SYUFUFVZmTWkFgRCsZJQPrCCkQwaEkKDxaBbI03hEqlSNFPO22bRTLl3UZMwZhZBhb0ixFZxoXYigvLTO8BGfj6J8QEFKSFxl5mjOOOdPZhMl8irGG1WaF1AKVKpqmZXndkCQJRVmh9YiQBpVAPS0o84Jm0+FsYDqZY+2AMT1VpZCio9kYMp1iupYi1WAtQ9tQ5yWnR8e8/OLLCDSHv/AW3fFAtTelaXqSJEUoePPTb/D+7C7zyYTTk1OCgJ/7uX8fryQkihfWa16YTphMa95445NIG080z3/iZaaLOV/4wo9xebVEJQke2G433Lp9h67dcHZ6xJMnsVN6cnIUP2eTCWenZ1jrqeuaYRho25bZbBaT0GXFaEaCdxRZxtnpKaMxsf+eJCA0TlnkTmH5sRxEKIVO46Zws92ikhRQfPjhR2yaBryiyEtEEFxfXTKfzvjUpz9PnirOLzckWiNlQbM1CJFT5nOkVkyrlN40zBd7sZ99cbkLQWlsAIcgKyuSLKeoa84vl9x/9AikZrCOP/hXvw9SkKYZLgSqSUXX92RZxqSecOP0lDu3nmEyX0BQMWdiRsbgePblVzi8dStu+NOUqipxLqbRp9MZxsRTcvNsE+tYRUG7bTh7/ASAs9u3ePTkMXdeeJ7bd57hxq1bvDydcHF+Tl3VSBHrZnxtR19/Ld7Vf9xW6Yc4nfjOd9+l27Z0pqcqK/q+wzvP2Y0zbty+Rdd3DGOH1BL91OAWdo2JnUQHh0zjn+0wTPdq1l/d8N7NOA3ZK/dY/uWScDuOn8WuM+xLQe96fOMhhFhRFbEJE3z8dwqJ3uUPrI2Hk49bLVrHnvwP+vnhXICFj/5dBM7HE5GUKUgY3cDoehSaNIlI/OANOhEMdmRsO4ahwRQ5k7Iky9L4wgfD5fUFXT/QdIZhiCO3JAmUlcaFMZ5qXEffbwh+QKeBznT8LyR8xVrWzZbBWLwIWOPovEZNLIvFHomO9wc+xN2WShJM0zA68FIgRYIXCi8cxgW6f2LJ/y4s/RLnPDdv3qDveq4363i/4eMHyfp4Qvt49KlkpIKpHb8y4PE+blCaticEh1QJxlg2mxZPYBwtgl160FsG5xisZdy93iFRbEfDxWrJst8S0jg66e3IuBmRgA7RCKy12NV2om3IB4ezniFY1mwoipI0zenNwHK5xBhLcBpnA+pUke3lVJMMY3vabsPoDUIqhBYgBd1g2Kwb+s7gvGC0cWzftg1COA4P9hms5erigmKHWGy7jrYfMNaBVLRDTzfkHBykpFnAE2jbLeNoyPIJfW9omh5BgveCbznPgYNCKLK0IM8KltcXnCkQdRG/SEmsjyVJglKKr9U1z1cpRaHZW+xhzMD19TleCr62vOZH/IjWEudHdCKReYp0PDU/yRATsaMzuNGgZECrlME41s020qeIjGepEmaLCevVlv3jfXQSYQbGjATpWTYrvI0hqUzH07kK8YGfKoVUgjTL6YYGMw5IFVCJoCgT9vZPOT1Tkf09bjBj3MiqRLBZXbG+Dgz9iB09e/M5Q99gXcd0VtC1a+7dX7E3P2azWjEpSvrtFoWgOLtFpjV7synbTYt41aFaR6Lhxuk+55cxnbq3N+PeueT4/UMWr85YbzecnZ0g8wwnPLP9Oc898wwfvvs9bt46Y3l+QVHm3Llzm96O/OiPfjrKUkQcra9Wq5gadyNf+tJP8sd/9FUAPv+5zzCZTHj7rbd49bU36XtDlmU7ctGSxWLBcrmkyHMSHTd2IVhefP45bt44pcgznI+ITqTchT7jo76sao5OTnnw8BGPz89BaYqqpu1jh/fw8ITLyzU6KfDWolRGUc/QaRGviHqDlJYkK9k7OGY6XaB1hhkNZVUjVKDterxzpHmORJDqhBdfein+c5py/949Nk2LcY7r9RYvJcvNlj/5s6/Rm57F3j7bZsvB0RFXV1cUZdzU/cpXvsInPlFzcXHFd77zHc6OTxgHw6PLc06eu8Ozr77Mdz94nz//8z9HKUVd14QQmM1mdF1HXU9IkshV+PznP09SFdQ7FnSQ8RlyY2/B7WfvcHByxHqzwQnI6hJvHSrR5G9neOFI9jXIWC9TKlZFZ5MJDx4/xHvPo0ePuLy4RAXH8f4+b7z1Fs+/8AKPHz9huqhwrgfln979fkwS9N7t6qex0qqUJtWaP7n3Z/zlX/0lWiUcTg/pNgPDu4bBjdy6fYtPfPKTdFn3lBQWPvYchygZsSFEvkKI2OIQoqdcCxGVuh6Wl1cxMPYDfn4oF+A08YSPAuFrgr8+k4yj4u3PKYo8J88UrZEIBhIl0GlABEXXxh3paC1jb7/veBSSRCe0Tcd63UTMmfM4G7BPAu1fj7Q/6VEykKdxke/tSDo0GFuCdPy0Sghj3Pm13YBK4zjWWcs4DsTcYnzjrRsZjKHro1HEC8HoAsGP0duKwlnD7/0Y/Hho0T4GI84vLyNsfBfgklriiQuvAIosjci8XTpU7eL44zhgdrKJJM0QxNHMaCNYgx1wQwuFJ5ClKV3bshk9B7uCeD0v2LYtF1cPWbcblAatE0QIGGv5qk74uUQTrEVJhQ4yIjld1IkkSca26RgGg7OBLE8jM3a7BQFKlPggSY8V6SxFJoLgLboI1ElGlecUdRo5v6anGwxmdPHuVSoGOyJUlKZ3vcHZgbZr2W43TGeTp6N9BXSDYVgZ2l7SdYFpHTVrbhwZgo/iCBtHRHmWElLF60lApSBDHN/23RZrDZNJwWRSkyS7lCdxdDvakVf7NXUiEHsTQjA0zTWMI/pfaqZf2LAao94vhHhX/Bcy4eVEcVLHjqRWKW7XsXTWoZRGacVg4ghVaRnvcsf4d5Z1wcHRfhx/e8e2bRjMwGjHeF/mbDxF7R5cdoyhRFSCtSMXF2tW2xWjHcjrnMXejLQQ+KBROsWMA92wxoeeWZVTFAn9tmO93dBuetzoMG2PFB4pHcEbCJJ+03FlrsA5Vp1l7DrKJMP2Fjs4rs+XFHlBkuZ4C2kS+9tZnpAVOX60VM8UlEcFOpHUkxIShQkenUgyr+PUK7jY3daSxd6MvEgZWxunYB6c9zEQlyakqWa1XPPM7Zv8RRITuQ8k/PFyyX988waOFDPG136z2ZDnOV3bcHV1xenxEamOVbxmsyYUJTfPzjCjodlR9ZyLTIKwuw+cTqfcuHWbh48eg9boRAOS4OEzn/kcZVlhnUBKRdNsscNIWZVkRU7XtRyeHNG1HWma8tIrL/HC888/BRClaUo52We1WmJMvP/+mIpXVzVu18tO84IkyxnMyPnlFUhNmuUkeY4TEqkTVJbv6lAJHsFyvWG+f8Bssc8YAk/OL3jx+Zdo2CKkZrq3T1qUPDq/4HsffEhZlgjxhOXjx7z29ttPLVRVVTEpS157402qouBvvncXAJUk3H7mGb7+F98gq0q+/LM/wx/94R/yD3/3d3a95gwtJVVZxoR0P6ASTZblKCn56b/9t9FJQmcMfd+TlyVl3ZMWOWe3bvHsiy9wcnrG48tzglLsHx6jEkkgVj8hHlic8+R5hlYRtZokCUPXc+dT1yRHGfPJnO9953u0ZU+apeR1xSuvvMLrb77BxfXVU8CL2L3fzlmcdQRrCdaDi+hX79yu7hlhUWYc+de/9/ukxfYHrnU/lAvwdFriX5C4s4S3VRJDWGJEakFR1CS9oxssSnjSJEEKWN5/FMfV3oMNBDuCazCDY2++R9eNrFcNwzjid2q9sXLY1w1j55iUOUVeomQUCVgbGI1jPl9wlKWstw3+f7yk/yWDcoE0DWihkFrG0UcigQiOl22DJ75pEokdIitWJXKX7gt8auZoNivm9Ywiz7m8vCRNU+bTGda6WJ/y7Bi48b7BhYAzhqwsqKoSISTbraXdRuBHmqY4F++BQxCMo4vWp92dSQgRml/kmolO8T6CDdarc1CKJA0UXkU7oRJYY0mE4N/LU2ZFTt+2gNjJt6PdCCF3O0vPZDInTTXr1YbRj5RVgbWOoTc7kxMI5ejHlra/xomWstJkuSCInqYd2bYN3WCwligk15LtcsOkKpjWFcvlkrJIOTg44OrqiqZpdulOCEHuaGcBKSTb9QZcwnyuybKScTRs1hu0TsiyHCE8SJgmApFoQpBcXy95/PgxQgSEKMjzFJ0o2nZL223x3qKUZL1c0afx91gu15GpXAg2n9kw1TlSpk9HaYNyvKBMvCaoYyIyy8rde0issRiD9YK8SDg5PaFtG7ZNR5plpHlE9AUMDx8+xnmopxO0VmybTYS2RJUFgljL8zucapokCOEZ7UCRJ4xNx9C3KD1DSs+H995DysiMrsp4FVIUCePQs16tub5YM60XOByrZUNdZSipuFxv2dvbZ392yHrVM61nXF1cYLsRlSdcPVkzbv+Gr/3hN3jllVd58cUX8Qiur1Zsmpb9w0OG88invtpcEOSIvpIcnRzHrrwI1PMpxgzc++geRabph56m3aDVCYnWTKdTusGglCBJM7rBsL+/j7Mj6+AJ1qHkDmH4/vt8Ji/Ye+4lLpctk8kE7z1VVTGfz1GCp0Gfui65vLjg4uKCjz66x/HRAUWWUdYVjsDQGYqyiPmGMRKwFnsL3v7Uj9APA97D+cUFTdvxxutvcHl1xdHR0dOpUJEXURrPgNSBO8/d5tGDBwB87nOfjgtdGNHSM5qObjAIGZ5iHLMsI0sz8JDnKVJKtv9Dw3KyRWpNWU1R/2nCk1+6pBsGXAhs24i3bPtu9xwZqKcTgoAHjx7RtPHvUUkSu/Mmflc2q3UMfyUp3kUKYDGdkqUZiY730lVZkWYZ8+mMrmnwO6vbtmkY3Ij1nmpSI5Tkwwf3Gb3jwb0PmU1nsCMLHh0e8dG9j6gn9VPBxK/9R7+OGQwf3f+I9773Hi+99BKDMTx68oRt33Lnhee4/ewd3vvwQ772j/8UoQV5VUT6mlZUZcWkirjZWEN1nJ2e8dabb2LGHucU0/kBwQWm0zmb5T0Ozs54/a03OT47ibjKJiPLP4ZCJZHlALHDLSQKCGMUoBgTMyFKKdyOzX/7+WeZ781/4Fr3Q7kAJ0mgdyMUnpgpcyyXK2aLGWmmGR3sHRxj3cDl1WNGJFla4JBYY3CYyK8dA60b8GYZg0dCU+TFzvAz4FHoIieRgTQpcVbRmw5vPXlVMq1nZEnO+fkll6tr7K8KklDS9SNt00KeIeYSRIgp1CAwYxx3RPj6BcYHIMLYg5AMxkbBhHdkVYEPlqbdMJlWVFWFCCJ2TPsOpTRFmpPqBDPEVLe1lrpM8S7ypSWxM2mMIXyc0CWGAkbncH0fSUPBRa7uOCCdQCsJY1yAL84/4ujkiGkl8SLQjiNjHycIqdJUjNjBYUzsE5sxGpC8j3CN6BUWkYfbg3UGmUiUkiglcG6gH9bIoUO0CVJbrG/woWOwkn+y3fJ3kLSNATR5obi+3iKFRnhNoqKecLm64vaNM5wdybKUWT1h26wRacpoHcZYlNaUZc2kLjF9Tl3lXF9fodXIs8/dZrNZc+/eByRpTGCLXXjsY8wicqCeJGw3HavVkrbd7MhZgumsYn//iM12zWAS+q7nwYN7FEXF/sGMtu0x8xHXKYKPwTmtsgi06MBrxeV53A2vlz3XVxvKMmM2m6KKjGEHh9hslnRdh04TqjqLVi5nuLy4RiWapt0CsRKVphndpovNAQJSBOq6imOyEE1bk7pGyhPuP/iIxXTKrWdvkpcZl8tLEi0JwUIwlHnNpIrs7+16i7OCIp/SNY6uGXFWk0znnJ0eMvQNH374IUlSkqqCvh0p0wnWpyiZkOgKQQZh5PTkFqcnzzC6CHA4CrFSI2XgX3z7n3Hve+9z/vgx03rCl77877I4PGDdNTRDz2qz5mB/n/v3HtBcLbl48Ijv3r2LTBM++dabHB6fMJhxJ1L3XF1eRuCJVty9e/f7RjQfeO74OH63ixKxc8pKKdlutxFkolRkVDcNi+mU9+9+F7zFjgNKCKQIWO/w1tJ3gem0pihy2qFDa83B0dFOV9lz/8ED9vf2ePb2s7z5xpt0Q0NRZpEf37YIIWOg0RjuPHcT0/U4azk4OGDoe775jT9lvVrxzHPPsjg6YLjqcf9dQP23GmsDZugZzfevlt77wge8nL7C62+8TpZlNP9Jz9vbT3FyeooNUSU5jIbBGPphYLSWvm05PTnFh0gLvHnzJttmy+piTd5klGmGdAHXG5rrJdPZnKIouPfgIfnrCQ8+uMdisaBdbagOcwqdsuouefzwIbDDBVvD9dXVrg4kKaoyTpO8Iy0yVssVh3t70futBCJRmOC49cxtpNbYtuVjZbf3HiFl5ED7wPHJCe3Q8+DJYz56/ASxAxk1TUOSaObzBUPXs16tmE2njH3PwcEhb7zxaU5Pn+Ef/aP/mffee49MaV557nnSNOfrX/8L7r7/AV/+mZ/m81/8Ah/82Z/zJ1/7M4QQ7O/vo2Ukk+3NF8xnM5yNPPJhGDjY3wchqOual156id57yHNE+m8ZCavt1gy9x1qBDzEBXU9KlLY7ILtgubpCyFiov//4AhNKhE4QXqFIkCEgfHSl2tHhRvBWEERM4toxzum1SgjOcHm+pCpzjg/2WcxrijzFucDDjx6x3Kxptl0MPXiJFil5XjKblkxmNWme7oJAA30fWcnWRzKMt34Xp5foNKXKM0Se0HXXqBApOxCtJM5GbJmS8W5QiIBzGrMbr3lv0VrgQwwmFUlJUQbEVuDWduezTSmSAvc7Dv9FDyeRiDWOI8YN1JNslxb3CN/HF9x34AcS5VHCgu1x44DwAYuk7Tp8CGz7HufjguWD2I2IYzUgz/MYFheeTGfkVUaWaQbTIaSmqBTejQg5oJSnqjRaT0gyzd9PM4yx9NXAg4fntFvDdDJludygZIoSEIIjSxKqssCOEi0i+avMy133z5KnEZ+pRYI1HlyKtxnOpKADpoeh9xjjEcI/hc9753YpdnaCb8dsPkVEBApg0QkIGRhtT54nLBYT2kxjbTRjgceYnr7rUaSMxuMVCKFQSiJQSBFHqACbTUvbbklSyXbbEHBs2i3d0FHWFbdvPQNS8s6773B+fsF8No8ic6UZ+pGh7UnTnCqfcHRwTN922HEk/K8e/9qZIwAAACAASURBVBOOMAmxa52k1HXNwWLBdDpBaSjrnG23YewH+qYl0ZJuHHjYLTl/Ej3TznqUKNAqoTcDR4c3MUOsmTx4cE2SCKTKWS/beBJLcrRMGIPDDhCcwhqBkjmElL/89jt89+5d0h0D3QbLrTtnvPLKq2yvNwTr+cSrn+D5Z59nFIGsrpGZpppMSRPN/IWXOb//ER/d/YAnF09I6pK2j4Q0pIxKUeXRaYozI9cX53zw/vf49re+AcCH731AXdbM98/oRuLOhIBWmqLMET5EPvgwUuQpw9ABnizRTOsaIOo404xRSVzwWNNjXbwykEqCEk+pbn60ZEpTFxWKgBKe0bY470hSyFJNQONcEul5ao++iT5bmQi260u+/a1voqTj9MYRYaEY/puB0RgGF3MdxljcaON75FoqMYlfZ+8RtWAvXXB6esKOOLsDEEVblt8Bi7RUuNHyG7/xG9z/6CO+8bU/5+033+Ls7Ix6NiXLMn78i1/kR958K8oxhGS1WRNslKjkScowGvb39tBSkkrNdBJ/j7Isefj+Y8qq4saNG7Rty/379xl3lVLrHKOzNH0XFaZDT+ZK+rYhyCPSPMNdO548ecJ2u92FtgxXV5dUYx11st4hlCQvS65XDcfHh2yaEesVe4sTlmKJHSVpWtK1nv39Mwgp9z86Z7XskCLn9OSUxXyPYB1N21JWFYcHByAEq82Gu3fvcn15yemNGwA8vHePsqw4Pj7mww8/RGnFyekZXdtyeXnJL3/lK7z+qbd5ePdv+P1/839xeLj/A9e6H8oFGBnQaQDldx3MQFFD1y93UvUU2w+UWc5sMefhkyUySITfBZNc/DI5Ich0ynRvRqZG+t5EM4UF6eOHMYhIVUmzmjJNCS7QNwaNIKlynrl1h9lqxfX1htWmYdvGsE/wgvV6zSM10jYT2t5grIu1H6AoSqZ1wbA7mY3WYLuYwo6LhaAsoizd+6h7w3tQnkxLdBlxkEka5fVSR3KVloLN5posTXGpwQNt29ANbSy677yt7uctSgqKJEPnJc5ahlGw3W5Q0kdbi47JvfXygoDBKhhNR+96FIKqyCnSgiRoghQc5cfYP4Hu8cjmsy3bTUvXG7wfqCYxnCFkIM00RZEhFfSDRWnPpEoRQZFk0QNrbI+zA240oBTXVxckMkXLgFaek5MZ00nB5cWKdtvjraCa7VGXJd4meOvw+UgzWoy34EAGjQgaO1j6pqfICsZe4EaNBPo2MA6OYAWd7XkyPkHrjzuz4an4uywyynyGdwLnDYEY1ssSjcDFytM4kqUJRS5JkyJWsBzgMrZrMKMl2PjZSkQCLuB3DGqAphviiVdqemsAhwsj00XJydkpm+aKJx89Jk81r778HM56NquWrh0IxrHabpnWMwbZsVjsIVPwiaZIM8gkPo2QAuHBdD3fffceRZEzmVU01tH1LVhJrgu2myXejuhUku3cpdbGcoeWmjyrubhY7bzPNWleMgwN27aPgcHgECIGVbzz9O3ItjVMq4z53hH1dI93v/F1/vUffBWhJNN5nFy89dYn+bHP/ijbbcvDh4+pqyllNeGrf/rHXG3XBCUoJhNk8PzMT3yZOkmw1kOQPJnv89XTG/yih812S5JkCCH4B0HwX0nF/v4hjx89QO+oTMvrFXe/e5fjszvMjm9gnY9wjI+1pMZg+g4/jlxbgx0NiZJs+o4njx6QZRkqUTsCmEaEEE8/aUJVFDxRiv9+0/LbUuLdiBagCCQiYLqWNBMYNxD8xzSncfe993TDiNNJlMpg0UlKpkEHx62bJ3hnkLi4ESWgtSTVGUUaXw/vIuY2TSI2MnY13VMTWJARHRviof9petfhsWZg6HqODw9pt1OsHfjk659gf76Pt552bHnlk6+xmEzo2zb+7vDUGGeGKGtI0jSysb3jP/jKVwA4Ojri9p1nODo55s4Lz7PdbnnttdeQSrFer5nNZlycn+8mD4rjs1PyPOf6+JibZzdwznF1dYUUkjLPGYeBLIkmsKqqmU6mJEmKGQ3Xjx9jRUaa5dFdbQ0BiekNZjDR6mUtidJkScakmnC4d8DjB49omiifefDgIR89uM+JvMH+wSHOes7Pz5GNQqqMejoj1ZqH9z5ivrfP4fEJ9x8+QiYK0gSzdag8Y358iC4LrBJUizn14t+yEXSea5Df5wFHEbjBiREfBFIrJpMCuU2RUzg5OWG5NvHedhwxwYGPtZGqyCiyhAGP6WObuMiSnaQ8UqoknmldMa1LMi3IM8XB/j5nJ0doHZ2yQ2dotm0sjQuF8FBVJdN5vMO1ITC6WGAPAhKbIHbicaElwkenbZpmKJ0R3BbpBvxgd/ejCVp6ZIg7OiUE1hq8E6Rp7Poa4xidoa7zyI4VcQwpVaCuS8pqQvgqNKJBfULsxrQ1RZERrGMYW8KFp8pT9iYT6p21ZLGYE1QcAaVZxj8X8EsqYVFOmWQVGhXT2NLDTyVkoyfZphRFwTA4zGhpuwE+ru0QGPqWcduz9Suc6xmNZjqpSZMJwQWGtmOzWjOGkflkztWTK4qiYFZXzOoJs2nO6fFhJPOsB6SAqizxo2G9XtKs1gyDQQqNGy3WRcSo8rFi5saAFQG388MmKmHoR0YTkDKmxI3pSdPYHxUStI6AEK1L8rzcLcAKazu8j5B6awOr9TXeByaTCXlW4JzBWVBaMJ3WcZO0NYzGIJXYcaJHvAvfZ0FngryqKYuEJNcEZygmE05unrLYm/PXf3WB/6rhE7/2Grc/+Qz3P7rP9eWGJ4+v2S5b+lWHtAKz7jF6QCWCMi/Ifi1FBolfBkIeCKOl6TrqvGQynZJlKd3QMnQjzjjs4BBeI2wc7+k8J00TRunoe09vTAxgGRsZ1cFw7+ETPD2LeQ3G024Mg2lwcsS5kY0Cp6BwFqEkSZ5SVhWzxYJ2aAlEEE5Z1jRNR13PKIoKKTTz+R5N0/HRvQf0zlCmEy7XT3j71beY3LpFnlekaUv6vff59Psf8s/eeYdvfevbCClJ05wTAb9353l+5qe/jDOO48UxAKYf+fC9D+jGf0UyWSCkoq6j1ch5y+Fizu3bt/g/v/pvOD9/RF1V3HnmFu/89V/xwffucnp2gpTssh1prAciKeoaISRt1/PzWcE3s5KyKNFK0G23rC4vsWGkmKSY0JGmOamOjPUQHAJJsBYboEhSEqVYXV6zPD9HOo8OnrHbYkXAO0dwDmkThJc4HZ9zdrRstyu8j9pKKeNjfRgG6rqK410p2d0UPR3p9r1lPpsifaDdblkvV5hhYDGbM3ytx33bw68I/iGet5dLXugaJvWUYRxwNoIrlNTU0zrSCe1IVdd89rOfAUALwZd+4ie5decZHl9doJXi9ddf58233sIYQ1mWrFarWO8Rgn6IsCEhdp/lLGMxn/NLv/ALbK6X3Lt3DzuO/NhnP0c9j3XC6+srFosFz3/yNZTM2T84ip/fcWQyqbFmjzRNSHSs2T377HPMZzPeu3uX9957j/V2xR11k6vzC5IkYT6bo6XGjpblakmaZTAVpG36tLKWFAXVpMbu4CQ6z2j7DuM9e0eHLPb2WG83PH7yhCcX50glfuBa90O5AMtEgozmkviRd3igXhQYE3esaVFy/V9vWP8XDVU1ZzpNaZuWYHu8cCA9mYYy14hgwBtEGBHeoZM09gY9WB8HjYr4sDY7AP3ywqOCQWvN1dWSy4sL1qsGF2JVRWtNniekWUZe5kitqSaW0US1WlXVJBfnWOO4vl6zbTcQIKknJDLj8PgAQvwgp1lKWUdxekDgATM62q5FaU09mSKkou3i2PJosYildw/GerIi3i9X9RT3dyHbZPiddLwqclKt8DLggqYoqtgjTnLE7nSg8xInHDrPCG7kP+wzRJAIlTL6nRrOjcgipgDNGMlg3jucj7KDvu9JM02iElywbB9saf9gjfuJHilH2gAEQ99t6XvDZtMQLgPpaU67HdnfO9oRZlKKPMX0LSIE8IKqTJBBoIVndXWO6QeGrotBsKEjIHmExgvJTSkwKlqz+q7Bmh5whFQx9gN2sMggSVSErWitIq0rBKTPCTbDe4khOkgDOw1ViIlmj49GKhlPHcF5ts06Vm2EQiUVeb2gG/voJFYQhI/AkUCszABpLqlnBVWZ4sOItQKZJARpuF6dc3i84PA/m2HpeO+9d3GjINOSVECCpNApuUxJvIIhIGUAG+h39/fhH4P4O5LB9LRNR1GUCL9hQ6Dpt7RDhxmjDCNLMvwY6IYBnEFUMgpNhIoCgTQjSI8NLVIJJnsC52FwVyyme1gbaNYtzvaoNOVmXXNY5zjrsWFEaMFrb77Gyc1Ttm2DShSb9YrD7R66EDjn6TwwmaKk5vbtZxBpigmO9N2c5DByytumZ7Vcs9227B8cUh0eYT+4hzERWYhX9H3Hnzz5M774hS9weXH9dPwaR9Q573znHd758D7WB/YWMwiRIPeZH3mb/f193nnnHfpuy/PPPYcTgvPthkm7ZTYtsdbQdi0EQSAKWbI853K54p13vsswDEyqCXduPUueZDTrhm99/etkeUpep4gksFgckOQJ/WAoyuiWtuNIImMtrUwzTNODExzvH7G9WiMyhSNghih98e9A/+7A8lNrQhBUVcVmdc1mteZv3ok1wNPTU7TWNMGB2jGNdRRCSKkiMyHVdM2WYHfkPBGfPsb0FJ8tcJ+LHKS/7zxmHHFFSlbl+N5RyJK221IUMfXdtdEFnmQJzbaJL7oPZEnC8uqKVCfM5wvuPXoAO4DFx+IZAfG6pCxjIG4HWDL9wP7ePrdPb3D1+JxmveX555/j7U9/ipGASDSbvuUXf/EXyeua9WrLMO4sciFETKe1jIPB9D3Xl1fcyZ/BbFoIlh//Wz/GgwcPKBKNdCBloBt6jk+OmM1mXG/WnJ+fU5YlR6cnWGu5vr7m6OQEnaY8ubhAEKlb03rC0LTkOuH44IhJVbNZrbGDwY8jP+jnh3IB9nhCGJHSgbT4EKs96JhgDiIwWsXyP19y/Y0N6tN5LFy7Po7NVADpsLajbQSLeUVVTimLjNVqQ9cP0b5BtMOoLKUuS/IswQxb+nZLIw1lISnynDQRTKuccRxjL1VLlJaM48BytcSYPu7AkxSdSASaLEs5Oz7Gu0CZ5+SJQmvFwcERs1nN3jyn7zdst5v4/+YZQShc8AQESsUOLMLjvEEg8cEiRGCzucY7+/FSwGBgsI6maxFSR/2g82gBOINWgmAtvbWYMTCMPe2mZWfC43K1AS0Q1mK8ox8dwkuGIZAEgzAOHwa0i9uhrnOMI/H06Sx93+ODQ8qo7oKRbuoRf8tTNQWLlxdkiWC72XJ9fc3qesvQO8o/mpD/fMbVxZZnnrmN95bN9hoz9HgfHzZKFMyne+ACzlqWV9fMJ7NYfPeCMUQwyKGLeslRCj5IJHdUwJmetluTZRopo8JsHC3BS0YT6yRJEicsSmqcShmQhOC4Gs6RMpBmkrrOmcymEZMpHUrF5HKsI3iMGRjHESlBas9me8W22+JdIFUZSkSfrc4Ubte+FokjLUBlDmcHEh1IioTRdfT9gAgwtD1X51cIrzjaO+H6yZLtaqDfOKQT2G4kTXOUFWQyQSfxNRqsYfiSQbSS9wfLrOkw7charqMQQ3iCDEiRkCcJwgoylTIppmRVik4CxhqCcORZynSxYNulNP2Kep5wemuPIHse33/AfrnH/mLK6npLvx1IZM6kXFBmJW0zgLBcLy84ODri9bdeox8Gkjxh3Br4B57wE44P7r5PdusZ8k++zny+4Itf/HEa0yPTBLRkfb3ipVt3CIPh5OQEHzyTyYwPHawOj3n11dfiooKg6zqmdc3hwTFVWfPoegmAGx2pTpnWM6bTTdxsEE+J4zgghCDPU7abGIw7Pjpi7QMPEs2/c7jP0eEBwY1sNhucdzgEnRnIior1ZsN6dR3dxuPIZr1kcnTG0Da88/DRjue+xuKYzWc4Al3fc3J2SpZmXF5c0G23rK9XzMuaOzdvkesUNxj+6pvfxr3rsSrsJj3xjmuVbfng/7hHVU14+eVXOb94wsX5JR9++AFlUfL6628yX8yoyiLyl3WE+iB34x4RHdtKQKpTHj24z9D0zCcVd7/7LlmVI3a2IyEERVkSvGPdRWzjGDyd7XEGhPk+L9p5zzjEO95jc8g0m7B1PWka+/NpkiKk2OFSY07BueicTrK4MC+XS7RUpEJRZznBB5qm4eryktdee41EJ3R9JMQhoaoqBjsymZaorqUsS7RSMd+QxM27RID3yN+Fcb/h1q0TPv0jr/Po0SP+93/8v9E3Lb/6q3+PoipxIsobVJrwS7/8y2ybhrws2Gw2LJdLJvUEGSTLP7qm+6mOtm3J85y76zWLyYSqLHny8BF923FyeMTRweEPXOt+KBfgptmCHslzERfTYNEaun5LmtbU9ZTLf9rQHXWIdxVXz14yjgOjGSjzjP29GiVqvHUkUlGVKZNJFMY/eqx59PCcwYwRop/m5FlBXRVUdYYUJUNfEMKIcwbrBPW0oqgK8qpgte4BHe9pckleKkKIyWfnYhDKuw4hIq1mUk04PT1mnE5RScpziz3KMsMMS9od3crZkX4c8B+jFLWmMwPbtomwhevrKKwHtJD0LuL3XPjY2asYRocLuy9XABEESkIjos1E+KgKHEnil9gaZIhflHXb42XANoGR+N8JJNprdNBx4Q09ttng8TgvybOK+TxyrIX0bJstaS7JColSKSQllVFM24rqSNFuI3DEWY+USRzzfCGwXXUImXB9vmb/YE6WFFxePQERd+J5BmIGzltGM0DwnJ4eExwMw4gZRlarhvW6YxijE/g5Y7B+5EI6CjGiE02e612g6mOIiGToDG6UKClJdBR8mM4ymA7rB8zYkmhBOFkwmR0ghdo9sC1t2zMMGwQKITRip+tz3rLZbujNQJKkZGVOlqWkaUI9KXFu109MA4NtaJexWpMmimIooqzCxvs7ZyLiM/aD42ZP+hRBoMxymnVHEjJwYWfXKtnbW4CXjL1Foult4EdHS57m0a8r2AFtRkYXDUN+gFTFz7NlYN1c0/Rb0iKlnJSM3rFqFIe6IK8EQfWgDC++fBOGjPpshhthc92SiIJ5vY8gpWsMSqZYa3jy+CEBT296iiqP4oz/UmCXI3t7e/zUdM7Liz3SPGOvyJkrQVLmrDYbjhYHSA8ozdHxCUmW8srrrzE72Oezewd0L76CEIrRjEgRq4gSuHFyxuYqsqDrakLfDdy6eZv6+AQfAkoK+q7FWsPZ2dnOEhTrakpp0q7jxXEk0SnTyYzgDcFbnADnA3SCclJS17G+mKUpeZ6xWi05XOyTpJrl9RVKK0SiaG2PsZa2a/EhcHR0zMjI8nqJQhCs5/L8kmdv3GY+nXH5+AkyxNqfkJJEa7I8IVGa0UbzW11WnByfYPqRzWpDnqUcHR9yenZCURQEPEJGq5vQMobPRGQwt02LsyMiCP7lv/jnCC+4dXbG//S7v4PIEl584zVeevXlHXhH7kAk8TrMWc9iMcNtN4ymZzKZYsOIGyx+Gzc3/q5n/XhJmEkGPJdPLHmaMroRQYiLbpLslKkjSivKqqTvE8q8QO/4BWPbRxHOMDCbTOIo3jp0qgkyhl2b7RadKvIixbueYQykqcLZISoqd573/O+lZErhtxI7dEyK7CkD4uzGGSpJkKmmHXqm0ynPVwVIuUMJExWnvUE7hfqmwn45goqMGTmQknmRs7drhPz4F7/Ij3/xi8ym9Q9c6/5/LcC//uu/ztXV90kfv/Vbv0XTNPz2b/82wzDwsz/7s/zmb/7m/+c/N0tj6EcrhRYR5af07kGZFChZwKMOjgTuS4Z+22LHAUFA5ilFnlFX5a4TKTCjYTCRA1rXOZNpzlRUBARlOSXLKt63I8UwcKI9Xgq2TUdz+ZiTkxNqLREkiESTFhnGhNj91ZrRDJGPK8BaRz4pGU0MNG37hmY0uNHzXmsYrMfcf0LwlrwSOGGiPUmKmFAM0fQUpNgxnSUjxFS1jfacMk0QXuBNRGmiZez1jW6XcowPh0AM+4jwsXhdIoNEy4AwFkL8YgI8GA3HiaIoM3QIEbJORCPKIJBeoGRKlkyROu7epRjp3SUhBIqZQJeBrAhkeRQwyFzCvCB/XTPYgatmy7Lr6KwHmaATokLQDNSTiuDiHbKQmm6A0QEi36FAn6CVIpWSvaM5k0VFIiNs3RjLbNNwdb1mvW3ieNwHrA1ssoyzENOZhA5rLVoKrBfokDDJc7wTkV4jJdJ5nDOYboXXI0IZghIMo6DpJMOodsIJT9ca2saQJjlCWIbBkGU500VGXRXkVRJRkEUGMpAXsLefo3QJQFGmhODZrvqIgpSSsnKEYBFSUVQ1pnM4pyPmxfcUswmTYkK3HghGkCYZqUzRGoKx5GTc2LtFntVYE0jTnE+gGIYOIQIBCzJCPgIBGzzBClRI0SrF+oHL9QVlUXB+/YTT2yfM9qfcf3ifR0/uIZKA1lm8F/YDY+6pS+jdGiVSyjphVi442b9BqmqwCi2y6DLebrBNR6IlY9MRvKfIS8YwcuPmCanSiCQwup6mbfFS8Ee+5vVmSwnURYUbB24/e5OT8ZB6mmPNFu8EdVEigqRzniJPwTvGds3JwRz96ssA7M0O2MiWz376s9QnizhpCiF2272j73uKLOcnf/JLfOtb38TaQFYU5PmEslpQVgtc6Oh85Dp7AibE29TpdMrzzz/LarkB77CjJd5b+P+bvTeN1TS96/Su+3nuZ1/e9eynqrqquqp6s9tuu43bYDfNNlaA4IEMg9AIEItIBhF5QkSUZIiGfJg4YqQofEomAiGYDGSyEDwexhCMMV5YjO1uL/RSe9WpqrO/27Mv950P93FHUeKR7MkHFPn5VqXSe6pU7/vey//3uy6EDcI2tw6d7unPktNN1zIcDWnbllW2Ig5CLNuiQ2FLIzpQFqTDIUtVgGdj2w7SM+Ymt2hRwiaMUuIwPjOXtdRuS141xOMRDx494tHeA3OL5/n4oUmgO47pwcfpkCSKKLOM7e1ztFVN3ynatmM8HjNIhqxPN6nqGulKyrp6cyNwOpshXZdqlZsrZwVVWXLnxi0evHGHn/37P8G97ds8/OgeDT1Xn3qSnd0dtCWwHHNt3XZmTGbY6j2olrquzkxiILWgqBqkFvR9h2VbBGcMhN6C1adL1EVNcCkiVD62Da60Eb2gaio86ZgectfjB6HRxrYdQtik8YDVbE6xyiiWOcl4hHKg6RvsrqdszKHEPmOMV3WNZUszX6ZBWS3uT0rQNrpXaBTvCUOEEGb2nkT4gUcYhYSB/zXXum94AdZac+fOHT7+8Y+/uQBXVcX73/9+fuu3foutrS1+9md/lk984hO8+OKLX9drCzSqg1ZDb1nUjUXb9jieQ4Oi7VaIf0eSzGNUr4iDAFSPUj2OLY0xRQvk523E48AQsArauiVODMfX813KwgRrVllD7tj0ouNEtwi7QwuBjCJOsozT3IjP0RKhHcqiQdoS37Fo65x0mKJtTV7mhGlE3RpmdNv2NHVHXXWoFmRvcVdbRhgvGyxX4XoutmufuUwNyrLXhtQUBCEKm15ZaARom64T6N4FbRlRumMbhycWwhYIadMqdfZ3sMyH1vEQlkQq8LueXoN0fKLYvDHOb29zLgnRQrNYLoz5CPADo6OTtostwXb0WfWrwHEFwu5o2hIvcLBsD/t/kHQ/o6hqhepsqrpl/+gBq8JUuCoN2pZv6s/Ocl/UxZJgNCDPFszzkrqFqjG7dS8QKEfgRT6eY3rc9w/u01WmLjIcjmjI0U6On/bEnostTT1orW5wZET/rzvyFzKU7kGYRLSlbSw8A9V3BK6rseyOWlVIu6CmYn17ymQ6wrYVwlJYCJI0ZXaSgxKEXopWgiLPqWqF82WB9V0242FEELso0THPZoZda3vIvEWd4Qsdx4beQXQuPilSS0RtyD2dVizLgqPThSEX2RbrGwGjjSmeNNpLu7XxJzH5rAbdoVub+cGC6+UtpB3QKxtLfBXnWiMdRa9rNAZcIR0HsIwfu9FEUYoSiqzOaHTFvfv3UXbLsoh5df8Bd1cr1oTiaL8iyzIc18b3LbSd4fsONBahM+T8uqYrBR4JDgF9ow3Av29BaOJBTF5kWFJw1O8jzkD5lrBgab5XBIK2bVlkc2otWC7nnNs+x2x2QuAHWI4my08QwqYqOjw3xhZGaqFKCboxnXetGCVmw1OXDY7tEYURvmNTn8ncPTskDkNOjk+IwoCLFy/y4P6e+TwJl7YRRMEQSwa0ukPGkelX2xJ9hqOMkwFpknL9tevs3X/AlcuPEwURJ0fHXL5ymaIqyNsKj9AsLpZFlq1wAoeiyhG2QLo20goYDhLSUYrqetzAxQk8YhmAa6MsC20Lg1rEotMWjusjtG3S6q7PYr6ikxI3ibnxl/f45Mc+QeRHZqbv2jiORCttAC+O5Cd+/MdRbU+elwgFRVUAFr4XsD7ZwEaynB3jRz691liOQFiwsbGJ1ophMmA6HGMpaOua/GjBsdwD4P7dOygb/DjksYvnCUOfpmvRKJq6wBIWy2yJIyVozQJQtqRqWpqiYjoccbj3kP29B6izJsknP/WnfOnVLzNen5JmE/olVLMaJTRCWyyzFWkQIdoO7J5AujSoM5mKwbJ2ncL1Q5JAU89KmqImuTSgFZqWDtF1xo98tjEzQCXQXUuPaUN0bUNTl0YC4gg8y+A0P12WbFkWT7oWvRC0qqVV9tdc677hBfjWrVsA/ORP/iTz+Zwf/uEf5urVq1y4cIFz584B8P3f//189KMf/boX4Lqs0UJgbFCCvhPYwsM+Q8h1rcLzfEbDCb4XYlkWeWYg9yht0oBlhUxsJBaisVCqpKkas+Ncrqgrh7bp0LSUtSYQAm11zESLsBX2GS9XK4OYrMoWrWwc26eqWoSCRVdj6ZY8sa8PpwAAIABJREFUzwjiAKTF4f4hluPiBj55XqCVAG1oUbbl4Nou0rZpdUEvanQvsJT58EjXAmHkC181bWg0Xxz6XJOSqTZiBQcbfEN7saREafVmH84NAjqtWa4yul4jXR/pONRNR5uVNFWNbjtTj5EmBb3lmWSubRlAhzyb0XiewfpZwujCLBRtbVykNgYrGAUxnapxfYf2mZaqzCmLGoSkaxRVWdDWDY4fEXiW2WC0poakWlOVslyHz5UNz1RGx0enkULSKcVoMmTnwpQkjmjrmiovqfqSKI6YyjXcf+kw/84ZWZvjBx6DaQwITucLurP0rjgHwSDCqhqWs5xKdfRnqU1paVzPxXKhUw0ygLXRECdySAYBaRrjehZK9VRlB30HWpzNzyKKoqbrNFI66Kkgz3OkqwhT19DLupauq6nrnvm8eZMFrZUiXxW8UlS8xQ0I3ZC2LRBotOrJ84o0HiI+KymeLJmMpzRNgWobtFaEQYSHR5N1qNpcWx/uH3Lv9iOkHeI4IX2v6XWHbWtcX9OqHC1aOFJ0dQ9bFp4X0pUd6WBA1ZV4gcuqWvLg6AGHy3uESUCuW4psybHqQUC2yqnriiB0yZtjrly5hG41us1Z5Ese3DuiWvQk/pC2NElftMB2DYayKHIc36HuvjoblLSt0TDalmXk9Ahk3/GKZVN9vuTh+x5RVoWhrqka24ZTLMpWsCM8HNtB9eaGQ1o9fdugdY9zlgjOshV+YAxYvVJnI6OevuuMOs626bqeYTqgLisGyRBpWeb9LiwiP0Q1FWEQ0TUtfd8ThRG/qTV/r9PYwyFhGDKdTnji2jUOD45IRwOefeuztH1H0VdIz2WRrc4Qsi1pmuL7Bh+bL1dsTtcZpimxGzA/OQWtCcIQx3NQ0qLVmh6N1prhaMzFi5fY3Ng8Y9ibyttytSLZmBqP86cMLxxVopRCusZo1DaG3lWXBY50mC0W/PVfv8q1K1eJ0wHX33iDumt5y9vfzmq55BN/+gnu37uLn8QIaWa2OzvbrBZLhklKFIac39zh6aeeAizCyPSAhW0xnU6IBwO2dnYYjkYcnpgblrzMmU7XiPIcpRRJEhvIj9ZIx6Uta/q64ejoiL/63OcYJwPSJOEvP/tZ8qrk4pXLPP+eFwidhPnBiqqtkGj6tiVyfZqiOgveSZq2xw1DpOdRNw2WhocdRNJjdXiK6hVJmhpsrm2dkQMVTV2b4JolcDCmI+vsO1mdaQrN+qAIwpA8z9n1XNb9wMBWwACP9Fdz5//P5xtegJfLJS+88AK/9Eu/RNu2/NiP/Rg//dM/zdra/zVwXl9f5+Dg4Ot+7Tyvzk4KRh7etQrLksj/w6d+rqFOWgI/QmtjAOq1Yrlc4ThmJ63PyrgiFfD7CvudFkSKtj4D5Lemj9k0PVgOWvh0fYfr2QSRNEQk0WNpqJsWz/UQroPWBiwgtMRSgnQ8Zm06QOmedDRAei6v3XgNLSy8IEQoIyzoO4HQFoETEvox0rYo6wVNm9P2HQ4WrpC4llkQe21mHBqFtG2e831GjoPdNJRtg+uIM52YoMf8u5qmPbN+GDiGrc0VvutIlNBUTUVdrAiFB8IBLahrEwg6OZmhRYfSirop6ZUiio1wOowjPNcndF0C16GqMrRuWOUz2rJAuGZmv9IdPG2Rz3MOj05pmp4giBkmCeORh8amXDXU2ixkvVJ0rQl1xX7Iha6jbivqqkJg4ToWji2Yro1IJymqayi7kk40hGnE7u45Hts8z4HziDhKUY4gjCPGkzFtr2gtOL21R1lW2Ocs4j7G8mxk7OFoCyEFTaWo+xqhOpq2RemCwchna2tKpxp8X+I4ht19enrCbLaia2x65VDXymyGHN+EbFZz1KDDagIWixrsjvHakOlkwvGsp24qfNdDuuYjt5wvWM0LxmUDkU/bNiznCxC1+QKqWyxt411xiZLAwCWOThgkEVJZ5HWG63tMR2PyRUW+zPFcjySJEbgIzpL+uqNVJZevnuP6zS+zWOUMzqf4nk/Wl6xWGece2yUIfK7ffIiTpFhBx2AasH/0kIN5iZSCOInANmGbvi9IkpCnnnqSo/kB2zs76Ab6GsPd1jl5taLvOmztEkcpWVbSlv0ZBKfFkhZa9NR1eabrMz1sISyapiEKQ5qmJooSVNxx/OqMtmvoe4XSjbnBUhopQ7JaozoTSYQex+po2xJLYE5XQN7kBGlCp1rKqqLpmjOxhkQBruuRrTLcxMaVkqYsKZQi8k2N0bUFrmURBAm1XZNlGa7j8lLXgW5xHaPTW1tbw3VdVtnKULgEjKdT/LYEW+CF5gr4q89gnhLdCLhz6RbbO9tsTNY42HtAURRoZYxNs6Z6003uShvP9xmPxuxsbDOKU8pFRl1VuNJhPBqRJAl5meNec4hejZBC0rRmxiosqM9QlIOBqfI0dWP0jlWN6M2C4vse6TDF8RyOHxxx89U3GG6v06Hpuo7FYsHJ0Qme66Krlve990Xe9fy7uXv/AV/88lcAsB2Pm7fvIFyXF7/nu1jmBf/sf/xtAIRts72zjUAQBgHDwQBh23hRQBhFTIdjpBBMplPe8fzz5PMF9+/ew3Fdnrz0GI9dvsRwOMRPIsJBcsbobuibBt+SNGVF1/QGgNR21F1HU5qkdtv2/OFH/5DjvUdMwwFe5PGXn/1LXn71iwBcuXKFS5cukec5vu+/+f9l20bIIqVZI8w6AW1nxB6ulFy2bZo8p6prtre3DTf83yBjEFr/G5bnr+P5jd/4DX7zN3+Td7zjHfzKr/wKAJ/+9Kf59V//dX7t137t/4sf8c3nm883n28+33y++fz/5vmGT8B/9Vd/Rdu2vPDCC4CZ3ezs7HB0dPTmnzk6OmJ9ff3rfu3/5EP/CNf1kI57BvuXSNdlNBwTJzGuF5yB2Fvu3LzF4eyE8foGQRDg+x6+5+N7Pl1dc3pyysnBIU89+STveddzZFnDjTeuc/fOHTbWN1jf2qZHcn/vHn1f4/6Kzfz7TjlSDylFwfd93/eztrGBEDbz+ZLloiAvahzpMB4mTEem3hRFLnnV8gcf+yO+8MrLzBcLds9doCprZqcLirzEcwMCPzpLE2r63thsLIwc3HeloewIs5Mvy8JIoaWF49q4novrWSzKY+I4xPdj2kaQZw1F3lKVHZYwCW20CQYIobGlMeo4lkNVGOCW1j1CKP7pP/5H/NR//p+iaQ38hP7NnZ4WNl3XAeAJm8iWDOKYjc0p4/Uhg0mItnoOjh6w9+g+CnMzcv/hA5ZZjuMGBGGIH7hYGk6Pc7KTjmZloSsLbfsMPId5PidwFFqUaKkI05DBZIyfBjRuR2UbShEaPOlQ5jm67Ykj424djkZI6bDMVszmi7MTjmJr/TxBH+EOJZ5vm1POMuf6azc5PV0RhQllWXNPdGw5PQOvYzKJ2Vof41sBJ8dHZKsZXuARxzFl0XHwaE5ZCIT2qCuo6w7vUw7RvxvQdAVZMSMdewzHMckgxraFEYK7poJxfHTC//ahj/DT/9VP4Voe+w+PWc4zLGWBbnClIk6HICSHR6c4ns/a5hpf+esvsrO9zsnBAaHjMR2sYfc+jvYJnIS2Udy+e497dx9hSx8/jMmKglbVTDcS/sEv/hyvXX+Fu3s3UaIniGKCMCYMQ3zXQjqCN26+Tlma02unO/zAIxkk+L7PydExqunZ2tgiDWPm8xWrrKDsbV597Q0zjvADhO65fOESrnA4eHDI2mSTp598G3/+6S9w/fpdmhoG6ZjFYoYUHWFkTr2mxmXhnslDlFI0TcN73/te0jTh9//1R7GlJPA9kmFK3dUILJ599h1ky5KbN26i+obAs+i6nKpe4kpBUzd86k//nA/8wN8m9FPe+s53Mt5YBwS+ZzIAdVlyYfccf/2lL/OJP/4YW2vrhJ5Lsco4PjxEaM3Wzha9rQnSAN/1aPru7GRkkRc5RVnx6OE+61ubJEnC0dExCIvJZMJoPGY4HTObzxlOxrRtS1VVRFFEGIR86ZVXuHvzFs8+8xYu7Jzj1hvXeeO11xknKc+/8G5mTUFnmXBlrbqzq1AbF5vYCdh/8IhPfOyPee5bnudb3/ciR/mSVVMR+CGRGyAtm6ZtsGwjj6nrGktog73UsJjNufXG6zzc20M1HarriEYp7/n295JVJZ/5iz/n0aN92r5ndWY989zgTP0YUuUm+/O+b3sf/9Nv/zYH9+9x4+Znef5tL3L73l2iNOE/+6V/yHy55L/7p/89B0dHbG1tcXo6QyvFZDzh8OFDgjAgGQ24d/8e//E/+I948dveyz/50H/N3Vu3uXj+AsfHxxwdHiFdhx/4oR/krW9/G//rv/zf+cxnPkMyGOD5DkW2IvVjzg92aWVtYExpigx8JutrXHn8Kp7j8pXPvcx6MqRa5Pz5X/4ZrWvxzHPPkiQJOzs7bG5u0vc9QRCchVjFm+/Jn+s6/lsM8rPrOnrVUrc1TWPGFQJ4+ZVX+PDv/R4Iwfnzu7z8hb/4f13rvuEFeLVa8au/+qv8zu/8Dm3b8ru/+7v88i//Mh/84Ae5e/cuu7u7fOQjH+GHfuiHvu7X/g9+9u8b9JvtmlmwsGna9kw0bwbaUggO5jnHj454/eYt7u49wgk8hNKgMZYkBdlqRRrFXDj/GK7r4Z71PhezBarpOTqacf/RIx48fIDnSra+b0o8itgZ7rK2NmF7c4c4jjk9mbP/4IB79x5yfGLeONNRyjCNuHL1cS4/fhGt4MLuBR7tPUJ3FoET4DsBuoe2aqmKkrZu6bUiiDwDTxBnF2e9MlANzOyk73vUGXbTD4zCDxStNknBKDGzXSFsusZGtQ666UHbuMJFWBqlWlRfo7qGlpZWtPjh6Mw2pHBdE4MOo5C8WHJ8dEhdlzieZDKZMB5P8ZLIcIw1xLbPYBDz4cWS7v5NnuoLk4z1JQqDvMuKHGUJwjQhThIc18VxNDY9TSUpFiV5VVJnkMYjZBAQKRvpWrhBRDR0mawNiQcRH7U14eqEc0LhhcZz2zcdou8YpQnr6xvcunGDKluZ2WDT4NkC4bo4QnH/9l0c6TKqUra2Nog8l8Cz2d5eZzgc0LU983nHY0WJLwXrk5SNrRGjNOGNr7xBGiVMxyOKumQxm9G1AmnZCJS5EnRsqqqlfqHG7cx1FEIbtV9pwl2e75mrVWXsUtIy7998kXOcn7KYZUjLOZsLKkLfpcxKul6cbdY0i5MZulFUWc5iNscbTgh9nybXBoBihQRBSBzG5srMC/B8j6otQVh4sUtWL6lUSdkXVE1JY5m55NFC03cVaeJTdTUny1PKpmC5XLC1vYF0JUpp4ijFS13yVcX+3iF12VFVLcqNqCtNkeVUXk3gS74yO+Kw67jatQhvAy0Vta4pm5r5aY5SLnlWQl8SBGu4nke2Klgul1jWmcRcms+8Fja247N/cIQtbXN1XlUcnh5h25LHLj3BapFx/cZN6jojSX3aZklWnBKHnpnBAXmbM89zbnz4d7m9d99YkJKUQZQyTAf84A98gLZtuXL5cRazGU1d40gbS/cURUZdpSjbIi9zpHRMn1orOgUPHz7k3v37PPHkEwghuHnrJkVRMZsvODo+Yn1zEz/wsWyb6cY6QgjW1tbMHDmKyPMc13NpO1Nha5qG5XLJ6OMp4lsE9AoQWLaNfzbCsLBwMSz0j/aKVdchEMwXCxrVGjVe35EtVziOUVJimcCbUib86fs+uu+4dPkxttfX+PSnPsXe7ds8//w7eOtzb6d3oLcEG9sbhvZV1EjHI88L6trMwYu85s7tu3zLu97NYDhma3sXfbZpP54tqDvF1XMXGI6nvHbrFgcnp9RNz8lsSVlUOJZF2ymE49Epi/2DQzzXYzKZcnR0zJ279+i7Hj+MGIwUWVZQtTVV3eCcHcratuf+jRusnT/H0f4jTiwP55LD8eERZV4QDwfMl3MuX7vK+9737eTLJZ/85CdplhlPX74KwM2btziez4iiiO/93u9lbbrGzRs3ee2110jTlOHQiCg8z+MfJgliOCQKInrdA4rJZEJdm6rU6ckJG9MN/u7f+RGaM07213q+4QX4pZde4pVXXuEDH/gASil+9Ed/lLe//e186EMf4ud//uep65oXX3yR97///V/3aw+jEcI289+m7Qw0AONqbdrOSJt9SVc1HO4fcO/2HUZbWygl6OqGMi9xpOHiCmGTxAMsId/EEI6GE8IgYrnMaPo5mp7hIGZtbcrO1iaeI4njiK3NTWwFXd2Rr3KyZUbbGCyitsxOp6lrowezBcJxObezy531LcqyJpsvieIY3/XxPZdXlGIoJY9LQatb4wk+Iy19tZrQyg4pjTqrUxrfs0HarMoVh0ePWK5maF1RfmiT9X9s48gQrV2k9PE9ExZrqo4w9EiTEEeC6huKcklZtxRFRlYUKNXhesYHnKYxXV9x6dJjnJwc8XD/EQ8ePKDrFFtbW4yHAzzHRTeKXsCzZUGlNUiHZTajXtWEoc94fczFrQ2qpjGLbNtSFgXLfIZjdaTjIb4f4zor9vdmNH3Jspjh/55A/HiPEwmSic9w3cfx4DuKjDbxyYuCxXzJIE7YvfgYKEGV5ThYPHn5Cs2ZL5Qwwnacsy+ykq2RT5YVSFsgmobjh484ODigrhuGgzHT8YSB51K3MY6vSVMXKTpOj/fpqpJVp9CqQ9iCJElRWpItj9HKzH3axsL3Xbq+4fj4AOlBOgxwQ0FVFQwGMcN0wHK15PDRIxzbIQxNJ1B1Ct9xWb98hel0nYNHh9y9dcMkOZcr6rrn/IXLFHVJtlwwiFMc22Fzusbm2gZREEFV4/qStmvI8go/CnnqLc8gHZNY3WhKOqslTA0AxPUlXuzSlR0dPYv5Mfv7BzjSYjhMTDq3Mp3Oqqlx3JCybDk6mCMUBF5INs9YzZYIZbPMKyYb50mTCUW+wJaaQTpAtjVyOacUknk243R5St3VOL7EciSO7zOQDvPje+izVLiUkiAwqkYtzkD9Z5tuL/DRAoS00QIsaROEEZYlmaytYdseQkraUqEtUGfZiF4o/DP0ZzJOOT1dUhUVnW7JihXz+YyuaomDiHe+/TnqsuIjH/lXvPXpp3jy6hXu3rpFVVdcu3aVOImpteK32pbvxmLd8+hVT6cVx8fHlGVJlCTMlwvGkwleULLIMi5fvWKUlE1DGgRkWcZ8PqdtW774xS/SNi2729sM4oRPf+pTDOKEzckaaZLg/XsuD/YfoD1JLy2k5+HYnoFqaGH81b3i26uKLyYJW5ubaK2J/ADPClislgz8BN/zaG2B0tocYBxNFAQ0ZYltCeYnp+he8d3f8RKu/d3kecb+4SOOlqdESUKUJKTpAN1rJpMpS3eFF4Q0TUcQxDz11DNMxlMePdrnPd/6Hm6umQXniaefZG1jg90L59HCzIR/4AN/m6ZtqcqK5kFLfi9DPmaTTTKy1YrlakYUmRvMpjGL7Gqx5MGjh1hCkFeFmRX7Hk3bcvBon7asGG5s4vkBaCPg8YMQz/Op6hrP9/C6iKZXHB0fsZwtwDL61iiKKJuajfV1jhczhBCMx2OWiyUf+9jH+PznP4/WGs/zkFIaN7BrMLy2ZWFZFtP1CV3bsrW5yQ/+4A8ShrH5XDkSoc2+/Gs9/1Y94A9+8IN88IMf/L/93gsvvMCHP/zhf5uXPaNaGbepaztopXGk6Qb3QiNsg4KLAo+3PvMMQtrcLgr+8GCfF3rNdDpF9T1FluHakul0SpZl3Lmzx2Qy4V/9/u/juS5r0wllW7EqcqoqpywyHuzdQ3cd29vbbG9uki1ztnYSrlzaoW06jo9OqesGW0qyqiTLK5bzOXmxwXtil4+HMWmU8D3f9T3cvn2b1994g4d7e3i+z7sCl7puqZueggY/8uhbRd00XH7sIov5HM8NyPLMwO2lhbIFRdeQ1xWt0ChpU+U9Jz+RwcEpa1Of0PeoshqtLJIopiprbGxsJKrreO+3vpc7d2/w6suvk1Oepa0lnTorzNPiOIK2rXFdl8lobNSCRUm+yvHdgJKC1WLBxuY66TjFLi16Wrw0oGwLRpOERrfMVkssxyYaxIx8D4SiqmJUu8K1Yk4PK9TDitbKEVrSSvB+wiFIJIOxTziwqVlR1R1K94ROTDgYMA0TXMfFaxVVUbE6PGQ5XxIEEUr1SMdhMBoxTAeAxcopqUvB1Z2LOC7MZkcUSjE4v0NV1jRNj9VUhH8i2Hp2g/CKZNmt8ERNPBwiW1Nn65ua4WSM5/ncvbdP3xmCVORHtA4cn5wQpxEbwyn7B/cpy45OCzQdruswGgyxETRFRV022JhAx91bdzm/e4HQDzg9PmU+myGEzXJVMF3bwLZcTo6PDTDGlaimpdEdm+sb5KuMvupxidiYbnBh93EeHhzj+hE72+exXY8kTVGiZ1XNcULBPN9nujGmFQX3H+7x8NEBVdMTJQM2JlOuX38dKR12z+9SVRUXLjyJ53s82ttjOa+xtKCywRU+cejSlC1xEHDyB0ucb/WR0kXaYDuSMHQpywwUxGmE40ueePoaj19+muloh9OjjDgIaYs5+/t7lGXJ5cuXiaKIXhtTD8DB0SFrG+sEUci3vPBu6ral71pO56ckaUoUJ5zO56xWGdJ1WNtcp65XeIHLcHye9fURGxsmFFo0BaeOzU1bE/sStMDzI3KVYTuS7XO7fPmVL5IMh9RdhwKiOCZbzVmslkymE4q84O8Ii17BbLkiCAMsW1K3PUpYSMdDuh691izzFY1qODo5NLjIMGY2m3P1ySfoup6trW3On7/AyfExuuvJFkvyvMCxJP2gJwhCbt28zcHJCX4acbJaMNncpOoahCU42j+irxrecu1pylWO6nv29vY4nM1JpiN2Ll5gNBohGkXftwZOcmbt6tueRbPARuO5Lo5jc7qcs7OxjmtLnrh2hapvuPvoPvPVkn++WLJ7/z7T+ZIHd/fYWN+iq1ssy6HoM4QlOT05wvMcfG+IdMwtz2g84rnnnsOLQ1ZZxvPPP88z9VtMMLXvUZ0h9hlcZEvbNlT1irqpGI1GzGczrl69ylE6ML7ds1RynCSMx2NWyxVZliEtQd91FEWBrTR+ELFcrpjPlnSqI88LmtYAX/wgYHYyY7lc4Cpjtaqqiq7vyPKc0XhMEIVYwiIIQ7NQS4e19XXyPGc+nxMnCVpr9g8OsKVNWZfs7d3nrW99ltOZIWUt50vu3LlDGsdkW5tfc637G0nCss7wuwgQGpQ2uj6tzS96JfAsi7VhxPPPvZ2Lj1/iJMtY+6OP8ejBQ3TfnxXsNcKCm7dusrO1zede/gJd3XB/774Rd6seLE3eZGTlgrqWdEFoaC11w+nxCVevXGP2xRlrz405f26dl7/k8uhgn/FkhNY2qinpdEcQWHy+Azeyede7nifPCwLXM65RAQdHByDAsjXpaEBotbSix/cC6rym7EpGaxPObe1y984dltmSXnUsshV+5LG+s0VYRnzyk3+KCwhKJBlp3BCHNq4vqfuOZTbDsSXpYIAlYGNjg7e85S1cuHCO2S8sUP/hAUezEwOid8z13PkLW8xOPU5PT9D0lJWpGmRZdpYaNCD+MAqQgculxy+CpXn9+qss8xmXLl/iaHbAarXgdHFKVZd4nstwNGQ4TrGshqrJWFUZi6xF1j1rmwNcJyAMfC5f2sGWLbankI7Bj/Y96M7GEzYSD9u1cSwbW1kEviBY20SP1hkMhtR1TVnVYFnI1iAmraojP8mJZx72js1GOsCZDlG6Z7FYcHwyJ0mGpD8zQFgay27551HMv09Ft8oYJQMWOicaTUDA0eEJQltEQcSq68mLDI1kMEiwHcHp6SFSwpNPXWW+OqHrWqIwRAC66+mrzlSoVmckLCE5PZlTlcb4lWcFWbaibyv6XuO5EV2nCP0QzzOyBtUVFHlOFIRkiwIZBiiluHXnNo4XMp5O8OOQtlMUVYmyzoD/lk0Ue/RohsMh89UCf7ak7c0cNQgSpuNdqqqgWHXUbU/bZfhui+4dAj+lyirqSqFtja1turqlLBp41iFbZvihhR+nqF5zcjyj6xVlUfDyK68g7Yh3vO09RM6YugLfXTE7PiEIfXZ3d1kul9i2zcXLl1jf2GCVZVi2RdWadOliteTb3vdewjDiCy9/gfpGQ5TEPPbYJaTtcff2XVzXoaozdna3SRKJsDocV5NXBQDHpyeMopS3DSIyT9C3PY7tE56/QBImnM5mYEu0ZTNd36BTmgcH+7Rtw7nRkKP5KVWvCOIBtm2jbAscU5XrBdiOg+O65GWOEppeGyF7Vde4jseN6zdJkoRbd+7Q9R0PHz6k6zqT5JUukR/QNKYn3jQtbd0QhhGDwQDtWDiuS322UFiOZLVc0pamprM+mhJFEX/ysT9mWdf83R//e+Zn3bjFqEsRE0NpM/XCr/KXNVopVo+WfOXmKwitSVyfOAxYG4/QNjx59SpBFPJCWfFg7yGvvfo616/f5C+u36DtNWEUEyepqUJiGVBQGHB8bJovli0MurYomKmeja6n7TpGowmu42ILC91ruraHUGFZAlij6Su01iTpgB/+kR/h1o0b/Nmf/RlCCF586SXGa1PW1tewpeR7/tb7ecvbniUIIlZlwb07dwkcD9e2GSQDsjynR2EVKzY2N4njmNVqSV6WeL65jbKlZFXkZHlG07VYtmS5XHJ0coItHbq+Z5XnzE5P6bW5bs6rEuk4TKYTUKaGGMdmBKS05tLly7z73e/m3t27DIfp11zr/sYuwHCmzkJjYWYgX0Woqb6lriw8X5KGDmE4xV16rE2mtGWNZQnmwrCH27alaRqkZbG/v4/jSMbrU3w/4GQ+oxctwu5puoq66+jbkjiIOJ1JrFuK5emci//l40z/fMTByYpFNicdxnSq5XQ+R7UVt+/e5olrjyOdkKbTjIc+aE19RslaW5uyzOc0XUNZl9StwBkGNH2NG1jE8QCrt7j8+BUfKM7pAAAgAElEQVSSp9/O2tqUv/7KVzg8PiBOx+RtzsuvvEJv9Wxsb1HNc9qq4/DgCIEp1lvCzMejxEJ1LXl1wvndc7zzXc8iPRvbs9C/3FM8WtLpAjcIWS4Npu/2netGu4W5pqrLkqooaOrOfNFmJV7os7mziTjVOHs2o3FqUHS6Ym/vHmHigdIUywUHh/so3TFZm6K6LSZrAXHgU6oWUkn8+SHqB1x618yppxspWlf0FIYMhoVr+9iuhas8AivEczwsBLrpEa7GSUZI6aI6Teu1FNJg/oSw0VLgxT6TeJ34v0l5+B130K6muyboVY9uGjxLMIwiLK1J4gjXE/xCfkJRZbiWzTgd48qI0XjA0fExi/kK6QS4joeUFVoret1gSYnn+2wn69ieYmt3yroaslquGCQJuRB0rs/G+ibjtGV//9i8tztYzpe0lcbzAqqqomk6POFRrTq6qDI1JNdC9YZZ7NiCoiwZxCl+GLC5vUUajXjj9Tucu3CJtc11fD+iKM0XmG072LcU9tM92SzjZLHP6fyE1TLD90LQLl0LTa4IvQG6N+SqeDiiVwZk7zmCMptT1wrdKhzfJghSXDvCEhnHizm+b+N7AXtacK3tsSxJ4CWsTbe4eOEyj+0aFd39g33W13aIE58/+aPP0lU5ljDVpnSQMp6OmK5NcBybtu8YjQbUdU2vOybDMWVdoVCsb21SlTlRGGDjcG53lziK+NKXXzabHrtDo6hbw24GmC0WeH6E4zlEtodtSwbxiGEyYZSOOZ6fEsYxju/xxo1bHA4SPD+gUz2zWYbnuzS2oG9rXBGgbdt0QS2LZDBgbWsT4Uoc7VHV5dnfW6PQ5GVhriqn67z6+uukacp8tuTk6Aj7skSHIYN4QNcZYIQQtjGTSoc8zxmuTUiiiLrvsWwLx5YUeU5Xm970fDbDFhYvvfQSrRAkUcx8NiO1Utz/xUH8HMYB3Pf0jaHvaa3wfZ+9f3afk8dPUKrllS++TBpGrBZLnnzmCaRn5POOLbm0u8vTV66xmC+4decOr3zpK9y9d5+7N69T9x1RmiAdl/JM7QiQFxmvvvoVsrLgI5bgp7Z28P2Q1159nSiMiIMIaRu0pu8FxtomOtI0omkasixjMBiwf3DEzVt3uHTpEls7u2zv7FC3La7n8sQTT7KxsYl0HKLhkNPTUwLp4lo22WJhshWq42h+ymAypu8Vvh/wvve9F13UrIqM2XzGaDLBDkIuXb6CsCVlXWNJhzBJ6FyPwHUpygosC8v1KM/CnkVdG7CPdEgHQ5J0yPHREVoIwjjmdL4wh8mv8fyNXICNNUub0y8YvaVWaCUMOcc2Zej2zILSCwvHkjxx+RI0LfP5HN9xWPU9jiMZDIYmhCAEbugRRwm2bVHUJfP5KZbTYcmz8nVfo7THa33LM9mK/YMDJj++RtcrmrZmODbds4cHj1AYKfrNOze5s/ckT1y9xunJEksMDZP0pMNxbequxHYs0Ao3lGi7Q1EhrY6uzXhs+wpb0x2Guxf5nzfX+KUkJvUD/uCP/oAyz6m7kq5pOJ4f47oO1IrADRkNB1y4sMPW5rrpU5YlSRyglWa5WGF5JYORR9UtCWKH85d3mHUHjNYDLFtwcGhA9XsP7hh8Whgbyk5T0XVGn1eVNVlW0nQ1e4/uMp4MuX9vSBwHhJGP59sIW2F1Dq6GwLLwtCYvSqrTE5auxSjYZLgxILI1OvJQv+hR5j2z2YJskZEvjoEOaLAscKU0gTnbx9JGIWlrDI1GGLC6Y9nmarfr8WwXO5S0bQeWbShFWHStxeCfDFD/xRqR7+B8hyA/m4FLS5LGIV2ncKQ0LlUvMLALLXAdn1w1PHpwQFmV7G6dw5Y+9+4fGq2gNNf7WbZkOPF55q1P0aiMLF9QlhWWMAGsu55H6yl28475coFqzcexa1q0ElRVTdMa5nMYhqj9lq5S6F0DiGg7k1bXGhzHZXNrjYsXLjBMx4yHW7gyYn3jHI4X4HgOWhh8HoDtCqp/0bD6hQW6V5wenXBwvE9Vt9jSh86iWlUcZ6c40kM1Bto/jEfkRcbh7BCBNkFCD+quoq5aVLOgLU1QCAvSKDGe1qJERy6j6QTLNnKStekGeV7y5Zdfo6s1vhdw8fwlrl69yOnRIUJpLFsyGg+J45iubxG2wPd8I2WxBJPphE71PHj0kE73jEcD+jSga2r82OfqtSscHOwzmx+iUJTZyrDL+4rVKgMgy3MWyyVCQq8bzu2eIxmE3Lz1BrqT+HbAtcefIExT9u/vUXct53a2OM1W7F8/RPoSuRniRhG+F2BLmyiKiOOQ0doUGXis8gyNpuk6mr5HOtKAS5qcJEne9E2naWq807E5gTmOa2APjsR1XRzHodIGklE2FfPTGSJwjDUp8HEdE9rzzk6R8iyYev/+fYTrcunJa6xWK16/+Tq8vcP/nG+QiFFIGAYEgY/rOQg01z74OG98+Cv0tem6p2FEVRX8xZ99hjiN2dzcZHNjg8oPGQ5HDOOY59/6LM8+9Qzz1ZK9/X1u37vLzbt3uHv/PmW5MPkEwPMcsmLFYrnkXW3HzcxcV2stkJbz5glY94Z+Zts2XiCJ08hgftuWOIl5eHBAEMcMxmPmqxXt3h5BEJAkMY7jEgQhtnRo2p4wjAmlh+g74iTF8zy00Ey3NkEK8mzF1Seu8ZZr1/jSZz/Pp/7q8+yeP8+Vt72VcDTE9zwsKRmMxrz0nd/JarXiVWC9LLHKCmFboBST9XUuPPYYvTZEv8nalI3tLRzfpShLEIL9gwO63vAVvtbzN3MBfvPLFizMLhJAq95A1B1TgjZwbA25Jvm4zzPf/TiL0xmH+48oi5y2rUmSiCD0ieIxO9u7nC5mHB0d4wc+fhpQnZRYoiXyPWxAdD2InusSnpEWo9EI9cca9TNw4cIOSsJr129wf/8+2IpBmjCfzbl+8w0uX7xIEBnovefZpIOY0Sjlxp3Xka6FpSCNE3paFvkJ0hH0XcO57XXe+eSzuNLnnV2LE3hcOX+e4lveze29Ozw8esRkMmBvf4/j42PyKkegaNuS+eIQx62xrB4/cEknsZlXxg1Rf8zLr36G5bIgihIW+QmbuxM6VXN0eIQbmHiAF1ggbJTujOCgrVFKYVsGZdjWDW1XMxwNWZ6eUOdLtrbWmaQ7TJKBwVLS4acpA/cxdkYpZZUjbYskDUm9ALsGW7ugPdpe0CmFj6aXFvVyiWUZlzC2g7IFfW3TWaB1SyNqKlFhCwtLG8m8pUrAIvBDfOniuS6WbUxSCAutBZ7rYQnwf9GjsxqjXXMswigwOr26RmNxdHSCUjVKtKzyOacnM7paEicjmqZESIvNzS2D27RjlNrjwcN9LAs8X2LZGikVbdtSVgssy6VrO06Pj9myJK7tE6QDAttnEJfmPa4EjuMjXY+qrs173IIszFA+eHWAYwtk2xmpg+eZwr/rU9c1fhhQNTVtJ9jc3UJpi7bv6XuBsEz1ybKg/sWa/Yf79LqkqVokEqvvybOC5aKkLHps3eB7/v9J3ZvG7Lae912/e1jzMz/vvN89nr3P6GP7HMdDnDROI6dpROEDBQEFggSiiKJKVUWEKppSIbVCRQiBFIYiISpCBJRBgBo5E3Ea20ns+NjH9jn7HJ9pz+/4zM+a133ffLhfu/2AvzuPtrQ/vI+2tNe71rru67r+//+PoiqptjlhoFlv15w+fYZ11l93IenqDtMY1FohUwHOEAWausipqwKhBTYK6WpHECnWecE7999nuy7YLLa8cPdFinzFybOHvP6pV3n84QOGvQFCqasgnIim8ZqMtNdjW2xp2o44jbmcL7mcX1BWBQ8+espo0GMTrdmZNgQ6QEr45Guf4Omzj1iuauqmpao7msbrHBySsm6YDgaoQLNaz+jajvPzU7RIcJ3g/OySYTFCjxN0krCpKjopCW/0KcqCcr3G5aXnR+OFOYOBL6wCR2da1qsVSRz/ULDTtjVZL6GrDMvl0qfbOUcQBOzv7xOGIaORP3xcv36DUc+nSJVVyXDao3feZ3m09kKqq2eybdsrIAFXiuaIuq65/+476DTlsz/z08wvl3z1K1/h9NFT4jgizRKiOCaKIpIkIoxCXv/kJ7lz8ya9rMd7j9/h/XfeZWc05sy5H2ZqP9huWV7M6KUZ+/t7ZGnKeDJFKk2WhLz60l1eeOkO57NL3n3vPb7/wQeUeQXA8fER1sHe/i5IhXPC08icw3QO2/omSzoBBqwzWOk4PT37IapwmxeEUczO7h5lVfPeBx/SNA29Xg9rLVEYMh6PKauKqN8nTTP6UYKyDpwjTWPCJMZIR4cFYYnDkLqseHbyjPcvL/npmzc5Oj5mtL9P17YYoDcY8sqrY3Sg+RkE682G4WBAGEc8e/KUMI7I0pTTsxPaxluQhsMhTdexKXJ6wz62NV4ZfTUR+P/7/FgW4B98xNUoWuA7DmOFtybYzlN5nEUgECage9gSByHHhwc8e/KYssxxbkAUBYDlzt3n+PTrr/Hg2TPee+89LuczTNmgI40OAOV9cTgf3/cXBKShZn/vgKO/t49QApxlb3+PJ+cnWGGp2goVDhhPhlRNyabMmQwnNGVDWTYEUUCcxt4+oUJaNAS+69muZmjtGCRDJv2EfhwSqhBTO0IlORiP0R97ld2dMbP1LS5WFwhnGPcG3H/jHXjBsN0ucWwpm5AohunOgKSsqW3INpDIIOWjJ/f5/nsPaCvD8y89T9IPyYslUnVcO/YClclkwMmzM9ZrjwksS3/TSBd47nGYEAaSfhwz2JsihOeWDpOUcdajKjeAIQ40k9GYo1EPaxqEcOjApwE1ncUR4pz2UIhAkY41djigrUsQFulAWAVdgKsUDQ4CC6qlE8af9vEKUGEMzgk6A8YKlA5xTuCEwGHprKVrKqqmJMtCynpLFEufoJSXOCnIqxJj/Q6obFpOz56wyX03OEjGCKcIg5jJdMqtG7cJopTBbE1ZGuaLJU44ssGYMLacnT+ltmtEA72PhqjPBGRhShom7Ix32Rvt0zWO9cqzUtM4QQYRO7t71F3HxeWMdb7GCR/0j5JIrVHaHzZ1EHLv7vOMRz20Ev73EiUIEePwwkQlBOB5r23bAle4t7bj0eMHlE3uMZado9yUVNsaLWKKbUlbNl4EUziEsNRtfTVK9FY5HYaARydSa2QWEkYanGGz2iKUpD8a0LaGxXxNFMU0bUuZN9jWopBkaUIvi9lulxzu7eKcIUl9x5EXOVKDDhRSQttWxElI1u+hI83Z7AKtBaPxkLPTx1RlznQ8YTIZEUchiB6BlpydPcI5T8gxnQcu/OB6R2Hki6ewdLZjuZojlcBZQ5z1MbVgf3rEerhm0O8RR55/GychCNjUNWXtaUZVVVI3DWfzGcJ5kehw0GM+X9Af9MnShK7raJqWNO0hTEeeeyCMc1BV3qNa11sO9gxxnLK/r70Pt+moqpq6bpCrgCf2CWkxoG47RtMJ/eGA69dvEKBIkoS28gVZCu9t7vd6LIvtP/Gu1jXGepatJyv5yMVPfOwVzs/O+OM/+iOyJMF2HfPZHNO2yNGQMt8QRSFNXjJXCtPU4By7+zuEYUI8SBmORyTDHrvTEcPxa3zitVfZrP09/txzt3n06DFV62E6XAFeojDCdmA7hzAgrH/XOyDpp0zrCUmaUlUV2zxHaUWv36PrDFVVevuUc+TbLTmwXW84vbjEBZokSYmERDnP65ZKEiYhMtTISHtrmbW4umU2m3E3DCiqigePHjKsCtI4pT/o44Cm9CrsOAwRWiKUfw4GoyEy0Mg0420FXxSCKAroOsPZyQnrfOPFsFVFVdcepfsjPj+eBVgA/1Q+11X/i5AQXMWpWWcxVYv4FUnwn2uif1fSGrh2cMDd27domxohvZDj4OCAWzeuMx4PCdKEg+mE3/7yl9nmGw4PD9nmF3R1CTjSNGGyM+Hw8IDd6R47kx0O9veobEtRVSRpxv7BLnfu3GS9ykhixe54ys3rNzzyTrTIwCGsQBEglUQqRbHOMbZFoUgSP/4s8jUCi2lrHj5+n2v71xlEY+qqoG4atLYE2pGlIW++9ZCP3n+PKI4gvMIYuorOaIQQBJEiSh0yrFCB5TMoNpsVT2c5g3HM+dkGoRrOz894/OQx49HI+xmBQAvGowEYR/BHFvWSog0sVd7gnCQKE0IRUuYb9qZ9rl8/ZjwckMTeb5sMejTVFq0dUSCu2Kzak32Ew6GIVYAjADQ4iXNgrafGtHWCcxZrwLPeQpwJcELQqRIXNCglfT6wdyWjdYBEUpUNaEfnOjrjMNYHFjStIYoz1kXBcDqgq1ZIYxGm4+npiS/cnWR374Bef4gKNDudYbqzx3AwZH9yTNsYdnZH6DCgLCuiOGF/N6TIKxaLBVVT0RtEWFEircGWnRdbNVv2gn32plOGvSHDbIQWAYvLOY8ePQOgPxxTlS1VURMmMXu7e6S9lMWVRSVLe2RJj2EvI40C6iZkMZvTy2LuPvc8QmgcECgflhKE3rqmlAQcdV2CCEijiNFgiL51h7PLEy4vzlBSe8CGNLjO0tY1QmuiMMQ6Q77aemScFVf2oBgpFV1jsDj0LuhQ4oxiuVyRJjFhFPl/q2ogEuR1TtM23uua9BgPRwRhwPH1a/wP65xXQs2tWzdYIfiGlPxCOsEJgXGO8WRM03VILemMJYpCkjjkww/PaYzladcw3pQEOqTXGxKGCQJ49Pgh261nTjsajHE+hxqwxvq4xtKxOxpiO8NynvPC8y/QtYI47CNcwM50j/pRTRhHBGHAYDxgujNmOBxSGUvZtjR1gzEtdVVTFFuassCajqaq6A47uq5lW+QgJUmWUVYVAkVv2KfqanYPdigLz5Ftu5azizOqsgRj6cqGo519lNLMFyu22VMu5zNUuaGqG5q2Q+mQfjZEISjLmny1BinZOzwkGQ5ASt8RRrEX5SlJFijqpqFpGoTwvHF15bd2ODpj6HD0R0PyvCCKfOFZzJesFgviKGQ6mVAWOZvNEqk0URbTH4/opmO+NR7xrw8HpGnC4NCHL/3ZL/wZTk/PyPOC2XLJwwePmF0uKIoKKTQCjzW0nUVJX9w22zVBHGCtYT6fYawliiO6riWKr7r3q7CWvb1durZlu9nwwnjMtm2wFpo894QiB5vtFptbVKgwwvnM8bJEdhbZGdCK1XbDG99+g3Q0Igy8mGo4GhOEAVmaMRgMCMKQ2eWcNMsYDgacPTtlU9ewN2VuWrjKjn765Angn5swDLj7/D0mo9GPLHU/lgW46ry5WUrpU0iUoqwbZKCIw4DWGpy1hGmM+3OOtm1JwpRQOaRLONw7pKv9fliFAc899xzTnSFt2dGPQ2Q24PVXP8nJyTOkannw0X3KYsNoMGLYHzIdTXjpxZeJo5h+0sO4mrau6EUpdZNzvDMmefwxKpFTvL5lvZlzsXxEa5cgJMqF7O0eMx0eEsUJw8GYssrpRRHIhsVqhXASKRLKsuNLv/M7BEKxv7fPzWs30Vrx+PFjOmuom5oWy8nFQ4p6wXzZ0uy3JCpBo5lfXDAaHnHzxm3CyGG6mtLUVHXNep3TGksvHjHe06w3z2jyhqDX5xtJyj8behrS4XSXnaFjf1pzsZozi9eIUHPWzCjLgsl0yvXjPbLUMR5n7O9NGfQzHAbhOsJQIVQIV2EcVngMIlf0EdcJbOu86lqA7fyLWQmHUpK0H9N1HRIFVoANCFRM2xnK1hKmPRwdpmvpZTFtVdJ2FcPRiK7v/ahSRWgV0nRw9vQMYyTPH9/gw8dPOb2Y03QtJx8+oKq25MWW4XDEcDD1fOVNznK+ASLu3H6Ou3fv0MsyjGtJkohNvuG0OcOZFi2hl0iu7Q25f/8peSmJo4DeqM9e7wY7t8fkN1dM+iMiKbF5AUGP2eqSb3zjOzw7WQDQNiHrdUEcaU6fnpL2Eg729rGlZb6Z0evH7A5HHB8dMBj0efPNN1jmK+7dfY7JeA+tAqrCW9oC7dDKYE0NXYuQIUmowBqcMOzsTJlMe2zyJU5A09Z0tsaJjtoYOlMjnfN6CuNzsY21/ruixbaKfj8iCntYI1HSc6udg+FwgpIQBAE6UF4NHFztOodDppMpOE+gmU52GQymfFamCK1JBwFt3XBH+HCcumm8ml1IOmOwv+5wv+ho2oamLMm3OU9PnrLabrFOoIOYw7aioyUIQlbrJdt8gxCKOO6BAxP4/dt2syTLegyPDsjUiLqt2RkMuH5wi35/zHqV8+TJMxbzS9I4JksSBsM+4/GYOIk9KMBYRqMdP5GQMOz1uDg/5dGH72NsRxUENFXJ5WxGWdU4qZAqAOP3+Dp0HGY7BH2J0RITKCIUNmyoyKmLykMt9IHPMzcGpUN29naZr5eYzjG/XDO7eJcs6yGFxHQNpmt47u4d9u/eIv+9mu++fZ933/+A/nDEi8OU88WMrigos5B+HJN1hs16w6bMaUzHpq5RcUwXBIg0YbtZQ1ExQPHoySltU1EWOZ/+yc9xNjsnTRJ0oBkHEy7OzticndJmPd4ejdg/POTwYB+ASRaTHe2jZUDbtLzX6/Mnf/It3nv/Q84vLgiShJvP3WX3cA8nhHe7OIsAul839H8x9ZMdpchS78P1AiHhnQ7SE9NCEyCEZJhkgEAMM5SUCAdNU/vDpPTrNmM9gAPrkNYhnRf6lm1N5yx5vuX8fM16syAII5wThDqk67x9SwpJL+tzuH+AcFC++V3+UbFiNBqwu7ODVpos6xHHCdPJDjdv3GbQz35krfuxLMA68fsT56AzHc46dBjgBGzKgigOCYKIqqkwXzREQUxd1WgdoIRgf3dKP0s80SeJSZKE8794xl/+b2J+88YurVJc293lcDomihXHe2O+9e1vcu3aMUdHR/zh1/6QvCz44s//PLPlnP5wgI4VebUmL3KWywXNvZbSFJw+OeXDB++wXJ0zGGT8n23LF3PH3vSYT7/2M+xMj3j99Z9gtbqJpeDx03e5f/+b5KX3YCZZj/V2zTZf8/D0Ix6df8h4PKS6Ir+UVU3bdfRGmlv6iPPTSx4vT9kuW9JMM+wNOdg75HD3EGRNZwvAMOhl7O1MkUIhlPLIsr8WIP4TiVARrwjFwRXRY2/Sp24Majqmn0Ss3lyyOblEKkMQWuJYcv3mLpOxIk0D4ihAyhZrO4SzXoigJQ79Q9e5u8JDdh3YTpBvCppmy2g4IM0SqrbGmY7+FR4SHNY6L5ajQ0qHEcZPFazBWUOgoK22dKbCYlhtGlrTYUWAkA7nLDrtoRLN/5w3/KuzGWcXl5yfnbD9f1Y0f2bDrVvXODg4QmuJ7RznJ88YDXZ4/dXXuHF8FyVD8mJLEmRUXQ5IwjBCScnFxRl5sWUxX+C6kuduXEN0ljav+dzLn2E8HDEc9SjqBbPljG1ZcHZ5hm0kT08XPHr8jKr2gpkoHuJEyWKxpjMdsVLQtgzijCrIqbZb1gqe2YYT6ci3G6IwYn/3iEBFHjvXWS9AkQJhDRp8UA0C6xRt12Fch5MB63xF3UDTwmK5ZlvUgMYA0UmE2elYV+sfMqntVeiNw6EklKXBdC1N06EDhRN+CqNRLFZL0jjh6GiPOIkJAs3x9Wvcfe4ehweHVHXLf73a8snRLqt1zsFixbbfR9Bh2obdtmPmPHxFSm+ZieMI97MOMzA0psbRksSCSDv60gMVWgZU7Zq8nKPbABk4ojQiivdYLubYziMn/Q2p2d854GjvOknUx2WC9B+nBNOAy3zOfLHEtoZsnDIcDOllHuFXFiXL5YqyqjFK0VmHEp5yE2LZrmasVzPSOGIyyCjzkPUaBB1VXV6J6CCJA3pxDAKyQUycBejcC+/ausEaQ9gPCAg5X12QNwWj3og4DgmyAXEvochbiqKjKDq264ok+4EPuaSRhiyUrG9sePDGE5arLc/dvUlV1UjbULclsYzpKYnAKxs3+ZbWGvavHTGdTtluC0wQ0OkA4phOaWrAIHh2cU7eVIhAc7G45Ge/8AW++rWvEUUhaX/Ii1FKuSl4+/x7fHD/He48/yKby0uyJCWwhnHWp9s74P0goF2t2M4uSUcjsjhgd3eMkZLWdMRBhEJg/kWDOTCAQwjhmzHED/VAnTHUre/o225A13n1vVQSLbSP1TXO06+6DiF9khjWeXGfcV4cZQEsdbWl7VqKYkDVtKggQAchprMUee3JUTIAaylWW4J9SRInVEXN5fklxviUuzROya2l2OQMBwOUUtTVnzIbUt22/+RFjsE6S1HUrNYrVsslSgt29/aYTCZIBGWVk8aZh8wLS9YLiVLvZXXOEcaSB7/0IZ/6jbf5v64d8YWf/Vn2piOscDhpEfIWb77zFt//6EPmmw1f/tpXmE6nvPa5z7Az3kVLxftP3uf+/ftMp1POz8/pTEc6yGiK1o92uo6iqvh4vuXRyZJHj854+OCCe3dfJo4S8nyJDlvW21PyYoNQMVp7K1UQSFToYexJLyDthfSGXnhjrUNJbzF69vSE5WJOFIas51uccfT6EaHQxCoi62cYm2JtTRSFoCSmNdRtizUQ/IeSeKgQzjLsuiuOMERhiVZ4S9AkII0asCtuHB8RhQnjUY+jw5ReZpCqQ4oCZwFrMdZhOpBO4/6KRP1XnkMrhPIihKplW1Rczr1Ku6g1k2lA1wmU0sSEdK31ZjNnMMKfeAk1YeRDAmbzS793jmM2qzVhqEizPuv1mgdhzFeihH/DCqqmo6lzqq7ks2XONL5FsVnRNAXP/cVbZPsRxtRURU6gFNPpDp/6+PMc7F9HixBr/CHu6HCPZ2cnnJ6fUHc1ZV3w+MlDFusFQaD9yDWOeP0Tr9PkFe9//0Pu3nuJXprhcFx8uOLkZMtkd0wcG/KioawbPvf5zxJEQwDefuctjo+P2B0PUMrSdQXff+9tpNAMz4Ysmznr52pUYLk4P2XvYB8hHN97+7s8evSIwXDM0eF1yqphtUNb51AAACAASURBVFxdDeYVZWGxVuGcojOeqCUCh5Oatg7RckIaC5pmi9Ypu6OUp5sPoOtIdOIJY0VNUzdk/QGD4QChBNYayianrhuMlXRG0DUte9NdhIIoCDA4VpsN1t8QVFXJ7PKSvb19/jkVkhqPZTRtjTWxD37RATL0TOsgDD2ove0o6xKz2yAEBAkcXBuSDV/kxVeuk1drzs5PGI1GZJnCsuRitqU1NYiOzSbn8nJBqBOU8krjn3jt57h14yZa+xG9MZb2M5Z5NWO5WRAEEYdH17h27Zpfh1gvlAr7Q9qmwS3m1Kamzhd0bYOWDlPOODt5TLG9II3GbLcrumaFdAXCFdhu6/epMkDaIX09ZLacEU0jGmpMYwh6AZWtqMqKUIWoQPPBRx8x7o853ruOcB1NU6C0I0oCyrIhyyKKomZnZ8QnPvkxHj7+gPvf/x5vvV0wGk2RMkBJywfvv8ft29fpZ32E88mCpqypqoqyKLm8nNO2HYvlkiAM2T88ZDAe0JoW7QRdYzytLQoIk5C6qzFYPnjwIS+/+grbesvu4W1a6/jaH3+VXn/A3bvP0+95BvPX/uBr9NMe1w+PuXl8g3pT4mqLtpIsTBjEXrEcyxCnFZ0MfIyls6gjh8ZP0n6QxfyD3b7UikgFxEpiw9AXaB1grI+IlU5ihUVY4cly1l25WAXOuivanMNg8H8MabSDFd5Z05gOoTRKewKes35nHwUxwgq26y2T4YgkipHhJ3jJvoAOlBeCIrBdh0KQhBHf+ta3//T5gMu2AuEIwwCpJaYxvP/oAx49esjpyTOfnHPXG533JrvIQGCoQVicEgSBIhIa5wLcP2OZ/Z1zPvYX7vHm//RN/sGv/33Gez2uXb+GMZbhZMw8X7FtK759/3u0bcez2Tmz7Yov/d7v8ot//s8zSAcsq5y33n+X+q0GpRW3b9+i3a548vQRF/M5tquREnrW0SpF1TR89OgD5vM5WdYjCEAHLU4UjMZ9NtuKxfKEbXHOaDRgNB6SZQPSNADpO7s2zxmNxsRxwMnJCe9/8DbPnjwljcdkB3tI2VHVW+qiQnRgihYnOh+B1vkACNsYRGugdZixI9+U4LorL6C/3rbdeJVoXiFVyK0bU9JEsrd7SNob+gjF2NC1C2zTYK0AK8EprJXQSb+d/VuaZqvRyvNZJRrXOTqjiftT4oFhW5cU5zOGo4RhP6NyhqapSeMAK7jy2Sla0WKtpWwMhd0inMA1lhbr865RBEmPu1Iz2RZUMiAdjOiMYzTuc7C/T7FY8IlXnieOIzZ1xa/OL/ir/T53nr/N8TePOTw/RP2CRgpNILUfg9Yti+UZzlmKbcnp+Smz1Yzlak4QByTDHmmakG+3bMqSuizZ1iXffvst+tmALOvx5GTFk2dLCFIOrt1k//oR1y4vmS22nJ1561cYWa7fOMSZmu16QZaGHB8f+ai8gxlJEvKZz32a5+7e4Te/9CXyIuf3q4bwYJ+/fbDHwdE1hNMsl2uCMCQMUtraEsUgZIySIZ1zPlEtcHSu4dYtSW84IT67YDRuiaIe1lguTk6QZUsYJ4DwXUULvV7KZDJhtVl5+5/WqE5hncV1hs4aLuZzptMpUahZrjYY0xBHAY8eP+Lk2VOkEOwf7DGiw7QF/ayH7RQnzx7y7NkJx8fHTCdThBQeOdlWrDdLOtdgaGltjXUNxrY0pqTrajpbkfYsKqhYb3KskSyXOYHKEMISRQFJktJPJxwd3gTglZc/g0ay3s4wrgEsK7sB57hx+w7T0RQrLOv1lr2DA/pZxmqzYXGlXN7d3aVpS6pqi607jGlZFWsuTk+oyw1J4Hjy5DF149c/bV2BrQgUXkNhA8plTbtuuXw6o6NjW/pDdN02bLbeLhVIzWx7yeRgwq2Xb6Gc4/vf+zbzi0uydISQBiVDBsOUo6NdPv/5n+Dz4pN8841j7t+/T1lWPH50QiJDGuc4ffKUzpgfvlubrqGuG4RTfPc73yVJU6IoYvHGgvylgiDQfOr1T7E33eHd775FGIdcnJ9QNRVpv8dqPed8dk7aT9nZm/Kl3/5Ndvb2MA760yEtLQ8eP/T/Fx0R6JAHHz3it37jt3jy6Cl7O7s0ZYOtDOv5mofvPWC1KrBa4nD0kohQX/HTlUCgrqZbPpXJ7/QdSmu00lcjao3U1nucBSgUc+n4NaH469J3z/aq41UIlPBoQSelTxuU/mda4TMTjMa6q9wJpdBKezdFGBLpiPCKjY7rGA97TJKR76YdSISn3Rg/KVnO5wjX/cha92NZgBflAnBENqRtvVptU284mZ3yxvfeoO1aVvWa0la89vonuHd0m44SnKHtvPS76zqv3vo1gU5ChvGAtC9YbE5ZbE4Q5zVvvfU2q7xgXVY8fvaMKI7IBhkvTl7io48+4jvf/w7zYk4QBMznc07PTrm8vPT0juUZxXbNYnFJXedEoSRJvY9PqRAdCcIoom0L3tnkzJXhE7JF6halLa0p6DpD+A9iwr9hCQOLtTnL5QqtJf1BRp4XPmNXKS4uLmnbnOnugL7eoRePmI77NG3Ozu4A1xmW+QqpDFo7usaPtZQKCLUPHkBYpACkt2+5K39aUaz5+53hZ1TEncZw7XCP3Z0dVqucLAmIw4SLsxOsW2Ft68VQIiDQEVKGCLRP2ekJXOcFUDJ0aBUisEjtT6CrzYaT0yd0bcluNaKXx7RNwfXrh2jl/Ydd1yBbWCwWbNZrwjCg3+vhOsfl0pJEKfW8hdM50+kuZZkzm80o25bJ7s4Vj9aS6IAsVvQnI6q6RqiA/2D3GscHh1y/dYPg+YDKtkR/S9J+akPxk7kfI4UBUoaUeUOvP+BaqOkN++y3+0gNeZkjlWL3YJ9NkVMUBbtHB1xuV7RSUiJ4Otsw2r/Btqlpzy8woaO1HV9/4yu88cZ3+Y//6t/k2vUdlqtzqrxAaUEqI6Z7U2brC97ON7x2/AK9QcJiNbuiExn+5bs3uXPnmCBRLDcLDvaOOMj2ePzwCY2t6WUDgjQgCGO0iumuhG5OGLZlybXbB6hUcLmaEyYJUTzg3bfeYTjqs3UVq80SgboCofgQiDz/iKptyLIMpSRBGGCsJxcFQeDD8ZsaY1qqtiGJA7Jej7Iq0FriMMxm59R1BVbQS/vMZjM+/OABDz98zL3nX+DgYN9nPUtPjWq6mm2x9sVXNKAtYSjQkQQsVVlwfnZBFMWYTpAmA1+UBn1Cbbn98XvMZxuaEq4f3wLg6ZOnNFXDzdvH7B9N6fVSb+EJIkaTEc7AxeycnckueVmwXW9ASHqDEWVZ8vjpCUkYgDV0lQFjWa3XzM7nNHXuec2XSzrXYZyjaVu6usU4h7Qt0jWsL56xs7NDvsix2hGGMZvlxj+PxnvBN9WaMAvoZMvR7UOef+4OvRS+/rWvc7B/nbqCfFujZECWRUhhuXfvNnfvXOO9977P++9/wD/8h/87+XaLVhFd5W0/OtDeIdA5XOslx0IIAqUZDoes727ouobNdk3cizk42qOXRBwe7fJbX/oN8mLJYDTg2akg6WfkdU426rOtc8z8nDCJ0fNTrt28xtlVEtaz0xNG/SFZnLJcrXjzzTf52Esvg/ERlNvlmgfvfUDwhye4VMKRoKtLJB1KaS+8FL7gOgdSSaIwoq4rxBU5S+B590IIHxEpQDgJ0vHTUvMt6UWhUkrPUBdezayE8sVbKn/oDzQoiVLKcwiusseVDnHWUZUlWilG/QEShbEOa2ucgLaosXhHTiAUgfT+5qptqIqcOv7RZfbHsgD/9u//NlEUkKYJdV3z7Nkz2rZhsZixLBZs8w2Nq7G6o6Hk4ZP3SEKBsy1lWbJcLlmtVzRti5Re9j+ajHFBzkuv3uT/+L//R9I0Y2d3l6LpePP+95Hai7WyfsB0OmVTzLiYP2Gy2+Pph0+ZzS45PDzizr1jer0e33nzO5T5liiQhDEobSnKDZ0JyeIMYy2tKb2Z+eISubzg8Shmd2+ElJb+YEAUh6T/UUwYQVnPoTGkSUIaZ0jVMBrH/KOm46Br+fjRlKNruzSFRTChmOUMhglpOkBry6aYo7VDR5oq31IXW7quJVQh/36Y8J+qACkMTpsrUpLf4QHkRc2/0LTEiWS2KkjijroyvPf+A/b3txzsX+PicoZSPihDSYn+XwXBa5LodUGgJa3JfTKVgrZpsI0mCELKrmFV5Dy8vOB3nzxk1JbcmvRRec6qtPx6W/ErY0npYsr1EmMNOgy5nJ8xu5wzGU/J+inWQV23CGuYX26ptjXSpgz6Q3ZGMeeX5zSblnAUMej3kMbQjxLyokAZwed/4rNMJ/ucnF+yXdQ0xidL8Utrmq7EzluENKy3Sy7+tSWXv5yTpn2iNKI2NZ1rEcpxen7KJt8wGvsX83q9ZW93j8V8SZL26BrJcl4zngwQusaQ8/vfeEp/kFLVDXHiDz1nF49QImY6mtI2lnffeY8gkuTVmhd7KeF6yVf+6A+4fvOY4xuHnM/OOT17RG8UU+Z9FqsVf/LNlihJONg7IE4CltuHWDRBkCKFFw7VTY0TLULD5tGGrjPo2LDeLHl8+iFnl08JjcE5g5Jec4EVaK0wFtrOXBGKFFGkka2gbrzVS2vFwcGA9XrNpmvo9RKkUpRNSRyHjEYDVpsV67e9ijYKQy6cw3SW4TDk3r0bTEYZwrVeEWw7ojQiTkP2DqYY0VJUG/JyTdPVlJ3xKVNVRxzvEKgIpwRp3KffG5GlA8rAW+ju3bvL5fmc996/D8Bme0EcJnSmYblcUTcNSZJQlDUnZ2d0XYfWPv97MpkwHI8oTytOz06pq9ojCBtHkzdY48eS201LWTiqytI2W5pWYJAYHNYFGGcwxtK1IF1LXpTc6F+nWVW0bYuSksVsyXAyZH9vHx1oVpsN2+2ai4tz1ps1N27coFl/jMvzc8aDA7RMWS5zutZgTctHH7zP7iRjMh1y9uwR1w8P+ff+nb/M/e++y//75a8Q9Id8UNXcdg6kwGiDDR1SSrJ+SlFVzBcL0l7G3t4O08mEx48fIb9uec18nMN/a5frNw5o65Lp/pSnX37KYDJkuDPmm9/5FukgQyhBb5Cwrbc8PXvC7jWvgn7hY8/z4IOH3P/2W5xdnFKZkpPLU7T2dDctBW1X0+4YhFZQgLAGpAVr/aSNH4yeHUJAU1d80DQEWnPvao3mjF8XPLg499f+B7hVJ3DCh3zIK3CC8CZub1+V4uo7gtY6OmtweNiHE14PKrUkjGJM2+CsJYljYu1Fo7brkEEAoUJIhXCghSLUCjpHU5V0RQGD9EfWuh/LAvzlr/4OYRQy6PfRWrFer1mtVti6o2gLVsWMlprsMiJvVjRvbEkDS6D5offtB2OXHwR2fP3bp2w2G5RSLBYLDg4O0FuDE5obN6YoHVDXc6pqxmr1jNXqhPl8TlXNUUrRtjVPn24Jg5DOdLRdTX8QYu2V31ULv4NSDrSibSr6/T6T8YQ7z09w7jniWBFGkqap8JICgRAO6wxd16IDyWgTkf73AcVfz9FhzD/fC5EiucpkNigEfzdU/JurLZf5mqDxNqJAWYaDhN8P+4xUxE+mCmv9HuS/AC9sEAF5bXEorBF+fAxYGSGUpu4UndMsNxXbbUVrFdu843K+oekCAnGFdxNg/yVLJxymbQiFxbqGLI7QSiB1CQJcoEDVuC4n6eX8/HM9gmDIaNyj18twi4ZfDnJqueFXbcMvlTM+CkIuBgN+QezQ76UM0jFZkCGbkMFEU+cNkTAIFXP5ZMO7lw/pD/pUTYkeJOR5DbuGLEpYlHO+8LkvkKR9yqJjs2zYHRxx/9YO/0te8CttjQ5gsTrn/PIxm/WSvMxZ/Wc15cM1VV0it5Kyzam7miSLUdoynmSstzNGkwnj3SFKaZb5nE6W9HYm2EDy4PF7REnH/lGfncMYRIMMO3aP/MP44su3WS4qnj46Id+W2M6yuzelN5jSthWPnjxlb2+HGzdvkmYh539wyksfv8tydcnZ5QMGgwGTwzFSOGSyQWWCLtxAB0aGdC6gNB2tqkE4HB2Xm1N6vQGTgwmNW9BenhFlBcunSzKd0R/0fepZ7Vm3YRQS47wfWSmfRuc8+9vhx3br7YbVZo1zhiDS6FAhhSbJMg4PD0mTCGxHL0vBWtquIY4SsiTxecw6AuEFX18pKxpn+bRWXM5mFG2JsQ0WSLI+vWEPrSXFVjA/qwl1hlaaQGlG/R2UkmjVcnF6Tl3XLOcLHj7+CICDa32m4ylhFJMmfRCKrrVXkzLfzUspeeedd/xL+sqFobVGf1ew7jbIFyNcoxFSY42kLBWWjNa1bDY5oOmuujGEhit0pVMhLQ7dl2zbDSUl23IDle/6kygmkAFd03IZxGhbQllz/uiMalOxv3vAC8+/zNnpEqVD9nb7VGVF15ZsVivybc4rL95DI9kdjfn4xz/Jpz/5aZ5//hW+9Ntfpnc59z5rJQl7A0ZXgRKzxYwoighizfeHQ6LViu12y3qzor1VUR1uSL8TcffuHV595dPMLy54+WOvAJa8KDi5OCEb9WhNy2yzwEnBpl6hC19W/vA7f0w/zojGEX/u07/Ay6+/zDf++E+4OD0jTnuk/cyzy6XC4rCVRWiHkBacwAqHL8D+vjPGC9uO8XzysirYrlc440h7GUmvRyfh95zk5zA4gxdcOedZAj6m54ewD2MNAkHrBMM0oygqrzwXvm9yznj7WlkgpcC0LcuqJFSapmkwbYMMAhp3VWeMzzKItEY7SdvUBCqAP21JWHW3oWwtrdkyGAyIMsE06TH732YU15aEA4kMO56dP2RTZEwmKSJSoCDQ+oqT60eRxviLfKd/wJMnBikFvcEOSRKwyc9JUm+470wFpmUwGHB5+YQ46Lh3ZxdrHUmiqCpNZ1pu3vTh8Um8C9Kx3iyJwpAsSzBmhyzr0e8l5NucOAzR2idi9bKUrmuwpiPNUpqqoSornLDEkbdwWNv5BKpPCfrSE4miSBMGEev1mrKq0WHMX1k+ZOVyhLDkVeN9xXHCoix5rVuRxRFdFPnYSrzRHfDjplFK54QXG7Q+JUimEcpYtAoJ+z2Kj2rsIGAviNA6orI1BAoX6KsA+uaqe27pOoELW1RgkYkmTgOCTmBMSxQ7ZOeITM3xoO8VsVVF09b00hTzy4bl33NMJlP+jlCclS2fVTHXBgfUUUPTM0irKdYV8d/NCP5mjDE5wzjBKsF2lXO854HxOpB8pRcSrC/YyTviOOTzP/NTTPo7zGZrxsUuwXGPzabhM5XiEzbB6RjrGtpakG9bqqpDy4D/bjDkv/zpFyjLktZ25MWKxXqBDhWDUR8ZSv7o63/IcJxwdO0as/mSeK1IkpgXX7rDkydnXL/3ceLEsN4+ozfo0bU1jx8+Jsz9NX/l1bv84ze+z2q1YDLZJwxiirKkcw1KS0bDHYIw5qtf+5pXu49i9g6GPPfCAXVdUNcV/UFGEsd0tkEGlbdQNwYnOpwVpKbDGm+zqDvD8Z1b4BSXszU7SFQ04u03Z+jQIAXUdUXTlCgdEkUhRVWR5yWjycQTY7oW64xXRmuJkBKFY7q7g8TinKFrW6R0zOZzqipnPOyzOx0BBus6kjgkSiRGNKw3l0RxQpb26Q967GQB67ykzSvSNINaU9U1KlD0ej3SJENKSSRjdvtjpNMY27LdrsBF5HkOGG7dusUbb3yTuiy5e/c2AONxn/FkgDEKhCMINJvtBtMZen3P5H383Yc0aU2W9a4EkIauq7GvWkI0XQWtM9BZ6qakaBsaaWmEo+gakjTCWou/4tA6i7GWzpYIaQj6gtPiGbbrqEyFkoq9nT2SOOL08VOKbcnudJemkQTJFFcI2nXLweER9lXBfPY12s4wGg8IVIiWfvq1mC1ZLdbcvHGbl196mUAF9LMBP//FL3Lt+h3uv/Mu73/4IbPZjLzYUjc+mOPO7Vts8g3z1ZJPO0cpBFIIFrMZTVXwzv3vooRjPBryZ37qp/iJT73Gv/KX/hKrzZKvfvUrREnCs7On6FBTNCX9YZ9OGp7NnwKgB5rx/pg33/k2y3rJ7ePb7N7eZV7NmeyNmU53SVNfhDtjaH63RbwEbnTliHAWi7tyxDhM1VGva2QmUAiW8wXFRUVVlDgtUL0UJwR/VlqckAh9JeJyXHXK9oovAF7l6/MIvu3gE/MFm21O3TYkvZQgjlCBQjhJbWp0oBDOZ9cb735CRxoZhJimRTiH6VpMZ5AmQMoALSSma7Htn7IdsBM51lnKukJXLePJCFNWqJ9v2DcD4iRGCOczN6mo6pa6KpDS0Ov12N/fZzrdIQgD2qbx4wchuVHvwQuCHywO3A9+G86rIrvO70vkvf0rSbuPM/RfEv/U3/s4vHqutXsg8FYVIWjbBpxhZydECHwYBSWd8RGEUgrqqkFKTRD5yqgDhxAt1jVIJdCBRghDrxf7UXZXEoSSxAZ+BxlZopF/4e1PpxTbNY0ryJIY41pIQlrZ+pe50MRxCM5RmRKLwbYS98zBsZ8SdLpBRQpHS9NW2F+zuH+75eHZ+9y7+yLj4Yj5YoFzBhcIZpfnICz9foy+iAlfCImHASg/3toUWy5n54xGPeIkQQWSJAhp85xymxPHMZEIyH/VMGWXWPRpasPh8C7ltuHsQcnsYoU1DoxBI7B/LeTknYc8d+MF0tOI5sBy7eZ1nIOyLIgSzc+tL7lY1VinmLdL/uDLf0AaDYh0D/23H7H9Gx1xPOLGzTtk/YEPerCOfm/C7VuKoppTNVv+W+tTpByCapNjbcVgEP1/1L1ZrG5pet/1e4c1fvO3p7PPfE7Nc3VXu8tTx2137HQcyQgTBwICI4gIIC64SSRAcIEEQUJiuEIIIcQNipIoJiLE2Dh4aLvddnqoHqu6qs6pU2fa4zd/a34HLt6vuhOlcxmps+720T7n7GGt9Tzv8/z/vz9RokE2eA93n7mGlw3f+d5XOTk9I8lzotSxLk+JsgqhWnpjzWCa03Ybnjx+hBNrDg4DarCsl3xjlPPC7RvM51vy3pDIQtu2xFKjhWCzLdCRoXOO8d4R/VGEUDXZ0JELBWJL61Y4DM7WeNGCUoAGoQNsAfDCEuFwrBAqQkUVq80FJ6eXFOWctvPEKieOE4yJaBrDar3C+XC/FkVB1wVFcmeCpzJVMc3u2ZxXJT0pmUympElMXRc0dcFisaTYrLi4OCXPEqZ7Q3q9jE2xZG86pupW5H3FYnUCK81Lwz1G+4fMo4KnTy/45jvfYzZf8tm3f4rxyy8zsjYkJ4mMtnZU5QprW4pizWx2gbUNo3GPQS/jF3/xlxj2B4EPDnz6059FyYjttsY5FQQ20nHv3n1m83OsNQy+lMMv5LjEUjfhe16tliwWC3p5PyRUdY6mrambglbUJCOIRz3GMsW5DhnJIB6sSsoqxO4J6WhsjdsI1L7HtxYlHN54ZosLZheX2NqS6RwqB5Wjsw1m3dGtOppRx53bz/DxrXM+uv+E7bZGyzDhMsZzcTHju999FyXD9K8oS44Oj3lyesobr7+KjhQ6krz3vqXfpKhIsVguwjtWSK5M9+kP+7jhCOMdQuywkN7QNRWz2Yzf+I3f4N79D/nFX/wCx8dHHF454ue/8At86Y+/xMXsnLu3j3l69pT5ZvYD8tParVg9XjC9vcfXvvo1RCYxuWMetQxVxWV9ySBquXZ4nVSliH9dkekc20FrzG4MLHaWRo8/8fDEUb1YESuFSmMu53Ma0zE+2OOZV14AHUbBIbQ9NELh/W6Dt/zc4gcg42Bpsp3heueoFgXRxSUPHn5MPsjp9XL2Dw/Cv6MC8lN4z4mzHDqHd253qpb0racsS2ZFSbHe0DUtysFkPGaQ5f/88oD/uV2+Csd2L+mMo9gG1aGQNVpCmsXEOibLBVoq+oOYyeQKWjm0joKvVDZ0psHjsDbYveTfUcj/VCBF6IL1TtqOs2gFSXguUUoipd/FY/1ojJgXHvfQoUce9iRK2oC+s+XOOgW4sFdUSqHF7sXoFcHz2gF2J7EPAoMIEXxsW/Cn4J/zu72FIo4jtDKIKLg3ezKMBctiS28cB7i/tAz6ffjkhELoaK3weNvSOUPpGj5aCJ7/XYH4K6EXVHkXPJnGheDpvwHLJyteffMO1jaU3SU6M0ilcL7i6p0JAk8UR2S/HbE6WFAKONjfY1O0NJ3m8OguQgb26yAbYkqLlCmTXp/Z5ZJx2qec1+Dg/vljptMjbGNwNmaQT7m+d5v9vT3Gwxh8yzAfEf9kyvJyw1f+yz8l+g9SVudz0jRjvVni6FCxZH4548FHH+4yoT2j4RTTCeJf7RPdH7Ja1dy7/5C3bn6Wq5Or+NsCKSLydECWxlhXYXxNawqKUnB68YSHjz4izSKm+2OqZgtasDcdISPFxewpy9UFV/pXObwywVMSpy1xBfHHHd2dLVnmePaZY9Rzd9EyWBKUcrx9/oSTesNg1ENo2JbrYDkTGvCMhn3S3BOnIVoP0YBsgQ5P8Et7aQjh2e6Hyd/eB8WoZzfGc3hvkFJhTcdqtWR+eUm5LdFC0e/HdJuGputI0xylYLMp8IT9V9MGRXqSxD/gsCdJTNs2nJ+dU/UyMg+z8wt6/T7DUY9IK1Yrs7O0eMqmxs4Mi7VgPBmSD2J6w4Q4h9Z5OmMwvqU1Dd47srzHaDBhs24pti3/YF7yF71gNa9o2gVtU1PXJQhHHGsODqZAipCw3qzo9/vEOqNrQ5O7nLWksSROcoztaNs6YF4vcqq6BB9R/Mtb/D9wLH5qxnK5xGMpi5LL2SVJEnN4uEeSJ0Q5yNySC0ec5fQGKVEasdkuUVpijGGzjSjLGK0USZ5QmhL3ZYd/1mNqS7vpaDYN7dZga4dDo62iWhe0ZctoOCaTEdW2IoqO+a31mhdv32E5K1gtt0S9fogUJNhqHj5+SN6LeS16DYTkYn5Gmsc40dJ0W7Jc8xOfeYOTszPW6zXHx0cUxZbLOMtsWAAAIABJREFU+YymbojiGKHCjtTDTnXeUCtJWXiqpuP06Rlf++rXWeQpL0+HbOstf/4v/DJf/+bXgoDtcJ+qKTGiA+D+0/ukcYK3nt5ej5P1GcPxhNXhgFW3xViPaRxqFXH9xg0SnUIXsKtaqJ06OTQD3oMfOcyzFldqpPd4pfFakeQ9htMp4709nAp7Xe4JeA7YnaAvAeU90w8c/hjEXlilGGOhc7RpQVWW9HohAvLmzZscXDnEwg+YyN57vuMtn/HBd+87gX8ikM/F2M6wWa0pN1sWF5csLmYIdil1Oxrbj7p+LAvwiy/ewhPA41oHNZzSEvePLLwA6UGKkhJju13qjEKIljjeQeONCXQfIYm0BrdLV/rPQkMTrOVB2q4kJFHY1QC7hX8gbblP1Pu/A/zZf/Jr9MJjPnDYm6CnCXiP8B4lQ/GLIjArg3rHI3/OgXdIgl3HuZ2MXYYdkJSEXZ4OSj2x9tj3LfHLKd4JiqJiu60QKHQWEUdglQgEKiL29/dCSP03VsG69ZJEqRBTaK3D7mxHrW9xkeTeVcOzf+WHw5jOhtNm1xoG/YBd6w8Ed+9c4/JiRttY4qRH51uaxjEeZTjnaZqO7t9tmT9aEa1i8sRSVw7XZfSzQ7rW0tUtsU6IvOXdtcGeXZB1lu3sjPe+9wEvPv8qd298il4y4WDvKnvTY8qiw1uNlDDoe3oZYWxX1jx9/B5P/vwjrpRXqKuabbGgP+ozW6wpVwXGdXgpWG3XCCS9wZCiaTm9uORg/wY6TUEb/HlLNy8RM488BnlLIyR0ncOajjhO2JRr4iTm8PCAKAr3iuu6YLhPYiyW6bDPsJ/T1SX9XkqSalbrFfbS4h5I3I0a6yxSKLIsBhtAHG1bIzWgLK0t0YliOM3QqHAvKMONm9fZPxjQdHPW21M8Nd534FvYdPCuwb/tdmr2CEEMqF2TF9i7yhr4HQlfVBhjsS3EMmU83IeuwhQb4miEySTboqZtLdZZlBJ0xoU9VhT/wIbEFlRfIYQMdiRnGdUNRisEgu1mQ1mFCZa3DXGigjDp1FJPSgw1HZbJ3oCDSULnWpwwOCTGdTRdhfWQxBGf+tQbvP0TGUnW55Wi5WJ2ifeQ9yRx2nLleo4QgqZpGA481oZ7ctSb0nUN52eX4GMAFvOGcrMA2aB0i3Mdk8mEYjMHPG1b8/TpQ0Z/ZsTi9JTlah7yr7UnSyFNHOOxpze0CA3Gd9hvtshPG9KBQ8eabb3EKYGxLVYUCN2io5QkkxgD9hcCJEL3Y+RQITuJshG2dMzP5jTrBts61rajrNds6xUy9jhh+FJd8bn9KcfHB1RVjbFNGHbQkWWaolyyqTtOZifcvHmLdlMGfrH0dL6iMQU/83NfoJf3+OijBzx6+IhHjx6jFGw3Bd570iQPPvCqpOxaFIJhf8hoMMK0LZFWPH30lN+vtjxsS9bFii/+hV/irc98hu99/7u8+/3vsC222F3BkrFGxIqP7z2gKWuWmzWvToZ8am/Egwcfs60rRn6MU5LRwZR4khOpDCVSQAa87M6t4b3HW4uOYoRU+MZgvcAiiNOM4WRKkvdwWiA6AScC3gzvc7xnKwQJnvTP/fC953cnY9FaEicDyEeHw85kOmEwHGK9C1x2GZ7bf22XPxBGbwL7fU+XWXRfMxqOMU3HaZJjG0dVFmGSuvu7P+r6sSzA166OQ4C01mH5bW3IJ5UGcogyGXjQTu4+D6wPEPldTwgEpJnAEkURYrfQF/hdvKHfnbI91oZcTSFFKIA7K5f3HmcdLOGfniN4xOcdWkuUAKxDWFBoFA7lXfCnVS6IrLpAxFEiAqfoXI3fnU661rGjqmEFiGOBvKpw1tDUhvlsxuXFAik1w+mQ/n5GngXqV4fn4f0HaBkxVRNkpXDGYbzHdS7slJVC6ZRMx/QTyb9kmt24PXQYmmi3F4tIiBBecjQ9pN1UxGicB2E9XV3hnOXi5AxrPOt1SVsaiqIhTfrUyxOkSBBWcvnkIUrFpHFKFYP2sFSKoRyRp5KTp2e89tpnee2VN7h65SZPPj7j/v1HHB7cxjnDb/3Wb3Pl6IBPfeoFIp3SNi1lVfL8i8/RH2Y8evgxQuZ0Xc39hx/Ruo6jW0cMJyPqtg5Yu11DMRxOqSvDZHzAwd4xSiYMBhEuKoi/EoP1YVWwg+ojU05nM05PL1gttwg0OI9tOvrZgCxPEEbQNg1H+1fYbmoePX1Cva1JdJ9yVVFFS45+dsRZMiJRjuvbEt8IwmgERoN+UK5ezlit12QDxXS/z3a5DilDqWJvP+XGzSnzZcN628LfbHF/2YYw4cbC0rNr0UGoIPwJ4Y3gd123k7DYpYvZgPvcG+8xyq+wnnYknFDMHJ0Q1G1QCDsnSNOcyEmshSQLbgQhBK5zdK3BSkvbtCgBdVmgVYjn896z3RR0zqK8obMaFWlSFxOnUQCGxAkiThjt75NoSTaAtvVomSGlIvaeJI4QXqNkTBRrpqOMWzf2SbIEr2o+ePB1LuePieOYLMuounOKbc1gMMERgtW1sEHpDjhfA4am3uIp8K5D0tLPY6zruDw/R/gGLVryXBKpAaPJkDiOKIo+WRZz7dqIOPV0XU3RlpSupbJbVrMZBovSirZuKcuKYlvS1C0bC+JcUztARqRRQqpyEpEwTEccHx6yN9ynLVs2qy2R0swu5zx89DFtXLBszqmrIX8tiWnaDVevH2JMx73791HOE8UOdESUC7ZFzXv3v81wP2cwGlPXDQJ4/sU7qMiRZJI4lTz77G1u3Djm/fcmzC4u+fDDjzg/OydKJXkvZ9Tr09iOdbVCSLmLgg2FrG1rPotiVnVIFH/we1/i5cWLLLZzirKk67oQ2QecPjml1+tTFDVplFCVDV//xjfJ0x5xklOVFdYLDo6uMJnuo1QMXchCNtbQOYOKIuIkCdauJkzMoijFmSZomyzEKqaX5kQ6xkUCEQv4lbAy/EQ0+Aq797n4oSDK7+hr6LDb77oWnUTEaUKSpiCDDUpohZT6ByUgBKICiUD+osc1bSC4KQ9eIaTm1Hky60l1SJr7Z10/lgXYmxIhZVDHuYA1FN6hPx94tXKXjIMOhBSpQIpg5PbWhbQYFQrU7vH7BCEa/kxI2C3nnXc4F0bBUgRhiZAgQgUOXeZf/qe/xm8LjxKWl1Q4aVgrEU4SSYnA4k2DyATiiwLfgesEWsVEUQ8nJdZ1QTFNKJLOB+Ra6A8EQkoWqyVda4lUzP7eASCJYhWETV7ijSd2irOHp4wGI268fhNrdzeYl9SmxbQWIoGKNFopXA3CaOjaHwRn1wuBRGI6S+0rim1FrFOePjmh3xvS1B2tabhcXZL3MhazBUKE03esUiaTPYbRlHJTMZrukeiUy8sZo9GE69evkyYJSRLx2g7qP5/P+Pb33uOV115HxYqn54/5+ne+wR996St0vuaZu8/z4Mn3WGyHPPP8EePpMTpNSIRh1M84Xz7iwen7/ORPfwbrc/7oy7/LtL/PrZevE6UJ27Ji2B8w7g04efyUu89cZzzaw81B/s2I+t/sUEmNEBb3cx1t22KKjuh/1kR/VUMu0VHGZHJE21gWs3OMM6RpRCQFrvVUrsZ6iPOYyWBKu+/QxJgaEtlnuV7S5NAf9fimM6wXa+5utkxGYQestGK+OKc1W67fPmBvfw8F4CzDQc7+wZjhSKB0jRA1vX6Mn9rAd8bDQMDnJR8bwUoI3pQKL0L7Gd5MYQyNMPBrFm8MWob/12mNTHv00wjRRby/ecrs5CLA761HSh1e3mlO3euRmqAIBugGQSiojcI7B50hjyOsdRSbDVlvwP5kSmcNRbVFagFSEz2TcdpLuWYbsn5GnPewKFrv0XFKJEHJGG88OnJEUpBEgfFbV2v+9mzF5zpDnmeI2LJYnqIix7acMV80XDk6QkeWR4/fJZIJSqT0s33Go2CJ6dwlUapwNNRVSVVsSRM4PDzg9OyE+eUpN25fI0sS+oNDjGmJkxgpIFLBolUulxS2xnkDWpB8ViNdhuscdd2wLjY0bYs1Luybox4jJUmMg64DoYldHNZCu+d/mPe5eeMacRQzX8yo2or+ccb07oCsl/JoeY/8BG5fu818WXDl6DpRdJ2T8wcU1Rqc5eRijYosHsu9x+9hZM2LL71CpFJMZ1FKM5z2iFKBcTXWhYPD66++xHK+ZP2/rPn45keY2mDyGq0jkn7Gwd4h1lnqug7vRgFtm/GV0Zif3z9Ap4IHj+7z+7/3+2SDmGyY0TYNXRca+2E6JtEp9eYx27ZkMplSljWn80v29w/I4j7Xjm9x89odhI/AqhASIjQ4i/UOJVRgMXtH13QIPB8rSSctwoH2klQn9JIekdJYsYvj5J8swLuPdiuZH6qrJcFStmlqOhsS7HqDPlkvR0cRKL3rZT8poiIUYA8gUUqQ6yC+s20XSHtNi2s7dnPXnfb6R18/lgU4jggABxEKrhK7WLHd+BgfvF8IHxJzTFC9sYO6axUoKkqocLMbEzJkZSjUErcr5AInIpAJ7DYq1vldUSZgINWP7l72IXCQjcMZi+tE6NZ1AqKlaxuct6gzify9CPWXJIoU6TKs8UiZILVAiJ1Se6fM5BTs33N0v26pqhqlIiaTCXGchfGo63C2RDYAkmE84NVnXyFJMrTVNGUN/5fCPmfZXqlCGogLcY7Cx6wXDVomP/DU8Stw753LcPLQMVmacX5WUG4viKOUZNrD1AalBxwPrjCejNiL19R1zd7ePtPxlOl0wmg0pq1relkP5yxPnzzFOc+knyG0pOwqnj56TBxr8jSlo+Dv/79/mxdeeJHbN25R+TP2rireee8f8uj8WwwOaw4Pp1hV8fGTR3zw/vcY9BOuHI95572v8ntf+W0uqoe8/uYr7D83oN9LuShOaNYu6AbskLNzw3e/9W0enT7gYP8QKtisS/gjyeuvvsHh/jHKxwE7qBXZ5yN8AkXdkGUD8t6QXjrkIhtQlRucrSm2K8p1Qeda4jRhMS9YbjbkyYBy0wYR2dmSYmPJIsuRqngpErRbwRZLqkODZEpLXRUcXhnzk597i+Goz3Y5J1Eb9qdjbt2+gTENUFCVC5SwiC/ssHr+kxOuYCwk7wvBt5TlFdUAIoAIgPCiMXgM3gXMplQWa9SOqZvgKXGu2UXs1cRRinOw3W6IrCONkl1RDj7Ktmt305MAU9BCMOj16FrDfLmk0w16NAYhEVJjrWNbhrFzV1ec24rODblX7fHvJAcIb0myHsLL8Oy48IwmKt6FHkhMq/i0XlPcf8T9eyeUXYfu5YymQ/JsgOkMFxdnbLdrqroijZOw/hgsODgOI+iXXx8jfURbjqj+z31Weol+UaOEoSyWbDdzFnPNZWdQ/Yz3BXzWBQjMaJQinCeyCZIch0dEEq+hNgYnU6TuM5lGtK3BWY9SEUc6ITECaQy7VptIaEBgGkOe54wvB3TfrvnozQ85uXjKyewEpxyjgwGZyjj78AHz84dsFq8xHOxzcDBlut/jmWev8eFHBevtksX2DGRHayryXp9Hf/oRJ/MnHO4f461Ai5iDg0PKeoP0CiU0g2yA9IrhYED6Zkz1ccG6XTFznqZp2b96hVc+/To6iYP/NctwzrHdbvl8opmu51Rmy8HhIU4ZrGxpTEWxKcjT0GQO4hESRSpyClNiW0GscloB5ycLrhweEcmUk8cXVGXN1aNr7PVT0jQjzlJEo7DO7SZ5FmlBS82Bh7p1nDUW5RR5lDJIcoJ7abcDBv7xIowQu2cjWJyCQFYivMd7uZubWpy3JGkSgDw60LIQEo/c/XsC7+Xu2ZK7p8z/4HOM87SdYeghjtNQfN2/YAU4i/QO7RVeVlIJrA2dSxAJBFO2UAqJwHqF8QKp9Q86dW9d4IFKiZIyZM2Gn/oPlvrWeywKJ3VYxu4E0p8gyIQKqiwPPzBsCx8+PiSMjYULiTJtE/I48YKuK6mqDYN+hDxIkF+QeCkRfz/CTAXVGx1WBXWvlBJrXVA/a42YAL9k0VrR741QMsEazfliS7FtkHjaekEaa6SMWMzXDIcTvO/YbJ6GnVjS4ReSclFRFFXIyxUK4RNcGzEaRAwGAzIVUjom+XWSOCbPcg4PD+npp3zw/Q/5wuf+LHnep6ka4jSjxRMnEVW14cN732c8DFjG9WpBXa0ZDnvMV2tc1+Gpubi8oKzn7B0d8t4H3+fLX/lj3nrr0zz33PP87Od+ij/6oz/k4aMHRJFiubokGwjG+wlXbgzorT2DnqBhxtMnM/6P3/jfSVLJrdtHZD3Nc5+6he5bbFLxqZ9/Ces96AjrBUXVoHWLTgTPvHSdLIk5nz/AGMf99CMu/uCSTXXOlcPrjAdTJuN9rhwco34mY7spObs45dbd5zhvWv7GcI//Yf+Ipi5Yr2Z0bUXbVpxdnCG1ZLlZU2wM2kdUi5Z8MKBeeQa9I3rxkHJtyERHt4azqgBCVmpVt+R5TjJIUBK22yXGNlhbh5xnd0zbBKxjWZSsNgXOh8c1DGfCy2AoFG9L8JRYwgnhH0vEQIowp1OKYKmxHilTIgWrzZpHD+9zcbHFe0jTjKYNYrwoCQEUoq7wUYKOAvqvaZqQm20dtusQwlJsS6RS5HkP6z3z2QwZR2ilEErjhKMzhrx1oBz9QcbrxwdcvXaNrq2I4xjTGSRguo5IC2y3pe5atJT085RPH6Xc38bMtwaxbUjTMU3dUNcG6xzDYY+8lyCl4+zslEhaon6HlSF96v6TPyXSGf1kn9HPX6EX7bMVWx49ekQ2jLj57FUuLs7JkoREao7blnll6LoGgafa1ozTCf14GKD+Qu589o5UxkSpQ+mILgo7dOEFE6lRiUQKgRQe07V4F5TKpSlpy4aLwQXz6ZwHHzxgU6/5vikZ+IbZ5hwZQa4TnmzuMX96wRe+8EVW6zOS3lXuvHiNk/VHLNqa0UFOY0oefvgRz06fY/F0wXff/Q6PB48pi4pbN25zc0dQi2SMsJKi2hL7NGhdnu9oPqhx1qOjiERnjKcTDg6P+JJWpE3F20mMNUHs9/ZoAIcjZutLZu9ecO3aNZ6cPaKuGvASU4f39tMHT0MaVCfIkh7LizV5ntNsG4RQmMbyja++Qy/v8+wzz7BdbynnJVf2rjDcmyAQge/sPJGKUInEdYZpZ9jUDQ+rGmvNLqdXobUKa0TxyakzQJj8Jy927xBYnLBhOuQtiA5ESzKSyNzSlRUisxDb0Fg4h9bJbo8r8T40uN6D9GE877xHiVBjailw1mC6Dh2H+NRd4sOPvH4sCzDO0DZhfxFFu72REwipiJQOs3nnMIQ4KSkVkUqxziMRKCVxWKxtsc6E3aoL8YRhJxSEVo6gPlQqxnpP09SMRgMu/toF478+ZClXjPojLucLtuuCPB9yeHBEmuXUZYF3NcJVuz205OJ8zq2bdzk/mzGbn3HlygHRQY4+jlBE8AsROtLE0lM2Mc4IWtNRVS2d6dC6RmnodEP3sKMoGoRP6ZqIi7OStlEUqxUHE0UWK5yVbNYNj9w5SZKSpBFZHrGVNcfjQ65kPRbzgmvXniHWA3p5Tlks2Z+O0JHG2jCC/uUv/jmqqmTXu9DvJ/zBl34HJ0vG+1Pe/d49uo2kdgoRwWAQke45Vu0jJnvXWF8+hTTG9sY4K0ijHh986wH/8Eu/z/PPvsjPX/kcR/t9xpkmcp5yXvDue/foqUOsg158TKUVr750h1t3r7Etl/zJV7/K2dlTbt+5zaYsiA8KRpMhx88PuX7rGKluUzUblDRUYo5QgVojlWaYebTU6E6RZjHeWnqjAF84utZnuympyob3Pv4GTWUQQnN0cI3j42uUZc3Th+f8+p3/iJuTff5rPGJbIIRlNDrGewPOcXR0l20R+L3r9ZoHDz+mKkuWszW9ZBo8q6RhSmJbfldFPKNrlu+fAvDkZM50fIyM4fzJkixPUCg0I9rSc3lW0x8Omc1avB+GVBs5Yrlc7uD5EU3Xcv3GDTIsZdVSRh1JrPHe0bU13nsiqZBKUhcNg/6QsnJoqThbXFJsWnCKPBtSxRZrG847z14Uk8QpQiocAhmFk0ixXhMJRa7TIMpRCVXtKOqaySjk3qZpRJIItsWa/mAYTtVZTJ5loDqef/kFbt+9yrWrE4pmie1qtnWHMS1+l4KlrcQ5S1EWwW8+86xXJVVVk+338XnEdjsLu2hnGI1GbLZrmqbmxq3r9IZjVus5KtFUPtj/tm5BKisaU3EuL+jqoHBeNxuasqZJSpL9CBw0riKXAisFy80WayymdWw2S/IM4iShbVuct2T9PFDDcAxiTZQINJ4k0WR5QlluWM4X7A33SPOESMVIoajrAcW2ovOGhV2zPi9ouo5x3eFsh4g0OlE4GbCJH75/j+dffMCyWtCf3afxNWsu+eZHXyfNUrRSHF6/ATJm7+Aq/WTIZrPAUTPbPOH+o/e4WJxz4+odxvk+43wCNWzmG6z1jEZDHjx5yOHeVfrjAVefvY5Skp/WCi9ihLDEmUCmMY3bhN14u0Joz9n5KdZY2saQJj1W52sA5pcLrIM8y7Fdh+9siAHcHaCqqqRtW1arOU27ZTycsl2UHB1e49XXX+PqjVtIJ1mt1+RJziDt0TZlODwZw7Yq6LRDjTO6BLwrUSpkjlsn8EQoFWF3h1WhwLiah08/wvmKo+Mpi+0liAY9tUyeT1BrQ3TQseEc5VOiqEfWS2jrlqa2JHH4fXetpbOOSAXxobMdWklM11JsNiSxROOQ3iL8j3bSwI9pAXZYlA6nQ6VVGBnsLELWu51oZkczAbCWrimIkoTNarPLex0yHPapmxalFE4IjDU0JgDq/U5d13aG7WJNlvVIsxgtJZP/fIjuCQYmQ8kwxXemoyg2rHSC6RxKBJJUolIW8wVJNGCQjTl7OqPaGg4nN1BesZrVZJkkTVJUJimaiqZ2NJ2gWFTs7x/QNY7T0wVNWyC15datqzgbOmbbOSKZMxmNwfVZ+AuGfcHeKGc4mJKlI/K8z3A4CMSky8d89913uHvzNi+98ipt5UFkrBYtw1FO2+Rczp8yu1xjbfBIvvOdPyaKIoxpEFLQG+S88dlnaZjz4aNLsolmkMdUxtJ0JY2tOL7Vo6xrKnvK8c0B9+7f50++/iXefOOzSBK8FszXG5abgqIsWM0vefHZ57myf0RZNLz1xk/Qy0fcuvMcQgr+2//uv+Gdb77Dr/zqF6mqJZeXJ1hf0RtLDm4f8Owre6hY0c9SjC6JNaRJBK4FZVFSoHRIa1JSoDAIqYNy2cIOk45OFHGeA4pbz15lvSqZz1Y09YIPH825uJjx5OElzf/6P3L75gvcvnGTyWTMcDgkS3OsEUFl31hGwynL5YJxf8oX/szznJ+fU7UNHz35mOV2w3a7wnlHnMR8QUbUUnNvESAFwkWsN2s2mzVKK/qDnERHtLUPp0C1pS4VxlvqKsKZHh98/4T1ZkNRbUnzBO89/X6geYkoJxIZ3oZm0xuNc47Wgxaa8eAKbW3ACqrS0VYOZzTOdhTFlqYxOCEZa4XUCpkEDi4erLd0bUuWBLuF6RrGwyFN12KFxNQFveGItJ9QbBbMZyvyXh8pHWmkSdKYrinxqqEoZpycdURpvcuU7kJTIzqcD9YqhENKwcXqktlsSdsatusG04WxYXtSId+DW3/xFk3d8ujxA5SK2d/b58nTU6qmxHl4enHOg6cPAJitzhjrCd9SJUZr3pSgtGfcl2BzsH2wEmnBW4HroKsNbd3R1A1tY6kajxMtpW3ZmIB6jXxIXWu7mqvikNGkR78fk6SOrGfI9iImx4f4SrGaFyzml2RZj0F/QpQNKdYVuc+4eeMWl7NL2srQdI5xb8jhwQHDYQ9hDavNnC9/+Ss8/9rz/NQzP8VHH9zDScPVO8e0XdAY6K6hEDXWut06zXJ2+ZTH5x3f+t675NmYu9df4Fd/+S/hxpJxMqJYl/TSHttNSZLn3Hz2DmVXYyU0bQdNS2drrPIkvQghHRbL2eWMr33jaxhrkZEkTXOkiGmbIoipgO26xFpLGiUkOsbnnixOsKnBWsf+/pQ8zzk/P8NaQ5YlfPrNtzAtrIstyWrO/uExcZJQbirWqzWpVEgfxIzW2ZAJk2q6WIKwyJ0yunNBmBjmP2Ei1LQljdmgUonUikV1wcnyEaNxSlUs6F+J0MMeRpds2zmR7tFu1pycnnH1yi329g5YzDf8V6sN/8VoSp6nNHVFV7WYtiEWkrZpAtZVBG65/0SP8c+4fiwLsEoVCvUDgEZndiQRAca2u/G72CHjCN+kb+iMZ7U+Z7lcYO0EpQ4xxpD+1RHiv/fYLAhIPhlLIxTWW6rVhq5osP2Marmm189pV4bBeECx3tKPY0ZXrqCihDTOkDIGJ6k3EKcj7FZSEqFkyuMHj0EIesdDTGd58ORj7ty5w+T6hKo0fP97H2CdRGcpm7qi1ztkuTB0XcLB/hFKW+7eeQ6lHfPFnMvzJbgMrUYk0Yj5KOH1l+4y7AW/czCYG4wrKcyci9UDTi7u4fWGTqywHTgvWa8L+sOcbBAzX1yA9wyGIapN9Svi1KOcJUlipGx55dN3WCwukVIwmu5zMfuA/eMM51vauqWXW/AdxbalIebj90743f/nPa5NXuHFF+5ydHfA228s8MazmlUcHd3i8JVDhIjxXvHHX/kqFxdz3m43nJ4+5eTsI84v5pycfkjak/zs598izRRoT9bPyNIUhKdtKjrbInwIhjfGgQgqTes8ToWVi0GQyDR4G2XYZjjfhSlIJrCdxfqK4TQlyYPoyBjPaD/j6rV9hHHMNx9y+rXv0BnLZLLHreu32ZvuMZ0e0O8PiCPJfjLBtIamq4iSkN711qfepOlaqqqirmvKquT84oxH24JcBxSlaBRDPSTtpaA8/bSPlJ6zRcl2W4NZsF3WeBki2Kq64/7yCa1tEVLgTUSaprg6QsuctmlZL7vgKw/6RbRkt7vybq3oAAAgAElEQVTVVEvJfLbk2tUbGA/ZyFOomkv/AGsLdKTI8wzqwMLNsgQVhTCU7WpLUzYM9g+xpqVtK3q9K4hacHB8hQ8//pDZ4oJeP2ayN6JuE6qqZLNdcHT1Ck6EcIL+ICHrRXgaOlNgrEAqj9J+pyANPF5rO6wTVM2Gqt6iVUySxijlAU1+O6H/QkbT1qR5zmg8pqpqnPRsi22gUQnLcrGgbsKU4uHjR6zLFXcOBwwnPSQeKRT/mxdcoPjrKBKnAYn0Ar+zV9tOYbsUax1OSryQtK2hKBLwKVEU07Yt261A6xKftKyNoZmXdOc1f9yU3G3hxf1nqUvDtiy4XF/C2ROsAaxACU0SZ0yPhuwfj/HWYExDVVY8OZtTrApuXbvN4v+e8W2+x7MvPc9br/0E37//Hk+7E0RrcHWLiBKyVNBJgRUlSQZvfPoNLi5nRFGfctPxyiuvcfeZZxnpEeWsYr0sSHRGXTTcff45PvfTP8d8uyGNc2g81hgiFyN1CMPwvqP1jraxrJZF2JVagRSaXjZmcbllOt4HIEkjiqKlbkq0jaiblqZpKKqQdX56es50OuXOnWc4OrqC7QzXrt6gbQzz9QZrLdvtFqUUMx3x91LFv183SNg5Y4KWR+9Wj0IoHBLnBJfe8be84z90AegBHqU8aRSR5EO8SlltLuk6Q1EWnJ4+Ic9z2iZYKRPdsD85Ztg/IBkNEEJQFFviWPOfqJjONFRVgfeCPAkaAWcsxjqsB2M9wvodGvlfsB2wEyFIWXoVpO87cLmQMigvhUAJiRcCZ0OObhJ71qsV0neM+z2U9JTFljzv0fxPDR6JbT3GglYCLzXOOryRTPJ9kjhlby/4B61rWa0raIudhzjkSFabkmW9pChrqrLF1TH99ABrVIDJtwXGRDhnePzgnPG0h/QxWMH8fM7h4VVeeO4FysoSDUY4FTzKq9UThO8zmdyi69Y8frzkzp1r9HLBmVuyWs7RqmHQMzjZcLmesS4sXVdSVHParsT5Bus6BoM+n/mZl4mTGGs2NF3JwdEegyNBZzZUtmNyPQ2ThTA/IN+HulqEUWPUsilLJqMpujEcHh4Sx4Je19FUZ4ClWHf8oy//IUm0x0+//QUEPV559ic5e9Fz/qhgmhd07YaffOtnUEIw3R9hbYNB0MtShIz4k6/9Ie+++wFFd06cSN7+2RdpzYbpYUSUCo6vHuC8CWNe31FVHVpLokgTRQmdaWmqBiGCVsDxifJ3Z972IJJPzr1hX+csCKFQMgHlsJ0jiWTI8sySXcM3BAvOCJqqY7HoWC5KKvOU9x9cYO8Jym3L66+9yWS0zwvPv8yH73/Ib/7mb/Fv/1u/zgsvv8jp6RmDXkaTpqzXa/pJwuFkwkvPPs/7778PgO4EUZShVcR8dsnqZE1v2GM82Ee6GC00rgUhQzBCSoTXglT7gOerJFUFD7sZSVwQ6RwdxSRxQt5LSbOYJIrp9VLiOOK9d9+lqjXXP/MK0ktM5zg/v+TRxwui+DwQ1DpLayuSOCfrJQgRmOYIg1QWR0eaaeJM0fkSqeHk7DGT6YgkgtX6gvP5nDgOav2s12N6MORyccmwlzDYSxlNc/aPBvQH8W5aERS5QoWplHABRpMkKUdHBxwc7NPLxxTbhvWqClm3XnL25Izzp+ckabrzKXvmixneO65cPaaqCqxveeHqM+HnHUmKcs3YacDuVlTwb7jgPOi8wDgRfJsE24mSCpXIsMcTgXxnlUdbiDoTXAAROJ8waiRtY9juJhQ+cchU8Jb2VK5h085xTmFFS6csTW1oK/PDnWIRpmRxFJMkmjRNGfQSejYlf+YuxbZh71894trNq2zXNW1huHXlNsJ4zs5PkEagtcD7FutqOhd+ntutxzvBZDzl2tGYT3/qM+AEy+UWUXuElVTbhq5xYARnjy/xkaZar/GtR2u143uDqQJfoTaGxXLLaLjP5fyC1XZGlmVMplOytM9wGDKvp9NJiALckcGqOiBss15OmmYhUlBr7ty5ywsvvczsYkZd1SgVc3BwgBOCsq4xxnDQG/EfJwlFUeKN2yXehVSuJA33KkLjhQIBIwz/njA4KfDCUXcVOhHk/Yht5bDOECcJSZJwcX6KNZ75fIEUMdlkTFXWXJoZg3wfKQINTviwxullA0xl0FkQ+TpjdwlzjqZtMF1IxIqUCl568y/YCbiqWqqmRkCI0cP/MEZqp8Z0XmC9wxmHdwY6RyRjxt/ZQ15EmF+LiFAoH2Frj4rSgM+zFpbg+hLTdAin6auYxcWC4vIcY1qqpkQrxXS/x2a1pqhKym2FMZYoCr+0WOUkvQmX51vu3nmR0Z0pVdVw7eoxZb3B2JLj4wn9YcJ8fs7XvvYNrl27ytuffZPLRcH5ssXqnG+9812KUhJJzdOnW4aDjI8efMRiWXBwOKbtoLOWptsgZKAQta5DJdCkgv4gotUxkyxBa4010DYWpSRd55A5iHyFt2taUWNUhEz6tN5TlWE/tmhOQvFBUjdB9CYTQ5Q5qm7J17/5HpGoOJx6rh9fRzaW7QweXZ4yVA9J4wPOTte8/MzbwX4xN1xcnHD72k0Oj/a4mJ3zt/7u32G1XvLyqy9QVhuinuO5Vw84utXj+edv42gpypis78h6Caezj4gjRb8/3gnbOrwzuwYsrAS8MyRpTFA6fsLg1cHKJQxL0zH8ZN3gIJTjALrQkURpgRdVwJA6h/QqiC2Ep3U1OlUcXo+4cv0Q4TV1ZVmvarZrOLm8x//3e7/JM3depD8Ykw4Ey80Z73x7RRrl5HmOaAWpU0STHCU1dV3z9md+AoBf+5V/hc2moK5DGPt6u2G5WXG5nuHSINRpW4OxAdhS145ev08UxURRjFSaLM/RSof1STJAyIQ0icn7GSoKHvhMJ+RJijQfk+mEXjyi6wydq9EqZjgc4fF0rg0juqZkOBlyeDgJiVmmABdhYklnCvIko9ePmC3OSLKcotmishF1Z7F01GZLYwI1a7jXx4sGVEt/1GdVXPLg0Zq9q68iYvA2CJZs56Bzu+Yp/B6rugNhSdMMa1vOzk65uFiQp320jFhtVjzz3DOcnJywXK84ODwgimKKYouUnigWZP2U4SSQx27cuEEnOuK+wNsSIcOYW+xUrmIXj6Jk8IR739H5QMoT3uNwtNQI6RAy2Ke61iEajSBCqBg9SFD/P3VvFmtZmp5pPf+w5j2eIU7METlWlmseXbbLLk/gAVlWS23JyJJpuIC+wW1LFlxY0LIEcoMauEAC45uWoLHUQCMhtUSjxna77CpXlct21pxDZGZkxnTmPa7xn7j4d0RVo7YEd+UthWKSdpzYZ631/d/3ve/zBk+qYra0VIo8FEzngjwU1Koj+x8lV35zP9ribGC13NBuW5wDYwbapqVxFh8ySp0hTYZPA155rDNUozFaZAxby907N7h5cI133r3HvTTnvUfvcHzxEOM7cILqfx1x9kvnTEYHvP3WfT73Y/8Gk/GUVKXIVNGuG0bliPXlmpSUN7/1Fn/2lb8iHZV0ZiBLCtI0Ic8Tvp7Ai8oz1SB0oOlqfHC8++BRjAAUG5yXJElB20beuVKS8biKTHUTIi/fB9IsJ9Ep0/kek8mUi4sFv/fwMZ+SYz5Y5bgAg/cIJamqCmttLLjbFuUjKKdpaoyxsQCnWZxwSYUI6c5+5wkyctEdlvX2nGHZIi8cxnXoVNH1Nettw3q9pSxTxkVOUYw42L/C8rJhs2546623mI4PuXvnRSaTPY6fnPD44WP2/4dDiv+8oG4HbG/BBfxgqNuGzhqCiP75Zr3Bhr9hBViEjGAsPgR0nj3LfZQy5jX6ELDWYI0jhKjubVvDbLxP/5mB7bbhjzYZL8iEg/MFpneMxpCniq429P/QsP4NxdgFhLdkCi7OG5wzpKmmbg2rxSk370g+/pGP0luDty4SoqpRPL0pxeVyyXuP/gAnt1y5fhtnC8YTjdxCXoyou1OePFzx4OKExfYhX/vWwMMnb4GoaNyYwee8/sZbFPkU4zX33z7hhRfvYIaUe28ek6YlSldMpvHk15w0yJnm3v17TPdK/tGB5O/mW/5pWPHv9wbRS7Qe40npty1Zrkhyyao+IYg1xWTE8rJlu2lJ05ysiLsaqQRFFj2DtrcY4zg/u0AAWVJw7/X3+Oarx/zK3/4oN+aHhM7x4q2P8khsuTjxHO5nfOB9n+L2rTtcLs75/X/yP/HGG99AqJaf+MnPcnzxhLRSpF6RVIKXX7jL+z50jbyUBGUQugbfM95T9EMdR7mtI80znO8JDpJU4X2I3b73pElKXsRM1xA8QkjCIoAOhCIgkfz3wvFrzpLsrn8p2MVTRkGeDwJj+sj/VgqdRJ84woNyWNthPUiRkCUlo6JgNJ/R1SOskVy7+SOcnlxycnafai/lL7/1BWaTfeaTfRKVknw5YVbvcfB3D2m7Le/ef4/L8xWf/uTP8dzdW5ydnNO1PXvzAxDw+OSY904es61rurZjuVyxrRsG4xC2YZzNSNOMPCtROuHgyhHOBUbVmDTNcNYRQiANCmcGmqamXq9RGtbLS4QWfPvbX8NYgzFDzFqeaIIY0DownhSoJHD75lVeeP4OTV1Tr1d0dY2UnrZucaZFSkHXb1FpzK12vse4nqOre0z7uOIoyxShLYvVSQwpkAOr9Rkny5799+3z0f1bEGI4ifeWPjis8Ix2qyUzGKyNtLp623J+cULX9eRZhpCa2WxKWZYEAkWZcfXaEVprlquEh48eoLSgNx2vvx7jCH1wLKYT3sosPyKjMjVi4KMtJXpEwbnopf5ugg6AABkIKoAKCAlKCpyQBB9QOxfF+flltKhoRdsN1Ms1SmmqrMSYDbqUzP/+iPlsTJ5r7OBQ5Qh8FSP6pMIOhr5vGYaBrq1p/lHL+c8+ZjLZ486V26g0EJzh1tUbXDy5YLW8pOlq0pAincQZi0oVPT3D3xlwK0vb1BG1uV5jTMeyvmSezhn6nidCMnQ9B3t7vPbO27xx7zUsghiUJvDBIUJAKM9XhCWogEwkh1f2SPOEoTeMpmOatuXhg4dMJhO0jKpf5y15kdF1HUII0t1Kw1mP9wMnJycsFkvyrOQXpWb8vyvM5wzuamBwnuAkMpJ7iYrmHbO/79lua4wxZFUWc9dtDBTxUiGxBCFABGzo4w/fcn75hLPLY8qyYLY35ezsjKZrSHTOxdkpe/MZznYEd0HwCUVeYoxlu93y5MkjlosVTdNDgPY3t/jOsSBwVCXYzjAMPYNtCdF0x+B6ggwg/4YV4IQp0okISAgJCXm0HwmwQNt11NuGwXRonVKoCt8XLJuMurbUteRTKSSJpK5Lht6Q6zFST1DK4n/d8BdZyS+lKUomJDrh2rUXmUzGVFXB2fkJv/8//2OysuPOcx/aZefG7ElnLcNg6NqGi81jBnXM6VaiHi0p8or7px3GdpSjhCT1vLm+5Fup4G994g7BK5ztKcoJ/dqyPV8hNHR9h3OGetvy+uvv0rRLVGJ5/HhFED1FkVJvBxb/yxL/ExZVBUQ65df2c0rd8+/JBq8cWuQYa8Dn+KBpW4exnt5YVOYQfU9VTDAupatb6j6qFfEp25XFD46v/eW3uThb8hOf+1Gmoxn9Cj700id48uafM2zucProAGclR/svcPOoQoiUd+6/h05TgnZM9jPmVzLyx5banPLlv/pDnBR85JPvY9OsmM0Kbt6ec7l4jKem69ZxL1MlTKczjo8buqFlNBnjXaDrGhIlESGNMWHSEwRI4ZAIvLfRURAE/DFwFfh49AP+phdYF29mKSVpuruGnEFKTZqmzxw7Qgh8sFg3RJa3j1YFlSikFBjX0TQt1gZSVSCShDzVHMqS/aOSPC85P7uk6y9YtB1d01MfthS3Sm6+fotEZZycn/Hu/YcAXC6PKcYFSSLwdBAk+4cz9o4O6PqBYbCslhu6rsd7QVN3QLTbWeOp65Zcjjm/uKRfr8hzydBvaPqavMzIck3Trtm0S6zrODl5xHha8sbrK3QaMa6jcYEPEh9aRuMJB3af4XbP9atXmU/HdPWGoWvwtiN4T1ko1ssVhweHzKc3SbOStx8+5O7zdzjYnzLfLzk5fsh8r+DO3dts8CxXC+5cO+Tk8jHXbx2yqs/502bJ+80+qXhKrXM8FpbTEPjUboMgZUStShnXDoeH+6RpTp5VDI1lu+5478G7dEOHlJKTk8eUoxIEHBzOcHiUGnNxeQ7A6fkJt/KE96clSmS44KKFZLdLdN7vsmSf0vRC7Oye2hgF4CTODjGb9inyM0ic0fj3BHYcWQBFMaIsFEUWlehaSRYXTygyDXlKL7c09Roz2Oi1zzK8tDF4QDrSHMbZiFTPCf9AIn3B+cmKg8OSo9kBw9bwzttvsF1sML3BBUuqC4pkzKjsyScpZ8tTfID5bEoImv35Ef1QU2+XHE2ukSoBwfBftmt+znYEZ+nbhklesTYtaVlg8QxDR4KmnOY4ZambDaarWa0WZCbluedfZL1ZkyaatmtZrRbkyQ7aYnqGRGFshN0oD03TMJ3FWEgPpEkWud1pyvoXNwzdQN6W6DzHAX0fD8iJSFFa4QZD3w80TYO1llKVaK2jTih4NB6tJC4Qw2P8gHEtKvEUVUL3pGbbrHHB0jQNKImzYIfAdtUAPbaXBK9RKkergsXlY07OzhmXE6aTGbPZjCSTmFzyeSH4hWZNXW/YrjfU/SVBDXjZ07oYMSuSv2E2pO2Zo649fetQyYAt45epE4UEms7S9wFjFSrTqGpMpsfU257HD87Y39tjNtlnVFXIozi2PTw8wAfParUkSzJ+eDolz3OSNKEb4unFOYeTlnySc3D9gMMbR3zjta+j05SurbHOoKRgMAadeES+4f0fv0Y1KhFsSEcSBkOpFEo5VBJ4ZVzx4uCQmojW8xlN37LcrNg2Dutqtus1o/KAoii4vFzR9Q1HRxFEP5iG/f2UvhP0PyVI04z9wxGTeYZOHcY3eN+iAng0fWMokhwtCzbrNdVYU5ZXMQbqRY9IEgQ5D996zL037sMvQiX245hECc4ffJ2H73akP7xP2Oa88e4Dbt98gZ//qeuMimsIP0FJTzmqmM7GLFcL/tn/9b/x2c99hndOSoQcqOaWFz54xEsfukaaKsrJBJGkjOwEIQdOLu5RVAqwzA6mGDNQ1zXbWpKm0XaWpSO8jTJ/KdwzT3iSJjuIuqXrY4j6s/PlL7DjtO74Z97jg4ydDhLnBW7Hxw6+ZxgsICKqU8kdqFQQRDTUhxBRj0LESEuhJKlOMEOHCD1dvWVUjlFSUTdn7F0tCDYCKMY+ZdTEZKHL9gld03N2fsFmiD7gL33t8zx393kyVbDZ1jjr2Nu7QlnNSBIVJxRZQggSLVOsFdR1R1N3pGnJcrlhf++Q2WhO13Uslo/Zbi+pmzVNo8hzzeB7rO9oujVaevJMRJ2Ci2p2YxPcewLZe6q9kuRLKfxYHM9vlkuOHz+irTeMypy+65mMxigCR0cH3Lh2ncVqzcOzY/b2Z1w5mlONUsajuwzZC6jplKGpuXLtkLvzMV71pOUem37Eh74pMS90O998XB/cDI4b3mN3mF1jbAxNwdE0bRRmuYS62dBuBgQJnhBHnF3D2cUJEzvm6NpV5geHbOuassiZzqPQMMvjYcs5gd0JE5/uDQlxraEE+GC/W4CfdcKRFJdnOdpZjDe7JDURgT018CeCq796hHWeVGdonVKmCW0bu6LJXoUPA6+5La+YQJqmpJlEMmCCies2oXEqWnWcbWkMWOMp04piJnly+SZNc86V6ipn50sm+Yxrh7cYzIDBs1ivqfsBRcK4gKZdU7c1WiieND3ttuXVV/+cn/3cz2Ncg5QD/yB0/It6wWJ5wuXiNLpNvEclu7y34CinBUfX9tGp4OHDgcu+RkrIMkk5zlhtLVJ5RqOcvo+JbgBmMDz0NRMT4/qstXRdxzjEgJqrR0fM9Jz68ZYvrr9IqlPu3LxNlkZ/cpBit4IEZzy+N8iFJ5z43UoqYnaljP7cYANBg5e7e3fXBRs7YMxAUWQcXbnC2cUFXdOipCYEWCy2lPkosvxVSpZWNHXP+dkZeV5R5BXXr1/lcO8KdVNTtyuyQpEx8FNdzVmzZr1cslmsWNYXONkjEouzgTwv0fnfsAK8PO5QOiMXOYnQjPSYLEvphyjxvnP1BlVZ0HYdAkFVziAUNM3AG6+/w/junLt3n2c8LtluVxjTk+aB9967z7vvvcON61exTLCX0W+37VqMMZG2omIgwsc/+wqDGdj6MybZBGjRIpDnGaHt0NqjKocUCUWuaVvD2pxRFiPaviXZRcr1ZiAEiXEON1jsAAjFk9OH9J1kWy9AFEhl6QZLWeYURcp4PCVLE6pqRFmUnJ6sML1iOplwcDhnPPXIZI1xMaVICoUdJMGmbLY9b752n9OTcz72iVd4+X03aCwkqSfVBxgrSYZLzu7HHbBbF7jOIUPCJ175DC9fqWkvFJODQ166cUSR5Nx8/xWsz3j1G1/n83/6h1y9Mee5F6+T5Y47r4z4c3+fny4OGE1yXrx+wM2uwLFFj0b0YYnwiqxQON+h9QAyIFVgXW/QSpPmCd57Ep0hQsbQ7ZirUuBCLMA+ACGuJsKON2FcRL6B+B61/87rjUDKND4QQoT1+90DVYinjNZdUfbfkyYE+JAinqWY7PAWu39CJzJiSlPBEDZgAzIB4weClAQSUAo9FqiRBB9IpxnToxuslw0AZ+0DFq8f462gbTrauuHOrRe5c+tl8rSK8WuvKqoPTUiuTEgTjdY5zvVUZUqazqnKkjxP2G42VCPP0dWCYeg4PTuh7RuCFUidsll5ikc5buIYbE/bb9FJBJ4P9wPzq3MSnXLx8UvMwlAVJU/efcDi4oLrV46iAnS7pSxK9uczJpMpeZ5xfu+UvtnSbNfo6wd4G++h2gsWmzUvW4tQCjtYbl2/SWNXlBNF/meSRCWYoUch4uHIxc9aSLHbxSoSnUUusK1pu462jTGeOIkzDqmiGjbJNGle4YMhzSQnp0/Y1tGrWo0ibObGzRskOroGhJc452LQi04IzvJ1HB/XOna9O+W8J1LxENHKJb1E+gRFjscBu5H0FPhVQfAGLUGEDj+0YAfKRDCbFLQerE/4VvCI4LChRQqJlnKXyBYIIokjS9gxmAVOGtpQkyc56UjT9GesOjicXkMGT2cbsrxiPpkh0gz1zohvv/kaV2/cYFrtcX56H2sNm82KvjXcSysevPAKH3jhQ7T9Gp0GVptzdBZQSaBrtmRFSlpIRnt7SCWoRkXkn0tPOdJIMePm3askqabvNxwcTFgslhgzkGeK3GTx/yAUs+Uaax1ZFjkNSZLQ9z3jsaBpGnSv8Z3H60A1L3bpcHE371zUQGgdd+qBgFs7uBQ4Fw9KSZI84/fHiUVcK1gbBX5JmpDqlF4mpErx0vMvsbl6g+nlJfVixWK5xBvPYtuQKEVVadaLLUqnlHlFNZpwcHAFpSRtXzOdj8nzOEpfbs7p+xqpHNVE4b2m6xXBO6wwBOkZ7U8ZzZO/ttZ9XxbgT37s09Hc7uOYKMtSiiLna197lS8sl/zSzdtUWUrXDPxza/ns+gkyyZFScu3mBJV2LDYP2LTQdGuGvsHqOV4tKGc1SbXC6ZrBNhAUIQ+I1KGFIEnTGGcYAtZ5pBxo+ofkk5QQHKu2IasSUJ6BBo/HSXBCoJKUcjKlvbD0dgf5SCYIkdK1gsWiZ7vuCb6nKEvMsCEvAC/ouhX7+9fZ3zvi4uKCNIthDOVkgneB4CRZMmKzaTg/G8iqnNE0pchn+JDsVOE5iCnHly33Xnubd999xN5kyo2jayg5w5qe3kmWiy3z7ICXbrwEgN8mtBtHmeU8d/39FLdGVNWYKh+jVYpzjto0XGwecLl5myfn3yKfX6MxPekk5VM/epuvupa9PZhMdcxpziQ6qXaMbo/zLYPzaA3pDsHpvUUptWtuRfxehGgDgVjsgvd4YWKnRAC/297F1R1KPk3+2b3H97xCeBrAEQvu7kAMMtoDlFLPWLFhN7ICiITYmCz0XZLrjrEs/E4tHQhPfX67cWYUfwm82GmyPTsko0IlCVIoDkaxI7v+4h52sHTtgNyC0ZaL5iGbN5aMqhnbTU3/Jcf17AbXxR2kSNifHVFOBN/81lf5wU//EM12hZeByVwzmh3QdhmjsmQym+G8w9iB04sTJsU+y4tLXGZxdokK4pnVxr6/Z1rssdn0NNuWLEloVg0nT44pk4yj+SGXlxfMRxOsiUhX0w88efiYVGkm1Yh6veG9d9+lyARKx8+o8oF3XUBnCeP5mNGsIClyEi0Iv9RTb3qE96Q6QSfJ7jqzz0LTRRA7z7VHqZSqHON9zEvujcENMJ1FAdnjJw+ZTMfcvvs81gyUVYYLPT54uj4eeOqmZjSOVq/AgAgWpEYIjdQeh0dIh1b+GQ8+FuDwjCEvh4AMO1a8UAjhETIKfiDapwIxT9c5h3Pd7lCYRcqeEvyoUDv7pN9RlGIhl0oQRPS2EkCIFKUStAw4swXtECSY3rPsou99lOyx2q7Zm1+nms+Zzva5cd3xzrtP8EOOGXqE05R5gjOCpu55+623+OM//pfcPrqDcQM2DHSmBQ2D7/HKY0xLv+kxouPmneuMxjnL1SVtX5OVmtvPXyfPMpq2QQnBer1BqoBpOkSS4m0sOH1vMMbFNYLOUIRnO9U7d+8SCJyLUw5uXeGF557jYG+fXFd8Mc35YaVRkXkYJ1nGIZxDXRd0aUv3VzEcJM9zEp3sRJgWESw+GJp6i9t2FFVKluVU+ZS23bBtO1rnmTqFaQ1+8FRZycliTY/lysFNQpA4F5hN5+gk5fz8jL6PLpOqqrh69QrVqGK5vORyccp0VjKbjZnsVzjXEkKPywUaxdXrexwezP7aWvd9WYDTRmH/b8ubP7vl3abmoyEiEFfbBRWG9eaC7dJivStV3FIAACAASURBVGNfa7btORjIypSbz1dI1ROSS7zyqLwjTTuSSjPLHarSlEWD9QZvt5BIpJa7Yg9WapyXeB+jqjKd0YcteTpBKYHwa9Jx9HK63iMp2CwNSuYombO4aFCU8eTsFCrJIaSYdmC9qDk7qek7w9HVCUpJyjyNBXrryXI4ujIhSR1NvSEvCoLvOTk+pa437M0O0LmiLB2JBqynqQfqd7e4Vx3icznSDbRbmI4K9qcj6tWGh28/ZDYrGJcVQxegF1zbu8H4o9EucO3gBn4KdoCymFBlI/reMLQOpyyDMSzqU5bt2yTFJddvaW7fyXn+xRlJEWiHNT+eZDx69A5f/8aK5164w9HVm1jr8S4gvhJIhcR+2uxO9jGHUwhBlhaYwSFCTPIRqGeK1CACXkYs6LOAgRB2APUYtOH90z0iO97rrh8O0c4iUM9O1U9fseCGXXBF7JZB7HBzAoEiPgfj8DrW8QhwEeG7tiex+zMpI6dcPEXgCXYdt98VdRs7JqHohk38IrIWpaEqJeODCbOjHKzG94rgGqRrsZ+ueXtzyaOvv02qc6pihhCKL3z+yzz30uGzfWOSJHgHg4sBHNO9vfh/C4LxZJ/Z3pzH73tMCJ7l8oInJ49ZrRdYO6Bzh04LbLIlEQlDa7BqoNQlYbCcPTolBE+ep2ADPli8crTbllSnXL1ylaavOX50TJ5BmkqECGilMS7ggme53FBOCvKRJClD1CNIR6I1aRLIMoXWcUXg3U5sqaOa3Qco8jFFDsYY2qZFYmh9DyLGFo4nI8oqp6pymtaSeY2xGuNc1EQA9XYTg+mVI/iO4C0qSFzQIAUfIzD4EItviMhZz06kJQQIjRIFWqW75LL4wA/CEYIh4EiUw+8C7YU0UUAYAlKBCtnu+mYHAnpahB1SCrSMXZ3ZhTkkiSVRWQSVECcrKI9TFvuOY3mhMD/skKFie3qf08WC8f9xwMv/yQfwXvGdb7/OycmGcjTCmpbJaJ8i87Sblm9889v84cEf8tzVO2ih6d1A0BKDQ6Q60gM1DK5n22ywwbCt1wjhUYnEec9itWCz2aCUpu8HsjRDKYUQiuygAKBpBtpmoBqN0Dqh7TvatmM0GccOVWumswmHV/YoimjflFowc45+MLH8ynR318apiBCWvh8YhgGBIMuy6IsPHoRBKhfzwCR0tY2anSQqntu2wbqBG338efyVCeGjnovLc/K0QklFmY9xzpOkOdUoktyqUmJMz2qzoWk3LNfnKCWpqsgQeHzykNNzBbtABhUESgucMzw5f7xLvfvXv74vC/CD9+4hPi/gxx37WGwSo9IObpZcTyb09gLvBpI846NS0+0JghxA9lRlzrbZ0DmHDGF3Ewysmx4lPU72tKbBBQvagZaRrrUDakcbhEKIGN6QaEE1ynHe7LigIhqwPfRNYDqa4gbLaDznwbuP+NJX/oKf+NxnuXn7JmYY8F5geodykoPJHtPsiBAkaRa4XJzz5N23KIqUu7efA5FwfvYAFyz7+yVSwcXFkixzjEea5fKEyVRTpGNs17AYDE2zpt3UuMoijltGhWdSTfngB27yvheucbB3yOHBAUUWxWb5YUXwAiUT3NEhAEo6qklFve1xocWRkJVJRGUOAyZ0eGrOz97mycPXGeWSvq5589tvcnTjiP3DPcqq5H59ypc+/x7j8oCb1yqksIzmI85uPMEGx6iYoBOF6Tuc6QmA7UQMptjl10be9y6vGR8zQf3OYhSeJpnsHozw/256498Ri6GST/vf+IqK6ViAd2FXu+74aYEWO0uKJwbef897+sBTi4xxMcpR7EZeWojIBReCIBVCRnS73Ek449jb4LyJwAnA/qcN5rcsT3Ov0fCWUJxkJT9iPfvTnP1rBfW2Zeg8SlkeP3wNISQ9Z3zhq/8nIQhW+0fogyN+/vAGnXd87dVv8uEPf5S96SHWOGSiCEFw+9ZzMTe3mnOwd41+6NhutyxXS7Zdy3x6RCpz7r/9FuuLNVoqgoXl2TKCD8qCyXyKkIJMpuQqZVlvQWlwglQnTMqCJJVYaxBIEqWxPuD6wOJsi7/okakjKyEpVCxOQlAUBWVZkCQapRV5HpO2fHAx0zuN1hIzBJTKKMsUJRKUjqSwa9evUpQZ1g1kucZ5RSlKhBQxcB2QOhY4wgCiB1zc3zqN3IVXuOBIkhSEQPgI6ofA60KQC8GLrgdvd1j+2PX6YPA+Bl6oiC1AShEDXQRAnIDoEGNIvY97VRFsPLwJsQNLWOzgMF2PMRZvHF7HeyErErwLEemWCMRV6MctxlxSJIGz80eU2R7T2w13zV0mZUm9WDItp1SV5PTimP29I9IkZ5hbLp6c86Uv/QXqEzmTYsKm7di0PZ0L9AJ8koAWUfGsE8TO9illXHURwAwOKTTD4BlVE0IQFLmirXvWpt49VxK0TmnqDmscSRYZ9MYazs9OKEYVUk1ZLM5wrufm9VtorXilMWy7HrQiSWOgR3AROyx8dMBAQMg4xfI+IIMn+A5rAZXwz4ucX1AJgXgvZqpkVu1jbMe2XhIwiB/0DL5ldbmKI+fJmOViTZYVHF3ZB6Fo6objs2PKMuf27Zts6zWXywuwHkePHqIrp6m3ODNE731e4Ixlu1kzmUzo3b/6LPne1/dlAW6uXMJ/4BHBM8LRConIAkWZM5gttdlQjHJ6X7MdBkbjkr5rcHZADBnW9ygt0WlCKnX02NkhdlNSYX3k/2ZFQZAC13cR2CAkUiS78VISp6I2AjzMYMjyhCTJ6LqWRKcIKSjlhGFYoYyiuay5/9oZ7UfWiGsWug4A7SWTPGecFHHvuxlYr2ryZMLkn+2R/EpJVZWsVit6F/dYj48fM5lUKO0oK1gsFmy3G37ohz5LNlqSJAatK6blhORIoyzw5x75qwHhPeGg4L8Lkr8jU3JaTNuw7g1JmjIej2maPtongMX6EZPJHuVkghkMfVhRJiOSTOMTy6hQTK9cZbr/cQ73JjgHi8Wai8sl5zZwcv+CatyRcoPrsxNmyS3ocuxQs7U1by7uoVJ4uX0ZfMLvDpp/txgxVYp6W4MljvqCB2FjYQzghcfJOB4MTxvVXVf6verlZy8BsUiKqIhMNfJZwQYZduMsFxAyFuGnb+S92I3Cd6Ef8mmsY3j23k+/LqUEQjy9dXZjcRd/HULAhQiIV0ojVdxdebmLndyB2e2vtHF/CAQsWVVwte2Y2hayBOsFOsk4nI8ITlJvGz5wdIuus0z3M1brM7qmw5oTzFnOX55eI7iEP/3Kn1CMBc8/9xLBaa5dvYlAMeyyYbMsI0k0gSkHe4c451g1NU3TMB/NuDo/ZH25oN6s2SxXNNs1dV2zvlhhh3gYUqkGAYvVkqQs8Ti0jPm9MkhSrcjTEuclbWeQeIKX9MbhfKDHx6SxJIk407phGEuyPKCVZ+hAKsMwdAgJk8mIJI38XSVTiqpgf65J0oSzi1OyTDMeV6w2lxjXUVUVaRFJYU+/fdPZLD6svxDiQ++z0Wb0NHc8AMIYcGI3NVHI3eHpjojdl/cxyEX6gBQ7TYAUCLlLOPK7sHYRu2ohY5FSusRZiWJ3cHTxepK7OLvYKASQkixJ0DIhTSKUQxAQ0uFMpPgFoVCHErfv6Lo6fr6V5trNfc7kJW+8/Q2u79/ipefuYKzl7OKURE7J1AwpE8aVZnJnn5MHxxyfXNKOPCqpEAnMD69x2daUkwrfD4S2I0nKyK9PB3Qi0UoiZYrWDqUyQt0zGu3RtR2SjHbj6HdxhMFLBBpjosYm8xlFEVXPdbNlsV5Q12usO2S5POPhg/f4wPs+jh0k7WAY782ZTJN4i7mADhLvogslhJhUl6bpbvDl0IkguKjo/mxQ5GmGkunTJRT90GH7wHx8RJI6LsQx5rUeLTXWePK0pK17xqM58/lezBZQAuMGVuslfmsZjQqMr3jw8D20FhwcXonPDjTGGvquZegseZKQZAV9b+gG+9fWuu/LAmzKFXIEcUQT8Dp2GMvuHOsMaakZZIfFIEsYhKUYFwSnsc6iMo2znm6IXUpRVNHOESSJTBiGHu891mqUkmhZAAK8xPudICRohFDcu3eP09NTbt68ycsv3yEYSxoGUhLG05xMpayGBauzM5LgefnujPX5Ma9/Y0OWQlbk5GmBEDlDp7k4rXn0aElrcpAVJx9bMl56bt6AF557Dh86Ti8eggSlWqoqQ4qULD1iNqvIS8Gtm1dANOATFDpiGD/c416okWIgySx5Kvl1nZDWNd5IxuMx5Thjvd1gCARlGHaItCGsuFzXXKwVfedwVpCmOWke7TWz6ZRxNWE+ej8v3/g4aTqh7wVS5Kw2Ha+9+QZ1u2HTXnJzbvjWXzzmO994i/5qxfKFa/xIMcEKR98K3nrjbe5eLli99BLlwSHry5bZdEIktprI/wsWiLm3UiVIpb9njBPjIcXu994/HT/Dv8JcDSCUi578Z8hSkD7gZUwU2nkV4kNairhXBgIDiY5gCLEr0iEQGZdBkqgMJXRUXvqn7x19igEILiC8QsSpcxQWCYGSkjSLI7XkJUlWJFi7s0MERaEMo1QipaGtO9rOM/g1Es227ZhP9iAJzFLN/u8fkf5nWeyClxu22xO6xjI+8Nx776tcrB6wWXV87KOfRviUb3/9O7zv5R/gfS//AONqSlM3ke4DXNk7YKm2TPMJH3jhFfxguDg/5fjhYy4vLhiGjtVqycn5Kd3Q8Z2m49A5siSLqFgf6Nqes64h0ZKqrFCTFOslbTOAEMgkpcpnyMzh1QDCMa5mOLPAWoezCW7QmGDpWgvCsVotMLbn8HDObD5F7ESQ3ntWmw1VVSIErLdr8ioWYRcylFYYO6CSWEgB8iIHBO6TgURloEVM9yF2apHvMmDNLvtY6Egc84FMxLE4iULoSFZyeGLOuEbKeN147yBIQkghKFwIBBTe5wTXI4JFoVEqHvbVTnmNACUlQQuSHeY2SXJSleKDxxpDZ9ooONy5n1ABco/rBxaXC1bf2jCSM1arMavTc+ajQ4ZesVn27M2uk8gRWmfR+z2rGKf7LM+WlLni5fd/iM46XvroJ7l/esLk6IC6XrE6PybLBH3XRIKcEqxWCx4+PGVUjTBmwJrAdt2hpUYGGI3m9E3s+NrG4AOkSU4Ijr4baNsasRLMZmP29+dIJSIz3TvKfMy9e2/SbB0yzXg+z5jvXUEIgfUOXMAYQ9M0DINBP0yoPlihdYIJPXmS4J3HO8NhEBELiUWSQPD0ncc7Fa2FzuBtoMhzjg6usG0HxuMpVeU5PDzCOxiNRlTjCp0qptsRi9U5Z+dn1N2a6XSETqPFqm2i4rnZtrTbmjxJ2J9PmYzHSMIzJfe/7vV9WYC97hFC4oPDWouwnrzQONUxnY1Js4T3Hr5HnufszfY4O7lkkkKRFhjryPMMhNntW6JIx9oQd07/9oTwjw3WBISXeOcRPL3pFDJoFCqKM2TCX33p27x5b8HP/MyYj7wyY7G4wFhFYzserR8ztA0Ev/OWwg9+6qMIaRlPMoLvSTOFlgFFYDLNOBiNuXHlGsttBnpK/1IUJTTbBcnVGaPxmNdfP+bdB/f41Kc/wa2b1zk9u+TgyozpbMZ6eUY3n/Hr9Pw33iHCLi1KKrJZRZblWLei7RpyNUSSktD4oOjaniLTCNcwG+UMJt4ok0lgtV4gVMLsYILSOcY42n7Buluwbh7x2CWMxIS98XXm04zJ+CZaTUknmg//wqfxUvL2/Tf5Wz//t/n6d77In3/tX/KdN16l/rOv884rN3jxB17k+NEFf/QH3+L8bM1RNuHurbvM9g4Rwu7ay+8qmaP8IqIl5dPJ89MxMTyzGkk0zyqn8Hx3jB1o6w1CuDjelgJJHBeJv5D4P4bw94h+TqEigEPH3V+kI9k4Cpe7SDP/TGKJcT2DH3ao1Hh9CRE9oQLIUx3Ttp5SnmQcl6GgbeJUpG02ZPkMQWAwLYmNqREOSd8bsjxHFgld3eMIHFzZY73YUI1GDLOO8e8UrPsFIgTKiWZ+OMUHxd2Xr/De/cfszzS12XJ8/gZvv/2Qr37pVd599CaL1Qk/8P4Psr93wDwf4YPk+PgcnUjmB3voAOvViqvXrnL31m2GLtrzAN68dw8fHB968B5v3nuDvCo4vrxAp4BweGvAe9rG0LWXlKMJRV7RDZHfnuk0Ksddy9DVdKpju6oJIVBkJTJJ4iE4OIqiZOVrtustie5QsgDhaBuLHUGeaep1TZrmXCwuaDePuHJln6LIUXmG6z3/tYH/8CmatI+KehKBVxEoYM1OcRyiLmHoBVrlu3WIQIWdDiDskKYCPAZnd92o+669RMjA07OglAHvFcZEv7CzEqksQnikUhFxKZK4xiDmgQcfourex8OhMQZrPc6GGGTgNNbEHGaPQSVhh2QNXL1xwOXDNdtmxdnylFyM+PAHP8kf/cEXaNuBF166jpCa/YN9tNbgApNiD5xm/+iIg6PrrJqGNgROVyuE82xXSxaLc8oixZieZluT5fkutzk+c5q6R2vN4nLJfDonhEBVVSwvT3afiSbVmn5oGcxAmmpG4wnT2RznHUUZE9ycG6jrDanO6FtL0/SUSpOnCeNxhrWWuu9j1q51bLuW1ljGL2TkV8tYCLuA7V2cVOiM35Mpv2YjGRBchIKUikpVLJbHXC6f0A5r6m7F5fKU+f5VkkRRVTOKIuPJ8WOuXbtKViQ41+Fcx2RScO36y3RDw/HxMW3bIkWKpSPVirRKGCWjONHoPWf1JfPpBDv8DdsBKwF927M32yNRiqbZ4IaeVCRs12uGYSBVFUU+xtiM6fQa0grW24ayzLDeYmxLnmcoJaJPVnuUCDS/1/D1r7zBV7/6NZ67+yI//pOfpRxrrDMQBKlO0SrB24C1A+97+TnGVYYOgfv37mH6GC1VVSPmk2tkhxlJovDBEORAkkLwA4OpyZMpzhjwAi0zUhKEkKhcI0RCVpXUbcP56QmLxSV9e4ZMFG3dInzCq1/9Nv/0/ikvzWbcdp6+M0gRGKeCv6/grLe0jaHIR8znM6zWNISd8jqjDz2IASE9XrfkhSR1gUSCcD16t+cU5pJREWJYu7BYpxGJpkwTrHHUTYexnjxrOd6uebJ4wnO3HFfmL9HUjocPeybTkqODOUoP/PSP/gyf+5Ef45133uJLX/4CX371j/jLP/kaH/nkh/jMx97Hl7/6Kq9+7a9YrE/4N3/2pxmMR2eai4tL5vMp282aqqzw1qCl5/TsMUdXriGk4vx0wWQygyDjydcYtE6xbkAI8P/QYH/cUH4miZ5S/LPoT08cb4cPg/iIQqskMoO9ZzKagJT0TYPSiqJI2WziAyYa/Q0heMIui1fKqNGUT0NBhI+P7eBom2U012iNxyGI4+im76JqFijyBNN3BAKjsiB4jxYJkKBkgbAKY8ENUSDW1Z4kLTDGkOSaRixIinh4RAwYMRC8xivBjRdmyBB4ZX4drOQjB89z/daMsycrXnvnL3ly8YDZ9JBxNWMynvL5P/0Dbt++zmc+9cPszw8YKw02QT1ISf/bAvFfSAiCT8wOkELy/ldWvP3CW6Ak7508ICtSHj16SJBwfn5OILBcrdhuO0RrMM4wnlRslh2VL7l19znevPctjGiZFmVUqA+BARNtQUGxbgf8kEcYhcsIrqQaZfSm5/xsS6Gia7sqR3SLuKKhrbh9+4DV32vw/7Hg39GBVseDmlvERDXDgMkGiiqnH2rsYNnfy0jTgqHvKdJ4TQ39EL8nWpFl8eDQuiV9t6UsKpKkYHlRY61jbzYlLxKM6TC2jwpsIRAatCrIcs1yu6Ec5SyXG+azGX1rqL+55eBf7BN+w2JMDNJwfrcCUcQDpQw4AihJrnOSVEZojIv4XR0EZZLxsOlYnw0c7r2ACSnH6zWLruXK0RGTUcnhlavPuMzeBfquZ364hy503IU3A0WS8PM/+TmOz09JfU3KlpOzE05PjznY38f7nnqz4sqVQ05OThmNRpFyRWCxPOXGjRus10uKMlq/dJrhw8BoMmK1GtjUW9K8oGsdUmo2C8uQCeZ7M7yWeKtJ0pyszFhvlnTtmocPvhPFd/XA7Rsv0piB2sLWCfq25dtv3eNFdYsrhwdoV7E4XVKMBP/RrGQIPSoNCOUioUoY6mHLyfo+D4/fQaWgx1DsJTw5fch4OsG6lHfeeZuqKui6NW0/sFw84eLymPXmMt77Iq41BSlKBPymj4emPrKutdIxC9trNsuOTdn+tbXu/1MB3m63/PIv/zK/+7u/y82bN/niF7/I7/zO79D3PT/3cz/Hb/zGbwDwne98h9/6rd+irms++clP8tu//dvxxPX/8zVOJ9C2vPrlbyMR3L1zg/F0hFSeoBxWBZAp7cbwzTff5O0332JvPuWHf/DTeK/pu56qmiDxtHVHmhQcTK9QlXNWy562eZPlpeey6rg43dL3grpZ7WLgUpRUDL2ha1puXj3i6sE+s/GMPMvxeTzlISRN2+FsFAx5BpBmt340mMHT1z1ZklHoAukSbA/YuP/6r7qOf+vJG6imI5WScVFyfnJKXdcgRHwYG8kPXDb4i4bvbLYYY6hSzcgG9sYVUia4ztGoGtmKqPJMIS0kSSpjR6FirEugxVowJpAqjdQKsTPMpxlIpeNIzlu8BdMJPAJEQpnlJIXE9c3Oqzui7dbkheTGjTssLpc8ePguUvUkyf/D3JvH2pqdZX6/NXzjnvcZ7zzUrcllu6pcVR6xDRgCNDYQI6JuREjoQNOkRTrpFoi4TZwIaBEJqSOE1EqUDukQ0cFNGA2YgAEPlI1x2VWuKle57jzVvWfe4zeuIX+sfSuKwKFNEvCSju6Z9j7f1Tn7e9d63+f5PUExm2U5W6NzvOPJAce2jvPcxU9wcGcHFWtiobl9fcmjj629xmFezhcMRyOEEqgooqxqnG3Jcs2x7W0W8wVKRqyNhxTLBoQM6SPGhggwLJ08IftgTt1UK8RkmMfdm8CoFcpUyvB/tc7T649omoZlWfHftoYfkYLNJGW2aFb2rojWCpo2DO7UKozdi8AQdkIG7q8M70sPUZrgfTjZ/IGHBHinc+iVwAfgJ2TMz/oVLMR5jHNBTWvMqsDrAHPIU4TUSAFVVYfWuzAI7xD3TulCIGUaTu5ypejGIVB4LYkTySOPH2f/ZJdy0eKNZDG/y82dq7Q3LfP6JrvTiucvSnqdMb1kwNraFoMLG0w+tOCTv/Mptta3eN1Dj4DzDPo9Ltx/nk6/y4XqPhZlwbkz52lMizGGsq65fuM6tanRkebO3TuUdQE+Zn6w5FV7l1T2mE7ukPcS8jxHyjikWTUOqTSJTiENFCpvHfPJjNl8ZV3zDpHmoUNiWpolNAvBbK9hT87R/5lCVEFQ2fjw2z/amSGVR3YMwhmK5RQlNVGUsVhUSNGiVERdtQHG4UP4PGI1nzWefi+naDzV0mBoGHTXyNMM4TzFYkaSxiSpwgtojGFZNljb0pqWKFbUdU231+NfLpf8IBGjN46oHmywRbBfSRVardbZ4O9fWaGachmsPLFE2Qgtw+lcOIhljKlaYpVw7FiIy3vogfuYLErqxtE/NiRJEvCWelGHdj+Oum5YW1vDGEOz0tFIoTFScGZ7i62NLpdvDXnl4itksebg4ICqLkniYMvx1nHnzqukcUp/2GMxW3J4sM98XtLUoe0fJRGtbTiY7JFlCdv9LSaTKc5Kup0BSkXMpgXL+YL5YkKeZ8RxSafbZzjI2d2/wdNPP0+URmAVn3/mc+TpOnk2ZPvkJju7t3n2hWe4vfsKp0+cpBdvUi0DfUrFEmNqVAx5PyHOFMY3GF/j45r+RoemLSnrEiNaRAyT2SFH0yNm8zlpEjOZ7+BFxY2br9DpxgyHA8qypK4akri7ajsvGXSHOOcopKAsi+DKkBKtA0Xv/1UL+rnnnuODH/wg165dA6CqKj7wgQ/wS7/0Sxw7dowf/uEf5uMf/zjvfve7+bEf+zF++qd/mscee4wPfOADfPjDH+Z7v/d7v+oCfHS74JWXb/JHf/ACp05ucm7rAirN8VWL0uFFmWQdJIbq4Ca3LlZE5zK6yTpJFKNdl37apakrso7mYG/CxRt7TI6uURSWaiE4vnmGSHbYvXVANQ87pDSOGY77jIdjtNIYa8GGdlAcr2ZI0qKEAhyRMKsTlkeIQHsRNvhFlYdIpnSiHpFPKBYt0/05xbzCOs37ypbWS4q6paoq0jRle3yMIzFhvliytbmNMZairtjf22fnzi5N2zJKM4p4g/E4p9NPiYwMu+56DqmkkQ1l7Mh7mqQriFKPl+3KPiIQaYSV4cR2z/e6aFv+J+d4N4rXqQQVJ9gWqtIE4DxB0ekN5EmXRPeYT6ccHOzR64zZ272NjoKgpTENi8M5gsNV9KBge+sMcffd3LpzlXyQsVi23H71BXrZOjev7fClL79AZ6B5+9vfTFOVSIJYKc8SnHd0egP2DqZI4emPxhxOJygV4bUmyiPA45ynbEuKdmUDEQKtO4Hn64IAytp7imdF4xUWMIWnPgCfJPxEd4BAMJ0tUZEiTXKQirpqqdtQ2LSPkFIHq9Q99TNBxBXUzxohI7yF2lS8WwXQf1kbojh6TdT1Mzalwa9a1cEPKoRBR3aF0GuDUlOFrklrLFLfs0WtABH2XgiFIFidHLiVNUqtZt+r53/14FWsbYm6CUmckY4cvaIKyL1uF2sct3Yv0zYXyVSXXm9Eorrs3j3k6U99mne89ev4um94M1IIet0ufq/CmCVxqqEwnD55ir2DPfJOB6UUp0+coGoarHNMjiYcHB3isdy9e5fZbIYRNTYZUJclk3JBmqZkeY5Uwf9fVzVIR57q0Pb1dbAOCU+kYrBQN562aWgbHzajFqrKcO3aJaJIkaYxaoVFNNbT73ZQqaC2JbgWSUzkE7z1lE1F0xR0u3mIc9Ry1d1wOBHwk83M4n1KrDIkEU3p/oHVQwAAIABJREFUWU6aMGLSMXVVhd+RFDRGUFYKsdIwKCWomhn9Tp+/N5litGDQG1AujlbeYoHWMkD9V55ygUAJQd0ucUnC2ipX068SnML4DOaTORrFeDDm7q05J4+f5IVnX8EZT1WUzGaz8Hr4o4i4k5B9W46UwZ7Xti0gaZqGWWv4F87xk1Ho+nTSLsPeEHVSURcNnazD1uY2l69coqgLTBP0NlmcY2JLuaxxxr0GsCnLI4RsqWZzcBVppKjKBb1OH60gzxNiDUJahMiI4pi2KWkaSJIxwpdU1RGtSshkxORonyqec7u0OAtxrOn3NHV5xJde2sE7RRJ3MKahtQatJXEWM94YsbY5ojYNdVuT5wlVWzOZTZnNZyzmc4adNRbtHNM6GtvQVBXl4RxPhYgFMhFUtqRolxgn8FbTtFC1NcoIlNRYbXCRxVrLHdcycp5xv49Mv3Kt+ysL8Ic//GE+9KEP8eM//uMAfPGLX+TMmTOcOnUKgPe973189KMf5cKFC1RVxWOPPQbA+9//fn7+53/+r1WAz2w9jJt1mT5ckCYpxT5kTpN1OvjWUzUNvozJ4yHnt15PeQGkarj0wi200jSmDQP/omI0HOEc5HmfUXed7XFGeqGLF5Jxv8/mZgrugKqYUlZlOBm1hmIZBv1bG5scFiW1WdLtdPHeMZsckWUxSQxOtKHFu0rgECtqklIpUZwivGa5MBztztnbmVJMK1rjmZUNjYfFYslivmAwGLC1vYU0Cl879u/sI5VGSEEn7nJq+zRRFLHe6ZO2El1HqEaTCI9WIFVQ7opYoXNJlEi0JqhvRfDcWO8gSvGCFd86zLCKxvIfSkWsFdYqRCPASmKjiR1hzikUUkdEos/isGRyMMfVKabxNG0TTmXKhiIkJd5rPBqkJlID8miTyf4lbt28yebgDP/+ezd45P438vkXPstnPnmLNz42pJiUeAxagZaKalFzd++Avf0lSqckacKybJFRFDy+CpbVAill6LSooGJXSlGV9+bfK2/xvfGyC2KpF5VmqjTvshb5byPM11vcg2Hub1y5UmwF9jIqIu92AxZSRbStWVltwLoAcBCrVre0Hm9iBBonIY4jpFa0RUFtWIEXoGw8TvgVDjFoDvAC7wWRFuEU1Da0pg2YTCnRUq/8oxLvZMiodcFm5FE4xOpk7FEOhFyF2voWLyxChzenWiSebOCJdExnfJy2TlksapaLAtc4WjdlXhwyaxeMT2TMzA6feuajRDpma3OTfrdLvzPmN3/tt0mjDu9973fQKWOkdBTLAmcdG+Mx3sP6cMwD913A2gDSmE6n3Nq5QennHM72mU6nNE2DbS1tE9TAWsQoDToCiGidxJgq+Gatomk9t0tDYWo2mhZjYTGr8G5KlvaIIoUXjuk88M5v391lXnaJkog4jTFZB2EMiTQkacTh4ZLLVy/yxsdeRxQL4kSucIwNzrYrPKZCiQ55EhNnXcrZkmtXb5BoybnzJ4jjiMaUIZ/bCqRIVjzhnLI5QjpJXVTEMqYpa/bqPWIVkSYhSCNSwSfsncOLkACHhCxP+d0s4+8KH9qc3hPJGG8CuKNa1LhKM92fsj0+Rj8dsHNzhzRKyLLstdazfY/FRpamaZBSUZYlvV6PTqdD0zTkwIfimNl8hheWC+cu0O/2WS6W9NLgiXXecdkIikXJsfXjQUV/MCNLMyaLCVIpWDkIZtM9klQxXAs2zqKYMRj0kMLTNAUCqKsyQDxMRTUvyLp9cBXToz0GKuah153nT6Tl7UVDJ08olw15ntE0lqPFjMVRQRoL8k7KvJiSZQ5b1zhryUcjklQTdWBZzzmYHGKcI6kS2lVub5r1QUS0psFag9QRSZzgnMWLlijWDLsbLJZH7E32SJKUrN+lKhvmZYlpDW5piKIo2BDjIKxbNy1101BYSemWX7HW/ZUF+Gd+5mf+bx/v7u6ysbHx2sebm5vs7Oz8hc9vbGyws7PzVz39X77KlI3eKd762IDD/UOKA0tkPLYLrTFMpnOMXdLpjpFuwNn115HmDlu1DEZrdMYDoihh0B+H4PQkXWVGStIsZjDoM1/MuHP7Ovs7t8HsEymLAKQNkP84T4n6fdq2Jo3DadiYGh0pMh8RxxIVWYxrggdQruwsHvASKRXOOpaLkvlhIGA5q9CqA94z6nfZnxwijGfY66OEYvfOLnGckMcZy6JAKksUJ3SSjH7eQ0cRHRkTIzFWUVYtUS5IOilxDiSWuCuIexqvDVY01N7SuJXNxkPdtiDlStgUWkVepAiRYBuNqT1ta1FekqiMRAVFZ2thvmPYO5iy00wZ9reC6tCUHNveoqiXWFfjhEerGCHSkH9qJXiDVjHrg7Ncu3wHkVr6ox4vPXuVphS86ZEzvP519yPaFKUsWaQxbc3Lz3+ZL7x4CZXEfMN73sVwOOZosk+apqukohCAjXU4LyiLBiljRsMxWkc0TYWU/rXc0RCOHYrmo15QlzWFMXT/UQ9b1swXBXneJe92aM0c6xvaFuIoJ00ylouG2rpAKIoEARR9r1XZgHA4HyFkglQRUaRxPgBe4jyjbRvcyqLhxD3oPxDwHQg0wkVYI5AalCyp2xIPdNIksKu9ABTea6TQq82O4t5RPCQ9WSIV7Cus2qnBVuVWjJBglcL7EAlIiUst2SVBciFdickibCvZONnj3ENbFIuKl288Q6wTrtyJ6HV7ZLrLxz7xuxzfOsvjT72eLMvo9XKyXCOFomksn/zk0zS14cknniKOMrI4ZXRqTN7pYiNPURc0dU1ZlRxNDpnMJljbMl8cUV1fcmetoi/aleWkF9p6TlKUDSd1gpcenUc4HFVrwIkQ2RdJ6qbELcPNr2odujJkJCiR8TIpZ2PNMFIhgnQRxi7LuSHJJM57lLM43+B8gwe6+Qa20czmSyQpAslstiDVAq1j2mZBa9sQkyoEznts3WLtHC8NOo6YHc3odwdM9mfsvHqdB86dpxN3gr7AgLDBgywlAQZiHZ045vu0oqlLlosFWiiiNEYYETzYIqGqW3Z39nnzt7yH6c6U/dt7bG+fwK2yc6MoIk3CyTT44N0qp7ckilZjAKFxzlHXFWW1ZDFdIJzAGcf2xjbWWXbu7rA+Wmc5W/L4o49z4/oNXrn4ChvnNiiXJVprFsUCgIceOMeymLJ9bAPnHHde3SVNeuzdnaLyiDjTLOo6iBAjSOYxMnEcO7sJVCxmBzzyhvs45ivGh4esrfWZT2uKpWG5MOyphL6PybFY0TBYi+mtaeIdD5uwsTEkSTOMBeM8/VEPh6SqG8rlAoREK03VtGgZsJfKW4TTWGPQsaCXd7C+RmpJ1smIohilFNp6pAZnIOkEjG5rwrgjjmJ0pHBaUZkikMa+wvqqB7TOub9AFQo3tr/883+d9R99z4f+Wo/7qtcjfzM/5mt9/eD7fuVv5Oc89eZ3fHUP+Pb/f67ja2F94Dt+82/7Ev7ieu9X/5D/6h//P3/9W/699//1ruX/4/X0v7n6t30Jf6Pr+/7uf/K3fQk8+/RLf9uX8DW/vuoCvL29zd7e3msf7+3tsbm5+Rc+v7+/z+bm5l/roj7yh/8zLz1/ES1SnnrizYyHI5q6XKVamGB0FwnWSSBBCktdT1gbD2gah5QxX8y7bDjHeS1omoLZcp/bdy4yW94lTi2WBW27IJIG6VriSKNkoGK1xgTmkQBrHf3BgGVVYq2h0+1ijMUJh1YtTbtYods03ntaY8Fr4igDp2lrAa1C2BhhNaYKaubyj0vit8bonqZqaqqyWYUMBPO/VCpk1KqIKE6I4sCTtcbj2oAEVBrSjiDJJVFqEdrQupLWNUglQSqcE1gfkIwKBcYRywitFNIrfuD9/5Jf+vB/jvYRopX4VtCWjmrRUC1q2spgW48TGpUNWN/a5vx9F9jc2qLb75LkCa1t8ULQWItHonSKNZK6CVm60jtsU1BXS6p2QWWWTIsDjhZ7HBztsLN3i6PpHpPJHk1d0ut2GI+G7O0fcO3WHsONLY4d22C80aHXj3AUSNky8Q3PScHf6fawRvC5P3+Rw4Mpb3r8Kc6fP02clXhRhJMeBOqQUiipcc7z9NPP8olPPMc73/ko73nPO9BRRFPV1O0CLxbEiQqe6KjH7Zt7/P7vP83B3pRvf+838cAD53FUOF/i/BJLgfc1zsWYqosnZTad8vFPfI6yLPnWb3kbJ05sUduGf/gN/5Zf+IPvXCExLfcwlsVc8OJHbnH90l2OvavP409cYDBMqJs5UlusbVZcLw0+QhCDjwnWK4unfs0XLcXqtGMJflQXTrUhQi8wkL0TGFdjkxkuKsNcmxDPZm2wbSkRY9vwd5dEKaaxpHFKmuZMDuZIE1MtWnbu7iCloliUZGmHTtoBr/n8n38RLVK+8eu/mbOn7yPPewF6kA6oaoHzIRjhaDJhb3cPrSNOnTkd2rltQ1NXLMsly/mc+XJBWRTU1Zzl8hBnG46mU2QUEcUxVdsQZxF1W5F3U6QWVM2Sj/z3f8x3/9NvxjuLaxy+9iFhyVmEklhvqJ6taB+sOXFmmzhXRInES4OlDozoWCKcI4szvIU0yuh1ely7cpn57JDz508idIuQlqZtOJotmM5qdJQxGq2xtjZmOZ+TRilKSObTJfPJjDTK2NxYRwqBcSZwDCJJnAb2fFEviFKBUnB0eMTk8IhBPmRjtElTOKRJkTbnxuV9zhx/mO/4tu/hl//XX2eyv2S0PubY6U2EgjRN6XZ6dDpdkiRFqVUcJwAC53y4L5VlIJRJscJkrgSG1q3QroKyKjk8OOTEyeNMjqa8/PJL3P/AAywXC6azKS9+6Qv8xm/8Li+99Gme+fxn+fRnnqZtHZ3OkG5nhFZdpEzIsg7Xrl9lf/8ujoaiWDAebXH8xAn6/YS9w9ucO7vFvDjC2mp1qNMcXJqyvztlJkvqymKMp3U1x84PsLJE6wgQdDpdNreP09Qt12/e5NU7d1mWNfHdlLubnqEI5DNhLeqixd1vsEauRm5iJaBy9AYxUQRVvWQymQYRKFEYA3lPFCmiNKJtWubzeYCOxDFRktDrdjm+dZLf/9ef+Etr3VddgB999FGuXr3K9evXOXnyJB/5yEf47u/+bk6cOEGSJDzzzDM88cQT/OZv/ibvete7vtqnB+B/eOFZpn/wCVwjyHo9zpw4RSfP6Pd71KZER2mgy5SWOOlimobxMGNtMMQYH+xEQqKbiixRFMtDjg5eZT6/i9JLpKyo6j2cXyKjjEgE1Wq7std76TA2YBCjOKFoF7RYZCQobdgI6CgQWiwaLyR25RP0Uq5ueAbvLEIppALpDcI5ohhkDr3jPfw6+AxycqpaUywLkGoFa1gFDNwT+qgW70WI9bIhQ1Uoh408zYqypK0LvlfrSVWMcHHgUauMYl6T6hRpPckKESdXNCe5SKkrx/RoTrFsWcxK6rJFyZg0zhgN1tjcPsn2yfvY2NpkNO4jI0Hrg6ghzXNq07A+2mJn/5CqqtnbmyBlQhTF2LpC02JNjcPQ2pY063Df1jqnzTk8ltl8wmI+ZX9vl9lkRl1WyOEWsSxRSUo9WbJXVpiRoGwWlOURZT1jzcML3R5JnCPrjLWsR32kufbyPnV7h9bNwXuuRBFviGLiNCFLM7yHZmrZHoyxC7j+8i7POsup+QLha6KopDfs0MmGeLegfUXRf2UNeyxGf7yDSnPM2FK1Jf3+gNZp2nbBsL/O0mqc1RhlqKcxi2lB5FKUSUhC0jm56ODxITi+bhBCUBvPDbfPi8Vd6is1Dz98mo3NHs4LluWcOA44xTTNMKahKmakaReBoiwXJIkKApOqDjeBJF0xeFs80LQledqnbS3OtiRxjhKKUvB/bQZ8UCFLJXGtpbVVgDBEGiEtt+/coKoaRqM1jm0eRyLojbtk4yAFWy6KYNWyjrosOPnACFMLLt/5IncOr3Hi+BnSpENVGPr9Ne6/8CBVabl05Sp/8LH/g3Pn7uP8hW3yNKauamKlGG6f4FXzKsWy5aH77mM4zJnPdyiKOYeTCVXTUjct82KG9ZZ5OcdbR2sdUoZknkhmtKZCYsmyiCxOKJYlxlmipEvv7VA0S2yl8DLBehXEXyIoy5siWOJk4vHGIyLLKE85d+p+du7e4mh/zmgtBwnT/SUHBzOmswbrl5g6JpFdnJEImYbg9qXHNWGMtIxbtNJMphPqpqLX75F2AGxQ2XtL3MnwrUK6mDTqYmpBubT0koS6dLSV48zJs1Rly+1br7IxOkakNHXdEqcKay1VVSGlQilNFMWrQhuCB+q6xlq/Gu+YMC6xljgL5Ly6rmmaBq3D2KNtWiZHU3q9Hvff/wAb6xusr61z7doV1gZjAKpFydZ4i43hJvNFycljZ4CE2bSlbFtG/S6nT57j+PYxhDKU5ZJOPsJ7wWDQYW28yce04+tlD1U55k/PaJ80nH/jCe6XKWVhKZYGpVKyTsyy3aNsJ2Rpho401lqyPEd0BbkecGb7PnZ394i7EafOxNjDu2ysr6GkpL6/Ik8DjhcXNqjGNlhbY31Faxakcc7GiePUtWU2Kahrg9AaHQl0pPHesYwD4MZai0LRkX3yQJX6S9dXXYCTJOFnf/Zn+dEf/VHquubd73433/qt3wrAz/3cz/HBD36QxWLBI488wvd///d/tU8PgKyO6K11ONiZ8nt/+Ltsb2zx2KOPcfLECbq9PkmqKYsSJ2OcCJzoXtajLCxSKqyxPOEbnG+ZTaZU5ZSiOKSpDkm7DXHcInUIXxcEILsxYTboCfOR1lqMa2nsPU8eWGcwNy3ikkB/Y1DCei9egyxIIXAimPpbb4NXzwukE8ELikQJhYgU5p1BHARgjMEJR5SHUR4ypIi4exF6LhDBEAohIUmi11i0IV7No4wAKUiimLhVJC4hFjnYiH5nzGE9pa8G1HWFbSxV3VIUIRjg0hduBMuEk8RxjnUx65vH2dzYYn1zm07eYX3jOEk2oN/v0dgly/kRVrSkeYJymtt3brN7MGE6LzDOM5ktiJMM8MTSEwtDXS3xytPpd0EKrly9zMXLF+l0OjzxxJOMh8fYWj9Pv9PDGk9TGRyS2XxGXRdM5jvs3L3GuZNn2dzosyinWNOCkOGUZlXw0PoYYyuqpk9jZwHBmCZsoyjrivqoxljLRu8so4dPIaXi7tUl+/M5qrF0Ogpra3ZURSdrETIhK4dsnjxL1l+wmMGlS7sU8YTWLhmOMqwvKcspSVoTqcFKVOXZ7A1InGd6t8Gv/MEA17+0h1aKNMvo9joB8t/C8fVz3OxOGfc3SaM1mqXEkzAebCOloWkrmqbCtp5+r4uSCTdu3OTm9VscP7bNgw/eT9rNmC9maLGC/3vDeDSmbQzOWXZ27lKVLadPnyWKI4zXSNEJYQDGvLb79waccWRpjlYxbWW5cWOf69fu8uijD3H61BkWyxleRcR9QVM3pPqedUiQG81g/SSSlLowXLtym0t//mW0SBAeLpw7hxM71FXDoj4gzidsHpOk+RIhDesbKWnS4fkvvsxv/9bvsbd3yFvf8g6++T3vZnNtk3Yw5Nj2SSDEfZZ1SdlWVG3FslwwL+YYVwPQz0cUzLCuRAKR0sgsozUOZGBWxzjquQHjUTF4qZE6CgW4KZhXM+ayClZF4SkPd+j1cqgzqsWSmTN4LFURIdo+uRJInZH4EbaMwma0krgmopo7pocVwgmUKRiNRthKMzkoqZaO/sDRtA1FvaDT13T7LbbRxKKHsCnINKinyXDWoFXG8eOnuXzlGkdHEx5/w5OknRyZQprHq6AE+dq/9zK12zbcayzwSzLi71tL27bUK8tbXdfUdc1gMKCua65fv87W1hbL5ZKmaVhfX2c8Hq/U1DCdTBn0+gB85pNPc+7cWd7xlndSFBVadbizc8T+3Vdp2wDOaEuzuqfFxL2QhlaVhnJhSLOEZLrExBmmtlRpRUwH20Z4EWh0eSKRMiUSiq7WSJOSyYxEx8zKCctlRZIl9NQwbEgvKnpPdXloO2K+NmA4HNFUNct5ycbaMRbzGnyMVjHGmpWGxGJsgfMGrUNXsW0cUsREcYzDBI6EAO88dVMHHzmglWI4Gn3FWvfvXID/6I/+6LX33/a2t/Fbv/Vbf+F7HnroIX71V3/13/Upv+J600ZG9dTruHX1Lk9/8jPs7K/TuooXXs74+nd9A93hkNY3bG4dB5eEPybrWJTVyobBKo2iZFlOmEz2SGPJ5uaIn/JHfMAs0cLhCXFnCIVfKWXBIaRDujBQb2uH1CKQstDInoT7wFuFFikCjbfBKxiYxffeAsEmQI0d0nukF8Ei4l1AFRKeVyqBUh7jgqczFN4AopfOY2y4aWsVEUeKTEuEd0ivkVIQSUEiFZHQxD6A230hyaMOy1mLPaw4urLLQk/ZOzqiMY7aGMw9iqNJWX92g/7b1jj+5GnyXp+N7S2EVsRpSlEUJJ0OrbHszfdA1rRuwXijj4wkn/7cp/jff/03UFHG+77j/SitSXKN1CVFMSfJUpq2QndhUS75hfmU72pqnvv80/zeR/+QUydPcvrcaYbLMYvfLuj8FwPiJCFNA2ZTK8VocJJnnjvid3/79zh733H+/g98H2dOn2PQ6wX/qAWtUqIop60909mMXjfmYLLPwd4+xgV0YpQkJHGM1hHWhHCGOEnw1vFtpuVg94AvffkFoqjl4dc/xPGtk1gnKBYNdW0oliV1XbEsFmxp6PQSqmpO+aE5/r80zBcFhzsToijCWsPprQdpRg2HrzYs9kriOES1vfTMLlorvPMcP34MKSP2pw2SLbYGD2CLmOc/e4iKKrKOo9vXHE122dwcYVZZttvbg4CAvOnZuymQBWz1MvI8xTcJToNWELmUcuLp9Po0rkE4wXI+x5kmWNNsRBp3EDpkL/v/GuRPSVAhncg7SSxT0lwjrGJxZFgfnETYhDzrESXh71pIMG1Qh6MFXgus8kRK0h+O2T864BNPX2U+tzz+6DaDjZPc3P1z5vMFzsKx0wKd7fOli39MEnW5/75HGI7OcfXa57h8+c9ZLms+/ekpr3v4OG958s20raVpTUgucw7jegFZKKGxLY1tcCsf8JOvf5KmKanLOaYuME3LfFEwn5cUVUNR1RggSyJA4VoPSpDoCK009sUedjwkPqOJVUxrLNqCXSowithAM2kom5I02yK2LaZ2ZHrEfKeknE4RoiaOErI4RbkOvSTC1C3F1GKKWVDENylOaGwS0fxey/yxhn5nyPygpZvlNFXJnckRm+spwiUsZy2LWc1iWeGRPPf882xubXD+gfuYzKfEqUKolSYHuTrxGubzABTy3vMvkPxTpXi7EK/Z5LTWWBuwj0IIXnnlFa5fv876+jrr6+scHR1RFAUnT55EKUXTNBhjmE6nZCu+wO3rtzh38jT33XeO6WRBayV5MmR77TR/9tlnONzZw0uLcSXLomV9c4R1Hi9DqlRdWx4sPPPKE8cJ6qFRiDd1AocCH6F1ghQp0klSFWGFRBpFaxzVTGKdJhYR0/khz3z+s+gjweaVMe31ivF4yOWXXmFyOGVr/QRmIUmiPkqCTiKU08SJItESI0IWdxLHJHEeUKN2JbwlRH/KFVfceodtLQ5HJBWdfv8r1rqvSRJW2lW0bU1/lPHAQ+cYD0Zk3Yh+t8P6xojx2ogkMQwHfYxRREqhbUD/mbbFOxfiwoxCNZLLly6RZZbxesQ/iLtoY7AmmNi1SmhMB+8kv47n9d5x1rbQtohWIvFIB1JJpBD41OFTj69D2LsQcYgytAbjV1m1UuAlJHmKJHwt4BJX/OJ/7eEbHBwLCExBKLTKBZ2qAPIoWZ2Vgj42eE4lSkg6QiCNxVmLq4Mf1DoBTlDWNeWs5HB3inSao70p3bTP4f6ETq+PiRQyTujmA7r9kFP55re8k+HXrRONMwpRU7Y1S7Nka/MYVVPiEkstltTeoSKPFxVVM2ValSyPSi7eeJGPffJPOHniOO/Tf4ed/T2STOGl4eDwLkp4Yh1QePtH+2y8+iqfnhxx6ZVL7M32yBeSZ154mvV8E3POc/XTr7BcVPQ6PfqdDkeTQwa9nGs3r7B7cJs8V7z8Iy/DP/Fsb2+uAuJzvAubJC01QmqU7vOnf/p5PvJbH2E0HvH+73o/b3ryIaqyZrFYMBiskaUhOlJKzfrGBp+Zfppf+ZWPYFvLT/3zJxkOTrMoCppqQZJEDAcy0LSEY9ALM/AvvfA8L3/dn+GvGI4d2+b93/ldRLHmYP8A8KRpxnw6p20aBqsX43e99z+mm3eYTqcUyyVaRVQmZlIILpx5kqqes1geEsWWJPYsjyZEbZfDWyFVKU1j/FJgWo1dbNKVHdppxsvPLBBySpQI+sMcIQ3Lck7TlozWBiRJROSHzA53uHZxBx1FRElOp9MnjhOs8Zhvt6gdiVQa56FtGrSW9LoZJ8bnuDtYENPl8G5F3lOYul1F9GkSGQWVtQtxc1bAr5UtX0eLR7BYhjnn2XOnOHl2g8mRZdymLBYFeUfgxJS9wyOKhWEy3eHg9APsH15lUc6pG8Hxk31e//r70FoSqQitDK2xq5wOgWUlChXgnMGsNtKbw2NILM6FtiLO0awKeNt62h+zNP+NwQtoraWuW4wLLdc0jYnOabz2yFSBE5jWIozD/FTD/EcO2Du4w61bV1FxRqe3RW+c4YYJSnU4muyjsgLHEuEFqUqJdEyKofIVi9mc/f05QgqiOCXOOpQzS/2AYDw4RioHNK7GNopq0bBYeGJqtILFdI53ivP33Y+Xkms3rtHtDGh8y3A8fC2v2BiD+7iHGNq3ta8FGgB8l9TYKOZBYUHcSxgKeEyl1QoOBHVbc/XqFZI0RinN3v4uOzs7jNdGKK1C0awqojh09h5//evZXFsDY/C2JU97aJky6CY88tADvPzyy7zw4rOo2DBa77Ks9kBKqsribISzCU0tgYgkjlFaoHWI+sN7vFMoGWywzPPvAAAgAElEQVReQkiyVFNXRfB/a2gbQZLkZGmX5bLAGkHnRE6Up0gr6WR99toDlIw5tnUy0OG6axSLYIer6wZvQ0iLkAohg63UGU3bWqqyxVpHJ0/BKpAq3IOcQLrQCZJeoF30FWvd12QBdq7i1q0r3Lmxz5mT5xj31xgNxrzp8afY3tpCesuo1+UdB3v8jk8RQhKlMbHSaKsCGcl6JIo871AWhiuXr+Ddkq3NPtnWkDgZrNisCbHO8Ei+E4iFQEmL1QYr2pA3uYIfeB8oNcaYcEJ1CimikG8jPV4KVCQRWoHwFMXyNX9oAK+Hea58v8ZKgbcS6dQqI5dV+/ueYEjRGhsEYc7TtGFGYsqaHAVNyMWsq4amajG1xRkwjSNNUpIoYTwcMdoeMhqO2D4rUGlCd32DtNtlMBrRH4TWyOueegwZRQit+N9+9d/w0Y/9PjrW/IP/9IdIs5gkjamXhiiOOdjd4ZVLz7MoD8nzAMZvW88bHj9FlvX48tUvsH9wl7X1LjKqmS0OcBY62YBpc5eiKliTFe3Qc/bBMfna/WRZyu39l3CbU7pbfY5mBbb1EPeZHhj29/fgTohxe/0T96FiyfNnPo95ydK/2WW8tkYcxyyXBXVdkyQJed6nXFi+8OwLHBX7xH3NlVdfwT4X/OFVXbO5tcXG+iaLxYLpdM7Zs2c5KvdRmaBxhsnOnKc/+Gf4n7Ssr42p2ya0oGwYdcyrBBXF3Ny5w8eufYqjzx3yLd/6TTy5/Rbqf7VE/aSmbVoa09Ib9ENnwoWb3vraNqPhEKVSvvCFj9HvDfj6b/x2nOxRNS15noJwWFujI4EQlk4342hySNvWvPTSl7h27QoPv+5hTr3tNKby+EZQVxXWVaSdiCSTzBdHHBztoCJPWVe8/PKL7B/usbffksseW1ubxD4m8zmRi6iaimo8pzkKgfFtazk8PMI7Sb9X09WbbPXOcP2lPZbFAqkbkhRG4yGbW2PSPGG+mLK7e5c0zVhf3+AdKqGfwMKnrA0SIGc8PMbtm4dEccTW5gl6vYpm3CBRRDplMSuYTZfc2b3NyTPHefChY+ztHnH69DH29u4giegk3dBKRoMMhDNnoTXtKmwlgDoAfOkQShLrDHSKQNBNFULq8Pr9eQlrIfXsHqSmtS3WtkgFURxsbK1xOOOIo4RuklP9dyU3p5dpqhnVaMR4bUySdRkOj9HrbdG0IdRBpSXWLairmqYymKqlqVqqZcEor6lHTeAQPG2QD8FRdEjhDKrIuT0/pDfs09Q1plYMOluYWtBYR1VB29b0hmO+8MUv4rSgO+5z+dZlTp88jWnCqU0phX8CnHJIVMCrtqEIb1tL42sW1vPzUvLPhMC6FoQnzVKKakGWp6xvrrF7d5f9wz3e+pa3YTG4QZefyyL+GZLG1OhYEcdB53Dm1HHSWCAxDHo5WZZzNCmYzifc/8Bpso6gaHeYf2qftPKkjxtkKmjEgtlhixID8u4xmkpwcDTD7TZ0DlKitwqatqYoSpwVCBLwEiWhrgp0pME7FsUMrSDLYhCWbndIp9NBiJhut0dZerJsxGCwxaKoaO0BjQkBFotFgzGWLI2JU4mOAjDEGMO/8p4fkjFJ3EFrTX00QwlBHAcGgfegdUhjqus6eNu/wvqaLMDeVpi65PqVq8ROI7c9o06fca9LMZswO5iyuXmW/2W+wGpBlGUsqiV5J0UqgRMuRKRpTRr3efNT7+TlF/tcvvhl7txYcPf6bVzboiJJr98h73cQSpImMXmekWUZic6Djaoyq/ZNOK0qJRGRwKlQWENw/CpF515GmQgheNIHcZcz4RTsncU4H8Li0XgrqVqDMQ3Nah7TNA110wbYgw1iMGstbdNS1DVtVZPIGOkD4iyKM9K4T9LJiaIUFUVsb22xubkW4u6kpdvrcPbsaRwg45Q4yUjyjCQJwdku10yXc6pFycUbX+a5l55DRobnX3oUGYVdp8Mz2hxz8/ZVrlx7ifFaF93pM1suiKMOpy9sYh3sHVxltN6jO2ppzJRTGylSZrRtQtM6snEXFfWxWEw7wPjTCCGYHU0ZD3O08GR9yXgwxjtPVVm2zp/AG0vZtBw71+f2nVcRouXMyRPkWY5SwcuZ/I4jPq5Rb3VYP0MJydb5HlH3JN1BD58tuLu4TLEsKMuKncUVOne6eA/Fcsnu8jJpnPL2b3qcG9du8fLBc+y/+y6jS0NOlFtcvXqZOI7I0gwHNKUhyXpIpyiZc1BMuDu5zR/e+B3KN885cfEkkYrY3ztAIIijlF7e45ve+fe4cfcKe5Ocyf6EZ59/hrW1dR5840NMpgtaY8LvVicMhmOG/T5l3fDlF3foDQekccyffuKzfObTf8YP/tA6T7zhKdrS4FoCFtWHIiKUY9gdc+LYWeJYs6yWPPe5i1x6aZ/z5x/grU+8lwv33UdTzkliRZxomqahqstV9B3cSwkLwQIRSsa85Y0lB0dTDg/3Odi9i/cVaZow0n20EBgriduSw/0jdq5PiaKMfn+NtnWs9bY42J/y9J88R5I7up2E8fo+SgTvq7MWKRSj/pCjwyl1ecBouMHpU2fpd9e4c2eHX/zFX+Sf/OMfJ4sz8NA0YZPqnaRp7GvhCt6HDFmAXtIjSQKVqrUBYeoh6CGaKuAIJ540SVCRJM0StPY0bUVVLXC2QEQS4+sAbIhyvltJfnm4wO5PkGLJhfPb9AcDJvOCSLX0uhp8Tn8wYlFP8GKINQ5bB8KeEjqIxZomJJpZy/79e5RNgfENVVVgcUwmR6R5ys39GywWNcLnNG0FCPq9Aa/e3eHli5e5fetVXvfIG3jw4YeZzuZMllO6Ufoaz9z1/IrgphDCB0QlrLKxPRmKn5CSWAriRGFcSxxHjMYjbr96GyHgiafehJSSS1cucnBwgNaab2pqPrVcMp1OuX3zOg88vw2/AKZd4q3AWc18XoC3ZElCpzNid++A7e0B/8H3vI8rT77EZz/3cebLGWuDHmfO97lw/xp5coJEH2Ny2FCXnjSJMaYkzgRNW1JVJd5LvAuec6UjlsslzgW85mw+wZoW7wyL5Yxef4SQsKhaKuPYP9gjjmM6HdjdP8RbQadzyHzWcHgwxztBkkY4X9PpJHS6IRji0bLkC16QJT200kEwCq8J1JxzKKVI04S2Naytj/kBvu8vrXVfkwU4EpJRv0snjbhy8RK5SnnswTdCawMZqzY0i4LjWZ+ygbaqaWSDjEELSfs/NvjEob43Ahnx0EOPcWrrHA9fuMW1y1e5ce06h3sH1POGvVlBY+8AhkgHfF2apqRJjJaKpipWL2RHHMekSQAshGCeoEa23mO8w1hPsyqa3oegcWfDXMy0BtvawI52jjjKsDZQvYwJcVbWWhrT0q54wFGSEOkIL0CqmGEyJOll9Idr6Cgl6/bo9ccMRuv0h2OyXo+81yHtxly9cYlf+bVf5tW9Gxw/tc4/evQfcuL4cYpJwcGiZLG7x/9J3ZsG25be5X2/d1jzns587ti3B6lbaqkFMpKIwAVIGDM4htgpQ7kIhFRM2aZSqSSuSvwlcQgZvqQqCUnFdsqVlKeUCQkVimC7bGMbJBAIJKFWq9XzvbfvfMY9remd8uFd+9zbQvouVtfps889Z++9pv0+/+H5P09dt/zQ/jP8xud/k/PzU87np6zDimc/cJWd3THn6/uMJgVNa8mrnHunZ+xeHXPjA9+JVJamXbPbT6iKLe6+e4xSCVWRs7NbsVjfo+ec3jm0nGFChSoyEIF1v6bu1kgVyLIUnUhGO2A5pm47XLCct+dRmztLqZ1nfj5HqpTDq5fYvvYc9aqOFoWypw+xXCh+ArJCIfA0XUM2ynj+YAvhZ5wt5pwdv4Fca25cf4rp7JDlckHfraPQRRAYd8x501Lud1zWOWfmHbaezdk7EOSTBZe0JE0laRpomp71oiUIiwwZH/r4dQ6ulYR8ySs3fxshHPXdh6RJxunxOfWqjhma8fwHP/Pf8rkv/Qu0TqMyV75mZR1/8PKv4sKCPM9YLhraxvLU9fext3OJBw9PmE22ObllODs74/a7XyAvOuaLN/nNz/zf2K5nXFYkUmGDp+87hFJMJltMpjPm50tm2/v0jSf0CYe7z6CZUc8FtpGQSUSpUSKlUiXzXPIfC8nfE2pYsDUnJ3O+9KWv8tRTz/K+69exBz1XP3WZtl7Sm3UsddLS9St615BmKQFou57lquXWzbtMkku4IFA6587dewQPd2+ukdITvGG9XvBmvWYWbjNTiul4i9tvv4PtLNPpNmU+4vLBlJs3b7G/21DmVbSITHKytETnCYlMB+nRKMMJoIzAGIsjYIIkoEmzhCxVJLpE4NEJhGBouwXduiVkAujArun7FWfHR6zbOc4EtNL8ApJXVytOzx6xWJ3SNJL5Msf0gcX8Ad437O0/jTGCPEuRugIvCbkn1Rl5kuOMpavbaFepFfsHV5AqgIR2WHvqumaxXrE1PuD4+BjnDDZYnPcgBNs7+8y2d2h6g0oT7j64w5Ur15iNp2gvSVUSOSyDiYhznrbtaJomvq+KmZsUglSIyI0x8TPVu47j42NefOlFjDG8/vrrjCdjkjxhZ3+HrExpTUPINEILdvd2mP54NGOYTiJvQGuHtTU+lBR5znx5ymiacHJ+gu1qLl2bcuP8gM/87sucth1bB7uM8qvszCR7W1uMpxV7+xP29vZYrU9R2uF8i5QiTgQYOJsvuHv/IVZLlCpoi21+Pb3GXx9HkBQiavjbIcmZz+fM53Omkyn9f1RT/qKkrmu8Szk7aXjzjVvUdYtzljQr2d+fsbe/hQ+exWJBW/c4J9FScePGddphfGujiLUhznZdx3g6/qZY9y0JwCpNSPKM7d0DvnzrdZbrJcdnx/zO5z/HU1efJriEZd7y7DMfoGm7GA1mAdv3eDT2Jz3eCUInMX2g9ZZU51y99ix7e9f4xCcEtxvDX7t5m5+99Trny0fU7YJmvaJra+qmx9k1wXqKosD1HdbEkoxSAin8YHAQP9whig9HR4wQNYddCGgVL4YcxPrV8F2LhKYLQy8xI0krRtOCvMjjnKrWjMZxZk8phfWOvMg5PLjEzt5uFPsfGNdCJSidI9MElMLJgJWOFTWv3Poqb7zzNQ5Ot/mBhz/IWqx47eWXOTs75vTkHNv3/NCf/Ld4+Z3fwdoegufg6RGd2mL/YIumP+ba4XOslx2z/Qx0wnz1ELMMWNdHb9FqwtHJLXYOt/EO6mbOnUcPcWHO/uGI45P7YEBoAbbHeYPHkRYC8PRuzartKPKUbqhKJKlk1ZxGQ3Vl0Upz+aldnPWs2zOytKCYZjR1g6VFJxr1L8H3hvCjXRzvwZKkkrpZYK1lNCvYObiMd562PWN+/wHAxdiF1gl5rkgKz3in5MZze9y+dYft3ZK2O+G8Dkx3x5yfn+CsRqWa7cNIwlstGz7y0atI8Qynp6co2bOzsx1BwHquPbuD6Sx9Z9j4GX/wY9dZL2ucDcwuvcjRw0c8WLzBdAt668hmFXqsOOvewq3OSGcj7p89xHmw0vH0C2Oqo4a37n2R+/PXmZQlo7IYlLECbdtTNy3BKZKk5NLhDS5Lhy4UW3szUIbPf+GzpElClWdUeUpapEjJ0GvT/IfA7yPIsxFVOeb27fv8o1/+Jb7nez7F93/6B8nLnKPTBxBc7MlqifSSNMmoqpK2a+l7w6zc5tGdt/lX//Rf8ejonB/5kT/D933qh+lsAkLx6OjBIDnp6Lo1Xd9EJau2oSor5menHB5cIi8KvvrVV7h0sE/frvDSYEKPt7H6pHxCQNI2hoBCC0mSxFlXXVQYZ9AyIVGRgKeTyPEwxhNCDwqW8xPu3H2H0/P76MShM7CuoTdrLDVoh5IJUgqssRhrkFVgazzm+OQhq36O1jmrxSmn7QmX2kfUraca75DlEzKVUmYjdqe7JKPtwV/aI4LEWcP2eEoxGnF6fkJjO6rxmDLfpwhr3v9dL+GF5fTkIZ1rOT075tGjh5yen9Gsa0ZFyWq+5O7tuwgv+NrpVzjc2kMSLTbTLCMrc7z3rNYrzuZzEq3Ji6j0luU5WqYoJVGvasJXHebP9+hUc/Pddzg7O4nkpFwwm07omoa+M3g81biiaRp8b6IcJdD2LU3XMJnNGE8maJ1wcnpMkpWMyhwhJnS9RGnDh973QW5c3+df/94/5dWvvca7t1/m6uX7fPpTl9jb3abtGo7PHlGNFdY2WLMmz3JSWWF7w/pszqTMgT4qDSbwnxaK6TiL2b/3LJZnOOfRMmG5WFJkFVU1Yf0LK6yJHIaqHLE13aMsK6RUQMC6jvG4oBoVdF3D1tYWAkWSpCQ6ZZQXLAfJ08lkQlEW4GPPPFEJ5aj4plj3LQnAtXdM9rbYv7HF8/4qtXa8/uAmk9NjfvlXfoUHd074cz/655lujSmyCuNX0WLPaqQoqUbbeJ8AcRZscX7OVjVm2S7Y3ZvSLBs+vDPlHx98iPojH6DpHetmxWp5wno1p24XEcx9FDx/+OgRpuvRWmBdM/jXemwf8FZHn1jAB48LHqEUeugHpFlCUZXkWRTSSNKE0ahCeMGoqijLCoRDaEVZFQPBQZFlCa+98Rr/4B/+A969+y7f+73fywe/+8OYvuX0/F2Ct9RNTWcMaV6g05TzxZxlU6NSxbpdc+NKwb07jmeu7fLGH36Bz/zGLYRaoFNPXuRMtuONcfk5SHSJcxZrLbPLVwdAViz6RySVZNk9ILQGIRwhBLQSBO9Yrg1poWjtSbTkzUERUKLgfGXQ+RY2QO8HoQclkAJQAilUHM4aCBwqyQbN6oAqCkwISKHQAU6amgpJosH7BucalBqsAEMPPxQQIURyRggo6bG2IdFR7zgET1uvo5ZykGRJHh2LrI2erLYZtLGj6YJ1a3b2coTsKEuFFFG3tsjzyFyH6E6BZTIWQA1hzcGhBhkNyEXwSBXowwpSQZoN8pVAr85JZoEkSLKgmV65TBA7eNrB8lgiiQIqEg2hYzrScYxEanaffpb1+jKv1DW3esMni4LxdIwQsF6tSI1gnGzjnaJeW/q84+7pTdItGHeKd0+/QppIsiwh7XLytkQswJgepQRpmtI0LYvFEq1zymLEatXy1If3afQZn/vqbxCco8wUO1tbjMYlK9PjlnPwnsloTJbkpEkck7l/5zZvvfYaD+7XnH70mGkx4uS0xzjH/mSfrIiVEOsNnW2idnC7pCxLytmMul7RdTWXn73Bwd42vl/hTZxtFUIjReChN5ROIrwgyzJUUeBlBINaK3SekmiJ6xv6bk3XW7y12L6hKhLKyYTfefn3ef2tl0EZrj99ifEoR2cObzzCS1DRhtKKELM+BPN6wXK9IIw0oMjHFU9Pt0mSLL62D5wvX6OSE+Zt4PTtU1Sf8NTlZ3hq/xlmo122pvtoVTJf1hhjGFdTpExZzBtG2Rb657cI/5NFSsvB7jWEcly/fJX+fU00Y3Ee0zts77DGxfHFK4Z2saBp1rSmY35+hl14ggqczc9Z1muq8YjmtKPvLZNqRtf2UXxoNKN/1mJ+vyPNFV5YFosTvPDMtqZordBC09QGbwW5LvEWhNLMdnYAuH3nITu7e5Q+43y54NLhNkUl6XvLcrmkylNWpz33Hz1gOq14ZmeP6hMVcv3PEfNHPHvl27i0fYNr19+PV7BuzxCqpms9qdZUSUEWUkwvKExJx4qpSiPxzBvcqqdTjoPrVxlPJnT9lPn5iqOjE/ZnU5RKaRcrQmdpgyTLUoqsYDKeMJtOOFqt6OuaTJVMJjEZOntgSQoTx488tO2Kqkp46pmrSBFHJts++gZMd3eoioo03wie/NHtWxKAm3aNs4HpzpgsfZo38gl9MSFdG/rQ8OjsjC++/LscXN7h+pVrjKcl9rxla2efe3ff4c237/P00y/y/AsvErynnKWszRyVG1q7QBeSzi5ZLtYEmVFMtkgnku3DEjjEup6ubenaHiVzPl5UsXzRdyxXZ3g6EI5gNd4qvAv4yH+OrkMhgIKyLEEGXv7Ky7z9zlt84IMf4Ds+9h145xiNRiSJxpkI/r3p6EzLWX3Gar3A2Z7Xbr3GWw9e481bb6P/MFDtJ6QJzE/uQTAs10vOz8/xQJrn+OAZTSaoVNP1PZNdxYsvXaEYgRMrrj21g85SUP0FqxrAiwUPbGCiNZkWSB/IiMw9KQcj82AHFbLI097IjIrN2FXwbOzJAxvnA0FAR8coFRg44gNoRnY3gNrY+gWiQUHYGKUPVnB4fhnBTwhPISRSRqZrCAFjuov7ZsPq3Hy3th8M1XUc8QhycGqRsOGYXxyH2OwOEJA6IIKHwe1ICBF7/kISvIuBFnH2G7H5LoCAcY4gholfBUshyBAUEpyNZ8nJblDBkoMrlcTHQTYQ0dEoFgM9MtiolpUpvPKcKcF+qkiKgo+bJJL0vMfr6ACTaUWBoihKZMjpGijTCWlSoXIoJwJrW4xZYVyLShzlWJIXFc5pBJAkgpHLGNUeYz22X1AkHtk6Hi1e42j5JqlOKdKUO48S0Jp/bA3f37R460iUJpEp29M9pqMd7j24SZbB08/MSFPHV7782wiREVDMZjPKfBYV2PqOtMgQwlOmKQrIZMrf+bv/kLfeeYef+7mf48ruJayPi5dWnuAVKSm/aBP+HRt4qhqjkqhH7YZ7AW+x5yYqYc06Aj0Ih3cdtm/ohKFZC+7dvU2ZJxxeuczW3oh1N6d3DVmh0GR45+hdnPvsMNR9x8OTRxyfn+JCZGSPqoLD/T12t7epyoIky9jOCvq+pdQpey9co184Tu7f5d7b7zLJd3jumQ/y9I3nGY+m1K3lwcOH6CTjxlNPc3q2IvlbSTSbD2JwzvLoJCfTCu/zaMjhBcGFi9ExQaBMoya6wWDoCQl0oeP+owfcP7rP0ckx460R0+mMetWwWKzAgbeGgMM6Q7NYsm6XLNdnZEVCWmlO7h5TVWOEV+A0jewQXlPqjLKMwhNf/drrvPTtI67dGGOCZN0YnLXkeQ4+cHY2597d+/x/v/qrXNrf50d/7EfY336aT3zb95HwFkenPW+99hbT8SGzfkbY6lmv5yhlsG3D6nRN4peM0m2uXbuKCQ11txzWBI8LBtN33Hr7JmmWRVEOoeKn3xsCkjzTbE1nrJsVtresF0uCjQpgn3WOg0zzycmENE3Jsoydv7/F+hfWLFYLlFKUVYlKFEUZ3fLk4D+dpClaS6SW0eXqm2zfkgAcgkEqwc7uGL23zftkRiJz7MTz/hdvIBOHPjJ8+Wuf42tvfZHxeMJsMibNKr7yypv8zue+xHf/ye9HZIbLly9jbEPf1ZRJwmplCL3g/GTB7vY+eVVyPD/Ghg6lPHmmUVoSlCdox3gy4vjkIWcLyd7uDrPdMXUTAEuRD/Zpw/C6954w2HwFPEIGjO35ymuf49d+/df41OpTXHlmymq5QkqBs5b1csW6WdObjlW95NFRZBnaviPIQDYyXLpW0rtT/skrn2HLtuxtjxhVGWKkqNIcqRWjyZiiKMmKnLprMS5lP99lvJ+zbhtaluBhmshopyceg6hSii+HwHPGcIkBdIffhxAILloSahl7KRtO3wW3b3gQbzNxAcQQx6B54r3C8G+B6PqCIJbIxOY1RCzpD3+tRCTSfC+QxMZ7XGyG91TqMcX/vQD8BOATATgSUDQCNbBkB2ATEiEDGwyNSfKT+xGP6wKgpXhM9BmA1ocYMITg6I27GCETAr4sBJeF5OkgHp+7EPkDcV/9YMvwxJkLT1g1DE8KzmF84J84+IsxDCJJdBTOcDaKwUh/YUHofRfL4F5gXIJSgryAvf0xUpU0raZp57jQUY07ikLhnMF5H7NgJFnphvslw9lIeOo7izEe18M4LxFeELznLwQFVYl3FmcdfdNwMr9D3Z4TkjXXntvBmMDR/B0++/n7OFNTZBlXr1/nytXrccQjKHZ2DynKCXjH4qRhf+8KZt6wvD9nr9pF9wUl2wgE1huc9SRB818ohQ8W2QroDI4WVDx5uevh9YC8K5F/LsVrBc5T+8Bqfs756THHj+AjL32EV179Q27dfJfFasxsd0xZTXG2QwRLKhRKaNQwc6+kpksmuMSyrNeENo74nNszZB1w4zFZnlNNt6mSCgy0a0upRzx1dYd5uub4/oK337pJns3Y3gkkWcWoKlmsal5785XIxE0TtJbRX9i0CDE4bckoBjQMM8aKUaohaCTRzMGHgFAJaVLwoJCEfoExjqbuOD8/59LlAy5f2WO9XLOzMyZPC/rOg4u9/7pZ8+79d7l127KqVzy6H43ps6SkzEcILzCdp1m1NLa/CIqLouTVr77K/fuP+MCLH2Jn94CjkxNGzqGFYDSZRCUza/jyq6/QesMP/vAPMN065MMvjWh7QVZs4edL2r8fmP2XBdcvvw8hHavVnNOjc9q1oQ81zhu2t3cZMR7kMyNTerla0DQ1aaqpqmpwGQM3aCt475Dac3i4HxMMuDBu+ZEkIU3TC0KfUgr5P0vSNmWmo89ylufRBvQEfOtJDiKxzVlP29T0qcduBBe+wfYtCcB5rgjOx16EELi+pWlW4AR7V8ZMtl8k/2cF4ZKLPWCx5N67Z4S7im5rRTYKzOt7/O4XfoOdWzOyXLM1G4NxeOs4PVpy8813+eE//WcgG3H/+B1W67PoypFG9poIGmcVr9Uv88orb2I6z0f/xEe5dHjA+fyYvNQcHOyQZBJjDOeLMxaLBR6P1glSRQjY2p4xO1TceP8W5cxxNH+be/fv0a7XmN7QdR0+WIQUGNfT2DW6aClnGq0V6fiQ1bqiKAveOtjixUlJrh3VqCTLssERyMXZ4xBwoSEtoMoKgoDtYsR+MiPNMpr1HBt6tI8SdJvSuRDwaSGwMoqAbPSE/xD4iIhzyUoE0kRe6CoHomb1ZlMDG5xhjhkeA3Tsg2/kDuNvwuOx6JjxPXH9n3y8IYe8GgJXNk8v36AAACAASURBVFrZG4KDENyVkvfxR7NfiA41cRuy3rCZqQ4xm5UDaV3I6AErZQwwBDghn/Aqivu0gXUlB3vDwY/Xex/Hi7zHE+coh8MkAN9JQA6jbJst4C4y3HAx/b05D2JzWoY/jnsgpUSEwF+wFuPDY7wWEEQMIHzwF4byxgaE1/ggQaQYGzC2Q+hAliuEBpVJpE7RiQdWeN9HOzkpicGUxTnBaDSJTNPg2J5UCDTzsxVVGh18fJBIIaMrmEjxLqClwnQOZwI7lw7ZuxLn0a0LiFAj3RJdNDQC7hyfYgxYq3j3eMzh/jWUKjk5XtCbNfuXJtTtJfI8VmOyLEH5BCc11jg2tQ0fBEoSHYmcje5QgPIW/yFPeEnguvhZSZSmzDKarGA1n3O+WHH5fJ/Lh9c4Pc9YrRfcPL9PMcooy5RMBspUkaYZUkX7y/FIsTvapz/sscHR2x7TdzhrEAG00GifUJ+0COEicIsc5yX9zZalXtOsWsrU09Qtd9p7ZEXFwZUrTLcmnM1PaLtjjIvPDYE4zhYEXZtExTUkSmik1LE/LTxSOgQKLRN6F92dhICvWBjVlv7knC9+8UsY10XVuHaNEtFsJ9MZZT5hd+cS+/sH+AA6V3R9y7t37rJcrKjrmiKdMCm32NvdZTqagg8kQrC7G6Uot7a2+PJXXuW3Pvs57j065nu+5/vIy5JVXTMqS04Xc579wAugJLdvvcPDhw/4teNz/uxzL/C+3au0TQ9IeuNY/KUHnN+yPFQiesJrSZIlbO3l2GBp1h3Lbo5WGUrr6MfdGYwVeJ/gfUrbQtM0LJYrjGkHz2wIwWMHy8knCVRSSt6QkgPg6pBonZ+f471nMpkgpWQxnyOUgtdBLARyW168hnexhRncH7MxJK3AeI9zPchofKBySXCeXEqqWUX2l+Isn7MehUIuEvqlY/TcCK8tu/sVTp5xPD9B1wKdH3L08BHjcsLR+ZzbD97iztE7nKwkZ8s7rNan9Cb2FbVOCF5jraRvJI/O7vLg3hG1OeXFF18gSTWlTejlMSr1WGs4Oj7i5PQ43sB5hk414/GYJlSUW47nP3KFamo5Xd8mGzuC6pG9IfUBIRVSSYJQHKgKhI9WelpiXcWqHqG14v25ZrZd0PRrgm6x2l6AoPMO66KQgNQaK/qoCpRarJJ4X+OVQesUzePSK0Ag3nBpFrPJDYP0URhml4VAiQgWGzs7z+NMNuLukDHzBICKx6C1AaNYEhZDbjr8zoX3oO7GUzlWdCNw/fDFvnKRnbsQOPaeZ/lGAAxSRlALwQ9fsW/NINbwONNnk6pvdjtqIQMsA+L3iSn48NI2hKi4FjaV9qgXHBdCLqJm7zeg+xjCN7snxKYQHi7OKUQThc0RyPfAMRdkkmCH7FhszknAextn3yUoCUJJtJSxf5wmjMsC8yjQ/UFH+JiNoCwbksSRFRnOmyhT6k0UEFDx4qkkqmG17ZqAjDZr3hCCI8813rWRXDjsixvuEaElHoHXFqUVMlNUiaDc2sZ7WNXneOHJCw041v05MktRIqM1p9w8WTEZ7dAEw+t3jhjvC24U27x9/4usuiMKNWNSzijSAp0kaJHgPVhvyWS8j6Oi0tBzd5EsFEKIPsrOkSUpRZ6zt3dAVVSRhPlaw+jKNgKNUgVidQ59YN0ZvAokucZrR2M6WtMjlEBlKULFezpJM6TXNE1N13Z0oSdIi8ozFqtzvAmMiymyqam/0KGeT9ie7VMWY772tddpjOW59z/P7uVLBOextibNDIIeESRSRplE72QknyFAqBgwhrjwRyvDMASTij4E7KD//XEfODqb8/sPHnJ0dMz+wQ7z+YK7d+9QFTmdNSyt5Zntfa5djQIu1gXu3LnL/HxJ3zm6znP08IxgJev5muZKzXM3brC7s810VFGVkVvSG09eFKzqht/8rc+QlSNe+shHGI1GrLs2WkumCe9/8QNs72+zWq75rdkBo60DquA4O71JoiSJVMybMz67bPgulRJkZFznk4TxTkkxVuiRIhMpfROo1yuMcUhSlIrcG2MisTDPxjjnWSx7vDeMqpyiHNE0DpFokiRWFTbKXo+c46Cq8N4PI04evTHeMQNoe5Afjp7kaiCgoaDIiuih7J6sCb53+5YEYOfcxcIVEOg0Djdb60gSidYKZJz70mhcZzHBkn5PxsTmPFNcZjqdorSgrhdI5bDiDJmuyaqK0bbi2rN7HC/vkfcCIVuSApIiIbL1A9ZYhIDD3UMWzTlfePkPuPXgPrrqefrZp1jNO057RzGOBJA6rJFlS56lpGnAh57Wn9CtzpCF5dKNGcZYTpbvkhc5OhdoHQfhh0QUGywojU4kThmUlqRaosoUrRW96bGsQRuMt3RtJH2FzQo9uP1Y32OcRSUanSnqZhmjtnKMbXueVNaCGAFCLMfEsrNHCIgK30PGGzYiEo9L0LEnOhR7NwSoi6sYLvZLxDpvBCyxySUjwAw88ljC3RzDkE0LiJnyE4guxCaLhQnwSZ4E3+F9A/xrPJ8A8senJn6XERQj8A5vKoiPh9d4soAdR8CG4x+O2TtPGOw3hRh0viXRZ1kMgO+HFD/4TdQQj3n4PhQTQIRNghvz5I2LEfGDvQHvEALeRu3v4OP+q00P3/s4aiFjMBVPkY8ZubeDvKkj4AjKEjD4AAGDTiTeS1yf4R2IkCFiCQAhJYkUuOBpmo40yUmzkr5zWOspshwhLeL/DIQfH457yMSFjJ8hLz1JnmN8jQmG0XiE1imNEliV0SZDO0B7UhXlK70JmK6mLzOs7PFGcHVrzHqteNi+yv1bXyMRBdvTXWbjbapiQpVNyVUFKOwKlExROrKsAf4vZ/lhKUmlJhFEP2Qfs8ksy8m3S/x0B37GM5ufs1wuOD49Zr44o+1bFvNTmsUZdhWFPdq+iyN2qUQlsX9fN83gOx5HD30IiNfAXrEkO5IiHyNTTb9yuLZHvi/BW8XJ8Zz7D86xPrB7cEg5KmmaGk9gPB7hXIcSGiEGByyf4oTCIfAhjokNN3G8n4QjEPULmraO0ohEvQHX9xydPOTO3btYawZN55b5Ys4iS/AEVt4zcoKyKPDBcno65+2b91guGnojqNcNwSuW8xXrxYq2XlMkiqrQ7G+N8cN6opMcHyRFOWbd1PzS//OI08Vn+PaPfISnn75B17ecnp2hFeg8ZSQ1Pz7aRreB82ZOmWu2tyoWZ2dksuepg12u6zGtCczbJav1gk4uqIQiKzTL+pRu7VnOO9rWkagxma6wBhKdUZQVRVFFn25nWK7PMMaQWMPuzi6BOMe7EVrq+56Pe8/IOeq2xQ3cnbIsh7UiUBQFWiZY5x4nBsP4m0BQFiV5nvHNtm9RAA5onVwcjHUumqpnQ8+DQNM1pNKilaILPXlZYG1HAKa7JcG3OBx55fGhZ1EvmeyM0NqgcsszL1xlMV8xKqZxnos0EmKERYQQs4hE0rMmKT35BGhbfLKm8ycEaXCAt1EazaeGotRUVY5zjuVyRaI11lqkVlRFivc6fjBli5cS66Lguc5izwFrcRiEkMjU44Ul/KaEfUv6bQn92mFDiw9+UPGKi7mzUTtV6mgkjRSkWhOCQwtJlkicCSjhUVoOmtSPU05/0TP0jyUv1VBm3ZR8fbgAjycBcfN/7+zj/qa4yHuBqOolBjaqGMhZQ5yIIspv6q8jQ4lNz1WKC0Dc9GIgZpcXf7953yey4EMAH0Xmn/wbISNgise7D19XHvaAMQZHgDQQvhMwG2SOwBclRIeeNEMSPwQA4olqgRDRrGPz4dzMpcoNTw0xhDRDz1nI95TmIzjL4ZgjsAfv46iHeHy8MmgkihAsv47g0ziS/9HDX42VAO88YkuQfKce4oFIiAlBIoVGioIymw3vY7DOxK6iVAQ8RTYmeIFpJVIUKBFYLRumI014ph+CN9CJQimJDx6tEkIfZ1bTPMVLWLZztNaQCUJS0Hgfs8hU0FpLcA36X2j885Z6smDVL6iqEQ6Bs2vG2xXr5YIs7elFw8P1fcRCU6QzJuUeuZ6iRUWmxqRPuNDMjGEtFRZHFiBVsXfetD1tZ6JVpxD0fYfWBXsHUyazfbquRUhJW69YnD6ir5es6joahBiDsYa6aambGqWntCtH10VGvVKR3V+fdsimwXuLlJoiqdAiIdGKyWTCZLLFdLbNzt4+k+0tqukIGxxN2xLv1pQ0KUh0MYhOEK9bpnEu6mALQqzCCAci6tl7HE44VKJIVFTx6nqHo6ft1kynU05PTrEuOp/Nz2oQ0UDgzvoBIRjWzZL5vOH8/AzvE4RI8Q7yNN4Dpm9ZL9Yszuc0r6zx9y31h2PVoTWW0/PFIPxTcVBucXx6j/uPjnAEsjwlTRKyLKFr1pSjMUJlSJUNlQoTlbQmGdfanOeSgkCGdxYZJHjHqp5z3JzQdGdsjXfYKrepZgXmLDL4czVjPNqlaxtu3jqnKgumkxGz2Q7jcUXdLOi6HqUTQti05GK2XBQFv54kvBQC7x+NSJLHxNQsi6IcbdtihaNtO4SI0wMb7gwBqqoiS/+YAXCiCuSwcCEcvxc8E+t5mvghj8Migd5arPcgAnW/YlRWtK2h7VsSnSCxWNeiNejUg+wxYU1aSrzvSIrAol6wWqyoypSt7TEutDw8uh8jIOOQKqP1hhc+fAOpYPtSQTZzBOmRiUClkSYb7doErY+GECoTMcpWAScs3g2NeDUACA6RDBmR9BE0ZXwtj8f5AdDe7whFoOlbkFFmL5EqZjA+Ct1nafI4YwthWPDjIogNpD+v4K8rMI6YPcr3gNImE96QDzbbBSjF5ghCyousLmZQQw+UgFAR1ILwj4FJxPRVDGXs97zmBfDE9/2GmyCWjS92iKEk/UT/+EmCYdgEBILnRcDHFPK9TOcN7AneU4beRK1SSmSisLYbklYR38zHDCMG9xEoI6taPH495CDILpCb3H7ItgH4X0H+2/LinG8CijAQrjbV6jC85yaBFpuGeYjl6hhExJ4zDIGRl7GsjOYlIdACxKflkDUleCfpO4O1cfctQ0k+KEwfo4FICxAIEeUdBcTjDh4phpJyEAy0ORINTVsjvs0ggogsXb+RVR0IfELinCf0ffx3IaJ/tJQkUmO9jSQ/KclUGrP0DzrUBELfR+MR2+N9IBcB6XqqVCMxw6WPo2Sr+pj1yQrhC8p8i8n4gOnEkaVRBOElAn3b4pzHSUE3zOSLzWy+TlFS0TpHqhS+93ivkLokz/PoU3t4Hec6jHHRqs4HrHVRbtAY3vSef+ksP2F6+gGc+76n7xv6Zo4SUFYjtqfbjMoJWVZSFmNUmiKkIi0KUALjDZ01Q4AVCH6MkinOKdqmx9qATnTc5yRgnAFhUBqCcPS2xoceoUFKS5CB1lh677DBIXXP/uEOf/ile/HaOE3bOZzV2M7RLwNix/Pg4TFpljA/b/DeoXXO/dv30WmJN4HeW2bjEX3bcufWbVbqBPPBhhf65wGoqgnWQd12HF65wmiyAFmRFQW/+3uf58qVQz784RejLKZSUS9BQFs3FEXB2s7x3lJVOUu1osoz6jaQJ5rpuEK4ljtn97h3cgsT5uDmuO4RW9PL7B3sMJtm9CsJoSHLcspsTFFUZFmKD4au8yBSRlVJkub4QXVQKUVZloQQ+CTwSyEwDYFLzl2woZ1znJyccHx0TN8ZptMZ0+kEY+JHNU0T8jzDe4dz9huvb3yLAjA+AkwM1RUvBEGiFcnf1Ph/0+MPYwnNGjO4BgVGeU5ra2wI6CQhBEfbdRSFJkkjajtnsaHG+wRjDDZojh4uePXLb3L16iWefe4qQfQYB3XTUJQl1aikGMNou0BKTzVNyap407sQcEE/Zvp6NtEBQoALbgCIgdBzgSQ+mj2LYaElxLLmZiF+I8DngJ+CcAgQDbOFGDK3aFqM9LHvKMLQx/RDKXgA+LgFxE8O5cw+4HAEuSnBDhn0UPJ/EizeAxxCIIK4uCaxBRouAqFAdHq66EkOwOcBKWJqKIaU7yI65L2Z6TfaNiXa9zSIN2SlDai+t3n8nr+TUrNhKm3A9+J5kotMdlPS9l4O7lQK403kbYUoHRo29GgB+MgMH84uQsgBoON5cX3MPN4L/CB+TMD0iT18otoQ8VXiNxaXwzVAgfCPA6EL1vTdAL8SCH/5iXPl471weehHh/8d/C8IOiH4P/KMfy+AFHHkKRAQKhIdg4icBwj8L3h+Doh6yJFoZ50frvtAzHKbcxZIfj6Dn1f8bQF/BUnwMYD0wYOMOuc4hzWbu2XDVzAI65DGgfconZDqFBnA7Xg0KrKZXU7oPFiPcwq3jCYkXe9IlERLjfQaYROEk+AD9XyOXwTakxVax+yjPo1jPVLraD+Igc097QETe+9lNY5OTiJeUms867alN/bi+kJUW5KJJMsE2Sgy0nfSlBeCZ9t7rPe4YVwN7xhlAoVFIPEenInKec4FggtkiY6ysz5gQ6xoxZ6ixoQcSIb1QRCEwXpH1y4R2uMxeHqkcDha2m4VfWy14WT5EOstbd0TvKTMxohEcfXaPiF8iLt3HnLznTusVk3cp9awtb3HM8/dYDR2SAmrVQ8hVhsPLu+TJRV3bt9hvVwwzlKkcSxen7PYPea6uUzT3ABiD1hIxfHJGUlRcv3GMxydHLFa1fHc+8Ctt9+hKnN2t2coKUmUpPxrGea/XqG1ousM3dqSFyVFnpEVJY9O5ijnKNOEhEC7XFF3xyh7wkIrmvWcna2nGBeXGI23WJytCd4xmY4p8oI0jdlrCCBlSZalNHU78ETCRZUK4DLw494zCQGv1MCwjl+TySQmLQiqsiLLcwiDk51UkS/h/NetS+/dvjUBWMqhfAeIwASwzmJ/wkEeyS8KgZIaLSRSBfJRSrtuYilWRFeXOJmR8ovG8tNeUIqhLKhAH4P7O4bFDy742tfeQQjF9v4MnXjGsxE2GPYu7WF9GPrCSSxPa0MfWnq3xgaJCGnkXz6R5V3Mmn3dmX+MNzL2U8UmsXkiExKBcD0gr27sER8TeGDoowYRj3tY93FxBleIWF4OhAsCD4C6ygVByjp70RfcAIMfHGNC2JRKeeLnxyBnQ7hg5oah3wTycf+UDfhvfhoeB4nw/r1gyWNg2mTgf2QT0aP5iWr2e5739Y//yNPFZubXD6Vtf3FOo2OPIQQZFzU/ZGzhcSUBzyDuMZyDmMJF7Vy3yXoZznd83TiAZBHEoEMKeVGCZp8LM4awiY/Exc4OJJqhHM0mzxRRWADwzsS2gAd5APzUUEMQgoAkktdjsBkA/hMINpCKwE/5YXzLR0/pEKIFZ1zU+9g3DI6fDA4bwgWTmmFPLnqMqMjyGgRNkv8s47/TCX/Ve3zYBFcqfjkIIfasNyNnIcRjV86RmpbUduAFiUpJVI70CcEKhBcIp8EpvBEEO4CVBe8kxmgSmQ/evBopkqhyJTVGBEQPtlmwtHEk5vzuG2RlAUmK1xqlFSpJIllss18eXNaTkJLqbPi9wltL6zqUyhBqWDIDg1DK48+W7ztGCDpENIdIE7RWKBGwP7vA/zfgUztcY4lUCUkay8jLpgURInsbDyqQJPE8th1oN3AWlEJpjw0NXb+CYAmiw7gGaxpas2RdL2j7Bisa3m4e8QUt+FNWIpzG2BXYlM5Yfnt3zPOLJVmiMFrhdYZRKdVszNbWDvv7KSqVPPNcxcnxkpPjc7TKWZyt+MTH/wTr1YoEwfz4mOxQMRoXHOxdwvRxBZgvl5yeLdnbO+BDH3qJL/zBl3j+hfezWixx1qG84J033uZwf5ed0QiVQb06Z/RfFazcklGZkWcFjV1RTUY0jSUvBEkmyYSgKHLel91Ayobbd+Hk5HXyTDHOpszdA2wOlw9HVKOEZmVxrqU3CikjkKaD41xAUtfLC2GfDQjHyojm2mBmsakQ9n3UUciyjKIool6Btdi+fbxuWYc1zfAp/mM2hnQUHL8mAj8TNqU4j+06rHboIBBekiQqjqhIiZBRwi4rMoQPUVQ7H1OlIySBnzU1WkRHmTgrKWA/YP9Ki7xt2T0cU81y0kKTZoGsTBjJiiRXrM7nyETGPm+weNNgaaIWqUiRbLIBSRDxe1zyN2IPT4g+XJRIGQycXexHigjaESQEIgfEwDQWmxLs41KnGsYLNsLfNljwns8rzf/rPT/mPR8byqdyeL4U0aRiYxTxJHBtmHsbHdNNMLCh428yc4GKxxgRKfY65QC0wV8cJ0OyGG9uMWSM9qI0vSn/iiCGmdonyVtPbIHoD/qNfjcH/gbwP3zz++jxMYqLOd/NPobgIxt2k/F78fhaBR63ADZPCX44sAg+goH4/BhBh5cWKK1jD1g8nqe+CGKGcpQ1noCLogm46HEawIfNfSQGdrGIVQSi640Qw8ynEqhSXPSiQ2x2RwIdkdTmJwNxLkBuLY3xg//1QMjCE7TH+34ogQdyAk744Xg9twR8GcGflQLxjyQ8rRCfkAwhMK0K/Fyv0N7TD6C8WeC8i6pMYQi+lI5z5EqAloFKOkSIBCIRQFrABXwv8AawILzEO43wOl4jJwk+Q4gCQYpwwzGH2LsUWlCo6ErmU4fo4/lu2/usu0AdPK1U6DQlzeOXShOkitn66aN7aJFQ5BWTakqZj1AyJSCw/Qoh0guPYLXpGXoQg8NQGKiF1lv6PmA6B65H/40e6R2+3nyaE4T2KBUDuCjeMoSvwkfLQ+sJwaJ1HrlkIkpmGr+m80t6saTvlvRuRe9rjG2im1Vf09sOR8tOYfihLEV5ga0N6/qMZulZzy03bh2zbj0IQ9fXJFlBMcqZL4957Y0VyKtsbU0pignT2Yjz8znb22MuXzrgO779Y9y9dZv7d+5zF0/oHXmS0dWO9ToS1aZbu/zkT/+7fOFLXyJNU65ff4pEZ5RZya3FkteN43c7w19WmrNHJ8yPztg7uEwzOsXVBmc1zit0NsGiWfcLWndGMcoQvaazHYdb++xtTbm8NeWtdzJW9Rmro5qXb77N4rzn3/jOT/PJ7/oB9mZjFoseZ1taQIoU62MbRrm4Bm4wxbnoeqSUIk1TkmTjchQuyFmR+KhQUlKvV1gXj1nrhCxLL2QsnXOob16B/tYE4Kmt+YuAlTHqCz7OoOYqHhRDxxPnBhUqS+/qOISuciCnawPNIvp+TmcjhLT0/YK6W+JF7Dl1Phqdf/Q7nqeqCvLSkebQ2XPyKuV8eURIExCD9JyIoz4Oj9TqYsGLaBQuZic3AhDBDwB78Z+8SCTEcCji3wf5vxGTBsHjMu7wMIQ/WsHwIkT1KRHLvR5HEIGP4fhoiD2HXoiL6HyTnQdAJhvu8WNYG/hRT8zFbcq/m8ebDDEGC0GIobQ+EI6GuVovNlmwGGreMXMMTxzHpq86YG9cfEz/dXn+43MQf3qcIf888J8LgZgA/31ksX7jLY5QXYDwJogYSuJSDpnmMBsc9WtjxuyfEMi4yEOHEvTm8YWy1vD8MBypGE5E1LHa3KtPXLuhdO1MLDMGH4US4mjXJkARQxAzqItterPDOZRiU/KP+ygAIT0y+KH5MKho+Y1QSBhmnkMcFxIyBh7Dqd2wqWOy7+Jxi3jdn8bzlB+Gxn58mJMeMr+Aj6NuXmB8vEdkUHgfUEINrl9yeD2BGloQSki00CQizlq+GQSfDZqfDgkCTVAK5xWQgNMooaKJgVcEKSEovAWCwbh4v3tvkQ6UB0Mf2c6ZgNGw+o0arO/joiskrRD8soVPNrBrVFTOUhLbxxlbvU6pVmNG5YRUZgQnKdIZo3KbMpmQF5p0UG/Dh+G6eFACIVV0y7KW1ni8AZ2kqIE/EIjtDhcCdiA+pnker/FwnSCOlrkA1TSl9R1tt2SxfsRi9YB1f4KXDfXfPaH94JrwQgzogoiaxkHH2XaLwfY9rgu0S4NvJdJnlFXOZKzxhYoVMGmRKiUEmC/WnM9XPHiY0XY988Wa7e1tmnbOW289Ynd7n3/2zx8Sese0mDEZjbn99i2WXvORD30Hk0mUoszLilXd8MlPfjfbuzv87b/5t7hyWGLaDuXhQ0nKzAcyqbn37h3OTk/40z+4R9+cM5ns0HeGew+WFEUBWIrRiL5fE2SPlD1H995lvV5z+dIVntn9IBM94tHpA+7fP+J+MLx7dJO3X7/NC8+d/v/UvVnMtdd13/dbe+/nOdM7f/NIfiQlUZRITVZsKyYVO5KnOIlTt05SoAaSNEBSFEXboC2cBEUuWhTtRYMW6UVQIGjqoBcFWhioHTseEsuOEmuwrIGkOPObh3eezvAMe69erP2ccz6SyjX9COL7vcM55xn3Wuu//uv/58kbZ3HrJZNpzDPRxp8R8UhwULU2FpWLmuVKuKoWanvAgqSKITxlzzNgkItBS5olF2NVbOd8kA/aPpQBOPQcLTbULXRjMZqDQ87O55WZKU4Nh31mkymFlNAor7/8Jq+9/BaDXo8f/lOfY7jiqZoxJ+NDXAErG6usrgxZWVnBXQrE1FL0I+IiTTvBFcJscso/Gp3lv04dPAwqnjYZb6rwAm5ZmlFQWgMkVfNilqFja+ZZQNZEEYwAov+067VlqC6fA3FdNF6E3+53jRqzVKJHNVofi4Qk6y2HMiy9ooOULfCqLvq93dbdcHX2TgWoRei4e2IqFcS4gKNRzWMvVu0mlmdTjRi3OBaQJcJSV4HPdST8AjBfTjYEiO1CGERE+PuwkHnk3wVBCylqhm9Thp/VUJC8wMWUMqnK5eAZ0IkS+y1BLBuRPMYiOGNeknF/zSoeySr5ebKg5PMYmQPUS+xsl7MdVYOn8YEgHYgtKD4naSZeIizyujJY1ibzloVVlxHwGvM9EwlZ3CPm50VQ+qU3UlEDSEvKLRXnIbUdq9wEUlKCpPX8Z10Fr/MUKV9jXG7PGKysgCQj3sWoFL6gFwpSEkgRhyIpkZKSWpiox2ngqnj+Co5aAuINIpQQIIm9NiZLtFNOuHVGtIfRuAizejoAbwAAIABJREFUSJKICxCDI7qE9D1tT6nV7ulqvUIlUSTFpUSryl8kgkuoF1PGco7+6pCmjmg7ZRLHVKd7VoU3jupEKFhhxa9QDALaKk1Vo3XCO8fW1hn6wyErq2usrK3SG47MBakfmB7PiN4RXJndeTwxH19MyTggsnjeNNnIWRNrdvaPOZzus3eyTTXdZlLt8K10SNur+NTPV6jYyFEdI6oe50tECyqdMU3HFIUnSElRFigeaQI+eS5c3GQ2iQwGJTduXAEfuHf/PuV+Y6+f1eztHjAZTDh//ixXrlzizq1bIBVt2yDJczo5Zm11k5/+qZ/l4tnLaHLcfXgfgNt373P58mUm0ylH777LL//yL/PP/un/yf72NqPBkFIC0+MTaBPtpIK24ebNNxhPxzz33A+xvnUZ04srmNYTRlt9itBwcrpLKYmD3Ud86w+/w5NXn+GlF7/IhfVn6bsLxNPbXL+ghLhJ4Qc8vLfN2TOXGa6s0oZEq6CiJDwhFJSlp6nGxBjn1W/bWuKWUqIoivkz7L3PEyKSuTOJQb+Hd/Z9VZnLVNM0gI24Of8nTIryOCR+A/gl11WBZqyd9iOsCDZBYEuCE7V6M2YYOML0ZMqDu7u8/eY+vSLyzJPPEIoNev0VcIoE88jtD21mL7YNEJGgzKoxg6GjTacMRo6/7yKzNpJUcMHgNUmW5SdvUold3Zdyv9AqxUUdJ7g8/9o9YVkiUdO8xwjMe4ppnly8P7gkgShqqsGpze41HkHmRhBursRkiySkBWs42j49pso0/7f1QEWE/1WVv7P4VLLFwpz9bAhEx/TNQb1joUkm3GTI1yVvMN1ifumxz/+BLGisB3ySlCEYaY1F0O2g+x+0paRzKFVcToZyIO4UrAwCNgUnJ0L6u0L87xNhaMFU8gd1OMYcwuhQgsUBIRmSNLLW4h6wAnORCAF4b6SneY/aylw7nvw2bh78ckZOJ+SxwAYMXUgkukw7a3Nj1a7hM4GkNRrrXO0kklYoLYgQ24KUjAiGNjmwh65WM/REu311Ga7HkCGyPrgEg3HFZClrHJHIMAkku8+d5hlhhSgFk7YEWWLe58rEORBpM1XM2heaW1FW5SWSa3Eu97V/TeAZIT0bEOdQ79Ay0IoyaaYAHAyn1pNvIq41DkTItn/qBbwldtG1hswEkOhI0dvaQkB8IEWh/icN9V9O1KmmnlbmSqqw/fAmvf6AlbU11jc3WNvcZLS6Sq83oles4ujRakvT2HoSo/WzbS2QzMWwJFpQNLW0WnM43ebm3i1+5eAef9GdEMoZnyhOSTJFemq6AQrMWtMad2ZIH5MSyh4+eEpvPe2Y1e5oW9pYUfQCZb/PoN9HgqdJQ1w5gdRnciKcHJ9SNzPu3LvN5csX+eQLH+f6lWu89cZbPHnlaa6cvU6qhJ17hxwenLK6sk5VWfD60k/+FK+/9jp7ewecnp7yx/Idfv7nf56v/O7vcHKwR2xbUmuylKlpuHz+PAfbD/nO97/Hq6+9y5/98l/ixjMvkCRQeM/e0RHDQYP4ROGF2DQc7uzzztG7MBvwwy++xGD1MlQHtOMB5zauM1jpszbaxOGYzWbEBCqBqI2hmdqC5Dgwb7kxT5S7rWvTLStlpRRBI00TqZNp5VfVjNnMXMA6fYWi+MHr24cyAI8i/HlNPEDZtIgEycH/K7g/J3AhEmODuRJF6ggPm8CTgw1S62mqGSurPS5dNYMCN1J6awUbm2tEBrQ6g2APUEw1SduM/wuzWDMKK0xPxgyGq7SxsgpTXLYhKxB6xOTyeMiC5baAHLvB+Gww0EkNisORcGK9QOuluvkiD3ksKUMf0rUV37s5ybCX9RldTkg0GiLQaksXZOckLxSXIHhnMXLRmn5MkhHs7//LJWhUMykHCfPermT0QUVtCDaDnxnhzOfDjjslRdsWSY7c2c6MQ/urZReix0FoW6x/B+EngLW5Elc+XroKNQdGlYw+2GujVvNA39VwdFCuBMQbL0B0aVb3H1r+0KpVyoIF1sw/pSNiSdf7X6oMu78pylw9z+HqDla24ATw0MGlDPka8mHsZFyHCyj6ENhSpOzQgHZxjrQL0Ha47dK92AHi0DHXE01bUdUzmrbJCWBtpMLW/i7mfXSY/KvHGy6gBoWizOF2MUUVkiiTWW2QnMsqbCI4J9xCmaSWz0W1AJzh747UJyImeSeFVSMaSSmi2iK5B61ipgNSqJl0uE7dqSX6Nt9ngv7lXCmLR52ZszsCilB7Q08ab9fT+0RBzJW7jcqlZB7eKSltc0yRAmG/JFwyYpd3HgkebRpcU+H/FrjoCLPA0BcUWiIHgePyGPGOupqxc7DNYX1Eb9wjlAXDcoXC93BuwLC/Tq/coF+u5WS9IMVkYg5qBYJzEVxLoGFzNGAyGfAfnvaodELolUhvRKWJipmNnDmHFI4yBKu6pU8/OqToU1UV9XRGbKa4FOj1BpSjHn7gWFlZpWkjR0dHiIczN1bpn3dU48T0qOVsUxJ6gfHkgPt7pyCeneMHXL/6JN94+Zt8s/ouf/qH/gyb58/z7ut3ODiYMFozqv94PKZNEVcUHJ+c8rVvfJPj4zGXr3+B2ebLHG4/pD/sI06ZTI+5dPkMyRccHo35va/+Dlqe4UvDM1y4fIVi2Ofhw/sgjpVej8I5euWQs2fPc7LX8NV/84dQ9vnCiz/Gxz76LOvr6xCgjjXF0IiybWvrrXOeJkLVNGgdiUkoihKN0QqF4BbMndz3janFO2fz1ZnZ7L3J0qamzUgd+FAyGpUMR5qfa130+D5g+1AG4FSssj095c3U8qKz+TBJgv5HZmYvlQWx/qAAEkdV4pu6zuXdxPF4H3WO85dXSeUFXOkYXfQ0gwknrsZ7pW1Nq9UZl4SkzhawGqQ3YlIlXDmgblqTf/ueQz+ViI09IEa1cMRk/TKrQPPAi9g8pPdFZn9qhvSyW5JkIQd1mcSTt8xeTl2z1HVkn/dWfUbMsIIp92RTBGEhB5gWXf/FLK/BxCnl6CjMg77minw+CvVB/wfEtTmwuDnUrBme915IrRGtQlGgKLExOr7HWK2Lfqqz4LacBeSdmhO08r55L/zVrgITnVfb81dIsp5g7kHOv5JIrmNAK6iRhkgpJzz5FGP70iZFtQI6YY2Y+3oe53L1ZRcSh8+QukNeBvm4s3EhzZ/nTAyhO286bwXrPJP+nRD5Je0+LQfLzlkqk67SV0B+gjyKBhKyznQ0Iwl1DucD8Z459OhZg4KdM5KeiEm1xtiytlGSTk9AW45RWlXOBfOabqQmuqzKpjkH0GS6DmpBNbfO8Zn7K7lH7MvhPOnRTB4QbXlO8zX2+f5KGSJt7RyqCviI8zXiHGONjF3knFNcsBn6mKvduFTVI9h58pYAaEoWSJ0ZoJAaknfz/rfL2WDXf3VOUHG0LDS8tRvrU3NecmOP+12H/hWr8O1eaHH9gC8FIri2h0s9iAE9DjS/F6l/WNBCSb3W1gaZEsQRWuC0wiE0E8fG6mXWVq6yuX6Nm2894tzWJa5duY7SEAL0ewlNDU07RmgZuD4fvfosa6M13rjzfY5PdgniaQvHrLHRnV7PkZihqSVpg2gi1TUBb35kTsEnQk/BNYxjRSqVWmdI6dAzLRHFiaNYdfQbxyVGpCZyOp0wqAqiClXVsHPykIN3jrjx9LMc3J/wb77zTV545nMMNza49fZtju/eAuDmrZuU/SEvPPsc+wfH+LLPd15+k69/LfIP/t4VdnYeoEGotaEYBHqjPncePMIVGxSDNf7gG19nWvT5wks/xtUrF3A9U5za3T5mczjkyac+yub6JR7e2+fRo11Opts82nuHp556irPnV9g9OKDsmSPRbFbhij7Jd2YsSpMlcL3mayoB8XYvt6kbX8QcjkQRIim1JJ2RNJo3PIHUeJuMUMFJYQJJOdkW5yiKP2F+wG11zFac8QVxePE49TjpcXh0zFuvvclsPOGZp69y7YkLxHZMcTrjzxzvctAqvlfQG/bxoz7DM5cphgW9YUEoExoaam1o0owUG3xyqBPa1EHai2rF5aVRY4KvJeT5bqm0YGAJvEOCELyNsvhkrcEgHvHW28EJhbPfd/7CTdPg1HikiwrJKtCu+R9jpGPtdj/rYMgiBKIsApHBqUvVrnaMX2EZrrXtsaifX5+/fkvRjyiMctW4BPlmVDXDymn+Li5H/aIorQWgmY40FyOPiAsUPsyPrxO/6N67ruv5z5bn7ETA+Y44hVVF875qPtb5eI1JKmrMmrhY31qdtwVf8izrvC9PzlBzpZ86SEnnwiLqHPllOYhmeErEkh+AbwHPdlW/9WdTDt7d8TmXK2xkLtP3SxmV6BIYxaq85DSPGwvur3bkPQBvhvIIHsH5kMe3HOluS0yJuGHX3OWA7yRXhlj1Knl/DgUqHBdxJMUMFFSytnUW+9BMmlI4TDAFruXvDRWwS9JzBSlrkup8Ztu+tm1jiQGAUzSXwB0fwAdnxYEkjhV2VTnnlOQxfXTMDCIljLCUNb2TJmKjmYaez9A8MewIcnl+OzMNUhstgHtLZFBzwHJJUKc4NQGRelajA0i/mPDJG7lNnCUCOqN1LYVLJFFck6zj7oT4E44+Q/aPD2nqlqCeFFvqVljZKChL0FTTxIadvdvs7u0zKO/z8O4BIlOuXt3EhRrVyKyOkBrEmYPRqL9BksTl8z2Ga+vc37/N/cM7zKb7zGYT2lZNySvZZ8bYUgTzn27bGWVRUoQeddOYWQc1iCVxTqz10KTG7hOfgX8HLREtFKGl7AnqC4q2IKyUxNpzd/9dnrz+MR7dOuArX/8tfvxHv8wzn7zGH31zF4CdnR3OXbjIgwcPaNuWnd1dzpzb5MdefIPvvbLNdDJlMFoh9HqWNBWBybSm7I9Y2zpD6wumzYxf/xf/nE8//3E+8/yzOFdSln2Ojk5JdcvK2hr9oxmfvPgJHj68zWhUID4yHBVsyTrj2Yy9oyPqqGxsnWe41qOuW1KE9dV1VByTyQRxsLK+Sl3V7O3tIwjD4ZCYjGfhvWlRhFBSuNLWjUxA7PVKEzTp5vWlA8qijcP+STNjGPopTTLI0iePpIJUCyc7Fa/+8R0OdiaslZe4sLlO05Sojtk4l6jbCcO1FaRwTNuK0OsjhdCqmTpYhdlYNivRmLAuZP3dBd47NxsAfHDwNxcBesFwMxMFCR1jDltkBJvFzdWSzGE3LIBod6EWSlCwCHZdoO0E/bufPf7vvODMg5hbQK1L7/Pe18rSf5e3eUG5J3DD/qYL2PP2nIA4M0B4vAIV5Dcd1Y/XaLB9D8Hb/KMvrBoj4LAFruufLIt/9Hq9xXstQ7Zk+FMMUrfAu2Bwaz52w9QjIpklm4lRMTbmRKLm1zwnxiW1YKHziJL7vd1QGXS1XmfzRnZHUjEiVVdZ8TewrGtxRqyBmGHiDrLPA9FzP+A2Z9+CM+RZBMiVc+YLyNI9CY7gS5z4XG3aGFVsW6pnq2yHmGUsReeIixHeZW7UrjFyXbqGAWirBIJZTSrW7vlNkJ/UDtgnJqXSTsStg+HteDQv5mQkAZfnaoEoiRTI1o5YMiQGA9r7mqSqAmc1samJWUfeU2P7JyIpC7B1IiWKWGLX/Z12T1K04082pO0ykc4upxlliCT01WRC4lexscQsZuPUMVjpG+Na1XxxU6J9qyWFRLwRkWzSEQMEEokCJCCVR6Nja7DBeDxhVs0YlSuUUjDdPYFB5NvS8iODFYqiz+7OAW/feovpuObSxcD2XsFosMlKfw1HQduUqDqSltStp1Wlip5e2ODJKytsbJ3j9qO32T4siTqhORlTNTXOJVoXGTc1TTuj1yspfWFEIOeM8KWKJPC5gEhJM+SqmLunI9VCk201kxeSB3URnDOL0EIJhTLVbTYv9SlCn7v7L/PcM8/zhS9+CoCvfOVf8u/9wn/A9qOHvPnmG7z55ltcu3aVG09cY1ZVrG1u8MT1S8Rqwum0hlAymVXUnZwUsLW5ySuvfZ/XX3uNdnbCZz/+Uc6MejjnmM4qmioyqyueufQMqjNC4ZlOxojz5phVBJqYOJ3O+Np0zKU2crU3oOyP8NhaNOx76npCVSvOCwfrgUex5XMyzf14yW0oc1aCgNZC++st+jMRKXJffbm4UEMoe72C/uBPmBTlUDzRQ0xiQ/nqKYsR59YvcGHzCjI7YHVwjp7fQGIPP+gx2JzgY81gNVDHBp3WUJryU91WNifozMzdB4MLZA7DBgtqS5ArmZEciuKxffOyVJ25BC6CJjP+VuZszZirBBWZLxCCqV+F4PJS//i2HDS7r+8NvgnTzqVV5FcE+esyTw4Mhp4z17K+c16MczKwXAC/9/PST+T+oy4C+fKWck+jC6Jdxdo5HoiIWdP9Xwn3S4sqt40t32+VNYTLS58HwD8B+U9k6TPS0u8TzreIa/JOdSSx7vfZZCB1TjBu/m+Doy2NygWaVeZis6gpj2tJruztvLk8rmUjV3TKWJqXp65STRYcFtsC8u+CVs4XcoWbcszS+RhSG9UgZXGI74KFtwShuy5JIGWSoVrvKcWmmxKaq3iF0MvnzCo7y1EyjyB194fD4VGXSWGaldgEfAo49XTTafqrinxpfpdwOTs/iS5X7CAkI0hJa/vulKSO5KzVkrxkqFiIzsiD2mHZGkmzJiMG+bzmc6vJBCkUC950i6Az5GGRnHRkGJ2jIX+syqeckerMB8POZRPbfM6SPbdCPjednIaNd82TayWPfnkYKelbQhy2tE/WZs/nEoWLhBLKUYGrAqd7U0oGrPoho3aIF0cRC9bKIcfTXWI1QVH6PceVi+u0s122m0MePfoO48ldrl7+KJcuPMMf9M7yBR2wpiVRA6fTKaOVAdBnfDLDF8La4AJPbAVWwipHkx0OTh5QzSqir2g84JIZsgTPtJouWjohEByoRkMABFSUmO/hgD0Q0QsJQxKcKi5zS5IYYuJ7Qul6pMkJw6FjMOhz8PABDw4Lnr3+WQD29h7x27/9Gzxx/WkePbzPG2+8zmQy5tMvfBJta6azisuXLvDg8IDeaBUpekSEWVURioLR2johmC3raLTCg3v3+aPxMR+5fpmPPvEkdVEwnVSEEIiaOHfuLD5Y8dO0LUkcPhSsr68zWl1j9WTM9OiIab/GO0dsK8Dhe45eT5nVh3gvrAxLpjGhswlJFSclMTlS3UJqcTLAxT4UPSS1NO10vv6Z7n2eD1dHUfYJRWeL+v7tQxmAyzgkxpaqaWlqhdTS+IpeUfDUU9fY3Fhn88wqPiR6Tggjx0RPaPwMFCIRigb1OXjl3iViPQ7xGZpLSptaG2lY0o4SkTzS8XgFaZt97/KMsiSzNuvEt0lKWyvpHyvFfxrynGd+wJ0zj2OflYJ08f7LgSclg6mXq8EFLNu54Aj6iVxlpQUkHPX9U98d9Cgiuf/2/sD+3u19yYDkAPKe36WU4EV7jXc2rN4+01o/XbKEZhLW8PTFvd8c4RNCVVWP9X2Z/03CihiLZh2a0EHrHQy98EXM408dQoBVwlYN5R55F4jxJPF0jG5LwNIcbk6akQUn1j+ju7yaPXfz54J9JgvOet7dx4+HDsbPY0jOzXvDHX2t63M+lgTOr5c90E3ToG3C+zAngQQf7H7Ifc6EZs9Y62HbzKIz8Fo6yDmaDKVN4tjC253Pv8Hchco+Vxb3gJMlyETtswVUHOqU2FkzOiFKoiXROqEl0qpYRZvs2jrXzO9dzS2YlM9xzBrjqi6rhgkke0YdECSxyIFMKlSccL4713Sjcd1zEXMOF5GnbDRL8uTEAvnIz1v3vGZ2ojyJ3QNfBR0lmnMzGlpqaShDRL1Slsqo7FE0BToWpgczpicNLSX9QZ/YOj7f32To++zdf8T5y+s89cQFyjBjZ/chxyfbxFgzm9WE9Sep1i4T+wMTL/GJWdviROgVK1SzGXHWsDo4y2hjhfHKeY5Xz/Lo8Bbbx/eYTY7wpSeUKzRNTd3MSMk0jgeDPiF4NLYG02PPgM/3vuvaMMlmt9WZF7iC2V16xYcCiQltp7jSUcdDCleyfj4wbnZ47c1vA/ClL32R7373Vb7yld/lzTffQV1gbW2FBw8e8KkXnqcMQjkoqaJy6dqTSCiZNQ0Hh4dMq8iTH3uWlBKT8YR+r8e0OuXNN95koxd46spVAJq2ZfPMFpPJhLVhgTgjpnonpFZpY6QoSwbDPi+WJdsxcXwy5iQmVlZXEXEcn56ycnZAG8ccHBzSxopr6yP8aGhB1/UJ3q5hrANta/ePfykYVdFHkCbr+ntDfJLxStqU8B+wvnbbhzIA33tnSijFvEhVSVrRNhVtC6tbQn9tQBgd0fgaP1DqoqL2Uwgwbic473A9T5NVh+ZjLmo9WKfdY2wY4ZzhutSTXTYP6JyCyP3NLpBqyo35bLRgfSuH+gRfilnFKL+zdLKEXbxIdJKj7x0JEpHHaO/Lwbcb80ii6OfUvGE7tp0ydzaSLIHolir2LvjMMdcOytVF3255fxaBulsgZQGbLnYYgKZp0cLePX7aFrcQXNaChosZ5u/O5fy9P62UyRxE9kT4FvBTS33rtmnQtnkPJG4VnZ2b8FhVv/gbLIrmKKfkqlUWC21wITO9Y/7TXK3+D8B/ZYtPyqO/It29mDvgkvdfsOpUtNMmyQjooue6SC4Wi3tMMmeNa0y5IRHpRhegQ8c7sRDo9waAEZScM3P2pjE1LedC5t5bD1iTpZQWqE1nOKl24MgC5tVu8W3JdxH6qe7625l7HGF/HBmRwpGZVsZmzuziJNDGRJNaYoImC4REUraeTNZLpc1oVEYCyIIeWeErYipfiS4ZAaeaTT8W93OHcFwSoa4qVAxdmDMTvbG7tXP9yjeNSJq/C2Qv55z0tCnLRiYlXlTcS4L+P0r695W4VlOnlpqWWmvqNOWVRvjZ0SWqacPh7JC1co21wZDpdMbJ4YSNc2sMijVubr+FaMvqWsGZjS36RY+j0xkpVjzaucPqNHGqQs95CumzsbnO0eE+RGF9uM4wDKgmU1ytlMMVVvsbrI82GPZXKXtr7BzfY9ackJoZ4h3ORSS3XlJjphpebU0MGTHzAUiGiliS3RLTFP6twJbgPpGQVIMIQXxe+5S2qQnO0R8MoRF8EYgnJlyxut7j+Rc+xiuvvIk44caNj7C+tkmMkYuXLnP9+hVu3XybWZMohwOOJhVHxyeICMcnJwwGQzY2NjiztcWgP6DHOvXRPr1+nwcPHvDw3kMuX7lO0zTMRCh9JCXzPB8MR5S90siV4lBN9Hs9zmxtoCnSNA1eG1uT24qdh4ccTPa4dfMt9g8fce7cGpevXSL4wOrqJivDc/R7W5RFST1T2rqhVY9q563WNa8Ek6tNNFEJCcIPjr8fzgD8r7/6KucvrHHl2jlWN4b4QlhZ7YFT1sSj0gOZEoYVvpc4rcZMU8JLj6qq6JUl/aKgqWsERy8UJljQ2MMeRAje5hZ9Yb4v74Og4X1wbXfTzX+ZEmg7F7IoXJjLY8Zn30soWiirxBQzbPZ+GHp5we72JcaYzZ913ofsmLKPL/CwBILaQuLs9d1WFoXt+5vAvwb+Und8i8/vjjctVcuImGBGBzuzHKCVEAJlsTCit/eyJKdpG5p2oT+9TLjq+t0AZ24rX/j/FP5WRgQwdxLmFXC32FoEcU4oyxxEk6C/mkgXFf2cHYt3nVqNMGdPK9nOcUFQsodGoZMF/WuBmCtGN6/MclKD4l3Iz1vKov0ppySWqbhMRuoq9LnIRVdZAFVji5lz3TW04JLalMfCDM5yS3KWJhSQEPFz2dDYmtqaxkSbFO90cS2xe68IhWkfB4+IIwRzTnKZOZwag9Zih23LgmZnozqWgM0hCMksaBL/G5H/OL8u5UopJrUArHERcEXnVWaXkNoIlvVtJYR5UmWfZYubkFEIzemKmMKX5OHbeeIUc/KEPtY26p7lpm1oAYeZt3Tppi4laADT2dTOnGS0QBwSLHi35yP65wUZiLGsUSINlTPm97MrA451n2KlYPVSD5k0HM12aJNV4HdvPWB8eszJQcVoOGB6esLq+oCzW1fZWIe9wzH7R6dUzX0kOOo4MZeklWdY2xrgU0F9OiFWnsJnGc6JMouJGY5h7xLPXD3D2dk17jx8l93DuxShoVcK4hJtqhBJBATnErGt8EmWVNYEl8TsX1UtQfqM4kpPkoz0iRAyr8BLYGtjk3oaOT08ZWWwhscjhT1Xk9khk2rK5atn2Tqzab68hedTn/o0Dx8+oG1rXn31VR5s73I6ndIvCz77+T/Fz/7cn+df/sG/ZWV1lbqu0aScHB3hUkVwnutXrvLgzh3+6Ft/RN1ELl56gksf+yg+zTg+mVLVLcVgwKjXQ9vIZFZBjHQywRfOnqGpK8bjU5zzXD53ht3pIY9273F8uMfR/iOOj++yu3+TM2e2CL5kbf0Cly9+hI2Na4hfx4Ve1qJxTGZTnJgeQxGMHNlNxMRMkP1B24cyADcSCCsr9NZHlGslrkgkV5OkQV2L+Ar1U6ahQdyM2A/QDmgVQjlAEWZVxFFiC3aJc+BCQnOWZzNdtpDaQH/KTNjFeEK3aIrIfMFz8yoZnJoAwQeJWnRBal49L1WcqLFYhYUIwXKlvRj0TvMFex5oc62UMuuuEwzvFmgnBnG3sV3AoMLcaitkmDhdV/QXbH86YtDCFME+x7tFgqCShUbIsORSAF0cZwfPd7qpaf69LzvXHzWv3Rjnkm5N09jrtxLFLyZmM+bn2JDYhXVf1/t0zghXDQZzx5jQL9rYi6RFwjMnCHXBBYshLs8+x9b6s845gg+2H5fAGxV3qfKW+fn0wcQyujno+WflANx+wBjYe0lyvAdyB5OEDGU5HyPzWVO5S8LIiV7HHAeyhZtpQycSTYoEHwhFaYmH2HhTlviH7yrplZb2Lzc4J8RYo1Qmb9kli8HjfFZqE+ufmrtPyhpbxm4EEKdYAAAgAElEQVRvU+TnCuGoQ1Y6dMLl773g1SFtJGD9x07qL8aaKB56ZigvYOIUyV5rFbtkFnomSS0ll6Es5udz8azEuXLRLBuodx6uMUa6iW1LwHKC6LsEx66jKSBlsh5i5hoKTj1FLCk3DHKPJFqXaGygCULDsAicTg7pFSWrX1+ldzYwfXrGdG/C6tk12u3I/fs7QMHxgbK6uolPa4yPHE2suXD2CS5fLtg93GX38CaTZpvzFy/wnVfu8pFnnuPSmav0olA3LQ5PUQzwFPTKEaHtU+mM4AU/WqV39Qw3rn+cuw9e5+DoEbPZCaHoURZAVFxh935SYdAr8H1HU0eapsITWOl5UqhIg5aqrmmbxKgocK4HyTPoDTnen+CGgSIWnE4akjiqNuKyLvLe8UOEkkvXrrC/d8r929tMpiVvvfUGn/3sD3H3wQPevXWb1954i7ap+Qt/4c+R6glXrl/jr/+N5/j+W+/yu7//+6yvrZFipBAhtg3j01Nm0wlNXeNDwBeBO/fv0UyOgMjHn/sk4gN7R8esrq3THwZOTidoaiBFCudYGfYY9QoO9na4+dZ9Ur/Han+Vc1sXuH37DcRPGQwTt24+YuvMGaDh4YO7fP7zP87mmqMsBI2Oycxm8xU3L3S6IqwoCpq2JbR/wuwIP/6Zj7B1bsBowyOl6ZQ2qaZNNbgWkYZEhVAjqc76P4JR9XIGnUUZnIK2nThDHlVQbB52yeyhm2md92KXgupj7Fy6RqQuScfJ+45BpKuVlyrm7t8ixMZUbzo/UnicgPReh6D3MoSXNUuBeUA2X3HJcncyvxm6YN5B2+oV7dlndVJr3e8+aEsobWwzQ/eDtw9iYht0G2nahd9u5yzS7ZtZg+V9H8ljCU3KGtTz6Em+xsmk/KpZs4Dpe36BrqO0sV4i1uSka34OLRkgYAmR80tIgvLfpcQv5yRAQnamsm+ImpWZuhEmNdKdQw36dQsGc9dH7e6ZItvjDXp94yHnmWXUHmNrUeTzR+fZuzgfTpYCncjcQ7UIBYRAjAkXjNEc85hVxIJlSwvPK/55AQ+/FhzPauAZEoj1BGNqSX+rRf+xkaM61U2bys1BHONZ1KKEok+d98fle9tjoIVTG5myeUl7+nxu+CYJzOazBpJf3x23IVJdq0jnJTi5V25a2m8JjBE+lUeTNNqxiipt2xJj4te650gXDP3Sl/Pne9FzX9TBC0CaOfqjqhRSUmqPhNJoxGHyn1Fs3JCQCCOHT4n0CzOiKmWb2FpdYffdMStnR2yc2yS1ymw8pZp5Yr1C8CXN5Ii9R6f0Vj3eQ1E2bO++wc1732Vj8wLv3HyVJy99hM998kc4s3mJ2XGDaqBNEFyf0coGvdTQSiKlHn0pULfCU5f7PCxucXC4TdtOSM2EajZhRo0Pnn5pM9H1tEU1mcewz0jD7wuceoqfKWkdqHpiI9Szlv3TPfq9Dc6sneNof8Lp/ja+7nPh/GUm4wkAmxeG3L+zw/ff2OHG9Wd5/tPPce/2NjuvP+Tw1/c59w/Oggjb2ztMZ1Nu3rzN9Uvn+I3f/E2e/eSnef75z3Bve5tbN2/ineP46IC11TU2NjZ44+WXUaCpG27eusU7777D5vqQl176MW7dvYu6wOXL12mB6bSi6PWJbYNEh6QITaQMwpm1NcqyZPt0zOraGsOBJ8iMe4/e5Pbdd6jaY06O9xmfGzMcbLK/dwdtHJcuPY0rLMZUVUfcVNqmoakbcghibbRC8e9Q+vtQBuDrH1+lKCNRT5m1E8u5nbEpLQAElAE0Hv3rAf2nBZoK+LZDviro38aELjBoJcZkvQ1xBLGqyS/1/Mj/X0BSS9svCfzK4z/6tiq7Al9WYW7ZJ11/NEOkMCeYdN93sJ7LsJyRZOw93w8lM68w/2/gh4En8+/bxuZmy7CooOd949zn6ipGJ4tepHOOpu2sBxdQ+/JI0Pu2CfB3Qf+X5aTi/ZXdB72+27eyLJHweCAxCDjNq9/lv3+clGaVmIg3Uf4O7M32gbGFkKHVBTTeklLEeaWT/ZJOWLlr0+SK2LkObuySIGsz/D3XzZRi42oiCyjc6qhclZF7ah1RqrumiwW+2xRFOh/CLDtoeZkphsXs6rPwI415DtbOh5ewOATpXLQsiUu5FZIy5PUPVfjbUSlwqCsIzmaMRWzONqnycy4TyrxmNarsYfu/Z3UoOrUyoU1mHkG+z6MkGqc0mL6wwwwinGo+HzkBw545FGhNzMRh7QxrdydMOS4zMRK57wrzGS5lfi84ySIrUXlaurOa4ed83lI04l9Q+AsZ/gvO4EfvTFugq4QVSJ2QNeBbb1Nk0mVy3Vw0EIXY2uuiRKJr7dwVCmr97sIX1NJS6wQXofQ9RpurbKQB6aSkqYCJw7UDqnHD/fsHFKFEQiIyZlQHNs6VbK6tEPWQdv+Ut99+maee/BhNOuaV17/JtQvPcOXc01SziGpBD0Vrx6wxt7dyMCCUfarmlKPJlBsXP8mNizX3H77Drduvo6nh17fW+HKcsOJMtMN7E9Mx9KyhbVr8i9b+ccm0DNCCOiW0Tlw+d4Xth8e89r03ONw75eRoxqjcoK4bQt+epSqdcvHaFndv7XI83uPcuQvceOYqf3z4Pb7z0rf4yJ1n2X74kJ3tHcTB8fEx7flNNjc3uX37FnUUfuEXfoEHd+7yra//W25XY4YBttY3qOqa1dVV1jbW2T085d79B6ysPIUr+3jxXLhyjYcPdlDnGY5WKNT4Ik4xZ71UMQyBYb9gMNgkDFb59vdf5iMfu8ZT1y/y7e+u0Qtw7+FNnIdBKOj7gnfeeIP+YJeNjU08Q2BEWayS0qLISXliwRKEGf7fEWU/lAGY8phaKuo4IdIYOSD0cVICPufNCVwP/T8aYxknDy845HnLvKUjTOm868Q/dPB3BP6RCP9Z10+lC8CPV28dC5p/tqTInLPkT2c4soNknWLzoSokl0kiywu+vZSvIGygfAaxGbyONvMBVeVyUPrFrtfKIlCHEIx1zOM9XieC5opXVWlz5Zlyrw23xB5mEYBhUbE+tvWB/9lOkTj3WFW/3NuYpkSPvG4tVRAWwDzBe9q2nVfBHdzXQdEfDGkvW/oFG9XJWsQpqysNBsN5a9LUpzqrvYZQBrox4USCFFmoXjq8C9Z+6AJTZjdHko0z5HovalqYZejjTHA7G/am+c6xHnDXbahzK8OQS2Jj8JxGk1J0GKFPNKs5SZpD7pJkPj7mnAn0K2ZHSX4KrO42+7uYR5wcwn/uPFHBeYfvBVywaj8BSSJtylq4qUFjRXJ2D8z59FklLKnOjeUX/VJjWkcFbRo098C7hCTmO9snMjva4xKkpkVTJIhDCMTorHrMt5RdO4FkOsmaqdgKdCx1UaEWKIo8HJyf7U7cQ8ja1S6bWnSBNct60FgvudMMERZqWUkT8t8K+j9mMto8kbLpCav/TeXKFLKyMlwrNhpIBDVFqaauSE2Ld56mmLG2dhF1Fe1By8wnkg9EUeomUs0aytLjS6EaNxy6inI1cWHzIpcvX+Pi9h7TKjI+OcCp4907b7C9s8ulCze4fOEJHInpuDKZ0Vbo99cJoSBVBedWrjCZnhA1ceXsU5zb3GJ77xa/uP0ubao5ak7p9YWz5zfp9/uMx6e0bQ1BMaOIlqZJCIHCFTgJFE44PZlQlgVOCx61e+zu7eNxDFZLVjZtLnHn+D7PPv1JniqvcvPt+9y68zZPXvsoly6d57Xvv8XXvvZ17t9/RF03rK2vcXx8jDjH3t4Oob/C7bt32Pzey9x48kleeulFfut4D9dMqRurMIP3DIcDyknNytoa127cgFBw/+E21z7ycSgOqZuIb22+17tinvMSE0laYg0qiddfeZOrl66QKuVkesLnP/OjPPnENb793W/w9W9+jTdevcVk8g4PH7VcunyWT3zsh9ja6NMflMxmLST/GJPeOUfSZM5PPxhY/HAG4DoeklKN+Gi6uh3Wq4JqWBL1V0RKMp3D+oNYPu0gz6/l0SOn/DeYnux/IU2erVyChVlUitAl+oJ2DOccdGF58RXmLkCaocQMKWpiiexhf/PF/KqEmv1dWvQ2H4ddF3BxVykuw83eFQhGUokxmbJLsrGOoijMl1Rt0UpZ4zal7tjcImDlzbmQv76fFNZtjcA4RoY/4Pe/osJfI4s1LG1W+Nhi1R3DMgRt+6qPBeEqn4O+Pu6EJBnXSXlhVWewcsoVr6ppBzunlkC5Ns+d5jrJGTHaNDmsp+nxBlNnVxqNNjvedApSsCBTddcpdnPVCzhb8k3jUAv85ODxB4qWCi9hsF4m3pWFiVLYbK6pNplalLNqNFeBXdAHR2yMyOYzCtCR0lBM17rISIAvLEnxigsO3/PU2tJonYOOzX0mhIg5v2jHBu5QCLc4310g7KKSMx9JfFI6GcoOGe++Wu8eYmb9t2QDEVVaZ/vQSh4F0/yUiAVxEZef6Hx4HRSNMsbxh5L4Uvf45rusy3WtGk/4zlEo3z+aWquMEYrQwdLka9x5ZEPxP5m8Rpeez28CB1okom/MAlNNIcs7nx2cxJy3xHyWix6kYItw1Bk7k7us9jdYu7JO76jl6NGEoI7BcIiLgbZucc5TTWYcHZ8QBsrm2RXWtkouX7jBg+2HnJyMaZp9ymLG8XTCuJlyNDtgdbTJ+a1LXDi3wfhgQmpOEfqEpPT8CLzQJk8IDf2eENsxTXPErHY82j2gmjUUfhNfKHU7Ad8yXF0lSUVV1VT11JzQguCLksGK4/RkSjkcMlwpeaK4xFpcQd5xnDy9x8FOndeMKe/cfZ1za1dY31rhZH+Pe/dvcePGU2yun+XXf+03KEvPjXNPcP7iRUajVfYPDjg6PuLCaI3haMSdO3e4dfMmn/3kx/mzP/4TPLz5Nof7B8xmM6qqom0ju/v7zOqKweoqUpT8xm//Lrcf7fH5z/8oW2fPcXI6IZnshulBhJKycAwcSGyZzmYMipLf+ee/yXOf/Bg3nr7M5KDmwvp1PvuJHmfWrvLKa6/zzW98j3Y8YRTOsNI/i9cBzTSBGgJkj0tOUsXukV5Z0nuPlsTy9qEMwNoqUSPB2ShBSqZpawOBETSnFGJQnLpIcAb1ChYEvJhTUh5+IXfYcq+H+UNli4qbI07zPmYOm8hyR+jxrSOkWGWcsvBGsrAsZjzegc/zrcvKo0C7IJC8j6TDAjbu/qZb8KfTaSbe2MIvua9qVVJip2kYOsdgqfcZMgFmWi+8Ld8LIy8H+ceuB7Cvyh+p8qUf0AP+m0s/fz+UbRX/Mnt6zupe2oeOSPaGCKfA50kLAf7s7DTXKMvXpYkztLsvxET2vXf4AHVbE4l4MdTEGeaMOEtM2rZBpbSAGpXYKQI5pakbcJr7xg7Jmtbg8nnPQRCbIu3OmxM1EYgcDvSnuxvLzuMcXs6wZ9SItjm4i1Wp0rn8RINVuyBflkZY8l2v1J5xbAyKuciF9XwTdRNp1ZO8JYh1NN1lFwwwCnuCG3qkDItolr+kqBnZgSA9siKz/TLaZ4akBt/rct90gfx0WuXdgFMKxmiOkoNtKBbJTbIP6yQ7NSunzbdknzBU4c+qM0IaOkehuizAiSUtrtvNjArYNU44FyhcaVB/ruptRtgSNQnZmpKMsugiENduSuxUXdTh1BAoSQp5dMpuTcF5h3pP0tZIdT4Sw5iaRFgv2SoK2kNhvDsmTmE4GpnmQSVILNDKcbSdONjd59xlWFndZGW0yfHJmPF0gtYVR7Nj/vj73yIQePFHvsjnP/2ncL5mNp4xdOsMQsnxwSmDlRH90jGudqjjhFF/wMee+QitHjO6mzg43iHSMJlOmdUnhCIgwaHaw5UFvvXEWUMUZ89D6VnZWkETVNWE3prj2p8+S/xR5fTkhPHMZC2Tm3E0blkdbdAfjqinNqf75luv8RNf/Gl6ZZ9vfONb7OzssbW+waWLF5lMDnDeM5tVrGwYkenh7i6vvvoqn/nEszz99NO89dr3qOua9fV1BqMRdVMTyh4raxs82tllPKv4N3/4dfaPprz40o+ztrrGtGpoRfGpoadQhJKyEFKVuQNVxbuvv8nt19/mT3/5R/jE88+iEYbFJk9dW+Xs5jNcPvccb751k7fevsOv/+q/4hMfe57nXvgUZek5do5WhDMZMTJBJqEo/CLh+4DtQxmAgxvZLCDJBjHnPSHoRuy7ikjEcpvu+Xdiy3QGK/MyaEtHTHmhy8bXxnjxLKkbLgWElPelO3mPB5UOjOsWpaQKKdHxRN/V3KPqVBmWXi8qaGOzsvPZU839yK73SK4mOk+5RT5ug/SZKOb8Irh2gfo1lCeAq7nKT5rwmczTdbaW+83z4PEDKmABziN8uZujFZlDLcsBu5tFnlf1XdTpYDxvsGHbttZPVGPvOrHA2o3AflTyHLYjVxRmom1kcruyIj73cDtGa168nUJHGMo4YyfIELNhPbk6S6IGI2r2ZE0WcJ04XGG60ya44izQ5GvnnZ9bI2pWidKUQDPBjwbm/VNFbwOroBs6h4lTbOnGr+fnjZRniF0+j7lnmpOABfgrMIV0W0lPWz+0jdEcg7zDuWCkq7a1/i8FKQTueeGaU6vmUiJ9E9JHFbnuM+FpsXVz8JLvyUicz8IrGa5P0fSicYtWSyc7mWGWpNCmaC6YzoHP37fR7uOUyYdp4ast84SmSzQy2pDvMRGMD9B5MauNZtnzI9RNzPeyz5W98RBSUqQV2qbJAi3dU5WrfXLrRrpWwwJ2T5JoXEP0yZIxDWYwoqYXTlJSa5aZ4oTU5kXFmZytG0DUMW01oZC+zZb2eniU6igyCEqsA94P6NU9EoGmVWaTEw62Z6S9I85ePMvFi1fY3t/l7sO79Id9do8ecfude1SzUwof2Xp3g97He3xj5Pk8Qwa9AbGpaKsxIQiD1RWiJE4mBxzP9m2Gtqo4urtPk6pcvZecNg01nn5/CBTmLZ1AY8RLom5q1tfW8QPH6eSEaZySJDI8UzJkw9apvmO0tkqVJlRVy+rGFitFyf7uId975dtcv3KDT3ziWV7+3vepZzMmp6ec2driwaN7JlW5tsbu3gEbGxtMpzO+9vWv80MvfJyYlN264alLVzAHq8jZs2c5c/Yc333lZTa3znD77n2+/o0/wvken/3s55hubrHqPZfIbHkBnKfo9ehHmEzGDEKP9lHNV3//qzx6+Igv/eSXCUWgkAHfPDjl7st3GPbWuXKhTzsLHO3XPLq3y9bFdV71wkkIfNl53JvgLglpaCjMXPDhA7YPZQD2paAxMDc1FwuYmsBM7WUpANvvrVrNbEaRLLlvD22M0sVvkkomywgSs5XdUgDuxDNsAe2g4C64xfln2qC+hVvyoHfKBs0J4W2BJ9E8Ewq7IrSqXJzHY11U4mK9QOfJFUCGiDOk5WyVA0C88lrZ54U2ob+n6Betcmq1nQuC/HC2QWxzkE5WaiHq6Jel3XzzwGh+lUt192PXQgR0Cuk7SvxsOz/vLlcbHWvYgkY+/xpRtQumAjG2NG2N93n2RxTvMl0/C5pY4eTmAdLcksxmL6rpeBu8042HBN4S4YUiZPYt2AJqbM4YFXEl8/YFpiutxPm4iv2uC3CWxKko3iuFN49eTR5NJcENM3rSotIQmWGWfpmpjIMUrCKOS2MuKOk2Np+8mubYf8p9Emf/QY4c3FT4tM0TArR1g4qNloXgqTO7UkTgFNLrSnp6MRcuGb5WzKErAMEHemXBBNguPU+mztIP+JloHr2xI6MtBb702KmznZUOmFULbM6SKYfJ7xlMny9Gdu4wHQtLm51mqDepKSmREZClwG7XwD5cROa66uY/ls9dngnuTDp8RjW6AB3KrM7VOpOSBEM+8n7XbWWx0XtccLzpPc+I1d11avMjuWhp5aUFLSxRcXjjNYgzprdbBKd58E6RRJyT8urphBCEIOaMU8cKFzyrF/qsbECatbSTluQSYVpAW1Kp9Z2Pd/bZPLfC9LBB4zGraxtcu+g5OT1gUFgScPfOO7z2/W9y+V9d5PylM/z+SuTTfoWGPqsbW0xmY9Q3VGnC0fiQnYN93v3tdxlfOeK4HtM0s+z64xGJtJyi3nHp0ogiCEQx3kCyGeaggdlpQ5SE90OKvlC1FbNmRmHWUwxHQhFaJid7hHJI6pcczyqe/cx13njldcoSLl08z8boh3n79Xc5PRzzzvoGzz/3afZ395hVNecvXmByesq4OqVfFNx6tEPVQrWyhaycZXfvhJOjMWcvXmS0tsrp9JTx5IR6NqXfH/HwwV1uvrvBndTw1PlzXFsZMirXmBwfMugNqSantKHH6MxZXvjC59nb32UyPuHm7bv81r/4bV588SUuXrzMzpkzfOqzn+XKmfM83Dlge2ePCxfPcO7CGfaP9vloWRK858QJxXcLeis9ig3rhbs/aVKUrU5JWVg9xtz/UetcdYFD1M0XOMOTmkWQ6v6XyRWLMayFOHsXfxydsostwN/zwjMijLAKpFULLqo21iLOKtCYovUMxZu0HxaUkhpj8KecBSQnXTVhSUKRNFdJzMVTRHx22Mn7Lza6kUt+KxykU8Zy7NeNzUsekSu7/5+9N4+xLD3P+37fcpa71q1bvVX39DLTs/fMcEgON5GUSYoUZZGWLFmyRTIUkMgmYYBQYiSSJYomIUQRHEV/xAqkCIFkJIpgWYyiSEFggtBqhSIpiqQ85HCGMz1Lb1XdtVfd9Szfkj++79xbQ4q26BiBhfAMaqq7+ta592zf+77P+7zPE0lYkkUF7eLx6FTT7Mp7j1CRsRuhOoAXBPSF4EysluEYEuA81OAOop8rzeIUoeDIHlcNJuAbIQi/ONebWXCMufAyMhlxRCg4+ahFzzH4ojYsQifd8lzFCywidDsGKmtiBerDZ/UNbCibujtoHwsPqNjHbQhu4Vh0yAaQxiGVIk8V0/E+7ayDFCsY00K5PsZ5hCyRaoqTM7yYhyDsNN4lGCn4glO8aQHIxiTrzeE+86hwMQGRqjhbHYK+dx4/Ba8kIHE2jG7ZuqbGo62OAS5+9qFEfq+MrkwC4QLXwZowLpZ+ooX6rnCsEshMzRs8oSfqI+/Yx0pRhesZh/RCoBQs+t4m9lHxYczHCYtTDi89SAUyBGC3kGWNcH9MNrXUzQUM8LCXaOniu/loJbj8DxECWBBSaTJvR6KSuCYsB6KklPCUxJ8WmJOhn51lGQs9dhXet459ey1jgu89XjqsgpEMHAfhHNYFS80kzlcrvwj7SGOxtkGoohiIJIyTiWg+0dygUiwTMAeJUMg6PPjCKeqIlChq0pZApI7azsEKWukAbTSZStBIVnRGq5Mxqwvm+yXap3SyNiqDerVgPBxTlTM2br1I8cQuk5ur/E2xz0ZrBZIWonOOwpYkaUrtHXNXsX0w4fb1GXVHUroutckwleHo8BAQdHptuisZcq1LNZkgcfQ6Lbwrme9N0WmOyDxpp4eXgul8ysxaVJLifewBmwmVnaNbGR7HflWA1ajS0zkJG3tXKedT7j//CJm9zJP/5ile2D3icn9Arz9AKs1odETeynjdY2/kcH+XcjajmJa88crjrK+d5vbGJuXMMOiv0urk7B/t4V2Nko5MCQbdnHI+xv3pv6b/2tciXvEo7eGA0XzGXGkmhWU6mdA/dYa3PPAAL1x9lmI+5TNbt3n+YI/OFz/Pt73x2/jA2pCqfz9FaRis9XjgwUsYC5PpPmmSUZQVla9RWlO91eJbkp7I49jlX7MxJNdUPCEdDj98WWHWLPRNPy1AiQ0DN9aQLGTmRNK8jONlZxDWkFwHag+XvScYTXlqb3DeBPgtOtd4PLvAbe95hYREJUHMgwjvJs2iE2tvt2RXn41Ek+ZYfAwUUokFfBoqsUZnenm0TVHSEMHeImWouv92M0a1JHIJGSDSUIfTAGyLPlvtDSPgKTxviPtPPg36NPjLTVEYO61N9dz2+HeE2eLjYzXBgScSYBo2K0tIu4H2WlpAokl8EANp+pYLVq3zAT4lnJfguRtGVYw/xsxd7pVUwBMenLHwEojbAl5PJDl5Alvah8/lm/nZACXHvS+qPUWKFDokBF4irKSTOFwFXnQ5sXKJlZWzzMuKnf1bVLVAJC5Aub4MBhAuBduiDajE410VEokInyodNJkb8a3Q523Gfzx+6LDfBra0iM8bfNfjLzfsdhlFV4KlZQgSEi906Hn6QOJSTesCB/1j7YZ4sYQP2uUhLsTzL4JnqXXRaNyD9kkk/0XltvhMBEEPj8HxReG4gidvSGMNz0GEeyIMZzXOMM19Gp5dicBbgfwd4AcXcXrJzyBUjarhSkWEWzY61E0GR6jmRdtDGv8swZgqQtVLSVetFdaYkKQtnhFPZWrud5ayef7ifR/MVeL90bRcvFxUxBBaGCI6L3GMpxHIeMRAHc6B83U0nViKu/hoaxhY5A66HinBziu8mJP0M4a9PsLVjMaHtLSidlAeThmcGOB9xpnhWfT9ku29bWpbcntvh2k15ageo4SiP1hjXI9ZWR0iXIJMU2pn0GnG5IGSqrDsH4zZ3j6iKmuEqFnprdDu5OBytjYOOTFs02qlYAz5H3fpvn0lSHDWlnI6Q7U1qSbYMvoSY0MP2IskmHA4E0e+NEIlbB7eoqeH+DThqNrlhY2nuWvtIqfvGjC6scFkr8WVR68wWBvy3NVnKaWl121zdv1h7mxuUhYFWgXTj9F4zHQ+RSlBMS8Yj6foJCXRCXmWoaXE1DVHR0dsbGzgsLzutU9w34MPcO2555iUBXmrzf72Fmsn17h8771sbtzgoW6L+fw0ne0t5tMJ6+tnGAza3Nq4zdHeAXmnS5cVup9sId7fYmdnH+8cOtEUZcHBrKAsC7I0p1XnfKPtP8oA7L2Pk0Hh0QxkpGZWsxnMbwg9LDNugEXlG6sl0eg2s+iRgljOf3pPp66DmpKAe0WQB/QxkCu17HNqrejHPuaHPegAACAASURBVJMmjFc0TOTjYzTeuoVd2jckWQki5MeilxoCb8y3m6oDFnBsc8A+9hxL7/mk97z72HloBDmOOxY1TGrrXIB88Zz0UMZ9njlTQVcwr9xywY5zk0i5EH8wzfWA5Uq5WA+PWzWKY9eDUFmb4LfSwP9xSaVRIFtQXTzgRezFKoy1x+apw/hIlI1HAUmSIU6AyAUiDQHo935D8MTboX/SL5SqwlfT4w7zpnXl8V6RJD1aeQ/vgnF3NSvIIoM1S09w9vR9DIfnmc3nOCfZ2quoSwPKIUSGEhovMrTMeRxDVR0gY2DTsV1hXajsbUwaGyWrhcY2LPqw/oxHpKBUgkrEopqU0ofA4VXoZzuCqlGEYVWsZgHU22TQCffL3v4iMY1/k01gUQHqNDZeWxFmoWsTFLB0onFiOZqLEJwiwMOmrJHYhZCJFAKZqDgyxiKIswiuMdlMgCvx+uCbG2Nx17gG6cKFcwkIEb2FRfRiJbLnHwijbgqFslHVzi8DdHhsLM6byGCPqmw0I2YhKUCE0Tjpw/tLDxqJluFr+RA2kNKxlgnQaHbjWTD1YzwOPVTiD3EI6fAijKw5LEIaZC7xhH67kAYpDJnMSAqB8Dl53qasa0bTCXZaU9cVNYaTw3XO3nWeop7yv92+xv1Hu4xsRao19a1NDscT8k6XVrfHqfV1Xrh2g8msZDSZUNWW/f19dnenJAkkWrGzNWayX3LyQo9z6ycYjQqmRwWZFqyebNN1GfPpHJUqkkSArSirCU7OaLUTSELAafWGGGeZl1XQH5CEWWPpmdZj+v01MqXY2HyJ0k1ZvesUD/bv4dlnX+Lznxuxfnadqq44ceYkdzZvsS0ltzc3uH1rA6xFnjxN1lI88thDnDl3mnlRMB7P8EbgrCBJMrROMdaSpRnG1HzlK1+mlSUkVx4hTRS9Tou6KOh1Wrxw9TnWhgOEc9wtYOYdfjjk1MmTeGtxtuauc+sonXL95i0mdsrqpdMkBZwcDrDOMplNUQKkhrqYI5xF/1vEoP9KAXgymfBDP/RD/PIv/zJ33XUXP/mTP8kXvvAFWq3Qz/jQhz7EO97xDp555hl+6qd+iul0yhNPPMFP//RPL40QvonNH3tYid+XQguRyewW9Inw4Dq9eNiaANx8b3p+1jQBWEZowKGQDJpCO7q4hIxbIpwEGeTomgDbFtAJbwKEB9hGuPe4QpV1LqgTSYG0YiESsAwG4SAb3V+IIhDCswF8Fc93LE6IW1aB3mNMCF5SwBONYwsssu6G0dmsACGmhSAa8lDHuoc6JgXFehV+zQRoWkYwUtGMhARtU2NsrASW/XcZF3Iv40xzozYVF6lI2YmOUwQYNgZD4UJA0FoifDCnsHWYZzUQYE0ZTpIQIH5GIP8xwVCd4O+q0IghyKFYLHZPvFUwWPPIxC6SuHDqfEzcJJI4HuBSBt3TrA3P4L1mb/eQvfI2VW0iuSchSXLqyuCMI9UZ0qt4v6XBfxiNFClhJE5QOY/Qy96kC7hpELeIBiHmmDZ2xOMJQVHj1i04CyZ0vF0kYzlvSRJNEqu6oCAmSbMguRq0ov1CmtNGOLiZtw7fTQRmArlNSEFta4y3IRmRESYfgf/nAvFBERx5Yv/dE3r/50INTqrCGGAjjNKwmq2rkVIhVQPghiDbJEJCgHukSVKJz8NyoRLBgSHcly4gYrIZ/RWWPE8WLOYA85rIPnWkWRblLu1iVt3jAoKgxOJcIARCKZIk9oyjZOyi/UJYF4Ijlli0ihYBGElg4B8L9s8F0p3/jnjUHrywgVUcIWohPFK44DQkPV4ES1MVESypBOSO2swRtaPdbnFqeJr5vMIclOQioZpUZGlGp9VjNJtQViVrd53inf02N576Arf277Da60JZcu3mNfqDAf3VIV5Lbm/f5vrN25xeP0eic2ojuLMxxcxB9D3dbgslBHvbRwjnqYc9Hnv4MmurfaZrByihOXNiwOHhLuODEWnH015RWCmZT0dUNov3pwpa4jgQHpVoEp3gSo+XhnG1z3Q+ojvsszfb5HBnnwtrD/LpTs6V2xts3LrO+bvO88D996AlbG3d5vN//jleeO45EqV4w+teR6Y0b37Lmzi5fparN28ymVa4eU1ZGpRIyLM2tQuSpHme0Wqf4tnnnuVff/ITfN+738WlU+sc7u/QbXe5cf0F5tMjnKm5+9J5hoM+21tbzGYzkiQJkxTKstLvcunSBXZ299h01/EvJJxZP0uW52gs/XaGkIKyrGi3U/LW/4se8JNPPslHPvIRrl27tvjZU089xa//+q9z6tSpl732x37sx/iZn/kZHn/8cT784Q/z8Y9/nPe+973/rrf4hlszfgGhGnHGLbPMRU9JEGiIflHxHf/+tfsLQbwJEiCUIEnSBXknbC5q0RqE19E31qO04haOr3rPO6QEpYkFdfitr5GxrE2AYkRjTgCLzxQSh+VnW8Cx3nMSGHxD5nqsUSPMtf4yecVYbVl7LIFZEtaQIJMApR3XmW7adTKSpBo42+DxdVOJi6XLj4g+tjF2+Pg7bgGBLvfhvMeKKGnYLG5RKQYb4HNbR1eScCJigA+kIB3tvRAg/qFAZAG+bfyUQ14Rq8SIFJw+H37uRJw9dQRJS2cIMkeNQUaC1Dlp0iHL+nirSZRFq0N6fc/e/hb7B5vsH22g5QhrLUdHt3FmSpqFEskJh3MBQfFR3UooFgYazodKeKGzHDHo48jI8j6VCJ+EWXYRjABCZZsGTpO1pFkwV6+MYV4V8fgCwzzArQF2V0riXBjlUUotvppA0UC+QokApQqFjA45WI/JLP7v2MXMdDNAHcDm8KwYHFo28Gs4hgXfwTc9Wh2u0aJD0STJLNoZIpbHIhIkm5c1PIPwvRk/C/dPmF5oJEGb5MuDsEFn2pqoRd58DhfUt7TEGocxMairMDJkraU2NVqqAFFH6FnFWV8pGj2CJYoSjmO5hHpv4RJwtpEojdc5vo8TwV/XR3ciL0Mf3UuP/EPw2iPeJNCpRBioioJqXnE4nrE27COdJ8k0SiYc7I/QTiGNJvEph+MR11/cpHu6w6X7HiQ/GGCLGTIr2L2zw5nz58jaLSazKSdOnuQrz77A+KWXOLF2msHKKo+9skUrbYOUTMZTRqMjyrnDW0mWdjl75h7uOnOKjZvXmY8nzMcVieizkifUdsJkdw8nJ6RtDTIEYG8CEuAbON97vLfMyoJuq0ddz5nNS3qnu0znI6rpAbLO+YlvexM3n/kqn/3cn3FidYVW1uJo7zCgLU5we3OXE2urpFnGfDbDC6jqihdfug5eUZUlSmYgFFJqilnBSm+F+XwWdCWc5epzz/IXnz9F77Wv5/SJNY6ORtxz8QJFUbC3u0VVFpw6eZLVwYDt7W3sRy2tjyaM1BhrPZ12F7k2xFnPbFaxt3WbTq/L6tqQNEkoywpJkLvM1DdczP/dAfjjH/84H/vYx/jxH/9xAObzOZubm3z4wx9ma2uLd7zjHXzoQx/i9u3bFEXB448/DsD3f//38wu/8Av/XgE4+JY2wSOQraxpstnm58tFa7nJY9+X0W2x+DTz0MdciAL5KVZJcZFw+GOjCLG/5QMP87R3DKzFoODXwd0vkK8JAaO2YUFoDBuqYulzK78Gll0QxeTxxCBsGkh8s0g2C19TAUd+ZmB7RKeZpiAPi3qjfrWEtcNCbL1D6DiWI9zidEkdIVApF1Chb0a2GngQyTWleAnJ24lVddNxbIwrRJMEudA/dm6pGnQMXqSBJeNspjMmuCnpBK1UkA2UEqkV1oUgKoRAnPl6iFtESDQu+zQtiwBt2lBZixgYVCP8n+AdmKoCqZhNR+wagTWa2axEipqtvZdQaY1WHbZ2n+b5qzdIk5Qz62skWYlMShwFUIWUyEscwRoxeicFBnA8zU4Q2yHhJtRSL4LvkrgWFvssyci0RgtFohVZlgbVoZgoeSw2kqMqU1NZg8OjlMQYH0d8crQMMpZ5moVAEiFWIcNC6L0NAVhF5AJFXdXUhUVpUHdloW9NlKn0BuMstXdhysCDqauQSMXnTCdJNONoUKiQMKHEsWONaFDSADVy0ZrwsewUtpHWCcmIFyCFwwmH8A5TzY/d4yqiDRItiQ46JrYymhUhaqULiUo0QqmlFGWEyIPmgFuOAsbxLxefLR/Hjb52hC8kvjHBzjwilUENjwZWj+MokeiGD3A6t0D+nwLxo8CbI+dFWJyoQLtgVPFTisk/qtmc3aadtEn6CeXIoJSknBUURxN6wwGD1govbl+j9DXrl9dp9fpUxYiDm9eZd6fMioLCHjCdl+SdPiDZ3dlnMi5xNuhjnzqRkogM6QXDwSq21+Zwf4czp89SlZ4/+L1PIQxceegh1gZr3NneYP/gDkmi6HTamKeOmFw/QPxNEdexoKSW+tDywTisrUmkpK4q0jRjsJpyMN6lMjWDtZNUe3NGt25w15l1XvOqV/OZT32Gvd1Dvvtd72J3e4+nv/QMrja87S1v4wf+zg+xv7/HfDbh1uY2k0nBvZcfZHo0RjpPK8vJshb1wSFJK0UAWZpw86XnGQ76tFspZ04Pufrsc9x17jzt9pBr167RabUpioLdnV3arRZnz56j/ImSzekmUklWV0+Q5ynFfEYnz1g/dYY72zvBMnc+IxFtPuotH8SRTSf82zbh/1IB4K/f3va2t/Frv/ZreO/5p//0n/Kxj32MXq/HBz/4Qd797ndz33338XM/93P8xm/8BgDXr1/nAx/4AJ/85Cf/Krv/1vat7Vvbt7Zvbd/a/n+1fdMN2vPnz/OLv/iLi7+///3v53d+53e4fPnykmAECxj432f78G+9MWSeLswZBsu6YK/X2AIuPHiTDKWC/VhTHb9MeYpjsO8xolP4aJF1DFFYIEDZS0IVFEURzATEUr0pSRKU1iAEZW0W1mcNCcvFnlsry0NV0FgANp9Z6TCXK0IFfLwSkvHvVVUsYMtm/tJZi3eC2gjcscq/sSRUSsU+oH0ZLL3I2GUz67rsR//sD/wpH/6tNwJ8nRvSEh6NIvk2KB81YhXxRYH91/T6I2QpGi9hCCYAOsCpWml+yUn+My3oRQa1b0hsC5oQYcTLOYTUCwlIIQQqkbHPbmMvr0ZIotJWc11DBVzXFXV8nZRLS8lGpUaphLr2JDrn5o1Nbt/e5XWvfQPzYp/WygznC1LVwdaew70jBHDm1BpSWpwrKe0coQJvoI6yjEq2yPIh3qmXwfzHPaH/y7f/K/7733/X151ngUSrDFsbyqKglWWsDgbMJlNuXn+Jzc1NRpMjdvcrzt61wpUrV0AJirpE6VC9VaVBKU0r74ZnBsFgMAiCC0WBtXW85yzeWGQi0YliNBqRpW06rTbeCHqdLqlOuXPnDjvb25y/eIEsT5nNZ1hRgxRUro7SmcuK0OMWPefjEqOwVAEL7ZCAxEghkV6GR9Z4XGArBblH4fHYcL9qARKMN9R1DWbp3mWMiTaC4R4OzO2waSH4n/7+83zwV+8L9yISJzR4gY3a5I1SnGLZHza1wUc52CAJKxFOoUQapgH8UoO9eU3zjB8nQC48wQWAxbuAQCjVtFJC5Wtqi7MwGAzYH4/4l7Xlg+tn2d3cQqgemIScFkmdUO6U2CPPIFulnhuk0BSmZnd0QGvQoTVoMXcVXlYMhjmHo30Gq2tYL/BS8wd/+FlGoyMefOgKeMWXnnyaTqtLO2uxv33Azq09Vk63sW5Ou51xeniCKw88xGtf9Xounb0HJzJOtIaY2mLqknlxxP7hBpu3n2dr/xq6V/LfffRP+PsfvQ/darHS72E8jCZj5vMKax293gCtMoqZoa4cUigSmzPU68gi59oLN0Eo3vjGvwFe8Yl/9Un+4i++TFEazl+4wA/83R/kFa94jDt37mCd4+bGLTorq5w+fRpbGE6ePMGtF69hTMW1G9foDvvoTNLtZXzmU39MV0te84pH+cG/9T38/H/7czz97LO8+tVP8Na3vI2dnR2SLKXf71PXNXma0+118YS1XyvN9WvXcN5y3733czSaMJ8HhcGqqhhPJrQ7bc5fuhjW+yznode8+S+Ndd90AH722We5du0a73znOxeLh9aaM2fOsLOzs3jd7u7u1/WI/6pbXZu4yC6DllIqPJju5V65ZVkihEarjAagC9uyvwksFr8AMS2JFI0mcANlhmMKMC4EkYogrL10DLI2aMwaB9OJBWnRWix0mBv4FecXn/t4r884C9YtIOjj/cAwhiQXi0uY5w3HFWY2FU4KAmouI3wu435c+P2ogSlk5HJLH6Flv1BgOr4wNn7CS6nIpbcvDWToYwCLmsDOBeJI0Cp2sSfskVKjY8+sgb+NM9TWBCkF5/nQhx3yH4MfLDrai83DAvr2xMAaF0Zo/JKjwYQ3JGkYuXLOhr5eIy8IAW6WmiwmSxCEQXQSFn/nSqR2qFTS7kFvDq2uQWTBQajd6lDPa3Z2tujknWAwIBRaapKsxcnuabzybI5G6NmENG/T6a0yGgdRFGubz7kkIDX3QEgYX558eSeRVOChKgvqosLUNZOjEVt3dhiNRngEKysJ7XY7+CrXDqlD66CxdWz6z1VVx0TWUVUVVVW9LAC7/9UgXy2pr4RxLuNKZNYiz9rMxxOev7nBndu3abfb7GzeJm9lwagiEehEhx64CtMDzTMGLGYfm+t0HLIN92i46LYq0WkWiDm1wxiHN2F8qZO3gtWfM9S+DJrVzoQRtZlEtHjZ/bvQEhcSYw3/ggD9v//Ya8KqoPAqCXP1zb1t4/NnHamU5HkLcoIHsm2IfCIqjpnAX2CZ2C/XlfD8BMW35c+tMbTSdHH83liwcYbYB6ndfndAt9NnXlT8fneNH6gLzOgQLww+d1RVDUKhM00uMmRH0lEZfp4xPZox6HVZv2udw/GIeVmz2l6h9AWj/RFn1s+Ttzu0u32evfo8qyt9Njf3een5G+AFrazN1uYWs3FBojRpK+HozpikK5iO5pjZNmuDIQcH+5wZ3sWPtrr8yrQicRoh2rTznHTYpZUMWRuc4/rOFwHo6T7/0iu+a3uGn89QScKwNyRvdTg4OOLO3jbWeHrdATpLqMuaWT0mB06sDzg6mPLc809zz6UHeNWrXk2r1cej8Ais8WidUZSGF198ka8++yx5r8O73/U96G6XH9u8wz+7+x6m0yn7hweMpxN0LSiKCcW84OKli5w+cZo7G5t45zh79iz7+/uMRiN0mpK3OhgLyBTjBWVt6fV7CA/T2ZgTJ09SVxUvXr/B6vpZTna7jCdjalMyHK6gk4Q7G7c4HI9od3r/4QKw956f/dmf5fWvfz3tdpvf/M3f5Pu+7/s4d+4cWZbxhS98gVe/+tX87u/+Lt/+7d/+ze4egAPrWEW8bHFq+puLSkirIKDhPd4e7/02QVguAtdyC0SOlzNjHcbWcdGILGvcoiJOZYq9YzBrBuvjQyYFxhqE1HzutxMeeKPk9OXluEeYDvEkWoUJ/wn4fsNDCI3BVOtoEsGSOBUDcMMUPW4TKJqgKQOzMKpLNDnDsSpKBPs3BCM83UCJoqEqLftyLProjQhDo6S12FdsbIkGVLCB8SljsFYqWTgKyQZ5WJAtfNAyjvPZSVRKwjn8fx0s64RtPksULKCpouJ/x+dLpX/Z8QahYk9lq5gcBTEEKWUgJEmFNSCTBC2D1Z8tLXbfINZDQlXbOt4pApnU6JajqA+ojMWTUMwdprDc3hjx0H2nGfT6nFgZkucpk8mI+VGFV55/xoAf9Qn7uxNub2/S6w+CGcKx8TMIRGcfE7uqMpF0tkwqg/QlJFLHPqqnrgzGWKRWKJ3ivCXXKe12NwQV78JoU0Q9lGoEagIRTOsGMXCLLxHve/9ej1eOsqrpdDpkOqesKsZHM7Zu32H79hbCeRKl2d/ZI29nZO0cnSmMqUFLjNbUMZAtnk0VHZ7kki3vF69ZOlwtiGkijGupRIXFL8kDkztWi/hkMZanx4rknyfY/3zJcFZKIpP47Lmw/x/5mjVFqwSEwLooLKICmqZFEhjmtcEph61M0KBXCu0dxgTxEk+cvbex3xt7z4uVxdnFOiJFVHg7ApeGc+zi8xRZE4RaXEbUStLRXVqqx+b2NX6g1wGVMJ3N6Pf7TBKFkzWVmVMIj8410gVzlKyVU89mIdmvFWVRkugMO/G8cP0GvmWQOuPcuQF/9Puf4vqtW/T6A17/mlezeWuLpz9/lbSnmU8qlFGsra1x4fx5nn3mqygBj7/hAR5+6AEunL+LC+cu0spz/ofxhMIaSp+TiIQ8a5HnbfJ8wMrKCXonwnTMdN/xHfMp7cEKnf6Q2hrmoxo3L0lFi5P9NKBTOiFNEmSaIIxjPj+ks9rD6YytO7fo9rpcuHAfSZbxwtXreKEYrK6iVMLR0ZjzFy7x4CNX+NRnP8Nn//yzvPm138ZHWy2sc+RZxute+zq++KUvMi2nSG+wtaMuak6unWJ8NA7aAB7ydgek4urVqwxPnGR9/WwotoRgPp4gdEqWJZSV4cTakCTRPHvzJr9a13zEBeQnz3MGgwEe2NnZYTqd4hfjj1+/fdMB+MEHH+QDH/gA73nPezDG8J3f+Z28+93vBuDnf/7n+chHPsJkMuHKlSv88A//8De7ewA+LSV/SwbGZlMNLqClCPU2VZtzDls7lh5IsAzCYfF2x8We47973zB4ffSK9Qv1qAVkLQV1bRD/I9ifDHZ0SoeHS7igFvS2H5EBLoPF7x4PnH7Tw58A720IG5GAJUOQQBwn4jQBmJfDd2I5vB/OiQDp4+xleOOmam1EPfDwp3jegqCHC6QY4dAiAaJ+cZPB2zDmZBtmaAzwSsiFRKFUIlYN4VRKIdBSBYEJKajLIPPoveCWt5xzAhE1roUUUSUsIhqxKg8VanNUITlqxq2CpKKIohMsz4EIUKSWEusVzhzzMhY+SEUnIZAR/ZEb0pmfevgNT/1fBNU0maoozOBRiSLJEsazCdaFRfGlF2/x4OV7ObF2lm57FY3mYHfCdlEy2trGFHPa/Tb/6PQpdL5CnSjqYspsWgbGOcchyEjWOUbeibdM9LiFheiMkiiXgA+Sku1ul5PuJK12i73DA7yzpFlK2mqhvGM2n+G9CGNvhKAQEAiJVmqBzOg4ThQYyEHUQyqJveZIHsqwUlA5A1JicVTWoITkcDJBSMGK7zJsZ2TxGfAqWEMKEX2i43WoncHUIJUIes8yPocRLQn62Y40TcM1tpZUJrQ6bdpJhyzJKeclZV1Sexn8jazFGAdDj/qJKF1VR5hbhJZIQBH8sj1y7Dyrxp5QKcQxEqBQIlTVPrSGZK4jI9rgJh4xBX2qGbHTWMGCdKi1Rl4DezHYYB5ntXsvEP+3QDwsUJc0xrlgECPDKqWlItEJmW4j0pRi7njuq8/w1eee5/yl85w8vRpY27XBYHHUeKUC612DSAXK11TzGb4jGY8qJqOShx58FY8+8mr2do/Qf97j81/5LKP9Aun20KLFQ/c/yvd87/dz4cJFPve5z/NLB7/Eta/eottvkZqUREiq6ZzVlRWSTHLh3CVe8ejjJKnk2avPkUjNg/c+SjvLcJWiLixFVYDIyLOUPF9hoO8C4I2v/x62tm6zubnB7p0jdKZpt1Yoizl5O6Xd1bhI7JOSOC9rqeyMGTWt1S4rNmNr/yZJlrI2XGft1AobG1vUdcGd7U2qes7b3/x2zpxd55HHH+O3f/v/YHd3m4t3XcA7x8H+PqfPnub+++/nzs5trr10ldWVVdqtNoOVVbauXydVGVJohsMTZK02Wzt7HIxnWBJWh0OGKz288xTG4agxHg5HYwYrA9507jyvGI2ZTCdYa8nzPK5Fgk6vy+X2ZbJW5xvGur9yAP7DP/zDxZ/f97738b73ve/rXvPggw/yW7/1W3/VXX7D7Xt1uoBgvfcoLcPDGoNbA2stoGjvFwzYsDV/DlVZo1f8sgoKIkMxZN6uMRyHmLmHwGOtw/8TAU42fGiMc8Gg3Ab4OSyicjFre9wYwZ/z8J4weboIqJ4AH2Ki7/DLK+CwaPPyHrBfmj3TBKKo/NOwMGWcOfXRaefdsb4LesUh61546TS0TUBH4RGlgnxjCMAR5pahblZSkidJ6J/GaxD6zTUSjzHRBQrFZyT8vSjRKURwaHI2BFIZsPFonBAqcRM/m/WEM9ws6CKKoSwSEI8TJnCMo32fSiV4h4mLqsNiTZhBTZMOxtah76YEyWkNP6ni5w/nOQQQTdaSdK3G+RQhU4TPuXHjDq967JWcWB2gnOVg/4DtjTs8aQVrZU2vNlinSJMZWS8DIcnSnMpVxCwlHItfKostCvhj1T4iGNgbwvVr5nUbxq2SgrzdQaUJtQsOUXmrTVkbkAKdJOE6xHurSS6bv+N8ZEFLfGwV+JgEoiT8mWZ0tqBKahKtWRuucgLLeF4wPgoLS6Y1Mk9JWhlpuxWsHfFQOSQKrTRCBUnJAD1bvLVxcQ33eAhQAUXyNijeOQtapuR5TiITynnN0d4YvMA4gxM1MgsGE1BGuUsXVanCeKK3y5aUNWHmc/GIN2fchec6UeG+rKoKKQSJUKBCjzbVmkQq5kWBLwrMjoOXJGK90R8I3tGLfQsPv+cR/yAkxa1WFo896sZ/13Id8YnGLngA4Z5X8VmYF5Y7G1tsb42pK80zX7nGc89f57HHL3Pp7AXG+7dJE0+WCLSoQHp0qkh1CoWkJfvsbUzxZcJ9jz7M+bsvo5J93vKWAbuTfZ565kv0V45IWzlv+Rvfzv13P0hRVTzy0Ct465u+g/9987dpZSl+32Hbhr2tHfr9AQdHR3zyE3/EV556CkTJ5u0tHrtyP5fvuUh3cBJvEmajkslogimmOFpIJTA2mJaePfNKup1LJMmLbNy+wWR6wHRS0e71KIoJtpiiE9BpmDA3xlL7Ct1PKKYTjJuzun6Cw+0ZNzefpSxn5N0WZ84OefLL2fxwHwAAIABJREFUn6d/Y0Btar74xc/ymHslo+mMc3ets7+5RZ4knByeAOG5c+cOp8+exljD7vYdHn7oCm0lybMWs3FBVRlarQ7tTo/KOvJ2F+MFG3e2MV6QtbqcP38XeM/+3g44OBiNKeYV6+unSLMMnWhm8+BVTFGgdRARarVapO2/ZkpYTdXbwFZSyhCwIswG0IwyKBWqi6p0X7OXZRWsk+OH2cwThtccCc9YwDnR9ISXowUBuluSkxoSljU2qF/JSNBoFtOm+o09okQfs3mDY5899lZZ9j+PC3QsCUXiWACOv+8cTjYVYpQ69BFuF2Kx+DV7XthQiKBGjIsErfivQBBfiJVlpFwtKppGbtI5Exb8BVFKLIKiImhOi9grfo93xOHbsNDj0bHx5wkLoY/oQ/T2YekjFX6yUIhyyxEj56OYhI+Ji/QgXEgwhAtS37IZLRMYX2F8SAyECPPEIlo4Bv6AWyRWwmckaYIxniRtk6cZHsNsPiKROVU5p67HeEpepVLmwjKpS6zJENKjNRSmpChnJO1W6IA0d2KjTOZcbA8sCUnhNm1s9QLaYX1QzsJ5jHVRrjIkkmmakndaJHnGdD5FKEWeZwgvgxCFCde+ccxq+sF20ZO2EWGJzlAOzH/iqahwJlg4FnvbOOtYO3uGlRMV89mMTqdDu5OT5Bk2Ce9VVhXWBuqcjzKqAQUKX9bG1pEIwcp5x9Pe8ZALlWe4n6ClJUZaJvMZh7sjtje3mM9rauvI2nBifUh3rUswwAqBsJHNBLGsrBvCYANIHUOzmp/XxlAbgzeWVrtNnia42uJMja8N43IKgJYCeY/G3h3aIaJBhZpWSrO6/EP4KoJHtHwZSmfdsnfshUAkOqiUiQBrYyzCW7SHsc7ZomD/YMZ07kiyjHY3Q6cd9naPaCUqELeEx1EHI3kpmWPQaYskaSP6ijYrzKXhS1ef52h7zrlz5xgOTnOwP+XWzW1Uollfv0i3PaTdaeOc49TaKS5dOM/+7h6T3hg3r4O2gWrha03tap5/7kXyDtxz71keeuQepuUet7YsnWwVfBJ69AYcMxAKHw0nbm1UGKsYrN7LYHiBvYMNdnZvsX94C688aS5RqcX4Au9qdAaz2RHdbg+JoJjM6aiM7mrKkSnY2rtOORc8/OAreOSxh/jzz3+Bzc1NHn70AUbjPT73hSe5eOEeHr73PjCO7c0ter0ek9mUGzdu0u61eO1rXks5m7B98yY4yXw2p5iXjOuStZOnGI2nlLVhZXgSYx3Xbm4wmpXoLGc4HOCFROoE7RxFVbG7d0CWJHS6HTLnqepJ0D7wUFYVebsN/yEh6P+vtkblxnkHLvQnnffLwOxM+LuUSJHQsJpfDjUTqihB7IsFFawG9iXKvhXWxMq1IWdFtyNjsNYvvHaDLnRQg1IqCPtba5GqsacL1QpCIwi/Z/Fx/jD2NRcwbOwZy/AZVUPgkE0fj8Xxe78ksugkwGAm9qmDTKONuwlJxJIMEyUq4vEHab1QFYnjZyqumC461IQoKZYBBBbuSkoI5FcUqi0Q9xH35UMPsklgmn3GJEjE4wsQbJQ0JPhmWuGQMsxkOkIm7Gl6z5LaGCpfo2UIlMYFSUGJQI4F6nMC8d1BiavpOYYP5bGmXvjLOmeY1RXONVW5xNRBQMJbH3S9fUJVlGgJs2LEcLVDWY6Zizm9VkqVONIcvDWkwODTbdrvzMMi4uYgKtJMYV0NPkpDRlSkOdkLiB1PM34eHBl8PD4Tr4FD/amAV3jsiqW2Jjgi1RWyVqQua25vqqpCRCKcjUpbWoVr7z1xLjwcq7N+QdjzcTbWCs/MlCQqzP0eTSfkOqPba1POQ6ulv7qCUpLK1sjagvBUtaGd9UNAdC4+o0EiEu+XwwiyucU8hRfRtzh+eA/GWsazKXZmOdg5YH9vj+2tOUXp6QxB5oKknyEJ6JMQBm88SupAMvMxEZUCFRnKCPgzD6+LN/FTwvMoIL0PDlBCkcoErOBwb8T+zi7FvKIqK4bDFVbXVtGpxtka6x0q1QvyWCPnak0wEplLCY3+uhKkOkGIhnTlsUJQAE5FVKJpK8kElebMZ55J6eh0VplMbBQQSXBe08171M7iXYmtDUI6kjSgR9bWGCexZoJvdXAenrvxPMWRZn5kubW1yfUbG0iRUlVjqtmMT37i9zk6mnD3Pfewu7PDM08/zf7eAYd7Y0xVYitHkmpG021aSQudeIRSVKlCJIqbG9fYvH2NC+fv4fyXL3HiPWeRWqOEwkuDs5qiDmtZkgwRssC7EqUtJ4YJ/d6A1aMBO/vXGc/uYHyF0AYvK5wx5B3FvDwiSzv0hi3Gox2U77Byesj0wLKzt4dTlkcfv8KpM6f47Gc/y+7Obe6++yKtLOHM6ZNcPH8R7QK57M7tO8zmBfOqACVYXVmh2+6zcvleBIJr12+Q6JR6PmNlZcDG1jYIRZ63GM/mIBVHowlf+IsnufeeS1y8cA5XF8zqYLwwmc8wNsMCWZ7TW1lhOp0yGh9gnePUb2Zk/+CvmRtSbQ029ndYLN4gpcI6R23q6JOqEL8C9kcMOom9zSZsiOZ/QS7uZePOfiFrwSrQJ5B0ROzd0AQhln3bRIVAb+pQvSgfRk+sD+YCXoL8nxXy/UGVaPGcKbFQgTI+JA0OF9yOZIDXZey3Nu/lafRsl7BdEzSdAyuhMmGh1jJWdB60COxTGXu0kiba+SAsKUQ4RrE8DwBfRrLq4a6GpRt9dBdxo+mJR+KJ7Aq89rjSooi2hLHkCwVd4woTVIacFNgIzQeYUlA7Q2WCPnKqNLYhyPgghO/rGKqcD8mTAFTU70YgpEM6AadYwqE2OM8sesLGLhY86x219Rx5z3MonpBB2chbg0SjfIVwAqUdbeVAZMhZTQtNrvKwX5UiWnmQpOwmtB/rMrg8ZGu0zfxgzvnz55hMx0gPOw5uWsvjOsD6TcsizwIcVc4K8iT03FxlydIEqxQH8xnIAFD7FbA6MG+LcoasJRZDWRfoUhHY+iVSKgb9IcIpqvkEgUDLFrOqZjqdcmJ4BiUcwpd4G4JjUcxIUo3WKRmC0oR+o9YJ3SQY1ntT4+uaYjqFfi+qcmm8dcyLGbnWtLKM2lim04IsSZmMpyghSZOEXnfAbDbDujDVIBPFa8qSdrvNpBjjpaEWnpoCbyuE9yRtyamTA8zcMCsNsq2wWmGkQliHqzxaBYjXO4sXQckLJQIbXIXAaIxBO0cVncq61IRpJo2wElM5OisrtPI+R95TzOZs3DrCWsfhwSHrRcrZcydJE01RT/G1Ae0QSoPUi/aIdIJX4nEReQnVcuR3uIDsKClQ0lJT4n2FVh4lNFokaN1i1Vnk7UNubYyZjKZkLcnJtVX6eZ9O3mY8H+MW5MuwDiIVzoLSWTBZkBLvDKPpNlefu4msco7+eMKX/FcQUnHvAw9yMDqkNjUvXL/O89dfYjad89LzL2CnNQgZ7k3pSJIWrSTFOMt0PkbqGnEkufb8TeajA9bPrHJn4wV2rl3jvpce4O6L95KmXZQEU1ncPBDm2qljMjGs9ofs7e5gjGJteIF+MqSXrHJn9wX2xzcoygNE4lGZwtQFCE2aJyglmMoplbUkeZf2mQFnkx77sxlPPn2VB+65j7sv3cszT32Z/+VXfpV7Lj+If/hx/sn+Ie/duM3e3hHXb97i4PCQixcvYpzghReusdbr8PDlSyAEo8kI4y2rq0MkCl9bVvsrwRmrrJHOc+PmSzhneeaPn+TuV53nrW95M71+j/3dHZI0hTRjXFQ4qel3O5RlSV0VgKPsjRHzr0Vnl9t/lAHYRW9TJeXCRaYqqxgkA7uTyLbkdWFRcnVk6DYG6gtjgwZa9n/pe/nYkwkkmEBQWZiyx6qzgbljFrCYe3SmDqYLnlDxPAE6UcFGTUC1XSP+L5A/TIAu/hgYCvwrIdj4NQSwUPnRqPU0EHWD5XkWlakTHpXmQCSRNLC2C8lH8Cv1wUbNs1hwhQhQvvHHboavAH8bzjhoQQzySwjPLqQqw3sEuUWHuyCRziNs/KXIshXSR09auUhyrBA4IbAisMtD7y8EFRt72lVZhN5hrBYDshgSEqWTiD4IkAFOdhjwHttxuFdafE3oz/nQ0/UuJBrCRlKM9FHjWtOSgvMQr1FIOLQARQ3GopVAWc1K+wSytCQuQZIwL2Z4lZCvDBC/I5jdP2f2eEWWVHRW+6RVi3lhcVai8GRVxao1lKnGidADTpOUcVTG6fV7+Mpg5yWJl6ReUnnQSgXhfu+wj4a5V2stTkqklgHeJlSCzjtMbUgTyXRSURcwm1XUVY21CZ6EupbMZzU7u3scHu7Taqd4DM7XJEaSeY/xUM9KqrrG6jS0fIqSg9gnbectyskMqzS9bpfJZBaSPak4OhwHdayqIlUpmQ6qW9L78Ez+gSO9nOAuespZhXUOLRNwwejEKo9REik07XbOykpG3yb0ZIJPFWU7YaoslXNkKsGXBUVdkHUyZBJkI2sfes3GWGS0WPxkInmXFyTx3r3bhec0lQmtLMMISaY7FBPP9p0JowPPeCQRQrG/N6Ust0nTnLXTnTAjrANS4KUN0qhIUG7RZ/Ai3GeBkOmCj7H10ZFLoDS00wRrHK6wJDonUx1G+zP2d0q80UxHc+rKk6YKJUJ1Pp3MaXX7WFFGMiF4KTHW4yoLpAivwQq8r6nthNHkDqdX1xlcSUmvJnQ6fS5cvEj5UsXR+IitjdscHR3ijUemmm5nENpqpUOlAmMVtasxbk6Sabq9LlkmULJAeBXOR+rovz3D+kP2D28w6J2h05IonZJlIQALf4S0JeVE0E/bzK2m2HfknRVO9VJaSZdOq8/++BbTap9iNsILhRc1h9UUkXiytiZJEyxTrNH0zpxGVIqnrz7N5s1bnBwMuPLQA9z6Fy8xWTkg9YJ35jnT2Zyk1ebeBx/mztY2h0dHKKVIZMJkWrC5eYeVTsq8Krl+8yYX7rkPJSS4cN2ccfQ6HTZu3+ZLT/4bZtMpblrz6Wcszz33NH/v7/4g58+fY3t7l/mLc8xXDe57Amk0UYK1tSH7O9uo7/Qo+dcsADdM3maBrOsa08g8NrAeoRJ1j4Sei15Ax4Gc5PwSfg37/Pr38Yvvxyq8Jug2c4UQBMltHSXr/IKVnUmBtCrW2QL5WMyCfSAJ5asJ7p3gZLB0s486nHY440mTwHJ1jqhpC0SHG9FU8iK2dgMeG9xyhCeRCi811tko3xdEHERs4rqGp+UJvTIXNIuRAeZcVMCBrMgwjnhUxkboN5hHWBt2pJRCKBUWOm9RQpJIFcZ7IunGeIsiJEwiiixY73AijHBYH2QQTSRwcazHXdV11EsOPVqlZDBLFxK8iq4/jro2eFtjqcHZQPkSASJtWv5LpyxH0H2O2tIIhFR0haArRDg3LlhTqCiy73UkTEmoXU2SJlQ2jGcUVY1OFUmWYd5scSqwZnf39lkdDFnpDbh1Y4NTJ08wmR6RCc+ZROElTIuSytRkeRZHuWD7YJ/iaEwuFKvdPvXMcFQUHFQllWvaHmLB+m/lOUVlmc1K6tqitY6yozVJkoKbY8pASKrqGicUaZIwns7ZPxqD1MyKiu5Kl/m8RCcJ48mUybzECYUxkZSmZGTMa+QhyF+H6iHHzuu2SXXC6VOOg4MD1oZD9o8OGRUlRkCeaIqypt/tYa2nLOZMigL5oGTqDxEjSZIlnF5fxxjD0XhMnkdzhETghKMmQJgCTUun5P0+dTelnh5RFRU6AVE7qB22cuFeERIVA51KNJlMKcuSNycpvSRBNEmkCYnzrCoRvqaVr1CWczZu7XH92jWEz1jp9dCJ5kAEQmZpSiw5SkGNWaJq3sJ/4/E/7nDNChpRFu8b6dHIUfAgUUgjEEIhjUL4lK7u4SvNxrUNnv/qFuNDR5rlKO0Zz6e8dOsW3RMtLuQnUFVKWQV3KlSYSKiNYzatcNaSqqBTwq86iu8+YnI4ZrU9pHVhQH49DSQ8LxgfHLJ/sMt8NOfM+TPs7O2y0uvRStrsbO1SjmeB3Cg0zltk5mllXfqDAZ2OxroptZuzvb9P5VK6KxfYPtplNJtz+e4ulhRrEjrtQTjlYkR/2GV/e5ezpy+gtGBndw+hM0TiSZMeZ05eZrB6gv3xNjv7G+zub5BkjnbH49WUaXHIZH5ImnbJ0zmlKRGmi067vHj9Ofa3+rzhNU/wrv/qrfzJl7/Ipz/1R7z/P/0RPjE65NyFu7nyildineepL3+Zl65epbaGLNXc3tpio5ojtOae++9jeOI0SZZTm6AhXhtLu9tjPJlxsH/EdD4hz9P/h7o3DbV0Tc/zrnf6pjXtscZTVWfq06d1utPqVkst+9iWgtxyZMXClmJbWEHBlgMW+uVARgIKBAIxgRDIL4EJxoltEkgcYSe240SyNURDqyc1PZ9zaq49rvmb3yE/3m/tXUeR/rcWHGpXnV211/Ct9bzP89z3dVOtN/zLX/11mrbhJ//iT3L33j3WBzWjd0fDpKqncR3YjgcPHmC0wpj0j6x135UFGCJU4DrRJHZvO5LRywlLu6KcmuRKmLUb216rLlUUiPDSHvjME/6+gP8wjnGv9qnDXnenQNU7e8NLu9vd7yP7Nu6C8QOUwsa/64C0KLCveLyNyty26Oltj1t5Qp4PmbBi4MRKlGQgTQ3xiwzTYIZxdpC4/8TT/pct1sQxODIqsCWRVmWJzOqh74/3ddjJyZ1Ya3fyGF8/hwzfLxDwn0H4RaLiM3DFZbZqYDf/00A4BP5MzEp2rkcojdQSp2JR7p2L9gkfn/dAFM6EEKH4SqkreleSvnSBXu3s47HG2YBzERTRO0twdkdavlKdM4zAI0J/OIgwdM1cH2IEAuGHGPgQEP5apYqQBOX4pQB/MwRk14CRbOotKldYH1cNfevppj1SKNIkp1ovuWgW7M0g9IL5fM2mXDI9mJEWGa3tCbQ0nWW52bI3nQHw8MkzRtoQkpxuPifYQOsFq87Sh8BoNEZrQ1337OL1Fos1bRtjDLUa4gL7niwVZImkaToEgvF4SppNWC6XbMqWV7MJFxenVI2lrGPXpExKEiK1erXYIKQhSw2bbY/teowx7N85QP285NnpU8pNw2yaUjcBZE7TwsnJgmQywUmBJ+X8coUgGUbcDdtyzWg8IkkT8iJnvlrSnZ1grcWkGa7t0EnMbg1O4FpH3dUY52i2HU2/om8TdBanG/Vqw1QYDg6OWNRb+qqn9R2EaAnKRCzcXVlxI1FX/lsAXDLoDxwmkUgjqNstp2fPOX2xIkuiUyFIQWt70kITZIycJBFY769iHxHAzwcwgQFSDQwro6FLZXftET+fMpFRLluk0Bwd3CDRKc9PzlhdVtgO+j5Q1h1BCEazCXtHY6qu4+GjF6RAudnQdR35uGC6t0dejNCyoK0tPYEsT0l+Kif4htl4H9s6OteDtZw8O8O1NcuLc9JUM7l1yKc//UlOTk85eXHC2ekJTdmAAiUNaZKijKLzLXVbc7GYE+SU6V7GeJSTj6HuF3zh979MWXru3jlCphNSvcBbw8H+MQDvPfo69++8RjpO2bTn9Nazd1hQllvowEvQ6YS96R6j0Q0m49so9lhtXrCZnyEzTzrKyBKBp8O5S7q2RNkxhwdvEGrN17/0JfYmih/6U3+Wv/o9f4l/9I/+d/7Pf/KP+b0vf5Ubt27StSXPT85QIhCCZb1aML5xhAuesip55dUHvPXmm3gMnXVstlvSvKD30PSWTVUhkxTZd1gPN27epqq2/Ppvfp7zszl/6xd+gY989GPMF5dkJqVva0TwHB0est6WHB3sI/WHCYMv374rC/BOIaoGD+PLJJ0/SIm6Kh7+moJ0DR2I46AoiLhSvMRfDz3h5wfhlFIIP4yj/WCWFzt/4/UoWA4duXcON8SZxRDv6/QUISRKR7Xvdr2O93NQuSoBSM0/k4F3g+DYxZ8fO3V1lbyid48xLlSv1OB4kP+5oLMdCj3krg4AxxCtQDucpR8ELm7Yf0sEwgcS/f8Xqu2mA7vsY/GLAplLhNuNzyRCC4w0MVP4LxBh9gYcjt5FH18nYsG1zkU0YwhIpeK4UkRPqhQidrcveWPl8BpeWUl2CEcPBB07MkeMAZTx0DHAhiIQIgyvwG4/TJySSD2oD31A+IB0RLhI8HxVCFYq4YcHSIcNgc57fsp7qt6R5CnJKGHb1kzFDKk1LnjqsiIvRnSt5eJ8ycHskP9uVfJXH52gpOHv/v5XebcQ3PECnTasqxKdGLJiivea588uALj34E1GJmF9seTixXNs50BllFYQRIwF9EqyXljKsmKetKzXawiSLMvQGqq6p20b8kwAFU2zpchHeJdAKLm4WNE0LbZXbNaWuoJHD8/IcwNihZRRbb3ZNNHj2q9Yb7bYPlAUhul4gxSS7WZNlmV0neLJkznTyZTLs0s+eLpidgzJKMMXCednW6rS4fqerrNoo2hsycXiBbfuHDLaG1M7yfuPnqA6x0du3EH04K2INrI+QNCkJmM23sNqSavjodFjcT5e26lOyVJP3TZ8yfaMUXwiKHzbs57XjIsx0kq61tIOEwcp86iwlx2kkia09G2DDy1FFvUf1cZx886YJC+YHo+Y7hWQQK+jV9UIFUkDIuCPopdZDBQ6odRgj/JX6vzodY+WwoQcIVOMluRiQrVqmJ9uqStH13r63nPjxi1cCCzKOY8eP2O+ybh765jXju6yXrcsLlbMZcNi3DIaT8iLAik0MjjEuGFvNiLrCu4c32WzLlFe8KmPf5x/dfEbvP+N9yimBq0lvmt5/N530Cahq0qasibPE44Oj8nTqI6umprzyw1919M1LdY2JPkNXnvjAQ/eOCJQ8cUv/Q7Nas7jFy9Ybn+Do6N7ZMkE//63+dt/A/7Z//PL3Lv9Kv/W5/4Cjeup2479vWMKleJDDA7xCPCGVE/ZH+1x59Pfw+n5Q95/+gUW9Qf05Tm+bfCygVAjbMt4PKIqL8nzEffv3WG72XJ6esq7P/hn+Ys/8eP8r//4lxnvHZBnmtOTp3zp977IkydPsX1HniRU3ZhcSfaODhF4ltuKO3fuc3J2xqZu2C8maCRt75gv17RdT9V0SAFZ7ukstL1lsdnyL/7l/81yW/KJd97B2x6tI5zo/PyCcZ5ifUD5P3z9Cd+lBfhD9CB5TfLZ8V53EA7Xu+sP40F9GXe2kZS12//u9jLXRTiADIhcXomUgOt971AApZS4tsfLOHrmEfA/gf+PY+6oHBS2clcohw7SD49BuMAu2kzKuAs1SvBTSIxOBrHusOMNA0Rjd1cJ12PSYfcaQsCbQBoMWiVoqYcxaqD3ga7rh87cYwchT1SlxsemAanMcA+vb+oqLmuwWIxiVx0ZuOJKsRzkMF/LBEF4eu+xwWJF3OMiouDMD2I2aTRCSaTWJDK5KrjA1esZQojh9MPu+/0vBr7+O54f+xvxlRIYwqAqFzCozONzGl4SrcmhY94VYS8giAg6ERDtVx6EdYgQ+ISPpvpeC6wAq4BEU2iFlyqOmPOCTVlRtm0c3QNNY3Gu4eJsjm0tr7/yUX5u3vHFr73P3Vv3+P5OU9qO02dLyrrhfLFg72jGvfv30TqnrRbxGg4FZy/mbOdrnMvYrleczZ9TdxKlUiaTlizLqaqKzabE2e1gidPY3KOVpywddW2p04bgO7QW5NJw/mzN8qzGe+g6z4vHcw6nd+lKmM/PqVvPZrtCCLDOk+VTnBdsVzVV5RmPR+RyxuqiYrtZURQ5hZ6yvQycnFxw547h9HTOeu25uFywfzSinkF1CtvfKunerWla6C2MZzCaJjiXsFq0nC2f0/YdH3/1Tbp1jxWWbWjZVjWq89hsSj41yJAwnUzZasfZ/AX/s7D89SxHuMDl5RKbaXoX+D6VMM1G5DKhq2o224bpbBT3tK6mdTsdg6H3jtqWbG0DNpDJglu3b7I/2iMJKScnJ7z11lskIwMFVJTUlFjfE6RH73x6A9gnhDCkbun4pt2teUQEv/gQkDh8MLRtzWS0h1aai/MFZyfnXJxfMr9cUpY9xoy4vLykrGtGs4JJsc92teTrp4/4xOc+yaIv6VdzyqZmJTvStGI8HjOd7iGEorrs2RYNtgnk+YjL8wX7E3jl8C5vv/aAy/0J0kjef/iU2jbgemYH+2gBiYK67FibC/T+EdY6NqsVfd2j0qi47pqazWpN27ZoaSgm+7zzzid48OqKb7//kJOTFUGleHvB4mIFwJe+8m3ee/8hn/3BH+DeK68iNNRuQ55M0MJgvMY5AcJA0GiRMc4OGb1yyM2bt7hYf5v3nvwuj57/Pq1ro3DVWmRdUqiMezfv8/pnPs5XvvA1PnjvKbjf4N13/zRSBp6cnHNx+YI39mZMpwVtW/GVL3+Z2WSCUYF7d2/TtC0iBJIkoeq6aHvLR7S9Q2pJ1bScXS5YrreMJ1OquuT07AJjFAGF1ClpPuJXfvVf8977H/Bjf+5zHB8ecvbiGYlJUSZlu62xf9wK8MvovKZprsbM/qURsZQS+3MW8UuCJNED9GjoKMX11xCw7HyxLy+CB/ES0dcLQ+Ef7EBqUAOJn4XwP3hcb+E2yP9o6HiHPbCWiqvcORfH2G4AhUxGo6joDQE7IANt8Mjg0cNOMhptX8IR+vjmdux8jsTviXc2/mypIoTAevq+51kI/JYU/EQYElSF4H+TgneF4GZQV+xnqQRCyQ89CwBiKMCRVBUnCEoq0BoNdF1L17V4NYQuyMGCZa/9jn6YEOwEUyLOs6JKW0alqg+DJcsPMI9hvdA1bWwaEDz4Hnj1nXgQUcjB72yHvPphtO4d1kdghx6mIR82TcXDixtsXMoLdHCIS4H+bwPyF4kisL4jJIpOBJwWCCMIOmLpqjqOjc8vLkBHf2eeFQghKTcl22WNEYZvffV9zp9fsLmsufBLjg5v8mJ+xvykoWo6qm2g266xm+cZYfQ+AAAgAElEQVQURcGo2Afg0d86ZfEzF2ip2JtMkD4gO0eGIViB3YC1gkxMQefUXdzb2j4gaoPJCyZmTOq7OMbPIU0liUloXU8qshiC4UtUO2Fz5lg+7wm+wLqOXB5htCYpUprG4ZzEkSFEzVTP2Ev20d0Wz5L9dI+xHLHdbsmCw20KdL/Pfu6Zr9eobobdGJLJDb7zp2veUBOMb7Cqw3/BUt5xPOkuuHv/Lil7QM3qsueQlCAk1vfUZU27beKBulQkUpG0lktKni3P+KFxymYKXe/pQ0+lYtRlKg0hd/gkR/QejaatGv7rNOFvI7ADpW7bdnTCE7Qiywtc0yORpDJlmo5IhKEq11TlCnROUNCEkt50yDwKgagtzsbrK8ZBeoIaPOtuB99xCBGwIQoRrfeDKBFELxAtbLua1tU0tqNqG5rWc7CvODg4ZL0u6bsO3wYO82NeeXCH97/2hLNnlyznDT4QsaS94pFK2Queg96ilGUrO5aXC46OjtmsSwpZcNGfUCQJb3/2B1msFqwWK1zIefDaffYP93n45BGX53OED3RNx+XFc5o2YHvIU0GapRSjEdO9McfHexg0p09OGO0pDo73mE1H9H1Pbua0fWCxWkZiGVCWMB7D1771daTWZCYnMQVdKJHBgzcEUpRIIAhcL7g4WVKWazwNs+NX+ey/cYP7d97m0ZNvcnF5yma75vy858Z+xkZDvyx58awi147UJPzar/8Kr7/xEcqmZlNXlNsl3/za73N+9oJnz56wyFKODmeMRhmXZ6eMipyPvfVRlNa0vY3jZ+cJUuEQ3HvwKkFoZntTFvM5m82K+SgnefKUgGL/4IjTs0t+7V//BifPnvMzP/1XeP3BAy7PXuADNF0P+o8us9+VBXi3572CmTt39fvd12It4O/GwmK0Ivjuajd7zY+ORTWOsXdd3ofLTwhD87Ubf7pItrKDzSD5ewbX2dilASooTDDIsYx7SW8H1XREM0odc1cFg893sNWonbtnyPN11rFjMLOzBw0iLz+MjHfWo90temHjboIQ/bBd23FDCn4yTQhKxT2y1vwVKRAKQBEG7KMWDAX+w7eXxWgvk8b+G+A/HZ7zruqgdYh9h9BJ7GCdi4lFQpClKVpppI4h2G54PAEBNtCF/qqLj8qz+ORLBEaqq+5f7oRwDIcNLWMgLDul83DWGa4N+dKk44rxPezGnXe4YSfuvUfuBeR/IZEukCpFnk3oZaBrSsqmpbctPhF0jaXoC9arlovzDmtPsdZxeHjIZDRlMpqyP01ZnC351f/r8yRScvv4DouzFb5L2a5iZm5ejDjKxpRNzfxJxQbLrVciJcj8wpRbYULbtHTrnox97t84om09Td3R1A2hFwitUS24dRtFYVVD5zvkJCVNM6Q3CCvQXlAut6xsw2g0Jt2fsd2U+Dqj8AdsNmvay0BejKlWC5TWNK4jzyLzOklz8pBSbwLLdYNdbuMhtsmpbcAlPdttj2TEqrK0TWRT6y7gFppFXzMqco6bnvWoYIvmpvaYTxmKWcHl6pKLxxWn83PSzGDKjropMVlKZxSbynO66rnoe7q55XA2pV1tOO2X9Bl4bXher5gEQTpJWTc1dVtBa5mjmZicQhlkEJRVzc9PJ9TG0A+6kHVTE4zA2ZbOeUTnhsNqfL8aLckSzWicUYwLfDLQvFS8jrq6w/SC4K5dBwiB6+N+XgxrPu+JnTDD9e8DqJZ8ZFisX+CtYP/gCGEOWG5LiplBGygSjesb+rJEoBinIxKfkPQpB3v7UEef+mazYb3esDhdIsWSEwJnSjAej9FKcXa2pt70OGc5mhxQjA3r+YLszTeZFiPefuN1bOg5ODrkwesPuLw4pTCae29N2Nvf5+TsnLPTLVkh2SsyQHK4N+Xtj32Ue6+9gg8NF8unpDKF3rNZLxklGa+98goPHz4nlZJ8QC/6DvZnR3zlK19hPp9z/94D3nj9TaYjTQgNbdcQbIOSHXjNou6Z6pQ0CZh0hHCOs2c1Jycd2t3i7uFtntVPsZsl6zk8f+/r2BaKZARB8ezFCb/yq/+cT37vZ/ihf/NHsC/O+OIXfpf33vsWz5+fIIVnNpuyXCx48uQRTdPQ247vfPAB3/+ZG5xfXtC7QFqMkNpQ+DF/4k++yw//SM7Dhw8RPjAaFZyevED9QGAyLnj67JT1pmQ0mfHsxSl//3/8h3zuR36Yz37m0/RtiXcek/wxI2F9OJxAXKWdwPVuVv1XCvV3FL3rqeqKzHy4sL4cmL2LDbvmLV8zeqPndggxGAD4cF34gvNopVH50Gl9I8AXgJ+OgYBKa8xOUIQc/LeDAjkMO2gp8Ujaro00JJMMtgGuut4w3FcldqEF0RLFy4cJgIGDPZeSY5FidEIghs7H/ajAhUg/El5gEoNSsQDVXYtyMQhiR+0BqE4rRCpQYzWMzwLWW/6DztOJOD4fzXOSfy6wf7OL0A2pSAbVrDaGNMuvumcRYvn0RDWhExGs4vo+vi6Dsl0JiU5TTJpeFWQxfGjF++bRSdxbWdvTth0CFQsPks51A1M4ogfbpqXvbfRW6zgVKcst09k+q82KftNwUIypV1uctRzfvAFGs1mtWNQVy67m5v1XaEtLtdzw6IMLjo4mbJYt5VYwLRQX2y1r1SG94uJkjWvAoeg2cGN6n761uG3CKB9hOkNvLaoRBOcQX5dcDLqA3O2zWiy5ON2ADxR5DjjqqiFLcxKZxjG+N6TCo5OMLMk5zBRammjPEhrnPbbvmYxGHD44JEmSAcOZEYIgzzIOj464uLjgzvRVjIkWufninPV6QZJmeKcoNy1t03Ljzj2SwQNqrcVmNnZkNjCb3UQIwWq1QocSKQzaWHzvUX1Ge9EgKUh6zSzNCdIjvUKqnEk4ZHm2Jg975GmO6jJUcCznG5auoyOge03YdjxtNzx/viTfL9A3xrjgeXaywnjP7fGEvSwjn04JRmNy0DYK6lrrWS82CLkkXa8QWcYnvv/TAMzLDck4w3tLZokj686TJYKyawgdVG3DxFmWizk+CTFIwXic9UglyFQUjiVpSuNaDmZ7nJyfApKuadDakKUJzjqquolugcQQhGfRnKJGmra0LPtA2TreeOcB2XjMi4fnLM/i2sCEjK5sGE1SxnqK7gzLeoM2CccHNxEioccwHXkW8zXbdUVRGKplTZIkvPngFfYPD9FKMb+YUyjDZDLh4QcPmUzG3Dw6QihBMc5ptiWJUHzqk29z78Er7O/PWD3Z8q3Lb9A0lls37nF3uo82EbWoex8D6bMJvqx4/OIJ43HK/mxCkuS4Y0cuCtar+Hk1nQnWqw3Wdmitsdby9W98jfuv3Od7v/czpGaMNtB3PVqn/HLu+HO6Ijl7RnMZrXPPn5/y+S98kb29fW7ePGazWdNUNR/9yEd469VbGKmp65qmrvjiF3+PJEl58vQJv/mbv8lsfx/nLW+99RGOj495/vwF1bZiuVzQdzVlWfLmm2+yZ208ZHUdJsnwzlG3HUIlbLZblqtN1JVIaJoWYwwhOLreYXRC1faU2w1Favjq17/OxcUZXdPwmU9/CrNzc/wRt+/KArwrtsBVsYTrPSmA/zvXAqwoWNrtd3eeFK6+Dru/ezWelkMndU1u2uEZX4bkC7ED3A/j6QDinQDvcL03Hkq1cy5G/V11ePG+eKI3FnmdjhOGUW/w13Ss3b/j2Sl2d8+FiJ3lIPZyBIT1/B8EfjYEhIrK6cj39UMIwHCAeOjxrzpQA0HKW2TYKczdld83/JbH3wb9fZpdpu4TBA8GAIpHIB4Iwr/vUSEWXK0NIUR2sVQG31ls72J4RRAooZEiMo698LgQFeBKXiugd/m/trfXgiwpoxiMaONwvgEHQkq0ia8bMpDoBKU0TRtj/bROSNKIk3Te07oeoTXT6ZjVl1dwN2B9z3y1JJMJZdPQPH1BUIpOQqoLdGP59le/g1Fj/EozNlPaLYzMHrVbU608ddlglCU3BcoV5MqjnEEzYZTsI4yhSRIQBuskqeshZHGP+BbkWTwNu7Um9TNuzQrSNCUxBm8tYWpjPJ+PUBGtDFIadljDro10NmNS8ry4yoDO84Lp3nR4s0uKYozRsUve25uxnx/TtDXeW7zrGZkpq2RB11tcLxhPA37skWoI+AigkwSlJNvtNjoN0giaX0yW1GWFMprVdoM0GiMl1nY0TUnbNXjXx/jAFtxK4KzG2BFaBsRWUm06SDS9TSLFTIDAoXVGJqDabtlsPEG32CzggkJIRVsr1sueumwpmy2pVBRKs1eMmYxm7Jsx280WkaTIxPDth48A6D0sTucI7zAhMCtGaC/osGA9x1OJMgln5xfsH+0zySes2zXCDysuFPWmwaAwScpyu4WwIZU549GUqmvZdb2JVpDE96AWmrLeoGeeVXMJQpOlY/JZxqYpyWcZ99+8S2rOkB7GesZYzVhf1GTSYKRG54rFckliUo72XuFyb8Pk7IKmbOiThjzNSJMEYwx5WtA1Petmg3COqqqRIZAPkB4RwPZx5C+amF0+LnKKLGVsCqZfKhj9hOZ56zjr4B2TEdMTLb5rQUYbmBCeWTZBeMfJo+eMx1Nm+Qi9n3A8mwAwSgpGSYFRisuzSzbrNdpI0kTz+Ml3ODq8hesDWqYIFH9JeJ49/RqL5QnPnlywXllWq57puGC1XLO4XDEZF9y/f4dbt2+ytzchNZrR6Bbb9Zq2PkRrzdPnz/nt3/4d0qLg9Tc+Qpbm3L55k7u3b7Nebzk9OaVtaqaTCV96/JiPvP4Gy+WcuinjqrARtJ1HJgnWi4EkF9eLVdOAD4zHIxaXc77xjW9RtQ37+0ecn71AoSjrjl/+J/+Up0+e8G//+J9HZ3/MbEgvq5uvo8yuO9eXBVlSSpQ04C0fLry7X0MM18YPhSr+n4BjZ4hVSu0q7iDmGXjCiCvrkRg6tN2P2O09IewGyddowRCFP1qrOPJ9aScdiHtJt7MHIa74xXGHugtLIO6TpEQNHavrLc5aAvAzztJ5jwwSbTRBRDQdxPErOPgNj78R8Ens5PEWpVNwHufC1cFG/dgu+nC3Kw/8DoH7QvBNIXhbCISUJDKyrbUxSKVjZvKAr+w7Cx6MSEi1oUhyjDYIKWixrG1F3TdXaTVR5RwtWrs9LlwrxgmB4DxSRnV6TKBS2M7hWosaLBOj8R5t29F0drg+xGBZS7ncrPDec/oPXpD/9QxaxyQtOLp9F6EyFvM1WqZUmxqvYJoccrZc8+L0nOPxbW7tP2C9XrE32sPXGtmniF7QlA5hAjrkMUSh9WyXFtU3SOGRNqV2itIYXk2mmEmCHgRt+/txB3zz4B4hBLIkJc9zgvfYvkFLOAkB37RkVY2zPn5wiviYmrql66L3tyhGJEmC9zGcYTaZIYTCWkuRjUnTDKNTEpnTuJ6EnM41eBsYJTPU1LDdbPFSIBJ1FZfZNA3WWYxIKLKCcTa9ug6btqFrHdJrlNYc7N8kSRJynaI/kDTv1GzWS8pyQ9M3WN/RuZa6b+gThxeeqm1pqzU4jQwpQsVxb9c4+ipOUDQFnfVUa49tw9Wkadt46rKmNg1NbxklgpAGQheTgfq+Zz5fIRPJ+Gif1ckcgHE+w1qB8tCutjQuIInK98xogkoZ7x0hcZyenXJ+Mef+a/ewoadcl+hMkooxUki0T8nVCFdHQEijbHx/Bs+yt5Bn7A+TnkQZSrfBfcGhPiFJsjGbsqJIM4KC6cGUPu1pqjFH+/skLseuBfW2IS0MOoGWmpD29I2H9ypefa2nH6fMujFd26JVdBg0dc38wkd7mnPcvX2Ts/PzyByQCm3igSqEKCItxinjrGBUFPi+Y745w/15OO0dr2rF7bqi8S19D1KmFCKlKEaMpKFpJZ2VCOloRI3oAmlm0EVO20T04pv3X2WxumSzWJHkGm0kVddwMT/ng4ffoesq1qsNWmpWqzVdt6FuHuN8yaZyjPfusN5ukUGx73KO3j5Ga8HNm1P2DhOOjvJIPDM9xkny0RFV3XF2dIuPZRO225LFYkWatIxGo/jZ7h2z6Zjx7VvcuX2bX/7CFzg+PmZ+eYntW5IsxagET7SexRVDXN1JITBaU263nJ9uWK/W9L2l7x299WRZQVNuomiybfmt3/5drLUc3zzmB37oc39orfuuLcAvf70rwi93wi9blaRUV+KlP6wDFkINxffaDxy7N9j592IrHJXKMc0o2nNs18d/aadU5lql7UMcHcthj6SlGnB98tqyFMKgao4CLOtcDDVXuw5wh9nUaAFSRcVvcGEIdQhDd+vofU/btZg0wTt/9fOVCFcd8M7DHHCEv+aRyhElwX4IDVBEOJa/8ioqHQv4blIQQuCnZEwseiol3yNjyJ3RCdb2WA/eW7rO4qxDijheMiphlOTkJkWjCX3EhvbKxrixXccsBuITcZfmnONlGMr1rwJH3LMJGyBIpMqiZPlfKPyPKpzVw67c07Ut680qjqn6FpEqqqYh+WsKRILQ4FXO5bqh7jV1r9nOS7resbd3QFc5MjfDNIIkmzLWx7RB0G01GTOqVQ0uoV6VBO0YZWMylaJGilE6IVEpIijuvvYaXW/jm1YpksQgHyvCUWAymgJgVI6UgizLSdIU7z1ap+SJ4rFzaNMxUSlda6/EZlIqlDJkzsWdvo4HR6kFOlGMpyPyfERdNxAUqJi60/Ud2mhMmkATsFWP1ppRMkEqhW0dwe+CPyDNI8xCKIlQwzlVxkkGCtIixeSGNM2YTSNFSTrI1xmzGxPGecZ6XVDVW3rbxevWdTFwQ0LVNDTpmNC2JMKhdKD2lqZvULpjFBR92+C6JqbLOEMxyRirjNwHQtfR9gITFFk6wWDoa8+ictRNjdIjNmWFymF+WQFw/viSsqnJTUa38VR+S5oaUmPQk4RN7XC2w3U1thcQHGcXJSfLJQfeog/2MaOEzjnq1Zo+2NgtCah9R5IZXAg8d7DUkj9pBc56EiFJVcHmyw2jT+5R5Ic8v1yg09EAo9EI4zm+c4j2GtFJStNzL7mL7zSr9YZetMxuT9BoTpJTNpclRiZ4aUkyhet71puGru1IkkMm4xFVXZNmKWVVgpSUTYOQG4w2cd+Noe8i114LSVPVNOuKzsDT3PD63oTxfkZbW2zf4drov6/7BIRlby+nbkumozHqWNM2McwjOE8+ZDN/6uMfYbE65snzJzw7e8HF2QKpLaNxztn5Gda1tE1NnmUs5nPKas7RcWQ6gKTcrClGOaNkzJ46ZnRzhKdn25xzuRSM9xRGp1S9Rac5WTKjtlvOcsEn8yl5vmWz3ZKlKc453n/vfS7Oz1FKcffOXfIsJdy5w+X5OYvLC85OT0hWK5KsIKnGhKDoZh6pDP1w6FVCcHl+zpPHjxAhxLxxk6C0Ic0KqnIbtTFCUlY1v/qvfo07d2//kbXuu7IA7+L84PoDGT5sT/rwn8OHVc4fVjvHsfPL3zN8ouwKtn+Jj0ws+hKBu/7Ho5iC3V736k5ce5RF3L+KlyAafddFgIPY8VujTxgh0ImJWBDPtaDKe+Suk/dDByzEzt0QLUXSR0xcsDgCKriIjHwK7qnFfZ9FCB/tNyLanESIXXYUgLlYeP3VkxLv39Ch7Z6lncr7x+SOpA9t8HQuwuJ9gL6PYiqloKwaxpnm1/OEn5IJtrPYpsP1lkZ2tCp+AIfgcS+pl/EB/794+MsD/WwX2TiQsgQaa3ucDSiVoFUGSmEbcF1g0zRstxuqqqZp4n9SCYpxwf17D/jg8UPyNGO7qWirjq5IKOsS6Q2Xi57zkzVFOuJwNOHk6XOky8n6nuqi56xe0vWBul4xmozxlcUkCYXWZEnOKJ2S5BmjdMx0NEMGSdu36CSNCE7nMYkhLwryWY48lqTTOI6a7O8N6wUT/coiWiyctXxUQkhzvElIexfFalrjrCVTCq0kzsfoPT8E3OtCUeznHOzvs9mW1FU7UNY8VvUoo9FGEUyKlR0Ij1ISk2uqTYXt4wRBG4MJGtUI2rbD0hFOQWwlvAUkgSLJ0CYGsXsXqJsttu9xf6og9xnKCPIiQekCFzICns71UbkuYyKRHU8RTU8bPFsjaPE0dYuqOnIvaKuaVV8y9xWNtKge+iawqWqC65DjlOAkLqS4NCEIh9Ax2tA6S1N1rJc99HGFtHi2QUrBym7ZrLZA4PjGIXKkaHrB07NLqu2aerPFN5JJGnj8ZMtoP0dIxXKzYFOUkOqoJ/BR3Xrz7m1CJ6jaFodnLMHYhq3t6dqW2jSYRGJ+vEA2OV0rSOyUUGc8e/yMqqoYjVLSRFCu19zYv0lxNOXo/g2qtSevxnRuG5OoMLS+oqw2VJs1vW8xiSQowZ3924RwzU7o+46qjVS14AOyaXEeUpMwylOM1ngbBvQi9G1P1VZIHbhvBWvjKPKExve0AtAJUnqC6xHBcbFYRR54kVE3PXXdkueGrm0JfQ2ArS6ZjRKK+QOy+4bTxQqTSw4ODpFaslguUQrSTDOaJCTZlIODMbbvUSiq7YY333ibLJkQQuD0/DlJLpAqsNickZwm3LnzBkJnZPk+5bpjMj3k38kt1XbD3kHG8Y1bdE3Ddr3iYG+P/emULxwcclYU3Oo6fvr+Axbf+RYBz3a74uLxI6wLzOwxWT5B3k7R2iCkoshHONvT1DVKCbwLVFVFhyBJUwRxstj1HUZKpIiWx653f2St+64swFcQjJeUzC8rm3ej6N33WGfRL1fQP3CLDIsAAypu+NOhe42y/h1yard/3Xl6d+lLV6Prq8VpiNg+OXCHuU4k3sWXKa2jnUgIlDGoIa8XEQui9w4vQhwJ7TJEgwD8gGGMit5g/QB6B6EEddvE1KAQGcMuWFCBMI7hA0pL5NAVCyAIP7Cs5dUoXynx0vMZXgKcxP10fLwRZuIHZGZnHf1g2UKoOLoMEikVxXTGKJtw26Ss1xUXJ6ds5mu8s4wOR+zdnpGYhN5Z+r6nH+hm3nuy13NCFh+Pe+hx3w74H4nFPUtylIoh6dYp2sZSVRXt9zns88DF5RzbW9IsZVRMSdMpSknyUcZ6UbFZ1NTG4Wxgs+65nF8gvCEzI1QoyHONaxyL0wa30QQH7UIQjGC+2jDbn2E8zPIjZkX0oNuZJ9UpWkQxXWYKRvkMiUJ1FUH6yAUOQ7yiCMi3JVmWMhlIWHtH+1EgSBgSjAQSg+8tXdsCAiNjUfYD+9ykKnqqdeRLh2EKIoVEJgKRC/RIIlw8sMXghAgakVoQVCBNE9LZAVrHq7zveib7BX0bUatKx+d6UymqqsL6uKrxE48fxWs3ho0IHB296+loCMIRlMErhUwCz01GKzLeCXEq0/ZdTDKSA8e6apnKnKazrFWgIdDWLT6pMZ0nmSla5VnJjkZEdrVoO0zZ0LcNl+UaW23onYigDNFjcoNME4Qy5EZSryoSHRW5/dJhjKYqW5yVmFRj9Jim6el9RVmu6buKTEZVfZ6NKNrAXTFirBNmkymXzZrzyxXz1Zq9g30Ekr5yVH2J6iXtFzuyP2MwrqRSkr7rWLUrJuMxh4f72Lng8bMzPCmLRPDBozMWmwX3Xt1nPDVs6yVmZKhUx6KvwOVk44IiSWjrLVXjEUnP5DBjXBT4aWB1sUWHlD/x2c/S1C2f//zvsV7HKZAlsNhsyYsR1kVQj00iT18EKMsNl/MLrB+TT1K0HNLWfE/VVPSixtoAOosCVSlpvcO7nnqzYlsuEEbRNBVt0yJUQts2qL6Nz3lzyfysZK+4ydsffYNX2pbadtEapgSnZ9HbvlqvIMTr7+R5S7mxZOmMg7230OqAZ89PKOsVvd2yJ3KObxyiTYZ1CutSlJjStTnFeIq3FhEkxWQPTVwz5GlGkcY0rVQnMB7zD9qWUZLyo1nG+c2brDYLRkXO+dkFy8WauujxawVbjdYGrRNGxZgQAuV2G8V2nWW9LVmUFdW2ZG9/RtM0tHVJkaZstmuED0yH9/wfdvuuLMCxLoSrXXAcQ8ur3ahQxFMJXHcCSvNHac2SJOLxnH953DwUcrGz/l4nDl0poEOMHtuNn69yeYf7cdUhvzTxvsr1bSTqlwTy5yVOAJ8PUAf8n4o70+AGutXwWGMXKpFh6JLZ2R38gEGMXXmQYvDz7hCKw8HkGORNidbqugAHFxXSIVqrxK5DH4IOwqAO11IMIeYy/qwQd3K9g+Bt9MyGEPnTCJRKUMrEnFofsEKQGoNMJN/rexb1mvkyCnXyNCd8UWIfefS7JuIwfRSPaRXZ0fazHcFGU5bfE4SPDDziIKjKyIB2Nl4H27JkuVzTd44kydg7mNF3PXk+YjQa09QNy+WS+eWKLNWEVrBalhwf36TTms1iRZHnhD5DqQJ6gbCCZi3oNopqXXLr4D5ZfkhZttwa3cA+7Jm8PUIlmqqsqOuWYIfQCS+RScJ4HHnQXnjW9YLGtvR9AzjSzJBlmmKU4oh2Nk+PSROUNLgw7OKlJFiN20SojDEGHcxAXdsdpgIIj9GSJMni9Ql0tiHohl5u6cUakUGRG4L3NG0HvqGzFq0UeZ4hlaAqS8p6Q2oMidhdgw7nApkK6MwQRII/GnQOIgrwpNaR99w1uFaRZAHhFZnO6BtPU/bsCxnpUN4O1j5JnicxtJ6Ayzt0GQCFU5ArjTNjgm4RrY3owESxlwk6NRDP2p60iVqGm220NLW2Y9NsmW8WtE0PqkNoKEYZ67NLxkWcOMha42qwtScroj7B94LHp3OC6/HBMh0r3vnERzmaTjl59Jhyu2Czsbzy2it0bUfwhsuLLZu64913vxdpNO89eo/55YpX771GdfucxCX0raOYjclM4LK+RIaMcuEgaN772nPKRjI72Ge2f0heTNjfG1G1l1gveHp2xmxsGRWScTHmxeULtqsLUhU9y1qmvPbRBxyMjjl/NufFo1PqTYscK7quZdksyPIs+pptiUsCIpPUuaLEc9RXdF3Jch249+A2yShBp5osM2xw9q0AACAASURBVPG1NbDaVJSrKtquhLpCU4Kkt57WepxMeH62Ii0mTGcTfAuLdU2wln4bQRwfPHlM1XZ0tySLZxWth9F0yvsPHzM9mLKta7Iiie+n0OMd5HqCUFPOL2ouueQrF99BCej7LVkuaMoNvg3cuHmHw1duY8IY2yU4DDhLCJZOCP6hSfk522NthwyBLMuZ7e3hOstHm4Z/t+145fYtHv/3T9n72Sn7Cj729se4d/9V1tsa6+H0bM5qvSUA5bakrjfkWY6zLWW5pcgyppMx800MWDk7OSEzGqUN55eXjLIUFxzupaHpH7x9Vxbg3sYRqpZxzyWIoQLeRqGPFCBsFFKFzscCoXdJQgMJSypi2IEjSRKUVCRCDt2cHwRHA0ZOXimzrjphxMB99gPGUcQeNwgGz3AYqFVxxG3MEAnmPL2zKK3Qf9mQpCZOez8ucC7uYZ21Q6yeJAbNw9/zgX8viCtwRxw/y2F3bYaiKmNcWGJBxj0gQAhRBX4Vsmg9Do8QoLQi0QOpZ8iHDd7ifE/wUcgmgiX0EqkSsIK+C8O4MID02NDF+EOpMUmBDxLXSYQwIAJ93xBUA3WNBk4WT7HKo/MEpXP2P3MLZQS+syA8iUoQysXXb5guuCARKkfsp7QFNJVHBI22Add3rNZzFutLdCLYOx6jlKC3HQcHCctFw2L+nPXWMMpnKCHZrrbo8Ri37kjQbF6smI2O6JH0S0HZNHhjEH2KDhqtMo4PDpCHitQUIHIODg2JEYTPdOSFjhYeb9BSYHtBcJpiNOXm8V329g4RQtG3Fq1uk9GSmxajW6TuSBNBngXaLo7n8lzhQk/bt0gjSIuMRClcG33WgyaQru/Rfui8bRwdaxWGg5aNojMlkLbDconJE/ZUzKjerJ4ynmTkuSc4hxQS2/YooSJFjS35OFBVZ6SpIckyTl6cMZ0dIkUgO5jQdD3bqmO2d4RHsVqXpKmmbjryTGNGUKkO3xlGZh9hCtrgOXYSrKPzZcQIGotKHVIHhAFZZIRRYC8bYYViU9ZsViXCGDItUTIgtEIlhh7YrGuqvkKlmiRRaL9BpIa2azlwloPqkMVqzrbckJiUzeWK+qLl4FbsPgo5o6pKJtmMsmvYlivqqqZcVMxmhnuv3KPtSupVR60s601LawXVcoN79oz55QV11+GF4HM/+hM0dc/JkxOevVhwcHyby2XFynRcPm4QUtC3hrbr2GxanG15/fUj6rri1v1j/t9K8NbkEC8UN/du8vz0CcttHDPv7c+YFAcEr1lcVtSV5fx0SaIliTJINBffXFOUL8g+UbDSW9q855vLb9JZS/pqgTaGwmk2Z5fgJG996iPcPDjGtz2XT56SKs1olHPnlZtYd4Pbt27QthWHsylnz56SBpiMM56dPMFLUKM41VOZ5vziAovg7Pwcy5jThWfdNNRlR7Xd4toG3w8FqWxYbRxdtvr/qHuTGEuz9DzvOdM/3inGzJorq6qb3c2WIA6iAEEeaAE2JNneSCvbgDYGvLK9M7wxrIUWhrU2DBgwtPbeGxswCJCiKE4iRXU32VVdc44x3Pkfz+TF+W9k0nDvmwEkkFmZdSPixr3nO9/3ve/zMheSp89fsLq84GAbmvueIAKbzZ5AoKxyYoD19hUXq7dYPpqxvd3S9mukjRQ6QwmD7SJfPH9G/67infmR6nd6xN+NFB9l01RPoLzj71mXViy5YRxHopTMF0u6tmccB76jDe3Qk/2HNUMMCJ2zvHjE8gKuvWcYHVePHtN1PdvNlv1+T9M0NG2L9z0Ih9Swqma8ba/p+x41NUkJIiUZLYQgsf6vmg2JNF933uPGJGZRpw7YR2IQBDWF1IdIF+H/tpF/EMPUnU4EpTgxm0NKENLT6MyIhGR8kykNTP/PG6H08LAfPkUHJuKhmOL+ZDLmxymVJ6QkGu8tUivMtSPY6d9XKbUn+sSsFlMXSkwXin80FfhTCEH62v7yXjuhrQPIERE9EoOUOuEZUdPlI4mnvHeEMBDjlCI0ISmLfIYPI1L46VYLudF4Gzjuj+TFnLP5gnbsODRbhtARsUQZJ+8peBdxNnF5BalY5zmgPFIL5mcl2VmF6zWuk+iLAqnBTd3+aWcegyVEUCZPtjCXMoH71nNsHMGP+LbHdg1SOa6vLilnBi97hA6UquDl7bcMnWe/bxiaQK4aQi/Z3h6x2YgbHUTHcnFJxLAylxzbASEzZtmKfFaQ6ZJMZ0iRCF/OOspqAVIwDF2KPfQSmeVkRlDkGikMwUvyvKIoDUI5EB6T68n3nZPnhiKviKRQ8mAFwk+7b5cISlpDWRuqZYYUjr5p0TGRyKRSeC9xo8M7iyZg/YgPLiEPY8D2Pd3QMXpL3HjuN18w2o7LsxXBDxDnSe3bdgxdz9nyDK1zotOsZgahJKuzjP1hi3Ub3n63YnVRcr/egzhSLSvkHgZ7h9IFq7Mc6weU65EyQOypZo5czilkgW8zdIRMVeTG4GxLO2wZw5Eoe7zyeJKASRUGryPBeSSCqqzQSpEZQZ7JxFImQWsYAk5bBhewdmCMI1mRM1vMyfOM0Y5st2sOxwPbzZoiaqp3smmyA3fPNiAj+TxLa4Ex0NmehdHUqsQeksf8+Zc3vPr2huPhQF2X+OB4sTuAMnztPNVoefrNKwY78tlnn4GS2PGesXWs/82O8m/k7I4tRXkgKxRt12Fd4OLqjMNhy93mnl9ZvUNRlChd0B0GfKf44NF3Mblkt9/xxbPnIAwRxdD1ZGrGcbNnHBqsiwwtZFrz7t1lkrLUgme7b1Da8P3f+ARtDM+fPUOdCcY+oCrL4NdEN5LNAos6Yzav2Lb3RBHpn7fcPn/B9598Qo7hcnaBJPLexQegDbt2wOiSV7drvvjya6LSOCHY745sm463Hz0mz0ocHYOP9EM6a6zK0TPPs5ster9ntlxy7Fp6OzB2FqEFQSbdgQySruvwY6AYD+lSqR2LZYkYwDhD6JIqucoW3H+z4bf3v82Hjz7i/eYj9CGlozFlsV8A1mQYk7DFzqf1nCkLdJ49nPmzT3IE0HZdcr5IiQKyIlCWJdY5zs9X9H1P2zZstztevih4+eoVfdfgXOBiMecgoBeJsCfQqQlUkhAicuIU/P99/EIWYDee+MU8ZNq66F/7YwMJhC5SEZwD/4kUKNK4eNLwEGOyHWmhHnbGAD4mBq6MIfGO5cnqlG56b9qgpIr4ePpaUkyhVDIxo6OcdnFpxxzx+OjwMeADRJ8ycBMWUb2mMwWHiC7taKevaX6yH4mTMjqJxF7vv0/e4vgw9j59ralbT4/jJpuSmFi0IaRxJmKyWymJ92l3e6KD9V1P2ziKfEGmcmQQ1FnF1fkZupJsdje8un3F5yHwVfT8+zGg5DRCVgpDIMYOHyzeK6p5zcys6JvIejiyH7bkRjFxsRKCE02IGd5HqnqBa/skpBpaun7A9SPBR/Isoyo0s9mC+cWc0fXc3e2wIeFIv/7ZK3JTY1tJs/HsxwbpM3A1+30g0wXj6LlaXNJuI2UxQ3qNEgY3Qq4VRhvyPAME3o8IEQninhjSxEDLgtJcUucrcpk81NoIlJ5U5nKPDQeyLCMvDVlMWoI8y8izEuEXuEEQgmRep52kjle4cCDEA8NwwO3uGMOWdlgDAal04smqDOeSn1NrjVaaKNJlaXN/x263pus72ubIOHZkWUo1+u53PqQoDLuDRolI17S8fP6cJ+8/wShD17TMZ0tChHKWgyLBI4zm6eZb8qqm71MCzOgiEYmQmhAl7TAyn805W6zIpCB40LQYcU8wEJXFTYlL3llc12CnvTZCpvezC8yWS+wQ6NuBsY9oVaBlllYO1hLigBCeLDfMVxk6r+j7Eessg5shhEjTLZUO7xg8RZZTFTnOOZQSKcACUEJhsizt09HIkDOMI4vzFSpINjdH8irjuD8QhEMJSbADQoLtO8o85zoa2tHyr//4x1w/vub58yNvv3vB/d0OZXJu55azQ2AcPVkOzsWE+XSCp09vaY4Hnn7Z8967DetvW8p6wd3dPaNLBakbOrabDYOzzGdnVOUCiWG9XoOPeKfohxHnYFzAzsJ3ry/ZH3bkmea9D95FK4nJJfWTx3zz9BlVsaA/HrjdvKTfHMlQ7G8Tn6AfBq6uHhG94KvPPufzP/0Zw95ztSwoioLlxRkyM5i6gtby7e0rFmcznt/c8M6TD7CxRalAvUrRpMfGoT28e/U2kDjkV48fs91uubnb8vjRjNvNLcM4cmwdQgmK0kw5z4J+b/FjYOv3hCqSi5yry8dUsiQ2nmbbMvYWIRW+H3hxc8M3n77g7dsv+bXh1/nw408odJEY/t4zDD3jeOpIE0Y3z3O0MXjvH6iHXkr+J2P4H+AvOW201mQhoHVyMsxmNRcXF1xdXfL49jHb7Y6htzRNRyBHZanB8j7jaYS3leC42SL5KybCii6JNQQqdaR+AlXENEYNIk6+rNc7VDMxlSUncMf0Z5UeI6mNBW/GFCb7z+t0pVTofFoHvyZ0cJJWvRngDhMO0Sdhl0Kl/azRCJ2QlEmoIgnRAWGy3Di8HwkiERbTTjZFODwogBNug9OBdbpQTAZfYpRvXBQCRDf9nZyoX4ncI8T09yKm2xiKYRgfXnin5YQfA0Ya+mbgclVzdf0Wm+09L589JSpHOcu4Wl2QHw98DwVSgTAT9GHi4ro00o7OEYOgi8k/2NsO1/csFzUxCgQm5e/GjBAE0QfuXrW0TUPfHfFxRKvAIleYTFHOCup6RiRyc/eS9XYHSLTKaHvPsNfIrCAOhtgOjEePFhllNktM15iTScXY1UQHThTkpqDICzKTLBnGmAR6J6mWtVEcuwatNEV+Rm7OWdRvk5kZfd/T9UekGMly0CYgpUUZyDKByRx5mSVbGVPSk8uoshlGzRH/fQH/FWBq/puh5X8eO7aHF2ybb3HyjtmFYnA94+gRwlDkNVqWxCB59vlzpNBY59jvD+x3Ow6HHd2xoz0EMiOpK01RaKz15FqS5ZKrywuIkeev1hw7T9903N/dpWhiCWeXK1aXy0QnU4rb9T3vvf8hQLJUIMnLgu1ux2az5erxIy4uLtgeZ2TodCgKRV3OyPKCMVqGwVKEkqqcgdKITEHIETFDjCn+s8xrVHT4TCJiJM9rtMro+46qrLCuoev3hGBJd7YRFw5YH5jVS5ybOOvWIYBZXbNaLiny99kdtmgpud/cA/C9732PcRy5220Sm7t3+BF26yNKKYahg/sGHzyr1RxjDOtXG8rKUJaasenTtMdFjvsDq+UFmZIoUohAXdaUxQY/Cj768EOWqyXfPP2a7Rg4c4LNXUPXWbQS3L7c8/JZizIvMcZQzQpePtuwvtmRl5rV2Rn2EHnx6gaFYlnNePzoEVoKXt294HjYIl2k/+YVn99vWSxLPvr+J5zPS/70T/6Y5y/v+eC9S5ZnZ4TQkxvH9TuXmMdXXC3O6ZuRvhtpOsvLV7f87LOvqHTOhx9+zPF2y6KYsTse0MUSmWuevnjB9ftvoQvN10+/Znm5oh3uySs/BRlsaA5HNvf3qCh4+50UR2itx5ic1eqcb77d8fWX35AVOeMQ6A+kCYdzCD+gtWfYp8jP1g7ERlBlkWJWEo1g9BEXI1EIDocjnkhWFnjVceiP3K7vefLJd5JuQmvGccRa+5dgTeoNp8fpvA8hgPf8E2MQ8TX6+ERiPOXRd133UMSXyyXz+RzvPX3f8+WXX9D3HcMw4Makfl+MKau5NEuuLuc/t9b9QhbgTBf44AguATfcaMmzLAUBxNMONilAU/RcCiVQUhKVIkgmG8tUYKa4vMQplpMK2DzkCltrH2w7CIn4pwL5NML/ArqUr39QpEwcFxKGkkiy5BAT4QeBF0mpLLRK9pnoCdOeM4pTVqhESj/FlYlJFZ2+j5PcOnhIN4A32c3pMhBimIRSE80rnIr9BKGQahJfiSkAIQVBCB+RKqEKtdbo6XPV9YLl7IJHl+8hyLi/37K/P1BnM+ZnJc737I5r6qzEBgHREJFYZ+nHjnHsKau0Q/bOIoSkGXsEmmyWIfOAKRXWRZwNyT88RGwv8aPn+bNnZEqSZYGyECyqjHqmMZnAYWnaNdvtkVc39wx9pJ5dsFxdUFcF3/oGtzP4XhFbjew8REMYc4wo8aNkuVwxHEkiKR+4XC3RWhGiQ8qA0jLhO12PchGE5vHjawQZIi7Q4gwja0CjlKauC3QuyYuUG5tlJWq6lcUYyE1GWVZokTH24IJHeU9mYPtPEhhC+QP/m3G0yiOGhuZ4w358znr0rDd37HYdw5AoQX9UL/mP6hVPv/yWYbD0rSMEQVkWCCHZN4DNeHT2Fnme03ZHfvbTLXbsubhccXX5A8oq5+yyoGkOHLpIkBdst1vyMocWPv3Tz7HO8/3vf8Shj/zF518hpWA2nzGMI9v9ls0mjfMXF3M+++I2rSxizrxe8vbZNdX/rsj/ucTg0XbE2p5e9BTiDDXWxN5gfAWyQomIt5oqq8lXSSBZFjVZpun6FusHDs0R4QJokEaTSUUZMkTrORwOiJjCJ7LcUJclVVlSzyuGrk8RgEqTZUmE9YNf+gFd1/F213O327PebrB25Ob2JQLB8uKCm5sbhq7jpbA8qgx9I9FCpqAQIWnbI84FjBHsdwNlMefVyw3lrMZkESMLotNcLq+x1rK7HVhFyf52y+XVNX4IPLq45u52z6yUDL3jbHWJ1nDYb6lMxtn8jEW5ZD82NK2jGxylE2x9S10VVKwQWhLFQFFKilyyLEv+6Hf/FB8H/uN/8Hf45MmBP/z9f4PtG7551nC+KCneeQspctqjotl3DL3n+c09zXFASUnXDXz+5VNyC9/7le/zXlmydyMvN3eIsuKnX31OVitm5wX3+5fktcIYjWNgd9jjrMNUEVzkm2ffpnO8qHn18hZIUa033wQ+/kHN2EV0GCCAbyJdP2JMRIzpXA5B0rSW3u04yhYTFa73uMaiMZh5zjD2LPKM7/+1H/L4nbeo65r79T3WWqqqejgx8zwnz/OHzvZUWLMsI8uyh2J7IspZ7/FxQuJOjpHT4zVNwziOCPGaaqi14JPvfoi1I13b0h6PHA9H9rtdCi/JNbPZXzESVvSJ7apRSAnKSJRQiPg6tScJrpi6XokSGiOSJeakDE5ZnIleIqR8AKafutvwBl0LEScMo0T805Oa+dT1+ofuN3JKZJoYzyoRU0L0U0FOI18XA0PfprGrEEidBGVSK6QWKVtUJnXoac/7OjAiKbNjnDJyHy4dp+8rTM/B6SkICAw/VZJOCP5mCPiQ8I4JGznZiyJkxQxiQIlAtAky0u9GlrXkd//F79EfLc561us1x37H2fmMj77zAWeXC+7391gfENKjspTXq4gY89q3HXx6Hq2zGKUpZwWja3Gjo+8cXesZOsnYRdwg8KOnLGYsFyWzWpMZh5I9MbS0zUC1WNEfjuy2ewpTI4Nkfzcgu4Gz+Tm0M4ajQ4eCs2KOzjNkkCiZY/Il/RhYzOe0bUtVLmjbI0KkDnEce7JMUOQlJtNIFdFSUNUFmZ4Toyb6PCnCY4PROfVcok2OUKC0JMuSj1FImXQLNtA3AiNLpJYE3+JCj/3nO7p/9wX+wwkgU6zR2iFi5D4UzKuabSv5+qcvePqip2nA+2RlqdUNf7a4pe9guawo8gVt07PbOkymKPIlzkNZXPPo+hrRRHZ+w3Z3j5SavHzEH/3kxwz7DYf9jr7vqeqKLuQ4p5kV50TVQXDsjuBDjVCKtu25ublF6Zz7+9RNzOcZ65uO47HBj5G7zZoPPpxjPl6Q/68z0OCiJWpY7zds7l5gwhLRz5iJa64WBYtiRV7kqBgpihwIWDeQ5SNKOxiPONeBHMlyTZZn5HkBYkZVOcbecv9yDTFNr5RMwSjtMR2Q7fGAVIq8KCjPSwCevP8EBHTW8+zlDetNKsAqKOw4sjpbEYdIWHh2uw1hSLjK4GB301LWGX6U054xY7dpqaqS+5st58HQHAfW655qVvLq+S336x1d0/HW21c0XUNpFtw1DaVWaJ9zsTpjv2vojyN9c0QqePT4GhFg+2qHUQWPFo84Hlq6neXmy8/Jqoy337lGakWWlXz8wXt89tOntIc1FxcVu0PgDyb6klE5i7pmtew4P6uRStAcGza3W/rjgHOwWF2hzIg0OXc3W54+esw/evQuZb3g62cvcIXh67FnvX7BInNU1YJu07C6KijrPPHZuyGtMaoKUSj26yObdRr753nJy5c3XF5c8mu/+jf49NPP0LFgUWiEPSZYDIKDD6hgqFXB6HyalE3+ZBdPMaQ52aJkNpuzOj+jXtScXZ0zW84wuaaoCvp+QMkmTfiEeBDGntC3p24Wkmj21C2/GUDztZT8jlL851n2cKa9mUtw6oqHYcA5i5SRclYAJW5RMfYzhn6gPV7QHA4c90cuz89/bq37hSzAwaZuU8k0NshkfCA8QbLq+Am+IaVGS0GuDUYphBLJmhTcNMGVKDPteUWCWTjvpgIe0k5XTyNoeFg8x8lrZEc7NaWvbUinVB+h0hty4z11ABUjzk1IxMn/G4kpe1ilIqxU2r3K4EFM4+Rptxv9a251+iWmle/0eSdhmNIJvRkmRXa6hQR+OI2rXXRYZ1M3nGconSVBmk3RaKO1yOCILr0Yu9/pOf69I3h49eKWly/uicFzfjGjMjXSCkLnUSGNsANt+lkonQLSZQrFCCGNikqtiCRyTgiO/WaP7yvGwTM6AEOmDaXWUOcURcVsVqBFoG02tN0R7zsab1m5jKHxYHOIBe4YOdwc6djTzyrKeAZhpM4XPL58TGFy/OiIUZCXZzg0Sgiuzs9TpKDRKVi7yKmrDKWhrguyTBJJTOXzsyvub3qMyjGFRAhLZMBklqouJvsbEA0iSPxokjVLKJTM6HqFbSRe74mix1R7xH/bYkNLPXFh6/OXBKfoXeD/qGv+8eo9+gFePG9R9pZHy4qz1RnHpuew68lUlShR5oLM5Jg44ENAG40IsNlv8VYiZcHlvzzn6h++zd3FK17evuBo4Q/yGT/kSH1+ieo7lqslV1pzaI7EWKDUOXWZs98GYiy4uLjkg48fs91syLTmcnbP7c0tucrYPRdcX/0Sm2ZNrRz9NuPLv7jlbnOkPDcEEzi4kc22oV/3tOsb3F7z7vIJ+XcvWD2+IlNADEhGbOxx4YgmTbh6u6Eoa6p6QYw6YU8tNG3H2Cenw9XVI/qmZRgG7DAyjAPeOsQUgVnWGUM7UM/Tzl0JxTAM9F1H9IG6KOkRvHV1Tdu1CAGPrx5RliXrzR3jMDDagX7oic4hvCTPSqTWNE1DCCN5lhKIghW0fQdegnc8/eo5o3UUeQ4WKjNj7DzNoSfaHTIWDK1FC839/S1KRS4XCzLktFbomZVLtIr0u46iKhlnNYLAbndASI/JIl988S3S9CijODt7i9m84+nTr/jkOx/wzjtv8ZOf/pT1JhD8js2rI8JGfO8o8wqpc7599Rxlcr73yz9kNn/OO51l7w4UsqC+mrHuelbScv3BI262z2nHPb/0g/f52VdfcF7VHA/91MQoht7TtwNdE8hUes4362Oy6WHIVcGT9z7i6y+/ocprhNUomcLrVQwIm9ZnmcwS9tYYiqygzCuqvKI0BUVZslqtqBczLq7PWZwt2Ld77jZ3jN4xK2dTUEJ8veMV4qHDPVlEpZRYO/neT5nn0+H6sZR89EahBR5Gz3VdPxTycRwTTx+P9V1qniLIUlKXM1aLFUPbE5xjdXbxc2vdL2QB1lJNT2ASHsU3xgGp+0vFUsrESNZKkhZa4iFJx/vUrcqYfLRMo+EUQZa6zbSnTWKmE+kKmApj2p+OwzB5VqfOOpz8xAGi5A74k+D5W18IZk8EUU0/ZCXQeZ52yiIp4pQSDytlHwUiTEjMwPR1pyob4imgQU60LfUaPkLygPogHtKHvPOT6CRB+rVWD2H33nvG0eOspR9HSmEYhh5NRE1S7/Lv1kipWSxWLBcdfpQcDwdiEOw3B4pMk+WGs+UZRyRHO7IKjhAdLpL8nkIgo0IKgxAGkyUhUtf03G0axjZjlRVkWqFzQ1GVKKNxMSUA9S5F8N3f3qXOREh+IgzF81uug4Jg6KddJ2MBsqT3kevFuzS0FKZgXtRkWjHGiHUOrRxFkeGtY3V+Rte2mKzE2ZE8z5BS4Hwijw1DynEtckkMGWeLyyTOqhzStIx2QwgjJhOImCF9hogFoIgeYhSYIievUti4p8Nh0VlDsTyisx3duH5YMTTD14xdTibO+B/zc9rVkqErmes9K51xffaYd9/7gObYsa63HNsOd0wBGt22RRvNO289RmWSF8+eIeWIY8dm74l/f0seM4ZwoHdrDodn/KZu+MatKYsCKw40bqTMKnbdPUJc0R179CyjKCoIEd8L3nv0hL/+3V+lPXY8e/oCt/8LtFLMZgt+8PEP+Fe3v8dbV3O2+xuefbWm2BmWj+aYec5Xg+UwGi4bxe52izt0XOoW/JFMHcizHh8dVnpCtKjcofMCrTPyXGEnepDROcqUqEwQo0GKhuAsYbAPsZVaKXRZIesUOFCWBc45ttvtg9r1/u6e9XqLJ1LUNXWRY6uCy7MlTdfRty15mdMcDpyfLdjvdmy2W5y1XCzP6PqO3nqiVBy2Az7C0FgKMyPFfSmWswxtJEPbp7FngNvnG+bLOd1xS7ARGy1VUdI1LVU1o8gLVGlQMXL38hY7DpSmxAhJhsRIwd2r58yvzpESmr4hMxKhFd88e4lSgbJSbLaf0/UDea44HOHTT2/59GdbvNTEGFBOUWmN7dPKTHjL6voRQQjIFaFMc7hOdNw2r2h7y4vNltH3xMJQLww2tuS5oK4UmVZkukCUBZKC7uAJdqQqDHKKbFzfH1ksZmzu92xuf8LlxRXtfsQbSXe0ZFpS5BkqqnQm2shsuUDlmtyUzKqaeTVPuFZtUs5HxQAAIABJREFUyPOc1dmKep5y1tuhZ3G2olzWDG1HIXOMTt73k57htPNN56OaomnFw673lIr3//14M5Hv9DinLjmREiXx64h4Iih0nSagWAjJtSMiaJWR5zXz+q/YDphpxyrElNXLa7Ww9f6B/pP2qhNNaIqUQojk9Z0KH5MiNSnhEobxhF08BTpEIExPtpQyFWqfumg7juhMI1Wy+TyEBaTVLU+V4G9iWP1rgfpEoWYJhiGn9CPQqeCfyFWnDN0oEVG9Lr4xjW9T5m2cohKnvKAoiRMJC2AYLD7Yh/FKkIHgXcJnevvG7U4To5weV6J09rBvFiISfPr+z87PGY+B7WbHq1c32D6w2x65MnOMyjm2lh/tW361yDnonHWMXBDIsgTm6AaL9REpNErm9K1F6yTQGvqezmfoNufdbMWz0vC2tgjf09mWzg+oLGdwkcFDYz2Eiq7xVJsjtvWslUIEsF0kjjmFXrDWK76rF1yv3uIg9ng7Er1D55JimSMoiFKAduhSEeOBohBI5SiKFBKhlSHLZmnU71NMZJ7nBK9ZzFcM3RE7NhRmwBiLtSOS6eZOjRYLpDQM45F+2CNEgzYOU86IfkeeHVDFnsP4BXevPmWze0luUhrSH/3xv8T1Kz58+1f5zpNPKBc1tpvz5HrAHUpyX7B7MdL3IzoWrJ+/QH8qefKffkBfHblf37C9/TZ5ifsDRdlxHL6iiGesj68QrcTjqc/A1EfEuKE+H3GhIV84ijriYsP5Y83SaBblWzRNjxs7gosM1vLHv//7zKslXTOy2xwxMidXJd959we8ffEhv/xJy+ef/oiu7anmNYUq2L3q6F40hCDwh4GnPVSq5HpZ8qipWdaW+XxLWUm8HOldT5blCGHwNtm9MlPzF9kZH44FYoj4UZDlYLRilJZ+PCCCpigKyqrCTGEliYqX3BLrzQbnPNtdGof23chsNifKhAr0IVLkKSQjzzQsZuhMkb/9mG7oaI5HDocDTdvQdS3jaFnvGpreUrxbMQwpS9YIgxstMmjG1kJuKExF9EmgWaiaMAg2u00C/QtJsz8QfWRoj8xzhYyOTGl0WROLAm8dzWHLKGa0zQFda0yVzr9MaiAhWENwlCajt4LjekQqqGYzfvyT57St4+xqTlnlNE3D4/MLVvWM3d09TXNARsGw2fD+Rx9w12w4uJbFvEIWgvXmjmPTUcxKclUgtacqK47tyP3tHXg4bnuOe0vXeoQPBJvhhwJrebjYZ8owtJYqr8hMzu7+gFEFwUtm9YoyKyiLmiIr0TJZAEWukEaTm5wiLynzEnOTId9NYBcXAvumweQajET1A3mVU5+XSJvWjUkBnWhcUsrXU8np96fXSgiBYRiIMab3/UTnezOL/tRBvzmmTjobg/y3Ev9xEikGD0YbSiMY+wHre/LcIEISDv+8j1/IAhyCn/ysyQuIT11niGEKDQhTwfK44FOxDgEVxVSAU/crJIggybQiIginkW7wKQrwJOSagu4jEZwjuulPMcG2o0gYRinSblhp/WAp+qEPyYf7XyiEnsRWk+paTovck/L6FGkVYyS5zSavr4gQPCF6vEs3djGFR0wO5PSGDokZLZTFuh4xjVK11ghhuJ0Gv4+1QmuDVCkzFtJFxvtAN/QJKHESsAG7/YH+YBmt4+zsnJuX91xeX2Bth5t8xN8eWz7Uio/PF7wjHYduT65LlMlw1jKrz5Aqw7mAdQ374xHvBuxo+eHFYy7UW7TtkZfdyHUVkKpHac9yVvBnf/45eVGi1IpD4+kOA8edpz9KpMsZo0ShqPIZlxePOFs+5vOYsXIJR7aoZxgjKDKBVElwZzKNzlIRlkhccHgf8MECHiE0RmfkeYbWOVKk7j1EsGOgHzaM9oCiJ48SpTLQGikqlJwRQo6zHqkdUrcYcSTIHRv/ih/NF/ztsCeftcjswO5+zb5d0w2Ozz57CcDTbw9cn71LDDPaRjArKxbVJfNiSU6Gby13dxuiCLhg0cLC9yy7zVNGeyCEI1leU5Saq2xBVq1AecqqRChFZjKihNFZzs5nFLVElwIfUkxglhtGNyK84NGixh89223P0AW8A5xHq3Y6WCRGjTSHPYPI+YPf3/D7v/cvIDo26xeUM8Xq6ppMa9oh4HrHMMDxvkOTU18UZDIi1g2zWcv87IAwLZ4G1zVEWaLFEmXOE92LFbf/z4oPvluijcP5jiHsQO4RYk9VRbQocVZMtiKwISX8OJ92wd04IJV+zRyXCq0zUIGIm5wBIEQS0hidUZRZCndRAq0kdV3hnKPrOo5Ny+LM4nxacY3jQNe1NO2Rtm3phpa+bXHR4YaQON866RHiGKhMQfCCvusZeodCY0qJyZKPX0TP9773Ec46vvz8W4bWcXNzR7Us0RUoMynSJ7EnQuCDoO2S1sP7JGCyNsdZiGEk2BpCSdt03LmOsQTbBSJ5StjShj/80x9TlIrrq3Nebe74trc4GVggqYVOWpng6BpHc+hpj5Km8Ti7Y0iyARSS6BTeAkERg50Oco2UmsSPSQCeWV2zmC2QUpOpjNwUZDo5KkIM5PMKlaXMa/1TjfqhQfYSkSX3y2AtZVaSFwV5nqOUScdniGQ67XSTq+F1wtqpeL6uL69/fyrGpyL7Zjf8ZgBQOmPfKMYiIP+hJBM5owtJjxMEaIUx6cwheD7/2WesjsefW+t+IQtwiqCbdq5EooxTCk+iQzEBMeLDqHhCRk4JPmlZOv07JfAi7Yz9FA2YdsnphpO8qeKBhuW8m4RUqYAul4v0ub3Fx4ic9sDBhsRgPrXqCRoFpEInSDmiMfjU9fowQT5SR44UD0U/ibuS7UjIJMqSb4A4Ylp7TZYkRZZnSBVTMZZpr30TPT+xlvcjOJWhdUaM4E/EL6EQKo3hEdC2DcUEKbBu5Ng0LFbnzKpz1us98/kM5wpMrglh4K0Xr3je9gQhqOY5RVHinMfHkaqsGIcplmt0DP3AMPQQB6o8Z1nPqWPJOLb8im2gH+l1zxBabBMIQdC3Fm879vcjrisIbYEJBj9YTFZyvjznbH7G+fycRbXkrahwoyX6NGauqxxlQqLUyIgpEpBeBIGQKpm0lJimExpECifI8wyjC9JbQWHddDnIGgwtUoGSJUrW4CF6leg2tqMfjwjXklc9xaInKwfGbMT6b+jtnu1uh8o8pjR8tnzM+PIp7SHtx+S/epvH//j7rJbvcng10P7RLfZvD7THHUO3ZxgH2vZIXmqUjqyWmnpe0o97rFtTzxVXjxR5lRTv5azERuj7kaEfKEtSfm+QuBG0rCBmeBuwzuO9o+8HRPRs3FPimLjOOtPUf1xh/gOT0r2IRC/I84xuKVAiY79taQ4tV1eXyHzGj4Y9/vZrwp1EGElVnyGU5KxcYPtAu9vz3idv8d3ffJf5lWA/fEv0e7zpud3d0h49tq/I5btcnwlm2YLfbBz26AgzQaY0SImXA4KGKNR0+ZYM44i1I+NocTbF8P2W1PymMhRVRpicEDorpkjFiDaSlI0ip/ceKRkpz7m/v38IQSmKEq018/mCxTByOPaMPjxkV1tnE5d8GLBupDkcOTRHjsfD5EEd6ZuOrm+5eLRidBZru3TBF0lkFJwnYsmqqQiFiDEZQgyszlZ44eiGjraJeOeJkPzhQoFKa6iIxEiJljm2l7hRIUOFGzXjZqBdD3jlsLlFikhZZYiYczz0tMcRbSq6znPzasfYe7JKJZ0JDUqr1GAIgXAZ4+gYD+CdBCtRGBQF3moYBYJE7gNYzM7JshwjNVmWMatmFEVFcInip0Ty4Gupk4MkJIKgyTR5lpPNC9RcI35DTme0pJ5VzJczZvM6hYuQOAhKQLTxL3Wxb6bonaaCp7MdTkLb17kDD03StPs9dbtvWlXT+e5fe4uVwugCb0/TzaRLitJhvWWz38DP53D8YhbgfuwJky/2FELgSbe/REhJe1FEgJDwjdYFHCkY4QSsEGHy2J68vyEJotREoRLT7c6NA0rrh7GvVAnhaLSeyFaOMEE71INgyyGjQsik+lUife7oUycrItjoU+bt1HEnP29SWns/4oN42CfHmL5XqZNyGzEFIYRU8KUUSD0JUkJKtzEyvchC9FRS8UtKch0iUpok5/eCEARGJX6vjJ714Z6qzIiECT4BeZlTzWF7t+Ow7Vn/9pbm11qu3rqgHQaKUrG5PdI7KBcz6mVFmZfs2z1+jORVTXMcaVuXeLwhJH+khjIvGHzH1t5hzch6u6E7HMgXBTY47jY7nJNICuS+RP8o4t/SxEP6+S2Lcy4vLrg8v2Re1pQ6IzfJvC+KHO9tQs5lGmlI6S4ioeV08MlzLNOlIwniSJhSodEmw+gTTnMEDFoZ8iwnzxqcAkmJYoEMJTJ4XOgY4xah98zqBlN0mHwA2eN8j20PfLx7xiaX3Nze8uz5lhc+5/kI5cuB77/1ywDI60csV+/w9rvvsHux5WX1FPrA+08ecWhvePrsGzpr2TU7UAEbO0SxJKqe1fWcaq5wosePgSzP2LdHfMyYz1aUtYJpvUHMMGrF7fqO3Z3FukAQgizXECSZEVh3wCjLbGFQ0iA+iojCIWJLwILS6FnkbJHx4yC4nOc8ERWZKagu38KNK/Ljmm+fPuPuhWcxG5nXNWE0SK/56MlH/Dt/529xeR35i89/l94+4/0nZ3zz8ite3OzYbRzdQTIrvuF7H418+JZE/frbuHaG6A1VoTA6wTlG2zJYOLYOH/I0yZpWQjozaJlzcWzxUqKVeSBhLc7OE/tceLRJWd1CgHOn1ZMAoSirxcOhfBJASgUmr8mKkfVmw+GQmMCXF+eIiwuOx4amaVhUC1Z9T9e19N1A1/e0TUPbN1R1Rtu3xNyQieTbDz7QjR0hDmT5gs8+/wbnLMFJpC64vrjm6fOnyeYWxDSZE2ipiS4iokwXER9RWqK8xL0YkQsoywKNYrs7oIOg0BnSi2RFzBTSGbr9nlJVHNcD7eaeeT1nPlMMhz2dDJSZZugsgjQhMMzx44jxI9JFJAatEkmOTBNLmWh5KjUzFxfXGJOhRZpEZFlGZnJkkQRLQkiMVqkbj2l1aEqFylRKG/rlxCtQKsNoTV6WXFxcMJtVr9XzdiTiUUIQVCquJ/EVvC6yCeXqHsRVbxbXN/e7bwb/vOkhPnXNp8cCGEdLbxMRbhxHYvAoqcmydP6iLE8+eZ/l6q9YGIOLNhUdERFKI5TETDF+UsqH7jFEkZS2UeCmRLcJ0JyA/4D0E9JuElklypSYCFghjQ3i6x8E07+Ck93ptQQ9/aBOyrg05iZGgp9sQpzEUyRoSJheaFN/KxETUCMiZJjEYOkxlACtJ68zKQrOx/AQf5g62HT5GAeLNhnaqIcX20ppLrWEKAFFDJLO2aQAlGlc4HxgVpX0Y4PtW4YJkfbts2/54tMN/bEHJxBPFPu+oR5rhrFldn7F/PwMOwTKao6QkrZrpumEYLvZYa0huCRQyoygKmYUBWid7E73zSv+MHh++P4F1/GMn33xBa9uDhR5wX7bsyiWLNSM/FwQ+0glMs4vHzFbnmHyEiMU0QVMoVkuauqihBDohw5rLX9G+ln+kGxSu2dkWqPR6UA4YUZPlzil0FmOUqnr9cElXnieghPG4T4p5OMM3IJIjYwjRg+ooiFf3FIuNihzxEeXUpq2KR3l2PQ8/eKGF8/37PYDu1FBn9H2Ob81vcZ2155nz18ipcMOB7rvbMlkhbMKmQksFpmn/f1sUSFMhcigMHOu//Ac858JDs0a53uckFjv6HvLaANK5pTlDKLicGi4vd1Qz5YU2R4lRjjlQntHmUvs2CKynLwqEUIT/nq69HkfidHyIjruheO7DJRDT4iCThme37ZcXnxM3cExBPSi5Ggs18Gz224YmgwRCr784gU/uv6KJ58s2Rw0Xz+950/+4gVCTgk/AowGXTVksy3Z7JZaz+i3luEgcS7Du45Ds+fYtXgkxfwMGTXe+XRJdp4xWISUfD9MFkFeb9+yLMfaBAwpCjNhAgNC+IcR5DA4lCqn0PpI3/eMY/K153lGVdUIAVWVo2R6n/Z9jwCqssK7wKyaMa8XKKnTRdt5rBvZ7e85NEea2YB3AWsDbXek6bb0w4GmGbCuBQTjGKiqFTd3W7ouMNMFykK0JEGnUATrMSoFr4xxRCHBBXrfIToJUjKOPdiBWmcs8zIFJYwW31h6D9Jp6rLCjpG8yHny+BOic3T6wGq1QBhYb9Y0h5bRR6q8hN5QyjlFlS4/evJaS5kaE6UNyiSl/2J+nlwsSr+hQpbM69nr4qYVWqUOOOJRRVKpeh9wrscLTV3mLFZLqqpGaUWM4KxL7+fTXlYJ8rLE/TOH+6/ddEaHv6SAPhXSNzvc0683/+40ao4x4v8vj/2uJb6T/nuWZdPoOz3mOCS0cOIKBISKKbZRBIQPmBzUz7cB/2IW4LIuXhdbkeLUxCm26DRhPj2JMN3Q8jSCZiqGk8BInkbOMiJO0W1yuv0EgTQKrQQ++AnbKKc3pGOwlvm8hgHCPwu4/87j/JisPwKkCIgQkJPoQJ2oVlOnq0QKe5DTy2tCNRCJaEWiLwmdirNMO18pU2iDdD7Rf04eYSIISySNA40xqXt3KeBAynRgSpHGrC6cSFnpGXLO0bQtgQ6UY7GYc1p3DEPPfK7AG6LXlN+fcb9Zs9knMs/2eKCazVDznLqa452lbXui8kRSxNs4OjI1p8oKlIIikxQmMtgdh35Lr0d+qZyxmkv8oCCbMdiew84SxwLZQFYG8rrgUs+5nl/y3rsfoudLrE6h4+PQo6LHji1H10OMFEWB9/AkQogSSxK3mVjhRoXgRCZLbwyhIsqkSQNS4qfVgDF6el4FIYx4B5mq0VyAPyOGHGn26MpSnK1Rs5/h5Oc09h5vS2y/5HCYcXfr+MnP7vn2+YamdUSR0Q+CcdCU2YrmzxOk4Njv+fTLf8vTF5aq9Fxd1dTqEftjjsxzZqtzwn6P9hGPYlZVOEbaMLL/dShHQxAzVFbT9ntC7ChqjTGO/W7Lq9svCEHy59WK/3L5Hl23wdodQkKWGfJC4XykLBRaLVFaYINkHF+L+Kx1ybrjAwXwKkaqoiAvC6wfqS4WfPVyzfquQYae+Y9n/LV/L5BZgfSW8WgRsSDGmk8/u+P/vF/zG78ViX//PZw/0B9mKGW5ekvx6LHi+lHBu48EZf6MZrOmG2sQV+TZ47RLHi8wosaJwOb/Ze/NYy1N7/rOz7O861nvWrequrq73N12u9s2DhgIw8SdQAJGhGgEjAIRcTaCkziQSTJxwHikEKHBQZbQECKGANEIJkOGkPHAOMLMIIEjMAPGNhjsdnvprn2569ne97zLs8wfz/uee8sYmfxHNLxSqaruufecc8/7PM9v+y7rCq9ctzN8JwUL0gtkFBEnKUpGmxlx1bQ4a9GRBBHRtiEIesLha4ynXFu0Ut2+EEBCFAXBhjSLsW7NZDrmSn4JvOTo6JDlYoEUmulkTBantI3l416g0owvi1Nc5xq1Pd1hsVpSFjWt8zR1zapYUDe71O2K+eoUh6MxltWqRumM05M5kR7gKxBaogyITgJXOUcWBb3xtRdI4XHC09AEMG4FRVWj4qDhLlqFq1p83eAQtHUbvL1rwSAZk0dDVkcNwnq2xleYNCPuv3QPcWlArjOkVuxu7aNQjEZj2rKibtY4a9A6iON5Z/BC8Nk4AA23J9tEcUQcRQGT0nl8h3lvV9hIgZYdylgYHIb3S/jzkSb1AqUS0kFGkWe8P0v55qahroOlpJJioyboO/VC+83n40PgkYB70U/+cx/rA+rFqtgYg/wyiY3OizDngjiU1l2bPAYtAjCubWuMa3DSYkxFbQqOTu/R+PUfGuv+WAbgKIs27YCmbanbFqU1Smi8D5mLlyCFAhVmCc5189NOvKJXrpTCdwb0YZAqu7kwIgRl4yxV3WC9DaIdUUwcRYDGOkvT1uEGf4fvDqaAogs0Fo93QTtYirCQtNLBqUaEuYMUvdTkRQUvizMNIFBKo7RGCINzDW0TqE5R0nHkVASILiM0Gycl2xjatsHYmiRWxDIObW48UWcW4YRGRookjTCNpcYhdERZVVit8Z1G6Xhni9EkwjaapvI4I9HDlJOTI64+cYX54oR8nDNIRjRtHQAIMqZcrzA26O+2jSXLQ2LQVhVlVVFUNafzh6xtgco09arg+OEM2oS61GwPryDTlOO7C9rC0baS/dEuT165xijOkUKynC8YbG+xf+kAb1tWyzmmqUnjALjwFuJUsYXEeUFrQahggoAIE6oA6LM4YbkvPb+E5297sMaG5E4I8jwlzxKsNZRFgY5z/mk84kf9gLaWWCpUtCDO5tT2Js3qkzTcDIjaOmd1tuaVl+CVV2rKJkH7K6S6ZbmqqIqWpnYU9oyD3X0AjF2yWM9JhjHZVk7NknLRMsifZH+4Q76VcuPGbSrfcnJyglWS+fyUwThjej3GtpK6FkymOcPhgLI6pKiOKdcnVJUhH0SkacZ/pQFRhP8PZId7aFkWJfNZoEWNRltopbHWBGRvpEjTGC2gtYaBjpBSsZitGI/GeKc4fHjIwaXHGA4yTo8eUtU16hlHPGtxXpHohIP9KZIRCI1zni+JRoz+4pTjpuL+g1MSOUbrNbbRxFHMh2LPJ+pjvuzkDpP0KoOtK+RqzCiRtEXEuqgxdUIrHc5W58I6dII11uNEULaL4wil4wsdJE+Sxl2w7UFUFVJKkiTB2JBwVOt2MzcMtJUY56BtgnlJXVe0dcN0OuXKlcdIkozjo1PquuHgylVmZzOeL2tiHRHHUVB9M5bxaIxQCqVKmsZQ604gR46JYqhNRfGRgmVcwKsjTk9WDPNdzDoETa0EbWf0Ym2LbwVeS1ocddkQJ0HPPIk7E5A0xVoT8CPG01YBXKpUQhLltBbiPGFVroM5x1pweHLKwd4BqRyyNBXp4yO2xzmJTmkbQxpn1GVNLDPSUY5erzCmJkkkcSwRMiRE4yjgHPZ2dlFRKDCEDAWJ1DIoYHnzSFsXEbzNW+P42iRiOw+ypN4LjAO5WvHmusbEKU5YrJPESgXapw1iSXVTYbcsqlWkaXrBy11svMeBRwLyJig7h3Ae2fHIFSIooG2L0P4XfgMUa5oKa4NNYxolCC8DkC+C2gQLWKHBCE9lFqTmvzAzhso05y0LJYnSKCCVu8MyjiKECO3XvlJuXYsg8GG96xDLKoC0rHX8b0ry16KItKMsQNi00kmiVG1uUF1X1FWN1pI4jlivW6RSxHuKYTToQDyyo0g1dMynTnVFY0xvJBHan865QJ3avNcIKSOEMAhhuwK30x3FBTN3AY4AnTetwzqJkhHIFCkNgzRnMTslTzNWi4rRMGWgY+7dvk+iM3b3p0Q6xg2gKFaMkphrr7rMb3zktyHKwrzENEGIBijamiDwo8mGYwQRlXZEZsGl61fYZwfRGkTtwLVIUmytWC8g+bGE7O8N2H48Y7Fc8vDoJpcODvBecHxWsGwcdw7nDLcmuFYQecHyqIC1JpdTmnnJiAnXn36anckubW1Yt5AMEiaTKf++qnlTUVKtCrRWDPKMyWQb04YOxdZkihe9N7IMeICmpW1rih9ck/13CYOtAUoB1nLZW94qFUgZUJhJ0nUTHFVVBjEHL9hJdvgRFSNsgZcnSF0QZTN0fJ91e8a6bNHJFg9vHnJ6UvDE1Wf52Ec/wnIuEHIbUNRNjXGOaTZAjyLqtqZtDgF46jU7oBtsu+KkmIFrAEXlLOPhLh+4esDz732O1z0/5WP+RW7dvEVTV4zH1/mVKuVbf14y+eseIRuwNTuDAdNBjIo8zgVwYJIklJXBuALTKuo2CPmnWU42HLCqWpyzVLWjrRecnR1T1S2XLqW86lVPkOVjqjKmrR3YhNRPOHvQcPhgwbqMmN06Bp+xPF5SFisWsgZbk0SKywe7PHb1MjpKWRZrGlexXs5YesfZ4pTlsoKR5vj0BGMlSo55LpoQzRYclifYqWOc1xhRcXp6RHE2YH00Ivo3e+h/nOC8oJwvyTpxBoCqqjDGkkzHgXqCIY5CJTSbPSTPB4xHk87cosA5RxSlITgnEWm6jRSC5WpJ27ZkWUKahmrOWsvR4RH5IONfTia8fVmRmBVRFDHZ2mYxX3I2m7G9vcV44qirhizLGCqFlxaEIx/FxKnqugyGug66162pSXRK8qaUvB5RlGv0NNDd4jihWbeslkuqKkhs9hVaHEeBOWFd6KZ5z85uANgJAaPxJaqmDo5dcRyMbZxHReF5rfes1xWNaYPxwHZgVNQmFDyJ0ggrSfOM0SCmqiqiJMJKh4wixsPtflhHHCmkklRV1VGlIOs8hrXW6EgHtLOW2NaCPKcBVVXVObZ59nYvkQ9y4jjr9mRFVbeB720MRbvcoJxrH4JikiRkaYISHqXsRiijT6KUUuhf1Ij3Cdq/08Lr2cQAay2uNUF9MQoucqZuiOKYNIlpmrpTGgRJN77qjXKcwRmFqS2FqZnuDGlMy6o6w1BiRMXulQmTyX9pPGDpcQRpx16dqkedCSFwOhChIRS3UnrMeh1av1IG6cqeYC1AK83fgzCvdY66rWjbtssoO1P6DoQVNqMO/qhxjNbnSlVBztF0SD8R6ANCcJ5EdWCvWuD/rqf9MbN5zHcyk9YBzgV5TFQQPehgZr4X4QCk7vx9uzZ2NzzGCcnZbEkkIup1S6JTUpVSFy3KRBzeP+HwlRnOCl777GvZ39/n0595ibN793ny6hXuzZZUpsVyTkBXkcY4QeMseBOk/ZRHaInUArwK2aEGjKBcrfl/FjVXyXj6uyJWlDx8+S7j3TE7l0aoxHFytsQryf7Vaxid8vDwhEQOED4ndi0nh3NqC0/sP83u+BL70wMGgzFN0oIUJMMhXkf8tWlGIhXeOb6nbfkfvMeaoCAW6YQ4yTZznPOqJWzQ9f+0JmiZhHZSkI8DeYGG+b+CAAAgAElEQVR20N830Y0MojQlkpqitESqxqkCGRXEeUE8nOOjM6RoicSIxbLl4PJzSG/5tz/9EZo1DAY7rJbhvWxNttne3WIwylmWC+4/vIPr2lGNm6MAIpCJAlK0Egi95Pb9e3zx8gHP/IM3MB2/nsfvXePmjbskUcqt2zfYLs6Yf11CdWfGqjhhZ3/MeDpkXRviRNKYhropUXGEdR6/neKJcVaS5xPiJAEp2Nm9TJ4nFLMldVUyGmREsSCKYbVYcfjgiIdWcDjY4fVnS86OGz55WGFPGmSl0MpSlw9x3pAlEdPBNuNhxHQr47HH9tnenmK9oWpiGms5Opvx8O5D1m3LdDzg+OyY5XxFWQjSpCGNWq49lnLlyjWyRODaFcvyJk0xpzaX+OcDwff93Zxm3dB2PHgpJU3TbGZ2WZayWgVqEECWZd3fKUkSgXBBo92GvV8U7WZWLKXcVI6Bx+6o6zXOBZDW1laQFPweC9lgTNu2FEWBd7C3t0dd17xy4waj0YiDgwPKsmS+LNnZn3JyctIBNFukcmRRRD6IgRF13VAWa7SOsNaxWCyYz+es1xV1VTAcTkjTGATEcdwROTwvKUXuPY/74NxzUTCiFzKq62bzOckgSMDGChU2n52+UJhorYi0AhEC1XAYFKbSNMU5F/jXWRa+3wWmRR/ohtZ0o7xABYx06BYmSbJ5DTkI546xliauSeOkK6bAe0VdO6ytu/etGOTntKKqqjYIZ+ccxjt820AnUKRkZ7wwU4ifFPBPQ5C1f8Hiv7rTb+iEQjbBWUiaqiXRmk9pzS87x9sv0NGMNRtNfe/DuMM5S123GGWIdETbVqxb8LplVhyBbljXCxpRYET2h4a6P5YB+GK7IFxBSQrY9OC9s52QRkAAOmdRWgQD+jh6pJffz7R6sIXzHXRdiwBmUqFFIIQIM1spkFJhrSfLMqy1AZ3oOtBWP0MWoc9tne2cWQxtE9SK9L8GUYHMxGax91B37yW4GN/Nm701QNicDtvxnD1ErmupQy+DGV5Hkg+nNOsVsc7wpBwdPWB1apidOkaDLU5PzvjQb7/Ek9cf4+RsgS3XrFpHujUlTKUDChQIgh1CoWVMrGOUSEhVQkQwiLdtjTAG1UJdtjS15c/IiCTJULHEoMiHESfLY2aLMwbDMY2FqnLURwuaBlI5JNMDlscFzcIhrSTVAy5tXWZnZ5/RYEwcd8IKSRIybWv5KQR/MY65LiX/ogrUjouHQh9E+884juPNATEcDi8cRvaRJM4YE5CL/twBZaOaIyDJhwG8JZegGmyyYOUeUJW3qc2Mew/vYa3g5c98gjS+wu7lbW58Zk49rzDGE0eWUZKRDiJ0DJETTHdH7KVjAPJBiqMNaxGwtqWql9S6ZetglyxR3D36FPcP7/PY5Wf4+r/0NZTLltX/veJ3f/ceJ0cLjKkw1hFFOd6kFGVDmmmsd6zbBp0okiQhVVsMRjucHr0MRtASKjIvLPOzGZmOqK3HNpZBNkaLiGLhWcxqMqt4/OGKG0dL5mclunIII5EqIooU29e2mY7HbO+MGOSaSFki7UhSwbqacXj8kPvHh+TjMZPtHS5f22GxLBCR4k9df46br7zCKy8/ZHZWE7065uDgClla4/0KcAjhsSzwXvO9XmKjCMQA5UARI4RgvV4HMNQFxGuv19tf1lrKsqRtDXi5SdiMMfxo2/JXvSdTiqZpNsEGCPNGa0mSZHP+XOTzw7ngv/eeg4MDjDGcnp5u1tRquSJNU+I42iBxL+q+CyExre2MI8L7T9M0CO5Yi7NhTt0bCPRn4J/uBCQ2bm5ak6hA0arrevPee2pOr38ciobQGezP2f4zCwYDofXeayH0wTNNg9VfH3y114h/JbDfFfizoWBR9AYy+3t7G0pQf6YbYzbCGHCuyayUQkcR67rFbM7JXoL3/H1+rquRMYE22nhHUzsiLcK9moL47wNyvAdi9Yj4XhO6qqrwnEKS6AihJa8BXtU6atPiWrthwITk4PyskUoG4wa7pnIFRBabCIgdD5b3ELGh/dGCo284ZGXP1+HnXn8sA/BFe0AIyDlj7CaQOhdkIPsFLiQkSYyQ/Q3tlUwCb7htmw5s09GTuk0aKiaNknqTQSMCWKpfuEqdI+LgHDkX5rKetnFBPKOXqbSdBvTSI/6FwH9/Vz131bwAWErIYrzSHQVJ4WiCylYHKQluHJ1S19IjconXIQAn0ZjWO+xogi1K6lpSlJJVGXF66ji6f8pyWSLlEq0HXLl2Ff2vLO3326AHKxSV1uS9W1ThUZHCCodtDXKpkSiUVwgj8I0HI3AtuFoQq5zRaIL1jrIu0HlM1VYUqzVSaKq25cH9M+YLx2QyZjzYIzaCetlyfHeGL+Hy9BqPHzzF+N+P4W2SpRccqIgkS4mzBKFCZfO3nCPhHDDRi6z3h0DQ5XWP3FNjDMvlcqNu08/0enF2uufrs/+2bS8cjIIT4EBKhPI41jSzY9rpbVruUDb38EXNaLAH8ZAHv7Hk7o27xHrAycITacOl3QlaC0RkOJk/oDmu0Klid3+L8VZoRyV5RN0GOoonrGmpBckgoTFlkA+tNc4uaVvHcr5CypznX/8cr371a3j55Vf4xCdepFitsG2OM0ES0VYeh0Z5jXYCWoFtIpyRLNY1I+dpTODORommadYUQDFf0TQ2VPH5Fmad4yrJelWxXBTB2F3mTCcBfa+kQMcxTz/9FNvb2wyGCXW1Yj57wOnskMW9E+RnPPEkZvhkjFcN9w5vcDpboOOE7a1divKMp56+SpZabt844jd/8y5Z1vJFr79KVdVEEgajBCE882ZJ2/hOYnaLpsmxTj1SDXnvKYpiEyh6NCuwSbbaxiA7+l7/5291gafniz5qT3rOD23blsFgQBRFLJdLrLVMJhOEEJyeniKE4OrVq5Rlyb1791BKMRgMKMrlJvCdB8Awq26aBoDBYIBzYV32SaRSITCdnc5x7nyW2f9evapTv57f6xx/OYpIu4AWRTqoCPZAzg3IqD+/zk0LtNZdImrQOnT/nHc46zY/45xGa02eZ+hO9EK8i83ZbK3BE7zCAcbjcajYhaDpwFMbcFPXreoDdBBAkeRK0dq+UDrvVLVNg/OOmBhhQObBca6nqQo6Hq7v3e/Oq/y+8Op//z4Ab5JuHZJW2zYduLejLXq/0Y6Q3ZnvOpaLlArhHK1rqSi4dfsVomPJs88/zejSkHlxxM1vvkVralIz+ENj3R/bAPy5cPH+oIRQIWulNzcvihVCGrwPKkhCsFlM4eDVKHXR5/GcexsyzKZ7XrHJsHrEXrMxYzgnbLetoWlCRHWtx9mA5hNhMBwq6AG4f2ZxbTAkuAgGUD8bw9dK/GWF9x2K06tOvct1SUAQorTe4t/rEG/2iOuAFDjpOFss+I/lZb4pW1I0LdYMaFuJ89u89NJ9lHK8/vWvwvuEu/fP2HpHxjSbULWGmRJ8SGi+2oXfu/0/DMkbUszTFmdr+GEJ3+4CJanxSCMRlYBT2D7YojUevMY5Q1nW1EWJisOB4HCUs4IkTnnm6X2SeMz6zLJcVjy8eYJuYvJ0xN5kn4PtA+LvSHBC8R+V4u93lUQwuQgo8eFoTKLizQHaZ7J9Jt0fHFEUMRwOSdOUtm27aqfdrKnP3YwXVW56ekG/aX8IxTvnc3RqYH5E8+/uY//BHYw4pJEr4l/I0F+xxQcefAIhBkRpzMP7DfuXrqEjyfZOFATzI40XlrKVJKkiHWosIetelXMsNuiDq4B1wAd07my1wrs1iR6AcxRHt7h37x4721e4cvAEO1v7vPZ1r2bv0g53bt3jxiu3OHp4i9VihZKe4Thld3fCYDRGxZ48GtJawUtS8GXe0FRLynWBLAVVtWa9CjPILBmxmjWc3D+iLjzV2rMuaopizWQ85OqVfS4fbDMcx0SJRMca4yU6aWhcTWVmGFmiM8tAxfgvNeSDmChJWK3XlMYwcRnRToLQDXVjqGvBaDTE+yNu3XB88hMr3vB8TJaNEKIijj1SC5SWLBctJw/vMT87QXINY6IuIOSbyrCqKuq63lR9/X3fyLY6v+miXJQk7P/uE7i6rjfC/n2A7wNVAGEmYb13VV2/1u7fv0+e51y5cmXTWQkWi2tsJ/LTV8Dn6zl04ZqmpWnOQWB9orC3t7cJYBC6PL193vnva/kmJ4hFQLmnaRKqXGe6qjTwVoODT+gSBkBreL7wu4K1ZlOV9lrz/b7xXas7jmOy7Hz007YtrjCs1xW2srhO4rfvJvTJSxgBmQvFj9r823sfhH1clyx3IMv+fvRJMp8EeSjhz3Z7mfPkPE1iesHePjnpY0T/+V1Mwi+qZvUjSeEhSQMQV3gJ6tzMwXmJaYLoinQyiNnYknVUULCkXpTEDwQny4cU9YxkmrI8mbPu9vznu/5IAfhHfuRH+MVf/EUAXnjhBd7xjnfwwQ9+kB/4gR+grmu+7uu+jn/4D/8hAC+++CLf+73fS1EUvOlNb+L7vu/7NsTlP+r1KBHaYy2btvJmY3E+F3Yd2tmYtpsDC0xnUBAWgOXcyk9sMsBw4wOcXUq1+Xpfq8oOeSg75S26m922AY2shA43yYfNosJsvoPUC+4rxRUXuMcBct+BAr5D44wH2/n6dm1IhEAgkUKjo6DOJVyLfau5IM0piJQEI/m2n1hz8rdbDu8cUS8E86MW3yZEcc4gS6lbzac+ehc7nPPk05eYXNoBAWPn+KrAYgZgeR2i5yyRSZBEyH8kYeExZct6VtFUBeJYID+mGX5jTL0ucZVBxgprXXBeUhIdBxTx7HRBmg3J0zFnxyVnd1aIdYwvNU9efoL9rUvkekiqcwbpiCwZ8PY0JYnjTugkdCJkFNCxWupNZQDhwAgb1mwO0rjzi77obNK3JS/Oxvrr4vddvJxz/IC3NBmIeI05mME/OgM5x5oF5XrF4i9aZic1r3zGB2k/O+Lq1QlNY8hHirKdkWaSwXDMZLrFPIlInEG5lsaGGXDVFngZ5lEWS9uaoEctJEIMkEJRrk2gXsmYPBuybo+5cWfOfLXLwaWrHFwbMpo+zmNP7vDpj9/g9z76CaqyQimBmYA3QQ+6qVvGieaNTcV8VRBFmiv7+9R1w4NVjasEJBrjJIt5wdHhClNLhsMpO1s7XH/iOsNByt7+hK3tHKkMTbOisSUPT86o2wbnDVHkSVNFMoqZpDmtqWltgxUtIvJsX5qQ/tYQ/6WeoqwRVlEslkRCsbeT8bBe8/Bexb17C555ZoKOI4Rv0IlgOMoZjmNWqyPWD1dk8QFShrZw0zSPmI9orTeHax+A+3sv5bkg/8UxVR+AgQs0rHbz8/3fZ2dnm6CfZRlVVeG9J89zqqqiKIId3s7ODuPxmPV6zdnslIfTKddNS1NV3fOfJ4BhtGQ2a7tfx8ZYms4LXSlFRIR74Iivx5s9MBgMNsGlr/z6qt9jMaYmCPNo4lgSxwlJkpLnGd4HISIpNXGsEUKFff1Ao54KjJPzjlE4i4OXuMKYQNsMrecIKYfde3JU6/XmvvTBsa5r1ut1B27LNvuyb6sr1avVEQBgSUqkQwVvWtO1yB28SQR/c9djODo9QdcR0i4k2P3Z0Afi/vy4ePUtbK01bTe/rk0T1nRPZZUSHUm0CPPpPq5orckHObv7E46L+5zefcidw1tY0XC2mKESsAHN9IdeXzAyfvCDH+TXfu3XeO9734sQgm//9m/nfe97H+95z3v46Z/+aS5fvszb3vY2PvCBD/DCCy/wT/7JP+H7v//7eeMb38g73/lOfvZnf5a/8lf+yhd6mUeuvv1ru5ZCqGzVI5qegvMDNIAK/CYb7bOy0Oo4b09dbOFs/nTSaUH+rf+5Bu8Drze0rvsAfAG23gVK2ZktRFohO51W7y0O+DRwTQq0irv3GdrpeImjAcLsN2gTB5lLIQPXL7SWPNYJcCoEbxE0qBtTMdrZ4u7fuQdNxO3b9yjnkvIMYjElSUaoKObW7YfYWwXbfyqhbltkFDSC68pgGoPuTOSXXxoxaSzSde1067C1x60ddm1xtSeeRKRfPeLsZMm6rhlOxhSrgtlszu6VbebLY5arNZPJiEGWs5gbPvWJl1metUT1gLSNeWLvOvuTA3bHe6Q6I1EZg2zE9tZ2p/UdTDWklugoHJTWmNAFuBA8L66PfgZ2T0pcVXGt2/wb4Mmm8jlvRfczrT6I92uqT+isb0gSQ+UOqZu7OH0I0Zx1MePBnRnHDxVtuUMmJ8xma6QQrIs5UWJZrlrG24rBNGc4SVGp57WqCVKF1YokDWtBpwrfCw7UbbCI9ClSj2kbQxQpRqMEvRVU18AjRUWWQDpcU7Z3mBeOJM54+tkneexgl/2tLU6OzpBasrO7zc7eFBV59g+m6NgTxYLZ7ISz+ZyqblicltQrBSbl6KzG25rpZMpTT+6hVcxkPGVvb5dh10a1rmaxWFOul5yePWS2nGGVpKgKoliyf2mXVA/DjNn44DamNM5ZoizGOij+UkG7tnjrWc9btB5Q6JztLUl554jqYc2HP3SbPPMcXNXEicO5dQcSTIhySzpUrBcFo3wa0LBdZZVlGePxmLquUUrxolK8rlszPTJWSY3W8SOYgP7x/vy4KLrfV30XcSkBvFVsEru+pdm27aYyPj4+3rQ467rm16uKq/BIdXkODDTYe4H9oA/Oq2wwHZCqZjQaMZIj2oct5pnzwJDnOYPBYFMl9slDGM1JhAh6AkJ6Iq2JOsOROA7c3LZtcL2SllTY0sMngaf6ufE5OOviuencmrpuu8+pf77weQwHwcC+r3r7lrrWuitozqva/j70HSilA3Ar0uFMN11rWwo2JjrWAsZtihWvQycjiCadK1pd7Hr1le7FUdPF/W9cG8CvSm60vgUwHA7Y29tlMhmD9xwdHTKfz7v3KjBasV7PWcxnnBwf4+SE6W7Yw8uiRMcxsfyDgb+/vmAA3tvb47u/+7s32cNTTz3FjRs3eOKJJ7h27RoA3/AN38D73/9+nn76aaqq4o1vfCMA3/iN38gP//AP/2cH4IugKe/7DLEN81XoWhcq3IBfloiv50KVG2wJwwJV9K5AzgVUYGj5h2q3Rx2rTXXbz3w6Va0Lfryih553WaFKNNJFCKeCTqlQCOFQKjgaaRwvWLvRaw2bogNudZmpUhJnDVmesa4a4iTGbrRgA+fsFpoMx64hSEtiscLQmJKiWpCKCekg4+x4Ses0WRoTqdCKaY0luh5oXOt6TbWuyPMpuo2xNkinAVyXCosA6xHWUxc1Zm0wpSPXQ8rKMc63cE7RekMca+rGcHxyhtARxljSPKd4+JBitSZLxuxOM+azBru2RG3EKNni8f3rJHGKtBFxkpEmOVoq6qrG4YM6FYHL7a3FSxEQzw4+AHxp2xLBIwdkQK1aZtbSWsu+O9eCjeNw0PZztosbsl9H/XrrNyaAlzVte4zxd1mtXsHpB4y3HWmUIM2A8rTFVgl3P7sgUlO296bMl/c42B9Q2Rm7l8ZMtscoKajNmmKxoChXpFmykYVN8w6QUwcRECE1vo3wTobPJRJB5lQF9LmQnjyNsa5mvrqPNR4hAlf89OQBA3mZV73qSd7w+i9mNJpw7bEnmWyNOZ0fkg80jVnxmmdeh9KKW7fu8bu/9yLr2Q2W9i5ZqqgWZ4wmOX/6T/8pmqakLJfoSBAlBfPimLJcUZRl4KjHMWk2YCuKEIlmZCrKakWa5wgd0boaax2RUjSt4+TkFB3H7OzsMRgmLFYrFmfLEIRaOF4bnpBDru1q6uqYGy/PuHTwgK29q6ybgqoqkWJAUQhQQ7I8p1qwmSVuqpE8ZzQa0bbhMD10btPl6SuivkJ8qW3Zdo4xPHIg92ulXy8XQUR9y7RfM94HIRhjzKbb0v+8MYajoyOyLGMyGfP1sxkr7wJlpsMvXNScF7XEinO7u/DHh6pShzNLZRL71QLRQiesGqpCIdCR6uQZA0JaCoFUYGyFEBfBTOGMbBq3aVWH8Vo3thuBfYtBdOYO/Xu82LLvE5y+vXx+Vl9QAuw+vw3SuANx9e3efoTUB8B+PhzF8UaXn18G91XuAu6Gzed1UR6yfw1nzzFCnzsv3zAdutfvgzLAuqowVctgOEBKhbEGHWm2t7bY291lf38PcGipyLOEu3c7/BGeB7Mz7hzfxpWWxCfUs4bD8gjhJcN4wuz0lFKej8I+9xL+8/Xh/pDrxo0bfOu3fivf9m3fxiuvvMJ73vMeIFTJP/ETP8F3fud38oM/+IP8zM/8DAA3b97kO77jO/ilX/qlP+pL/Mn1J9efXH9y/cn1J9f/L64/8nD205/+NG9729t4xzvegVKKGzdubB67CFS4mKlcbAP851x//6dCBd2jBQNcPmQsPdiiLKow0I8jHqYxTwoLBKlJ3bdNPB0SWuEJThUIjxQB8BTky0CIqEMp+8/Tau45wARwVIeOwwt8q9A+IYo1YGjaNdZVKEVw6vAOKYN2KZ2lnXeCuimRYo1QLeY3LIMXRjgviOKcsqyDcqbUAfHp6Wa/QYikdTVFc8pgPMDWoFzOODlgcWy5/Zkz7t+aszirWC0XjMYRSVZTNjOeec0OW7tbZJMdRpNx8GN1a77/mz/A23/89Ugf4daKRI1YndSkMkc5Qblcsb+7Q+s8+5ev4qXkQx/9MKfLM3QmSIeKyiwZDBPuPzimWBjyOKUtIpZnjlG0w2M7T3Jl+zH2tnbJ82EQZu/EAJRSLOua/2AMf1mJDoQVrCad90gVdepiepPRaq03Ahr9Ouurm4s0hw1lrct2ewQmnLeoL2bI3nvKsqQob1HbjzPdLfDqGNSSwVDjXEpdTrjziuKX3/9JVvOY+XzFYCx4zev2eOzxhEU7J5nusFxXjMY53hvWVagmy/WKmzdP+MBPrPi2f/Y4QkV443AiyAsKIUjSmChSmLahKFbUdYVzFhyYxpIlQ+I4xxpJvTZB3ETl7I2v8xVv+hq+/Eu/iquXn8C0kv/0gd/ks5/9NK96+hrHp3dJ0oityQ7PvvZ1TCaXOXno0FpyNr/JrTsfw/olv/KB/8hHP/af8GJJnEueeHKHo3LJsrHs6gxcwnJhsY0kHQwxvmG+mnPticfJhhnWGR48fMCd+/fJBxnT7RHjUaCDzWdzqqpiOByyPZoSE2MrjVknuCbCNpa6OqJqbnLlCcNXfc1ziGiOdS2/6zN27iwx1YjZ4QjVPs04v7KpunoAXlVVj1IOneMH/sf38N3f84+B4LntHJuqrK9ai6KgqirG4/HnVKHuDwCGNqjdCyAv59xm/tu3O/t/TyYjpltTzs5OKcuSLMtwLiC2CyEok5TLbWBsBMnGHqAVdS3tdlNx9oAq0zla9WYSUaS7/SA6bETQr47ioLbXj9fattn8Tj1i2DuH+l816V9PiN4bwVvD6K1tzOZ7wKN1tHmevt3cM0L6fQgegeRv/M2/yY/96P/8SAv/t9uW57q5+kU60Ye8ZygEz0uJse3m86+bIBAUd1WxvzA331yCDcrbe7epbvvPq+94XKzQ+7OgB86pWLFer6nbmuloxNWrV8nzDGsMAs/hwwe0TYNpaqp18IpeLBbs7Ozw5PVrFOWcNE84np1w98Fdbt69yWK14N7hfaJIc3BwlZ/9iV/9vLHujxSAP/zhD/Nd3/VdvPOd7+Trv/7r+a3f+i2Ojo42jx8dHbG/v8/BwcEjXz8+PmZ/f/+P8hKPXBcRjOFGQVXVj8z++vZDpBRPa03TmNAmVsGIwHaSlNZ5pHDdhglz1R64dR5j+/Z0aOX088GAWuxbLB3ZXHezg9YibZAo87ZHLveLIZC2o06xy7SWtg2zPucEzf/u4Csd42cGVG9cMxjscnw8YzSYsmiOws8AbdsBDWQnxoHH+Ibp9g7rdYFtBKNhTiQlZXHGyclDZrMlSTRke3sMIqD+Lm/tMR6NmJ3MSLJtfOPQWUQSBYJ4omLa2mMaizFrvJVEcUIiI04enrFclOg0Y2tnn4+9+PvcvnePye4E62tqE9pHjz9xld3tPXyrWZ423PrUCY1z7I2vMB3sBpsuHZEPBgFo0h1okY6omoY/N8yZdlzKqgqtzjzPkCrajB4uUo027S4hUB9X6Nsa9w2BWtRTSfpA3KM2AW62Lb/oHH/zc1pa/bpq25a6bRhvjRiMwIua1hnWVcFqVWAbSz68zGQ7ojWWaZSwtz9gd29MPoSmylA6RQhDWdTUbYlzNYnXFKuC3Z1ASYjjOEi1dTo7AoHzDU1zRtMEZD3ek+gIZ4MkX5olzE4LmvWcyXiPne3HUDKmWFQ8/vhrePa5NyB1yqc/e4883ea1z38xzzzzHKNJTFHOyTJNXbXUa8nLR0fUZc4TT4zIswEvvfQpPvPyxzg8vs1TT72K2p6CqlisFriq4NJojNYxzsfsZBm2lVRVy+x0gRJQlSVHR4ekg4zJdAsZRcF5SkucDRKv+3uXsK2hWlfMZzMGSQZtiq2hXFQsZyvq+pBjVfG6K9fZv7SHlxHruuRN64j7maJlRBIPWC0aBondJGF9ctUfqhdnogBlWXZIehHGIB3lqG8999iA1Wq1Sc7g0eKiV1fqD/CLuAJZSurfqOHNbB7raUbGtuhIb2g5x8fHNE1LmqaMhSAtChoCkJNOm3rzHoTgx53l70XBZadHZitlg4uYPMcw9Os9BKKOplQLlBKbQHSx7Z2maZhfW4v78hbbWuQbJCzC+C5L80fmtT3oSim54dhfFDQ6x+eEz64HW/X358uVou1m9n2CBPC49yigEYIo7lUJBd5Hm+Si36MXqWVSSv4d8ELbMmnbRxLyfv7ej5kuYn/65Mj+K4v/dh9MIKTgiWvX2JqM8d5TLJchMZGCk8ND1quCw8NDbt28iW0akjThfnaH25/9DIMsJJ6Xrz3Gm9/0Zvhywc27t3nl5g1mi/lGwOXzXV8wAN+/f5+3v/3t/NAP/RBf8RVfAcAXfS06ttoAACAASURBVNEX8corr3Dz5k0ee+wx3ve+9/FN3/RNXL16lSRJ+PCHP8yXfMmX8PM///O8+c1v/kIv8Xmvc4EF2cHm482HC4H8vuHVEUQzlJL4Dwnssce/5TyDhV6p5XzW45znCHhRCN7szrNlY4PMZMguTYcWDM9zBvwOij9POCAVgA+ZolRBiSXWMQ6Lsy2ogMgWTuKaUMVrFZN/TYofjojImOawnktcM2Jx6onEDs5bqmqNcWHOg+tmgSoAupRIaes10gVLuaZtA/TftgRZDMt0skW5dijhuXJpH9+u8E6yOJmzXhasljGTSQhKwkNdVuAS6rIiiyZEOkjgjcfb3Jsv+P10iPn93+P3X3qRydaUVbkknyQcHj1gd2/M2dkchcauBdUMhvEWO5emDOJdTAVtp/elIo3UKvDrvCWSEZcO9tluaySgdUSeZp0TTUOcK7zwVB2Y4xEVHGNCdvyMwD/pHzkMehSslJIkSoj/QYz5l4Zta/laYzDy3DPUGLOpgKqqomkd9x6csicdcQZV27Jaz1hXNYMsQmcF154ecOfwZYZbE6KR487Du9w7btB5jM4ErfcsFsco7dnaHoKD3e1d0izM6WTHw9QiJtId0htNsapZrZY0tUOrBC00zXsF7QuW+4d3SKKcYbZFOfecHd2mqVq0jnnjF0muXN4hHwy5d+8Vbt99yO72PvFfk8z+7Yq6OqNqFhRFyWLWkiWXee2r30g+kPzKr/06P/fef8eXfvnrObhygPUrtBQcHt0iH23RGE2UjJEyAieItcYlAkNDsTpDSs3des2lywfEZUz7kZrdt2zTWkPd1kRKIehm7XWNtwYpPMvVKdJmmKLi7KxmdrwgjioevxLx+OVtpHY0pu0CgESKFHyO9zHLZYFwp0ynU7Is2yCh+5n/xQMeYDqddo+Z0L26UBH14hI9YKoPvn1C1geuPgG8SD/azBZRPHze8plW8Ge65zyfjVrOzs7I8ysMBgOOj483Sl0AbWM2IhxNE863kCBYVF3zFhy9lMPnm1H3ILD+PIzjeCM0Y23QN94UBj6cSc5DWVQIQUA/vyr4RPvLbaAcEkxa8jwPDBEVxJD6Gfi6KrrX6MCu3WtHURwU/rqzuk+Ye95yD5y8+PnvdL+P9x5vHDIKKoMy0pvPHKB1lqaqsC4UVHGS8A1akwPW2a5LeN69vAi+vYiKLssydE3eOiS5lOCcYTgcIKRnMV9gmpr/pBRSa/6caTF1w4uf+ATL2YwsyyirimZdkWnNerEiRnLz5k3u3rrH8mzB9Wee5truNZ57zRsoypIk/cPtkL5gAP7Jn/xJ6rrm3e9+9+Zr3/It38K73/1uvvM7v5O6rnnhhRd4y1veAsB73vMe3vWud7FarXj++ed561vf+oVe4g9cffUSgmJwsVEqvNW+pSiF2rSPAkcvQNnFG4P6SfDgFV1wDm0W0z7KDZzi+RJrqey520WPHryYhYbHHBPgv/YhKCqlUCiE7bMtj1YRSkuMhdq0NHVDpAVCaKJIgQ/+mWI/Zj6rOL1ZsbO7y2/95m9x6fJl7j94maeeehJrG0aTAUmSILXD+hprazwWgWB+tibREyIhOTta4M2KNMkZjYas5xZTW9q2Di4kkaSuDMtiwc7ulIcPj9GxpK4ypO98Kq3HG08kNQ2GPB2glMYKx9bWLnXV8oLzfPA3f5PaGbZ3txGRoqhK9i5d4u7929y6/SCoExlN1I6ZRFfZGo4ZRNPQ2tdB2L/8kTXqv2kw2w1CStZxzNZ02iHJI+IoPq/+4hiLp143XdvrUZpR3zIGEFpginDoXGwLblqI/1wFABGw223Sz0Wx9ohUkJR1xHJtUcbReIOMY4YDTZ5L6vKMyWWLHBh8uuJoseTB/QLnYGc/JZ+2CBkQx9s7Q3Z2NM5asvGQs7PjsPZGU5yHxaxgdjojUgEp6k1OvWqpK4PWKZKI+kss1cKxNbjGYrHk7slR0MyuGtoWkhg+8ju/zuNPXuLVz3wx2SSmbCo+c+Mj3PmmVzj5P+8gZEFrVzx25QrXHns11x+/jk6X/F/v/wD//j/8Gxq7ZFWccf3px1ku58yWR0wmj3P73ivsXTqgLGp0DA7L8dldmrohjVNG45xrj12jNobp7g5FUXAkTpjfPaNuW+I0wVvLS9byjFJs5zk721sM84jjo/uYSrJcG5q2pDUl44nm+uM7KNXy4OEdnFhgHKxXGXUzolw7qsqyWq1pq5NHzo3+3vf0tP4eA4xGI4QQFEVJXbWPdD36sQVAnuebtdW3M/v/98EEzgF9/WMGwyR3fJEJ3Ib+/AgCEwH9XFUhoB0cHKCU3qBpszzrqnL1iOBQH0R30+SRarMPSn1R0icB/RnWJ56bbqF1/K6QHAFfK3vAqOjoNJooSjpgltkwQLy3NK3ZtNwBrJWb87enPT1C+dEB2R9H4TMvioLBYLCRsBRCbJKli7Sv826DpTUtEBLoTYuy+17f7WUIwhjee7aco3WW1jkU55XuxUDcx5QkSTbcaa01w1cNmU6nNE0Y85ydnSAJsqVvODvl7u07fLRcs1otmJ2cMBoM2J1u8aBuGA+H7O/vcnZyyvJsycHuAcW65EP/72/zyU9+munuLqPphMuXLzOaTvjKr/z8se4LBuB3vetdvOtd7/q8j/3CL/zCH/jas88+y8/93M99oaf9gte5Gg2bKhbO+Xx0H3JfuWbZINwcBVZbvAnOHOGGqM1iuegP6Z1HGItxYRZ2EbH3v0SSv6EUrlp3gTlIvEnbYqUk0lFw96Cnu3RmCh1qOnCRez9KTaQTrFUs5itOjktu3ZhRLBxbW0t+5yN32TuoOT455fS4QkrDM88+ye7+iPFWghQO59dY33Ym3DFSZ+Dg9OyQ5UnBJNvFtKbbgJpmXRHFGis9J0dnxKkO8petJx1mjIdj0n4DG0cSxwinSJOYKEpoKkOSDVmeLRkORpRlhdIxsVSsmzVaSobjIcbUgCNJBNXC4GrJKM2JRYprJFs7O4y2R1S+QCqo/2pLkvZ+zpbW1syXZ4wHI6IsDxSPZYH0gslkyrxcdmIGIUD1VUrfWu4380VagZTykYqoqipMboiac1eSixSEPonbBGPjEXrCaGsIKufo3l3mRw+IUsfO3oI0GaOnije9sE25Srl/Z82ejIn1iDhOMN4wn58i0KTxAKygbQ0P7z1gZzcYB3z8936fJMnYmu4yygesS8PsuKEuFeV8gDGeBk1TW8oi8EGXiyOUFESxAGfR0rF/Jef51z/N7oHkQx/7RT758u+QRNvgcqpizSI+oW5PKMt7NO2c1c3fZ159iuP5S5wdez746x/Fypo3fflz7Ozs8dsf+gj37z/gsccfJ4oTnnv2K1kWC6p2gVIGJRvirEQnjmEeszsZc/nSHkenZ7z48Y/ROs/BY1eIkhgvBMYZHty7y35ZIEdjhEyoqiXlqibLBMJZskHE1nZOoiX7+ymXr27jqTk5fUCUNhgnWc5r6rWiqQd4oTcBaT6fAyHARlFE+1Mt6hsVOtGPIODLstwgYC9e53THcFhfTOBueM9LUvJVXcu5D+oX9eP7QOK9J+vawxeRuP1z9VKYPVp7e3t783NxnCCF6oqMsAb/tVL8DalJrN1QfHqf4vDasuPuCuJY431CVVVY21LXfnMOhdeA5whoaUefQEAcZ4R4FhgeSkXd7xf2U5pGmxb0j7ctfwG43CUGfcfgosbDhloUn7eIjTHcunWLBw8esLu7y7PPPsvR0dEjXYXwfjqVKXG+N621tELwfc7xL7rX6FkP5/ziBmM6+tX3CMS7JVI9miT1c9/+vBiPxxv50D7JKVdL0ihmNBxSFituvfQpXvzEx1FSohCM8iGT0YjVYom3LXma0NYNxXyJtYbp1hbj8ZjRdMrOpX1u37vHr/7KrzKejNm7fJlv++tv/7xx7o+lEpbxrss2A4DJdoGlv+FCRug+a3IOGySTcfhgbtDNTnt1qiiKEN3zeO8RMrTEvLFIBFkWZh2e0E6uqoL/VsBah3lHgOh7mo6oHbLaCK8CD00IFbR1MZ2rB0iREEnARXiXIUipC8vdm0d88sUb3Lm5ZJjvcOfWgjzd4fbNM6bTMTc+dYxQgrb6LE89cwUt9hmMFYlOiZRERzF1LVmvygDcsZrZbMXqxKB9BjiyPKGpW+q2xNsapS37l69SlHNUZvj/qHuzGNuy877vt4Y9n6lOVd156m52N5tssilxEKSWZFKRZSeKTEQQnBfKRmA9xID15DxkABLASGLkJQ9GEiCAgwCKjSAJkCAIECAkZMuSJdEiJTbZzW72fOeahzPtea2Vh7X3Oee2xTx3NlDAxb11q/bZe631Tf9hZzfiytXpOsmpC4EWAbSWNFRIlqz+84rxf3mbnzx5xJ2bz3N5ecy9u3cwquHk8hi05fTsACcaXvzM84ySAT/87ltcnNfcup1xfXqTWEzJ0pTrV69iA1+FayVJB6kHcTgvoDLMRtRVxXy5RFhHawymaSlOjjDOoaQkywYMBhlVVXcarj2RP6KXHO0FVGxH0g/DiKoqMWYTZJvGdyZwoAK15mL21UVRFMxXC9LdhMePjzm9/DFEC178/GfYu5qwyOc8eXLM4WHO5175MsdPVxR5yXR6lVF6lcvLBUWx4Px0yXR3zO5kTKg1rYGDwws+fO8AAC132N+9TholVFVJICoqAxcnBVXpaFvrf87ZJbNZibEQR1BWMBxJXv7shOdeuMVkkhKnAUWzYLWcMVsuWCwsxapFCkkca4QqSQeG8U7G8fEhs49mPDk+BDvgs69d54V7L/Dc3Rf4J//T/8yjR4/YmVylrSSnh3PmFy1oRzKMKOsWKxqy0Zg4U9i2whXw4ccfkw7GhHGKq1tml0uQjt39HZyt0IElCgHp12RZCtqqYbGQSBsSa821m0PULcvenubG3REiOmGRNwStpCwFp2cVpq4JnETJGK1KAhlS1w2rVc5kssNgMGDx2wuatsErTZl1ZdurIAnk2mCl/9oW7uiD65G1/AD4jU9UaX1l2v/ddiU8yDKaLW7v9nV8fMzOzhSlNEVR4c0ddijLkuVyiTWWIIjwgheCv6s1gVI4uW0G4w0igC7AstatllIxm11wceGBblJoL6HY/X9JD5Xa8Hlta2ldS+MqAikIw6irVntRow0u4ret9TxcuTHA6J9ZH4T7TkJVe+Wn0XjAapnzxhtv8L3vfY/XXnuNu3fv+kDYVt60XgDSrM0OlA7Rsi+YWiSO/0K49XOoqmYt6dtr9geBRKmA5X+6RNWd/ajvrXt1QQRNU2GM73zs7EyYTCYdcG5JVVWMhwMGw5RiWfDhB+/z+OEjlJRMxxOUlLR1w/nZGWEYcvPGbVb5gpOTMwaDlCwbMBqPQQgePnnC+XxOi+VHX/oSv+Xg+nSXn3Z9KgOwjnzLwrSbHn5VNSipCAPF79U1v9kaIilRQmAAESpP2m5a3LcdIhGIX3Q0DSwXDUkYEYc+w8NalFTeh1cqP+/swDueQ+dnJs5Y6s7w3uIN3IPQ+3wGYUzbdtmVkhu/YaexxmFqRxaNOT/LqfKWs5MTPvrgkOPjBUVuicWEclljgLYRaDHk4rRGyhSrBfmx5cCeEFvJnRf3iScpDR6MloYDBnspipBIxawuS+5/eIC0hQdy5ZdoJYmGipPTOXfu7vHRk/d57oUrTIaavX1FGEmKWZd9FgMsNcE/bRn+TQn7C678VzEHT9/n2mQP8Y8SZn+t4Esvvci8PsXphJqCg/OKQWIQbcNYjxiIAfEg4Nb0HjuDHeJ4ysrkNE2BwDFMEv8+Wy8KEEYhUnh0rxdEcdRtRW0NOomYpBmiqzp6VLi1EMfJ2ijdGEsU9TJ6hijyHY8+s/cEfy+b6WdiFvcOiL8A8y1DVZUgHDqQrPKSvFjQtBXLy4I7L+8g9IRorAljzTvvP+bBo2MWC8PnXnkRJwzT/RDFgIMHxwgMioostvzy659Da01Z+Ur8ycNjsmyPi9Yf5MPoeZ58dEYSN+zuDTl88oTFvMU0GYvVisOjSxaXLUhBnErSSLC7r/nia59lsjNgb3/sQVtNQd7kPD4+BhnQ1OdIFSGdpMgLdsIdLi/OWD6cEezvcz+c8jPW84+HmeKiPOfkImF/f8pnXrjHgw8e8v4777K/e4v5vKBtWvI657kXb/P8K7dpZcLR0SPG09g7KMUZ6WSXplHcuPESYZRRNRW1WeBEwe7ugJu3h6xWc5yT5KuG2WVJmO1x+LDk6t5V5osL6vpj7t4ZMdjNOC/OmZ0f4gJweUCZh+RLzey0JnZzhsGQ1dK3wMMwJNApWsUoGRLHKUGnCJXE2bqlvFrlHYAqBNcr3Mk1qGmt/Z5l7A0G7AJ3O1Sz1no9xjLGrAPsOojjA3Oe5xRF4bm71lI3zRqZnaVDqrzh0sxIkoQkif1MVUqSrjUqhEBHIVGYdDPhjTa1MQ3G9qYC3hGpzKtOI9x/LucMwgls63DCIhWd3zXrBLWX6AVH+49agt/R/INU8B+2PkHNsqTbKyVxFHnRoNaxv3+FgR5wujilcMWmW6g0osMzYAVa6jUfOc+XZIMBt+/c5Hvf/1dM93YwtsUULSKmc0rS1E3JfDEnCiKkjGgdOBQqiOn5zm0LNAIXbua7dV3hnJ8HR0FAHEW0psa0m8ra4ceTpqkIk5i7z9322g/aksUxp+cHJEHEZJgxv7jg7OycYrlAK0GWJEjjCzhCGGqPN3BSIoKIZKxASfKm5eLpU1+Vd/emleJb3fuPg58eZj+VAbjuskdvcC9phULSoKyXHPubTYtpGlrpTeeNsJi29k5CzsGveJ1m0ThfZfXtmG6+sp4lOKgt1KxIhFepEtJbUKluftqLcXuP3s7iq64pqhppFXEQA4q2bjB1hUITqBBNRFMoEj3hcjbjg7efcPR0jrUxxaLFtQXWGZxWyCDEGm+0EAgIlpYL1zAMQs6fLsmigOeHt8iGGQenj5nlF4RhxGS4y97+mLa6Tds4Lk5nTPcGDAbXKYoVOgAZF8RDzbXRHoNJwnASEUT9jN23oAOVIpxm8rsSa1fsTEa8/eOPiIN9jpZnfPCld/nlz73OtWtDzj9+iHE512/t8jNfe4WH9x/y4dv3mT/M+eLLP8tnbn6Bj955SiAC6iv7/HFtuF6t2B3tkmXpGn0KHoiEg+VysdFtDQL+PAyZKcVvOAstHXCk3aIhhYRhtD5cN4pCfcXjf76newiM6Yn/HUXhVQWvdqCt1qM7N6CVFhAMkgn70+sYecLBxTkfPXrIwekMJwKSeMzHH1xSXnFIW5NFGS8+/xzvvvWEQZiyXC55dP8DprtDWmc5PL6kKBvCSHD1mndDeuvNt8iShCNr+cnb7xIFkrJSHB2fIpUi0pLx7YS9KztcubpPNoy5dfsq070Ri+U5tanIiwVFsWKVr1jMV+gwwViHVhaHoGwKZkvBYrViNNrDrFpeKcEEAfM6Z7EsyaKMIzSTdMq/8Y1v8LWfeZ0/++6P+PN/9SOOxAV5nnP92hUuz0740Z+fMdoLGe4GJGHManlObUE6S91CufCqSE4Y4lSyeyWlNTPKumK8kzKbFQzGCUE04Aff/4gnH9bMZ0sGqWQ1n/P5L47ZvRZyPj9BhpqicRSlYnnuOH40p16E7KY76LAmiQdEgX//ZVFzcTHrdJRtR1V0XcWzmQEDKOn116XctHOhw3QEAf9DFPGfpelasaofWa11l8vyE0p9G8OA/nuBZ6hK3llJUNfter4rpfD2iDiCUBGrkLaxtK1huVzi3aD8HDdNE3otei+kQTdGYwvpvanEfYWLH7EBlAIx2sivOtfNbX9XYrH8gyAkzMYsl0sePDgmTVNGwyFpmnLnzh2MMSwWCxb/cEH0rYg7L9/hyZMn6xn3GgnePVNfxffv5SlZOuTmjTuslgWH94/Z/ad7yP9IUrclrvHvKEpiAqUxjQWz/W46FcIzgfs/He3f3gTXnhaltUJLn7xUlcDUNa2zGGu92JCzjMYjhsMMJSAINMdHByC8rO/JySF//id/wuXZ+VpaNAwCojTD/ZkjfCmkSRsWqyXz5WI9exdC4NBI6VW6gi2NbiEEgdKcnZz64PFTrk9lAJaAaQ2NM1gp+bFUDI3lHoLWdDZyxhDoALxtJUoIVGcELYXoKtIOUej8hujMf9aOFgI4EY6TpeRnVYDY6V1GagwG63RnPQhCKQKpUcrRtJ1al7MYK2hbL7HWVIYQRRAqcJqTwwvmlw1VLkjDAZIVZV6SqIB8VWEbg5NgVYOxzjuPCEEYCLIw4Oi0JsjgXh6zOm6Ja800ucKqOqU2NYvlBUncMBhpnn/xGuWtXZyFpqlwdY5OYoY7CYaW23eukw1DwqjFWUlVW1rrE50o1ij8jBsGzOewXEIyTXj7nfcQRLz0uef5+PD7lO0cUViqecWBOqYsW1ojOLtYcJEtUbcjhsMdRumUxBr+vdGQqqkoitzzEreoAn13o5eG7EFWX7fbFoJmfeD0ovFxHJOmKXEcM5/P17Pcbe7ftuqRp2c8y/3sD1DfnvJ0kd4dyRpYLhynhxXn85bFKqBth4yTEaPxdc7Pl9i6ZX4acnp4n0nScvPKiOWZ4CcPPyCvBLvXEgbjEpRguh/zyo1dzs/OOTrwICyhFtSm4q2VYOekRgm4vBQMRwnXr+1z/eZV9vZ2mUwGBKHC0mCamovTGfPFDKG9StLOKGGQjFAuxHaIVqU1UgiaUUugQtIwAidY1isW8wuaxnQzvhiZOQo14k/+6LucPV1wbe8mn33xRZ679Rw4xQ9/+APeefctwigjHipEVHN+/ATFiP29BCdz4tQi8Ej1upFILQnClLJccDE7xsqashqgdML+7j6DwRUm413emL7H5fE5Thq+9vo+917YxdicIAipnaMqChQxo2xEkeToYML+4BbVQlHkC0TSAS+lbzH79aW31s7GiKBfb7bj1n/SZCCKIuIo4neWS5bdWiuKYm2AYK1dg7D6NdzPKWGjxpT0XZ4tcF8URQiC7vt9ctg0LWCRqncn2nJa65zVPJc3QnT69uBtKz1oyK4DXr/G+/vwLeGu4j2ziD8VyG9u+LPbfNg+qZXSU4uSJCFNUwaDAVm6oSEFQUD8H8Tkec7x8fEzYKd+Ly2MoQZ2Or/dxaLg/v0H7O7uMxxMefToiHz1fb7+975OamJsLajLhiDW4DRtA8JYhGvZTiicA/aAvwOajSRob5hjraFoDVkc0RhDY1qkkkRxRBSFpGnix1dlwcMHD8iyjOViQRhFTCZjfvz4Ce/+5CfEYfQMM0JrTfKLHjRWLao1AK6nrPXnS48b2Db36NXRoigi6qwt/7LrUxmAbWswracLCOl4VfmA3CIQTiCFQGhNEHoKUr/gpepmtmxlf0Dbg2zcRkdYSq99egvHnYeSUARwVdC0jrrxM5f7WJ5XvW+uB3X5FwBSet1mrbyhXKA1YRwRuBjRaJpCoEwCpcWWoK0mlhGNy2nKhrBVBFbRGmhK377WQhOpgExrpmFMhGM0l5w/WtDWLaP9AfGeZHhtzKq5pGlqqmqOFJLBWDLayfwzE5L5LCCOE87OBPcfPSSM7mKtpCwUzgof/PskU1m0CikLSxwMePz4hDS+yv2Pj/jJuzO+9bf+KkblHJw/RKWG4ccpZZ7zxkcfcevqde7dfYlTM6PIDe+/94BJuo8OQhBeDi/WMdbZtUdp//z7uVofWHtno/5w8FJ3bDja3aypB2nMqoo3y5Lnuoq63zyfFH/ps+n+wNjmLEq1OUg23yMxraQoHG0dUueak9Oa+bImiSOc1ZR5zh+++z4744aX72kWhx9wbe8eVyYTxlcMr3zhDntXM9KxpmgWlHXF//HjDzDnxwAMhppiabg2t+RNxHgccOPaiOFoxN6VfXZ3d0jSCKWhbnPyYkGcBjS1RUuHLVvckaS95Q0bnG09FU96CdJQa6Ig8BiHKCIOYsbDIYcHh9x/ekwQhkzHEUrAB++/y5Wd67Qm5+jkIUdHT9jbvcpLn3mZ/f1fYDSWHJ0+5enRIy4XF5iVoZ63XLZzXDAnHQRUlaQqDc5qXOOYXxao0FC2lpu397l+Y5/j0wsWqwvidIiOG77xa6/y5OFjDu6f88tf/yJX9gacXxxxfiFoTE65LMhXOaINqOaO4XBMFkwo2hVV1RBoz/2MOnqapw42a6lHT6P1a2HjpKaQQv1rc8v+6lvMPV6gT+x6VG5/1mzTa3pJRinlWgqz56v2AEJjBKEMkTJcawkYYwjCAKVEF+j9ntBK0NhN0tg01Ro42s9ke+RxX2lvt9I30ovAFNyve1xMv+f6/7PtNlSWJfv7+1y9ehVjDJeXlywWi3Wwns/n62R3uwLcpls9FYJzqXnddfgcI8iXJc5cEAYJzq54772P+eJrP0N0IyEIUmxdgO2d5Hq5XvXM3t2WutwWfNqWpDS2ZVnk1E2F6M/jKCJOfLJujfG4DynRQpKEEacnp5wfHfPgw48py4pBOkAp2XUVfFfNC7v4Zz2d7nZgOI2UYt19KMtq/Rw2Rh9qzc4J/j/MiD6VAbjtWklSeL9HJSXIrvUiFDLYWIxZ4w9j0cHrAU6cQ1jLjtiYbiupPECr5xd3CGljDfXna0Qs0c5n07pTsnkYSD6r/fywMR5c5Ve1QQjbiYaDtIJIRITRANmELOYl89OSSA6IhWK5nLE4XSJrSFXEyeKSwCgCQrDe7UMhUVHCWMdETkABSRiTn66YXxywt9yhrcBcFNzLprjAEWqBkF5IvLUNzvj2TxjFBCnEqSQqNWVdeQy509SFb/0qAUJ0XqntEukGhEHGcmmxZohUAW++9RdcuTLg+ZducnD6EdEQolGE+tWQR0/njM4ShFRYo0mTKbd3X0SVMVGYUlYN450pFovWIVmcrU2wPfLTb+JtUfxtbVhvYB5irVf96TPMXje2rmtmUvIjY7jXtcC8iEe5hiCyBwAAIABJREFUnpv1YgG9rq43ITcdQvpf14311YZDKo2UmiRK0dE1rCg5OjpncZZz0VxSrGqyRDMdCooFXJ6d83Nf/gJffu2r7F8dYPUp8dBwePQAJzUNNRcXcw7HO3zmFX84nR43ZHHGa6/eIUuntI3j6rU9ogSCQGExtHaFwSADSyItTqywtiVKFVVe03zU4q76jD/NIozxblp10yAlpElEW7dIGRJoBUKytzulDDRWSKaDAVEUMUwTJoMhD5++yzAdMkxHlK3gowclN65cZzQOMXbM5cUpS5cQXVh0NiKIYFlUSKuw1rdR02yIlQanGoLYcX03Ic4UJydnCCFZLmcsl+9y594t7j9+g+eeu8H1qyPm+Qn2cEYQhAzSXawdE4qW4/M51TLH5jEqixFtgGsEUVethGFI1Pn/FkVJVZVrhGsQRFvtyk7PuRO76INR31ruE7BtreJtJLPWmroLzP21DeTapr7BJjj1qlggCHRAkkQoLTq7zLIDMqlNYio2esvWVtR1A9gtg4aNiltfcfVdJOcc3y1LPtc0nbOQ5+9u0316NkFvftBX+H3C2/+8JI7X+6zvJvVJ8jbboH82Wmu+GkUe0e18WNnd2WU0GHN8ck7bWoaZ1wu4vFiwv3eFNEsgBKXACYcInNej92a8zzzPbU739tW/NykFRVGhtCJNU9JOeKdtDcvFEiUFO+MRNklYzuacnZ7y9ltvcn5+wXw+Iw69x7H/XJrBIF23kn0lm6xNL/r14sdWfbUuOi0KiOOIMNz4LYP8S+8dPqUBOJAKr1TlME0LrecBS63AdhlQTy3vQFU9shnrKK0BYxhLb36ghEIr9cxz6EUdlDUIIxASrLCAr2wthr9iWlpnaNpqQ/4OAwKl0BLA4lyLwGfVymraXLA8qzh7MkfZhrPDGaaFYTBCRIpls2IyiKlmDcpBgMQgsUKhVEgoAwIBtm5YXKyIEkE8zKhXjtlZSSwl+azExCVCWaRyOOUQyiCkBx0UTYMWEYYGoT3+sahaQh3hXOy7C7omUB21ixWN0Wg9YrUsEQw4Pj7HOMlf+xtfw8qc88unDKYhyTgkGY45OD3j3nPXmB01nBzNGZg9Qj0kTjN2p1fJi5yyrhiMMrSWtO3G8KCXkuzBLX2Gu24B240BunN+ccdxvDZD7/nfU+f45onFfQDq9Y0xubV2XVX3bULRzfiBDajGbaqC/gCK44jG+AqjqQoqCtI44cruPsu55eDJCmmhXFSkmSWdSF79/C5f/sodTp68wdPDgvG+ZDSNOTk/pnxao6OEs/OCl09rzk/9gfHzX/sq4T8bM/3GPlk64vLiHBnWyLBCaItpK8oqp21KGtvQNFUnrl8xGA0psxL7c76rcyJBIYiLFoEkzz11zgpYLhYdwM3T4sIo5N7+dE15CQMNFLRyBnGBSBQX/2LB+ZefMkzGqMigInBC8MorX+L1yRV++O23efPJ25ydFYz3r2GEb6nqMECGEwItkbolGwQo1zI/u6Ay3iu6blucs3z80X2W5Yx3388ZxQGPP3rE7SvX0Soizy3LleP8uKVeBmg7YDy5yjAZU+UNVV6hxEapylmH+cgg9gVREq2DipQbudL1SKL11o9KKQ+Q6b76QNJXmH0Vu1112i0Fpm2KC2xU2vrkr08Ys8zTI0fDURcANVL1xggNdAHPmwkY35IO1Bpg6AOvR/NuDER78xmDw6GVxhj/PC6FF+xRUnr0rtm4/3zyq99jUkqyLMM5x2w2YzgcMp1OKcty3Vrvg3EvAbtt9dlX4L3iXNC5/4zHI4RwHgS4WiF1wGyQEWjVJeMC61pc4M9frX0BJOgc7vDdKKkEqvt8OtAdQNdgrKE1Dc46HI4kS0jSlNFoSBgEVEVJVRYoJUnCkPlsxoP7D3h0/wGr1YIyzynznFD5NZKk2XrsYKzDOkjimKKsaI2lrGoWiwVlWZIkiZfTjeJ1d8U5R2u8oAmwFnUpq414yievT2kAltgOoIPwFZtAwHcc7WuGdtCihPRyhkrinH8pGIvFcaVtMabFKIUS3YyjA1htMib/pqWWRGGM903xgV0Kr7tsncVbPjsEDim6yYRz2LbF2BojFEIqpGkpViX5mePyZMX8LGd3MCYkpWoa6qLElYZIalwUQWhRQhMIhasFxkoi6XmxtjbEWhIi1hndcGeITjRVNUO6GGcbnPRWQZ6DbCjrsuPAKQx+IQQ6IUtHCCIUEUIElM0ca0uizG/oJAEax2qVkyQTPnh0wMNHj7l55xY//3Nf5Xv/7e/z+PPvk5YSzjTTK7sIoahLgyRkeblkdzpEEpElE0AxHI4om5wki2nqFmu8c0zPH9w2Fe8POGA9W2mahtVqhRBqbRXZb/6+3dO2rU+qDoDvgvnqRgWprxg2gi4GKTfSdEpJwEvIeZRof5gIjLXM5hdUdUVDTWtr6qLElBW2rrBNgxQ11hhe/4V9vvbV5zg7e4uL+SlIePCmwknFdK9hsSxp3o1YasW5srjW84CvvPkC4rrmydMnXJy/xe7ukHDgsOEKK2qKMqcsV1haEA5jW5I0pv5nFclvhtiihR8Lmq+0rMqSUFpcYwl0SOOHNRgsq6pECtk9a0uxKqlNw3g8RkjJ2ekJUWSYVyVZmnG6OqBuGlgpjGz43o++y40rzxGmKcNslxu3XkD82gT3gzFPnz6mai6pm4rLy3NqU7C4sKREDEQErzqW5YzK5AzGEY2taazBtIaHj84IEjDDlmZeU1wYVqcHBDIhiXc4Pl6yysFUMVolDOMdtAsp8hKMJdhqAedFTtBoUhkzGA635EhF5y+9qWybpqVtnnXI6tfU/yUEf70LSv3cs28ve0lJ4xP6LsD2VfU2AKmXq9x2S6rrmjDw3Z2icMRJB37squNe396aYt2+9Immd8pyeDGNbUcfYN3+VkrStH7dfx1A9fezkcrsKUPb8+t+rg1eNMM5x3A4xBhDUZbYbl/2hvZ9Itu3v7fnz70ncVmURN3vqOslZ2eHFMWMi4tzhNLc++IXuXnzGlGsqOsC6xocsutgBt15vXmmQgiUlevE2pi2GzcKrzotfStdBwGT6QQVKJQQFHnuP5O1jAdjyjzn+9/7PodPn5Kvcuoy58b1G+yMJ5RVhUMhlWa+WPq5fZxQ1w3vVDV7QKo0TWtY5YXnQacZQmlM3VB0LWgppe+eddrb1A1V3VA3z1LStq9PZQAOVYARFmt8RdorxHBTEGQBqqMceS6aV0/yGaVfqML5rFBpjZaKxvjW4/ZL7VsISJ9t2f4glhJrjFedEoIw9EjFbZ1V7xHsq/MgCtAyQBkPJLg8O6ctLK+88HkWZxVHywu00CgniYIQU7aEQYAYCcqqoahKomGGsbBczMmCmCwOSbMIXMMsnzO8NmQwHlJQEmdD0mSHRkuMqLCipqlzatNgsGDAtJZBNsQahRIRw3QPbSMCkWCcJU0ipK7QuuieeE1VLmnriKYoePjoCQ8fPuZrd15hsTpDPFfTmIKP75dM9ge01iFIqPIV509rRtkVdkZ7CKupq5YFK8aTAaPJhCDUXlWrASm85N+mAnVrsEt/GPUJUp9RC+GDed/+WSwWz1JAJg77uqUt2g64sgFCFEWxbrv5AL9tFuIFS6TdCHp4Mf0G56AsW3QMViiaFqbDKzwyF1A72rIhSgyvvXqHz352Hx2U7F0N2du7RhhFfP+NDyhrQ9t6Pe/Hq5pZBXIUcf2qVx87jJ5yMZ2hckfZzDidzdgfTFEdHapxhsp5KsloPEb/L5r6tyqGr40wMqCQDewLICK1LVo4gkFCGESkOx7xay1k06EPvjLg7ac5L70H6vWQeeWlN9umQSVDWmMpDMxWBUf7l2SXISKKcM2KIB1w8+rzWFWT13Ou39lnsvuLHB4d8Kd/+h3efu9D4jjAtjlZNmGcJqwulxRHCxarOU8OZ1y/NcLYEicMo/GQSXoFo0qqVcHsvMEWAhcHpGHK6txwfFQjVcpkdIWdwR5JkFEVFVWRI7CEoaeD+EAiUNclLvYBsK9Q+jYt+AD8UVFwWNe8KtS6DdtXcAC3q4qm3Zitw0YLWilF0CV125Z2/c/og9Fk4j2K+wDfJ5mz2az7OQKEtyUcDAbr5C8MQypdYy0+8e+CXBSF5MWyOwf71rY/s5TqJTM3Vprg27HO+eR6+zNuq3P1QXUbe2GMoSgKT+cLvW/wfD5ntVpRVRVphw7vaVj9nu2Dbw+OLVc+mZ7Nj7mcHVFWM4LQMh5nvLo7YGea0bQ+oOO6St4YmjonjTOEkBgjn0m2e86v5/xv2s5BEDCZTJjsTKjbBqkUs4tzzs7OCLU3szg8POLBRx9yenyCEhIlJGmcoKTEGY83MgKW+YrxZAKCrroN2StLEueouqQOKYiTBKmUH0sKSNKE2WxGmmV+fKkVOghYrpYkaUKc/v8MhKWFr3hbBwa3GaC/KFFaIqylpZel9NVMB73qfDA1Qoo1yKffTJ8kzjvnMB04yPPJJN7Pt9t0Wq3VrHowBs5XwYEOEIBWEdIFuFZhG384SytIgoRKGAKhMK1BSUUQpTSmQTpJ1VZUrkInGplAU9a4oEVngqvX97kyGdPWJYtiRmlLHp88IRon7CVjysp6tSapEGGIkI4w1ASRxAlBU1vaSlHVNeNkRBoMOT+YMZ0EWNcSRi1CGFzXgpYdad0T8L0kmw4k3/j6L3H/8Y85GT4lVgEj6ZgMRwQ6xpiQ2bKgmJXcvbNHHHhlLmMsrWhY5QVOW+yiQUmNaySyy2z74OgVzJJnDrntBMlXxv4e27ZluVyu1YT66iPLMgpZdJv5WXWiphNo37TdNnOs/tBoO4pSfzVNQ9tAkUN1UZAOBWE6RidDbl21uPKUDz/8iPPlguU8J4tHDAaGy4uHHB0es1yGvPLKbdLBkNq0zJc1L38+pjEJy5XlzR9+DMAH+i8oj2uuX7/O/s2M1eqSRwcPCAcZw/GQpnWoICPNIsqqYfnZGXcmd1gEK/KFQScj2tuOIm9AjHHCYoTDaUB7DvByuURpRRjGKKl4+daEbGRpggbTWIRWOGs5Olkwny2Q0ku4LpYWJytm+ZJAaZ6cPeDw7IBbV+6QDOFi9QgtQu69NOX6vZ8n+b8PmS0vcS5jmZ/zg58cYmzNKI/YmWYkQcj8pGKRlwwGKaKWVLYkyAR1JWkWAtloVBhhoxBrFMPkJkL55HF35wrtsubw4ClmVZIMRkgh1lgNpSVhGKzpMkXhK8k0jbsk3l/XooihVAx0uE4Et4FEnwNkF3j6KnZ7JCLkRiO6Pw/64N2et7g/dsjf2lar2sxtAy2IopggUAjpEc5hqNGBRgiPXRBSIpzrxEJ01/0JCNoAIZ51lrNvWmxlkT+7ATN+ssUspSSK0/X9b1fq/Zr/JKWqKAp62cZBllFVFavViiiKuHnzJs45Hj58uG5db1/OOYw1aOk/f55fkhczdvdGPH1yyO50SJJo8vzSU4Sc9SBWLZBSg/OI5rpztOor9o0TlEZrtUYdJ4kfS0VRSF1XzBeLzrPaEPc0RWP40Ycf8v5PfkISev50ksSMsrTDk9QEYcRysSJMYiY7E4qiYPb2jCiMuPlCupY2/X+ikF9cWBbzOcvVkvF4TJZlXmK0KxBW+Yqy8jr2vWNSVlb8tOtTGYDbuhMWV9qrSXWWhMZB26lZSfy/WwS29XQSqcXaOcNLHbpN4GSj6WpxLITgjwX81e77fD9aIbRGOIcSgkD7zNZpi5aecG7rlta23YzFB97WgOwqozSKaWPJYnbJ/HLBYJBwcnJOY1qSIKE2LZfzC9ACEcK1W9cpTE192qCdpKIgGmjCYUA9XzGIU4p2BSHsXNkhSALqxmAMSNVlhVLjlMAahXWONEppjKMwDc3K0OaWy6MF9649T2NyRFChZYDu5D0DEVG7gEBq3v34Y44fXfKrv/4LvPTiZ3jw9A2KouZiUXH15pSLowbjWqbTPQIRk4USYQSmMhjXIrWvdK1zVE2NKSXYGlNZ4ih+Bq3ZHyg9BWgbINLPhX3bzs9l8jx/BvzRb8weeNUfOv17TjsaxUazdsuxpZO8M+1GEm8Nyikc0kxYXZaEOiVLYxarOWfjFziZ7vB8M+Dp0Xvgdnjn7VPKHz6mbRc0jeXnf+ELaKHRMiTJJNm4orIVTkuCcMTdl73VZjRZcPgxrB4+5oXnBzgnOTi6ZNdGxKHm/CRnvDMmmUypVhdEz2nuf3AMSkOuEH9kSb45YBCnvivjFkhd4pyhLBsWyzl5nq8PMCkkSRjTDHsBA79+QBHoAVkyJMsSJpOMps0RVIShANeArZlfHPHh4yeo+ITrV65x6+pNbjwfYMyCXx/e4+TkhJ3JlMWy5i++/x7vv284OlgSyJRRMmB2WVGcORJi6jbkbL4gHGic1WgbEbkI0yYgRuyMp8TZEGTQuVhpFosLloslofPvPYpjwiTtqiQQ0vO9m6ZhMBgwGvmuyXa7NlOKyG0pQdlNi7Z//9uV3UYOtzOA2ap2ewxJ381hAuJXNiYh2x03Ywxt49b2m62p1x2ZKApRWnp1ty0Z255K1N+fUuKZ+2lf8qLT22ver2vxTLXbt+N7qlVfVfafs0d9b+8Bay1v1zVPm4bfGg7Z2dlZV/J9JxB4phO1SXyNH40B8/kZUSB4/rnbPHp0n3vP3eLu3dtYU3tQrJY+sWAjG9w07RqMuY167n/PNl5jW2c6X+XetMaBsY69vV0WiwW//53v8PjBAwapD6TOWnQcI7XGNA3GWTTdPLy15EXJYrFimRXoSUQUp4TOsVgseOX8nEVVEgYhSRIjpGK5zCnKkizLQDQMsgyEoGln3L37HFJJssHwp8a6T2UAdq1Bao2WAickf+wMI+Az1uIM0LUelFJYhHdXsa6b+Wik2uLHwVrM23SuRhZHJAS/9EBg/4VE/B2Ns34RWNNpOuMXh5QCgfZ2gM5ijPM+mTpARQG20dBKRCtpa0OgNEI5zs+OqUrDeLjD6amhrkuyyYDRzhhCyfHpEUVVMpoMSZwjSVOUVMzOztCx5Gx2SlWsyLKI8XRMMI7QcYBTnQUi0FqgcTTG0rja0xsAMUjQLmScDFmcrkgIccmAYRyDCjAi9/mI6+D+dQyNpM5bHj98RBg3/OqvfJ13fvwOoYowleTsoEW6Fafnfu5tCsUk22eUxAyjlFAIlAMhnAeqRQFOQWst0rl1u2x7E/XvqEcV9hVH377b5hhui9Nvz9+Wy+W6JbZ9kEIvViDW2f/GVm3L0lJsqCqbakCQBRk7I4kwl9haUeeCF0mYRoL3lsd84XM/z2RQ8daPfsThySXXbzpef/0XeXB/yfN3pzx6/IhWrhjuakTUULsSpxRV7e/t3/l3f5k3fvA+b/7wgFkxZzoecv3amPPzGVVeEscRu6Mx+XzJ4/sPCcOAZVGyv3cdqSWLLyyoTy2TSUTb1kSpIIo0VV1g25YsjkmjmO84x691OIrLs1O0CtZzvrKqmQwHLM5aEhEwChO+nQ34ZgtF0aCUIQq8jN9g7Lg4mXNw/BPu3oFoIHl08AFPj95jZy+hFWc8Pv2Q61fv8m998zXef+ec7/7Lj8iXkqYoSPUAvTPEWUW1NAyDfayVWNMSi4BUh4QEhHLEaLBPYy1p1tn3HR0zn6/Y3btCFoSAIkpSxFbrVAceEd2je7d5muBnnG3bEuiALBtuTF22Oi79+uvX0jZ6eHu0sc31XAt6CEh2N92cfubar62qqtG6QghH01YdKFHjnCWKu4Tz2w57wyI/36P6N+jf/nf2azochevK9pOCIn3lLaRkuVo8wxmGDWCs/7/bAbv/esU5XuoS4PF4jLWWJ0+eUPzDguzvZ88kA9umJs62NI3fv0dHT7lx45pH4BvL3bt32dudslytfIIhBI2pqesW67oiSvgkoU8WehBcX4WmaeqDHV7fe7lcrhPxOIwYxAlhGPDDH/6QP/znf4AxxgOp3s4Z749QNwWrPEcqwbRLLFZFSRjH60S/aRpkJBGhWM/GnXPcGAyogoA8zzk9PVuPDsIwJM9z4jhGab2mcE0mE46OjmnN5v188vpUBuBAaZ8Ndov8S03jgThK07oNEEFrXwF7JKBAOO+Y0RqDZeOGYfpN06uj0G2S24L2W15313aoN6UczhokEmcdTVUhBIRd+0PKgCiUhGFEoDJMqxBOIZ1GOgPWUlUlxWqOIKCxJctiwcn5jGAYMZjsMNjdIYhDLi4uiKMEYSxpOiCOIvK5r1yGccxkf4/WVuhAsZjNODg54sYLV1GRplUV/6sWfMsJhFQoG6GkJgxC6pWhLFdc3RnQyoCbt6/SFA3nT56S7Q5A+XkptqsOygTRKGZnC1wLX/vKl5kMJ7zx1neZLY94/PE5k2HK+eOSwXBEkIScP10gpzHjeMrNK9cg17hSIIVBSIsTgrIuWTU5gzhlkoy8qXyXQW/oQO168/YHZn/QeI1b1/Hu5DMHTv/n3r81DMNn0J7AWqjfV4CbCrevrKuq8uMLudEGVkqRJQHNqmJ/b4fZfEZTFUShpq5gmu3wxVe/wo9/8gYHR2eMdnf5/OduUduS3/u9P2F3J+X6tSPuPbeL046333uITComV0JEKFkVfj72znvv0FrDv/03XkeqkAcfP2J5WREKxZNHp4REnB/knJ/7lnMblOzuhVTzA5SOyNKEclVxtpyzu7+HbAz5xRyk57/3wKvf0BoJ5HlBOZ8hhCakG8c0LRLFjf0BdVlTFAf8lYMDlrKlaJYI2ZCkEi1r0thx+wtDblzdwdoT3nn7A4IQdq+NqZqcOFNcHl7w8NH77E4qsnSHFz9zl3d/fIF2NcPhLoP9HWaXC46ODpCRRIoQS0gaJoziDOUcwgqW8xUqDGi6zkiRV+ggYjKeMghTb7+pZDc28XtaA2EYEXZysz0Kvg8U0+mUoijQOuCPBiP22pbXOuWqHiNQVRWDwWAdxD9JRarrGrdFW+sDdBRFfobbUYn6g7mnBhlj2N0ddOsZmlZ1LWCffBrb+oDz1zU0HgT6XyP494Uk7Wa/XkbSz0v7s0/rjflDf4/bAdjbuMbrtd0nK33y4Z+HXlu79v/ePxOc4/Ly0ncPssy3xX9XUMt6E3DdszQs50B1doQPPnrMV77yc9x/8Ijp9Aqj4ZSTY09HC0KPenZOArobTymk2PCa+3fgnAdgZlm2FgspioI8X5HnOWEYkiUJZ/MFV3f3+P1vf4c/+IM/YDQYMp3ueF7w5xRovMKhMQRxRJKm6CDACElLRVFWHBvLe9bxNQFFUTKfezMY+8cW8WVBNIpI02xNWfKJmZcIDsOIiwsffKMo5uzsnL29ffb2r/zUWPepDMA4B90cOFDKt3uDEOfAufaZGV9fATsEmHa9IZ1nXfuF2WVoQkj+RyH4nY0qeff7/B+l9ItaYFH4Kts0vnXpLHS4Bpzz+sUOi2s0ovYVxiAdEFQFagDDMOXibEkUKqa7Q1woIJAs65x6NWeQjbBGMLtcUlQlySDz6l1WUJU113ammLpkNp+xE+6gpKIsCuqqJAwGBAH8bSURgUI5RWu861KoYhoaBlnMIEoxumR3NCDeifizp48JEo0KFVhNXXbVwYXAGIVpFAcPC17/uXucnZ6SLyrOTuZMhvtINDoNCMMEgeFitcCkIANJXeREJsVahdCgA4VQAlqBUgFCKKx1ayGUvuroN5l/pp0aUWcSLqXs5sMbVGiSeC5er8/7SVWaDeL5WYcbiST4ewH2v/ccvj7ox3GMVIK2bdZ/79WxJMqVDLIRRVNSVjOU1JRlS12mKJXxm7/5Wzw6eJsPH77J2UWOFREvvvxL/Ms/+EMePyjJV5bxXsjZXLBsYXhUs7OfIpTP3qtiwOnFEWl2SpzEXLu5x/4rO3z0o7cJ3SV5UTM/qxkm8JnnAoJ/rJn+x/sYK5gfFhz8kwuWv9AgpaZa1GAC0iwgTQY0TeM7A51ogtQB5cWcVARUZcPpo4MOkZ5S5TkueAKuplg5gliwd2MPS8jxyZK2CHj+pX2u7I24fXOPSDuOnz5gUa7Y3bnO4dMFq7oiDCWrFWBazg4PefrwIflM0RZTBsmYkAAtNeNBxvkpzGaXlFYzHk1Ihym74x0ipTHWYIUjSlMWyyVFUXtep4ppGkvdOJJ0RC1dB9ITWGfQWhFFfj2ladpxgTdgqtFo5AFDVcM3isI3gLo1GMcxURStZ599ddgH4D5hc3ajTd+Dm6SU67GJ5/Y2fLLjUlUVWRp1a9Ot55dCOOqmRogOcJVECNVijeDvO+hlGKXQ9AYj8KzN5nYA/KQ6FUAQxOvg2rej+/lvH0C2W8rr6t8Y4jhmPB7Tti3n5+e+Ah2la5pXfy/OOT4Qgj8Fftu29Kpds8slWTqiKGpe/fxrjEdTzk4uSbMBthU0ziOZBdqbkjux7l5uW0pGUcR4PGYw2FrbVUWWZUyn3uy+WK2oliv+8f/2v3N8csR07P2fq7IkTROUVohOPCNNU6Ig4uD4iOVqRRQlnF8skFJxJUnYFRsOb5/MnH3xjOXFkqmYcuPGjfX77kFrSZIQBAHz+Zw0Tbl+/TrHx8csl0vijpP8l12fzgDcKU45540RAq2xzgOEbEdjMG3/nRLhPC8MZ1gX+x1n6JmWpJT8XSnW0pzWOZyQaLzOlQp0BwYw3qQeQRwnfr7YmS1gBaax1KbGtQXKCExuCJ1iEg6p6xInLDduXSdNM6rKsW922b99g2XVsigqFqdnLC+OcQbmiwKhFVGUoEXA3Zt3cHVNk9ecnBzR2obBZEA4iNnd2UVYT1y30oG0gKeX+NmJoy0tAQFxHHJ+eoo2DtdUmKahXs25wBElKUooytxv6OXMEaiAy9Ocu7d3ufXKK5jWIawmjXcY79zi8cNDBtGEi/NzalugbICyimGaYRpDlEZEScZ4sMtoZ5dWC6K2REQK7SSi8sCIvvoFby22PcPtW0/9YeEt5AKE8IdZHMcDofjKAAAgAElEQVSMRiO2xTj6NtX2PK+vbnv/T4uF/w6asloH2j5oW9Ous/6+QrGNJf1vFOY/OWQytSzzhqatkYuGxWqOkAPyfJfPvPwy8Vjz8eMPefL0CbP5Ba987svI9pL3332Ied9w/faU3Wt3aFvDk49zosQL1T9+AIPJHZJ4Dx0ZVsWcyC342ldu8c1/81W0gtpUnoaEQ/2tkOWiJE2HHB5d8uaNdzk9WWCNZLZYcHxgOGz9ods0YNpu3QtH0ziMEUQRNI1gPgNrC8bjkslE8vJn4d69kDCOSNIJzz//MrpJOMkvWCxzpFCkcUi9rFisFigbMQynNKuIyxMQ4XXe/tE7NDVcvRKxO95HMcM2guv797CTlPlFyT9fzvh8ucS1C7JYIYwmG44YZZ4bGoeaIIwxwlG0DXm+omkNIz0hilMaU2OFRqmIGAhj3/XoKTgeByAJQz/f9FxTj/Q/PT3tsAYNWvmg24Px+hbztvZzT93p16u1FislzZZwRU+ps9auvX77Fub2zLLvzhhjPO/VGawNCEPVqxl0AVUhhPfEzY0jkRqtPFfWo6A32Idtml0vm9ifc9udovYT+hV9V6DfT724DWzmxwBtVymPRqO1S1i/Rz/Jg7bW8pwxPC/8COz/be9dY23LyjO9Z4x5n3Pd9+Xsc617FVC4wA0yFLfqAnVBc0C2EQkoUVdHSFbTsYzCj9jYRraiyBFGSMiWpfxou0kcoXTsXwRil9xy2i2HQmDKEGxT4Lqe+9n3dZv3OcfIjzHn2usUkEQlyqdMz1cq1dn7rLP23HPNMb7xfd/7vl9ZmM353Lk7kcIlS0t8v89yltALRrheYHgZSgESKczIBaVqlMQkPI2nd6/XW/V823XdHjjCMMT3PPb3D3jhuRf4xl8+ST+KqAYj4jhmY2MDIQVHR0e4rkMUhVR1RbbImf8fc9KfTigpGRhlYOOkVrHruizCkJ9ZO1RtbW1x7tw5hBAcHBwwm04JmwOAkCZGxXmOaiolR0dHBEHAO9/5TsOs/hF4VQZgzw+oKkWRGT0vomofUzNNQ5sPTkjJXEhGwiJXxS0MQMsyrFstNNRNSU4YfbFsHvtaaXQTVLVWxkmKCl3XKAV/JBWPOwEqNg+z7Z2MGJQ1FIlDlbuk84RFllC6iuneISpV9IJN8kJx9fo+12/uEw5HVBqcIMDvR0ReiGd5FKUZ3i6FJJ0vsQXUeYaFwnZsRoMeeZ4xS6ZE4wGqhGWcoa0cy/WwbIVh8xvWZFWZhX79aJ/dKzd4zV33UimP/b0Dnn3uJl6YEfWGuK6PUs1waznEdfq88Nw3+fjH/zX/5t2P8i//8s/x3YCs9JjN50w2JhztLijKnFrUOI5Lmmb4QZ8zp88zibaJ7D6j/iZ+GLEsM6wixolcHCQUmsDzV+zAlgXdZhAt2oNXnucsFgssy0Eps/n0+/2VqX6SJCRJAnDLqX69b5RlySrbNaVJY8/neg5CwHwxa/TBcmUiUNdmopb8HypmsymTyQA3sEnTAq0q4uWUm7sHPPvc02Tfi+lPIobRJs8tr1ElsDudUuX7RIMhVZ7y/DNTFguXU2dO48ox6a4JCMXCwe332b08pdQzinzKNTKinzrHqN+wXq2aw+MD5tNDTp89S1nVLPcOsWyXhx9+LXUlWcYFtZJcv3bA5as3Wc4zLFtw9sxpxpMJWZIyXywZDoYoLbCkRVnVzGcLAj/grnt22NhKOXM2pCxrrt08ZHl0RPVJSfHZml7Yw7N9jo+mFHmB7w7wXItprjiaVty4XjDa8tm7LvB9wc1SMdtfkmc+m9vnedNPvYUsllx54TrveOYZXtjfo8wKzt15F5W/wQv9Ca8RgizL0VWNpz20EBweT03P1jM68tKq8aMeru2ijgX8raJ4T7mSHWlqIxOyLQaD/solq6pMP7LtyfqesTtsB3kURcFyuVwF29ahbZ2E1R4IPc+jakw6hsMhw+Fw9SyuV1Da59CybVO9s23T0gKqKidN27m9VcNDMA5YZoSiGSLxxbLiI9Kmj7GiNJIb43Vt2+18YHP4hrbn3CQQKGqlOVaaU7a9Whu2ZSEti7o6kS0ppSjyHNYCu9amjVGWJTdv3lxJplqds9Z6pSdug/e6v8JiYQ4p9973OrSwyQrFtZu7eP6znNrZgbqkrmraSUaO4xhJEDWKnFLXuF7AaNwnDCNT7cxyUzJ3HGzHMV7necGL16/z9997hme///dIKTnYP8DzPM6fO4/SijRNjCFJVRm5UV1zeLiPfL1g0p+wEW3gOB4bE5fj4xlVVXOHhJ5vEoHp9Lgp/YNrOwyHQ/pRz8yCbyoQyzhGl4q/R7C9vcWdtSIMQ9761rdw99134Qfhj4x1r8oAnJcaS/h4noUua6qyBCqULkApbClwXBekw5dqzc8rjRf2QArKqqQqK/NAWzZVkePaFoHTkDLKCq0axl2j1URJpJYEoY8UGlFrLG3xL5KKQW9MfGDm/IrQBiqKWhEvUxZHApWVWEh0VTMvjrARBN6AGzen7N44ZDaLQbgc7h/j+BbnJn2eky73+j2m13aNZsy2iRcL4rLAlpLRoE9Z5GaouFDYrsVmb8x4c4IMBXVZoWoL7zCEU5oqzXCdhmHc9FJSldOLzrB3qFgu99i9scfh1GGTIcf7GU6oTNkbuP/BN5Mtcs6cuYc7zt3H/5Ro/t0L16hVDZZmFk8Zj8b4A40/GFCoklKVqAqOZwuUtun3xvTsARYuaVyABcMwRAkzzkg2ZT3P8xiNRquNrnUhArMZtn2pluFYFFVT+VDMZjMWi8UtZeu2X9xufCelRMdMmzKvRNM65+QIJZueUoCUJ0SKti+WiYwkzvB6I5K0RushdV1QVUuCqMfpsyFVWRnz9trBc30euu+NXLt6g939K+wnGl9JPK+PtALyGG68eEitK9QzDUHluZtce/ZZej0bN1B4Hmxv+ly7UbBYXsb1bBwXsnxJWVbExQFhZGYHaw2q3me5TLFtlwsXLvC6h85y570D4uWC/qDPHRfOk2QJ06Mpw9EdRkmgTOvEcTy0ls0s3QXHi5grT11HawijIVIKFr+ZkB1WZNmC3evHWJbNaDTBtQVFXrCYaXYPZiwzzcHiMpb02L2ZYYuKUb9mJlxS1wJctrfG5FnJ9PiY/cN9dk6d4ey5O9HC52xRc3x8jOM4hJMxSVUy3d1lvkzwfN98jqUm1in4Anfq4QQe2SMp2TJpPn8Hy2oHdXhobawe67rG9xvfYgwT3PGtE/5I45jWBttWFpdl2UqOs/IabloaUkoc1yUvCqYzM1ow6vUYjkzJ8+joaPU+rdyuqkrDK2kyR8+zKQq1enalbA+ZGt83z+8vJEkjxZFYlo+uwb7pYN1lxnJWVdFkwTbG4U3QcrGEkBRa8b8qxb/OshWxSinFvlJ4WhM2zlvtP6qryjhxtdppcTIgYt0Tez1ItxyOtlrQViH+9u++B0BWwk5/xNsfeZRFvET6LnvTfdzENUMSfA9baKq8REsL17MIAheF5NTONuPRiOPjGaquCaSLtSfQ5yCPE6qy5vLly/zVN/6Kvd09xqMJotZMJpv4vk9VFxS5cSXb2tjEcW3SNKHIM05tb7E52SDqR5RlRZKmqLpkY3O4kiZl6ZK6VoSBi+8HpElGWZSo2iSDRZbSJoFaCOojwflpikPJ+J67edMb/wn33HsX8XKBVv/IjDiSokAobYhNyph0a10hhMJybITAWKxVNR/GphaSNCvpDwe4bkiR51jCZLqVVtzA4UIlcYXEUi5FXlAUxvzcd3pI4ZCXOVbtoauCxWyOrC1cGXD5xi69aIQrNHtX91CqwPEFu3tH5LHLMOpjWZIkL1jOp1jSLHZLWiRZQm8YUVaK/jgizua8eOn77IQe587/FIEcUeUl8SLGdSuiYQQ12DZY0kMLjRc4bGxOELY2G77rkeiMKs/J/6NE//OaspCE/YCBZza6PCsJ7RC7PySNc46nNUKOuOvuh4iPMwI/4I577iKrzEn1+eev4lk+73n3e9nbPebo8JCzZ88ig5LppT2CyGO40cMdj8gLM5YryTPKXCFoLNeEhet4BG7jl6ozKlWgD2us2EFeOFnItm2vSslCiFUfBU4kIu2Jui0bthtAS5BZlz+0m2Rbjmv7WlIIoC3Pt++psW0L3zen+tZc3WTdGe0Ull6/T5qmLJcxaWpGHSIchqMR/RqWy4T5fEmW5kjh4Ds+2xtbWLamIsHxLYqiwkJh4aArSZlXcK7x81UeKs+Jq4oi0chhgJgMSZYehwdzer2A8aTPYlkzmy8ZDhWHR1c5f36b0WjEdHbM8dECzwsQYp/TpzVFEZMmKVponvrrvyYvcgLPY+9wnzwtCIKIMOiTZQXzecxisaTIS9LCKAT8wGfQ96mqlOOjBXFckCY1Vy7PCXyHwE9IkoI0zXEdGy1tvGDA0XFMsiiwLR9H+OSpy4bfY0cFXL60Szx/gae/+30Odg+48867OLW1zVN//S1OnTrHcLzBYDAiyzK+v39AmuYMsxwpTVB1bcMLsB0X3wnwnvRwRg7l20qCIMKMkjTsZdcVK55Aa6TfPketMUfLdG7Lx60DW6szjeP4B8rGwC02k+3PaA+RbZ93Xf8LrA6cnu/g2o4hZ6YpStW39JDbQN2y/41KwF5jaUtc4RJ8O8B6yDJjEfMcEFiWTZOoN73T5qCgFP/KLKjV3wF8FzgN3L32vXbdta9bd7xqr2edoNVWmNpDSRuUzftIxiMzgP5wOiPYP8Dzfba2t7Fti+VySaVKimWGJfuEgyFVXlAVJb1oSK/n44XGTvTm7k36UZ8STX49h/8TDv/5IUVW8MzfP8v3v/8MWZbRj/oUeY5rN7ajtoXt+A3p8qQdYLgBbeZeEy9iWgMnjSBvDiu2JSmqEq1rBoM+VVkbqq82M59912iky9JIuHKtqQY14/NDXvfa1/DGn3qIzcmYJF5S5Hkj9/vheFUG4KwuzAhBJLawkLYprVoW2K6xXhO6KR9LD992cSuBKo08x8YzpypgEIz4v/OScVzgY6Zg1LkkWZY4js9invDclV3jfRoWZPECVZX4VkCV53hWhHYtVGU2zbpSJIsCXTXuMnaNtGtqnVCqJUJK8tKiqmKwc85euEBV1vihhxIj5sspfuhy5tyArDjkMDsCq+TOu09zz533kC5L4jhFakGtNKONCct4SZIlRMEGiyxm59wdFJSEvxDh2lZz4DBG876sUW5DbFAW5UCRFxXUAltYuNLl1M4plnnM7uG+ud95TqU1LjGL6ZzRKMDyNWmaMBj06XkeeZ5ReRFx6LEVOpS1YjlPqcuCGzeust0/hTN2cC3X5JuqpNIVHGjEHqjzarX5resjW7P3dmHfasJRnpzIOenntyft1iav1WKu6xTN91pi3QlDdF1HWFU1YGQ2eZ6vNsG6rprs2DBJDVPawrYcbNtFKzOTOM9LFosFdb1omLAOk8mE3ughsjIjXiaUpQINi8WSo+WCft9UHTx7TFVAkS2IlxlFlqJKybUXKxApYeSxsZkBBUlm7rXr9Ln03JwrVorrWrjuhDq32b1eUmZLyipp+nSKGzdvkOc1o6Hpe9W1ISKNBjCbLzg8mHN5GmNVmioBYUEUJfh+Qp7VLBYm07Yth7pwOJxXKDUnzw2XIgggL3OyfJ84UfiuQ7/XoygESloMTp+nGu5w9fI+8+mCne0L7GyeByRa2YThELTZCNvJM4O6xitKaqUYjIaEUWQ8d10XhKSkJH5sSe36OJaDdE3rKM8FdV0RBAH9fr8xZjAM6rZEuj6ft5WztBrzdetJ27ZXJh3tmMq2VdJ+f703vE6CCoJgVdFZJwS2bZaWce95hgew/py3sjz5tMS6w0KEZgiAkd3ZSF+i/4sTGVGLuq75O625A4jW1sj6WL31QPv2l+y16+tindW8zmx+qfKg/V3XA3D7uqqquOuuuwA4tb1NWVWoLEbhI2VAEPj4gUeeZSzmcxbHM7Y3Njl/5jSDQZ+j5QFe4J309Humxx6HMdnFjK/+5Ve5cvkKeVoQRT16vQjXNqYbyWLZWPGafro5FBj7yvl8DpgKgxAY3TXGxMl2HQaNJaXZQ04UGoYnYJ4P05M27Y00zUylVEhsNDtbOzz42tfwmvvupx9FJElMnqbUdYl0LH4UXpUBWEvRdGotjBhdISwbLEHdyIm0EsaluaoQlUQolywpcW0b3wvQlSCNE0qZ8nDYYxHnzNKU1K5YzpfcvLmLRmDZfTQulgrYu37I1RcvMegF3HH2AqKy8f0+B7vHzI9jpC0oyoz9oxsICcPxBovkEEvUjDd7nLswosozpJIEXoRWNoHvoHHZOrXJPQ/chdIFl648j5AVflAxGNmoyCIMNFKWDAY+g0GPPDWkKs8LWS4y7rzzNfz0P/lptC04mB1xMD0wvRjLxvOMhk7VmrrKELVAChuJw3A8ZDScIJRkuVywvTlh5/Qp/uw//PtmkodZhPEyZnm0YNwbMB6HOK5NEIRMi2aalCUQjoV0XfqORFg2vudRzCsUBbu7N3C1g2e72LZDrSuwFOI1Av1ahSo5IXg0m0Jb6tva2rpFl9ietuFk4gyc9OXazeKl/acVW1VrQK2y4bbE3GbPwOpnzOdzZrMZ0+l0NbvVmD/oJlPxsC0zFlE37L1aKxzXIQwD4jgmjo2toyUttNT0R2N6wPaGjaqNHeVsNsf3hkyPDwGI55paeaaXpGyqHGZHkiIviSKXZKEos5JezycvFNODhHvu2WZvf480LQgCG9cVaF3heQ7LeQZosrwkz5dkGWQ57N1IcFyoKnCdGbaVm5J2XHAl1tgF+IBtm8lO6Iw0rahKCCOPKIigKrFQoEDUpZlSpkOkNjNY6yKhyhTL2lStcFyOpsbK857xGSYDzZnTZ9mcbLK7e5NrV64S+D2SNCMr90mzYlUVCcMIpcGPIhznxOxCafPc5EWBJSxc2/T0pWwZxZi2ReChlGHJt4z69vNuA5Pd9EVbA4r1Z2edWNX+m/aZbd2Z2uC0rn9tf8Y6kaklgpVFyX68vzLYaP2l1w07wjA8YXVbikpUq2BaVcYiEmieTVZkKCklWV1TlCVeUxFal+yJl2TA7Xpv11P7u2jg32vNu+t1sxrxA0G5fZ+2crD++wNY0kK65vc/c/YMtTYBsChLalXhuo459BQ5tu3QG4SMJyOGwyHj8QhlVRR10bgN2k0FKuXypcs8+8yzXLt6Fa00k8kEz/NI4oS0SpoJRA6gmkERt/6eju0Yi0nXu4VRDoK6PDEjSeKYJEnR2pg6ZampipmZvnJF2guCgDhOOF7MuPfB1/LW0Vu4Iz9PbRcsl3OkBrTG91y8plLyw/CqDMC2cBDaRitBWZvBB65rm1FdqkJpMCbOEpTRkvnSJ+oNKPOSbJZRFprFUc7VK9e44/wF8qwwo64iF1H7BPYAy3awvQFZaSFqB0u76BL2b8yQ+TVTTh1azI5jDven9AYhw3GfyWALP3TYPnuKw+N9imzBvfdf4NyZLa5cukQ8X7K9sc3Vq3scHt8kCEP2DjOsSwVbp8acObvJ1WtXODq8znKeMuyN6EU+vu+iSlAVprRpedy8sc9kY4u3PfwIQRhy57338HdP/x1FaiaXVKUR7Esh0QqqrMSRDmHYpyrAUj59f4LvBjjSZ2tjg93dXRbzBaIxxwiCCKt2sH2L0WCIlNbKem5a7JEkczYnQwLp4Ac+lmshbCMPy1SBZ1sonaN1aQgllpnyVFkaYbXmJicjCNc3B8uyVqfRl+oVTYZwIv1YP/m3Ja91ucC6NAk0QeAjrVstSFsZQxzHq8ynNfJwXZfhcMhgMCBJ4oYgYjbAsqiaDVORZUbvaQZ+e6ZEXVZUT1dUD9Qs4xg/itiYbOJ6Lp4r8L0+w/6E3WgXAIsIjY1jA8oDrfAdl9Dpk2ZLdC1x5Ca6tknmkGaK65dLXHcbzyqZHc4py7LRRkaksUJYFkeHOXv7S3o9gdKQ5zCZ+JRlTVkqsnSJ60qksIkqI0si8JDSgdI1c7SrAqk0KvdISpvFosS2PVPuROFID9cKqYsC3x9ClbKoY3Ql6UVjJuMtBu4IeZzhnttmvDnh8OCIyy9e4+qVq8yOj6lUiaLGC4yGNooiRqNRMwrSAstI11aaVGE2P8e28XzPSACVQkq7YdNbOK5DXZ+MswxDf81m9MSusSX5tSz69mC2rpFtg0rLlk+SZJWxvtSNrf1z6z3eBseVnKluqzUnJed1tvR6tlo+aF5bpMXq52tdroaTtH3r9lpc1+XNQLEWINv10/79+gG1XQfr6hApJQoYa429dvhY/3dtUG6/bp3nTjTJzWAKS9JOHUNrqqpspHAmkTIa3oR+v8eZUzuc2tzEtW1UaXzepWVR5qUxjplOeeGFS0YGtX/E8889z2Q0xnU8iqIkzzI8z8hT9w92GfWHq4ON1mqlcfZ9t7nvNXV9IseSUqycwEpVrxQZaZrSi/r0op4hegpppK1KIWyHpJUehQGnz5/lzW97mFPpNiI3TGqJwLEl/7Pl8q+ikOE/OhlS5aArG6VMD1gowxKWALKi1oaVprTAtjyEttnfO8azDGmnzAuksNGZg12HHN5YNlKKgDpzKNMKUXl4ToDn9imKnIPdA/J0Rl1W1EVJmef0/B6eZbE5HlFlJZZj0/NDJIaZXZUZg2GEtxVhOVDXBafPbFFOxuhKoFRFlqccHh9iuRbLZMrN/YDTZ06RZyWD3phBtIFUDklccrB7TJlrihzQDkHk4joh73zno4DFHRfuZn/3CF1KQrtPuNEnDAPyPGUZx8TLBFcoXNtDKocqz5lnMbY4pB8OqFRNnpXs7R7g+yHiqlkovufjaIfAChj2ejgu5FkOPmxvb2Mnmrms+a5SPOpZuIGLsCRVWZJbFXWdEUYOQejguhLHEdRaokTrPmYqGnBSpmp1wFrr1eb2w0pgtt1OhrnVrapd/Cevs1fuOWCkDJYlUY3Xd5Ikxv85y5jNZqRp2mhFfYJhiCGxKNDG/cZsykY7LmUFWjQ/S+K6Gts2CsYwDFb6zvJcwVIkxHFCkhckcUYQRLhugG3ZaA33PHcfAGfP3EVWLBHCeG+naYxFRBi45Ok+6oYidwOKQBHPXaQ1Ynoo6fU8ykoQLzyCYEjkT1AlFFWBsARlXlIXijyVBKFH0PfwbJcsmVMVFbpWULtIxzD6lV1RZaAKy2jghUAQIVEUaXP4oU9VaITtEvo+k40NfN/n6HBKFI4Y91zKjYo0yVCVwJYBjh1QZAXfe/oZisxk545lcXh4QBj6nNrcQgljxYhoZriGIbUytrCu71M1hy/f91H6pFzquS6OZTZ0z/UaW0ATwLIsbZ4ZH89zTxjAthmi3rYU2my2fW7aoNUG4zb7NV7D3qqC0gbaNoC39qkr9vCaoUXLSajqyhj4C1b+BS0fAlgF19ata13CZP58cmhtD4tg7kc78q49BKxn7u1aMOvhBzPg9b+TQvBWQDfvs/5e7ev/d635p1rT41bP9VvnBlvYwvxc3/dwcOn1IuI05ujoCCHggQfu5/TODqHnURUFlhCUSnHzxk0KlRlvgSzn6e8+zXef/h6u6xL6IZPRmPFovLreRZ4xXyywbAvf80ylVCiEaJ3KjMa69dEWQqzmx5thLC5S1kaaJo1KxndddDO5rW1VlU3Qdh2ji06zjDhect8D9/PwO95OMOixt7tLbTuMBwOKNCWez3i9FBzOpuRh9CND3aszAGcOonJwZYBruViOpK4yqEoUmjTJOJouybICxwlwbZ/ZwYwiKxkNJ+z2h8z2DnGu3kBVmn7fZtQP8cI+daGYHSXEiwXVAJTw0Urjuw6ODAmcHfqhS+QHJPOU0TBE15KqHOD7Pr1+SJwcUNU506OSB15/P3dcOM23v/VXvPDM07zz7e+g79t87cmn8Nwe73nPWzg+npKkMZYLl68+TxJf4u477uf0pkuWFkyPFlSVTYHk8uXrxMuc++9/HbOjJa9/6A0cHBwxWyywHZdLl6+wXCwp8oKtzU0G0YDS8ZHawhUug1BRVYrlIkVoQeAHuHaz0dgO167dYDQcc7iYUt9hFuVkskGRlPjC5YtK8S88n0HocrCYrQgruop5Qxhg25KiSJs5ySWeZzPy+0bTKDFSAq1QukapirKqQNvYotVlZisiVnvqX3cMakt90JI/4MQb96SU2G6K7Ul/XUJi+n95Q86pjGB+miL+F4HzXzuEYdSwR8UtQ8brGn5PKX4hKynyypBnXBdL2liW6StpXdPr9ZFSMp8tCYKY1sc2dmPyaUYYeRRlxWx+TJIm+F5AcCkivLfH7K4pAI5jE/U2G5arzXw+NwM1bJfTOwMO1B7X92YIS5sNxg8Qtsv+7pIkTZBCUJeaIp03A1QlRV0hpEPgT4iXMYE3YDjZNH3qosYSoPo+UyU4hUWla2yhWKYJdaUQosKyLQLfmApoSpSqiQJj/2c7ZgqZLX1Gg036vU2eqOAdWQF1gRW61JVA15pnZ3PSsmS4WILWbG9tUlcl48mAc+fOUFUVo40xSZqSJBmu6zIej1HazBaWtkPe9F/NtYhVthiEPr5rpCu+bw5dpmdXUlUms2lH8bXBo81GDQ9BrD77NrC2fIMfNq2rlcm1HAbgFuJfkiSr3nLLyG9fK4RASM3R4SFKmX/bumS1B9A2gLUtk/ZAkGUZcRzjOP4q02zL122AbtdKW25vD5qtwchLg+069L/V8BHQof6B172UAS6E4K11Tag1Em6xkl0/FEspqepi9XtWulqt342NCWfOnGZnZ8eYpjROg8fTY7JljKYmCiOU0Dz9t9/lb/7mbwjDHhsbG9SlmSKH1qQNw308GuFtb6+qWIaU5uB5rORprVlGEAQr6ZmqafYnc9jTGoq8oGrGBvqeZ5jOzX1UVGxubqJqzd7+PqPxiHc98gjnzp1nNptx5cY1Njc3cUt2yQkAAA/LSURBVD2HIs/xPQ/leZy7fIn/69vfYjAa89iH/8sf+hm8KgNwUEVUhcQWAWmakSyWZOmy0byWZGXG5tYO8zrB+9/6zH92wd7VI6Kwjw4dBntLmBUcx1CXisiT3Lh6wNUXbxKEHpYlkMLFkS5Sa3zPYnN7AiqjHznURcK1K1e48+7z7N+8wWS8xfHxdYIgJM0dzp3fYntnixeuXOL61WtsTAa86U1vRqqS+XTG5nib++5+gCAYIrSDZxtd7M2bN9nbnbJcJshiE6lCXGeEKCw2xltcuXQVhxHbGx6+16cXOYDF3t4ei2TJU3/9dUbjDVzLRjiadLnkpiqxhKTWNbZRtJMVGWWZobVACkVZZhwdNwMN0gV+5OHYDjoyG0KWFaiqJlea90lJvYxJBQyHfcpkwWJ2iFAlPdsijjOUrHF9D9sGfxAgqpqyzlD/bYX4txohjI1oWVWU2ujvqEqkOJlKtV5mbje/9b5aq+Osa41SeuU0U9f1DwwFb9+rHdaw7rZlNJIO4UjgfMzF6knS9ITt3Hruag1SWvxL26EnzTzRIq+oa41ju1iWTRBYzTUDCKJegLS2iJdpU34E17dI8pj5fI7nSKS0KcuC2ThmNtvH9Q0Bx7IUqipZpjmRDglfCMjfkDal2CEbk20Wizm1MlnddHrMqa0LXL9+FSkC2l5XO6O9qmui3pCiyimzBEuHHB+kUC9Mqa2QBGGPnu2xYbkIBb1JH7TgyDk2m5HWOK5LFJmSWRgFxoihyHE9F9cxn998MacuzIb7HtdH15rAcagqxfHRjDwtCRAEQjAcDwgCnyD0iEIf17MJfY8wCM3ABSwOnz4m+XpC/s9yHMcEp7IZRt9mqCYzZqUbjSKfoAkwJvuSjMej1UGtPcitT7oyQdj09lbBsSlJr0/dOSHc9EyPtTGKafuebZba6/Wa9WMOlYvF4paSdutdDqrpHYpV/znLsrU+JKvScptxt7ri9trWf/5Lg/EXpeR9WnOqeY92mEmbobfroc3gtdb8GyH4+f9MsNnDeCVwa5bcXlO7FqWUnJPyloD7UrOS9j/Zlvsl+I45GIxGA3Z2dtjZ2eHwcJ80KbEad4d2rbuew/7BPn/1zW9y7do1RqMJulYcHxpTC1Ur9nf3cB1jPYlWZHmCFJIoDLAcmySOKcpiNUe9LZW3B5SiKOj3+yyXCyzpUBS5IVUlyYrdLi2LsjzxnxZCcO3aNRzH48zZszz00EOcu3Ceg8MjZvMZ0rGpqxJc428tBEynxzz//PMcHRy2W80PxasyAKdHJXUuKXVKMk/Imt4KErKspKgVlQfz/Qz/XRbpccEw2ERIi2xRsJgnFFmFI0P6Ax/fDqmkRjo2g/6IQT/AdiRRL8QOXXKdI0SFEgWKinm8T13H3P/Aee44fxrP7XN0vI/v+/QHPS7ceY7J5gZbOxvklSIKXfJ8yWJ6zI1r17Bql7rQXL1x3Vg8KolGYemA0B2TIYin0PP6TKcZkb/N7KhG6B5JMkcKydH+jHvvv8+UPMoUbE0Q+ghR47gOspltK1SNsEBqE/gcS+C5FoVnWMAIZRjJZU1R5EghqStN3Ui5wJCLLMuhF0R8IQj4bxzN5kDiDiqqacK0OGgeZKOolVJg2RKtJTYSqcwQBuu/MwxZyzL2mJa0kQoa9+1b+k7r/aqXLvx2Y2yzCqVONsj2xN9mMy2TtTUIaLMk4wVsrwg5ZVli9RoJkDwR0b8UE2HaHbZtEwP/I5Jf44RAZq7flKaNnWNAGBbkWU5ZlShVEKcLDo89sjSnVpDECXMqzGhLI/2qyqx5T4U78OBhUGWFUrqxX4wIwx5laVjZ58/dyfb2Nq4bUFV543CV0+/3G8MJ8LyQ2fSIRTw3Uoq6IPAcyrrGEXPCXkTgB3heQFkqAt8nz0vuuDBujFlOepvL5dwEDOlg+80wkmbDRJ/0EEWyYLlYILSkLGvi5QK0Gb3X7/UYjYaGEBU4bG9vEAQ+qBrP8/GDoTFauR+sLQs3dHFcD9t2KKoa1QQfx3FQup1tKwl8D9e18HynaQ0YL3dzMHNXvdW2RdF+bi0zvv163bbxpdOP2sPgfxSC54Gf/yHPSvsMtdljW4FZ7yHLxojDdU7kL62MqLpWIf6DwPuvvOYzPDkstBm6ab/Yq2td1+DmeY7jOPznnoevTxjS6+SpH4XHhcAdN7FBn/zO6/9ft6ls1237+62XvX+gpK1OiFqVqqmqgrzMmgAX0Ov1qOsSKkWpTSvHzHKv2b25y+7u7ooQmSXpiuvgui5VGeG5LoHnodGNLl6hLAup5crn37IskCeVjraPP5/PyfOc5XJp2kalqZKFQYDv+ewj+PYy5k1phhsEDIdD9g+PKMuSB17zOh5+x9s5f/48dV1z4+YuSZJy9sI5PM+lLkuyfEmsFNevXeXKpUsMBz1Gg+GP/BxelQF4HJ1CORa6EAjXI3KG9KMApSvmiykazWiwRTKT+H5EX0i8wCYvK+PRXMzoeQLbcRkOhmg08XIGEnZ2NhmP+1g2OK5E+g4lBVk+xxIBvg/JfMZkssHrHnyQ6eGCNCmJej6+FzLZmDAamQ1rpzfBdgN0XTGbHyILSRqV+PYAJWt816XMBcJ2CMIQhCJwJ0i9Tz88zcbwPDev73L+7N28+OJlzp/dBnWF3iBECDh77gJbpzY4mh8ysAf0ByFlUeNLn6psvV7b3k9tLDaFIOhFhP2CoqhBSxBmrrEXmAH3CMjqDLs0G8ZoMMSVDgM/4rNRROhJgoFE+iWZTpjGxxSlx9APjVOYVHiBT13W+MJHljaRHNGbDAh6PRzLN33GqsRRNXWl0LUw7Nm1hWyySaPTXZcymI3GMgxk28X0a8zp0sgLrGaR2Yg1beeqRBmERp7g2lRVfTIsvGHQg8l2W6bkrZpHq+n99RhpzX+PxG4yl5ZcYoaCmyCs0dRVtcq8la5JswVRLyBJUqrK6A17oRki0G5Ow2GPwPewLIcwDFelSGFZlEXFZDzGD0JmszkAp06dAsxUn6LMADNPdTwZEoZRM1jDwZEOvhcSBB61qtCqJsliNoeb+IGP7wf4XtDMWRbMZwvG4wlR1GukOuZeHB0dUFUlUS/Ctq1GLlSYLNlyCUIfyzL9UM81nullWeE6dhN8h/R6EWHoo9GEgcvps6eJooAsS6hrQT8aYtkuSgtc3xhpmBm/DkVt+nS27WBbFrU2oyOlFHiuQ+CbQAyCojBEI9fxGnlY1jwL7kpbG0U9PM+nrgtaB6a2799meaasCmXZ9nYD3isFqYbSso0rH6yITe3nts6GXj9QriYz+Q6u7VLVhji0WCwRQlLfU2PfZxFEIa5nhjnYlt1ci9u0Skw21maxlmVTVSVJklIUxg85CEIs61Zf6LpWKwJUrZQxIXEdRDO8ZiBODqAavTLkWA/aZo2s64MNCbEdCLHed65qE0CbFwMwGERoISgKs06lNMF5MBiY9lBZUtoWdWUMLlRVo7UgCgeMBhNOnTrFYrEgS1NG4yGBF1COzHAaxzaH6zRN0c0hGynwAlMVcWxjbqK1JgxMpWI2m2E5rlnjtstkPEFpQ7Ds930GvYizQrBzeMhSWPSHQ06fOYvt+UjL5v4HXsPrX/96lNIcTY/pD4ZUSrG5uWm4IHmOrhVSK6Jen8nWNpvDAcPNyY+MdUL/vx2TOnTo0KFDhw6vCOT/90s6dOjQoUOHDj9udAG4Q4cOHTp0uA3oAnCHDh06dOhwG9AF4A4dOnTo0OE2oAvAHTp06NChw21AF4A7dOjQoUOH24AuAHfo0KFDhw63AV0A7tChQ4cOHW4DugDcoUOHDh063Aa8agLwl7/8Zd7//vfz2GOP8cUvfvF2X85PFJbLJR/4wAe4evUqAE8++SQf/OAHeeyxx/j85z+/et3TTz/Nhz70Id773vfy67/+67d403b4/4/f+73f4+LFi1y8eJHPfvazQHfPX0n8zu/8Du9///u5ePEiX/jCF4Dufv9D4bd/+7f51Kc+BXT3/GVBvwpw8+ZN/eijj+rj42Mdx7H+4Ac/qJ955pnbfVk/Efj2t7+tP/CBD+gHH3xQX7lyRadpqh955BF9+fJlXZal/tjHPqb/4i/+Qmut9cWLF/W3vvUtrbXWv/qrv6q/+MUv3s5L/0eJr371q/ojH/mIzvNcF0WhH3/8cf3lL3+5u+evEL7+9a/rj370o7osS52mqX700Uf1008/3d3vfwA8+eST+i1veYv+lV/5lW5feZl4VWTATz75JG9961sZjUaEYch73/tennjiidt9WT8R+KM/+iN+8zd/k+3tbQC+853vcMcdd3D+/Hls2+aDH/wgTzzxBNeuXSPLMt74xjcC8KEPfaj7DF4Gtra2+NSnPtVMY3K45557ePHFF7t7/grhZ37mZ/jDP/xDbNvm8PCQuq6Zz+fd/X6FMZ1O+fznP8/HP/5xoNtXXi5eFQF4b2+Pra2t1dfb29vs7u7exiv6ycFv/dZv8eY3v3n19Y+61y/9/tbWVvcZvAzcd999q83mxRdf5E//9E8RQnT3/BWE4zj87u/+LhcvXuThhx/unvF/APzGb/wGn/zkJxkMBkC3r7xcvCoCcDv4uYVem7HZ4ceLH3Wvu8/gx4tnnnmGj33sY/zyL/8y58+f7+75K4xPfOITfO1rX+PGjRu8+OKL3f1+BfHHf/zHnD59mocffnj1vW5feXl4VcwD3tnZ4Zvf/Obq6/39/VXJtMOPFzs7O+zv76++bu/1S79/cHDQfQYvE0899RSf+MQn+LVf+zUuXrzIN77xje6ev0J47rnnKIqC1772tQRBwGOPPcYTTzyxmi8N3f3+ceNP/uRP2N/f52d/9meZzWYkScK1a9e6e/4y8KrIgN/2trfxta99jaOjI9I05c/+7M9417vedbsv6ycSb3jDG3jhhRe4dOkSdV3zla98hXe9612cPXsWz/N46qmnAPjSl77UfQYvAzdu3OAXf/EX+dznPsfFixeB7p6/krh69Sqf/vSnKYqCoij48z//cz760Y929/sVxBe+8AW+8pWv8KUvfYlPfOITvPvd7+b3f//3u3v+MvCqyIBPnTrFJz/5SR5//HHKsuTDH/4wDz300O2+rJ9IeJ7HZz7zGX7pl36JPM955JFHeN/73gfA5z73OT796U+zXC558MEHefzxx2/z1f7jwx/8wR+Q5zmf+cxnVt/76Ec/2t3zVwiPPPII3/nOd/i5n/s5LMviscce4+LFi0wmk+5+/wOi21deHoTWWt/ui+jQoUOHDh3+U8OrogTdoUOHDh06/KeGLgB36NChQ4cOtwFdAO7QoUOHDh1uA7oA3KFDhw4dOtwGdAG4Q4cOHTp0uA3oAnCHDh06dOhwG9AF4A4dOnTo0OE2oAvAHTp06NChw23A/wMPQti9L24tJgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def noisy(noise_type,image):\n", + " row,col,channel= image.shape\n", + " if noise_type == \"gauss\":\n", + " gauss = np.random.normal(0,0.08,(row,col,channel))\n", + " gauss = gauss.reshape(row,col,channel)\n", + " noisy = image + gauss\n", + " return noisy\n", + " elif noise_type == \"salt and pepper\":\n", + " s_vs_p = 0.5\n", + " amount = 0.004\n", + " out = np.copy(image)\n", + " # Salt mode\n", + " num_salt = np.ceil(amount * image.size * s_vs_p)\n", + " salt = [np.random.randint(0, i - 1, int(num_salt)) for i in image.shape]\n", + " out[salt] = 1\n", + " # Pepper mode\n", + " num_pepper = np.ceil(amount* image.size * (1. - s_vs_p))\n", + " pepper = [np.random.randint(0, i - 1, int(num_pepper)) for i in image.shape]\n", + " out[pepper] = 0\n", + " return out\n", + " elif noise_type ==\"speckle\":\n", + " gauss = np.random.randn(row,col,channel)\n", + " gauss = gauss.reshape(row,col,channel) \n", + " noisy = image + image * gauss\n", + " return noisy\n", + "a = [noisy(\"gauss\",img),noisy(\"salt and pepper\",img),noisy(\"speckle\",img)]\n", + "name =[\"gaussian\",\"salt and pepper\",\"speckle\"]\n", + "#show image\n", + "for i in range(len(a)):\n", + " plt.imshow(a[i]) \n", + " plt.title(str(name[i])+\" noise\")\n", + " plt.show()\n" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From af4e87f62469a2e647da669b746b6a5278334816 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 19:50:03 +0530 Subject: [PATCH 05/30] Create Assignment_3.py --- Assignment13/SonuKumari_204102314/Assignment_3.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment13/SonuKumari_204102314/Assignment_3.py diff --git a/Assignment13/SonuKumari_204102314/Assignment_3.py b/Assignment13/SonuKumari_204102314/Assignment_3.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment13/SonuKumari_204102314/Assignment_3.py @@ -0,0 +1 @@ + From 8bef32920f8fb0e69e5ac1be7bc330010c5662cf Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 19:50:41 +0530 Subject: [PATCH 06/30] Add files via upload --- .../Assignment__3_DSP.ipynb | 595 ++++++++++++++++++ 1 file changed, 595 insertions(+) create mode 100644 Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb diff --git a/Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb b/Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb new file mode 100644 index 0000000..36a5a86 --- /dev/null +++ b/Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### importing libraries :\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import cmath\n", + "from scipy import stats\n", + "import seaborn as sns\n", + "sns.set(color_codes=True)\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "from matplotlib import patches" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Z Transform:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### a) Consider the discrete time sequence x[n] = z^n with −∞ < n < ∞ where z ∈ C.. Let\n", + "z = 0.95, \n", + "z = 1.05,\n", + "z = −1.05, \n", + "z = −0.97, \n", + "z = 1,\n", + "z = −1.\n", + "Now plot the sequences for different values of z. For each plot what is the nature of the plot?" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def ztrans(n,data):\n", + " z = [data**i for i in n ]\n", + " return z\n", + "n = np.arange(-20,20,0.5)\n", + "lst =[ztrans(n,0.95),ztrans(n,1.05),ztrans(n,-1.05),ztrans(n,-0.97),ztrans(n,1),ztrans(n,-1)]\n", + "name = [\"0.95\",\"1.05\",\"-1.05\",\"-0.97\",\"1\",\"-1\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(30,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(n,lst[i])\n", + " plt.title(\"z-transform at z = \" +str(name[i]))\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### b) Now consider the same sequence with complex values of z. Consider \n", + "z = −2 + 3j,\n", + "z = 2 − 3j,\n", + "z = e^jπ/10 , \n", + "z = 0.95(e^jπ/10),\n", + "z = 1.05(e^jπ/10).\n", + "For these values of z create 3D plot with both real and imaginary parts.\n", + "Try using different markers for real and imaginary parts.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mag = [3.606,3.606,1,0.95,1.05]\n", + "data = [np.exp(-1j*0.9827),np.exp(-1j*0.9827),np.exp(1j*np.pi/10),np.exp(1j*np.pi/10),np.exp(1j*np.pi/10)]\n", + "name = [\"-2+3j\",\"2-3j\",\"e^(j*pi/10)\",\"0.95*(e^(j*pi/10))\",\"1.05*(e^(j*pi/10))\"]\n", + "n = np.linspace(-20,20,200)\n", + "fig, ax = plt.subplots(3,2,figsize=(25,25))\n", + "c = 1\n", + "for i in range(len(mag)):\n", + " ax = fig.add_subplot(3,2, c, projection='3d')\n", + " real = [((mag[i]*data[i])**j).real for j in n ]\n", + " imag = [((mag[i]*data[i])**j).imag for j in n ]\n", + " x = np.asarray(real)\n", + " y = np.asarray(imag)\n", + " ax.scatter3D(n,x,y,'blue',label =\"complex\")\n", + " ax.set_title(\"3D plot at complex value of z=\"+str(name[i]))\n", + " plt.stem(n,x,'red',label = \" red = real\",markerfmt='red')\n", + " plt.stem(n,y,'green',label=\"green = imag\",markerfmt='green')\n", + " plt.legend()\n", + " c = c+1\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### c) Compute the Z Transform for the basic signals:\n", + "δ[n],\n", + "u[n], \n", + "r[n], \n", + "α^n(u[n]),\n", + "n(α^n)(u[n]), \n", + "(r^n)(cosω0nu[n]).\n", + "Choose specific values for each and visualize the magnitude and phase spectrums. " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "w = np.arange(-np.pi,np.pi,0.05)\n", + "# taking r = 0.5 and a = 0.75\n", + "x1 = 1\n", + "x2 = 1/(1-0.5*np.exp(w*-1j))\n", + "x3 = (0.5*np.exp(w*-1j))/(1-0.5*np.exp(w*-1j)**2)\n", + "x4 = 1/(1-(0.75*0.5*np.exp(w*-1j)))\n", + "x5 = (0.75*0.5*np.exp(w*-1j))/(1-0.75*0.5*np.exp(w*-1j)**2)\n", + "x6 = (1 - 0.75*0.5*np.exp(w*-1j)*np.cos(1.5))/(1 - 2*0.75*(0.5*np.exp(w*-1j))*np.cos(0.75) + (0.75**(-2))*(0.5*np.exp(w*-1j)**2))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mag1 = [1 for i in range(len(w))]\n", + "ph = [0 for i in range(len(w))]\n", + "delta =[mag1,ph]\n", + "na = [\"magnitude\",\"phase\"]\n", + "fig, axs = plt.subplots(6, 2,figsize=(15,10))\n", + "c=1\n", + "for i in range(2):\n", + " plt.subplot(6,2,c)\n", + " mag1 = [1 for i in range(len(w))]\n", + " ph = [0 for i in range(len(w))]\n", + " plt.plot(w,delta[i])\n", + " plt.title(str(na[i])+\" plot of x1 \")\n", + " plt.axhline(y=0,color='k')\n", + " plt.axvline(x=0,color='k')\n", + " c = c+1\n", + "\n", + "lst = [x2,x3,x4,x5,x6]\n", + "name = [\"u[n]\",\"r[n]\",\"a^n*u[n]\",\"n*a^n*u[n]\",\"r^n*cos(won)*u[n]\"]\n", + "c = 3\n", + "for i in range(len(lst)):\n", + " x = lst[i]\n", + " magn = []\n", + " pha =[] \n", + " for j in range(len(w)):\n", + " r,theta = cmath.polar(x[j])\n", + " magn.append(r)\n", + " pha.append(theta)\n", + " total = [magn,pha]\n", + " for k in range(len(total)):\n", + " plt.subplot(6,2,c)\n", + " plt.plot(w,total[k])\n", + " plt.title(str(na[k])+\" plot of \"+str(name[i]))\n", + " plt.axhline(y=0,color='k')\n", + " plt.axvline(x=0,color='k')\n", + " c = c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### d) Also plot the poles and zeros with the ROC. For which values if any the Z Transform doesnot exist? Try finding out the Z Transform outside the ROC.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vuvMxsmTJwqJFi5g2bRozZ87E2NiYRYsWYW5uzoIFC5g8eTLx8fFoNBqmT59O0aJF6dq1K97e3ri6upIlSxZKly6Ni4sLWbJkIWvWrNy4cUN3wZRGjRqxd+9eatasiYmJCWXKlOGrr77SzSifPXs2kyZNYvv27SQmJuLm5oa7uzv37t17b+4LFy5QqFAhrKys3nr/0KFDmTBhAn5+fpQvX57y5cun7gsn0o1GkbmVIg2dPHmSyZMns3v3brWjpKp3XW3oS7No0SL+/vtvxo0b98HHymsmhNBnUq/EK5/yXvD29qZkyZK6NZ2EEOJjSd0RALt27eLMmTNMmDAhTZ/H29ubpk2b6tYS/BSlS5fmxIkTuvUQ32X79u3s2bOHZcuW/ceUIjXI6bpCiM8SEBDwxieL/xQZGUnz5s11pxIIIYQQ+u727ds0b96c2NjYdz6mR48ehISEpGMqIYQQmY2bmxuPHj1K0zOlLl68iEaj+U8Nvle6du3KoUOH3nn/vHnzWLhw4X/evkg9MpNPCCGEEEIIIYQQQogMTmbyCSGEEEIIIYQQQgiRwUmTTwghhBBCCCGEEEKIDE6afEIIIYQQQgghhBBCZHDS5BNCCCGEEEIIIYQQIoMzUjvA+/z991O02v9+XRBzczNiY5+kYiL9kVnHllnHBZl3bNevX8bY2JAiRUqrHSXVZdZ9Bp8/NgMDDV9/nT0VE2VOn1PH5P2XMWXWsWXWcWXmGgaZd79JDUsfUsPeTsaWMWXGsUkNy7g+Z2wfqmF63eTTapXPavK92kZmlVnHllnHBZlzbAkJCWi1hplybJA599krmXls+uJz61hm3kcytownM44rs9cwyJz7DTLvuPSJ1LB3k7FlTJltbFLDMra0GpucriuEEEIIIYQQQgghRAYnTT4hhBBCCCGEEEIIITI4afIJIYQQQgghhBBCCJHBSZNPCCGEEEIIIYQQQogMTpp8QgghhBBCCCGEEEJkcNLkE0IIIYQQQgghhBAig5MmnxBCCCGEEEIIIYQQGZw0+YQQQgghhBBCCCGEyOCkySeEEEIIIYQQQgghRAYnTT4hhBBCCCGEEEIIITK4z27yPXnyBFdXV+7evfvGfb/99hvu7u40adKE0aNHk5yc/LlPJ4QQQqQaqWFCCCEyKqlhQggh/u2zmnznzp2jffv2/Pnnn2+9f9iwYYwbN449e/agKAqbN2/+nKcTQgghUo3UMCGEEBmV1DAhhBBv81lNvs2bNzN+/Hjy5cv3xn337t0jPj4eW1tbANzd3QkKCvqcpxNCCCFSjdQwIYQQGZXUMCGEEG9j9Dk/PHXq1Hfed//+ffLmzau7nTdvXqKjoz/n6YQQaSgpKYn796OJiookKiqKqKhIoqOjXt5+8ffY2FiSk5NITk4hOTmZ5OQkJkyYgEajoWHDhhgaGmFkZIiRkTHZs2fH0jL/yy9LLCzykz//67fNzMzUHrb4gkkNEyLz0Gq1xMbGvqxX/1/HoqKidLfv348mMTFBV8NSUpIZP348AA0aNHhZw4wwNjYia1YT8uXLh4XFi5plaZmf/PmtsLCw1NWxr7/OjUajUXnk4kslNUyIzENRFJ48eUxkZKTu2Ouf9evVsdizZ09fHoOlkJKSzLhx4wBwdHTU1TAjI0OMjbNgbp5HV79e/Gn1j7/nJ0+evBgZfVY7SOipNNurWq32tf/4KIryyf8RMjf//AZA3rw5Pnsb+iqzji2zjgv0Y2yJiYlcvHiRUzFdiMgAACAASURBVKdOcerUKcLDw7l79y5//fUXefPmxcrKigIFCmBlZYWVlRXW1mV1f8+TJw9ZsmR5WUBefJ05cwaABw8ekJSU9LLwJBMXF0dkZCT37t0jIiKCiIgIDh26pPv7vXv3MDIywsrKirJly1KtWjWqVq1K1apVyZ07t8qv0v/Th32WVjLz2D5XatQw+Pw6lpn3kYwt49GHcSmKwo0bNzh16hSnT5/m9OnT/Pnnn0RFRZEjRw5dvXpVx2rWrKr7noWFBSYmJhgbG+tqWFhYGAB//fUXycnJujr2/PlzoqKidPUqIiKCsLCTuhoWERHBs2fPyJ8/P8WKFaNq1apUq1aNatWqUahQIb1q/unDfksLmXVcqUFqWNqTsWVM+jC2+/fvc/r0ad2x2LVr14iIiAB47RisQIEClCtXmoYN62NlZUX+/C8mSPyzhp09exaAhw8fvlbDEhMTiYmJea2G/f77bxw+vF9Xwx48eEDevHkpVKgQlSpV0h2LlStXTq+af/qwz9JKWo0tzfaepaUlMTExutsPHjx463Ty94mNfYJWq/znDHnz5iAm5vF//nl9llnHllnHBeqMLSUlhWvXrnLu3FnOnj3DuXNnuXLlNwoXLoKNTSVsbSvTqlV7ChYsRJ48eTE0NPzgNhUFkpIgKUkBkkhO1mJsbMjTpym8WAEgCwYGWciVKxu5cllStmyld2xH4fHjOCIiIrhy5TJnz4bh7z+Z8+fPkSdPHmxtK2FrWwVb20pUrGiDmVn6/4KX9+O7GRhoUuWDGH2VGjUMPq+OyfsvY8qsY1NjXIqiEBFxj7Nnw17WsRd/mpmZYWtbGVvbSvTvP5hixYqTL9+LBt7HSE5+8QXJuhr25MmrixIYo9EYky2bKcWK5aZYsXLv3M7z58+Jjo7ixo3rhIefZeVKX/r1649Wm4KNTSVsbCpRqVIVbG0rY2Fh8dmvx38h78e3kxr2caSGvZ2MLWNSY2yPHj0kPPzsazXs8ePHL4/DKtGqVXtKly7zsoH3ccc6KSkvvhISUnQ17PHjpJf3GgFGZMliQoECOSlQoDjVqr19O8nJycTE3OfWrVucP3+WgIA9TJ/uQ0REBBUqWL88FquMrW1lihUrjoHBZ1+z9ZPJ+/HtPlTD0qzJV6BAAbJmzcqZM2eoUqUKO3fupG7dumn1dEIIXhwQnT8fTmDgbo4fP8aFC+exsLDQHQy1bNmGChWs9eI0WY1GQ86cX5Ez51eUKVOWFi1aAS8akzdu/K5rSu7atYPffrtEwYKFqFy5Ko0bO+Hg4Ej27NlVHoHIzKSGCaGOO3duExTkz8GDIYSHn0VRFCpVenGQ8e23fbCxqfyfmhVpwdTUlCJFilKkSFEaNGis+35kZATh4WcJDz/DqlXLOHfuLCYmplSqVAVHx4Y0aeKsWtNPfBmkhgmhjri4R+zfv499+/YQFnaa6OhorK0rYmtbGTe35owdO5GiRYvpxWxvIyMj8ue3In9+K2rWrKX7flzcI86fP8fZs2EEBQXg4zOFhw8fYmNji52dPU5OrpQpU1YvxiDeLtWbfF5eXgwYMABra2tmz57NmDFjePLkCeXLl6dLly6p/XRCfPGSkpI4fvwogYG7CQoKwNTUFCcnV4YMGYGNjS25cn2tdsRPYmhoSKlSpSlVqjTt2nUAXozxypXfOHnyOKtXr+S773pTp86LItOoUVPy5MmjcmqRWUgNEyJ9KYrC5cuXCAzcTWCgPxERd2nc2AkPj47MnDkPK6sCGe5A4tVBk5OTC/BijLdu/cmZM6fYty+IyZPHU7JkKZo2dcHZ2ZUSJUqqnFhkFlLDhEh/UVGRBAUFEBi4m1OnfqVWrdo0aeLMgAGDKVmy1EedKaVPcub8ijp16lKnzv9/MBAbG0t4+BkOHNhPp05tMTQ0xMnJFScnV6pVq57hxpjZaRRF+e/nw6YxOV333TLr2DLruCB1x/bkyWMOHNhPQMBu9u/fS/HiJXS/aEuWLJUqz/GxLl8Ox9jYkJIlrdPtOR8+/Jvg4L0EBr6Y7VGhgjVOTi40bepCkSJFU+155P34bpn9VKfUIqc6vZ2MLeNJzXElJydz6tRJAgJeNPYAnJxeNLyqVauRrmsBqVHDEhMTdR/OBQb6kyNHjpc13IVKlaqk6ilR8n58O6lhH0dq2NvJ2DKm1Bqboihcv37t5QQLf27c+J0GDRrj7OxK/foN0nWJITVqmKIoXLx4QVfDoqOjaNLEiaZNXahb1wFTU9NUey55P76daqfrCiFS1/Pnz9m5czu7du3gxInjVKtWHScnV8aPn4ylZX6146WrXLm+pnXrdrRu3Y74+HiOHDlIYKA/ixbNJ2/efDg5udC+fScKFSqsdlQhhBC8OCg4fPgg27dvYe/eQAoUKEjTps6sXbuRcuXKZ7jZep8jS5YsODg44uDgyPTpszl37iyBgf4MHNiPhw8f0rSpC61bt6N69Rpf1OsihBD67Pr1a2zatJ7AwN08f/4cJycXRo4cR61adhgbG6sdL91oNBqsrStibV2R4cNHcfv2LYKC/Fm6dDF9+3pRt64DLVq44+zs9kW9LvpEmnxC6Lk7d26zZs0qNm1ah61tZdq08eDHH1eSM+dXakfTCyYmJjRq1JRGjZqSkpLCmTOn+d//ttO4cT2qV69Fz57fYm9fTw6UhBBCBU+ePMbPbxO+vssxMjKiY8cuDB3qTcGChdSOphcMDAyoVKkKlSpVYdSocdy4cR1//90MGNAbM7Mc9Oz5LS1btv7oi4oIIYRIPSkpKQQH72XlyqVcvnyJ9u07sXTpKipWtJVji5cKFSpMr1596dWrL7GxsezbF8SaNasYO3YkXbp40rmzp6xDm86kySeEHlIUhWPHjrBy5TJOnDhK27bt2b17H8WKFVc7ml4zNDSkevUaVK9eg5Ejx7F1qx9jxoxAURS6d+9FmzYeenHRESGEyOxu3vydVauWs3WrH3Z2dZk1az61atnJQdEHFC9ekgEDBtG///eEhOxj1arlTJ48jg4dutCtWw+++aag2hGFECLTe/jwbzZsWMfq1SsxN89Njx7f0ry5O1mzZlU7ml4zNzfHw6MjHh4duXz5EqtWLadOnWo0aNAIL6/eVKnyjkv9ilSV/tdBFkK809OnT1m71hcHh1qMHDmUevXqc+bMJSZP9pEG3yfKnj07Xbt259ChUKZPn83hwwepUqU8Y8d6c/PmDbXjCSFEpqPVagkO3oOHhzuuro3Jli07ISHH8PVdR+3adaTB9wkMDAxo2LAJmzZtY/fuvcTHP6dBgzp4enbi2LEj6PGS2kIIkWFdvnyJIUMGUK2aDZcuXWD5cl/27DlI27btpcH3icqVK8+cOQs4deocNjaV6N27B02aOODnt5GEhAS142Vq0uQTQg/cvn2LsWNHUrlyOUJCgpkyZQaHD5/E07OnzDz7TBqNhjp16rJ69Xr27z9K1qwmuLo2on37VoSEBMuBkhBCfKYnTx6zbNkP1KpVGR+fqbRo0YqwsMuMHj2eAgW+UTtehlesWAmmTJnBmTMXsbevx4gRg3FwqM1PP60mPj5e7XhCCJGhabVadu/+Hy1aOOPh4Y6VVQGOHTvNkiUrqFy5qtrxMrxcub6mT5/+hIaeZciQEWzbtplKlcoxffokoqOj1I6XKUmTTwgV/fVXLGPHetOoUV2MjIzYt+8wa9dulDXk0sg33xRkzJgJnDlziWbNWjJ+/CiaN3fizJlTakcTQogMJykpidWrV1KzZmVOnfqVRYuWsW/fITw8OsoacmnAzCwH3bt7ceTIr0yaNI2gIH9q167Cli0/o9Vq1Y4nhBAZzuHDB2nUqB4LF86hW7cenDlzkSFDRpAvXz61o2U6hoaGNG7sxObNO9i5M5BHjx5Rt24NfHym8ORJ5ryCrlqkySeECp4/f87ChfOoXbsKCQkJHDlyivHjJ8vVYNOJqakp7dt34uDBE3h4dKR798707NlVTuMVQoiPoCgKAQG7qVevJrt3/4+NG7ewcuVauRpsOtFoNNSrV5+NG7fyww/LWbVqGY0a1ePQoQNqRxNCiAzh0qWLeHi4M3To93z//WD27DlIixat5Gqw6aRkyVL4+MwhOPgId+7cpmbNyvj6riApKUntaJmCNPmESEdarRY/v43Url2FsLDT7N69j5kz58mnRSoxNDSkQ4fOHD9+hvLlK+Ds3IDRo4cTGxurdjQhhNBLp06dxM2tCTNmTGXKFB+2bt1JxYq2asf6YtWqZUdgYAjffz+YYcMG4uHhzqVLF9WOJYQQeiki4h4DBvShTZvmNGjQiKNHT9GsWUv5gEolBQsW4ocflrNp01b8/XdRt24N/P13yXJKn0mafEKkk3379tGggT1r1/qydKkva9ZsoESJkmrHEry4SMegQcM4cuQUWq0WO7sqLFgwh2fPnqkdTQgh9ML169d1s547duxCSMhRHB0byYGRHtBoNDRr1pKjR0/RsGFj2rRpzoABfYiIuKd2NCGE0AtxcY8YNWoU9evXJl8+C0JDw/Dy6kOWLFnUjiYAa2sbtm7dydSpM5k5cxquro359deTasfKsKTJJ0Qau3jxAm3btqBv374MHjwcf/991KhRU+1Y4i3y5s3L9OmzCQgI5vz5c5QuXZpNm9aTkpKidjQhhFDFgwcPGDlyKLVq1cLGxpYTJ8Jo374ThoaGakcT/5IlSxZ69uxNaGgYFhaW1K9fm1GjRhEX90jtaEIIoYrExERWrlxKzZqViYyMJCTkGGPGTCBnzq/Ujib+RaPR4OjYkJCQo3Tu3I1evbrRunVrbty4rna0DEeafEKkkYSEBKZMmUDbti1o0sSZy5cv4+bWXGY9ZADFipVg1aqf2Lx5M+vXr6VZs6ayXp8Q4ovzyy9bqVv3xTp7v/32G99/P4Rs2bKpHUt8QM6cXzF69HgOHDhOZGQk9vY12L9/r9qxhBAiXV28eIHGjR3YuzeILVt2snr1arniewZgaGiIh0dHTpwIo2rVqri6Nmbhwnky6eITSJNPiDTwqqhcu3aVgwdP0KNHL1nINQOqVasWu3btoXnzljg7N8DXd4WsESGEyPT++isWL69uzJ7tw4YNm5k2bRZ58+ZVO5b4RFZWBVi9ejWLFy9j2LBBDBnyPU+ePFE7lhBCpKnk5GQWLJhDmzbN6N27H35+v1C+fAW1Y4lPZGpqire3N3v2HOTAgWCZdPEJpMknRCpKTk5m/vzZtGnTjD59+rN27Ua5qEYGZ2BgQK9efdm1ay9+fhto166lrHMkhMi09u0LwsGhNpaWlgQHH6FSpSpqRxKfyd6+HgcPHicpKZH69WsTGnpc7UhCCJEmbt78HTe3Jhw+fJB9+w7j4dFRzqLK4AoVKsy2bbtk0sUnkCafEKnkxo3ruLk14ciRw1JUMqGSJUvh7x9MjRq1aNjQni1bfpYCI4TINB4/jmPQoP6MHDmMH39cyeTJPpiamqodS6SSnDm/YuHCH5k82Qcvr25MmDCG+Ph4tWMJIUSq0Gq1rFq1DGfnhrRq1YYtW3byzTcF1Y4lUolMuvg00uQT4jO9KiouLo1eFpUdUlQyKSMjI4YMGcHPP29n4cK5dO/emQcPHqgdSwghPsvx40epX98OgAMHjmFnZ69yIpFWmjZ15sCB49y69SeNG9fj/PlwtSMJIcRnuXfvLm3btmTrVj/8/ffRs2dvDAykzZEZvZp0UbNmbZl08R7y7hfiM9y7d5c2bVpIUfnCVKxoy759hylcuAj169cmKChA7UhCCPHJnj9/ztixI+nduwfTps1k3rzF5MiRU+1YIo3lyZMHX991fPfdIDw83JkzZwbJyclqxxJCiE+iKAp+fhtp1KguderYs2vXXooXL6l2LJHGjIyMGDx4OD//vJ1Fi+bJpIu3kG6EEP/RoUMHaNSoHvb2daWofIFMTEyYMGEKK1asYexYb8aO9ZarPgkhMoy7d+/g7NyQiIh7HDhwnMaNndSOJNKRRqOhTRsPgoOPEBp6HHd3V2JjY9WOJYQQHyUhIYH+/b9lyZKF+PntYODAoRgZGakdS6SjihVt2bv3EEWKFKVBgzqcPXtG7Uh6Q5p8QvwHa9asom9fL1auXCtF5QtXs2Zt9u07xOXLl+jSxYPHj+PUjiSEEO915swpnJwa0LZte1auXIu5ubnakYRKrKwK4Of3CzVq1KJp0/pcvXpF7UhCCPFeMTExuLu7Eh8fT2BgCNbWFdWOJFRiYmLC+PGTmTFjLh06tGbnzu1qR9IL0uQT4hMkJyczevRwVqz4kV279lC7dh21Iwk9kCvX1/z883by5y+Aq2tjbt++pXYkIYR4q19+2UqnTm2ZPXsBffr0lwtECQwMDBg9ejxDhoygZUtnQkKC1Y4khBBvdeXKbzg5NaBOHXtWrFhDtmzZ1I4k9EDTps5s3ryTiRPHMmfOjC9+nT5p8gnxkR4/jqNz53Zcu3aVgIBgihUrrnYkoUeMjY2ZNWseHTt2wcWlEadOnVQ7khBC6CiKwqxZ05kyZQJbt+6iSRM5PVe8zsOjI76+GxgwoA+rVi1XO44QQrwmJGQf7u4ujBgxipEjx8k66OI11tYVCQwMYd++IPr06flFX0Fe/mUI8RFu3foTF5dGFCxYiI0bt/LVV7nUjiT0kEajoVevvsybt4iuXduzdauf2pGEEILnz5/Tu3d3QkL2ERCwn/LlK6gdSeipmjVrsXv3XlavXoG39xC5IIcQQnWKorBixY8MGNCX1as30qaNh9qRhJ6ysLDgl18CSElJwd3dlfv376sdSRXS5BPiA06eDMXFpRFdungyY8ZcjI2N1Y4k9FzDhk3Ytm03Pj5T8PGZglarVTuSEOILFR0djbu7CxqNhu3b/bGwsFA7ktBzRYoUJSAgmD/+uEmHDq2Ji3ukdiQhxBcqKSmJ4cMHs27dGgICgqlRo6bakYSeMzU1Zfny1Tg4OOLk5Mjly5fUjpTu5GoBQrzHli0/M378KBYvXoajYyO146SLxMREoqOjiIqKJCoqiqioiJd/vrgdExNNfHw8KSkpJCUlMWTIYDQaDW3btsPIyAgjIyO+/jo3+fNbYWlpiYVFfiwtLbG0zP/yy5KcOb9Se5hprmzZcgQGhtCtWwd+//06Cxf+KOuGCCHS1aVLF+ncuR0dOnRmyJARX8T6eykpKTx48IDo6EiioiKJjHzx5z/r2rNnT0lOTiY5OZlBgwa+vNJsW10Ny5Ej51vq16vb+TE3N8/0p4nlzPkVGzZsYdy4kTg7N2T9+s0UKVJU7VhCiC/Io0cP6dGjK8bGRvj77yNHjpxqR0pziqLw6NHDfxx7/fMriujoSB4+fEhSUjIpKckMHDgQjQZat26jq2EmJibky2eBpWV+8ue3wsLi/+uYpWV+8uWzyPSTVjQaDcOHj6JEiZK0bu3GggVLaNSoqdqx0o00+YR4h8WLF7BmzSq2b/enTJmyasdJE4mJiVy+fJHw8LOEh4cRHn6Wmzd/x9w8zxsHOCVLltIVBhMTE10huX//HsbGhuzatYfk5GSSkpKIjY3VHWBFRUXx22+XdAdYERER5MyZE1vbylSqVBkbm0rY2lYid+7Md3XHvHnzsm3bLgYN6k/r1s3w89v+RfwHRQihvtDQ43Tv3olp02bRokUrteOkCa1Wy59/3uTs2TBdDbt48QKmpqavHdBYWFhia1v5ZV2zJEeOHBgavqhhMTERGBsb4u+/72XjL4m4uDjdAVZ0dCSnT//62gFWYmISNja22NhUolKlytjaVqZgwUKZrolqZGTEtGmz8PVdgatrY/z8fpFTvYUQ6eL+/fu0bu2GvX09Jk6chpFR5mxb3L9/n/DwM68diyUkJJA/f/7XjsOKFy+BnZ09lpb5+frr3LrjsAcPIjE2NiQwcL/uw6tnz55x/36Uro5dvfobhw4deHlsFsXff/9F6dJldTXMxqYSZcqUzZSvsbt7GwoVKoynZydGjx6Ph0dHtSOli8y3J4VIBQsXzmXjxnXs2hVE/vxWasdJNbGxsezfv5fTp3/l3LmzXL16hcKFi2JrWwlb28p069aDsmXLkzVr1o/e5sOHMRgbG/LNNwV13ytZ8t2PVxSF27dv6QrZokXzOHcunNy5zXUHS/XrN6Bs2XKZ4oDJxMSEJUterG3Utm1L/Py2fxEzGYUQ6jl+/Cg9enRm6VJf6tWrr3acVBMfH8/Ro4cIDT3B2bNhnD8fTs6cOV9+WFSZYcNGYmNj+0nr5j569ABjY0MKFPjmo38mNjaWc+de1LCtW/0YM8abpKRE3YdWtWvbU6uWXaaZKdG9uxfm5ua0a9eSn3/eToUK1mpHEkJkYtHR0bRq5Urz5u4MGzZS7TipRlEUwsPDOHz4IGfPhnHu3FmePn3ystlWhY4duzJ79gLy57f66GOguLhYjI0NsbIq8K973v17+tmzZ1y6dIHw8DCOHz/KkiULuXfvHuXLV8DWthLVqtXA0bFhpjleqVq1Ojt2+NOqVTO0Wi0dOnRWO1KakyafEP8yf/5s/Pw2smNHAJaW+dWO89lu3fqToCB/AgP9uXDhPPb29ahVqzatWrWjQgVrsmfPnq55NBoNhQsXoXDhIjRv7g68mI1x48bvnD17hrCw03Tp4oFGo6FpUxecnV2pXr0mhoaG6ZozNWk0Gnx85jBy5FDatm2Bn98vcvEWIUSaOHbsCD17dmHZstXUreugdpzP9vDh3wQH7yUw0J9Dhw5Qrlx57O3r0adPP2xsKpM3b950z2Rubo6jY6PXlvGIiookPPwsZ8+eZtq0ifzxx00aNGiMk5ML9es3xMzMLN1zpqbmzd0xMDDQNfqsrSuqHUkIkQlFR0fh7u5Ky5atGTrUW+04ny0xMZHjx48SGLiboKAAsmfPToMGjWjevCXjx0+mSJGi6T6pIVu2bFSrVoNq1Wrovvf4cRznz5/j7NkwNm/exODBA6hatRpOTq40beqc4Se9FC9eku3bd+Hu7oZWq6VTp65qR0pTGkVRFLVDvEts7BO02v8eL2/eHMTEPE7FRPojs45N7XHNnTuTrVv9+OUXfywsLFN12+k1NkVRuHjxPAEBuwkM9Of+/SiaNHHGyckFe3sHTE1NU/X5Ll8Ox9jYkJIlU++TfUVRuHTpIoGBL8YQGXmPxo2dcHJypV69+qk+hndJ7X2mKAqjRw/nzJlTbN68Q9VG3+eOzcBAg7l5xj5oTQ+fU8fU/n2YlmRsaePo0cN4eXVlxYq11KlTN1W3nZ7junfvLkFBAQQG+hMWdho7uzo4ObnSqFHTVG/qpUUNA4iMjHg5ht2cPn2KWrVq4+TkSuPGTuTLly9Vn+t9Unu/7dq1E2/vIWzatJWKFW1TbbufSmpY+pAa9nYytrQRHR1Fy5YutG7djsGDh6f69tNrbI8fxxESEkxg4G5CQoIpXrwkTk6uODm5ULJkqVR9rrSqYU+ePObAgf0EBvoTHLyHYsWK07SpC05OrpQqVTrdGpOpvc9u3vydVq2aMWjQMLp08Uy17f4XnzO2D9UwmcknxEuLFy9g27bN/PJLQIa8+uCTJ4/x89uEr+9yEhMTcXZ2w8dnDtWqVc9ws+A0Gg0VKlhToYI1w4aN5PbtWwQF+bN8+RIGDOhN69bt6N69FyVKvOe8YD2k0WiYOnUmY8aMwMPDnS1bdmJmlkPtWEKITCA09AReXl1ZufIn7Ozs1Y7zyVJSUggO3svKlUs5fz6chg2b0K1bD9as2ZAhZ8Hlz2+Fp2dPPD178ujRQ/bv30dgoD8TJoyhdu069Oz5Lfb29TLcshRubs0xMDCgffvWbN36P8qWLad2JCFEJvDgwQPc3V1p27Y9AwcOVTvOf3Lhwnl8fZeza9dO3Sy4CROmZsgzw8zMcuDm1gI3txYkJSVx4sQxAgN3065dS/LkyUuPHr1o2bI1JiYmakf9JMWKlWDbtl20auWGsbEx7dt3UjtSmpAmnxDAmjWrWLNmFbt2BWW4Bt+NG9fx9V3Bli0/Y2dXl5kz51G7dp0Md+DwPoUKFaZXr7706tWXe/fusnatL82aNaVCBWt69vyWhg2bZJgrHWo0GqZMmcGQIQPo2rUDGzZsyXAFUgihX86fD6d7944sWbIywzX4Hj78m40b1+PruwJz89z06PEt69dv/qS1YfXdV1/lwt29De7ubXj69OnLdfxGoNVq6d69F23bts9QjUwXFzcSExNo164lO3YEUKxYcbUjCSEysEePHtKuXUtcXZtluAZfUlISAQG7WLlyGXfu3KZbtx6cOBGmylISacXY2Ji6dR2oW9eBqVNnEhKyj1WrljN58jg6dOhCt249XlubXd8VK1acLVt20qKFM2ZmZri5tVA7UqrLGEfFQqShbds2M2/eLLZu3Zlh1hvQarUEB+/Bw8MdN7cmZMuWnZCQY6xevR47O/tM1eD7twIFvmHUqHGEhV2iVau2zJ7tQ40atvz442IePvxb7XgfRaPRMGvWfMzNzfHy6kpSUpLakYQQGdS1a1fp0KENM2fOp379BmrH+WiXL19iyJABVKtmw8WL51m2bBV79hykbdv2marB92/Zs2ena9fuHDoUio/PHI4cOUSVKuUZM2YEN2/+rna8j/Zqvay2bVsQEXFP7ThCiAzq6dOndOzYlho1auLtPVbtOB/t/v37zJ07k6pVrfH1XUGvXn04ffoCAwcOzVQNvn8zMDCgYcMmbNq0jd279xIf/5wGDerg6dmJY8eOoMcrwb2mRImSbNq0jREjBhMSsk/tOKlOmnziixYY6M+4caPw8/uFIkWKqh3ngxRFYdeuHdjZVcXHZyotWrQiLOwyo0ePz1CfoKQGExMT2rXrwJ49B/nxx5WcO3eWatVsmDJlAnFxj9SO90GGhoYsXryclJQUvvuuNykpKWpHEkJkMLdu/Unbti0YM2YCrq7N1I7zUS5cOE/bti3w8HDHyqoAx46dsKVU/QAAIABJREFUZsmSFVSpUk3taOlKo9FQp05dVq9ez/79RzExMcXVtTGenp34/ffrasf7KF26eOLp6UXr1s2IiYlRO44QIoNJSEjA07MjRYsWY8qUGRlikkJMTAze3kOws6vKvXt32bhxKzt3BuLm1gIjoy/rJMlixUowZcoMzpy5iL19PUaMGEyDBvaEhARniGaftXVF1qzZRL9+vQgNPa52nFQlTT7xxQoPD2Pw4P5s2LCZMmXKqh3ng0JDT+Ds3JB582Yzffps9u07hIdHxy/+VE+NRkPVqtVZunQVhw+HEhv7gJo1K7N8+RISExPVjvdeWbJkYdWqdURGRjBlygSV0wghMpK4uEe0b9+K/v2/x8Ojo9pxPuju3Tv069eL9u1b4eTkypkzFxkyZES6XoRCX33zTUHGjJnAmTOXqFy5Km5ujRkxYjD3799XO9oH9es3ADe35nTp0o6EhAS14wghMghFURgyZADZsmVn3rzFer/sztOnT5k7dyb29tUwNjYmNPQsc+YspHz5CmpHU52ZWQ66d/fiyJFfGTJkBKNHD6dNmxZcuHBO7WgfVL16DX78cRXdu3fKULPpP0S//zUJkUZiYmLo3r0zs2YtwNa2stpx3uv69Wt06dKevn170r27F8HBh3FwcMwQn3alt/z5rZg3bzFbt/6PgwdDsLOryo4d2/T60yRTU1N8fdeza9cOdu7crnYcIUQGoNVq6d//W+rUqUvPnr3VjvNejx49ZNKkcTRoUIeCBQsRGhqGp2dPjI2N1Y6md0xNTfnuu4EcPXqaLFmyULdudebMmcHTp0/VjvZe3t5jsbS0YtSoYWpHEUJkEKtWLePixQv88MNyvZ4Bl5yczPr1a6lVqzJXr/5GUNABJk/2wdzcXO1oekej0eDi4sbhwydxcXGjffvW9OvXizt3bqsd7b0cHBwZPnw0Xbt24MmTzHHVbGnyiS9OUlISXl5dad26nV6f3hQdHc2wYYNo1qwJNWrU4vjxM7Rp46H3n3Tpg3LlyrNx41bmzl3E4sULaNq0PsePH1U71juZm5uzevV6vL2HcOnSRbXjCCH03Jw5M/jrr7+YMmWG2lHeKSEhgaVLF1OrVmUePXrIoUOheHuPkSuKfwRzc3MmT/YhKOgA165doVatyqxbt4bk5GS1o72VRqNh0aIf+fXXUNau9VU7jhBCzx0/fpS5c2exZs0GsmfPrnact1IUhX37gnB0tGPLlp9Zs2YDy5atzhDLO6nN2NgYT8+ehIaGUbBgIRo2tGfixLF6vXZ6167dqVq1OgMG9NXrySEfS7oF4oszceIYTE1NGTFitNpR3kpRFDZs+AkHh5qYmppy7Nhp+vUb8MWflvtf2NvXY+/eg/Tq1ZfvvutNnz499bbAWFvbMGXKDLp168Dff/+ldhwhhJ4KCgpg/fq1rFq1jixZsqgd561On/4VB4daHDlyiO3b/ZkzZyGWlvnVjpXhFClSlGXLVrNmzQa2bvWjSZP6/PbbZbVjvZWZWQ7Wrt3IjBlT+PXXk2rHEULoqXv37tKrlydLlqzQ24ZZdHQUnTu3Y+LEsYwePYEdOwKoXLmq2rEyHDOzHHh7j+HQoVDi4h5hZ1eNXbt2qB3rrTQaDT4+c4iMvMfChXPVjvPZpMknviibN29i794gfvxxJYaGhmrHeUN0dBSdOrXF13cF27f7M2nSNHLnlungn8PAwIBWrdpy+PBJcuXKhYNDbQ4c2K92rLdq1aotTZu60Lt3D7kQhxDiDb//fp3Bg/uzatVPWFhYqB3nDYmJiUybNomuXTswatQ4NmzYkiHWvNV3lStXZceOADw9e+Lu7sLixQv0skYUK1aCBQuW4OXVlaioSLXjCCH0THx8PJ6eHfn22344ODiqHeetdu7cTv36dlSoYE1IyDGaNHGSJZI+k6VlfubMWcjatRuZOnWi3k66yJo1K76+61m5clmGv+KuNPnEF+P8+XDGjx/F2rWbyJXra7XjvOFVUbG2rkhg4H7Kli2ndqRMJXv27EyfPpsFC5YwePB3DB8+SC/XORo/fjJJSUn4+ExRO4oQQo88fhxH167tGTlyHFWrVlc7zhsuXbr4cqbZJUJCjuHm1kLtSJmKRqOhU6euBAUdYN++IFq0cOaPP26qHesNjRo1pUsXT7p376z3F78SQqQfRVEYPnwQhQsXpX//79WO84a///6Lb7/1ZMaMqaxf74e391i9nS2fUVWtWp2QkGN8/fXXODjUJiQkWO1Ib8if34oVK9bQv39vvayxH0uafOKL8ODBAzw9OzFz5jy9a55JUUlf9erV5+DB4zx79oz69Wtz8mSo2pFeY2RkxPLla9i+fYveTmkXQqSvFxfa6E2tWnXo3Lmb2nFek5KSwsKFc2nd2o1evfrw008/6+Usw8yicOEi/PKLPy4ubjg7N2DNmlV6t37QoEHDyJs3H6NGDVc7ihBCT/j6ruDcuXDmz/9B72bG7d+/FweH2uTNm4/g4CNyam4aypYtG9OmzWLhwh8ZOvR7hg0bxJMnT9SO9ZqaNWszdKg33bp10LtsH0uafCLTS05OplevbrRs2VrvZhYcOLBfV1T27z8qRSWdfPVVLhYvXsaECVPp0aMzkyePJykpSe1YOnny5GH16vUMHz5Ib9dfEkKkn/nzZxMTc5+pU/XrQhu3bv1Js2ZNOXBgP3v3HqJ9+056d/CWGRkYGNC7d3927gxi48af8PBwJzo6Wu1YOgYGBixevJQTJ46ybt0ateMIIVQWGnqcOXNm6N2FNp4/f86QId8zfPhgFi9expQpM8iWLZvasb4Ides6cPDgceLjn+PoaMfp07+qHek1np49sbWtzMCB/fTug7SPIU0+kelNnjweY2NjRo4cq3YUHUVRWLbsBwYM6KMrKqampmrH+uI4O7ty4MBxLl48T4cOrXn06KHakXQqVrRl4sRpdOvWgbi4R2rHEUKoZP/+vaxd64uv7zqyZs2qdhyd0NATuLg0wsWlGdu27aJgwUJqR/rilCpVGn//YGxtK+Hk5KhXV2fPkSMna9duYvr0SYSFnVY7jhBCJVFRkXh5dWPx4qUULVpM7Tg60dFRtGzpzOPHjzhw4Bj29vXUjvTFyZnzKxYtWsr48VPo0sWDLVt+VjuSjkajYcaMudy5c4sffliodpxPJk0+kamFhh7nl1+2snTpKr250EZSUhLDhg1i48Z1BAQES1FRWd68edmwYQulSpXG2bmhXq2/0LZte+zs7Jk0abzaUYQQKnj06CGDBw9gyZIVenV1Wj+/jXTv3pGFC3+kb9/vMDCQ/06q5cWHmOMYO3YirVu7sWdPoNqRdEqUKMn06bP57rvexMfHqx1HCJHOXq3D17FjZxwdG6kdR+fChfM4OTWgUaOmLFu2mpw5v1I70hfNxcWN7dv9mTFjGtOnT0Kr1aodCQATExNWrVrHDz/M5+rVK2rH+STyvzKRaT1//pyBA/sxffpsvv46t9pxAHj48G88PFoRGXkPf/99MvNBTxgZGTF16kx69uyNq2tjTpw4pnYknQkTphAcvIdjx46oHUUIkc4mTBhDkyZO2NnZqx0FeLE24NSpE5k924dffgnA0bGh2pHESy1btmb9+s0MGzaQH39crDenFzVr1pKSJUszd+5MtaMIIdLZzp3b+eOPmwwapD/rcwYFBdC2bXPGj5/MkCEjZIkJPVGmTFmCgkI4duwoXl7dePbsmdqRAPjmm4KMGDGGgQP76uVV7d9Fmnwi05o924cKFSri4uKmdhQArl+/jpNTA8qVK89PP/2MmVkOtSOJf/H07MkPPyynR48ubNq0Xu04wIup7DNmzGXQoP56U/CEEGnv8OGDHDp0gLFjJ6odBYCnT5/So0cXQkOPExgYQunSZdSOJP6lSpVqBAQE4+e3kSFDBujF1W1fnPI0h/Xr13Dhwnm14wgh0klsbCxjxngzf/4PerHUhKIozJo1i+HDB7FhwxaaN3dXO5L4lzx58rBt2y5MTExo0cKJqKhItSMB0KWLJ1mzmrBy5VK1o3w0afKJTOncubNs2rSOadNmqR0FgGPHjmBvb0+fPt8xefJ0vTl1WLzJwcGRnTsDmTdvFiNGjNCLKeNNmjhRuXIVZs6cpnYUIUQ6ePr0KYMHD2DmzLnkyJFT7ThERkZQt25dzMzM2Lr1f+TJk0ftSOIdvvmmILt37yEm5j7t2rXkr7/+UjsSFhaWjB07iYED+5GcnKx2HCFEOhg71puWLVtTpUo1taOQmJjIoEH92bhxI4GB++VCh3osa9asLF68DGdnN5o2dSQsLEztSBgYGDB37kLmzZvFn3/+oXacjyJNPpHpJCUlMXBgf8aPn0K+fPnUjsPevYF4eXVj48aNdOniqXYc8RFKlixFUFAIJ06cYMCAPnoxPXvKlJls2fIzZ8+eUTuKECKN+fhMpnr1GjRs2ETtKNy69Sdubk1o3bo1Cxf+qBczMsT7mZnlYM2ajVhb21C3bl1iYmLUjoSHR0dy587NkiUZbwFzIcSnCQ7ew6+/nsTbe4zaUUhISMDTsyOxsQ84cuQIBQp8o3Yk8QEajYaBA4cyebIPu+vW5fryH9/7eOOjhzFdND9NMxUrVoL+/QcxZMj3erMcxvtIk09kOosXz8fCwoK2bdurHYWgoAAGDuzPhg2bcXR0VDuO+AS5c5sTFBREZGQE333XW/VGX548eZg0aRoDB/bTi1OwhBBp4/TpX/nll21MnuyjdhT+/PMP3N1d6dPnO0aOHClrF2UghoaGTJw4lVatWuHu7sL9+/dVzaPRaJgzZyFLlizk99+vq5pFCJF2Hj+OY9iwQcydu5Ds2bOrmiU+Ph5Pz46YmJji67seMzMzVfOIT+Pm1hynceMoNdb7nY0+46OHyenVleRKldM8T+/e/YiLe8TGjevS/Lk+lzT5RKZy7dpVli37gVmz5qt+MBL4f+zdeUCNafsH8O+pTovKlk7ZyU4lhrGTtNizrzklY8ZOUikzvPZ9GesYQ0rCYDCGSdmXMIyhUnbGVqe0UNrr/P44v4zs0rmes1yfv97elu/9dHKuea7nXv48hKlTJyI0dDeaNftK0LGwkilTpgy2bduFxMREjB//reDLjPr1G4jq1Wtg9eoVgo6DMaYcOTk58PKagPnzF8PMzEzQsRQ1+MaPn4xRo74VdCysZEQiEWbPno1evfqgX78ekMlkgo6nRo2a8Pb2g5fXBJXYCoMxVvrmzp2Fzp27oGNHe0HHkZ2dDQ+PYTA2NsFPP22GWCwWdDysZFr6+uL6zDmo/8N03Nq4vtjnihp8LzYFIa99R6WPRU9PD6tWrcP8+f9Tmf0C3+eLmnwHDx5E9+7d4ezsjO3bt7/1+bVr16Jz585wdXWFq6vrO7+GsdJSUFCAKVPGw8cnQPBTa48fj4C39yTs2LEHdnbKf7LAlEfR6NuJZ8+ewdt7kqA3JiKRCEuWrMTmzRtx40acYOPQFFzDmKpZtWoZateug969+wo6jidPHmPAgN6YONELnp6jBR0L+3K+vgFwde2HQYNckZoq7B59np7forCwEFu3bhZ0HJqC6xhTJefPn8ORI39i1qy5go4jLy8Po0e7w9S0LDZs+IUbfGqu8fjJiJ01Fw1m+uP+lp8B0Df4ijRpYg2p1BO+vlNVetmuXkm/USaTYeXKlfjtt9+gr6+PIUOGoFWrVqhbt+6rr4mJicGKFSvQrFmzUhksYx8SGLgJurq6GDnyG0HHceFCJCZM+A5bt+5A06b8t68JjIyMEBQUikGD+mDmTH/MnbtIsJmiVapUxfTpP2DKlHE4dOgoH+JSQlzDmKqJjb2OoKDNOH78nKAz0ZOSkjBwoCs8Pb8VvJ6y0jNt2nS8fPkSQ4f2x549v8PExFSQcejq6mLlyrVwde0KZ+euqFatuiDj0ARcx5gqycrKgpfXBCxatBzlypUXbBwFBQWYOPE7yOVyrF+/CXp6JW53MBXSaNwkXMvLQ1N/H2Rcv44ah38nb/AV8fLygaNjB/z++z6VPaW5xDP5IiMj0bp1a5QvXx5lypSBi4sLwsLCin1NTEwMNm7ciF69emHOnDnIycn54gEz9i5paalYtmwRli9fDR0d4VahR0VdhaenGzZs2Iyvv24l2DhY6TM2NkZo6G5ERp4T/JTbESM8oKurhz17dgk6DnXGNYypmlmzAjBtmj8sLSsLNobnz9MweHBf9O7dF+PGTRRsHKz0iUQizJo1F02a2EIqHYqsrCzBxlK/fgN4eHyDBQvmCDYGTcB1jKmSzZt/RoMGjdCtWw/BxiCXy+Hn543ExERs2hTEM/g0jO1kbzzs3gu1tgXiqWs/QRp8gOIE4KVLf8Ts2T+o7HtqibshiYmJMDc3f/WxRCIpttfHy5cv0ahRI/j4+GDfvn148eIF1q9f/64fxdgXW79+Dbp27YH69RsINoaEhHiMGDEES5f+iE6dOgs2DqY85cqVx65d+/Dbb7uxa1eoYOPQ0dHBjBmzsHTpIj6Eo4S4hjFVEhl5Fg8e3MeIER6CjaGgoACjR3vg669bwc9vhmDjYMqj2PJhBczMKsHbe5KgS43GjZuIkyeP89YTX4DrGFMV6ekvsH79jwgImCnoONatW41r1/5BcPAOGBkZCToWVvrEZ0/D7sI5nHd0QZmtm5F75E/BxtK6dRs0atQY27YFCjaGDynx/NXCwsJiy0nkcnmxj42NjbFp06ZXH3t6eiIgIABeXl6fnGFm9uUn4JibC7McgYKmXtvnXldiYiKCg7fgypUrgv1OcnJy4OrqgfHjx8HDY9h7v04TXzOxWLFcVBOvDXj7uszNTXHw4O+wt7dHmzYt8NVXwhyq4uraDevW1cPBg7sxZsyYEv0MTX3NPgVFDQO+vI5p8mvE16Ygl8uxdOl8zJ07B1WqVFTiqD7M398fOjrAxo3r37u8SRNfM02vYcDb1xYaug3t2rXDjh2BmDx5smBj8vPzxapVi7F3794S/wxtpg73Ypr8GvG1/Wf9+hXo1q0b2rdvqaQRfVxERAQ2bVqPixcvonr1Ku/9Ok173bSmhp04AXzrAezejTadO2N1375wHzUCpocPQ6dLF0HGtWTJInTv3h2TJo0r8UnSynrdStzks7S0xOXLl199nJSUBIlE8urjp0+fIjIyEgMGDACgKDyfuyY+OTkDhYUlf8pobm6KpKT0En+/KtPUayvJdc2cORt9+w5AmTIVBfudeHtPRoUKlfDNNxPeOwZNfc3y8gogFutq5LW97zWTSGpgyZJV6NOnL8LDT6FSpUoCjA7w9vbHyJFu6N6932c/sfzSv0cdHVGpPIgRCkUNA76sjmnqewbA1/a6Y8fC8exZMpycegn2O/n9933Yvj0U4eGnkJr67mWcmvqaaXINA97/uv3yyzZ069YFNWrURXuBljwNGiTF8uUrcPTo6c/ew1jbaxig+vdimvqeAfC1vS4lJRmrV69GWNgJwX4n//77AMOHu+GXX4JgaFheq+7FtKGGpe079N8hG9YtgKR0DFi3GQGOHbG4Vy/kb98tyNLdqlXroGXL1li0aDkmTfq8SQDAl/09fqyGlXi5btu2bXH+/HmkpKQgKysL4eHh6Njxv1+uoaEhli5dikePHkEul2P79u1wcnIqaRxj7/T06RPs2hWKKVN8BBtDcHAgLl6MxNq1Pwm6HyCj1bNnbwwYMBijR7sjPz9fkDE0b94CTZs241MKS4BrGFMFhYWFWLBgLnx9Zwh2iE5cXCz8/KYiMDAEZmZmgoyB0atRoybWr9+EMWNG4fHjR4KMwcjICFOmTMPChcKexKmuuI4xVbB27Y/o2bMPatWqLUj+y5cv4e4+DF5e09CmTTtBxsCU6MSJd56iKxaLMW73AXgaG8PQfSjEZ08LMjw/vxn46ac1ePHiuSD571PijoSFhQW8vLwglUrRp08f9OzZE7a2thg9ejSio6NRsWJFzJkzB2PHjkXXrl0hl8sxcuTI0hw7Y1i+fAnc3DxgYWEhSP6lSxexaNFcBAWFCnZSHROOn98MGBgYYPbs7wUbw/Tp32PNmpXIyNDMJ3jKwjWMqYJDh36HSCRCz569BclPS0uFh8cwzJ69ALa2doKMgQmnU6fOGDduEjw8hgt2EIebmzvu3LmNCxfOC5KvzriOMaHJZAnYvj0IU6cKM9lCLpdj6tQJsLa2wahR3wkyBqZkly699xRdiUSCUSG/YohIhLSjRwQYHFCvXn106eKMDRvWCpL/PiK5kLvufgQv130/Tb22z7mu+/fvoVs3B0RG/o2KFelnH8hkCXB2tsfSpSvh7Nzto1+vqa9ZbOxViMW6qFfPRuihlLpPec3S0lLh7GwPHx9/DBw4hGhkxY0Z44n69Rti6lTfT/4eXupEg5c6vRtfm+Kgi06dWmP27Pno0sWZYGRv57u5DUKdOnUxb97ij369pr5mmlzDgI+/bnK5HGPGeEIs1seaNT8V29ONys6d27FjRwj27z/8yflcw2hwDXs3vjYFf/9p0NMTY+7chUoe1butX78Gv/22GwcPHvmkbWs08XXT9hoGKPaZXbt2FcLCjqNs2XJEI/vPv/8+gLNzJ0RGXvmsFREquVyXMaEtXboQ33wzRpAGX2FhIUaP9sCIER6f1OBjmqt8+QrYujUUM2f6C3ZKoK9vAH7+eT3S0lIFyWeMfb49e3ahQoWKcHAQZvncypVLkZWVhVmz5gmSz1SDSCTCihVrERMTjeBgYU4JHDBgMJKSEnHy5HFB8hljn+/Ro4f47bfdmDRpqiD5Fy6cx/r1qxEYGMIn6Wq5YcNGoH37jpgyZYIgp8bXrFkLrq79sGbNSvLs9+EmH1NLN27E4eTJ4/juu3GC5AcGbkJhYeFnzZximqtx4ybw8/seXl7jUVBQQJ5vZVUX3bv3wrp1q8mzGWOfLzc3F0uXLkJAwExBZk5dvx6DzZs3YsOGXyAWi8nzmWoxNjbGxo1bsGjRXEH259PT04Of3wwsXDhHkBs0xtjnW758MTw8RsHc3Jw8OysrC1OmjMOSJStRvXoN8nymeubOXYSbN+Nw8OB+QfKnTvXFjh3bkJAQL0j+m7jJx9TS0qULMX78ZJialiXPfvjwXyxbtgirVq3jgzbYK1LpSOjrG2DTpg2C5E+d6ougoM149uyZIPmMsU+3c+d2WFlZCbJJeH5+Pry8xiMgYBYqV65Cns9UU4MGDTF69Fj4+EwRpNHWq1cf5OXlIyzsMHk2Y+zz3Lt3F0eOHMa4cZMEyV+2bBGsrW3RvXtPQfKZ6jEwMMCqVesQEOCLlJRk8nxLy8oYMsQNq1YtI89+F+5QMLXz9OkTnDlzEu7unuTZcrkc06ZNxtixE1G3bj3yfKa6dHR0sHLlGqxatQwPHtwnz69WrTq6du2BHTtCyLMZY59OLpdj8+aNmDjRS5D8jRvXw8TEFG5u7oLkM9U1caIX4uPjsWfPLvJsHR0dTJgwGZs3/0yezRj7PIGBv2DYMCnKlStPnn3t2j/YsSMECxYsJc9mqq1ly1bo06cfZs4MECR/3LiJ2Lt3t0ochshNPqZ2tm8PRp8+/WFiQr9h8q5doUhOTsbYsRPJs5nqs7KqiwkTvODtPUmQmRBS6Uhs2xaIwsJC8mzG2Ke5dOkv5OTkoP07TopTtnv37mLNmhVYvny1IMuEmWoTi8X48cd1mDVrBpKSksjze/Z0RWxsNO7du0uezRj7NNnZ2di9e4cgD4ry8vIwZcoE/O9/8yCRSMjzmeqbPv0HXLgQiWPHwsmzLSws0a5dB+zdu5s8+03c5GNqJT8/H9u3B0MqpZ/FJ5PJMGfOD1i1ai3vYcTea8yY8UhPf4HQ0G3k2V991RLGxiY4c+YUeTZj7NMEB2+BVOpJ3mRT7CM7EVOmTEPt2lak2Ux9NG3aDEOGDMeMGT7k2QYGBhg0aBhCQoLIsxljn+bgwf2wtbUTpI6sXbsKlpaWGDhwCHk2Uw8mJiZYtuxH+Ph4CTKjzt3dE8HBgYLvL8tNPqZWjh4NR+XKVWBtTX9MeECAD4YPd4eNTVPybKY+9PT0sHLlOsyf/z/yzVdFIhGk0pEICtpCmssY+zSpqSkICzuMwYOHkWeHhAQhOzsLo0ePJc9m6sXHxx/Xrl3Fn38eIs+WSj2wc2cIcnJyyLMZYx8XHBwoyGSLW7du4uef12Pp0lU8E519kL29Azp06IR58/5Hnt2pU2e8ePEc//zzN3n267jJx9RKcPAWQfbiO3r0CGJjY+Dt7UeezdRPkybWkEo9MXOmP3n2gAGDcObMKchkMvJsxtiH/frrDjg6OsPMzIw0Nzk5GQsXzsHKleugq6tLms3Uj5GREVatWgd//2nIzMwkzbayqotGjZrg8OGDpLmMsY+7cSMODx7ch4tLN9JcuVwOX18vTJvmj2rVqpNmM/U0e/Z8HDp0kLzZpqOjgxEjRiI4OJA0961xCJrO2Gd49Ogh/v77Enr37kuaW1hYiPnz5+CHH+bA0NCQNJupr4kTvXD+fCSio6+R5pqalkWvXq7YsYN+uTBj7P3kcjmCgwMFeVC1evUK9O7dF40aNSbPZuqpTZt2aNbsKwQG/kKeLZUKf4PEGHtbcPAWDB8+gnzbohMnjiEpKVGQ+snUU/nyFeDt7YcFC+aQZw8d6oZDhw7i+fM08uwi3ORjaiMkZCsGDBiMMmXKkOYePLgf+vpidOvWgzSXqTdjY2NMnjwVixbNI892d/fEtm1bUVBQQJ7NGHu38+fPQSQSoXXrtqS5CQnx2LkzBF5e9HusMfXm5zcD69b9iPT0F6S53br1xK1bN3H79i3SXMbY+2VmZmLv3l8xfDjtgRtyuRyLFs2Fn98M6OnpkWYz9TZs2Ajcv38fkZFnSXPNzc1hb+8gyEn1RbjJx9RCXl4eQkNDyPeAyM/Px+LF8zF9+g+8/wP7bCNGjERcXCwuXbpImtu0aTNUrGi9qoe6AAAgAElEQVSGkyePkeYyxt5PceDGSPJasmLFEgwdOgKWlpVJc5n6a9iwEeztHbBx43rSXH19fQwd6saz+RhTIb//vg8tWnyN6tVrkOYePvwH8vML0LOnK2kuU3/6+vrw8ZmOBQvmkB+EIfQBHNzkY2rhyJE/UatWbTRo0JA0d8+eXTA3l8De3oE0l2kGAwMDeHv7YeHCueTZigM4+AaJMVXw7NkzHD0agUGDhpLm/vvvAxw48BsmTvQizWWaw8fHH7/88hNSUpJJc93c3LFnz05kZWWR5jLG3i0oaAv5ZIuCggIsXjwP/v7fQ0eH2xbs8w0YMBhpaak4fjyCNLdduw7Izc3FpUt/keYW4X8tTC0IceBGbm4uli1bBH//mTyLj5XY4MHD8PTpE5w+fZI0t2/fAbhw4Rzi45+S5jLG3rZrVyi6deuB8uUrkOYuW7YInp7fkh/0wTRH7dpW6NHDFWvX/kiaW6tWbdja2uHgwf2kuYyxt12/HoOEhHg4OjqT5u7btwcmJqZwdHQhzWWaQ1dXF35+M7Bw4TzSWXUikQhSqSeCgjaTZb6Om3xM5aWmpuDy5Uvo3r0XaW5ISBDq1auP1q3bkOYyzaKnpwdf3wAsXEg7VdzExATOzt1w+PAfZJmMsXf744/96N9/EGnmrVs3cexYOMaOnUCayzSPt7cvtm8PgkyWQJo7YMBg/PHH76SZjLG3HTy4H3369Cc9nT0vLw9LlixAQABPtmBfpkeP3gBAXk/69RuI8PAw5OXlkeYC3ORjauDEiWNo27Yd6YEbOTk5WLVqGfz9fyDLZJqrT5/+yMzMwtGjR0hznZ27IiIijDSTMVZcUlISbt++jbZt25PmLlu2EGPGTETZsuVIc5nmqVKlKgYNGobVq1eQ5jo4OOHs2dPIzs4mzWWMFRcRcQQuLt1IM3/9dQeqV6+J9u07kuYyzaOjowN//++xZMl80gkXFhYWsLKywsWL58kyi3CTj6m88PAwODl1Jc38448DaNCgIWxt7UhzmWbS0dHB+PGTsHnzz6S59vYOuHjxAl6+fEmayxj7z7Fj4ejY0R76+vpkmQkJ8Thx4jg8Pb8hy2Sabdy4idi9eycyMjLIMs3MzNC4cRNERp4hy2SMFRcf/xSPHz9EixZfk2XK5XL88stGTJw4hSyTaTYHByfo6Oji7NnTpLlOTl0RHk4/4YKbfEyl5efn48SJo3Byot2LQYjNZZlm69WrD65evYJ//31Allm2bDk0b/4Vzpw5RZbJGCsuIuIInJ1pH1SFhm5D7959YWJiSprLNFflylXQunU77Nu3hzRXMSOddhY8Y+w/R4+Go3NnR+jp6ZFlXrlyGRkZ6ejY0Z4sk2k2xR55IxEUtIU019m5K/lKLoCbfEzFXb58CVWqVEOVKlXJMm/evIF79+6ia9fuZJlM8xkZGWHgwKEICQkizXV0dOElu4wJJDc3F6dOnYCDgxNZZkFBAUJCguDhwQ+qWOlydx+J4GDaU9udnBRNPsolVoyx/0REhJFPtggODoRU6skn6rJSNXDgYJw6dQKJiYlkmTY2TZGeno579+6QZQLc5GMqLiIiDM7OtIVl27ZADBs2AmKxmDSXaT6pdCRCQ7chNzeXLNPZ2QXh4WF8g8SYAC5ciETdunUhkUjIMo8fj4C5uTlsbJqSZTLtYG/fBSkpybh69QpZZsOGjSCXy3Hz5g2yTMaYQlZWFs6ePQMHB0eyzOfP03D48B8YMmQ4WSbTDmXLlkPPnr2xc2cIWaZIJIKTkwv5jHRu8jGVpnh6RLfMKSsrC3v27IKbmztZJtMe9erVR7169REWdogss06dejA2NkZ09DWyTMaYQkTEEfI9ZYtmQDBW2nR1dTFihAfpbL6iGyQh9jRiTNtFRp6BtbUNKlSoSJa5e/dOdO7sAHNzc7JMpj2k0pEIDt6KwsJCskzFvnzc5GMMAPDvvw/w7FkSmjX7iizzwIHf0KzZV6hRoyZZJtMuQuwHIdSmr4xpO8VsdLom35Mnj3Hx4nn06dOfLJNpl6FDR+DgwQNIT39BlsknxTMmDOrDD+VyOT+oYkplZ9cc5cqVw8mTx8kyO3TohCtXLpPWTW7yMZV19OgRdOniDF1dXbJMLixM2Xr06I24uOukezPwDRJj9O7evY3MzExYW9uSZYaEBKFfv4EwNjYmy2TaxcLCAh06dMKePb+SZbZt2wGxsdeRkpJMlsmYtpPL5eQHR/3110Xk5eWhXbsOZJlMu4hEIri7e5LOSDcxMUGrVq1JG4vc5GMqS7HMiW4/vrt3b+Phw3/JN5dl2sXAwAADBw7Frl2hZJmtWrXB3bt3STeaZUzbhYcraphIJCLJk8vl+PXXHRg+nLebYMrl5uaOXbu2k+UZGhqiXbv2OHHiGFkmY9ruxo046OjooH79BmSZu3Ztx/Dh7mR1k2mnfv0G4MyZU0hNTSHLpN6Xj5t8TCXl5ubiwoVI2Ns7kGWGhx+Bi0s30iPimXbq1q0n6d4M+vr6aN++I06fPkGWyZi2O3XqOOmpunFxsRCJRLC2tiHLZNqpffuOuHPnDumDIwcHJ27yMUbo5MnjcHBwJGu4FRYWIiLiCLp370mSx7SXiYkp2rVrj+PHj5JlUtcwbvIxlXTz5g1Ur14DZcuWI8ukPuSDaa8WLVri6dPHePLkMVlm8+YtEBXFh28wRkEulyMq6iq++qoFWaaihtHNHGTaS19fH506dcaxY+Fkmc2bf8UHSDFG6Nq1f9C8OV0Ni46+BlNTU1hZ1SHLZNrLyYl2K6NatWojLy8XMlkCSR43+ZhKio6+RrqP0YsXz/HPP1fQoUMnskymvfT09ODg4EQ6bdvGxpZvkBgjEh//FIAIFhaWZJnUG6Qz7UZ94m2DBo3w4MF9ZGZmkmUyps2io6/BxqYpWR7XMEbJ0dEZJ04cQ35+PkmeYqVFU7J7MW7yMZUUFXUVtrZ2ZHknTx5H69ZteLNyRsbZuSuOHqVs8jVFdHQU6ZHxjGmrqKhrsLVtSjarLjk5GTduxKFt2/YkeYx16eKMM2dOITc3lyTPwMAAdevWR1zcdZI8xrRZRkYGHj9+RLof39GjtId8MO1WuXIVVK9eE5cv/0WWaWvblGxVFTf5mEoqukGiwk+PGLXOnbsgMvIc2ayESpUqwdTUFP/++4AkjzFtRv2g6vjxCLRr1wGGhoZkmUy7mZubo169+jh//hxZJuUNEmPa7Pr1GDRs2AhisZgkTyaT4d69e/j669YkeYwBitl8lDPSucnHtFpBQQFiY6+TbR5eUFCAY8fC+VRdRqp8+QqwsbHFuXOnyTIVs/n4BokxZaNe5hQREcYzIBg5Z2faPY24hjFGIzr6Kmxs6B5UHTsWDnt7B7KmImMAfQ2zteXlukyL3blzGxKJBOXKlSfJu3LlMiQSS1SvXoMkj7EiTk5dSU/Z5VkQjNGgnI2el5eHEyeOw9HRmSSPsSJOTl1x5MifkMvlJHk2NrZcwxgjIMyKKp5swWjZ2TVHcnIyHjy4T5JXq5YVUlNTkZKSrPQsbvIxlRMdfY10mdOZM6dgb+9AlsdYkc6du+DMmZNkeYom31WyPMa0UWJiIjIzM1GjRk2SvOjoa6hSpSosLSuT5DFWpEkTa2RmZuLx40ckeY0bW+P27Ztk+wAypq2io6PImnxyuRxnz56GvX0XkjzGiujo6MDe3gFnz9KsqtLR0YGNjS1iYqKVn6X0BMY+E/XTo6ioa2jWrDlZHmNFGjRoiISEeKSnvyDJs7W1Q3T0NbJZF4xpo3/++Yf00A2uYUwoIpEIdnbNyGbXGRsbo0aNmrh58wZJHmPaKDs7G/fu3UHDho1J8h48uA9TU1NIJBKSPMZep6hhdBMgqFZVcZOPqRzqvYwUMwfp8hgroqenh0aNGpM80QEACwtL6Ojo4unTJyR5jGmjK1eukNcwyjzGXqfYJ4/uBon35WNMuWJiYmBlVZfsICeuYUxIRRMgqFDVTG7yMZVSWFiI6Ogosjf71NQUpKWloVYtK5I8xt5EecMiEol4TyPGlEzR5LMly6Oe/c7Y6xQ3SFGEebztBGPKxDWMaRNraxvExcUiPz+fJM/GhmfyMS2UkJAAfX19VKpUiSQvOjoK1tY20NHhfwpMGLa2dqRNt4YNG+P27ZtkeYxpm7i4OLJlTrm5ubh16wYaN7YmyWPsTdQHOjVo0Ai3bnENY0xZKGsYAERFXeUmHxOMiYkpKleugtu3b5Hk1atXHw8f/ou8vDyl5nBng6mUhIQE0s3Do6KukT6tYuxNlMepA4ClpSVksgSyPMa0TXx8PFkdu3nzBmrUqAljY2OSPMbeVLVqNeTm5pDVFUvLykhMlJFkMaaNFDXMkiRLLpfzcl0mOMUqJ5oZ4np6eqhY0QxJSYlKzeEmH1Mp8fHxsLCwIMuLjr7KhYUJqkGDRnjw4D4yMzNJ8iwsLJGYqNzCwpi2ysnJQUZGBipUqECSFxNDt70FY++i2AaCbk8jCwsLyGTc5GNMWeLj4yGR0NyLxcc/hUikw6fDM0HZ2NghJoZu2wmJxELpD6u4ycdUCmVhAYr2gbAjy2PsTQYGBqhbtz7i4q6T5EkkFjyTjzElSUyUQSKRkG0BwcucmCqgXLJboUJFZGVlIisriySPMW2jmHBBM5OvaD8+qtPoGXsX6m0nKB5WcZOPqRTKwpKTk4NHjx6iXr36JHmMvU/jxk1w40YcSZaFBS/XZUxZZLIEVK5MNyMhLi4WjRo1Ictj7F0UNSyWJEskEsHcXMKz+RhTEspVVXFx17mGMcE1bmxNVsMAmnsxbvIxlUJZWBITZahUyRx6enokeYy9T+XKVZCQEE+SxUudGFMemUxG2uRLSIhHlSpVyfIYexdFDaN7eGRhYYH4eJqayZg2ycjIQEFBAUxNy5LkKWpYFZIsxt6nUqVKePnyJbKzs0nyFPdi3ORjWiQhIQESCc1MPpksgXT/P8beh+LNvoiJiSkAOTIyMkjyGNMmiYm0Tb7ExESuY0xw1DPEJRJLbvIxpgSJiTJYWlqSLZ9V1DCa+z7G3qdohjjVoU7m5hZK3x+dm3xMpVAu15XJZKT7/zH2Pop98mgKi0gkgkTCsyAYUwbK5bovX75Efn4e2YwLxt6Heoa4hYUl6cxBxrQF9YMqmYxucgdjH0I54YKX6zKtozh4Q0KSpdggnQsLE55EYkn29EiRx00+xpShaBYEhaKbI96wnAmNeoa4RCLhGsaYElDvK5uYKOPZ6EwlKO7FlDu7roiFhQUSE7nJx7SEXC5HQkIC4Uw+Xq7LVIPizZ52FgTfIDFW+ihvkHipLlMV/y11opsFwTWMsdInkyWQPaiSy+X/P+GC6xgTnmJVFU0No1jBxU0+pjKeP0+DoaEhjIyMSPIUT494Jh8TnkSiaPLJ5XKSPAsLC17qxJgSJCYmEjb56B6KMfYxiuVHNA+reLkuY8pBWcNevHgOPT0xjI2NSfIY+xCK2XX/ZVkiKSlRqfd93ORjKiMlJQVmZmZkeYqlTvz0iAmvTJky0Nc3QFpaKklehQoV8ezZM5IsxrRJaipdHVPUMJrtLRj7GMrDN7iGMaYctDWMl+oy1UH5oMrQ0BB6enpK3eKCm3xMZeTn50MsFpPlJSUlwtzcnCxP09y/fw++vl64ePE8Tp06BSurqvD19cL9+/eEHppaMFqzCuKzp199LJFIkJSUVOxrxGdPw2jNqlLPFovFyM/PL/Wfy5i2y8vLI6tjSUlJMDfnJl9JcQ37MmWH9ofRhrWvPlbUsOL7GRltWIuyQ/uXerZYrMc1jDEloLwXU9yHcQ0rKW2rYUXXa2VVFRYW5Ur9eotWVVHR01PuvdgXNfkOHjyI7t27w9nZGdu3b3/r83FxcejXrx9cXFwwY8YMLsjsg6ibfDk5uTAyKkOWp0mOHQuHvX1bhIQEo6CgAACQkZGOkJBg2Nu3xbFj4QKPUPXlN2uOsqPdXzX6DA2NkJOT8+rz4rOnUXa0O/KbNS/1bGUXFnXBNYyVNso6lp2dzTWshLiGfbm8jp1h/L8Zrxp9ihqW++rzRhvWwvh/M5DXsXOpZ3MN+w/XMVaaKGtYTk422RZNmkbbatjr15uRkQ65XF7q12toaFishimbsh9WlbjJJ5PJsHLlSoSGhmL//v3YtWsX7ty5U+xrfHx8MHPmTBw5cgRyuRy//vrrFw+Yaa6Cgnzo6emR5eXn55HmaYr79+/B01OKrKxM5OfnFftcfn4esrIy4ekp1dgnSaUlr31HvNgU9KrRp6enh4ICxZt9UYPvxaYg5LXvWOrZenq6Wv8f+lzDmDJQ1jFFli5JlibhGlY6ssZOwMv/zX/V6NPT03v1+yxq8L3833xkjZ1Q6tmKLO2uYQDXMVb6KGtYfj7tfZ+m0LYadvfuXZLrff0+jIKuroo2+SIjI9G6dWuUL18eZcqUgYuLC8LCwl59/smTJ8jOzoadnR0AoF+/fsU+z9ibqN/sFU+ruLh8rg0b1iAvL++DX5OXl4eNG9cRjUh9vd7oa5X1UvE3qeQGH8A3SADXMKYc+fkFpDdIurpcwz4X17DS83qjz/6fv5Gfn6/0Bh/ANawI1zFW2mhrWAHXsBLQthq2fPlykuulrivKzivxv6zExOL7mUkkEkRFRb338+bm5p+9meHt27HFlq99LrFYF3l5BSX+flWmideWm/sSHh4eiI29SpI3YcIEpKU9Q2ys8ja9fJ2mvGaNGtXHnDmzX31cu3ZtAMCCBQuKfZ2uri7Za6ksJK9ZxbIQbdmK4bExyHv6ALGpqcjfshXycmUBJf3+rKxqokoVyRe9PgYGBjAz+7oUR0WLooYBX1bHNOU941009doCAgIQHR2NwkLlZ7Vv3xbGxiZk77Oa8pppUw0DCF63Tu2hsz0Ukgf34WJggKicHBRsD0VhlapKq2HZ2Vn47rvvtLqGAap/L6Yp7xnvoqnX1r17VxgaGpK895maGqJv396k77Oa8LppWw2rVatWset9ny+9XpEoH25uw8h+Z97e3rh9+zZ0dUu2PP5jNazETb7CwkKIRKJXH8vl8mIff+zzn0Is1kVh4ZctRRGLNXcpi6ZdW9GyI6rrEokUWZS/R014zYr2fviUr9OE6yW5hkoVkaCvD8vERKBmTehVqqjUOF1dxSTuL7k2dX9tKWoY8OV1TN1/zx+iiddW9CdCcW26ujrQ09PhGvaZtK2GAQSvW80ayIl/CsOcHKBcOejWrAFlJubn60IkEml1DQPU415ME37P76OJ16ajo/j7oLg2Pb0v/3dcEur+umlbDaO6Xuq/xy/978WPfV+Jm3yWlpa4fPnyq4+TkpIgkUiKff71kyKfPXtW7POfolatBigslJd0iDA3N0VSUnqJv1+VaeK1Xb16BVu2bEFY2EmSPKnUHdu27ULduvVI8jTlNXNx6YqMjP+uo+jJUUBAQLGvMzU1xTffKGepDhWq10x89jQa+fkheeAQWC1frtSlugBw4sQZyGRP0L17vxL/jKL/EFRXFDUM+LI6pinvGe+iqdfWvXsP3Lt3FwUFyt+4fPPmrahXrz46dnRWehagOa+ZNtUwgOZ1M9qwFsazAvCgWnXUevJYqUt1AeDmzRvYuHEjhg8fVeKfoe41DFD9ezFNec94F029tiVLlmPIkIGoV89G6Vl37hzCb7/tR58+Q5SeVUQTXjdtq2Fdu3ZFevrHX7Mvvd7z588hJCQUgwZJS/wzPkf//gNw6dJfMDAoV6Lv/1gNK/GefG3btsX58+eRkpKCrKwshIeHo2PH/25Kq1atCgMDA/z9998AgAMHDhT7PGNvUvYGlG/iPV1KZsCAQdDT+/ANrJ6eGAMH0hVtdVa0B9+06jXxwHN0scM4lIVyzxVVxTWMKQPloTZ6enof3aeGvY1rWOkq2oNvX/uO2OIxqthhHMrCG/YrcB1jpU1Xl7KG6XINKwFtq2Fubm4k15uXR3sgp7LrWImbfBYWFvDy8oJUKkWfPn3Qs2dP2NraYvTo0YiOjgYALFu2DAsXLkTXrl2RmZkJqZSmM8rUk1gsJm266eryDVJJjB07EWLxh99sxWIxvvtuPNGI1Nfrh2ycNzRU/E2+cequMigOnVH+TCNVxjWMKYOeHl0dU9QwflD1ubiGlZ7XD9k4atMUurp6b526qwwFBVzDAK5jrPRR3otxDSsZbath3t7eJNerOMyMbnmzsuvYF7UPe/XqhV69ehX7/zZt2vTqfzds2BB79uz5kgimRahn1pmYmCA9/QVZnqaoXdsKW7YEw9NT+laTVE9PDLFYjC1bglG7tpVAI1QPb56im57+AiYmJgCKn7qrjKW7BQU8CwLgGsZKX1Edo+g/mJqaIiODa9jn4hpWOt48RTd96kRYWdUBgFdLdY3/N6PYx6WFZ/L9h+sYK02U92Jcw0pG22pYnTp1il1vfv5/11ya15ue/gKmpmW/dLifrGhVVW6ucn5+iWfyMVba9PX1kZWVRZZnYWGJxMTPPy2TAV26OOPkyUhIpR6vnnqYmppCKvXAyZOR6NKFZo8odab3z5VXDTy5XI7ERBksLCxffb6o0af3z5VSz87JyYaBgUGp/1zGtB1lHVPUsESSLE3DNezLiU+fKLb3nkyWUKyGFc3oE58+UerZOTk5XMMYUwLqGva5pz0zBW2rYa9fr6mpKUQiUalfr6KGWZTCaD9OLpcjJycb+vr6Ssvgx2BMZZibS5CYmFjiUyw/l4WFBWSyBKXnaKrata2waNFyxMZehVisqxGbu1LKmjjl1f9OS0uFoaERjIyMin1NXvuOSjmAIzExEfXr1yn1n8uYtjM3l0Amk6FixSpKz+Ia9mW4hn2ZFzv2FvtYJpO9dYOUNXaCUg7gUDwUo7kZY0ybVKpkTtZ4k0gskJgoI7vv0zTaVsOKrnfRouVK+fmKGmb58S8sBc+fp0Ff3wBGRkbFDlEpTTyTj6kMIyMjGBoaIi0tlSSPnyAxVfGumyPl5iWgcuXKZHmMaQsLC0vEx8eTZEkkFlzDmMp4cza6MnENY0w5LCwskZBA8/DI0NAQZcoYIzU1hSSPsQ+hrGGJiYlKv+/jJh9TKZUrVyZbfqS4QeJZEEx4MlkCJBK6Jl9iYiLfIDGmBBYWFmQ3SIoHVVzDmPAKCgqQnPwMlSqZk+QlJibC0pLmZowxbUL5oEqRxw+rmGpQ3ItJyLKU3VDkJh9TKZaWdDctFhYWvCcfUwnUS49ksgS+QWJMCSQSC7IbpEqVzJGSkoyCggKSPMbeJzk5GWXLllXq/kKv45l8jCmHRCIhbvLxwyqmGmQyGSQSutnoym4ocpOPqZTKlSuTvdlLJHzwBlMNlIWlaMYF72fEWOmjnAUhFotRvnx5PHv2jCSPsfdR3LDQPTjiJh9jykG5XBco2seWm3xMeImJyp9d919WIs/kY9pF0eSjabzx0yOmKiimbRehnnHBmDaxsKCbyQcUPaziOsaEpbg5opyNLuMmH2NKYG4uQVJSEtkMcd4fnamC3NxcvHjxApUqVSLJo3gwxk0+plIoZ/KZmZkhOzsb6ekvSPIYe5+HD/9FtWrVSLKoZ1wwpk0kEtr9jKpVq4Z///2XLI+xd3n48CGqVatOlpeYyFtOMKYMYrEYFSpUIJshXq1aNTx8yDWMCevx40ewsLCEjg5Na0wxuYMP3mBapHLlykhKonmio6Ojg0aNmuD69RiSPMbeJyYmCjY2tiRZSUm0+/8xpk2olzpZW9siJuYaWR5j7xITEwVra5oalpeXh+fPn8PcnOaQD8a0jeIQRJo6ZmPTFNevR5FkMfY+lDUMoDnJl5t8TKUoDt6gm7Zta9sUUVFXyfIYe1NqagrS0tJQq5YVSZ5i/z9u8jGmDGZmZnj+/Dlyc3NJ8mxt7RAdzTdITFhRUddga9uUJCspKRFmZpWgq6tLkseYtrG0pNuz3NraBnFxscjPzyfJY+xdKGsYoGjyKftejJt8TKVQLtcFFE+QoqJ4FgQTTnR0FJo0sSaeIs7LnBhTBh0dHZibmyMpKZEkT/GgimsYE05ubi5u3bqBxo2tSfIUW07wgyrGlIVyf3QTE1NUrlwFt2/fIslj7F2ioq6SNvlkMuWvquImH1MpVatWxdOnT1FYWEiSZ2vbFNHRfIPEhEP99Ojx48e8YTljSlS9enU8fvyYJKtq1WrIy8vlQ6SYYG7evIEaNWqiTJkyJHmPHz9GlSpVSLIY00aKGvaILI9XVTEhyeVyREdfg62tHUleRkY6cnNzUKFCRaXmcJOPqZRy5crBzMwM9+/fJclr0KARHjy4j8zMTJI8xt4UHX0VNjZ0Tb7r12n3nWBM29ja2iImhmYJrUgkgo0NP6xiwomOvkZew5o0oZk1yJg2UtSwaLI8Gxs7rmFMME+fPoGOji7ZKqeYmGg0btwEIpFIqTnc5GMqh3IJrYGBAerWrY+4uOskeYy9STGTj+bpUX5+PuLiYmFtbUOSx5g2at68OekNi62tHS/ZZYKhXuYUFXUNNjY0NZMxbURfw3jbCSacohVVym66/ZdHM7mDm3xM5VC/2SuW7PLG5YxeevoLxMc/Rb169Unybt++hcqVq8DExJQkjzFt1Lx5c9IaZmNjyzdITDDR0VFkD6oA+i0uGNM2VlZWSE9Px7Nnz0jybGwUMweptmpi7HXUs9GpJndwk4+pHOomn51dc1y6dJEsj7Eif/99GY0bW0NPT48kT/H0iJfqMqZMNjY2uHv3NnJyckjy7Oya4/Llv/gGiZHLysoinR0ukyUgLy8X1apVJ8ljTBsptoGwJZvNV6FCRVSqVAk3bsSR5DH2ukuXLsLOrjlZnmL/P57Jx7SQYm+Gq5DL5SR5Dg6OOH48AgUFBSR5jBU5evQIHB2dyfIUT6t4mRNjymRkZIRataxw40YsSV6tWrVhamrKexoxcufOnYaNjS3Kli1HkldUw6iWVTGmrWLsq9kAACAASURBVKj3eu3SxQlHjx4hy2MMADIyMnD58iV07NiJJC8rKwsPHtxHgwaNlJ7FTT6mciwsLGBgYEh2slP16jUgkVjiypXLJHmMAYrTnMLDw+Dk1JUsU7Gsipc5MaZs1NtAODl1RUQE3yAxWtQ1jJfqMkaDaxjTBqdPn0SLFi3JtjGKi7uOunXrw8DAQOlZ3ORjKol6ya6Tkws/QWKk7t69g5ycHLJlToWFhYiOjuLluowRUNSwq2R5Tk4uiIgII8tjTC6X4+jRcDg5uZBlcpOPMRqKA53oaljbtu0RG3sdKSnJZJmMRUSEaWwN4yYfU0mKvSAob5C6Ijycm3yMTnh4GBwdXciWHT14cA8VKlRAxYpmJHmMaTPqpU6tWrXB3bt3IZPJyDKZdouLi4WOji7q129AlhkTww+qGKNQp05dyGQyvHjxnCTP0NAQ7dp1wPHjR0nyGCssLERExBHiFVXXYG1NU8O4ycdUko2NHelMvhYtWiI+/gmePHlMlsm0W0REGJydaZc5UZ4exZg2s7a2QVxcLPLz80ny9PX1YW/vgGPHwknyGFPUMLoHVampKUhJSUHt2nVI8hjTZrq6umjcuAliYqLJMp2du/KMdEYmKuoqypUrh9q1rQgzeSYf03LUy3V1dXXh4ODE+0EwEs+fp+Hatavo0IFmo1eAlzkxRsnExBSVK1fB7du3yDIVS3a5hjEaQuwpa21tAx0dvnVhjAL1thOOjs44efI42cMxpt2oZ/Hl5ubi1q0baNzYmiSPKyVTSdWqVQcA3Lt3lyyTnyAxKidPHkfr1m1QpkwZsswLFyLRrNlXZHmMabuvvmqJCxciyfK6dHHG6dMnkZOTQ5bJtFNycjJu3IhD27btyTIvXIhE8+YtyPIY03aKGnaeLM/SsjJq1KiFS5cukmUy7UW9ouqff67AyqoujI2NSfK4ycdUkkgkgqOjM+lhGJ07d8HFixeQnMybvjLl2rdvL7p160mWl5ycjJs3b6BNm3ZkmYxpO+oaVqlSJTRpYo2jR3nJLlOu33/fh86du5CcEFjk6NEjpBukM6btOnd2xJkzp0gfHHXr1gP79u0hy2Pa6d69u3j8+BFatmxFlkldw7jJx1QW9WEY5cqVh4tLN+zaFUqWybRPQkI8zp07g759+5NlHjsWjvbtO8LQ0JAskzFt17lzF5w/H4nMzEyyTDc3dwQHbyHLY9pHLpcjODgQbm7uZJkyWQLu37+Pr79uTZbJmLarVKkSGjRoiPPnz5FlDh3qhv379yIjI4Msk2mfbdu2YvDg4RCLxWSZii0uuMnHGDp1ssfff19CevoLskyp1BPBwVsgl8vJMpl22b49GK6u/WBiYkqWGRFxhHRKOmNM8eCoaVM7nD17iiyzV68+iIq6igcP7pNlMu1y5cplZGSko2NHe7LMo0fD0bmzA+kNGWOMfiujypWroHXrdjybjylNTk4Odu3ajhEjPMgyHz16iMTEBNItJ7jJx1SWiYkpWrb8GidPniDL/PrrVjAwMMDZs6fJMpn2KCgoQEhIENzdR5Jl5uXl4eTJ43B0dCbLZIwpODq6kM5INzIywoABQxASEkSWybRLUNAWSKWepAdgUB/ywRhTUKyqCiOd/ODh4Yng4ECyPKZdDh36HY0b28DKiu6k9oiII+jSxRm6urpkmdzkYyrN2bkr6Z5GIpEIUulILi5MKY4fj4BEIoGNDd0pt3/9dQG1a9eGhYUlWSZjTKGohlHeIEmlI7FjRwhyc3PJMpl2eP48DYcP/4EhQ4aTZWZnZ+Ps2dNwcHAiy2SMKTRu3AT5+fm4c+c2Waa9fRekpqbg6tUrZJlMewQHB5JOtgAU+/FRr6jiJh9TaY6OLoiIOILCwkKyzAEDBuPEiWNISkoiy2TaIShoC9zdR5FmhoeHwdGRNytnTAh169aDvr4+rl+PIcusV68+6tdvgD///IMsk2mH3bt3wsGhC8zNzckyIyPPomHDRjAzMyPLZIwpKA5CdEF4ON2SXR0dnf/fX5YnXLDSdevWTdy5cxtdu/Ygy3z58iUuXDgPe3sHskyAm3xMxdWqVRsVK1YkfZpTrlx59OjRCzt2hJBlMs335MljXLp0Ea6u/UhzqY+IZ4z9RyQSke9pBIBnpLNSV3TghlTqSZrLNYwxYTk7u5DXsKFDR+DgwQOk+7IzzbdtWyCGDnUj3d/17NnTsLNrhrJly5FlAtzkY2qgaD8ISkU3SPn5+aS5THNt2xaIvn0HwNjYmCzz3r07ePHiBWxt7cgyGWPFUc+CAIDu3XshLi4Wt2/fIs1lmuvixfPIy8tDu3YdyDLlcjkiIo7wfnyMCah9+06IirqGtLRUskwLCwt06NAJv/66gyyTabaXL19i9+6dpCfDA8LtKctNPqbyFLMg6PblA4DmzVugatWq2LNnF2ku00ypqSnYunUzvv12HGmu4ubIhXSDdMZYcW3atMOtWzfx7NkzskwDAwN88813WL58EVkm02xLly7EuHGTIBKJyDJv3bqJwsJCNGrUmCyTMVackZER2rZthxMnjpHmjh8/CWvWrEJ2djZpLtNMmzdvRPv2nVCzZi2yTLlc/v/78dFvm8R3fkzltWzZCo8fP8Tjx4/IMkUiEfz9Z2LZskW8eTn7YmvX/ogePXqTnuQEAEeO/Mn78TEmMAMDA3TsaI/w8D9Jc7/9dixOnz6F2NjrpLlM85w5cwqPHz8iPXADAMLCDsHR0Zm0scgYe5uTU1eEhR0izfzqq5awsbFFUNBm0lymeZ4/T8OGDWvg5zeDNDcq6ioMDQ1Rp0490lyAm3xMDejp6aFPn/4IDd1Gmtu6dRvUrVsPISFBpLlMs8hkMmzbFoipU31Jc+/du4u4uOvo0oVPJGRMaAMHDsH27cGkmSYmppg40QuLFs0jzWWaRS6XY8GCOfD1DSDdx6iwsBDbtwdj0KChZJmMsXfr1csVx48fQ0pKMmmun9/3WL16JTIyMkhzmWbZsGEtHB1dUK9efdLckBDhahg3+ZhakEo9sX17MPkeef7+P2DVqmXIzMwkzWWa48cfl2Hw4GGoWrUaaW5ISBAGDRoGQ0ND0lzG2Nucnbvi0aOHiIuLJc318BiFqKiruHLlMmku0xzh4WHIzHyJvn0HkOaeOXMKZcoY46uvWpLmMsbeVrGiGZycXMj3yLO2tkH79h3wyy8/keYyzfHs2TMEBm7CtGnTSXMzMjJw4MBeDB8uJc0twk0+phaaNLFGlSpVcfRoOGlu06bN0KLF19iyZRNpLtMMjx8/wt69v2LSJG/S3NzcXOzcuR1SqQdpLmPs3fT09DBs2AgEB28hzTUyMoKXlw8WLpxLmss0Q2FhIRYunAs/v+/J93ZVnOQ7kpfqMqYipFJPBAcHQi6Xk+b6+gZg48Z1eP48jTSXaYbVq1egT5/+pHvxAcC+fXvQpk17WFpWJs0twk0+pjbc3T3Jb5AAwM9vBtav/5GPcWefbfnyxXB3HwVzc3PS3MOHD6JRo8aC7AHBGHs3Nzd3/Pbbbrx8+ZI0d9iwEXjw4D4iI8+S5jL19/vv+2BgoI9u3XqQ5spkMpw+fRIDBw4mzWWMvV+rVq2hq6tLXkvq1KkHF5fuWL9+NWkuU3/x8U+xc2cIvLx8yLODgrbA3d2TPLcIN/mY2nB17YcrVy7j4cN/SXMbNGiIzp0dsWHDWtJcpt7u3r2NsLBDGDduInl2UNAWSKUjyXMZY+9XrVp1tGzZCgcO/EaaKxaL4ePjjwUL5pDPwGDqKz8/H4sXz4e//0zy2XQ7dmxDr16uMDUtS5rLGHs/kUgEqXSkIBMuvL39sHXrZiQmJpJnM/W1YsVSDBsmJZ9Nd/XqFaSlpcHe3oE093Xc5GNqw8jICP37D8L27fQHYfj6BmDLlp9x795d8mymfuRyOXx9vTF+/BSUL1+BNPvOndu4desmunXrSZrLGPs4oW6Q+vcfhKysLOzaFUqezdTT+vVrUL16DXTq1Jk0t7CwECEhQfygijEVNHDgEBw/fgxJSUmkudWr18CQIW6YNSuANJeprytXLuPQod8xcaIXeXZwcCBGjHAn3+biddzkY2pFKvVEaGgI8vLySHNr1qyFyZOnYerUiSgsLCTNZuonNHQbXrx4jjFjxpNnBwcHYuhQN+jr65NnM8Y+rEsXZ8hkMkRHR5Hm6urqYtWqtZgz5wfIZDLSbKZ+7t69jfXrf8TSpavIZ/GdPHkMFSpUhJ1dc9JcxtjHlS9fAd269cDOndvJs319A3D58l+IiAgjz2bqJTc3F15eEzBnzgKYmZmRZr948RwHDx7A0KEjSHPfxE0+plYaNGiI2rWtcOTIn+TZ3347FtnZWQgJoZ9JyNRHQkI85s2bhZUr10JPT480Ozs7G7t374CbmztpLmPs0+jq6sLNzR3BwYHk2TY2TTF8uDv8/aeRZzP1UVhYCC+vifD29iPfqBwAgoICeRYfYypMKh2JbdsCySc9GBsbY8WKNfDx8eJ90tkHrV69AtWqVUf//oPIs/fs+RWdOnWGRCIhz34dN/mY2pFKRyIoaDN5rq6uLlauXIeFC+fg6dMn5PlM9SmW6U6Fu7snrK1tyPMPHtwPG5umqFWrNnk2Y+zTDB8uxf79e5GRkU6e7e3th7i46zh48AB5NlMPW7duRn5+Pjw9vyXPjo9/ivPnz6Jv3wHk2YyxT/PVVy1RpowxTp8+SZ7doUMnODg4Ys6cWeTZTD3ExcVi8+aNWLJkJflMdLlcrjL7onOTj6mdnj1dERMThXv37pBnN2rUGJ6e38LHZwpvYM7e8vvv+3Dv3h14efmSZ8vlcmzduhlSqXAnOTHGPs7SsjLatm2PPXt+Jc82NDTEypXrEBDgg9TUFPJ8ptoeP36EJUvmY9WqddDV1SXP37ZtK1xd+8PExIQ8mzH2aYoO4Ni6lX7CBQDMmjUX4eF/4ty5M4LkM9VVUFAAL6/xmD79B1StWo08/6+/LiI7Owvt23ckz34TN/mY2jE0NISn57dYvnyJIPmTJ3vj8eNH2LdvjyD5TDWlpCRjxgw/rFy5FgYGBuT5p0+fREpKMrp27U6ezRj7POPHT8bq1SuQk5NDnt26dRv07Nkbs2bNIM9mqksul8PHZwq++2486tdvQJ7//HkaAgM3YcyYceTZjLHPM3jwMFy+/BdiYqLJs8uVK4/Fi1dg6tSJyMzMJM9nqmvTpg0wNDTCiBEeguQvW7YQ48ZNEvTAjSLCj4CxEhgzZjxOnDiKGzfiyLP19fWxcuVa/PCDPx/lzgAobo4CAnzRp08/tGzZSpD8BQtmw9c3gHwfQMbY5/v661Zo1Kgxtm2j35sPAGbMmIVz587g2LFwQfKZ6tm1KxTx8fGYMGGKIPnr16+Gi0t31KlTT5B8xtinMzY2xqRJXli8eJ4g+V27doedXTMsWiRMPlM99+7dwapVy7BixRpBmmznzp3Bgwf3MWyYsAduFOEmH1NLpqZlMW7cZCxePF+Q/ObNW0AqHYnRo93JT/plqicoaAtiY2Pg7z9TkPywsMPIycmFq2s/QfIZY59v+vQf8OOPK/Dy5UvybBMTU6xevQGTJo3Dw4f/kucz1RITE43Zs7/H2rUbIRaLyfOTkpKwdetmeHv7kWczxkpGKvVETEw0Ll/+S5D8BQuW4Y8/DuCPP34XJJ+pjoyMDIwc6QZf3xmwsqpDnq+YbDEHPj7+gtTQd+EmH1Nbnp6j8fffl3Dt2j+C5Pv4+MPY2BizZgUIks9Uw8WLF7BkyQJs3RoKY2Nj8vzCwkIsWjQP06d/rxLTwxljn8bGxhatWrXB5s0/C5Lfrl0HTJrkBQ+P4bzkSYulpqZg5MjhmDdvsSAHRgHA6tXL0a/fQFSvXkOQfMbY5zM0NMTUqb5YuHCuIPlmZmbYsmUbfHwm4+bNG4KMgQlPLpfDy2sC7OyaY+TIbwQZw7Fj4Xjx4rkgp/m+T4nvCJ8+fYrhw4eja9euGDt27DufRD958gTNmjWDq6srXF1dMWrUqC8aLGOvK1OmDCZP9hasuOjo6GDDhl9w7FgEdu7cLsgYmLDi459i9Gh3rF69XpAnRwCwf/9eGBkZwsWlmyD56oprGFMFfn4z8NNPa/DixXNB8r/9dhwaNGgIb+9JfJiUFiooKMB333miW7eegt2cPH36BLt2hWLKFB9B8tUV1zCmCoYMGY5Hjx7izJlTguTb2TXHrFnz4O4+FM+fpwkyBqZkS5ZAfPb0ez+9du2PMI+JwvpatclP0wUUky0WLpwHX98ZghxY9T4lbvLNnj0bw4YNQ1hYGKytrbF+/fq3viYmJga9evXCgQMHcODAAWzeLMwpPExzjRjhgTt3buPChUhB8suVK4+goB2YPft7XL16RZAxMGHk5OTA03MERo78Bo6OLoKMIS8vD4sXz0dAwCxBCps64xrGVEG9evXRpYszNmxYK0i+SCTC8uWrcfPmDfz889v/BphmW7BgDgoKCjBz5hzBxrB8+RKMGDESFhYWgo1BHXENY6pALBbDz28GFiyYI9iDoiFDhqNz5y4YN240CgsLBRkDU6KWLVF2tPs7G30nThzD9bUrsSE5GRBgT3QAOHTod+jo6KBnz96C5L9PiZp8eXl5uHTpElxcFDe2/fr1Q1hY2FtfFx0djVu3bsHV1RVSqRQ3b978stEy9gZ9fX1MmzZd0OLSsGEjLF36Izw9RyApKUmQMTB6AQG+sLCwxOTJ3oKNYdeuUFStWg0dO9oLNgZ1xDWMqZJp06Zjy5af8ezZM0Hyy5Qpg61bt2P16pU4+4Gn5UyzHDjwG/bv34uff94q2IFN9+/fw6FDBzBhwmRB8tUV1zCmSvr2HYDMzJeIiHj7b5DKnDkLkZ6ejqVLFwo2BqYknTvjxaagtxp9Dx7cR+hoD4QWFCBjyzbkte9IPrSCggIsXjwf/v7fq9xkixI1+VJTU2FiYvLqPwrMzc0hk8ne+joDAwP07t0b+/btw6hRozB+/Hjk5uZ+2YgZe8OAAYPx7FkSTpw4JtgYevbsjQEDBvNBHFoiODgQFy9GYu3anwTbBy8nJwfLly+Gv/8PguSrM65hTJXUrFkLffr0x5o1KwUbQ40aNbF+/SaMGTMKjx8/EmwcjEZs7HVMn+6NwMAQmJmZCTaOpUsX4ptvxqBChYqCjUEdcQ1jqkRHRwd+ft9j4cJ5gs2kE4vF+OWXYOzcuR1//nlIkDEw5clr37FYo+/ly5dYP9AVofn5yNoaKkiDDwD27NmFChUqonNnR0HyP0Qk/8j0pz///BMLFxbvitesWRMPHz7EqVOK9ff5+flo1qwZoqOjPxjWu3dvLFmyBA0bNvzCYTNW3K+//oqlS5fir7/+EqyTXlBQgN69e8Pc3BxbtmzRmkMQIiMVS6Xbtm0r8Eho/Pnnn/Dw8MCZM2dQv359wcaxevVqhIeH448//hBsDOqAaxhTB0+fPoWNjQ2io6NRpUoVwcaxYsUKbNmyBadOnRK0+UNJ22rYo0eP0KFDB8ybNw9ubm6CjeP69etwcHDA7du3UbZsWcHGoeq4hjF1IJfL0apVK0ybNg2DBgl3+MBff/2FHj164ODBg2jdurVg46CkVTXsxAnIBw3CrgoV0P3hQ5gePgyRg4MgQ8nNzUXDhg2xdetWdOwoTJPxQz46P79bt27o1q34hu55eXlo1aoVCgoKoKuri6SkJEgkkre+d9u2bejZsycqVKgAQPEG8DlLApKTM1BYWPIlmObmpkhKSi/x96syTb22kl5Xp04umDt3Pn76aTMGDBishJF9mnXrNmPQoD747rtxmD9/SbGGo6a+Znl5BRCLdTXy2t58zc6fPwdPzxEIDt6JChUqC3bNKSnJmDdvPnbu3FviMXzp36OOjghmZiYl/n4qQtYw4MvqmKa+ZwB8bW8Si00xdOgITJ3qgzVrflLSyD7Oze0b3Lv3EE5Ozti79yBMTExffU5TXzNNrmFA8dctMTERrq5d4en5HVxcXAW7ZrlcjsmTvTB27CTk5IhKNA6uYVzDhMTX9jYfnxnw9fVC69b2MDIyUsLIPq527UZYvXoDevXqjd27D6BJE+tin9fE102balhBo2Y4bVYJQ27eQPqUaXhm0xIQ6Lp/+mktatasjUaNmglyL/axGlaiqUZisRgtWrTA4cOHAQD79+9/Zwfz0qVL2LNnDwBFZ72wsBBWVlYliWTsg3R0dLB06UrMmjVDsH2NAMDY2Bihobtx4cJ5LF48T7BxsNJ39eoVjBo1Aj/9tAUtBdrctcjMmQHo06cfbGyaCjoOdcU1jKkib29fnDt3BidPHhdsDCKRCDNnzoGNjR3c3AYjKytLsLGw0pWWlorBg/uiT5/+GDt2gqBj2bv3Vzx9+hSjR48RdBzqimsYU0X29g5o2rSZ4PviOTq6YOHCpRg6tD/u3bsj6FhY6ZHL5QiUDoHz3bt4PmkqjLcFfvDU3f9j777DoyjXMA4/m0IQQy8JVQ2giJQEpAmINGFJQi+hS1fpIL0dmvQOotQAIoginUU60qUFQkfxWCAJQugthT1/IDkiIJA2O8vvvi6vo2Qz+7wMJy/z7jffJKX//vcXTZw4ViNHjjXk/Z9FvO8nHDRokJYsWaJq1app//796tKliyRp0aJFmjRpkiSpX79+2rVrlwICAjRq1CiNGzfuhbmFEcmvaNFiqlOnvvr372VojrRp02nJkuVatWqFxo8fbWgWJI7Q0MNq3Li+xo2bonLlyhuaZfPmDdqzZ5f69BloaA6zo4fB0Xh6ptbYsRP1ySeddePGDcNyWCwWjRo1Tt7eWdW8eUMGfU7g6tUrCgqqrTJlyqpnz76GZvnzzz81cGBfTZo0TSlSpDA0i5nRw+CIPv10jBYvXqiQkIOG5qhRo7Z69+6vOnWq6+zZnw3NgoSz2+2a36KxPtyySbfnLVRU//889mEcyZWle/fO6tChq3x88iTrez+Pp+7JZyRu130yZ60toXXdvHlT771XSsOHj9L771uf/g1JKCIiQrVr+6tWrbr65JPeTnvOjh8Pkbu7q/LmLWh0lESXOXNqbdq0XQ0b1tWoUeMNfzz6jRvX9e67JTV+/BS9917C9qB4UW51Mhq3Oj0etT1Zhw7tlC5dOg0bNioRUz2/mJgYdejQVpcuXdK8eYv0yiteTnnOnLmHSZKbW4wqVKioYsVKaNiwUYY/AbBt2w+UPXtODRo0NEHHoYclD3rY41Hbk33zzWJNmzZZGzZsk7u7eyIme37z58/VhAljtHTpSvn45HHK8+bsPSxTJk+N8Q9Umw3f69bchUpR5f/X9+47flCaNs11bea8ZHv4xldfLdDcubNks21K8JPpHe52XcBRvfzyyxo/fop69uyma9euGprFy8tLy5at1fLlSzV69Kdy4Hk6nuDAgQMKCqqj0aMnGD7gk6Rhw/6jsmXLJXjAB8BxDRnyqVasWKYff9xraA43NzdNnTpDGTNmUtOmQbp165ahefD8rly5rMqVK6t48ZIOMeCz2dbo8OEQ9ejRx9AcAJJO3boNlDVrVkOfGP9As2Yt1L17L9WuHaiffz5jdBw8p3v37mlSzZqPHfBJjz51N6mFh4dp2LBBmjBhaoIHfEmNIR+cTtmy5VSxYmUNGTLI6CjKkiWLvvtujdasWaWPP/5Y0dHRRkfCM1q/3iar1apx4ybL3z/Q6Djas2eX1q5drcGDhxsdBUASypAhoz79dLS6dm2vO3fuGJrFzc1N06bNULZs2VS+fHlFRIQbmgfP7pdfzsrfv7Lee+89DR060vAB39WrV9S7d3dNmDBVqVKlMjQLgKRjsVg0duwkzZw5XadOnTQ6jpo0aa6ePfuqRo1q2rFjh9Fx8Ixu3bqlNm0+UIrDh3U7+NEB3wMPBn1uh5L2FnG73a6ePbupWbOWKlDA8VdNMuSDUxo4cIg2bFinnTu3Gx1FWbJk0erV3+vXX39VUFAdXbly2ehI+Bd2u13Tp09V9+6dtXLlSlmt/kZH0p07d9S1aweNGDFW6dKlNzoOgCQWEFBDefO+oYkTxxgdRa6urpo8eboCAgJktVZUaOgRoyPhKXbv3qmAgPfVqlU7jR071vABnyQNHjxA779v1TvvlDE6CoAklj17DvXs2U9du3ZQbGys0XHUqFFTTZ78mWrXrq2vv/7K6Dh4ivDwMNWsaVWKFCnU8uRJuT9lC67oMu/qdscuSZpp1arlOnv2J3Xt2iNJ3yexMOSDU0qbNp1GjRqvbt06OsQtRqlTp9HKlSuVP39+Wa0VedqTg4qKitInn3TW4sULtXbtRpUsWdLoSJKkceNGKX/+Ag6xohBA0nvw8Iv58+fq6NFQo+PIYrFowIABGjRoqOrXryGbbY3RkfAEixcvVKtWTTV16hdq2bKN0XEkST/8sFVbtmzSwIGDjY4CIJk0b95S7u7umjNnhtFRJEkVKlTW1q1bNXbsSA0b9h/du3fP6Eh4jNDQw7JaK8pqDdBnn81UypQpjY6kyMhL6tu3pyZMmCoPDw+j4zwThnxwWlWrVpOvr59Gj/7U6CiS7t/2NHToSH34YQcFBFRxiFWG+L/LlyMVFFRbERHhWrNmvXLmzGV0JEnSkSMhWrhwvkaMcNzHtANIfF5e3howYIi6du2gmJgYo+NIuv/EwoULv1GvXt00deok9pp1IPfu3dPQoYM0btwoLV9uU/nyFY2OJOn+A9G6d++k0aPHK3XqNEbHAZBMXFxcNH78ZI0bN0q//vpfo+NIkvLnzy+bbbP27t2tVq2a6ebNm0ZHwt+sXbta9evX1JAhn6pr1x4OsQpdkgYM6KNateqoWLESRkd5Zgz54NSGDx+jb75ZrD17dhsdJU7z5i31+eez1abNB1q4cL7RcSDp55/PyGqtqIIFC2vevEXy9ExtdCRJ9/ej6NTpYw0cOERZsmQxOg6AZBYU1Fjp0qXTxImOM+QvUuRt2Wybx9d08gAAIABJREFU9N1336hLl/aKiooyOtIL78aNG2rRoon27/9R69Zt0euvv2F0pDhDhgxQ0aLFVLlyVaOjAEhmuXPnVfv2XdSlS3uH+bAqU6ZM+vbblfL09FSNGlaFhZ03OtILz263a/LkCerT5xMtWrRUgYE1jY4UZ+3a1dq7d4969x5gdJTnwpAPTi1TpkyaMmW62rb9wKF+iL/77ntauXKdpkyZoO7dO+nGDed6nLtZ2O12LV26RIGBVdShQxcNHjxcrq6uRseSdD9b9+6d9Oab+dWgQSOj4wAwgMVi0ZQpn2v+/LnauPF7o+PEyZ49h1auXKcrV66oRo2qbEFhoNDQI/L3r6R06dLpm29WKGPGjEZHirN48UL98MNWjRo1zugoAAzy8ccd5e7urqFDjX8g4gMeHh6aPHm6qlevpffff8+h+uuL5tKlS2rdurlWrPhONtsm+foWMTpSnDNnTuuTTzrpiy9m6+WXXzY6znNhyAenV6FCZbVq1VYtWzbR3bt3jY4TJ0+evNqwYZtiY2P13nultXv3TqMjvVAeNJWJE8dq0aKlatKkudGRHjJjxmc6ffqUxo2b7DDL1QEkP2/vrJo5c546dfpYZ8/+bHScOJ6enpo790vVqVNf1apV0uzZM9jjKBnFxMRowoQxql+/hj7+uJMmTpymFClSGB0rTkjIQQ0e3F/BwV8pbdp0RscBYBBXV1d98cUcrV27St99943RceJYLBZ16tRVn38+W717f8KiCwOsX29T+fLvKHv2HFq9er2yZctudKQ4169fU/PmDdW//2AVLVrM6DjPjSEfXgidOnVT1qzZ1afPJw61h1Dq1Gk0ceI0DR8+Sm3bttCgQf10584do2M5vQdNJUeOnNqw4QcVLuxndKSH7NjxgyZPnqC5c79UqlSpjI4DwGAlSpRUz5599cEHjRzqIsTFxUWtW3+o1as36JtvFql+/Vo6d+4Po2M5vZ9/PqPAwPe1c+cObdy4XQ0aNHKoD4P+/PNPtWzZVGPGTNIbb+QzOg4Ag6VPn0HBwV+pX7+eDveE9tKly2rLlp0sukhG169fU9euHdS3by99/vlsDRnyqV566SWjY8W5d++e2rdvqzJl3lWjRk2NjhMvDPnwQrBYLJo8+TPt27dX8+fPNTrOI6pUsWrr1t3644/fVbnyuzp8+JDRkZzS35vKF1/M0eDBwx3iqU1/9/vvv6ldu5aaPn2WcuV6xeg4ABxE8+YtVbRoMXXq9LFDfVgl3V+Zvnr1BpUuXUaVK7+rJUsWOVxGZ3Dv3j3NmvW5/P0rq27dIC1ZskzZs+cwOtZDoqOj1aZNc9Wr10ABAdWNjgPAQbz1VgF9+ukYtWjRWJGRl4yO8xAWXSSfXbt2qHz50rJYLNq6dafeeaeM0ZEeMX78aEVGRmrYsFFGR4k3hnx4YXh6pta8eV9p1Khh+vHHvUbHeUTGjBk1a9Y8denyiRo2rKsxY0bQYBLRDz9sVfnypeXi4qKtW3eqVKnSRkd6xO3bt9WiRRN16NBF7777ntFxADgQi8WikSPHKSzsnKZMmWB0nEe4ubmpa9ce+vrrZZo2bZJatmyqiIhwo2M5jf/+9xfVq1dDS5d+ozVrNqhVq7ZycXG8v8YPHtxfqVKlUs+e/YyOAsDB1KpVV4GBNdW2bUuHeRDH3/1z0cXBg/uNjuQ0bty4oQED+ujDD1tpxIgxGj9+isM86PDv1q+3acGCYM2evcChtsB4Xo73twMgCfn45NGkSZ+pdetmCg8PMzrOIywWi+rUqa9Nm7br6NFQlS79tr799mv2OUqAkydPqHHjeurWrZNGjhyrceMmO2RTsdvt+uSTzsqTJ48+/LC90XEAOCAPDw/NmfOlZs78XJs3bzA6zmMVLFhY69dvU968r+vdd0to1KjhDnWLsdlERl7SgAF9VKXKeypXroJWrfpeuXPnNTrWYy1ZskgbNnyv6dNnOcxDrAA4ln797j+AY/jwwQYnebwHiy66du2hDz5orHbtWujXX/9rdCzTio6OVnDwbJUqVUSRkZe0desuh33a+k8/nVGXLu01e/Z8eXl5GR0nQRjy4YVTuXJVffBBK7Vs2dShHsTxd1mzZtO8eV9p6tQvNGvW56pcuZx++GGr0bFMJTw8TN26dVTt2v569933tHPnPlWqVMXoWE80a9bnOn78mMaPn+pQeysBcCxZs2bTzJnB6tDhQ/3yy1mj4zyWh4eH+vYdqI0bt+u3335VyZJFFBw8W9HR0UZHM43bt29rypSJKl36bd29e0fbt+9Tp05d5ebmZnS0xzp8+JAGDerLgzYA/Cs3NzfNmDFHq1Yt1/LlS42O81gWi0W1a9fT7t0H9frr+VSlynsaMKCPw91m7MjsdrvWrl2tcuVKatWqFVq4cImmTZuhDBkc5wnwf/fgQRt9+gzU228XNzpOgjHkwwupS5dPlDlzFvXt29Oh9w0qVaq0bLbN6ty5mz75pLOCgmrr+PFjRsdyaNevX9PIkUNVrlxJpUuXXrt3H1S7du3l4eFhdLQn2rlzuyZOHKfg4IU8aAPAU5Us+Y66d+/114M4bhgd54ly5syladNmaNGib7Vq1QqVK1dSa9eudui+a7R79+5pyZJFKl36be3f/6NWrVqv0aMnKEuWLEZHe6KLFy+qZcumGj16gt58M7/RcQA4uAwZMmru3IXq0+cTHT0aanScJ3r55ZfVvXsv/fDDj4qKuqvSpd/WlCkTdfv2baOjObT9+39U9epVNWrUcA0bNlLffrtChQr5Gh3rie7du6cOHT5UyZKl1bTpB0bHSRQM+fBCcnFx0bRpX2j//r2aOHGs0XH+lcViUfXqtbRjxz5VqvS+6tatrk6dPtLp06eMjuZQrl+/pi++mKaSJYvojz/+0KZNOzRw4BCHX1Fw9Gio2rT5QJ99NlOvvPKq0XEAmETLlm1UtGgxtWjR2GFXpT9QsGBhffvtCg0bNkqjRg1XYGAVbd26mWHf38TGxspmW6NKld7V3Lmz9NlnszRv3lfKk8cxb8194Pr1a2rUqI7q1WugwMCaRscBYBIFCxbSiBFj1aRJfYe/HTZLliwaNWq8Vq1arwMH9ql06be1YEEww75/OHIkRK1aNVOrVs3UqFFTbd68QxUqVHboO5Tsdrv69++lyMhL+vTT0UbHSTQM+fDC8vRMrSVLlmvRoi81a9bnRsd5qhQpUqh16w+1Z89B5ciRU7Vq+atu3Rpat26tYmNjjY5nmJ9+OqM+fT5R0aIF9OOPe7V48XeaOvUL5ciR0+hoT/Xzz2fUsGEdjRw5VuXKlTc6DgATsVgsGj16glKnTqN27RxzE/O/s1gsqlChkjZv3qEmTZpr0KB+KlOmmGbPnvFC79l3+XKkpk6dpBIlfDV58jh17dpDa9duVMmSpYyO9lS3b99WkyYNVLhwEfXq1d/oOABMpmbNOurYsavq1q3ukHul/1OePHkVHLxQ06fPls22WkWK5NeQIQP1+++/GR3NMNHR0Vq27Fv5+1dW8+aN5OdXVLt3H1TDhk1MsTfrqFHDtHfvHn355dcOfdfX82LIhxeal5e3vv12paZNm6zFixcaHeeZpEmTVj179tXBg8fUoEFDTZw4RiVK+GnatMm6fDnS6HjJIjY2VuvX21S/fk1Vr15VadKk0datuzV79nwVLFjI6HjP5I8/fle9ejXVp88AVa9ey+g4AEzIzc1N06fP0u3bt9S588emeEiTq6urgoIaa+vWXRozZqJ27tyuIkXeUt++PfTzz2eMjpdsjh4NVdeuHVS8uK9OnDimmTODZbNtVmBgDYde9fBAVFSUWrVqqqxZs2nUqHGmyAzA8bRq1VZNmjRXvXo1dOmSOfa8K1GipL766lutWbNR0dHRqlSprJo3b6Tt27e9MCvUIyIiNHbsSBUtWkDz58/VRx911L59R9ShQ2fTbD00deokrVq1Ql9/vczh7/x6Xgz58MLLlesVLVmyXMOG/UerV680Os4z8/DwUL16QVq3botmzJijY8dCVby4r7p166j9+380xcXe8woLO6/PPpuikiX9NHbsSNWpU18HDx5Tnz4DlS1bdqPjPbMLFy6obt3qatfuYzVq1NToOABMzMPDQ3PnLtRvv/2qvn17mOYCw2Kx6J13ymjOnAXasmWXPD1TKzCwqho0qCWbbY1T3gZ148YNLVv2rapXr6rGjespV65XtGvXAU2bNkN+fkWNjvfMYmNj1aFDW7m5uWnKlM/l4sLlBID469y5u95/36qgoNq6fv2a0XGemY9Pbg0dOkIHDhxT+fIV1a9fT737bgnNmTNTFy9eNDpeoouNjdWuXTv00UetVaZMMYWFhWnx4u+0bNkaBQRUd9gHQz3OvHlzFBw8S998s0KZMmUyOk6ioysDkvLmfV2LFn2rnj27au3a1UbHeW5Firytzz6bqZ079yt79hzq0qW9ChfOpx49umrz5o2KiooyOmK82O12nTp1UhMnjlWVKu+pXLmSOn78qD7/fLbWr9+mBg0aKWXKlEbHfC4RERGqXdtfdes2ULt27Y2OA8AJpEqVSgsXLtGBA/s1cGAf0wz6HsiePYf69h2ogwePqVatuvr886kqUCCvWrRooiVLFpl6lfqFCxf05Zfz1LhxPRUq9IYWLfpSrVu30/79oeratYcyZ85sdMTncn/A106XLkVqxoxgubu7Gx0JgBPo3/8/Klr0bdWvX0vXrl01Os5z8fT01AcftNK2bXs0YsRY7d69UyVK+Kp69aqaPn2qfvnlrNER4+327dtat26tOnf+WAUK5FH//r1VsGBh7dt3WOPGTVL+/G8ZHfG5ffnlPI0fP1pLliw31SKR52GxO/DfBC9duqF79+IfL3Pm1PrzT+fc58VZazO6riNHQhQUVEdjxkyUv39goh47uWv76aczstnWyGZbrTNnTqtChYqyWgNUsWJlpU6dJtHe5/jxELm7uypv3oKJcrx79+5p//59stlWy2ZbrTt37shq9ZfVGqBSpUon6wVFYp+zBwO+mjXrqEePPol23PhIaG0uLhZlzOiZiImcU0L6mNE/D5MStSWNK1cuq379mipevKSGDh2ZqLdQJnddly5d0oYN67R27Wrt2PGD/PyKyGr1V9Wq/om652pi9zBJOnv2J9lsa2WzrdbJkydUvnxFWa3+qlixcrLfEpSY5y0mJkYdOrTTxYsXNX/+IkNvyaKHJQ962ONRW9Kw2+3q3bu7jhwJ0ddfL1OaNGkT9fjJWdudO3e0Y8c22WxrtG7dWmXKlFlWq7+qVQtQwYKFE60/J0UPi4y8pPXr12ndurXavn2bChf2ldXqrypVqilXrlcS7X2eRWKfswULgjVu3Ch9990q+fjkSbTjxkdCantaD2PIZ1LOWpsj1PVg0Ddq1HgFBtZItOMaWVtERITWr7fJZlut3bt3KW/evPL1LRL3z+uvvxHvJdYJbS7h4WEKCTmkkJADOnTooEJCDsrbO1uSNMLnlZjnLCIiXLVrB6h27Xrq3r1XohwzIbhASh5cID0etSWdq1evqH79mipatJiGDx+daD8/jazr1q1b2rZti2y21Vq/3qb06TOocGE/+fkVka9vURUoUFAvv/xyvI6d0B52/fo1HTlyWIcOHdThw4d06NBB3blzW1Wr+qtaNX+VLv2uoZt5J9Z5i4mJUfv2bRQZGan58xfrpZdeSoR08UcPSx70sMejtqRjt9vVt28PHTp0INH3SjOqttjYWB04sD9uAcP169f/6l9F5OvrJ1/fovG+ZTShPSwqKkonTx5/qIf99tuvKlu2nKxWf1WuXEUZMmSM17ETQ2Kes/nz52rChDFaunSVfHxyJ8oxE4IhXzwZ/UMqKTlrbY5SV2joYQUF1dGnn45WjRq1E+WYjlLbzZs3dfRoqEJCDvw1XDuosLAwFShQUH5+RVSwYGHlyvWKvLy85e2d9al/kX+W5hIbG6uLF/9UeHiYwsLCdPz4UYWEHFRIyCFFRd2Nu1grXLiI/PyKyNs7a2KXHS+Jdc7Cws6rTp1A1a3bQN269UyEZAnHBVLy4ALp8agtaV29ekUNGtSSr28RffrpmETZM80R6pLuD5tOnz71Vw+5/8+pUyf16qs+f10sFZGPT255e2eVt7e30qRJ+6+DzmfpYXa7XVeuXFZ4eLjCw8P000+n4/rnuXN/KH/+An/1MD/5+RVV7tx5HGafusQ4b1FRUerQoa2uXr2q4OCvDB/wSfSw5EIPezxqS1p2u139+/fS/v0/avHi75Q+fYZEOa6j1PbHH7/H9ZCQkEM6fPiQ0qRJE7f4Il++fMqaNZu8vLIqU6ZM/9pPnnXId/PmTUVEhCk8PFy//vpfHT58//1PnjyhXLleUeHCfnFDx7feKugw2yEl1jmbO3eWpkyZoKVLV+m113wSIVnCMeSLJ0f4P3JScdbaHKmuo0dD1bhxPbVq1U4dO3ZJ8GoIR6rtn65du6rDh0MUEnJIoaEhOn/+vMLDwxUREaaUKV+St7f3XxdMWZUli5dSpkwpNzc3ubq6KX/+1+XiYlFo6AnFxMQoOjpaly5d+quR3G8mly5dVLp06eMuul5/PV/cBVGuXK847FP5EuOcHTkSombNGqp16w/VoUPnREqWcFwgJQ8ukB6P2pLetWtX1aRJA6VPn0GffTYz3ivdHnCUuh7n7t27OnHiWNzF0m+//RrXf2JiouXl5a2sWbPJ29tbXl5Z5enpKTc3N7m5uSl//jfk6uoS18NiYmJ07drVuIHeP3uhl1dWvfrqa3E9LF++Nx16s/GEnrfIyEtq2bKp0qRJoxkzgp3mwo8e9mzoYY9HbUnPbrdryJCBstlWa+HCJcqdO2+Cj+kotf3TvXv39N//no27o+nMmdOKiIhQRESYrl69qsyZs/x1LXa/j6VLl17u7u5/9bB8cnNzUWjoScXG3u9ht27dUkREuCIi/t/HoqOj4q7lsmfPoUKFfOXnV0QFChSSp6fj/ixM6DmLjY3VsGH/0Zo1K/X118scZsAnJe2Qz3H/VgIYrECBgrLZNqlJkwb66afTGjt2klKkSGF0rCSRJk1alS1bTmXLlnvo1+12uy5fjoy72HnQMO7evatbt24pJiZGUVFRcnV10fXr1+Xm5ipXVzfly/emypevGDcczJw5ywu5Offq1SvVo0dnjR49MVFv/QaAp0mTJq2++WaFevToourVq2rBgsVOu8G0h4dH3AqIf7px4/pfFzr/v9i5efOG7t69oxs3/t/Drl69GtfDsmfPqbffLi5v76zy8vKWl5e3ofvPGeWnn86oceN6sloDNGDAYLm6uhodCcALwmKxaNCgofLxya3AwKqaMWOuypR51+hYScLFxUU+Pnnk45NHderUf+hrd+/e1YULEQ996BQZGano6Cjdvn1b0dFRio216MqVy38twHBV+vTp9cYb+f76cOvZVrU7oxs3bujjj9vo6tUrWrdus6G3HSc3hnzAv8iWLbtWrlyn9u3bqm7d6po7d6EyZnxxfkBYLBZlyJBRGTJkfOLTkx4sE69ShSHWA3a7XZMnj9ecOTO1ePF3KlzYz+hIAF5AHh4emjTpM02dOklWa0UFBy+Un19Ro2MlK0/P1PL0TP3EVSD0sMfbtm2LPvqotfr1G6TGjZsZHQfAC6pp0w/06quvqW3bFurTZ4CaNv3A6EjJysPDQzlz5lLOnLke+/UHPaxq1ZrJnMyxnTv3h5o0aaDChX01a9Y8p12o8ySOsWEI4MA8PT01d+6XKlashKpWLa/Tp08ZHQkO7O7du+rY8UOtWrVC69ZtZsAHwFAWi0UdO3bRiBFj1ahRXa1cuczoSHBwwcGz9dFHrTVzZjADPgCGK1u2nFatWqdp0yZp4MC+io2NNToSHNjBg/tltVZU3boNNGHC1BduwCcx5AOeiYuLiwYMGKzu3XupZk2rtmzZZHQkOKCLFy+qbt3qunnzplassClr1mxGRwIASVK1agFasmS5Bg3qp/HjR8uBt2SGQWJjY9W/fy/NmPGZVq9er9KlyxodCQAkSblz55XNtklHjx5R8+YNdeOG4+2tB+OtWPGdmjSpr9GjJ6h9+04v3C3KDzDkA55DUFBjzZnzpTp0aKfZs2cYHQcO5OTJE6patYJKlSqt2bPnJ3iTewBIbAULFpbNtknr1q3Rxx+30Z07d4yOBAdx/fo1NWlSXydPntTatRvl45Pb6EgA8JD06TPo66+XycvLW/7+7+v3338zOhIchN1u19ixIzV48AAtWbJCVatWMzqSoRjyAc+pZMl3tHr1es2dO1O9e3dXVFSU0ZFgsI0bv1ft2v7q2bOP+vYd+K+PugcAI3l7Z9Xy5TZFR0erdu0ARUSEGx0JBvvll7Py96+sHDlyadGib5UuXXqjIwHAY7m7u2vs2Elq2LCxqlWrpL179xgdCQa7efOmPvqolTZu/F4222YVKFDQ6EiG40oUiIfXXvPR2rUbdf78OVWtWkHHjx8zOhIMcPPmTfXq1U09enTVnDkLVb9+Q6MjAcBTpUqVSjNmzFWFCpVUvnxprVjxndGRYAC73a758+eqWrWKat68pUaPHi93d3ejYwHAv7JYLPrwww4aP36yWrZsok8/HcKiixfUvn17VbFiGbm7p9CyZWvl5eVldCSHwJAPiKc0adJq3rxFat26nerUCdDkyRPYCPYF8uOPe1WhQmnduHFDW7fuUsmSpYyOBADPzMXFRZ980lsLFizWyJHD1K5dC12+HGl0LCST8PAwNWpUV/Pnz9WyZWvVqlW7F3bvIgDmVLlyVW3evFMnThxTlSrldezYUaMjIZncvXtXw4b9Rx980Fj9+w/WlCmf66WXXjI6lsNgyAckgMViUaNGTfX991u1ZctG1ahh1dmzPxsdC0noQVNp0aKxBgwYomnTZiht2nRGxwKAeClatJg2bdqhTJky67333tGmTeuNjoQktmzZt6pQoYx8fYvIZtukfPneNDoSAMSLl5eX5s9frLZtP1LduoEsungBHD0aqipVyuv06VPasmWXAgKqGx3J4TDkAxJBrlyvaOnSVapevaaqVauouXNn8eRCJ0RTAeCMUqVKpeHDR2vq1C/Uo0dXde/eWTdu3DA6FhJZZOQltWnzgcaOHamFC5eoV69+3J4LwPQsFosaNmyi9eu3acuWjapevSqLLpxQTEyMJk0ap3r1quvDD9tr3ryvlCVLFqNjOSSGfEAicXFxUdu2H2vVqvVavPhLNWhQS+fPnzM6FhIBTQXAi6Bs2XLaunWXoqOjVL78O9qzZ5fRkZBINm78Xu+99468vbNq48bt8vMranQkAEhUOXPm0tKlq1SjRi1Vq1ZRc+bMZNGFkzh79icFBlbRDz9s04YNPygoqDFbTPwLhnxAIsub93WtWbNRJUqUUqVKZbVkySIajIn99NMZmgqAF0aaNGk1efJ0DR06Um3afKD//Ke/bt++bXQsxNPVq1fVrVtH9e79iaZPn6WhQ0ewbxEAp/X3RRdff71Q9evX1B9//G50LMRTbGysZs/+QtWqVVKdOvX0zTfLlSNHTqNjOTyGfEAScHNzU/fuvbR48XeaPn2q/P0ra9cuVkSYycWLF9WpUycFBFSmqQB44VStWk1btuzS+fN/qFSpIgoODmafIxOJiorSrFmf6/XXX5fFYtGWLTtVunRZo2MBQLJ4sOiiVKnSqlixjIYPH6yrV68aHQvPYfPmjSpSpIiWLVuqNWs2qHXrD+XiwvjqWfC7BCShQoV8tXHjD2revKWCgoLUokUT/fzzGaNj4V/cunVLEyeOVZkyb0uSduzYT1MB8ELKlCmTZswI1owZwZo5c6YqViyrzZs3sjrdgdntdq1atVxlyxbXxo3rtWHDBo0bN1mpU6cxOhoAJCs3Nzd169ZTmzfvVEREuF5//XXNmvW5oqKijI6GfxEaekT16tVQ3749NGjQIK1a9b1y585rdCxT4aoVSGKurq5q0KCRTp06JT+/ovL3r6xevbrpwoULRkfD38TGxmrRoi/1zjtFdfRoqNau3aTJkycrU6ZMRkcDAEMVL15CO3bsUI8efdSvX0/Vq1dToaGHjY6Ff9izZ7eqVaukCRPGavToCVq8+DsVKlTI6FgAYKjs2XNo8uTp2rBhgzZuXK8yZYpp5cplfGDlYP7443e1b99WQUG1ZbUGaPv2H1W7dm22SYoHhnxAMnnppZfUqVNX7dx5QClSpFDZssU0btwo3bx50+hoLzS73a5Nm9arQoXS+uqrBZo1a55mzZonH5/cRkcDAIdhsVjk7x+oH37YK3//QDVsWFft27fV77//ZnS0F96ZM6fVrFlDffxxa7Vs2UYbN/6gcuXKGx0LABxKoUKFtHjxdxozZqImTRqvatUqas+e3UbHeuFdvXpFQ4YMVMWKZZQzZy7t2XNQLVu24envCcCQD0hmGTNm1NChI7Vu3RadOnVCpUoV0ZdfzlNMTIzR0V44R46EqG7d6howoI969x6glSvX6e23ixsdCwAclru7u1q0aK09ew4qZ85cqlSprAYPHqArVy4bHe2Fc+HCBfXo0VXVq1dR8eIltWvXAdWrF8T2EgDwL8qVK68NG7apZcu2+vjj1mrWrKHOnDltdKwXzt27d/XFF9NUqlQRXblyWdu27VHv3v3ZXiIR8LcAwCCvveajGTOCFRy8UEuXLlGJEr6aMmWiIiMvGR3NqcXGxmrdurWqW7eGGjeur8DAmvrhh72yWv1ZDg4Az8jTM7V69+6vbdv26OrVKypevLB69+7OhVIyCA09rM6dP1bp0m8rZcqU2rlzvzp06KyUKVMaHQ0ATMHFxUX16gVp164DKlGilKpXr6JmzYK0bdsWbuNNYhER4Ro9+lO9/XZBbd++Td99t0bjx0+Rt3dWo6M5DYZ8gMGKFHlby5at0ezZ83X69EmVKOGnLl3aKzT0iNHRnMrly5G/BxFBAAAeO0lEQVSaOnWSSpTw1aRJY9WgQUPt3x+qDz5oJTc3N6PjAYApeXtn1fjxU7Rt2x6lS5dONWtWU716NfT99zaexpuIoqOjtXz5UgUEvK9mzRrKxye3du8+qKFDRyhDhoxGxwMAU0qZMqXat++k/fuPqlKlKho4sI/KlCmm2bNn6MaN60bHcxp2u10//rhXH37YUmXKFNeff/6pb75ZoS+/XKJ8+d40Op7TYcgHOAhf3yKaMuVz7d59UK+++pqaNm2gwMAqWrHiO0VHRxsdz7SOHTuqbt06qnhxX504cUwzZwbLZtusevWC5OHhYXQ8AHAKWbNmU+/eA3Tw4DHVqxek8eNHqUQJP02bNplbeRMgIiJCY8eOVNGiBRQcPFvt2rXXvn1H1Llzdx4MBQCJ5OWXX1azZi20detujRkzUTt3blfRogXUr19P/fzzGaPjmdadO3e0ePFCVa5cTh06tJWfX1Ht339EY8ZMYLiXhBjyAQ4mU6ZM6tLlE+3fH6q2bT/SnDkzVbRoAY0bN4on8j6j6OhorVy5TNWrV1WjRnWVI0dO7dp1QNOmzZCfX1Gj4wGA0/Lw8FD9+g31/fdbNWPGHB07FqpixQqre/dOOn78mNHxTOPAgX366KPWKlOmmMLCwrR48XdavnytAgNrsPocAJKIxWLRO++U0Zw5C7R5806lSvWyAgOrKCiotjZu/F737t0zOqIp/PHH7xo+fLCKFMmv5cuXqnfvftqz55DatWuvtGnTGR3P6fG3BMBBubm5KTCwpgIDa+rYsaOaM2eGSpd+WyVKlJTVGqD337cqc+bMRsd0GFFRUdq1a4dsttVau3a1XnvNR61bt5PVGsDTmQDAAEWKvK3PPntbFy5c0IIFcxUUVFvZsmVTtWqBsloDlDfv60ZHdBh2u11Hj4bG9bAbN26oZcs2GjFijNKlS290PAB44WTPnkP9+g1S9+69tHz5Uo0a9al69equatUCVa1agIoXLylXV1ejYzqM8+fPad26tbLZVuvIkRDVqxekVau+V+7ceY2O9sJhyAeYwFtvFdC4cZM1cOAQbdy4XjbbGg0c2Ff5878lqzVAVatWk49PbqNjJrvr169p8+aNstlWa9OmjcqTJ6+s1gAtW7ZGefLQUADAEWTJkkXdu/dSp07d4j6MqVu3ulKlSiWrNUBWq7+KFi32wj0VNiYmRnv37pbNtlo22xq5uLjIag3QyJFjVaxYCS4eAcABpEyZUkFBjdWgQSMdO3ZUNttq9evXS2Fh5/T++1ZVreqvcuXKK1WqVEZHTVZ2u12nTp2UzbZa69at0S+/nFWlSlXUrFlLlS9fUZ6enkZHfGEx5ANMJG3adKpTp77q1KmvO3fuaMeObbLZ1igwsIoyZcokq9VfVmuAChXyddonxUZEROj77+9/SrR37x4VL15CVmuA/vOf4TyVCQAcmLu7u8qVK69y5cprxIixOnz4kGy21erevZMiIyNVpUo1VavmrzJlyjntnqm3bt3S1q2bZbOt1oYN65QjRy5Zrf5asOBrvflmfqft3QBgdhaLRQUKFFSBAgXVo0cf/fbbr/r++7WaOXO62rdvq7Jly8lq9df771d12gcixcbGav/+fX99OLVaUVFRslr91b//YJUs+Q53TzmIBA/5Jk6cKFdXV3Xs2PGRr0VFRalfv346evSoUqZMqbFjxyp37hdvtRGQFFKmTKlKlaqoUqUqGj16gg4c2C+bbbXatWupO3fu6N1335OvbxH5+RVR/vwFTHnBZLfb9euv/9Xhw4d06NBB7d27Wz/9dEYVKlRUgwaNNGPGXKVOncbomDAxehhgDIvFIl/fIvL1LaI+fQbq7NmfZLOt1YQJY9WuXSuVLl1WRYu+LV/fIipc2Ne0e/hcunRJhw8f1KFDB3XgwD7t2bNbfn5FVa2av3r16qccOXIaHREmRg8DjJMr1ytq0+YjtWnzkSIjL2nDhu9ls61R3749VbBgIRUvXlKFC/vJz6+IsmXLbsoPcW7duqWjR0Pj+tjWrZuVOXMWWa3+mjkzWAULFjZlXc4u3kO+69eva8SIEVqzZo1at2792NcsWLBAL730kmw2m/bt26c+ffpoyZIl8Q4L4PFcXV1VvHgJFS9eQgMHDtHp06e0e/dOhYQc1Pz5c/XLLz/r9dfz/XVB5Sdf3yJ64418Drd5d1jYeR06dDCukRw+fEgpU74U1yB79+6vkiXfMeXAEo6FHgY4Fh+fPGrfvpPat++kCxcuaPv2rQoJOaQxY0YoNPSIvL294/qXr28RFSxYWC+//LLRsR9y7dpVHTlyWIcOHVRIyP0edvnyZRUu7KvChf0UFNRY06bNUPr0GYyOCpOjhwGOJUOGjGrQoJEaNGikW7duadeu7Tp48IC++mq+evbsIovF5W89zE++vkUdbm/1qKgonThxLO4a7NChg3HXkIUL+6l06bLq0aOPXnvNx+ioeIp4X+Fv2rRJr776qlq0aPHE12zdulWdO3eWJBUrVkyRkZE6f/68smXLFt+3BfAUFotFb7yRT2+8kU9SK0n//xQmJOSAdu7crmnTJun8+fN6660CKlSosHLkyCVvb295e2eVt7e3vLyyJsk+CtHR0frzzwsKDw9TeHj4X/8bphMnjikk5JBiYqL/WrXhp1at2snX109eXt6JngOghwGOK0uWLHFbU0j3bw86ffrUXxcdB7R8+VKdPHlCr7zyqgoX9tNrr/nI2zurvLz+38fSp8+Q6KsL7t27p8jISIWHhyki4v997Kefzujw4UNxfdXPr4iqVq2mPn0GyMcn9wu31yCSHj0McFypUqWKu9tKun9n0rlzfygk5JBCQg7qiy+m6/DhQ/L09Pxr4cUb8vbOFte/vL2zKnPmLIm+L6vdbteNG9cfugYLDw/Xb7/9qiNHDunkyRN69dXX4q7FmjVroTfffEspU6ZM1BxIevEe8tWsWVOSNGXKlCe+5sKFCw9NqDNnzqzw8HCaC5DMUqVKFbfS74EHKw6OHj2i8+fP6/Dhg3E/9CMiwuXm5h7XaB5cOGXIkFEpUrjL1dVN7u7ucnNzU/bsXnJ1ddGePQcUExOjmJhoxcTE/q2JnI877uXLkcqUKfPfjptVXl5eql+/oT79dIxy5MjJkm8kC3oYYB6urq568838evPN/AoKaizp/oqDkyePKyTkkH7//Tft3Lld4eHhccO3O3duy8sr60MfYGXJ4qUUKVLI3f3/fSx7dm+5ublo796DiomJUWxsjKKjo3Xnzh1duBCh8PBwhYWdV0REuC5ciJCnp+cjxy1btpw6dOjikCvk4ZzoYYB5WCwW5ciRUzly5FRAQHVJ9wduv/xyViEhB/XTT2cUGnpEGzd+r7Cw+8O3K1cuK2PGTI9cM738sqfc3d3ieliOHFnl5uaifftCFB0dHXctFhUVrUuXLv5tmHe/N0pS1qxZH7q+e/3111WnTn0VLFjI4VbII36e+jcRm82mESNGPPRrPj4+Cg4OfurB7Xb7Qxfsdrv9uT7NzJgx4SuJMmdOneBjOCpnrc1Z65Icq7bMmVM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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "zeros = [[1], [1,0], [1,0], [1,0], [0.75,0], [1,-0.75*np.cos(0.75),0]]\n", + "poles = [[1], [1,-1],[1,-2,1], [1,-0.75], [1,-1.5,0.5625], [1,-1.5*np.cos(0.75),0.5625]]\n", + "\n", + "fig, axs = plt.subplots(2,3,figsize=(22,15))\n", + "name = [\"del[n]\",\"u[n]\",\"r[n]\",\"a^n*u[n]\",\"n*a^n*u[n]\",\"r^n*cos(won)*u[n]\"]\n", + "c = 1\n", + "for i in range(6):\n", + " p = np.roots(poles[i])\n", + " z = np.roots(zeros[i])\n", + " plt.subplot(2,3,c) \n", + " for j in range(len(p)):\n", + " plt.plot(p[j].real, p[j].imag, 'x', markersize=10, alpha=1,color=\"red\")\n", + " for j in range(len(z)):\n", + " plt.plot(z[j].real, z[j].imag, 'o', markersize=10, alpha=1,markeredgecolor='black',color=\"black\")\n", + " plt.title(\"pole-zero plot of \"+str(name[i]))\n", + " ax = fig.gca()\n", + " unit = patches.Circle((0,0),radius=1,fill=None,color='black',ls='solid',alpha=1)\n", + " unit1 = plt.Circle((0,0),radius=0.75,fill=None,color='black',ls='solid',alpha=1)\n", + " ax.add_patch(unit)\n", + " ax.add_patch(unit1)\n", + " plt.axhline(0,color='0.7')\n", + " plt.axvline(0,color='0.7')\n", + " plt.axhline(-2,2)\n", + " plt.axvline(-2,2)\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Discrete Time Fourier Series (DTFS) :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### a) The DTFS coefficients of a periodic discrete time signal with period N = 5 are given below: a0 = 1, a2 =a^∗(−2)= e^jπ/4 ,a4 = a^∗(−4) = 2ejπ/3 Using the properties of DTFS, determine the values of a0 through a4. Using these coefficients, determine one period of the signal and display a labelled plot." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The values of x_0 = (2.707106781186548+2.4391575887554247j)\n", + "The values of x_1 = (1.9686068608724734-0.5722578466757501j)\n", + "The values of x_2 = (2.100063450723674-2.4430342904760938j)\n", + "The values of x_3 = (-1.2810814150247491+0.07753323803676881j)\n", + "The values of x_4 = (-0.4946956777579463+0.49860131035965205j)\n" + ] + }, + { + "data": { + "image/png": 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4hISEGI15eHigqqrKsHzr1i24u7ub9fjV1XXQ64XZubQaHRxUdqiqumv2vpamVneymVxVt+81u95WMtrSfD3E7y/zMZd5WptLqVRI/oJt9ZPZ5eXlmD9/PlJSUpqUBAD06NEDjo6OKCgoAABkZ2fD39/f2jFJAj/FQ9S+WP0Vxc6dO9HQ0IA1a9YY1k2dOhXHjh1DVFQU+vbti5SUFCQmJqKurg6+vr6YOXOmtWOShIgAL6NzFAA/xUP0S2b1okhMTERiYmKT9dOmTTN87e3tjX379lkzFpmBn+Ihal94rSdqFX6Kh6j94CU8iIhIEouCiIgksSiIiEgSi4KIiCSxKIiISBKLgoiIJLEoiIhIEouCiIgksSiIiEgSi4KIiCSxKIiISBKLgoiIJLEoiIhIEouCiIgksSiIiEiSbEVRV1eH0NBQlJaWNhnbtGkTAgMDER4ejvDwcKSnp8uQkIiIAJluXPTVV18hMTER165de+x4UVERUlNT0b9/f+sGIyKiJmR5RbF3714sX74c7u7ujx0vKirC1q1bERYWhqSkJDQ0NFg5IRERPSRLUSQnJ2PQoEGPHauvr4ePjw9iYmKQlZWF2tpabN682coJiYjoIZu7Z7azszO2b99uWJ41axbi4+MRHR1t8mO4ubm06tgOKjsAgFrdqVX7W5qt5eJ8mYfz1TrMZR5L5LK5oigrK0NeXh4mT54MABBCwN7evJjV1XXQ64XZx9ZqdHBQ2aGq6q7Z+1qaWt3J5nJxvszD+TIfc5mntbmUSoXkL9g29/FYJycnrF+/HtevX4cQAunp6RgzZozcsYiI2i2bKYrZs2fj/PnzcHV1RVJSEubOnYtXXnkFQgi88cYbcscjImq3ZH3r6dixY4avHz0vERQUhKCgIDkiERHRj9jMKwoiIrJNLAoiIpLEoiAiIkksCiIiksSiICIiSSwKIiKSxKIgIiJJLAoiIpJkclEUFhbiz3/+MzQaDc6ePWvJTEREZENMKorMzEzExcVhx44duHv3LubNm4e9e/daOhsREdkAk4pi9+7dyMjIgIuLC9zc3JCZmYldu3ZZOhsREdkAk4pCqVTCxeWHS9A+9dRTsLOzs1goIiKyHSYVRZcuXVBcXAyFQgEAOHjwIJ544gmLBiMiIttg0tVj4+PjsXDhQnz33XcYOXIkHB0deXtSIqJ2wqSi8PLyQnZ2Nq5duwadTofevXvDwcHB0tmIiMgGSBbFgQMHHrv+4sWLAIAJEya0fSIiIrIpkkWRm5sLAKiqqsLVq1cxbNgw2Nvb4/Tp0/Dx8flJRVFXV4epU6diy5Yt+Ld/+zejseLiYiQkJKC+vh6DBg3CihUrzL5vNhERtQ3Jk9lbtmzBli1b4ObmhuzsbHz44YfYuHEjDhw48JN+cH/11VeYNm0arl279tjxmJgYLFu2DEeOHIEQgn+zQUQkI5M+9VReXg5PT0/Dcvfu3XHz5s1WH3Tv3r1Yvnw53N3dm4zduHED9+/fh5+fHwAgIiLC8MqGiIisz6SXBWq1GmlpaZg4cSIAICMjAz179mz1QZOTk5sdq6yshFqtNjp2RUWFWY/v5ubS8kaP4aCy+9cxO7Vqf0uztVycL/NwvlqHucxjiVwmFcWaNWuQlJSE8PBwKBQK+Pv74913323zMACg1+sNf68BAEIIo2VTVFfXQa8XZh9bq9HBQWWHqqq7Zu9raWp1J5vLxfkyD+fLfMxlntbmUioVkr9gm1QU7u7u2LRpk9kHbw0PDw9UVVUZlm/duvXYt6iIiMg6TCqKt99++7Hrt2zZ0qZhAKBHjx5wdHREQUEBBg4ciOzsbPj7+7f5cYiIyDQmFUVQUJDha61WiyNHjuCFF15o0yCzZ89GVFQU+vbti5SUFCQmJqKurg6+vr6YOXNmmx6LiIhMZ1JRPDyJ/ehyZGTkTz74sWPHDF9v377d8LW3tzf27dv3kx+fiIh+ulbd4U4IgcrKyrbOQkRENqhV5yguX76MwYMHWyQQERHZFrPPUSgUCkybNg2jRo2yWCgiIrIdJhXF//3f/2HRokVG61atWoXExESLhCIiItshWRRpaWmora3F4cOHUVdXZ1iv1Wpx6tQpFgURUTsgWRT9+vXD+fPnoVQq0aVLF8N6Ozs7pKSkWDwcERHJT7IoAgICEBAQAH9/f7z44ovWykRERDZEsiiSk5ORkJDQ7G1PLfGX2UREZFski2L48OEAjD/1RERE7YtkUYwePRrAg7/E1mg0uHfvHoQw/6qsRET082XSx2P//Oc/491334VWqwXww6W/i4uLLRqOiIjkZ1JR7NixA3v27IGvr6+l8xARkY0x6VpPXbt2ZUkQEbVTJhXFyJEj8cknn6CiogJ37twx/CMiol8+k9562rZtGzQaDZKSkgzreI6CiKh9MKkoCgsL2/Sghw4dwocffojGxka89tprmD59utH4pk2bsH//fnTu3BkAMGXKlCbbEBGRdZhUFD++X7ZCoUCHDh3Qp08fs68iW1FRgQ0bNiAzMxMqlQpTp07F0KFD8atf/cqwTVFREVJTU9G/f3+zHpuIiNqeSecoLl++jIyMDNy5cwd3797F/v378b//+79IS0vDH//4R7MOmJeXh2HDhqFLly7o2LEjgoKCkJuba7RNUVERtm7dirCwMCQlJaGhocGsYxARUdsxqSiqq6uRmZmJxMRExMXFYf/+/VAoFEhPT2/yQ74llZWVUKvVhmV3d3dUVFQYluvr6+Hj44OYmBhkZWWhtra22UuIEBGR5Zn01tOdO3eMfrg/+eSTuHPnDlQqFeztTXoIA71eD4VCYVh++Md7Dzk7OxvdP3vWrFmIj49HdHS0ycdwc3MxK9NDDio7AIBa3alV+1uareXifJmH89U6zGUeS+Qy6ad8z5498d5772HKlCkAgH379sHT0xNfffUVlErzbrvt4eGBL774wrBcVVUFd3d3w3JZWRny8vIwefJkAA+KxNwyqq6ug15v/qVGtBodHFR2qKq6a/a+lqZWd7K5XJwv83C+zMdc5mltLqVSIfkLtkk/5d99913cuHEDEydOxOTJk1FRUYFVq1bhwoULWLp0qVmBRowYgfz8fNTU1ODevXs4evQo/P39DeNOTk5Yv349rl+/DiEE0tPTMWbMGLOOQUREbcekX9VdXV2RmpraZP2rr75q9gG7deuG6OhozJw5E1qtFpMnT8aLL76I2bNnIyoqCn379kVSUhLmzp0LrVaLAQMG4I033jD7OERE1DZMKoqzZ89i27Zt+P777yGEgF6vR2lpKY4fP96qg4aFhSEsLMxo3aPnJYKCgnhpcyIiG2HSW0+JiYno378/6urqEBYWBhcXF4wdO9bS2YiIyAaY9IpCoVDgP/7jP3D79m0888wzCAsLw6RJkyydjYiIbIBJryicnZ0BAJ6enrhy5QqcnJzM/rQTERH9PJn0iqJv375YtGgRFi5ciDlz5uDatWtmf2SViIh+nkz6aZ+QkIBz585Bp9NhxowZOH78ONavX2/pbEREZANMKoq1a9fi448/hovLD3+QERkZifz8fIsFIyIi22BSURw9ehR///vf8eSTT1o6DxER2RiTzkj36tXLcG8IIiJqX0x6RREZGYkZM2Zg6NChRiexf/e731ksGBER2QaTb4Xq4uKCu3dt7yJYRERkWSYVxb1797Bnzx5LZyEiIhtk0jmK3r1749KlS5bOQkRENsikVxTl5eWYPHkyevToAZVKZVh/6NAhiwUjIiLbYFJRLF682NI5iIjIRplUFEOGDLF0DiIislG8sh8REUmSpSgOHTqEcePGYezYsUhPT28yXlxcjIiICAQFBSEhIQGNjY0ypCQiIkCGoqioqMCGDRvwySef4MCBA8jIyMA333xjtE1MTAyWLVuGI0eOQAiBvXv3WjsmERH9i9WLIi8vD8OGDUOXLl3QsWNHBAUFITc31zB+48YN3L9/H35+fgCAiIgIo3EiIrIuq99UorKyEmq12rDs7u6OwsLCZsfVajUqKiqskq3nzWL0vlmM698etsrxzHFTZQ+txrbeghtZWQelQsH5MhHnyzz/rNfA3l4JZ0fbu/eNrc6XYuBw+I5v+9tUW/2/gF6vh0KhMCwLIYyWWxo3hZubS8sbPUa/PmrYfX8VDirb+8YEYHO53J5wAmB7uR6ytVycL/PcraoHAHTp4SRzksezxfn67mo1XlZ3avPHtvoz9fDwwBdffGFYrqqqgru7u9F4VVWVYfnWrVtG46aorq6DXi/MzuY7fizUb05CVZXtXdNKre5kc7k8YJu5ANvMxfkyz670L+GgssPw3/STO0oTtjxfrcmlVCokf8G2+jmKESNGID8/HzU1Nbh37x6OHj0Kf39/w3iPHj3g6OiIgoICAEB2drbROBERWZfVi6Jbt26Ijo7GzJkzMWHCBISGhuLFF1/E7Nmzcf78eQBASkoKVq9ejVdeeQXff/89Zs6cae2YRET0L7K8yRYWFoawsDCjddu3bzd87e3tjX379lk7FhERPQb/MpuIiCSxKIiISBKLgoiIJLEoiIhIEouCiIgksSiIiEgSi4KIiCSxKIiISBKLgoiIJLEoiIhIEouCiIgksSiIiEgSi4KIiCSxKIiISBKLgoiIJLEoiIhIktVvXFRWVoaYmBhUV1ejd+/eSElJgbOzs9E2N27cQGhoKDw9PQEAXbt2xc6dO60dlYjoZyH/wk2UlP0TjTqBmM2fISLAC8N9Pdrs8a3+imLFihV49dVXkZubixdeeAGbN29usk1RURHCwsKQnZ2N7OxslgQRUTPyL9zErpxLaNQJAEB1bQN25VxC/oWbbXYMqxaFVqvFmTNnEBQUBACIiIhAbm5uk+3Onz+Py5cvIzw8HDNnzsTXX39tzZhERD8bmSdKoGnUG63TNOqReaKkzY5h1aK4ffs2XFxcYG//4B0vtVqNioqKJts5Ojpi/PjxyMrKwptvvon58+dDo9FYMyoR0c9CdW2DWetbw2LnKHJycrB69WqjdU8//TQUCoXRuh8vA8CCBQsMXwcEBOC9997D1atX4e3tbdKx3dxcWpH4B2p1p5+0v6Uwl3mYyzy2lstBZQfA9nI9ZCu51E92QNXte49d31YZLVYUwcHBCA4ONlqn1WoxdOhQ6HQ62NnZoaqqCu7u7k323b17N0JDQ/Hkk08CAIQQhlchpqiuroNeL1qVW63uhKqqu63a15KYyzzMZR5bzKXV6OCgsrO5XIBtzdeEkb2xK+eS0dtPKnslJozsbXJGpVIh+Qu2Vd96cnBwwKBBg3D48GEAwIEDB+Dv799kuzNnzmDfvn0AgH/84x/Q6/V45plnrBmViOhnYbivB14L9oZbZ0coALh1dsRrwd5t+qknq388dvny5YiNjcWHH36Ip556CqmpqQCAPXv2oLKyEgsXLkRCQgJiY2ORnZ0NR0dHvPfee1Aq+ScfRESPM9zXA8N9PSz2SsfqRdGjRw/s3r27yfpp06YZvu7WrRs++ugja8YiIqJm8Nd0IiKSxKIgIiJJLAoiIpLEoiAiIkksCiIiksSiICIiSSwKIiKSxKIgIiJJLAoiIpLEoiAiIkksCiIiksSiICIiSSwKIiKSxKIgIiJJLAoiIpLEoiAiIkmyFcX777+PjRs3PnZMo9EgJiYGwcHBmDhxIkpKSqycjoiIHrJ6Udy9exfx8fGSd7DbvXs3OnTogJycHMTHxyMuLs6KCYmI6FFWL4q//e1v6NWrF954441mtzl+/DjGjx8PABg8eDBqampQVlZmrYhERPQIq98ze8KECQDQ7NtOAFBZWQm1Wm1YVqvVuHnzJrp3727SMdzcXH5SRrW600/a31KYyzzMZR5by+WgsgNge7keak+5LFYUOTk5WL16tdG6Z555Bv/1X//V4r5CCCgUCqNlpdL0Fz/V1XXQ64XJ2z9Kre6Eqqq7rdrXkpjLPMxlHlvMpdXo4KCys7lcgG3OF9D6XEqlQvIXbIsVRXBwMIKDg1u1b7du3VBZWQlPT08AwK1bt+Du7t6W8YiIyEQ2+fHYgIAAZGdnAwC++OILODo6mvy2ExERtS2bKYo9e/bggw8+AABERkZCo9EgJCQEycnJWLdunczpiIjaL6ufzEabmJgAAAiLSURBVH5owYIFRsvTpk0zfO3o6Ii1a9daOxIRET2GzbyiICIi28SiICIiSSwKIiKSxKIgIiJJLAoiIpLEoiAim5N/4SZKyv6JopJqxGz+DPkXbsodqV1jURCRTcm/cBO7ci6hUffgMjzVtQ3YlXOJZSEjFgUR2ZTMEyXQNOqN1mka9cg8wfvSyIVFQUQ2pbq2waz1ZHksCiKyKW6dHc1aT5bHoiAimxIR4AWVvfGPJpW9EhEBXjIlItmu9URE9DjDfT0APDhXUVPbANfOjogI8DKsJ+tjURCRzRnu64Hhvh42e4Og9oZvPRERkSQWBRERSWJREBGRJBYFERFJ+kWezFYqFbLubynMZR7mMg9zmeeXlKulfRRCCNHaQERE9MvHt56IiEgSi4KIiCSxKIiISBKLgoiIJLEoiIhIEouCiIgksSiIiEgSi4KIiCSxKIiISFK7LYpDhw5h3LhxGDt2LNLT05uMFxcXIyIiAkFBQUhISEBjY6NN5Nq0aRMCAwMRHh6O8PDwx25jCXV1dQgNDUVpaWmTMbnmqqVccs3Vw2OHhIQgJCQE69atazIu15y1lEuuOfvggw8wbtw4hISE4KOPPmoyLtd8tZRLzu8xAFi7di1iY2ObrG/z+RLt0M2bN0VgYKC4ffu2qK+vF2FhYeLKlStG24SEhIizZ88KIYSIi4sT6enpNpFrzpw54ssvv7R4lkedO3dOhIaGCl9fX3H9+vUm43LMlSm55JgrIYT47LPPxG9/+1vR0NAgNBqNmDlzpjh69KjRNnLMmSm55Jiz06dPi6lTpwqtVivu3bsnAgMDRUlJidE2csyXKbnk+h4TQoi8vDwxdOhQsXTp0iZjbT1f7fIVRV5eHoYNG4YuXbqgY8eOCAoKQm5urmH8xo0buH//Pvz8/AAAERERRuNy5QKAoqIibN26FWFhYUhKSkJDQ4PFc+3duxfLly+Hu7t7kzG55qqlXIA8cwUAarUasbGxUKlUcHBwgJeXF8rKygzjcs1ZS7kAeeZsyJAh+NOf/gR7e3tUV1dDp9OhY8eOhnG55qulXIB832N37tzBhg0b8PbbbzcZs8R8tcuiqKyshFqtNiy7u7ujoqKi2XG1Wm00Lleu+vp6+Pj4ICYmBllZWaitrcXmzZstnis5ORmDBg0yKbO15qqlXHLNFQD06dPH8D/ptWvXkJOTg4CAAMO4XHPWUi4558zBwQFpaWkICQnB8OHD0a1bN8OYnN9jUrnknK9ly5YhOjoanTt3bjJmiflql0Wh1+uhUPxwWV0hhNFyS+Ny5XJ2dsb27dvh5eUFe3t7zJo1CydOnLB4LilyzVVLbGGurly5glmzZmHJkiXo1auXYb3cc9ZcLrnnLCoqCvn5+SgvL8fevXsN6+Wer+ZyyTVff/nLX/DUU09h+PDhjx23xHy1y6Lw8PBAVVWVYbmqqsro7Ysfj9+6davZtzesmausrAz79u0zLAshYG8v7y1F5Jqrlsg9VwUFBXj99dfx+9//HhMnTjQak3POpHLJNWclJSUoLi4GAHTo0AFjx47F119/bRiXa75ayiXXfB0+fBifffYZwsPDkZaWhmPHjuHdd981jFtivtplUYwYMQL5+fmoqanBvXv3cPToUfj7+xvGe/ToAUdHRxQUFAAAsrOzjcblyuXk5IT169fj+vXrEEIgPT0dY8aMsXguKXLNVUvknKvy8nLMnz8fKSkpCAkJaTIu15y1lEuuOSstLUViYiI0Gg00Gg3+9re/YeDAgYZxuearpVxyzddHH32ETz/9FNnZ2YiKisLo0aMRHx9vGLfIfP2kU+E/YwcPHhQhISFi7NixYtu2bUIIId566y1RWFgohBCiuLhYTJo0SQQFBYnFixeLhoYGm8iVm5trGI+NjbVaLiGECAwMNHy6yBbmqqVccs3VypUrhZ+fnxg/frzh3yeffCL7nJmSS645S0tLE8HBwSI0NFSkpaUJIWzje6ylXHL+/yiEEPv37zd86smS88U73BERkaR2+dYTERGZjkVBRESSWBRERCSJRUFERJJYFEREJIlFQWRls2fPxjfffGPWPnPmzEFmZqaFEhFJk/fPeonaoe3bt8sdgcgsLAoiM5w+fRopKSno3r07rl69CicnJ6xZswY9e/ZESkoKzpw5A51Oh+effx6JiYlwcXHB6NGj8eKLL+Lrr7/G4sWLsXr1anzwwQfo27cvMjIysHv3biiVSnTt2hV/+MMf0Lt3b1RUVCA2NhaVlZXo3r07qqur5X7q1I7xrSciMxUVFSEyMhKHDh1CREQEYmJisG3bNtjZ2SEzMxMHDx6Eu7s7UlJSDPv06dMHOTk5Rpd4yM/Px44dO/CnP/0JBw8eRGhoKObPnw8hBJKSktCvXz/893//NxITE/Htt9/K8VSJAPAVBZHZvL29DZc3nzRpEpKSklBXVweFQoG8vDwAgFarhZubm2Gfx10O/e9//zvGjRsHV1dXAA/uG5CcnIzS0lLk5eVh6dKlAICnn34aQ4cOtfTTImoWi4LITHZ2dk3W6fV6/OEPfzDc36G+vt7oJjY/vuHNw31+TAiBxsZGKBQKPHp1HbmvEkztG996IjLTpUuXcOnSJQBARkYG+vfvj3HjxiE9PR0ajcZQGqmpqZKPM2rUKBw+fBg1NTUAgP3796NLly54+umnMWrUKGRkZAB4cDnr06dPW/ZJEUngrylEZuratSvef/993LhxA66urli3bh26du2KtWvXYuLEidDpdPDx8XnsTe8f9dJLL+H111/Ha6+9Br1eD1dXV2zduhVKpRLLly9HXFwcgoOD4eHhAW9vbys9O6KmePVYIjOcPn0aK1euxKeffip3FCKr4VtPREQkia8oiIhIEl9REBGRJBYFERFJYlEQEZEkFgUREUliURARkSQWBRERSfp/zeRfvy6qKacAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def coeffi(N):\n", + " coeff = [1,0,np.exp(1j*(np.pi/4)),0,2*np.exp(1j*(np.pi/3))]\n", + " n = np.arange(0,N,1)\n", + " x =[]\n", + " for i in n :\n", + " c = 0 \n", + " for k in range(len(coeff)):\n", + " c = c +coeff[k]*np.exp(1j*k*(2*np.pi/N)*i)\n", + " x.append(c)\n", + " print(\"The values of \" 'x_{0:1}'.format(i)+\" =\" ,x[i])\n", + " return x \n", + "a = coeffi(5)\n", + "plt.stem(a)\n", + "plt.title(\"X[N] signal of period N =5\")\n", + "plt.xlabel(\"period\")\n", + "plt.ylabel(\"magnitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### b) consider a periodic square wave with fundamental period N = 16 having magnitude 1 between n = 0 and n = 7 and zero elsewhere. Make a plot of this signal over two periods in blue colour." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "def dtfs(period,N):\n", + " k =int(N/period)\n", + " n = np.arange(0,N,1)\n", + " for i in range(period):\n", + " signal = np.array(([1]*k+[0]*k)*(i+1)) \n", + " dt_coeff = []\n", + " for i in range(N):\n", + " count=0\n", + " for k in n:\n", + " count =count + (signal[k]*np.exp(-1j*(2*np.pi/N)*k*i))\n", + " total = count/N\n", + " dt_coeff.append(total)\n", + " cof = np.asarray(dt_coeff)\n", + " coeff = abs(cof)\n", + " new =[]\n", + " n1 = np.arange(0,period*N,1)\n", + " for i in n1:\n", + " c = 0\n", + " for k in range(len(coeff)):\n", + " c = c + coeff[k]*np.exp(1j*k*(2*np.pi/8)*i)\n", + " new.append(c)\n", + " return signal ,coeff,new" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### c) Determine the DTFS coefficients of this signal and generate magnitude plots of the coefficients." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AleviY9rFx9fitG3bVmvXrlVycrJSUlI0Z84cLV26tMjfagUEBBQ5Jhlj9PPPP5d6rHJ27HMmMDCwyLyPHTtWpB7YbDZVq1atyN9Dnzx5UtWqVdP27dtLrd3FsdlspR53S1LS5xcSElJiHS6Yd4GC8wRnta1wvXD1842KitL69euVkpKiLVu26MEHHyzyd/oFNaSkuhIUFOSoy4U/n7LW1HPnzqlHjx5q37697rrrLvXq1Uuff/65S3V4y5YtSkpK0hNPPKHHH3+8xHGFc9vtdvn7+8tut8sYo48++khXXXWVJOnUqVMKCQnR6dOni5zbFFbaOVl59jOUD3eJRIVYvXq1cnNzlZOTo2XLljn+hqtmzZqOOyStWrWqyGsCAgKKLQCtW7fWhx9+qLy8PNntdi1cuFAtW7Ys9f2/+OILPfroo7rjjjv09NNPq3v37tq1a5datGihlJQUHT16VJK0dOlSx2uuvfZa7d69W8YYZWVl6YsvvpAkZWRkaOfOnXr22WcVGxur48eP69ChQ8Vem920aVMdPHhQ3377raQLd/zq2LHjJX/IvWfPHsXFxalevXp68skn9eijj15y56iYmBh9+umnys3NVX5+vtPfgkrSt99+q9tvv12PPfaY7rnnHq1fv142m63U12zevFkDBgxQ9+7dVatWLSUnJzteU9I6sdlsGjx4sOrWrat//OMfJTZr0oUC8OWXX0qSNmzYoKCgIDVo0ECtWrXSxx9/rKysLEkX7nBWuGEtTnR0tDZv3qzDhw9LklJSUnTs2DE1adJErVu31scffyy73a4zZ85o/fr1pc4LwJWhYcOGMsZo06ZNki7c2KPwCXxJx7m//OUv+ve//60uXbpo/Pjxqlq1qg4dOlRkTJMmTbR//37t3bvXMe8RI0aUeqwqz7GvsOjoaC1btkx2u125ublKTEx01BxJuvnmm1WlShVHw3bs2DHFxcVp165dpc63pM/hj3/8owIDA7Vu3TpJF34JuXbtWrVo0aLU+ZX0+d13331asmSJbDabMjMzixyrC76FlKStW7cqLS1NUtlqm6uf78svv6w33nhD7du319ixY1W/fn3HepSkqlWrqlmzZo7zhMOHDyslJeWS5vVipdXU4hw8eFBZWVkaPny42rVrp61btyo3N9dxjlHSetm9e7eGDRum6dOnl9qsSRe2y8zMTNntdi1ZskRt27ZV1apV1bRpUy1YsEDShXOdRx55xGntLOmczNl+hopFK4wKUaVKFfXp00cZGRnq2LGj49KEcePGadKkSapevbpatGjhuDRRuvCVfUJCgmbPnq0GDRo4Hv/zn/+s6dOnq3v37srPz1dUVJT++te/lvr+bdq00Zdffqm4uDiFhobqmmuu0eTJk1W3bl09//zzevLJJxUUFKSbb77Z8ZquXbvqq6++UmxsrCIiInTPPffIGKPq1atr8ODB6tGjh0JDQxUREaFmzZrp4MGDjstdCtSsWVOzZs3SjBkzlJOTI2OMZsyYobp16xYZ16hRI3Xq1Em9evVSaGioqlSponHjxhUZ07NnT/33v/9V9+7dFRoaqrp16zp+C1aSuLg4rVu3Tp06dZLdblfbtm115swZR+EqztChQzVjxgy99tprCgoKUrNmzRwnJW3atNG0adMkSU8++aTjNatXr9b27dt17tw5x7qVpBkzZqhhw4ZF5h8SEqIVK1bo5ZdfVpUqVTRnzhzH5aqpqal66KGH5Ofnp+uuu87xXiWpX7++xo8fr2HDhslms6lKlSp66623VK1aNT399NMaP368OnXqpJo1axbZhgBcuYKCgjRnzhxNmDBBf/vb33TrrbcWuQFE4dpT2FNPPaWxY8dq8eLFjpt73H333UXG1K5dWy+//LJGjhwpm82mqlWraubMmaUeq8pz7Cts2LBhmjJlirp16yabzabOnTsrNjZWGzZskHThqo833nhDU6ZM0d///nfl5+frmWee0Z133qmtW7eWON+mTZtqzpw5GjZsmF5//fUin98bb7yhF154QbNnz5bNZtPQoUOLXB5YnJI+vyZNmmjq1Knq2rWrqlevXuQ84Nlnn9WECRO0ePFiNW7cWI0bN5ZUttrm6uc7YMAAjRo1SnFxcQoODlbDhg3VpUuXIr9Mnj59usaOHatFixYpIiJCdevWLfINZXFKq6nFadiwoe677z516tRJwcHBatCggerXr6+DBw/qf/7nf0o8N/rb3/4mY4xeeeUVvfLKK5KkunXras6cOZe8R+3atTVo0CCdPn1ad999t4YMGSLpQtM6efJkxcfHKzc3V3FxceratWupt+Iv6ZzM2X6GiuVnXPkOFijFqFGjHHeqsrqdO3fqmWeecRQ6K9m8ebPS09PVrVs3SdILL7ygkJAQjRgxwsPJXHfkyBHFx8frP//5j6ejAAAsaNKkSbr22mv19NNPezrKJd58803FxsaqXr16yszMVNeuXTVv3jzVr1/f09FcdvEdsOEb+IYNsIhbbrlF8+fP19///nfZ7XY1atRIEyZM8HQsAACuCH/4wx+UlJQkf39/2Ww2DRo0yKuaNfguvmEDAAAAAIvipiMAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFGWuEvk6dNnZbeX/94ntWpVVXp6yf93ytuxfN6N5fNevrxskvuXz9/fT9dee7Xb3s9XXKk1ktzuRW738tbckvdmt3JuZ/XREg2b3W4uqxgVzMOXsXzejeXzXr68bJLvL58vuJJrJLndi9zu5a25Je/N7q25uSQSAAAAACyKhg0AAAAALIqGDQAAAAAsioYNAAAAACyKhg0AAAAALIqGDQAAAAAsyqXb+mdlZenhhx/WW2+9pbp16xZ57qefftLYsWN19uxZ3XXXXZo4caICA93z3wJSdh/X0k37dSojRzWrh6hnTD1FN67jdHx6Ro5qORlvpbGuLF9lZYB7WGl7c3W7sML2ybYMT1u5cqXefPNN5efna8CAAerbt2+R519//XV98sknql69uiTpoYceumRMZSlrjQQAWFPAhAkTJpQ24IcfftDQoUN14MAB9evXz1F0Cjz22GOaOHGiRowYofXr1ystLU2RkZFlCpGdnStTxn+LkLL7uN5dvUdZ2fkX5pFj065f01Xrmiq6MbzqZY1nrHtdfXWIzp3L9ch7u4Oz5bPCuvb1/am8rvRts6L5+fkpNDTYbe9X2VJTU/Xss89qyZIl6tu3ryZOnKi7775bNWvWdIz5xz/+obFjxyopKUmPPPKIoqKiyvw+7qiRVuSt+x+53Yvc7uet2a2c21l9dHpJ5JIlSzR+/HiFh4df8txvv/2m8+fPq2nTppKknj17as2aNZcR13VLN+1Xbr69yGO5+XYt3bT/ssczFu5khXXt6/sTUBmSk5PVvHlz1ahRQ6GhoerYseMlNXDXrl16++23FR8fr0mTJiknJ8ct2dg/AMB3OL12ccqUKSU+d+LECYWFhTmmw8LClJqaWuYQtWqV/bd9pzKKL3qnMnIUFlbtssYz1v08+d7uUNryWWFd+/r+dDmu5G0Tpbu4BoaHh2vHjh2O6bNnz+rWW2/ViBEjdNNNN2nUqFF64403lJSUVKb3cUeNtCpvyloYud2L3O7nrdm9Nfdl/bGZ3W6Xn5+fY9oYU2TaVenpWbLby3a9R83qIUovpiDVrB6itLTMyxrPWPcKC6vmsfd2B2fLZ4V17ev7U3ld6dtmRfP39ytX82FVzmrg1VdfrXnz5jmmBw4cqDFjxpS5YXNHjbQib93/yO1e5HY/b81u5dzO6uNl3SWyTp06SktLc0yfPHmy2EsnK0PPmHoKDiwaPzjQXz1j6l32eMbCnaywrn19fwIqw8U1MC0trUgNPHr0qD7++GPHtDHGbTflYv8AAN9xWQ3bDTfcoJCQEH333XeSpBUrVqhNmzYVEsyZ6MZ1NKBTIwUGXPhtZq3qIRrQqVGJd8Aqy3jGwp2ssK59fX8CKkOLFi2UkpKiU6dOKTs7W+vWrStSA6tUqaKXXnpJhw8fljFGCxcuVIcOHdySjf0DAHxHuX7VN2jQICUmJioyMlIvv/yyxo0bp6ysLDVu3Fj9+/ev6Iwlim5cR19uP6qg4AD974NNXB4vSSP7NvOasa4sX2VlgHtYaXtzZWzh8Z7cPtmW4UkRERFKSkpS//79lZeXp969eysqKqpIjZw0aZL+/Oc/Ky8vT82aNdNjjz3mtnxlrZEAAGtyuWHbsGGD4+fC1+Q3atSoyCUfAABcKeLj4xUfH1/kscI1smPHjurYsaO7YwEAfMhlXRIJAAAAAKg8NGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRLjVsK1euVOfOnRUbG6uFCxde8vzu3bvVq1cvde3aVU8++aQyMjIqPCgAAFbjrD4W2Lhxo9q1a+fGZAAAX+G0YUtNTdXMmTO1aNEiLV++XIsXL9a+ffuKjJkyZYoSExP16aef6uabb9b8+fMrLTAAAFbgSn2UpJMnT2r69OkeSAgA8AVOG7bk5GQ1b95cNWrUUGhoqDp27Kg1a9YUGWO323X27FlJUnZ2tqpUqVI5aQEAsAhX6qMkjRs3TsOGDfNAQgCALwh0NuDEiRMKCwtzTIeHh2vHjh1FxowaNUoDBw7U1KlTddVVV2nJkiVlClGrVtUyjS8sKDhAkhQWVq3CxzPWfaySo7J4y7r29f2pPNg2URJX6uN7772n2267TU2aNCn3+7izRloNud2L3O7lrbkl783urbmdNmx2u11+fn6OaWNMkenz589r7NixeueddxQVFaUFCxZo5MiRmjt3rssh0tOzZLebMka/IC/XpqDgAKWlZbo8XpJL460y1tXlq6wMlS0srJolclQWV5fPKtubq2MLxnt6+6zMbZlts2L5+/tdVvNhNc7q4y+//KJ169bpnXfe0fHjx8v9Pu6skVbirfsfud2L3O7nrdmtnNtZfXR6SWSdOnWUlpbmmE5LS1N4eLhj+pdfflFISIiioqIkSX/605/0zTffXE5mAAAsz1l9XLNmjdLS0tSrVy8NHjxYJ06cUJ8+fTwRFQDgxZw2bC1atFBKSopOnTql7OxsrVu3Tm3atHE8f9NNN+n48eP69ddfJUnr169XZGRk5SUGAMACnNXHxMRErV27VitWrNDcuXMVHh6uRYsWeTAxAMAbOb0kMiIiQklJSerfv7/y8vLUu3dvRUVFadCgQUpMTFRkZKRefPFFDR8+XMYY1apVS1OnTnVHdgAAPMaV+ggAwOVy2rBJUnx8vOLj44s8Nm/ePMfPMTExiomJqdhkAABYnLP6WKBu3brasGGDu2IBAHyIS/84GwAAAADgfjRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUYGeDgAAALxLyu7jWrppv9IzclSreoh6xtRTdOM6no4FAG7lrmMhDRsAAHBZyu7jenf1HuXm2yVJ6YuYLS4AABxSSURBVBk5enf1HkmiaQNwxXDnsZBLIgEAgMuWbtrvOEEpkJtv19JN+z2UCADcz53HQho2AADgsvSMnDI9DgC+yJ3HQho2AADgslrVQ8r0OAD4InceC2nYAACAy3rG1FNwYNHTh+BAf/WMqeehRADgfu48FnLTEQAA4LKCP6Zf8O+flG8z3CUSwBXJncdCGjYAAFAm0Y3r6MvtRyVJI/s283AaAPAMdx0LuSQSAAAAACzKpYZt5cqV6ty5s2JjY7Vw4cJLnv/111+VkJCgrl276vHHH9eZM2cqPCgAAFbjrD5+9tlnio+PV5cuXTRq1Cjl5uZ6ICUAwJs5bdhSU1M1c+ZMLVq0SMuXL9fixYu1b98+x/PGGP35z3/WoEGD9Omnn+rWW2/V3LlzKzU0AACe5qw+njt3TpMmTdKCBQv0r3/9Szk5OVq2bJkHEwMAvJHThi05OVnNmzdXjRo1FBoaqo4dO2rNmjWO53fv3q3Q0FC1adNGkjRkyBD17du38hIDAGABzupjaGioNmzYoNq1ays7O1vp6emqXr26BxMDALyR04btxIkTCgsLc0yHh4crNTXVMX3o0CHVrl1bY8aMUY8ePTR+/HiFhoZWTloAACzCWX2UpKCgIG3atEn33XefTp8+rVatWrk7JgDAyzm9S6Tdbpefn59j2hhTZDo/P1/ffPONPvjgA0VGRurVV1/VtGnTNG3aNJdD1KpVtYyx/09QcIAkKSysWoWPZ6z7WCVHZfGWde3r+1N5sG2iJM7qY4GYmBht3bpVf/vb3zRhwgS98sorZXofd9ZIq8y7gLdun+R2L3K7n7dm99ZjodOGrU6dOtq2bZtjOi0tTeHh4Y7psLAw3XTTTYqMjJQkxcXFKTExsUwh0tOzZLebMr2mQF6uTUHBAUpLy3R5vCSXxltlrKvLV1kZKltYWDVL5Kgsri6fVbY3V8cWjPf09lmZ2zLbZsXy9/e7rObDapzVx99//127du1yfKsWHx+vpKSkMr+PO2tkWectVV4d8db9j9zuRW7389bslZW7Io6Fzuqj00siW7RooZSUFJ06dUrZ2dlat26d4+/VJOmOO+7QqVOntGfPHknShg0b1Lhx43IHBgDAGzirj8YYjRgxQkePXvgfPWvWrFGzZvzPMgBA2Tj9hi0iIkJJSUnq37+/8vLy1Lt3b0VFRWnQoEFKTExUZGSk5syZo3Hjxik7O1t16tTRjBkz3JEdAACPcaU+Tp48WU8++aT8/PxUv359TZw40dOxAQBexmnDJl24jCM+Pr7IY/PmzXP83KRJE3388ccVmwwAAItzVh/bt2+v9u3buzsWAMCHuPSPswEAAAAA7kfDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAWRcMGAAAAABZFwwYAAAAAFkXDBgAAAAAW5VLDtnLlSnXu3FmxsbFauHBhieM2btyodu3aVVg4AACszFl9/Pzzz9WtWzd17dpVTz31lM6cOeOBlAAAb+a0YUtNTdXMmTO1aNEiLV++XIsXL9a+ffsuGXfy5ElNnz69UkICAGA1zupjVlaWJkyYoLlz5+rTTz9Vw4YNNXv2bA8mBgB4I6cNW3Jyspo3b64aNWooNDRUHTt21Jo1ay4ZN27cOA0bNqxSQgIAYDXO6mNeXp7Gjx+viIgISVLDhg117NgxT8UFAHipQGcDTpw4obCwMMd0eHi4duzYUWTMe++9p9tuu01NmjQpV4hataqW63WSFBQcIEkKC6tW4eMZ6z5WyVFZvGVd+/r+VB5smyiJs/p47bXXqkOHDpKk8+fPa+7cuUpISCjz+7izRlpl3gW8dfskt3uR2/28Nbu3HgudNmx2u11+fn6OaWNMkelffvlF69at0zvvvKPjx4+XK0R6epbsdlOu1+bl2hQUHKC0tEyXx0tyabxVxrq6fJWVobKFhVWzRI7K4uryWWV7c3VswXhPb5+VuS2zbVYsf3+/y2o+rMZZfSyQmZmpoUOHqlGjRurRo0eZ38edNbKs85Yqr4546/5Hbvcit/t5a/bKyl0Rx0Jn9dHpJZF16tRRWlqaYzotLU3h4eGO6TVr1igtLU29evXS4MGDdeLECfXp06fcgQEA8AbO6qMkR01s2LChpkyZ4u6IAAAf4LRha9GihVJSUnTq1CllZ2dr3bp1atOmjeP5xMRErV27VitWrNDcuXMVHh6uRYsWVWpoAAA8zVl9tNlsGjJkiDp16qSxY8cW++0bAADOOL0kMiIiQklJSerfv7/y8vLUu3dvRUVFadCgQUpMTFRkZKQ7cgIAYCnO6uPx48f1448/ymazae3atZKk22+/nW/aAABl4rRhk6T4+HjFx8cXeWzevHmXjKtbt642bNhQMckAALC40upjZGSk9uzZ44lYAAAf4tI/zgYAAAAAuB8NGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWBQNGwAAAABYFA0bAAAAAFgUDRsAAAAAWFSgpwMAAAC4Q8ru41q6ab/SM3JUq3qIesbUU3TjOp6OBVzx2DdLR8MGAAB8Xsru43p39R7l5tslSekZOXp39R5J4sQQ8CD2Tee4JBIAAPi8pZv2O04IC+Tm27V0034PJQIgsW+6goYNAAD4vPSMnDI9DsA92Dedo2EDAAA+r1b1kDI9DsA92Dedo2EDAAA+r2dMPQUHFj3tCQ70V8+Yeh5KBEBi33SFSw3bypUr1blzZ8XGxmrhwoWXPP/555+rW7du6tq1q5566imdOXOmwoMCAGA1zupjgeeee05Lly51YzJcLLpxHQ3o1EiBAX6SLvz2fkCnRtzUAPAw9k3nnDZsqampmjlzphYtWqTly5dr8eLF2rdvn+P5rKwsTZgwQXPnztWnn36qhg0bavbs2ZUaGgAAT3NWHwvGDBkyRGvXrvVQShQW3biO6l1/jRreWEMvPdWSE0LAItg3S+e0YUtOTlbz5s1Vo0YNhYaGqmPHjlqzZo3j+by8PI0fP14RERGSpIYNG+rYsWOVlxgAAAtwVh+lC9/A3X///erUqZOHUgIAvJ3Thu3EiRMKCwtzTIeHhys1NdUxfe2116pDhw6SpPPnz2vu3Llq3759JUQFAMA6nNVHSXriiSf04IMPujsaAMCHOP3H2Xa7XX5+fo5pY0yR6QKZmZkaOnSoGjVqpB49epQpRK1aVcs0vrCg4ABJUlhYtQofz1j3sUqOyuIt69rX96fyYNtESVytj5fLnTXSKvMuQG73Ird7eWtuiX2zMHfkdtqw1alTR9u2bXNMp6WlKTw8vMiYEydO6PHHH1fz5s01ZsyYModIT8+S3W7K/DpJysu1KSg4QGlpmS6Pl+TSeKuMdXX5KitDZQsLq2aJHJXF1eWzyvbm6tiC8Z7ePitzW2bbrFj+/n6X1XxYjSv1sSK4s0aWdd5S5dWRyto+vTV3ZSO3e3lrbol982IVkdtZfXR6SWSLFi2UkpKiU6dOKTs7W+vWrVObNm0cz9tsNg0ZMkSdOnXS2LFjK+W3iwAAWI2z+ggAQEVw+g1bRESEkpKS1L9/f+Xl5al3796KiorSoEGDlJiYqOPHj+vHH3+UzWZz3AXr9ttv15QpUyo9PAAAnuKsPkZGRno6IgDABzht2CQpPj5e8fHxRR6bN2+eJCkyMlJ79uyp+GQAAFhcafWxsGnTprkrEgDAx7j0j7MBAAAAAO5HwwYAAAAAFkXDBgAAAAAWRcMGAAAAABbl0k1HAAAA4Bkpu49r6ab9Ss/IUa3qIeoZU0/Rjet4OhYsiG3FN9GwAQAAWFTK7uN6d/Ue5ebbJUnpGTl6d/WFu3NzIo7C2FZ8F5dEAgAAWNTSTfsdJ+AFcvPtWrppv4cSwarYVnwXDRsAAIBFpWfklOlxXLnYVnwXDRsAAIBF1aoeUqbHceViW/Fd/A0bAACARfWMqVfk75IkKTjQXz1j6nkwlWu89QYY3prbm7cVlI6GDQAAwKIKGoUF//5J+TbjNQ2Et94Aw1tzS967rcA5GjYAAAALi25cR19uPypJGtm3mYfTuKa0G2BYuYHw1twFvHFbgXP8DRsAAAAqlLfeAMNbc8O30bABAACgQnnrDTC8NTd8Gw0bAAAAKlTPmHoKDix6mukNN8Dw1tzwbfwNGwAAACqUt94Aw1tzw7fRsAEAAKDCeesNMLw1N3wXl0QCAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBF0bABAAAAgEXRsAEAAACARdGwAQAAAIBFBboyaOXKlXrzzTeVn5+vAQMGqG/fvkWe/+mnnzR27FidPXtWd911lyZOnKjAQJdmDS+Qsvu4lm7ar/SMHNWqHqKeMfUU3bhOhY09lZGjmpUw34oeW5nLh8pnhW2zvDm8Zd+7ElEfK563HjvJ7V7kdj9vze6tuQtz+g1bamqqZs6cqUWLFmn58uVavHix9u3bV2TMiBEj9Pzzz2vt2rUyxmjJkiWVFhjulbL7uN5dvUfpGTmSpPSMHL27eo9Sdh+vsLGmkuZbkWMrc/lQ+aywbV5OjsoaW9HLd6WhPlY8bz12ktu9yO1+3prdW3NfzM8YY0obsGzZMn377beaOnWqJGnOnDkyxmjYsGGSpN9++00DBgzQ559/Lknatm2bZs2apffee8/lEOnpWbLbS41RokWvLNTNx39S3bCrXRp/6ESWJOl/wqt6zVh/Pz+Xlq8yMuw/mqH8fPsljwcG+qve9dWvmLGVPW/JOtubq2MLxnty+3R1rK9vQ+4Yu6N6fe2qXk+SVKt6iF56quUl83DG399PtWq5tm15A3fUR8m9NbIsynq8cEV5jp1lRe7/Q+6SeWtuyXuze3Pug9fdpj5/6et8cAmc1Uen12WcOHFCYWFhjunw8HDt2LGjxOfDwsKUmppappCXU8AfiW2k1PVHXR5fr24NxpZhbHEbecHjQcGBV8zYyp635Pl1XdaxVsnhylhf34bcPfZURo7CwqoV+9yVxB31UXJvjSyLsh4vXFGeY2dZkfv/kLtk3ppb8t7s3py7xf2NKrUuOk1qt9vl5+fnmDbGFJl29rwrLue3h36Rdyqy3X1KS8ss1+u9QVhYNY8t3ytvfO24HKqwWtVD1P6i37D78tjKnrc38+T26Spf34bcPbZm9ZByrXNf+4bNHfVRurJqpLceO8ntXuR2P2/N7s7cl3OcdVYfnf4NW506dZSWllYoTJrCw8NLfP7kyZNFnod36xlTT8GBRTeT4EB/9Yypd0WNrex5o3L5+jZkhbFXIupjxfPWbY7c7kVu9/PW7N6a+2IBEyZMmFDagJo1a+rVV19VfHy8JGn69Ol67LHHFBERIUmqXr26lixZooYNG+r666/Xm2++qSZNmqhZs2Yuh8jOzlXpf0lXuquvDtG5c7nln4HFeXL5bgyvqlrXVNHB4xnKzrGpVvUQPdK+QbF31ynv2POVNN+KHFuZy+ftvGH/s8K2eTk5vGHfc4Wfn59CQ4PL9Vorckd9lK6sGumtx05yuxe53c9bs3tLbmf10elNR6QLty1+++23lZeXp969e2vQoEEaNGiQEhMTFRkZqT179mjcuHHKyspS48aN9eKLLyo42PWifDmXe0jecUnW5WD5vBvL5718edkk9y+fr10SKVV+fZSu3BpJbvcit3t5a27Je7NbObez+uhSw1bZrtRi5CqWz7uxfN7Ll5dNomHzFldqjSS3e5Hbvbw1t+S92a2c+7L/hg0AAAAA4Bk0bAAAAABgUTRsAAAAAGBRNGwAAAAAYFE0bAAAAABgUYGeDiBduDOKFeZhZSyfd2P5vJcvL5vk3uXz9c+yslzJNZLc7kVu9/LW3JL3Zrdqbme5LHFbfwAAAADApbgkEgAAAAAsioYNAAAAACyKhg0AAAAALIqGDQAAAAAsioYNAAAAACyKhg0AAAAALIqGDQAAAAAsioYNAAAAACyKhg0AAAAALIqGDQAAAAAsyusbtpUrV6pz586KjY3VwoULPR2nwiUkJKhLly7q1q2bunXrph9++MHTkS5bVlaW4uLidOTIEUlScnKy4uPjFRsbq5kzZ3o43eW7ePlGjx6t2NhYxzr87LPPPJyw/F5//XV16dJFXbp00YwZMyT5zvorbtl8ad299tpr6ty5s7p06aIFCxZI8p11h+J5a30sbl/0JtOnT9eoUaM8HaNMNmzYoJ49e6pTp0564YUXPB3HZStWrHBsK9OnT/d0HKe89fzn4tyLFy9WXFyc4uPjNXr0aOXm5no4YfEuzl3ggw8+UEJCgodSlZPxYsePHzdt27Y1p0+fNmfPnjXx8fFm7969no5VYex2u2nVqpXJy8vzdJQKs337dhMXF2caN25sDh8+bLKzs01MTIw5dOiQycvLMwMHDjQbN270dMxyu3j5jDEmLi7OpKamejjZ5fv666/Nn/70J5OTk2Nyc3NN//79zcqVK31i/RW3bOvWrfOZdbd161bz8MMPm7y8PJOdnW3atm1rfvrpJ59Ydyiet9bHkvZFb5GcnGzuvfdeM3LkSE9HcdmhQ4dMq1atzLFjx0xubq555JFHvOJYcO7cOXP33Xeb9PR0k5eXZ3r37m2+/vprT8cqkbee/1yc+9dffzUdOnQwmZmZxm63m+eee84sWLDA0zEvUdz5mDHG7N2717Ru3dr069fPg+nKzqu/YUtOTlbz5s1Vo0YNhYaGqmPHjlqzZo2nY1WYX3/9VZI0cOBAde3aVR988IGHE12+JUuWaPz48QoPD5ck7dixQzfddJNuvPFGBQYGKj4+3qvX4cXLl52draNHj2rMmDGKj4/XrFmzZLfbPZyyfMLCwjRq1CgFBwcrKChI9erV04EDB3xi/RW3bEePHvWZdXfPPffovffeU2BgoNLT02Wz2ZSRkeET6w7F89b6WNK+6A1+//13zZw5U0OGDPF0lDL57LPP1LlzZ9WpU0dBQUGaOXOmmjRp4ulYTtlsNtntdmVnZys/P1/5+fkKCQnxdKwSeev5z8W5g4ODNX78eFWtWlV+fn5q0KCBJffRi3NLUm5urp5//nklJiZ6MFn5BHo6wOU4ceKEwsLCHNPh4eHasWOHBxNVrIyMDEVHR+uvf/2r8vLy1L9/f918881q2bKlp6OV25QpU4pMF7cOU1NT3R2rwly8fCdPnlTz5s01fvx4VatWTU8++aQ+/vhjPfTQQx5KWH633HKL4+cDBw5o9erV6tevn0+sv+KWbeHChfrmm298Yt1JUlBQkGbNmqV//OMfeuCBB3xu30NR3lofi9sXP/zwQw8mct3zzz+vpKQkHTt2zNNRyuTgwYMKCgrSkCFDdOzYMd13330aPny4p2M5VbVqVT3zzDPq1KmTrrrqKt19991q1qyZp2OVyFvPfy7OfcMNN+iGG26QJJ06dUoLFy7Uiy++6Ilopbo4tyS98sor6tWrl+rWreuBRJfHq79hs9vt8vPzc0wbY4pMe7s77rhDM2bMULVq1VSzZk317t1bmzZt8nSsCuXr6/DGG2/UnDlzFB4erquuukoJCQlevw737t2rgQMH6rnnntONN97oU+uv8LL98Y9/9Ll1l5iYqJSUFB07dkwHDhzwqXWHorz92Fp4X/zDH/7g6ThO/fOf/9R1112n6OhoT0cpM5vNppSUFE2dOlWLFy/Wjh07tGzZMk/HcmrPnj365JNP9MUXX+irr76Sv7+/5s+f7+lYLvP2fTQ1NVUDBgxQr169dO+993o6jlNff/21jh07pl69enk6Srl4dcNWp04dpaWlOabT0tKKfPXp7bZt26aUlBTHtDFGgYFe/aXoJXx9Hf78889au3atY9rb1+F3332nRx99VH/5y1/Uo0cPn1p/Fy+bL627/fv366effpIkXXXVVYqNjdXWrVt9Zt3hUt68b168L3qDf//73/r666/VrVs3zZo1Sxs2bNDUqVM9HcsltWvXVnR0tGrWrKkqVaqoffv2XvFt7ObNmxUdHa1atWopODhYPXv21DfffOPpWC7z5n10//79evjhh9WjRw8NHTrU03FcsmrVKu3du1fdunXTuHHjtGvXLq/4JrmAVzdsLVq0UEpKik6dOqXs7GytW7dObdq08XSsCpOZmakZM2YoJydHWVlZWrZsmTp06ODpWBWqSZMm+u9//6uDBw/KZrNp1apVPrUOjTGaOnWqzpw5o7y8PC1evNhr1+GxY8c0dOhQvfzyy+rSpYsk31l/xS2bL627I0eOaNy4ccrNzVVubq7Wr1+vhx9+2CfWHYrnrfWxuH3RGyxYsECrVq3SihUrlJiYqHbt2mnMmDGejuWStm3bavPmzcrIyJDNZtNXX32lxo0bezqWU40aNVJycrLOnTsnY4w2bNigyMhIT8dymbfWz6ysLD3++ON65plnNHDgQE/HcdmLL76o1atXa8WKFXrhhRd0++2369VXX/V0LJd556+L/7+IiAglJSWpf//+ysvLU+/evRUVFeXpWBWmbdu2+uGHH9S9e3fZ7Xb16dNHd9xxh6djVaiQkBBNmzZNTz/9tHJychQTE6MHHnjA07EqTKNGjTR48GA98sgjys/PV2xsrOLi4jwdq1zmz5+vnJwcTZs2zfHYww8/7BPrr6Rl85V1FxMTox07dqh79+4KCAhQbGysunTpopo1a3r9ukPxvLU+lrQvPvLIIx5M5duaNGmiJ554Qn369FFeXp5atmzpFZeNtWrVSj/++KN69uypoKAgRUZGavDgwZ6O5TJvPf/5+OOPdfLkSS1YsMDxL2LatWunZ555xsPJfJufMcZ4OgQAAAAA4FJefUkkAAAAAPgyGjYAAAAAsCgaNgAAAACwKBo2AAAAALAoGjYAAAAAsCgaNgAAAACwKBo2AAAAALCo/wdwcXW9mhCC9gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 16\n", + "period = 2\n", + "a = dtfs(period,N)\n", + "name =[\" input\",\" dtfs coefficient\"]\n", + "fig, ax = plt.subplots(1,2,figsize=(15,5))\n", + "c =1\n", + "for i in range(2):\n", + " plt.subplot(1,2,c)\n", + " plt.stem(a[i],use_line_collection=True)\n", + " plt.title(str(name[i])+\" of square signal at 2 period \")\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### d) Using the coefficients determined above, make an approximate reconstruction of the square wave and display it on the plot of the original signal in red colour." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = np.arange(0,period*N,1)\n", + "plt.stem(n,a[0],'blue')\n", + "plt.stem(n,a[2],'red')\n", + "plt.title(\"Reconstructed signal from coefficients\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [3] Continuous Time Fourier Transform: (CTFT)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### a) Consider a rectangular signal with amplitude 5 and existing between t = −1 and t = 1. Compute the continuous time Fourier transform of this signal and display a nicely labelled plot.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "w = np.arange(-10*np.pi,10*np.pi,0.01)\n", + "ft = (10/w)*np.sin(w)\n", + "plt.figure(figsize=(10,5))\n", + "plt.xlabel(\"Frequency\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.title(\"Fourier Transform of rectangular pulse m(t)\")\n", + "plt.plot(w,(10/w)*np.sin(w))\n", + "plt.axhline(y=0,color='k')\n", + "plt.axvline(x=0,color='k')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### b) A message signal m(t) is a triangular signal existing between t = −1 and t = 1 with a peak amplitude of 1 is used to modulated a carrier signal c(t) = cos2πfct and the resultant signal is given by y(t) = m(t)c(t). Plot y(t)." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def modulate(time):\n", + " def triangular(t):\n", + " if t>=-1and t<=0:\n", + " return (t+1)\n", + " elif t>=0 and t<=1:\n", + " return (-t+1)\n", + " else:\n", + " return 0\n", + " m_t = [triangular(t) for t in time ] \n", + " c_t = np.cos(2*np.pi*2000*time)\n", + " y_t = m_t*c_t\n", + " return m_t,c_t,y_t\n", + "time=np.linspace(-4,4,400)\n", + "\n", + "out=modulate(time) \n", + "name = [\"m(t)\",\"c(t)\",\"y(t)\"]\n", + "col =[\"blue\",\"red\",\"green\"]\n", + "fig, axs = plt.subplots(3,1, figsize=(12,12))\n", + "c =1\n", + "for i in range(3):\n", + " plt.subplot(3,1,c)\n", + " plt.plot(time,out[i],color = col[i])\n", + " plt.title(str(name[i])+\" signal\")\n", + " plt.xlim(-2,2)\n", + " plt.axhline(y=0,color='k')\n", + " plt.axvline(x=0,color='k')\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### c) Compute the Fourier transform of m(t) and y(t) and display the plots." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f=np.linspace(-3000,3000,1000)\n", + "y=(np.sin(np.pi*f)/(np.pi*f))**2\n", + "fo= 1000\n", + "fig, axs = plt.subplots(1,2, figsize=(20,10))\n", + "plt.subplot(1,2,1)\n", + "plt.plot(f,y,'blue')\n", + "plt.title('fourier transfer of m(t)')\n", + "plt.axhline(y=0,color='k')\n", + "plt.axvline(x=0,color='k')\n", + "plt.subplot(1,2,2)\n", + "plt.plot(f-fo,y,'blue')\n", + "plt.plot(f+fo,y,'red')\n", + "plt.title('fourier transfer of y(t) ')\n", + "plt.axhline(y=0,color='k')\n", + "plt.axvline(x=0,color='k')\n", + "plt.show()\n", + " " + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 6d63bdc037763e9b5f3514e25a09fc83622786b4 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 19:53:41 +0530 Subject: [PATCH 07/30] Delete Assignment13/SonuKumari_204102314 directory --- .../SonuKumari_204102314/Assignment_3.py | 1 - .../Assignment__3_DSP.ipynb | 595 ------------------ 2 files changed, 596 deletions(-) delete mode 100644 Assignment13/SonuKumari_204102314/Assignment_3.py delete mode 100644 Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb diff --git a/Assignment13/SonuKumari_204102314/Assignment_3.py b/Assignment13/SonuKumari_204102314/Assignment_3.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment13/SonuKumari_204102314/Assignment_3.py +++ /dev/null @@ -1 +0,0 @@ - diff --git a/Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb b/Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb deleted file mode 100644 index 36a5a86..0000000 --- a/Assignment13/SonuKumari_204102314/Assignment__3_DSP.ipynb +++ /dev/null @@ -1,595 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### importing libraries :\n" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import math\n", - "import cmath\n", - "from scipy import stats\n", - "import seaborn as sns\n", - "sns.set(color_codes=True)\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\")\n", - "from matplotlib import patches" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## [1] Z Transform:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### a) Consider the discrete time sequence x[n] = z^n with −∞ < n < ∞ where z ∈ C.. Let\n", - "z = 0.95, \n", - "z = 1.05,\n", - "z = −1.05, \n", - "z = −0.97, \n", - "z = 1,\n", - "z = −1.\n", - "Now plot the sequences for different values of z. For each plot what is the nature of the plot?" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def ztrans(n,data):\n", - " z = [data**i for i in n ]\n", - " return z\n", - "n = np.arange(-20,20,0.5)\n", - "lst =[ztrans(n,0.95),ztrans(n,1.05),ztrans(n,-1.05),ztrans(n,-0.97),ztrans(n,1),ztrans(n,-1)]\n", - "name = [\"0.95\",\"1.05\",\"-1.05\",\"-0.97\",\"1\",\"-1\"]\n", - "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(30,12))\n", - "c =1\n", - "for i in range(len(lst)):\n", - " plt.subplot(2,3,c)\n", - " plt.stem(n,lst[i])\n", - " plt.title(\"z-transform at z = \" +str(name[i]))\n", - " c = c+1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### b) Now consider the same sequence with complex values of z. Consider \n", - "z = −2 + 3j,\n", - "z = 2 − 3j,\n", - "z = e^jπ/10 , \n", - "z = 0.95(e^jπ/10),\n", - "z = 1.05(e^jπ/10).\n", - "For these values of z create 3D plot with both real and imaginary parts.\n", - "Try using different markers for real and imaginary parts.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mag = [3.606,3.606,1,0.95,1.05]\n", - "data = [np.exp(-1j*0.9827),np.exp(-1j*0.9827),np.exp(1j*np.pi/10),np.exp(1j*np.pi/10),np.exp(1j*np.pi/10)]\n", - "name = [\"-2+3j\",\"2-3j\",\"e^(j*pi/10)\",\"0.95*(e^(j*pi/10))\",\"1.05*(e^(j*pi/10))\"]\n", - "n = np.linspace(-20,20,200)\n", - "fig, ax = plt.subplots(3,2,figsize=(25,25))\n", - "c = 1\n", - "for i in range(len(mag)):\n", - " ax = fig.add_subplot(3,2, c, projection='3d')\n", - " real = [((mag[i]*data[i])**j).real for j in n ]\n", - " imag = [((mag[i]*data[i])**j).imag for j in n ]\n", - " x = np.asarray(real)\n", - " y = np.asarray(imag)\n", - " ax.scatter3D(n,x,y,'blue',label =\"complex\")\n", - " ax.set_title(\"3D plot at complex value of z=\"+str(name[i]))\n", - " plt.stem(n,x,'red',label = \" red = real\",markerfmt='red')\n", - " plt.stem(n,y,'green',label=\"green = imag\",markerfmt='green')\n", - " plt.legend()\n", - " c = c+1\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### c) Compute the Z Transform for the basic signals:\n", - "δ[n],\n", - "u[n], \n", - "r[n], \n", - "α^n(u[n]),\n", - "n(α^n)(u[n]), \n", - "(r^n)(cosω0nu[n]).\n", - "Choose specific values for each and visualize the magnitude and phase spectrums. " - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [], - "source": [ - "w = np.arange(-np.pi,np.pi,0.05)\n", - "# taking r = 0.5 and a = 0.75\n", - "x1 = 1\n", - "x2 = 1/(1-0.5*np.exp(w*-1j))\n", - "x3 = (0.5*np.exp(w*-1j))/(1-0.5*np.exp(w*-1j)**2)\n", - "x4 = 1/(1-(0.75*0.5*np.exp(w*-1j)))\n", - "x5 = (0.75*0.5*np.exp(w*-1j))/(1-0.75*0.5*np.exp(w*-1j)**2)\n", - "x6 = (1 - 0.75*0.5*np.exp(w*-1j)*np.cos(1.5))/(1 - 2*0.75*(0.5*np.exp(w*-1j))*np.cos(0.75) + (0.75**(-2))*(0.5*np.exp(w*-1j)**2))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ysrLyq93dBvq7E+jvftdltFoXMjLyqrV9c2DJ+Vlqbke3OKFW2/DKE+1NHUqNsdRjBw9vbvebs5WVqlaakgftXnXubvP/+c9/Gj9/9tln6devX5X3fz81sjIe1n/PlsBS8yspKUWttrHI3MByj1s5S86vpnK7V32ssVErvb29ycjIME5nZmbi6elZU7sTQgghatXNdS4jI6NCnbtTHczLy+OLL74wfq4oCtbWlnslVwghRM2osUbO19cXOzs7Dh68/qzPxo0b6dGjR03tTgghhKhV3bp1Y8+ePWRnZ3Pt2jW2bdtWoc7dqQ46Ojry2WefceTIEQC+/vrral2RE0II8XB74I3chAkTSEhIAOC9995jwYIFDBgwgMLCQkaPHv2gdyeEEEKYhJeXF1OmTGH06NEMHTqUIUOGEBQUdM86aG1tzfvvv8+bb77JwIEDOXr0KFOnTjVxNkIIIczNA3lG7j//+Y/x759++qnx761atWLNmjUPYhdCCCFEnRMeHk54eHiFzypTBzt16sT69etrPD4hhBCWq8ZurRRCCCGEEEIIUTOkkRNCCCGEEEIIMyONnBBCCCGEEEKYGWnkhBBCCCGEEMLMSCMnhBBCCCGEEGZGGjkhhBBCCCGEMDPSyAkhhBBCCCGEmZFGTgghhBBCCCHMjDRyQgghhBBCCGFmpJETQgghhBBCCDMjjZwQQgghhBBCmBlp5IQQQgghhBDCzEgjJ4QQQgghhBBmRho5IYQQQgghhDAz0sgJIYQQQgghhJmRRk4IIYQQQgghzIw0ckIIIYQQQghhZqSRE0IIIYQQQggzI42cEEIIIYQQQpgZaeSEEEIIIYQQwsxIIyeEEEIIIYQQZkYaOSGEEEIIIYQwM9LICSGEEEIIIYSZkUZOCCGEEEIIIcyMNHJCCCGEEEIIYWakkRNCCCGEEEIIM3NfjdymTZsYNGgQjz/+OCtWrLhl/pIlS+jduzcRERFERETcdhkhhBDCXN2rDh4/fpzIyEj69+/PG2+8QWlpKQCXLl1i5MiRDBgwgOeee46CgoLaDl0IIYSZq3Yjl56ezuLFi/nmm2/YsGEDq1at4tSpUxWWSUxMZNGiRWzcuJGNGzcycuTI+w5YCCGEqAsqUwenTp3KX//6V7Zu3YqiKKxevRqAuXPnEh0dzZYtW2jXrh1Lly41RQpCCCHMWLUbudjYWLp27YqbmxuOjo7079+fLVu2VFgmMTGRZcuWER4ezltvvUVxcfF9ByyEEELUBfeqg6mpqRQVFREcHAxAZGQkW7ZsQa/Xs3//fvr371/hcyGEEKIqbKq7ok6nQ6vVGqc9PT2Jj483ThcUFNC6dWumTp2Kv78/06dPZ+nSpUyZMuX+IhZCCCHqgHvVwZvna7Va0tPTycnJwdnZGRsbmwqfV9W0aa+g0+mqFfvVghJyC0ruuoxKpUJRlGptv66z5NzAcvPL0aUA8Hj4MBNHUjMs9biVs+T87pSbq5Oaek7qam/X09OTzz775I7zq93IGQwGVCqVcVpRlArTTk5OfPrpp8bpcePGMXPmzCo1cvXrO1c3vErTal1qfB+mZMn5WWJuanX5FzvLy+1Glpyf5PbwuFcdvNP8m5cDbpmuDFtba+PvjKqyLi6t1D6rE5e5sOTcwLLzk9zMlyXnd7vcrG2sqv17Gq7/nr+bam/Z29ubAwcOGKczMjLw9PQ0Tl+6dInY2FhGjBgBXC9g5WcfKysrKx+DoeY6d63WhYyMvBrbvqlZcn6WmltJSSlqtY1F5lbOUo8dSG7VZWWlqpUTdw/aveqgt7c3GRkZxunMzEw8PT3RaDTk5eVRVlaGtbX1LetVVkzMu1Ijq8mScwPLzW/8+FGo1TZ89NG/TR1KjbDU41bOkvOrqdysrO7e+Fb7Gblu3bqxZ88esrOzuXbtGtu2baNHjx7G+fb29rz77rtcuHABRVFYsWIF/fr1q+7uhBBCiDrlXnXQ19cXOzs7Dh48CMDGjRvp0aMHtra2dOrUiZ9++gmADRs2VFhPCCGEqIxqN3JeXl5MmTKF0aNHM3ToUIYMGUJQUBATJkwgISEBjUbDW2+9xXPPPceAAQNQFIWxY8c+yNiFEEIIk7lXHQR47733WLBgAQMGDKCwsJDRo0cDMGfOHFavXs2gQYM4cOAAL7/8silTEUIIYYaqf9MmEB4eTnh4eIXPbnwurn///sZRuYQQQghLc6862KpVK9asWXPLer6+vixfvrzG4xNCCGG57uuF4EIIIYQQQgghap80ckIIIYQQQghhZqSRE0IIIYQQQggzI42cEEIIIYQQQpgZaeSEEEIIIYQQwsxIIyeEEEIIIYQQZkYaOSGEEEIIIYQwM9LICSGEEEIIIYSZkUZOCCGEEEIIIcyMNHJCCCGEEEIIYWakkRNCCCGEEEIIMyONnBBCCCGEEEKYGWnkhBBCCCGEEMLMSCMnhBBCCCGEEGZGGjkhhBBCCCGEMDPSyAkhhBBCCCGEmZFGTgghhBBCCCHMjDRyQgghhBBCCGFmpJETQgghhBBCCDMjjZwQQgghhBBCmBlp5IQQQgghhBDCzEgjJ4QQQgghhBBmRho5IYQQQgghhDAz0sgJIYQQQgghhJmRRk4IIYQQQgghzIw0ckIIIYQQQghhZu6rkdu0aRODBg3i8ccfZ8WKFbfMP378OJGRkfTv35833niD0tLS+9mdEEIIUWdcunSJkSNHMmDAAJ577jkKCgpuWaakpISpU6cycOBAhg0bxunTpwHQ6/V06NCBiIgI45+ysrLaTkEIIYQZq3Yjl56ezuLFi/nmm2/YsGEDq1at4tSpUxWWmTp1Kn/961/ZunUriqKwevXq+w5YCCGEqAvmzp1LdHQ0W7ZsoV27dixduvSWZZYvX46DgwObN29m5syZzJgxA4ATJ04QEhLCxo0bjX+sra1rOwUhhBBmrNqNXGxsLF27dsXNzQ1HR0f69+/Pli1bjPNTU1MpKioiODgYgMjIyArzhRBCCHOl1+vZv38//fv3B+5c43bs2MGf/vQnAB555BGys7O5dOkSCQkJZGdnExkZyZNPPsm+fftqNX4hhBDmz6a6K+p0OrRarXHa09OT+Pj4O87XarWkp6dXaR/Tpr2CTqerboj3pFbbUFJiubd7WnJ+lprbiRNJWFmpGD9+lKlDqTGWeuxAcqsuT09PPvvskxrZdk3JycnB2dkZG5vrZfRONe52tfDy5cuoVCr69OnDpEmTSE5OZsKECWzatAmNRlNrOQghhDBv1W7kDAYDKpXKOK0oSoXpe82vDFtba9TqaodYKTW9fVOz5PwsMTcrq+v/RywxtxtZcn6SW9XZ2tbtWwo3b97MggULKnzm7+9/S027XY27ufYpioKVlRVRUVHGz9q0aUNQUBC///47ffv2rXRc9es7V3rZ6tJqXWp8H6ZiybmBZeZX/jvIEnMrZ8m5gWXnZ4rcql2Vvb29OXDggHE6IyMDT0/PCvMzMjKM05mZmRXmV0ZMzLsYDEp1Q7wnrdaFjIy8Gtu+qVlyfpaa2/jxo1Crbfjoo3+bOpQaY6nHDiS36io/gVFXDRw4kIEDB1b4TK/X06VLF8rKyrC2tr6lBpbz8vJCp9PRqFEj4H+1cMOGDXTo0MH4uaIo2NraVimurKx8qZHVZMm5geXmV1JSilptY5G5geUet3KWnF9N5WZlpbrrSbtqN3LdunXjH//4B9nZ2Tg4OLBt2zbmzZtnnO/r64udnR0HDx6kY8eObNy4kR49elQ5+JpW179A3C9Lzs8Sc/P09MTW1toic7uRJecnudWd7dYkW1tbOnXqxE8//UR4eDgbNmy4bY3r2bMnGzdupFOnThw4cAA7Ozt8fHw4ceIEhw8f5s033+TMmTMcP36cjh07VikGqZH3x5JzA8vM72GokZacG1h2fjWR2722qVIUpdqn8zZt2sSyZcvQ6/WMGDGCCRMmMGHCBF588UUCAwNJSkpi1qxZ5Ofn07ZtWxYsWIBara7u7oQQQog6IzU1lenTp5OVlUWDBg1YtGgRrq6urFy5Ep1Ox0svvURxcTF//etfSUxMRK1WExMTQ9u2bcnPz2fmzJmcOXMGlUrFG2+8QdeuXU2dkhBCCDNyX42cEEIIIYQQQojad18vBBfiYfDLL78QExMDXB9K/IMPPqjyNiZNmsS6deseSDxxcXEMGTLknsstWbKE7du3V2nbaWlpDBkyhIiICA4dOlTp9Vq2bEl4eDg7d+684zKLFy+mV69eTJo0qUoxCSGEqD3Tp0/n888/N3UYRpWJJy8vj9GjR1d52+vWraNXr16MHz++Sut07NiRyMjIOy5TVlZGREQEISEh8uotUaMsd3g1IR6QPn360KdPHwASEhLIzc01cUSVExcXR0BAQJXX8fDw4Isvvqjy/r788su7Dp0+ZcoU/P392bp1a5W3LYQQQtxJbm4uCQkJVV5vw4YNTJkyhYiIiCqt16lTJ5YtW3bH+dbW1mzcuJFRoyz3VUKibpBGTpiNuLg4Fi1aRIMGDTh79iwODg5MnDiR5cuXc/bsWR5//HFmzpyJwWDg7bff5siRIxQUFKAoCjExMXTs2JHs7GxmzJjB+fPncXNzQ6vV0rx5cyZPnkxgYCATJ05k9+7d6HQ6nn32WaKjo1m3bh1bt27l+eef59tvv6WsrAwXFxdjU1L+y7x8uWXLlpGens706dPR6XT4+PiQlZVlzOP06dPMnz+fK1euUFZWxqhRoxgxYsQt+T722GMMHjyY3bt3k5eXx9ixY4mOjq6wTF5eHnPnziUpKQmVSkVYWBivvPIKq1atIjExkYULF2JtbU2/fv0qrLdq1SqWL1+OlZUVHh4ezJ49m/T0dN5//33y8vIYNWoUy5cvvyWeDz74gMDAwNtOlxs1ahTBwcH8/vvvpKWl8eijjzJv3jysrOQGACGEqAvi4uJ477338PHx4cyZM9jb2/POO+/QrFkzAA4dOkRUVBSZmZk0b96cv//97zg6OrJmzRpWrVqFXq8nNzeXCRMmEB0dTUZGBtOmTSMnJwe4PsjPyy+/DMB3333HypUrMRgMuLm5MXv2bON+KhtPuQMHDrBw4UKuXbuGra0tL7/8Mj169GDGjBkUFRURERHBunXrsLb+3ytN7lQnFy5cSEJCAhcvXiQnJ4dnnnmmQjzz5s3jhx9+uO10uYsXL/LMM8/Qs2dPjhw5wtWrV5k6deotNVeImiKNnDArCQkJzJkzhzZt2vDss8/yySef8NVXX5Gfn0+PHj0YP348ly5dQqfTsWrVKqysrPjkk0/49NNP6dixIzExMQQEBLBs2TJ0Oh2RkZE0b94cgJKSEtzd3fn2229JTEzk6aefZvjw4cZ9t2/fnqioKHJycpgyZcpdb5V86623aN++PS+//DIpKSkMHToUgNLSUl588UUWLlxI27ZtycvL46mnniIgIIDg4OBbtpObm8vatWtJT09n6NCht4xqFxMTg5ubG5s2bUKv1/Pcc8/xr3/9i4kTJ7JlyxZGjhx5S0HZs2cPn332GatWrUKj0bBu3Tr+8pe/8OOPP/Liiy9WaE6r6/z58yxfvpzCwkIGDhzIvn37ZCAHIYSoQxITE5k2bRqdOnVi5cqVTJ061VjX0tPT+eqrr1Cr1TzxxBNs27aNfv368d133/HJJ5/g7u7O4cOHjScYV69ejZ+fH//6178oLCzkjTfeIC8vj+PHj7NhwwZWrFiBg4MDu3bt4oUXXmDz5s1VigcgJyeHF198kY8++oj27duTnJzMn//8Z9asWcOCBQsIDw9n48aNt2z3TnVy5syZHD9+nJEjRzJgwIBq/xwvXLhAaGgos2fPZuvWrbz99tvSyIlaI42cMCt+fn60adMGgEaNGuHi4oJarUaj0eDk5ERubi4hISG4urry7bffcuHCBeLi4nBycgJg586drF+/Hrg+jPHNv7zLb6Fs27YtJSUlFBYWVivO2NhYpk2bBlx/cXCXLl0AOHfuHOfPn2fmzJnGZYuKijh27NhtG7no6GhUKhXe3t6EhYWxe/du2rZta5z/66+/snLlSlQqFWq1mqioKL788ksmTpx4x9h+++03Bg0aZLwNMjIykvnz53Px4sVq5Xo7vXv3xsrKCl6OFCMAACAASURBVGdnZ/z9/c3mdlQhhHhYtGrVik6dOgEwfPhw3nrrLeMVtb59++Lg4ABA8+bNyc7OxsnJiY8//pidO3dy7tw5kpKSjDUyLCyMiRMnkpaWRrdu3Xj11VdxcXFhx44dpKSkEBUVZdzv1atXuXLlCm5ubpWOByA+Pp5GjRrRvn17Y1wdOnRg3759xhp7O9Wpk1Vha2tLz549AWjTpg1Xrlx5INsVojKkkRNm5ebXV9jY3PpPeMeOHcyfP5+xY8fSp08fmjZtyvfff29c/saBWm++3c/Ozg4Aler6ezvuNqirSqWqMF+v199xXnmc5bdl3njWMDMzExcXl9vu48b8DAbDLfEaDAZjrOXTpaWld4y5fJmbKYpyz/XKlytXUlJyx+Xs7e2Nf7/5ZyGEEML0brz98ObPbqw95b/DL1++zFNPPcWTTz5Jx44dGTBgAP/9738BCAoK4pdffmHPnj3s3buXJ554gk8//RSDwUBERARTp04FrtcfnU6Hq6trleKB6/XzxnoHlatd1amTd6vvN7O1tTXW5pvjE6KmyUMrwuLs3r2b3r17Ex0dTbt27di+fTtlZWXA9fv216xZA1y/TWP79u1V+sVrbW1tLAAajYbk5GSKi4vR6/UVBvEICwtj1apVAFy6dIm4uDgAmjRpgr29vbGRKx8lMjEx8bb727Bhg3Ebu3fvvuWFw6GhoXz99dcoikJJSQmrV6+mW7dut8R6o7CwMH766Seys7MBWLt2LW5ubvj7+981d41GY4wzLi6OjIyMuy4vhBCi7kpKSiIpKQm4/tx0SEgI9erVu+PyiYmJaDQann/+eUJDQ41NXFlZGe+99x5Lly6lb9++vPHGGwQEBJCcnExoaCg//vgjOp0OgJUrVzJmzJhqxRMcHMyZM2eIj48HIDk5mf3799O5c2dsbGwoKyu77UnDu9XJO9FoNFy6dImsrCwUReHHH3+86/JCmIpckRMWJyoqildffZXw8HBKS0vp3r0727Ztw2AwMGPGDGbNmkV4eDhubm74+PhUuHp0L127duW1115j3rx5zJgxg0ceeYSBAwei1Wrp0qULJ06cAGDOnDnMmDGDgQMH4u3tTatWrYDrVxSXLl3K/Pnz+eyzzygtLeWll1665dm3chcvXiQyMpKioiJmzZpF06ZNKzRQs2bNIiYmhvDwcPR6PWFhYfzf//0fcH0wkkWLFqHX6xk2bJhxne7du/PMM88wZswYDAYDGo2GZcuW3XMwktdee40333yTVatW0bZt2wq3eAohhDAvHh4evP/++6SmpqLRaFi4cOFdl+/evTtr1qxhwIABqFQqOnfujEajISUlhTFjxjB9+nSGDBmCWq2mZcuWDB48GLVazYQJExg3bhwqlQpnZ2eWLFly2xOo94pHo9HwwQcfMG/ePIqKilCpVCxYsIAmTZpQVlZGUFAQgwcPZsWKFbi7uxvXu1udvJOAgACioqIYPnw4Wq2WXr16VWtUTCFq2kP/QvADBw7w9ttvo9fr8fX15W9/+9ttL/mbo4MHD7JgwQL0ej1ubm68/fbb+Pr6mjqsB+r999/H2tqayZMnV2r5FStW0KZNG0JCQigpKSE6OprJkycb7283tU2bNvHRRx9RWlrKlStX+Pzzz28ZFbIuatmyJXv27Lnr6wcAvvnmG9599102bdqEn59fLUVX85YsWWJ8eL9nz568/vrrJo7owfrggw/YunUrKpWKESNGMHbsWFOHJGqBJddHeLhr5J1GYTSVysRzY30cM2YMI0eOrMUI/+fGEarvZdSoUZUeTCU/P5+oqCg+/vhji6qPYNk10tT18aG/tXLGjBksXLiQTZs2ERAQUKdegnm/pk6dSkxMDBs3biQ8PNz4UmtLkJeXx8yZM/n3v/9dpfUCAgKYN28eQ4cOZdiwYfTs2bPONHHp6eksXryYb775hg0bNlBQUPBAByCpaWPGjLnrC8GnT5/O/PnzuXbtWi1GVfNiY2PZtWsX69evZ8OGDRw9epSff/7Z1GE9MPv27WPv3r18//33rF27luXLl3PmzBlThyVqgSXXR5AaaU5uro+rVq3i1KlTJovnwIEDlXoh+J0em7jZkSNHePrppzl37twDirDusOQaWRfq40N/a+VPP/2Era0ter2e9PR0WrZsaeqQHoiSkhJeeukl4y19LVu25OuvvzZxVA/OL7/8QuPGjat85qNLly53fW2AKcXGxtK1a1fjSF7PP/88p0+fNnFUlVN+S+ndWFtb8+WXX1rUmTgArVbL9OnTjQPxNGvWjEuXLpk4qgenc+fOfPXVV9jY2JCenk5ZWRmOjo6mDkvUAkutjyA1skuXLnXmahzcO56b62P//v3ZsmULL7zwQm2FaBQZGXnXJg7+90Lwylq9ejVz5syxuPoIll0j60J9fOivyNna2nLixAl69uxJXFwcgwcPNnVID4RarSYiIgK4PkLTkiVL6Nu3r4mjenCGDh3KxIkTbzvKlbnS6XRotVrjtKenJ+np6SaM6MGaP3++cWhpS9K8eXPjqyPOnTvH5s2b68xV3gfF1taWDz/8kMGDB/Poo4/i5eVl6pBELbDU+ghSI82N1EfzZek10tT18aFp5DZv3kyPHj0q/HnmmWeA62fiYmNjef7555kyZYppA62Gu+VWUlLCa6+9RmlpKZMmTTJtoNVwt9wszc1DJCuKIkMZm5Hk5GTGjRvH66+/TuPGjU0dzgP34osvsmfPHtLS0li9erWpwxEPkCXXR5AaaQmkPpo/S66RpqyPD82tlQMHDmTgwIEVPisuLmbXrl2EhoYCEBERwVdffWWK8O7L7XIDKCwsZNasWdSrV4933nkHW1tbE0R3f+6UW7k7vX/NHDVt2tQ4rDJcf1F4s2bNTBhRzfDy8rKYs8TlEhISePPNN5k1axaPPfaYqcN5oFJSUtDr9QQEBODg4MCwYcNISUkxdVjiAbLk+ghSIy2B1EfzZqk1si7UxxoftdKSR6oRQgghhBBCCFOo0StyN45Uo1KpePbZZ/n555/p169fpdbPySnAYKi5PrN+fWeysvJrbPumZsn5WWpu06a9gq2tNTEx75o6lBpjqccOJLfqsrJS4e7uVCPbtmRSI6vPknMDy83P0mukpR63cpacX03ldq/6WKON3P2OVGMwKDVapMr3YcksOT9Lyc2gKGReucaV/BLOnr+ElZWK+FOZuDiqqeekxs1ZbXHPAljKsbsdyU3Avd95tWTJEtauXUu9evUAePLJJ6v8XiypkffH3HIrMxgoKCql4JqeopIyikrKKNGXYTAolP2Ri7W1CmsrKzyvFFFyrQRHexvqOapR21rG7Xo6nQ612sbsjl1VWHJuYNn5mSK3Gm3kmjdvbvx7+Ug1K1eurPT69es710RYFWi1lnH/+J1Ycn7mmluxvozE05n8nqTj6NksLqTnU6IvA+Ci7vrZnEWrjxiXd3FU07yhG6383enSrgFNfOqZfWNnrseuMiQ3Uf7Oq3Xr1qFWq4mKiqJLly4EBAQYl0lMTGTRokWEhISYMFJRlxSXlJGeU8jl7EIyc4vIvHKNrKvF5OQVcyW/mPxr+mpv28neBjcXOzzdHPDWOOJd3xF/Lxd8PJywsX5oxr0TwuLUymAnycnJTJo0qcoj1WRl5ddod6vVupCRkVdj2zc1S87P3HJTFIXki7n8euQSB5J0lJQasLWxIsDXlV7BPvh4OFHf1Z75R11Q21oz888duVpYQk5eMSnpeZxLy+PQSR3fbDuBh6s9nVt70SvYBw83B1OnVmXmduyqQnKrHisrVa2cuKstlXnnVWJiIsuWLSM1NZVHHnmEadOmYWdnZ6qQRS0qMxi4nFVISnoeFzMKSM0oIDUzn+yrxRWWc3awpX49ezxc7Qnwc6Weoy3ODtf/2NvZYG9rjdrWGmsrFdZWqj+2raAvM+DoaEea7iqFRaXkFpRwJb+Y7KvFpOdcI+FMFqVl179b2Vhb0djbhZaNrp8sbOHniq2NZVy9E+JhUOON3MGDB3nxxReZOXOmRb2DRojKKC0zsPdoOpvjUkjLKsTBzppH23nToYWWlg3dbrndxUFtjVptQ4Cf6y3bulpYwuHkTA6eyGBL3Hk2702hfYAH/Ts3pGUj99pKSQhxD7d759WNI+4VFBTQunVrpk6dir+/P9OnT2fp0qVVHt5f7lq5P7WRm6IoXM4q5ERKNicvXOHk+RzOpuZSUmoAwNbGioaeLgQFaPHzdMbX0xlfrTNeGkcc7e9vFM32LbS3/bzMoHA5q4BTF65w6uIVjp/LZnPceX7ck4K92poOrTzp2q4BXdp633cMD5paff1rq/y7NF+WnJ8pcqvRRi4tLY2//OUvLF68mEcffbQmdyVEnVJaZuC3+DR+2nOOrKvFNPJ0Ztyg1jzSyhM7dfXOdtZzVNOjvQ892vuQfbWIHYdT2Xn4En/7JpNWjdwYGtaUFg3dHmwiQogqu9c7r5ycnPj000+N0+PGjWPmzJlVbuTkrpXqq6ncDAaFC7p8Tly4wskLVziVmsvVghIA1LZWNPZyoVeIL/5eLjTydsFb44C11a23NhbkFVGQV1TtOO6Vnxpo09CVNg1d+dOj/lwrLiX5Yi5HTmVyKDmD2Pg01LZWdGzhSWhQA1o1cqsTt/SXlJSiVtvIv0szZcn51VRu97pjpUYbuc8//5zi4mLeeecd42dRUVE8/fTTNblbIUxGURQOJ2fy3Y7TXM4upJlvPUb1b0lg0/oPtAhq6tkT2aMZQx5tzI5Dqfy0N4V3VvxOcIAHTz4WgLfG8YHtSwhRNd7e3hw4cMA4nZGRgaenp3H60qVLxMbGMmLECOD67w0bm4fmta4WRVEULmYUcPxcNsdTcjh58QrXiq8/8+zhak/bxhoC/FwJ8HXFx8Pxtk1bXeBgZ0NQs/oENavPyMdbcCb1KrGJacQd17Hn6GV8tU483qkhXdt6ya2XQtQhNVo5Zs2axaxZs2pyF0LUGWlZBXy97STHU3Lw1jgyeXggwQEeNXoWU21rzeOdG9EzxJftBy7w454UZn8WR5+OfkSENsHBTr4cClHbunXrxj/+8Q+ys7NxcHBg27ZtzJs3zzjf3t6ed999ly5duuDn58eKFSsq/VoeYXq5BSUcPZtF4tlsjp3LMV5x83R34JFWXrTyd6OFnxuaevYmjrR6rFSq682nnytRfZqz77iObfsv8O/NSaz79QxDujWmR3sfbG3qZlMqxMNEvuUJcZ+KS8r4PvYs2/ZdwM7WmpH9WtAz2KdWRwKzs7Vm8KONCQ1swPrfzvDz/gvEHU8num8LOrXU1olbYoR4WHh5eTFlyhRGjx6NXq9nxIgRBAUFMWHCBF588UUCAwN56623eO6559Dr9XTo0IGxY8eaOmxxBwaDwtm0qxw5nUXC6SxS0q/fPuXiaEubxhraNHanbWON2TZud6O2tSY0qAHdA705npLD97vPseLnk2yOS2FYWFMebeeNldQXIUxGGjkh7sPRs9l8uSWJzNwiugd680SvAOo5qU0Wj6uzHc8MbE2P9r58tTWJjzYkEti0PqP7t6S+q+V9yRCirgoPDyc8PLzCZzc+F9e/f3/69+9f22GJSioqKeXo2RwOn8og/nQWeYV6VCpo5utKZI+mBDatT0Mv54emiVGpVLRprKG1vzvHUnJYt/MMn/94nB2HUhn5eAsae9czdYhCPJSkkROiGgqK9Hz7SzK7Ey7j5e7AtOiQOjVyZFOfeswe04lfDqay/tczzPo8jhE9m9G7g+9D88VDCCGqonxk4EMnMzh6LofSMgOOdjYENqtP+4D6tGtSH2eHujWKY21TqVS0/aOh25N4me92nGbeFwfo08mP4T2bYWchLx4XwlxIIydEFR1OzuTLrUnkFegZ/Kg/f+reuE4+/G1tZcXjjzSkQ3MPvtySxIqfT7L/eDpjB7fGy10GQxFCiJy8Yg6e0HHwRAYnL15BUaB+PXt6h/gS3NyD5n6u8sLs27BSqege2ICQ5lrW/3qG7QcuEn86i3GDWsvoyULUImnkhKik/Gt6Vm4/yZ6j6fhpnXl5RHv8vev++1A83Bx45algdiWk8e0vp5jz+T6G92pGn45+cnVOCPHQyckrJva4jh0HLnAqNRcAHw8nhjzamI4ttTT0dJbniivJ0d6GkY+3oGNLLf/66Th/W/E74d0b86fuTbCykp+hEDVNGjkhKuHIqUy+2JJEfqGeP3VvzJBujc3qLK1KpSIsyIe2jTV8ueUEK7cnc/BEBuMGt8bTzcHU4QkhRI3KzS9mf5KO/Uk6ki9eb94aejozLKwJnVp50qC+k4kjNG+t/N15a3xnVmw7yfe7z5F8MZeJ4W1wdbYzdWhCWDRp5IS4i8IiPSv/eBbOT+tkNlfh7kRTz56Xnwj64+pcMnM+38eTvZvRM0SenRNCWJaCIj0HT2QQdyydpPM5KAr4aZ0Y1qMp/bs1QU3NvUz9YWSvtmH8kDa0bOTO19tO8Oa/9/PC8ECa+biaOjQhLJY0ckLcQcKZLL7YnERufskfz8I1sYj35pRfnWvjr+GLzcdZvu0kB05kMHZQKzxc5eqcEMJ8lejLOHwqk7hj6cSfzqLMoODp7sCQRxvTuY0Xvh7Xr7xptc5kZOSZOFrLFBrUgMbeLny4Np6/rTjEuMGt6NrG29RhCWGRpJET4iaFRXq+/c8pdsWn4ePhxAuRgTRpYHlDK9d3teeVp4LZeeQSq/5zitmf7+Op3gH0DPaR50OEEGbDYFBIOp/DnqOXOXgig6KSMlyd1fTp6EeXNl409naR32m1zM/TmdljOvHPdQl88v0xLmcVEhHaRI6DEA+YNHJC3CD+dCZfbjlBbn4Jg7r6ExFaN0ekfFBUKhW9gn1p10TDv39K4qutJ9h3PJ1nBsmzc0KIui01I5/Yo5fZezSdnLxi7NXWdGrpSde2XrRq5C6DbZiYi6Oa154O4cstSXy/+xxXC/X8uV8LOS5CPEDSyAkB5BWWsPKXZPYeTcdXa7lX4e7Ew9WB16KC+fWPq3N//TyOyB7N6NvRT4quEKLOyCssYe+xdGITL5NyOQ8rlYp2TTU89VgAwQEeqOU9ZnWKjbUV4wa1xtXJjp/2ppBfWMKE8LYW8ZiCEHWBNHLioaYoCnuPpbNyezLXikv5U/fGDH608UNZZFQqFT2DfQlsWp+vtp7g21+SiTt2mWcGtqahp7OpwxNCPKRKywwknM5iV0Ka8bm3Rl7OPN2nOV3aeFHPSW3qEMVdqFQqRvRqhoujLav+c4qikngmDw+06LtdhKgt0siJh5Yup5DlW09w9FwOTX3qMXZgK3y10rBo6tnz0ogg4o5fb3Df+mI//Ts3Irx7Y+zkbLcQopZc1OWzKyGNPUcvk1eop56Tmr6d/OjergF+cnLJ7PTv3AgHOxu+3JzEh2sTmBwZKFdQhbhP0siJh46+tIwtcef5YU8K1lYqRvZrQe8QX7mF8AYqlYqubbxp16Q+q/9zip/2prDveDrR/VoQHOBh6vCEEBaqoEhP3LF0fotPI+VyHtZWKoKbexAa2IB2TTVYWz18d0tYkh7tfVCp4IufkvhwbTwvDg+SZk6I+yCNnHioxJ/O4pufT6K7co1OLbU83bcF7i7ywtI7cXawZdzg1nQP9Gb5tpN8uCae4AAPovoE4OnuaOrwhBAWwKAoJKXk8Ft8GgdPZFBaZqChpzNP921O1zZeuDjKrZOWJCzIByuVin/9eJylGxJ5ITIQG2tp0IWoDmnkxEMhPbuQVf85xeFTmXhrHHn1qWDaNtGYOiyz0bKRO2+OfYSf91/g+9hzzPpsHwO6NGRQV3/s1fJrRAhRddlXi9gVn8auhDQyc4twsrehZ3sfQoMa4O/tYurwRA3qHtgAfZmBr7ac4NNNx5j0p7ZyV4wQ1SDfwIRFKyjS80PsObYfuIitjRVP9GpGv0caytm/arCxtmJgV3+6tvXmux2n+CE2hd/i04js0ZTugQ2wkvcDCSHuobTMwJFTWfx65BKJZ7JQgNb+7kT2bErHFloZAOMh0ivYl2vFpXz339M42FkzZkArec+cEFUkjZywSPpSA//5/SI/xJ6jsKiU0KAGRPZoiquz3EZ5v9xd7JgY3pbHOvjx7S/J/PunJH45cJERvZvRtrFGCrEQ4hbp2YX8Gn+J3QmXuVpQgpuzmsHdGhMa1EDeWfkQG9jFn2vFpfwQm0I9JzsiezQ1dUhCmBVp5IRFKTMYiE28zPe7zpF1tYh2TTSM6NWMRl5ym86DFuDrysxRHdl3PJ11O8+waNURWvu7M6JXs4fqHXxCiNvTl5Zx8GQGvx6+RNL5K1ipVLQPqE9Yex8CZeAS8YdhYU3JzS/hh9hzuLvY0TvE19QhCWE2pJETFsFgUNifpGPjrrNczi7E39uFZwa2kufgapjVH6NbdmzhyY7DqWzafY55Xx4gOMCDiNAm8pyLEA+hS5kF/HrkErsT0igoKsXD1d54C7YMLiVuplKpGD2gJbkFJXy97QRuTmpCWmhNHZYQZkEaOWHWDAaFuOPp/BB7jrSsQnw9nPjLsEA6tPCQW/xqka2NFf06NSQ0sAHbD15ka9x55n6xn+AAD4Z0a0xTH7lCJ4QlK9GXcfBEBjsPp3LyYi7WVipCWmjp2d6H1o3d5RlacVfWVlY8F9GOhSsPsez7o0wb2UHu7BCiEqSRE2apWF/Gfw+lsiUuhYwrRfhqnXhuaDs6ttTKFwYTcrCzIbxbY/p08GP7gQv8fOACMV8doG1jdwZ29ae1v7upQxRCPECXMgvYefgSsYnXr755ujkwolczQgMbUM9JXhsgKs9Obc1LI4KI+eoAH66JZ9boTtR3tTd1WELUadLICbNytaCEHYdS2XH4Elfyi2nSoB5P9m5OSAsPaeDqEEd7G/4U2oR+jzRkx6FUtu6/wHvfHqaRlzNP9G1JSx8XGTlUCDOlLy3jwIkMdh6+xMkLV4xX33oF+9DKX66+ieqr56TmpSfa8/byg7y/5ggz/9wRBzv5qirEncj/DmEWUi7n8Z/fL7LnaDqlZQY6tvKkT4gvLRu5yS2UdZiDnQ0Du/rTt5Mfe46msyXuPH9fcRBXZzWPhfjSM9hXztoLYSYuZxey83AquxMuk39Nj6ebA0/0akZ3ufomHiBfDyeeH9aOxauO8PHGo7w0IkjeMSfEHUgjJ+qsYn0ZB5J07DiUyulLV1HbWBEa1IB+nfwIauVNRkaeqUMUlWRrY02PP170eyHrGmt/Ocn6387y/e5zdGyppXeILy0aSlMuRF1TWmbg95MZ7DiUStL5P66+NfegZ4gvreXqm6ghbRtr+PPjLfhq6wlW//cUUX2amzokIeokaeREnaIoCinpefwWn8beo+lcKy7FS+PI032a0z3QG0d7W1OHKO6DlUpFp9Ze+Hs4kpZVwH8PpRKbcJl9x3V4aRwJC2pAt3beuMn7/oQwqYwr19i8/wJb95zjaqEeD1d7hvdsSmhgA3kfp6gVvUJ8Sc0sYNv+C/h4ONGjvY+pQxKizqmVRi4/P5+oqCg+/vhj/Pz8amOXwsxkXy0i7ng6sQmXSc0swMbaik6ttPQI8pHbJy1Ug/pORPdtwfCezdh/XMdv8ZdYs+M063aeoU0Td7q19SakhRY7W2tThypElW3atImPPvqI0tJSxowZw8iRIyvMP378OG+88QYFBQV06tSJuXPnYmNj2nOrZQYDR05lseNwKkfPZKNSQfsAD3oG+9KuiUZubxO1LqpPAJezC1m+9QRe7vLieCFuVuNV48iRI8yaNYtz587V9K6EmblaUMLvJzOIO5bOyQtXUIBmvvUY3b8lj7T2xEmuvj0U7GytCQ1qQGhQAy5nF7I7IY09Ry/zyaZj2NlaE9Lcg0dae9KuSX1sbWSAFFH3paens3jxYtatW4darSYqKoouXboQEBBgXGbq1KnExMQQHBzMzJkzWb16NdHR0SaJN/tqEb8eucRv8Wnk5BXj5qwmvHtjhvZuAaWlJolJCCh/LUFb5n11kH+uT0RfZkCexhTif2q8kVu9ejVz5szh9ddfr+ldCTOQfbWIQ8mZHDyh48SFKygKNKjvSERYE7q09sJL42jqEIUJeWscGd6zGcN6NOXk+SvEHU/nQJKOvcfScbCzpn0zDzq00NKuqQZ7tdwZLuqm2NhYunbtipubGwD9+/dny5YtvPDCCwCkpqZSVFREcHAwAJGRkXz44Ye12sgZFIWjZ7PZcSiVw6cyQYG2TTWM7NeC9gH1sbayQuvuIM8iC5NztLflxeGBxHx1kNSMApr5yUleIcrV+Deh+fPn1/QuRB1mUBRSLudx5FQmR05lkZJ+/UtBg/qODHm0MZ1aeeKndZJbJ0UFVioVrfzdaeXvzsh+LTieksOBJB2HkjPZeywdG2sr2jR2p32AB0FN68u7hkSdotPp0Gq1xmlPT0/i4+PvOF+r1ZKenl7l/Uyb9go6na5aMWZcKSL7ahHW1ircnO1wdVJzNNmKo1v/t4xabUNJiWVekbPk3MAy8ysoKiVHl8LhrPOMHz/K1OHUCEs8bjey5Pxul5u+1IC1leq+bkv39PTks88+ueP8On1Ku3595xrfh1brUuP7MCVT5JeTV8ThkxkcOqHj0IkMruQXo1JBy0buPDO4DV3aeePnef9xWeKxU/9xlckSc7tRVfNr4O3KY10aU1Zm4NjZbOKOXibuaBrLt54AoKGXCx1beRLSwpM2Jr5aZ8nHzpJze5AMBkOFk1OKolSYvtf8yrK1tTb+zqiq+m72ODva4uKkvuvIk9Xdvjmw5NzA8vJTq22ws7WiWG8gJ7/EYu/gsbTjdjNLzk+ttsFgUMjNLyb7ahGFRaV4ujvgVd+p2tu0vcc4AXX6p5mVlY/BoNTY9rVaF4u+baS28su/pufkhSskpeRw/HwOqRkFADg72NKuiYbAZvVp10SDi+P/7my/VFC1XgAAIABJREFU37gs9diVlJSiVttYZG7l7vfYebvaEdHNnz892oi0rEISzmSRcCaLH3adYcPO09hYqwjwdb1+Ra+RO0196tXay8ct9d8l1GxuVlaqWjlxV1u8vb05cOCAcTojIwNPT88K8zMyMozTmZmZFeZXVkzMu1Ijq8mScwPLzW/8+FHorlzDLWQS44a245FWVf9/U5dZ6nErZ8n5FRlg/X+S2Z2QhmNxKU01jvQK8aVH+wb3dXL5Xlfz6nQjJ+oeRVHIyi0iOTWXUxdzSb54hYt/NG5qGyua+7nStY0XbZtoaOTlIu8YEjVGpVLh4+GEj4cT/Ts3olhfxskLVzh6NpuklBw2/naWDZzF1saKpg3q0aKhGwF+rjTzqSevsRA1qlu3bvzjH/8gOzsbBwcHtm3bxrx584zzfX19sbOz4+DBg3Ts2JGNGzfSo0cPE0YshPnw0Trj7+vK5z8cw9PNAX9vuVNAmIa+9H/v2Txx4fp7Nju21NIr2LfWRlyXRk78P3v3HR5VmTZw+Dc9ZTLpPSQhJJAQEkIHaQIiKEbKoiIsYFlw11VX9EOlqKuA7mJbkUVZddXFikgRBRFULIQWpIWWUAKk994mM+f7IxBBaiDJJJPnvi6uycycOed5mWTeed56WeVVZlKzSknNLOF4Rt2/4vIaAAx6DeEBJnpF+dIxyJWwAFdZVVDYjEGnISbMk5gwT6Cup/jIqSKSTxeRnFbEV1tTUc50Xvh7OhEWYCLM30T7ABOBXkb53RWNxtfXlxkzZjBlyhTMZjPjx48nNjaWadOm8cgjjxATE8PLL7/M3LlzKSsrIzo6milTptg6bCFaBbVKxV/HxTDvg50s+mIfT0/tKXuPimaVU1jBj3vqVvotq6zbZ3PKrVF07+CJybl511VttkTu+++/b65LiWugKAqFpdWk5ZZxMruMU9mlnMouJbeoqv4YXw8nOod6EBZgIiLIlSBvo+wrJFoso6OOHp286dGpblGJyupaUjNLOJpezLGMEvYezWfL/iwANGoVQd5GQvyMtPNxoZ2PkSBvI04O0tYlrk18fDzx8fHnPfb222/X/xwZGcmKFSuaOywh7IKrs55H/hDLix/+yhtf7OfJid3Qy56jognVWqzsScnjxz3pHEgtRK1S0TXckyHdA+kc6oGvj8kmw0blW0oboygKJeU1ZORXkJlfTnpeOem55aTnllFe9dtqO95uDgT7ujCoawCh/iZC/VxkXzfRqjkatESFehAV6gHU/S3kFVfV9ThnlXAyq5Rfk/P4aW9m/Ws8TQ4EeTsT4O1MgGfdME4/DyccDfLRKYQQthTs68L0+M4sXrmf/647xAO3R8sK2KLR5RVV8uPeDH7Zl0lxeQ0eJgNjBrRnYNcA3F1s3xMs30bskKIodcv0nirkyIk8cgoryS6oIKugkqyCCiqrf0vYHA1aAr2cz2wDYJSeCNFmqFQqvN0c8XZzrJ8wf7Zn+lROGem5ZaTllpOWW0bSiQIs5ywq4e5iwM/DCV93R3w9nPBxd8TH3QmTm32uoiaEEC1Rt47ejL+xA59vPoafhxNjBobZOiRhB2otVvYezefHvekcOF4AKogN82Rwt0Biwzxb1Gg0+bbeClkVhdIKMwUldfsA5ZdUk19cRX5JFXlFleQWV52XrMFvXzz7dvbF39MJf6+6HgY3o15asIQ4Q6VS4WFywMPkQFy4V/3jFquVnMJKMvLKySqoICOvgpzCCnYezjmvJxvA1ajH29URLzcHPE1n/rk64OFiwMPkIL15QgjRiEb2qVvB+MstqXi7OdI/xt/WIYlWKq+okp/21c19Ky6rwc2oJ75/KIO6BuBhapn71co3ihak1mKltMJMSXkNJRU1FJfVUFxeTXFZDUXlNRSVVVNUWk1hafV5vQMAep0aL1dHPE0ORAS54e3mQFiwB44a8HZzlLHjQlwHjVqNv6cz/hfZC6as0kxOYSU5RRWU11g5mV5MXnElR9OK2VGSg1U5/2/VQa/B3cWAm9GAm1Fftxmz0YDJWYerswGTsx6Tkw5nR52s+iqEEFegUqmYMrIT+SVVvL/+MB4mB6JC3G0dlmgl6nrf8vhxb0Z971tMmCc3jggkpoMHGnXLXghNErlGZrUqVNXUUlltobK6lorq2vrbiqpayqvMlFfW3ZZV/vavtMJ8QS/aWQ56Tf2XvvAgV9xdDLgbDXie6TlwNxlwcdRd0LNmz/t1CNFSGB11GB11hAWYLvibs1itFJXWUFBaRUFJNQWlVRSW/tYgk3y6mOLyamotF+4FplL9dm4XJz1GRx3ODlqMjjqcHLQ4O9TdOhm0OJ65ddDX3ep1aulpF0K0GVqNmr+O7cILH/7K4pX7mf3H7gR628/elKLx5RRV8vPeut63kvIa3F0MxPcPZWBsAJ6uLbP37WLsOpE7kVlCeZW57o4CVqVuDoyigMWq4JJRSmFRBVarQq3VisWqYLEoWCxWzBYrFouC2WLFXFt332y2UlNroebMbbXZQnWNlRqzhSqzhaqaWmrM1ivGZdBrMDpocT7zJc3L1QEXJz0uTjpMTvozLfJ6TEY9rk56DHrpTROiNdKo1Xi6Oly2Ujg7p7WkvIbi8rpe+NIKM6UVNZRVmCk909CTXVhBWaWZ8krzRRO/c6lUdQ1ABp0Gg16Lg06DQadGr9PU/dOq0WnV6LUadFo1Wq0KnUaNtv6fCo1GjUatQqNWoVarcMsspay0CrVKhVpd1wquAtxNDgR6XdhTKYQQzcnJQcejd8Sy4H+7eHX5XuZM7tFih8MJ2zi779tPezM4dLIQlQq6dvBiUFwAMWEtv/ftYuw2kcspqmTeB4nXfR61SoVOp0anUaPXqdFp674E6XVqDDoNpjOJloNOg0GvwVGvxUGvwcGgxdGgxVGvwemclnMnBy1aTev7RRFCNA2VSlXf8xZwFQmRoijU1Frre/grz/T2V9bUUnVmJEBlTV3DUlWNpa6h6cxteVUthaXVmGvrGqPMtdb6f5dPDS9No1axdOaNMgxUCGFzXq6OzLizK//8+Fde+WwPs/7YA6OjrLjd1qXnlfPTngwSkjIpr6rF0+TA2IHt6R/j3+qTfbtN5HzcHJn3pz5UnrMQgUoNKlSoVHVfPjw9jRQXVaDRqNCozrRAa1Ro1ar6lumWtDKNEEKoVKq6njadptGWPlYUpX5EQt1ohLoRCrXWuhEKVgVcXR3Jzy/Hqih18/4UUJS6xV0kiRNCtBTBvi48PC6WV5fv4fXP9/J/E7rJyKY2qKqmlh2Hcvh5bwbHMkrQqFV06+jNoK7+dA71sJt6y24TOeCKw328vV3I1drHGymEENdKpVKh1ajQasDAxb/weHu7YNTJaAIhRMsXGeLO9Pho3lyTxKIv9vG38bGy6FsboCgKR9OL+XlfJjsP5VBtthDg5cxdQ8Pp18UPk5Pe1iE2OrtO5IQQQgghRNvTM9KH+8xRvPv1IZasTuKhcTEytcVOFZVVk5CUxS/7MskqqMCg19AryodBXQPoEGCy68W/JJETQgghhBB2p3+MP+ZaK//bcIS31hzgz6OjJZmzE7UWK3tS8vhlfyZJxwuwKgoRQa7c0ieSXlE+OOjbRorTNkophBBCCCHanBu7BWK2WPlkUwpLViXxlzHR6LQyzLI1UhSFU9ll/LI/k+0HsymrNONm1DOyTzADYv3x83CydYjNThI5IYQQQghht4b3bIdWrWLZt8ks+mI/D42LwSBz5lqNorJqth3IZktSJum55Wg1arpFeDEg1p/oUI82vTChJHJCCCGEEMKuDekehFaj5v31h3ntsz08PD4WZwfZmqClqjZb2J2cS8KBLA6cKEBRICzAxOQRnegd5SPv3RmSyAkhhBBCCLs3sGsABr2Gd746yIsf/sqMO7ri6dq69xGzJ1arwqFThWxLyiIxOZfqGgueJgO39g3hhi5++Hteea/VtkYSOSGEEEII0Sb0jvLFxUnP4pX7WLAskUfv6Eqwr4utw2qzFEXhZHYp2w5ks/1QNsVlNTgaNPSK9KF/Fz8i2rnZzZ5vTUESOSGEEEII0WZEhbgza1IPXvt8Ly8s28V9o6LoHeVr67DalMz8cnYcymH7wWyyCirQqFXEhHlyQxc/uoZ7yoI0V0kSOSGEEEII0aYE+Rh5ZmpP/r06ibfWHOBkdinjBoWhUcv2BE0lK7+cDdtOsuNQNqeyy1ABnYLdGNG7HT06+WB0lHlvDSWJnBBCCCGEaHNcjQaeuLsbH21MZv22UxxLK2ZafLTMm2tEeUWV7DySQ+LhHE5klgJ1i5ZMGBpOryhf3F0MNo6wdZNETgghhBBCtElajZqpIyMJD3Tlw43J/P29HUwdGUnPSB9bh9ZqZRdUkHgkh8QjuZzMqkveQvxcuGdUZzq3c8XLzdHGEdoPSeSEEEIIIUSb1j/Gn/AgV5auOcCS1Un0ivRh4vCOuDrrbR1ai3d2o+5dybnsTs4lPa8cgPb+Ju64sQM9In3wcXPE29uF3NxSG0drXySRE0IIIYQQbZ6vuxOzJ/dg/baTrE1I5WBqAXcMCWdArL+snPg75loLh08VsedoHntS8igsrUalgk7t3Lh7WAQ9OnnjYZIhqk1NEjkhhBBCCCGoG2oZ3789PTr58P43h3l//WG+/zWNu4dF0CnY3dbh2VRBSRX7j+ez71g+B1MLqTZb0OvUdGnvydiBXnQN98TFSXowm5MkckIIIYQQQpwjwMuZWZO6s/1QNis2H+OfH+8mtoMn8TeE0iHQ1dbhNYsas4XktCIOnCgg6UQB6bl1QyY9TIb6bQIig93R62SrAFuRRE4IIYQQQojfUalU9O3sR/cIbzYmnmbDjtMsWLaLzqHujOgdTHR7D7sacllrsXIyq5RDJws5dLKQlLRiai1WtBoVEUFu9B/iT0yYBwFezqjsqNytmSRyQgghRCPKyMhg5syZ5Ofn0759e15++WWcnZ3POyY9PZ3bbruN4OBgALy8vHj33XdtEa4Q4gr0Og2j+oUyrEcQm3dn8M2OU7y2fC8+7o7cGBdIv2hfXI2tbxn9arOFExklpKQVkZxWzNG0YqrNFgDa+RgZ2j2QzqEedAp2wyC9bi2SJHJCCCFEI3ruueeYOHEio0aN4t///jdLlixh5syZ5x2TlJREfHw8zz//vI2iFEI0lINey8g+wQzrEcSuIzl8/2s6y384yuebj9I5xJ1eUb7EdvDErQUmdVarQmZ+OalZpRzPLOF4RglpOWVYrAoAgd7ODIjxp1OwGx2D3TDJXLdWockTubVr1/Lmm29SW1vL1KlTmTRpUlNfUgghhLAJs9nMzp07+fe//w3AuHHj+OMf/3hBIrd//36Sk5MZPXo0rq6uzJkzh06dOtkiZCFEA+m0avpG+9E32o/0vHK2H8xm24Es3l9/GIAQXxc6h7oT0c6N8EBXjI66ZotNURRKK81k5pWTkVfO6ZwyTueWcTqnjBqzFQAHvYb2/iZG9gkmIsiVDoGuODs0X4yi8TRpIpednc1rr73GypUr0ev1TJgwgT59+hAeHt6UlxVCCCFsorCwEKPRiFZbV716e3uTnZ19wXEGg4Hbb7+dCRMm8PPPP/PXv/6VdevWoddffSu4p6ex0eK+FG9vlya/hq3Yc9nAPsun15/9u2o5ZfP2diEuyo/p42JJzSxh58FsEg9lszHxNOu3nwLA18OJUH8Tof4m/L2c8fN0xsfdCTcXPTqt5oLzXY7FYqWkvIaismryi6vIL64kt6iSrLwKsvLrkrfSipr6442OOkL8TYzsG0qHIDc6BLkS5OOCRm2bOW4t6b1rbLYoW5MmcgkJCfTt2xc3NzcARowYwTfffMNDDz10Va9/8snHyMnJabL49HotNTW1TXZ+W7Pn8tlr2Y4cOYxareL++yfbOpQmY6/vHUjZrpWPjw/vvPOfJjl3U1q/fj0vvvjieY+FhIRcsAjAxRYFePjhh+t/Hjx4MK+88grHjx8nMjLyqq+fn1+G9cywqKZgz5v32nPZwH7LV1NTi16vbbFlM+rUDOnqz5Cu/tSYLZzILOFoejGnsss4mVnCjoNZKL/7k3U0aHF20OKg1+DspEexWFGfSbIsVoVai4K51kJldS2V1RYqqi/8HFapwNPkgLebI907euHv6UyApxMBXs64uxgu+AwqyC9rsv+Dy7HX30tourKp1arLNto1aSKXk5ODt7d3/X0fHx/27dt31a/X6TT1rS9NpanPb2v2XD57LNvZD297LNu57Ll8UraG07XSSfS33HILt9xyy3mPmc1m+vTpg8ViQaPRkJubi4+PzwWvXbZsGbfddhvu7nX7UimKUt+LJ4Ro/fQ6DZ2C3c/be85ca6WgpIrcokryS6ooqTBTUl5DRVUt1WYLVqCqyoxVOfOZoFFj0KvQafQ4GrT1SZ/JWY+Lkx43ox4PFwdcjXq0GrXtCitspklrDavVel4rgKIoDVqudP78l6S18TrYc/nstWz33z8ZvV7Lm2++Z+tQmoy9vncgZbtWahsN8WkKOp2Onj17sm7dOuLj41m9ejWDBg264LidO3dSVVXFtGnT2LFjB1arlbCwMBtELIRoLjqtGl8PJ3w9nC76vD3XIaJpNGn67ufnR25ubv39S7VMCiGEEPbi2WefZfny5dx6660kJiby6KOPAvDJJ5/w+uuvAzBnzhwSEhK47bbb+Oc//8krr7yCWi0t6kIIIa5ek/bI3XDDDbzxxhsUFBTg6OjIt99+y7x586769c3RSmtPLcEXY8/ls8ey+fj4oNNp7LJs57Ln8knZWs55bSUwMJBly5Zd8Pjdd99d/7Ovry/vvXd9Pe9SR14fey4b2Gf52kIdac9lA/suX1OU7UrnVCnK76ddNq61a9eydOlSzGYz48ePZ9q0aU15OSGEEEIIIYSwe02eyAkhhBBCCCGEaFwyIF+Iq/Ddd98xf/58ADZv3lw/z6UhHnjgAVauXNko8Wzfvp3bbrvtisctXryYTZs2NejcmZmZ3HbbbYwePZrdu3df9tjJkyczdOhQFi9efMljNm7cyK233kq3bt0aFIcQQgjbeOqpp3j33XdtHUa9q4mntLSUKVOmNPjcK1eu5MYbb+T++++/7HFpaWlERUUxevRoDh06dMnjZs2aRf/+/Xn++ecbHIsQDSVrHQtxFYYNG8awYcMA2L9/P8XFxTaO6Ops376d8PDwBr/Gy8uL999//6qOf+KJJxg5cuQlnx8+fDhRUVHEx8c3KA4hhBDiahUXF7N///4Gv2716tXMmDGD0aNHX/FYBwcH1qxZc9ljXnzxRd544w0KCwsbHIsQDSWJnGhVtm/fzquvvoq/vz8nTpzA0dGR6dOns2zZMk6cOMHNN9/M7NmzsVqtvPDCC+zdu5fy8nIURWH+/Pn06NGDgoICZs2axalTp3Bzc8Pb25uIiAgefvhhYmJimD59Olu2bCEnJ4c//elPTJw4kZUrV7JhwwYefPBBPv30UywWCy4uLoSEhLBhwwaWLl0KUH/c0qVLyc7O5qmnniInJ4eAgADy8/Pry3Hs2DEWLFhAUVERFouFyZMnM378+AvKO3ToUEaNGsWWLVsoLS3l3nvvZeLEiecdU1paynPPPcfhw4dRqVQMHDiQxx57jM8++4ykpCQWLlyIRqNh+PDh573us88+Y9myZajVary8vHj66afJzs7mX//6F6WlpUyePPmCBRuGDh1KbGwsR44c4bHHHjvvuTfeeIP09HRyc3NJT0/H19eXl156SVaqFUKIFmj79u28/PLLBAQEcPz4cRwcHPjHP/5Bhw4dANi9ezcTJkwgLy+PiIgIXnnlFZycnFixYgWfffYZZrOZ4uJipk2bxsSJE8nNzeXJJ5+sT2AGDx5cv2Lr559/zieffILVasXNzY2nn366/jpXG89ZiYmJLFy4kMrKSnQ6HY8++iiDBg1i1qxZVFVVMXr0aFauXIlG89v+lJeqJxcuXMj+/ftJS0ujsLCQe+6557x4FixYgJOTE+Xl5ReMxBk6dChjx45l69atZGZmMnr06PryCtFsFCFakW3btilRUVHKgQMHFEVRlPvvv1+56667lOrqaiU/P1+Jjo5WsrKylF9//VV5+OGHFYvFoiiKoixdulR54IEHFEVRlBkzZigLFy5UFEVRsrOzlf79+yuLFi1SFEVROnbsqCxbtkxRFEXZv3+/0qVLF6Wqqkr54osvlOnTpyuKoiiLFi1SnnvuOUVRlPMe//39Bx98UHnttdcURVGU1NRUJS4uTvniiy8Us9ms3HrrrUpSUpKiKIpSUlKi3HLLLcru3bsvKO+QIUOUp59+WrFarUpmZqbSp08f5fDhw8q2bduUUaNGKYqiKE888YQyb948xWq1KtXV1cp9992nLF26VFEURfnjH/+orF+//oLzJiQkKDfddJOSn59fH/ctt9yiWK3WC8r0+3gWL15cf//c8y9atEgZNmyYUlpaqiiKojzwwAPK66+/riiKopw+fVqJi4u76DmFEEI0v23btimRkZHKzp07FUVRlI8//lgZO3asoiiK8uSTTyrjx49XKioqlNraWmXs2LHKqlWrlLKyMuXOO+9UCgoKFEVRlN27d9d/ti9evFh5+umnFUVRlPLycuXRRx9VSkpKlO3btysTJ05UKioqFEVRlJ9//lkZOXJkg+N55513lIKCAqVfv37Knj17FEVRlOTkZKV3797KqVOnLlvPXEs9eTaetLQ0RVEurMeGDBmi/OMf/1AURVGysrKUmJgY5dSpU4qinP89QYimJD1yotUJCgqic+fOAAQHB+Pi4oJer8fDwwNnZ2eKi4vp1q0brq6ufPrpp5w+fZrt27fj7OwMwI8//siqVauAuqWMfz8s8OwQyujoaGpqaqioqLimOBMSEnjyyScBCAkJoU+fPgCkpqZy6tQpZs+eXX9sVVUVBw8eJC4u7oLzTJw4EZVKhZ+fHwMHDmTLli1ER0fXP//TTz/xySefoFKp0Ov1TJgwgQ8++IDp06dfMraff/6ZW2+9FQ8PDwDGjRvHggULSEtLu2K5evbsecnnevfujdFoBKBz586tZgiqEEK0RZGRkfWf6X/4wx94/vnn63vUbrrpJhwdHQGIiIigoKAAZ2dn3nrrLX788UdSU1M5fPhwfR05cOBApk+fTmZmJjfccAOPP/44Li4ubN68mZMnTzJhwoT665aUlFBUVISbm9tVxwOwb98+goOD6dq1a31c3bt3Z8eOHfV17MVcSz0J4O/vT2Bg4CWfP/t9wdfXF09PT4qLi2nXrt1lzylEY5JETrQ6er3+vPta7YW/xps3b2bBggXce++9DBs2jLCwML788sv645VzFmv9/Sa8BoMBAJWqbu8O5TILu6pUqvOeN5vNl3zubJxnh2WeO84+Ly8PFxeXi17j3PJZrdYL4rVarfWxnr1fW1t7yZjPHvN7iqJc8XUATk5Ol3zOwcGh/uffl18IIUTLcu7ww98/dm7dc/bzPCsri7vuuos777yTHj16MHLkSH744QcAYmNj+e6779i6dSvbtm3jjjvu4O2338ZqtTJ69GhmzpwJ1NU/OTk5uLq6NigeqKs/z63v4OrqrmupJ+Hy9R389n0BpM4TtiGrVgq7tGXLFoYMGcLEiRPp0qULmzZtwmKxAHXj9lesWAFAYWEhmzZtuqBiuByNRlNfAXh4eJCSkkJ1dTVms5kNGzbUHzdw4EA+++wzADIyMti+fTsA7du3P2/C9NlVIpOSki56vdWrV9efY8uWLQwaNOi85wcMGMCHH36IoijU1NSwfPlybrjhhgtiPdfAgQNZt24dBQUFAHzxxRe4ubkREhJy1f8PQgghWrfDhw9z+PBhoG7edLdu3TCZTJc8PikpCQ8PDx588EEGDBhQn8RZLBZefvlllixZwk033cScOXMIDw8nJSWFAQMG8PXXX5OTkwPAJ598wtSpU68pnri4OI4fP86+ffsASElJYefOnfTu3RutVovFYrloMnW5elKI1kx65IRdmjBhAo8//jjx8fHU1tbSv39/vv32W6xWK7NmzWLu3LnEx8fj5uZGQEDAeT1JV9K3b1/+7//+j3nz5jFr1ix69erFLbfcgre3N3369OHIkSMAPPvss8yaNYtbbrkFPz8/IiMjgboexSVLlrBgwQLeeecdamtr+dvf/kaPHj0uer20tDTGjRtHVVUVc+fOJSwsjNzc3Prn586dy/z584mPj8dsNjNw4ED+/Oc/A3WTsV999VXMZjNjx46tf03//v255557mDp1KlarFQ8PD5YuXXpBb58QQgj75eXlxb/+9S/S09Px8PBg4cKFlz2+f//+rFixgpEjR6JSqejduzceHh6cPHmSqVOn8tRTT3Hbbbeh1+vp1KkTo0aNQq/XM23aNO677z5UKhVGo5HFixdftAH1SvF4eHjw+uuvM2/ePKqqqlCpVLz44ou0b98ei8VCbGwso0aN4qOPPsLd3b3+dZerJ4Vozdr8huCJiYm88MILmM1mAgMD+ec//3nR7v7WaNeuXbz44ouYzWbc3Nx44YUXLjvWuzX617/+hUaj4eGHH77q13z00Ud07tyZbt26UVNTw8SJE3n44YcZPHhwE0Z6ddauXcubb75JbW0tU6dO5d133+X1118nJibG1qFd1OTJk5k0adJltx+AumQ0Pj6en3/+mQkTJvDWW28RFBTUTFE2vcWLF7N+/Xqgrsf3iSeesHFEjev1119nw4YNqFQqxo8fz7333mvrkEQzsOf6EaSO3L59O/PmzeOrr76yQWQXulI8v68fJ02a1Kzxna3HrrS/KlC//cAzzzxz1ecvKyuzy/oR7LuOtHX92Oab32fNmsXChQtZu3Yt4eHhLWoDzOs1c+ZM5s+fz5o1a4iPj6/f0NoelJaWMnv2bN57770GvzY8PJx58+YxZswYxo4dy+DBg1tEEpednc0vUjEmAAAgAElEQVRrr73Gxx9/zOrVq+uXd27pFi5ceMUNwadPn47FYuHuu+8mNTW1+YJrBgkJCfzyyy+sWrWK1atXc+DAATZu3GjrsBrNjh072LZtG19++SVffPEFy5Yt4/jx47YOSzQDe64fQerI1uRi9ePRo0ebPY6z2xtcaUPwTz/9tEHn3bt3r13Wj2DfdWRLqB/b/NDKdevWodPpMJvNZGdn06lTJ1uH1Chqamr429/+Vj+cr1OnTnz44Yc2jqrxfPfdd4SGhl5Ty0efPn1YuXJlE0R1fRISEujbt2/9Kl4jRoxAUZQW2xsHXLDP3MUMHz6c4cOHM2fOHMaOHWtXLXEA3t7ePPXUU/WL8HTo0IGMjAwbR9V4evfuzf/+9z+0Wi3Z2dlYLJYrLgAg7IO91o8gdSTU1YUtpTcOLh/PxerHb775hoceeqjZ4gsKCrpsAnfWiy++2OBzL1++nGeffdbu6kew7zqyJdSPbb5HTqfTceTIEQYPHsz27dsZNWqUrUNqFHq9ntGjRwN1qzMtXryYm266ycZRNZ4xY8Ywffr0i65w1Vrl5OTg7e1df9/Hx4fs7GwbRtS4FixYcNmtC1qriIiI+m0jUlNTWb9+fYvo4W1MOp2ORYsWMWrUKPr164evr6+tQxLNwF7rR5A6srWR+rH1svc60tb1Y5vpkdu8eTNLliw577Hg4GBefvllOnXqREJCAmvXruWFF17gjTfesFGU1+ZyZaupqamf1/DAAw/YKMJrd7myAZdcsr81cnZ2RqfT1d93dHQ8b7K2vfD19bWbLxfnOnHiBLNnz+bvf/87oaGhtg6n0T3yyCNMnz6dOXPm8NVXXxEfH2/rkEQjsef6EaSOtAdSP7Z+9lxH2rJ+vO7FTi43OfPQoUPMmTOH8vJyevbsyXPPPXfRPb+EEEIIIYQQQly968qq9u7dy9y5cy85OfPsROK4uDhmz57N8uXLmThx4lWfv7CwHKu16RbV9PQ0kp9f1mTntzV7Lp+9lu3JJx9Dp9Mwf/5Ltg6lydjrewdStmulVqtwd3duknPbM6kjr509lw3st3z2Xkfa6/t2lj2Xr6nKdqX68boSuctNzkxPT6eqqqp+XOy4ceNYtGhRgxI5q1W5rkqqsroWB73msps9N2Ul2BLYc/nssWw5OTmoNWrMtRY0drynmz2+d2dJ2URzuZ46stZiBUCrufznjD2/5/ZcNrDP8uXk5KDXa+2ybGfZc9nAvstni7JdVyK3YMGCSz73+4mp3t7ezToxNa+okiff2orRSUenYHe6dvCkXxc/1JdJ6oSwBYvVyne70tmdnMvR9GIsFoUZb2yhe0dvekX50DnE/bKNEULYgrnWwsbENE5klPDA6OgrJgSiZVn+w1G2HcjmjiEdGBDjL58xQgjRCjXZhDWr1XpexaAoSoMrCk9P4zVf38vLyOOTerDrcDb7j+aReDiHxORcZtzdHU9Xx/rjvL3tYyLwpdhz+eyhbEfTinhj+R6OpxfTIcgVk7MBg05N90gfdh7M4qe9GfTt4sejE7rj7Ki78glbCXt47y6lLZRty74M3lt7gOyCCgbGBeLna5JEoJUZ1j2I1KxS3lt3mF/2ZTJ5RCeCvK+9zhVCCNH8miyR8/PzIzc3t/5+Xl4ePj4+DTpHfn7ZdXVTdm7nSud2rig3RfDzvkw+3pTMXxd+z/2jOhMX4YW3twu5uaXXfP6Wzp7LZw9l+25XGp9sSsHFSceDY7rQo5M3f/rBAb1eyz0jOjFxaDjf/5rOis3H+NsrP/DXsTEE+bT+L1r28N5dir2XLSenhJU/HefrrScJ8jby+IQ4okM9yMu7vnkBarXquhruRMP5ejjx1KTu/LIvk89/OMrf/7uToT0CGTOgPU4O9tNoJIQQ9qzJxsIEBgZiMBjYtWsXAGvWrGHQoEFNdbnLUqlUDOoawN/v7Y2XmyOLV+5nd0rulV8oRBPZmHiajzYm0zXck/nT+tAz0ueCHg29TsPIPsE8MbEbVTUW5i9L5Gh6sY0iFm2d1arwyaYUvt568sznaS+iQz1sHZa4DuozdeOLD/RjUFwA3yWmMes/2/hhdzoWq9XW4QkhhLiCRk/kpk2bxv79+wF4+eWXefHFFxk5ciQVFRVMmTKlsS/XIH4eTjxxdzdC/Fx4c3USe5JzbBqPaJs2JZ7mk00pdO/ozV/GdMH5Cq3fHdu58cw9vXAzGnj9872k55U3U6RC1FEUhSVf7GXTrjRu7tWOqSM7oVbLUMrLWbx4MaNGjWLUqFEsXLjwos8PGTKE0aNHM3r0aD766CMbRFnH6KhjyohOPHNPL/w8nFi24QjPvLuDbUmZXOcORUIIIZpQowyt/P777+t/fvvtt+t/joyMZMWKFY1xiUbjaNAy486uLPx4N/Pf28Hjd8URHuhq67BEG7HtQBYfb0qhW4QXf27AAhHuLgYevyuOF5bt4tXP9jBncg88TA5NHK0QddZtO8mGbScZ1S+EcYPCZD7cFSQkJPDLL7+watUqVCoVf/rTn9i4cSPDhw+vPyYpKYlXX32Vbt262TDS84X4ufDUpO7sTsnj883HWPDeDkL9XLh9QHu6dvCU910IIVqYNrnMmNFRx+MT4vAwObB45X4KS6ttHZJoA1KzSnhv/WE6BrnylzFdGrzKn7ebIzPu7EpVTS2vLt9LVU1tE0UqxG92J+ey8sfjDOoWKEncVfL29uapp55Cr9ej0+no0KEDGRkZ5x2TlJTE0qVLiY+P5/nnn6e6umXUQyqViu4dvZl3f28euTOOskozi1bs47n3dpKQlFm/bYEQQgjba5OJHICrs5659/am2mzh36v2Y66Vykk0neLyGt74Yn/dwiZjY655qfZgXxf+OjaGzPxy3lt3WIY9iSZ1OqeM/6w9SKi/C4/c1U2SuKsUERFRv4dqamoq69evZ/DgwfXPl5eXExUVxcyZM1m1ahUlJSUsWbLEVuFelFajZnifEF6Y3pd7b43EbLHyzleHmPlmAmt+OUF+cZWtQxRCiDavyVatbA2C/Uzcf2sUS1Yn8fGmZKaOjLR1SMIO1VqsvLlqP+WVZmb9sQcmZ/11na9zqAfjB3fg883H6BBg4ubewY0UqRC/qaiqZfHKfTgaNDw0LhaDTmPrkFqdlJQUHnjgAZ544glCQ0PrH3d2dj5vGsJ9993H7NmzmTFjRoPO3xwrffr7uTLOz5UxQzqyOzmHL386zppfTvDllhN06+jDkB5B9I72a5UrXdrzViFgn+XT6+u+ttpj2c6y57KBfZfPFmVr04kcQM9IH0b1C+HrrScJ8zcxsGuArUMSdmbVT8dJTitmWnxnQvwa5498ZJ9gjmWUsPyHY4T4udAp2L1RzisE1C1u8t66QxSUVPPkxO64uxhsHVKrs2vXLh555BFmz57NqFGjznsuIyODhIQExo8fD9T9f2u1Da+Or3eLniv5/XYawZ5OPDS2C7lFlfyyL5MtSZm88nEOOq2a2DBP4iK8iOngicnp+hqrmoM9bxUC9lu+mppa9HqtXZYN7Pd9O8uey9dUZbvS9jxtPpEDGDswjOMZJXy0MZmwABOBsimqaCR7j+axfvspbowLoF+0X6OdV6VScf+oKJ7/IJG3vjzAc/f2vu6ePiHO2pSYxq7kXO4cEk54kCwG1VCZmZn89a9/5bXXXqNfv34XPO/g4MBLL71Enz59CAoK4qOPPjpvIZSWztvNkbGDwhg9sD1H04rZeSiHxOQcdiXnogLCAkxEhboTFeJBeKAJnVZ6c4UQoilIIkddtjs9vjPP/ncHS1Yn8czUXhj0UvGI65NfXMU7Xx2knY+Ru2+KaPTzOxq0/GV0NPP/t4u3vzrIjDu7opY5TOI6Hc8oYfkPR4kL92JE73a2DqdVevfdd6muruYf//hH/WMTJkzg+++/55FHHiEmJobnn3+ev/zlL5jNZrp37869995rw4ivjVqlomM7Nzq2c+Pu4RGcyi5lT0oeB04UsG7rKb5KOIlWoyLUz0R4kCsdAkyE+pnwMBlkvqUQQjQCSeTOcDUamHZ7NK9+uocPNx7h/lGdbR2SaMVqLVbe+jKJWqvCg2O6NFmLdLCvCxNviuB/G46wfttJRvULbZLriLahvMrMW2uScDMauP+2KPmyfY3mzp3L3LlzL3j87rvvrv95xIgRjBgxojnDalJqVV3CFupnYszAMCqqakk+XUTy6SJS0ovYuPM035wZBmpy0tHO14V2PkbaeRsJ8HLG39MJvczDFEKIBpFE7hzRoR7cdkMoaxNSiQx2p3+Mv61DEq3Uyp+Ocyy9hAduj8bXw6lJrzU4LoDDpwpZ9dMJIoLqWseFaChFUfjv14coLK3mqT92v+JG9UJcjpODlrgIL+IivAAw11o4lVNGamYpqVklnM4pY1PiaWotdcmdCvByc8DXwwk/Dyd83Z3wdnPEx90RT5MDOm2bXWRbCCEuSRK53xk9oD0paUUs23CEUD8XmS8nGmzv0Ty+2X6KG7sF0qezb5NfT6VSMXVkJKlZpby1Jom/39e7VSw2IFqWTbvS2J2Sx11Dw+kQIPPiROPSaTV0CHA973er1mIlu6CCjPwK0nPLyCqoIKuggpTTxVSbLfXHqQBXox4vV0c8TAY8TQ54mBxwMxrwMBlwMxowOevQqCXZE0K0LZLI/Y5arWL67dH8/b87eHPNAZ6e0lPmy4mrVlByzry4YeHNdl1Hg5YHx3Spmy+39iAz7uiKWi3D4sTVOZFZwvLv6+bF3dxL5sWJ5qHVqAn0NhLobaRXpE/944qiUFJeQ05RJTmFleQXV5FXXEVecSWpmaX8mpxb35N3lkoFJic9rkb9mcROj6uzvv7WxUmPyUmHi5Meo6P0Ngsh7IMkchfhZjQw/fZoXvl0D//bcIQ/yVwRcRXMtVaWrG76eXGXEuzrwqThEXzwzRG+2prK7f3bN+v1RetUWlHDv1ftx81o4L5R8lknbE+lUuFqNOBqNBARdOFQcauiUFZhprC0moLSKorKaigqraaorJri8hqKy2o4lV1KaYUZy0W2Z1ABRic9RkctRkcdRkcdLk46nM/8fO4/Z4e6WycHLVqN9PgJIVoWSeQuoXOoB7cPaM+aX04QFmBiWI8gW4ckWrhPvkvheEYJD47p0uTz4i5lUNcAkk8Xsebnut/bLu09bRKHaB2sVoX/fHmAkvIaZk/uIT0VolVQq1SYzvS2XW5vTquiUF5ppqS8htIKMyUVdbelFTWYrZBbWEFZRV3P3/HMEsoukfid5WjQ4OxQl9w5O2rP3Opwdqj72enMrdFRi5PDmccddei1amkgEUI0CUnkLiO+fyipmSV8+l0K7XyMsoiEuKRf9mWyeXc6I/sE0/OcIULNTaVSMWVEJKdzyli65gBPT+2Jj7ttkkrR8q355QQHUguZOrIToX4mW4cjRKNSq1S4ONUNq/y9i23eqygKVTUWyirNlFWaKa86c1tZS3mlmbIqM+WVZsqraimvMpNfUk1FVd3zVuXSCaBWo7og6Ts3ETSeSfjO9v45n+kpNOg0kgAKIS5LErnLUKtUTIvvzLwPEnlzdRLP3NMLdxeDrcMSLUxqVgnLvj1CZLAbfxgcZutwMOg1PPSHWOa9v5M3Vu5nzuQeOOjlT12cL/FwDmsTUhkQ48+grgG2DkcIm1OpVDgatDgatHi7OV71684mgOVnkrqKqrpkr6zKTEVV7Znk70wCWGkmv6SKUzl1SWKN2XrJ82o1qvOHejrpcXHS4eKoO5Og1v1sctbj4lw390/2EhWibZFvd1fg5KDjoXExzP/fLhav3McTE7tjkL1uxBkFJVW8vmIfJic9fx7dpcWsmubj5sifR3fh1eV7ePfrQ/xlTBep4EW9k1mlvPPVQToEmpg8oqO0+gtxHc5NAL0auOCrudZKxdmev6ra33oDz9yWnvm5tMJMWk5Z/XMX6/9TqcDFqW5xFy83R5z0GlyNBtyMetxd6lb3dHcx4GrUt5i6SghxfSSRuwqB3kam396ZxV/s5+21B3lwrHwpFlBVU8uiFfuorrHw+OQ4TM4ta8n/6PYe3HFjOMt/OMoXm49xx5DmW0VTtFyFpdUs+mIfLk46HhoX2+yL8gghfqPTqusXdrlaVqtSl+RV1FByZs5faYWZ4vJqSs4s9lJWaSY1s4SS8poL5v2pVODqrMfT1QFPU90/LzdHvFwd8HFzxNPVQRZ2EaKVkETuKnWL8GbCsAg++S6FFT8c486h8qW4LbNaFd5ee5DTuWX8bXwsQS10v8ERvduRW1TJ+u2n8HJzZEi3QFuHJGyosrqu8aGiqpZZf+yOawtrfBBCXJla/dtiL5f6RD87B9Cq1CV9Z1f1LCitprCkbrXPgpLqi27noFap8DAZ8DuzObu/pxMBXs4EeDlfdL6hEMJ2JJFrgJt6BpFTWMk3O07hbjIwvKfst9QWKYrC/zYcZndKHhNviiC2g5etQ7oklUrFxOER5JdU8eG3R3B3MRAX3nLjFU3HXGtl8cr9nM4p4+E/xBDse+nV/oQQ9kGtUmFy0mNy0l/yb96qKBSX1ZBbVEnumb37sgsryC6oJCUt87zN2V2d9bTzNRLs40KInwvt/V3wNDnI8GwhbEQSuQZQqVRMuCmcwrJqPtmUgoNew8BYWSSgrVmx+Rg/7c3kthtCuKkVJPMatZo/j47mnx/v5s3VSTx6R1eiQtxtHZZoRnU9yAc4dLKQ+0dF0VWSeSHEGWqVCneXuvlzv1+dW1EUCkurycgrJz2vnLScMk7nlLEh9VT9kE2Tk44Oga5EBLnRsZ0bIX5GmYMnRDORRK6BNGo1D9wezaIVe3l//WEc9Fp62XC5edG8vt6ayvrtpxjSLZCxA22/QuXVctBreezOriz8eDeLVuzj8bviCA9q4Kx80SpZFYX3vzlM4pFc7hoaTv8Yf1uHJIRoJVQqFR4mBzxMDnQJ+21fUnOtlbTcMk5klnA8o4SjacXsTskDwNGgJSrEnej2HsSFe8lq30I0IUnkroFOq+ahcbG8snwP//nyACqw6d5honmsTUhl1U/H6dPZl0k3t76V/lyc9PzfhDj+8dGvvPb5Hh6/qxthAbJ3mD2zWhXeW3eILUlZ3N4/lBG9g20dkhDCDui0atr7m2jvb2Jo97rHisqqST5dxIETBRxMLeDX5FyWbThCiJ8L3Tt606ezLz4N2NZBCHFlkshdI4New6Pju/Kvz/fy5pok7jNHSUu3nVIUhVU/n+CrhFT6Rftx36jIVrtqqavRwMy7u/HPj3/lpU9388gfYmWYpZ2yWK389+tDbD2QzZgB7bl9QHtbhySEsGNuRgO9o3zpHeWLoihk5FewJyWXPSl5rPrpOKt+Ok5YgIn+Mf707eyLo0G+ggpxvWQQ83VwctDy2F1diQx2592vD/HdrjRbhyQamdWq8Ml3KXyVkMqgrv7cf1tUqx/772Fy4KlJPfAyOfDa8r3sTs61dUiikVXXWPj3yiS2Hshm3KAwSeKEEM1KpVIR6OXMqH6hzJnSk5f+cgN33NiBGrOVZRuOMGPxL7y37hCnc8psHaoQrZo0h1wnB72WR++I5c3VB/hoYzJ5xZXccWM4anXr7LERv6musfCftQfYnZLHzb3acefQ8FbbE/d77i4GnpzUndeW7+Xfq5KYNDyCId2DbB2WaAQl5TW8vmIfqVkl/PHmjgyV91UIYWOerg7c0jeEkX2CSc0q5cc9GWw7mMXP+zKJDnVnRJ9gokM9Wt2UBSFsTRK5RqDTavjruC58uukoG3acJqewkunx0Rj0stFua1VYWs0bX+zjZHYpE2+KaBWrUzaU0VHH/02IY+mXB1j2bTLpeeXcfVNEq+9xbMvScsp4Y+U+istqeGhsDN06ets6JCGEqKdSqern1t0xpAObd6ezaVcar362lw6BJsYMDKNziLskdEJcJUnkGolGrWbSzR3x83Ti403JzF+WyINjuuDv6Wzr0EQDHT5ZyFtfHqCqppaHxsXQLcJ+vww7GrQ88odYVmw+xjc7TpGZX8H026Nlo+hWaNvBLN5ffxhHvZaZd3ejQ6CsSiqEaLmcHXSM6hfKzb2C2bI/k7UJqbzy6R46tXPjzqHhtPeXxbiEuJLranpfu3Ytt956KzfffDMfffTRBc8vXryYIUOGMHr0aEaPHn3RY+zNsB5BPHZnHMVlNTz/fiLbDmTZOiRxlayKwrptJ3np0904GbQ8PaWnXSdxZ6nVKu4cGs59t0ZxNL2Yv/93B4dSC2wdlrhK5loLH21M5j9fHiTE14Vn7+0lSZwQotXQadXc2C2QfzzQj0nDO5KRX868DxL5z9oDFJRU2To8IVq0a+6Ry87O5rXXXmPlypXo9XomTJhAnz59CA8Prz8mKSmJV199lW7dujVKsK1FdHsPnruvN0vXJPGftQfZf7yAicMjcHbQ2To0cQl5RZX8d90hDp8qolekD/fcEtnmVtQaEOtPqJ8Lb65J4uVP93BrvxBu798enVaGWrZUp7JL+c/ag2TklXNTzyDuHBKOViPvV0uwdu1a3nzzTWpra5k6dSqTJk067/lDhw4xZ84cysvL6dmzJ8899xxabdv6zBHiXDqtmmE9grihix/rtp3k252n+TU5l/gb6nrtpC4S4kLX/FeRkJBA3759cXNzw8nJiREjRvDNN9+cd0xSUhJLly4lPj6e559/nurq6usOuLVwdzEwc2I34m8IZfvBbJ5+Zzv7juXZOizxO1ZF4ae9GTzz3x2kZpVy7y2R/Hl0dJtL4s4K8jHyzNReDIj15+utJ3nu/Z0cyyi2dVjid8y1VtZuOcG8DxIprzIz486uTLypoyRxLcTZhs6PP/6Y1atX89lnn3H06NHzjpk5cybPPPMMGzZsQFEUli9fbqNohWhZHA1a/jC4Awum9aFLe0+++PE4z/x3BwdOyEgRIX7vmr+t5uTk4O3927AzHx8f9u3bV3+/vLycqKgoZs6cSUhICE899RRLlixhxowZ1xdxK6JRqxk7KIxuHb1496tD/OvzffSM9GHC0HA8TA62Dq/NO5VdyoffJnM0vZjIYDfuuzUKL9msFINew723RtGjkw8ffHOYF5btYlj3IEYPbC+9yi3A4ZOFLPv2CJn5FfSK9GHyiE4YHeV9aUnObegE6hs6H3roIQDS09OpqqoiLi4OgHHjxrFo0SImTpzYoOs8+eRj5OTkNG7w59DrtdTU1DbZ+W3JnssG9lW+iqpathVW8PPnVmpK0tHrNdx//2Rbh9Uk7Ol9uxh7Ll9Tlc3Hx4d33vnPJZ+/5kTOarWet6qQoijn3Xd2dubtt9+uv3/fffcxe/bsBiVynp7Gaw3vqnl7uzTLNeKi/Pjih6N8vimZ/cfzuWNYBKMHdcBB37Q9P81RPlu51rIVlVbz2cYjrNuaitFRx9/u6sbQnu1axJYR+jO/Dy3hfRvm7UK/uEA++Pog32xNZfuhHCbfGsXNvYPRXGfPT0soX1NpqrJl5pXzwbqDbNmbga+HE8/+qS89o3yb5FqXYs/vW2O6UkPn75/39vYmOzu7wdfR6TT1nxlNpanPb0v2XDawn/Lp9VpcjQZyiyo5WaRQWVVLaaUZD5ODXa5uaS/v26XYc/maomw63eVXwL/mK/r5+ZGYmFh/Pzc3Fx8fn/r7GRkZJCQkMH78eKAu0Wvo+P/8/DKsVuVaQ7wib28XcnNLm+z8vzcsLoCuoe58+v1RPlx/mLU/HSe+fyiDugY0yZCo5i5fc7qWslVW17Jx52nW7ziF2WxlcFwAYweFYXTUkZ/fMjYlrampRa/Xtqj3bfygMHp38ubjTSksWbGXld+nMGZge3pG+lzTvnrye9kwRWXVrNt6kh92p6PRqLi9fyi39A3BoNM06/9jU75varWqWRrumsuVGjqv9PzVmj//JbuqI5uTPZcN7Ld8U6ZOIqeoEmPsdPz9XJgyopNdrW5pr+/bWfZcvqYq25U6Ga45kbvhhht44403KCgowNHRkW+//ZZ58+bVP+/g4MBLL71Enz59CAoK4qOPPmL48OHXejm74eXmyEPjYkg+XcTKH4/x4bfJrN92khG9gxnYNQDDFTJv0XBllWY2JZ5mU2IaFdW19OzkzdhBYbI1RAME+7rw5MRu7E7JY9XPx3lrzQGCElK5pW8IvSJ9ZG5WEygoqWL9tlP8uDcDi9XKwNgAxgxsj5vRYOvQxBVcqaHTz8+P3Nzc+vt5eXnnPS+EuDidVk2ov4n7RkfzyXcpzP8gkQGx/vxhcAdMsm2OaIOuOZHz9fVlxowZTJkyBbPZzPjx44mNjWXatGk88sgjxMTE8Pzzz/OXv/wFs9lM9+7duffeexsz9latYzs3npzUnaQTBXyVkMrHm1L4cksqN3YL4Ma4QJlD1wjSc8v47td0EpIyqTFb6d7Rm1H9Quyq9a45qVQqunf0Ji7cix2Hsvlq60neXnuQlT8eY1iPdgyI9Ze5WtdJURSOpZewMfE0u47kolLBDV38GNUvBB93J1uHJ67SlRo6AwMDMRgM7Nq1ix49erBmzRoGDRpkw4iFaD1UKhW9o3yJCfNk7ZZUNiaeJvFI3eqWw3oEotNKg7hoO65rMGd8fDzx8fHnPXbuvLgRI0YwYsSI67mEXVOpVMSEeRIT5klKWhHrt53i64STfL31JHHhXgyMDaBLmIf0djRAdY2FxCM5/LIvkyOni9Bq1PTp7MPI3sEEetvP0C1bUqtV9I32o3dnX/Ydy+eb7adY/sNRVv50nN5RPgyM9Seinds1Dbtsq8oqzWw/mM3PezM4lVOGo0HL8F5BDOsRhJerLMDT2lxNQ+fLL7/M3LlzKSsrIzo6milTptg6bCFaFUeDljuHhjOwqz+ffJfC8h+O8t2u04wZGEa/aL8WMe9diKZmvzMOW5mIIDcixruRV1TJ5j0Z/Lwvg90pebg46egd5UuvSB/CA13lg+kiamPMYuMAACAASURBVC1WDpwoIPFwDonJuVTXWPBxc2T8jR0YGOuPi5MMt2gKapWKuHAv4sK9OJ1TxuY96WxNyiIhKQtPkwN9o+t+b9v5GO1yQvr1qq6xsOdoHjsOZbP/eD61FoUQXxcm39yRfl38mnwhJNG0rtTQGRkZyYoVK5o7LCHsjr+nM4/dGcfB1AI+/+EY7359iK+3nuS2G0Lo09kXjVoaw4X9km8KLYzXmQRkzMD2JB0vICEpkx/3ZPDdrjRMznq6RXgRG+ZJVKh7m/6iV1Jew9YDWew7ls++Y/lUVtfiaNDSK9KHATH+RAS5SvLQjNr5GJl8cyfuvDGcX1Ny2Xogi3Xb6nqXvVwd6N7Rm9gOnkQEudk6VJsqLK1m77E89h3N52BqATW1VlyNem7sFsiAGH+CfWVVSCGEuBadQz14+h53dh3JZe2WE7zz1SG+/CWVm3oG0T/Gv83uDyvsm/xWt1BajZq4CC/iIryorK5l37F8dh3JYdvBbH7ck4FWo6JDgCuRIe5EBrvR3t+E3o4XSqmoMnMso4TDJws5dLKQU9mlWBUwOeno0dGbnpHedA6VYai2ZtBr6BftR79oP0rKa9hzNI9fk3P5/tc0vt15Gr1OTWy4N+39jHRq506In9GuW0uLy2s4mlbE4VNFHEwtIDO/AgBPkwMDYwPoGelNRJCb9LQLIUQjUKtU9Ir0oUcnb/ak5LFu20k+3pTCyp+O0z/Gn4Gx0mAm7Iskcq2Ao0FLn86+9OnsS63FSkpaMfuP5XPoZCFf/nKCNYBGraKdj5EOAa4E+xkJ8XXBzb11rspYbbaQnlvOyawSUrNKOZ5ZQkZuOQp15ewQ6MqE4Z3o4O9CiJ+LzMVqoUzOegZ1DWBQ1wCqaywcOlXI/uP5pKQVk3iobs8svVZNiJ8LHQJcCfFzIdjXiK+7U6tMbCqqzBw4ns+ew9mkZpVwPKOEnMJKoK6cHdu5MSDWn5gwTwK9nKXHWAghmoj6zOJc3Tt6cyyjmO8S09i8O53vdqUR4uvCDV386Bnpg7uLrAIsWjdJ5FoZrUZNVIg7USHuAJRXmUk+XcSx9BKOZxTzy/5Mqn+1AHVJj6+HEwFezvh7OOHj7oivuxOerg64GvU2TYAsViuFpdXkF1fx/+zdeXhU5dn48e/sS2Yyk2WyJ6whCfsmIAgIoohAEdwQi1oVbK1abaui4mutKNXXXavyan9txWpFQChWRUFRAdmXsIU9kITs+ySZzHZ+fwwMhJ1ISDK5P9c1V5g5Z+bcz8wwz7mf8yyF5XUUltWSX1rLkZIaiivqOLYyUphRS4f4cC5Lj6FToo3OCTYMek1Ir0USigx6TXA8ncNhZd/BEnbnVLAvr5KDR6pYtjEXr88PBJKeuKjj31tHhIkYu5louxGrSdesCZDX56e0ykVJpYuisloKyuooKKslr8RJWVV9cL8Iq4H2cVaG904gNdFOuzgrOm3oXnkUQoiWqlOCjU6/sDHl6i6s2VHAysx8Pl6+l4+X76Vzki0wZKVTNAlRZmlgE62OJHKtXJhRR59UB31SHQD4/QqF5bUcLnRSVuNm76FyDhdUs3F3EcoJ68Zq1CoirAbsFgM2ix5bmB6LSYfFpCPMqMNo0GDSazHoNei1anQ6DVq1CrVa1SAB9CsKXp8fn1/B4/FT7/Xhdvuoc/uoq/dS6/JSXefBWeumsiZwq3DWU1Htxn9CQFqNipgIMylxVi7vHkeSI4x2cVaiwo3ywxqCbBYDAzJiGZARCwQSpCMlNeQUOckpcnKkpIa9ORWs2VHY4Hk6rZoIq4GIo9/bcHPgextm0hFm1GI0aDHpNRj0GnSa039vFUXBrwQaE3w+BY/Xj8vjo97jw3X0O1vj8uKs81Bd66a61kO5s56K6nqqatycuPyyXqcmLsJMl2Q7idFhdOvsIMKkxSZrvQkhRItiMekY1T+ZUf2TyS+tYUNWEeuzivn0u/18+t1+om1GuraPODpkJULW7BStgiRyIUatVhEfFUZ8VFiDq1Zenz9wFaG8ltJKFyVVLsqr6qlw1nOkpIasQ+XUuLxNEpNKBVaTDqtZj92iJy4lgshwI9E2I1HhRmIjTESGG1tldzpxcWg1alJiraeMXaj3+CipqKOooo6SysB3trTKRWWNm0MF1VTVuqmr9zVJTBq1CotZR7hZj91ioF2sBbvFgMNuItpmxGE3EWE1NGhokCvFQgjR8sVHhTF+SAfGD+lAaaWLzAOlbNtfyvqsYn7Ymg9AtM1I5yQbnRJstI+zkhxjCem5CETrJIlcG6HVqImLNBMXeeZFhX1+PzUuL3UuL3XuwN96rx+3x4fHG7jq5vcr+PwKx85dVSoVWrUKjUaFXqtBr1Oj12owGbSYjFrMBi1mo1bGsYlGMeg0JDosZ10D0OvzH72K5sF19Epw/dHvrNvjx68owe+uSgUqAt9bjUaFTqNGq1EHrzybjn5fzQYdJoNGrgYLIUSIi7IZGdEnkRF9EvH7FQ4VVrP7cAX7j1SyK7s82DNErVIRH20m2WEhKcZCQlQYCdFmom0maYgWzUYSORGkUasJNwe6qwnRWmg1asLD9ISHyfdWCCFE46nVKjrEh9MhPhwIdMUvr64nu6Ca7IIqcgqd7M2tYM3O493+tRo1sREmYiPNxEaYcNhNOCJMOGxGIsONMpu2aFKSyAkhhBBCCHESlUpFZHggIevbxRF8vNblJb+0hiMlNeSX1lJYXkt+aQ2Z+0vw+o6PpFYBdquBqHAjkeEGIsONRFgMgTkKrAbsFj22MINMhiUaTRI5IYQQQgghzpPZqKVToo1OibYGj/v9ChXOeorKA+O6SyoDf8uqXGQXVLNpT0lwhuYTWUw6bGF6oiNMmHSaYC8T69Fx2lZz4N9Wsw6DTrr9i+MkkRNCCCGEEOJnUquPX8E7HUVRqHF5KatyBWbwdrqpqK4PzupdU+8lr8hJVa0bt+fUhA8CszdbzYFZxq1HZ20Ozjp+wuzjgftaLCYdJoPMVRCqJJETQgghhBCiialUqmDSdfIszdBw5mOX20t1rYeqWjfVNUeXw6nz4Kz1UF0XWBqnps5DcaULZ62H2vozzzyuUoHZoD26VE9guZ5jy/Y0vK/DfPTfFqMWs1En3T5bOEnkhBBCCCGEaEGMei1GvRaH3XRe+/v9CjUuD846DzUuLzV1x//trPNQ6zr+7xqXh6KKOmrqPNS6vA3WRz2ZXqc+muzpsJiOJn5H/x5fx/XothOuEsokL5eGJHJCCCGEEEK0Ymq16uhYugubwdmvKLjqvccTQFcguaup8+B0eQMJYN3xZLCgrDaYDJ44scvJTAbN0auP+mBX0JioMHQqsJr1hIcF1hcONwfGA8qVv8aRRE4IIYQQQog2SK1SYTbqMBt1F/Q8RVGo9/ioqfMGrwQ66wLdPavrjt931nqorHGTV+xkw+5i3B7faV/PbNBis+ixhemxWQIzetqPzvB57Ga3GORK30kkkRNCCCGEEEKcN5VKFez+GWU7/eQuJ3M4rOTmVVBV6w6O/auqDUz0UuV0U1lTT0WNmwNHKqlwuvF4G074cmw5h8jwwJIO0TYTDrsRh91ETISJyHBjm5vURRI5IYQQQgghRJMz6DU49KZzjv1TFIXaei/l1fXBW1mVi9IqF2VV9RzMr2Lj7mJ8/uPdO7UaNTERJuIjzcRFmUmIDiMxOoz4qLCQ7bopiZwQQgghhBCixVCpVMFJVpIcltPu4/P7Ka+up7i8jqKKOgrL6ygsqyWvpIYt+0qCSZ5apSI+2kxKjJV2cVY6xofTLs6CTqu5lEVqEpLICSGEEEIIIVoVjVpNtM1EtM1ExknbvD5/MKnLKXKSU+Rk16EyftpRcPS5KlJirXRJttEl2U5asv2Cxwm2BJLICSGEEEIIIUKGVqMm0WEh0WFhQEZs8PEKZz0HjlRx4EgV+3IrWL4xl6XrclCrVHRMCKdbh0h6d44mJdaCqhWMt5NETgghhLiINm7cyOzZs/F4PNjtdp5//nkSExMb7JOXl8e4ceNISUkBIDo6mr/97W/NEa4QQrQZdouBvl0c9O3iAMDj9XHgSBU7ssvZcbCM/6w8yOKVB4kKN9An1cHAbrF0jA9vsUmdJHJCCCHERfTII4/w9ttvk56ezvz585k1axbvvPNOg322b9/O+PHj+fOf/9xMUQohhNBpNaSlRJCWEsGkYR2prnWzdV8pm/cWs2LLEZZtzCXGbmJw9ziG9kogwmpo7pAbkEROCCGEuEjcbje/+93vSE9PByAtLY0PP/zwlP22bdvGnj17mDBhAjabjSeffJK0tLRLHa4QQogTWM16rugZzxU946l1edm4p4g1OwpZtPIg/1mVTe/UaK7ql0R6ir1FXKWTRE4IIYS4SPR6PRMmTADA7/fz1ltvMWrUqFP2MxgM/OIXv2Dy5Mn8+OOP/Pa3v+WLL75Ar9ef97Giok4/k9vF5HBYm/wYzSWUywahWT69PnDaGoplOyaUywatr3ztkiOYdFUa+SU1LF2TzTfrDrNpTzGdk+3cMKIzl/dIQKMOJHTNUTZJ5IQQQohG+PLLL5k9e3aDxzp27Mg//vEP3G43M2bMwOv1cu+9957y3AceeCD47+HDh/Pyyy9z4MCB4JW881Fa6sR/whpKF5vDYaW4uLrJXr85hXLZIHTL53Z70eu1IVk2CN3P7ZjWXD4tMHZgCtf0S2TV9gKWrj3MCx9sIDE6jOuHdmD0kI6UlDgv+nHVatVZG+0kkRNCCCEaYcyYMYwZM+aUx2tqavjNb36D3W7nnXfeQac7dUrruXPnMm7cOCIiIoDA4rdarVTJQgjRkum0Gq7snciwngls2F3E4pUH+etn2/lqfQ6ThnYko13EJY3nZy1zvmTJEq677jquueYa/vWvf52yfdeuXUyaNInRo0fz5JNP4vV6f87hhBBCiBbvkUceoV27drz22mtn7Cq5fv165s+fD8C6devw+/107NjxUoYphBCikdRqFQMyYnn27oHcMy6Dqho3//vxZt5ckElhWe2li6OxTywsLOTVV1/lo48+YtGiRXzyySfs27evwT6PPPII//M//8PSpUtRFIV58+b97ICFEEKIlmrnzp0sX76cTZs2MXHiRCZMmMC0adMA+Pjjj3n99dcBePLJJ1m9ejXjxo3jhRde4OWXX0at/lltq0IIIS4xtVrF4O7xvPPYVdwwvCM7D5Uz8/21LPh+P/VuX5Mfv9H9OFavXs2gQYOw2+0AjB49mq+++or7778fCKyR43K56N27NwCTJk3ijTfeYMqUKed9jMce+z1FRUWNDfGc9HotbnfoXiUM5fKFatl2785CrVZx991TmzuUJhOqnx1I2RorJiaG99//vyZ57Uuta9eu7N69+7Tbbr311uC/Y2Nj+fvf/36pwhJCCNGEDDoNYy9vzxU94pn33X7++9Mh1uwo4DfX96BjQniTHbfRiVxRUREOhyN4PyYmhszMzDNudzgcFBYWXtAxdDpNcIaiptLUr9/cQrl8oVg29dGZj0KxbCcK5fJJ2S6cTqdpktcVQgghLiWbxcC08V0Z1iueBd8fYP+RypaZyPn9/gbrJyiK0uD+ubafj1mz/ldm5PoZQrl8oVq2u++eil6v5Z13QrelPlQ/O5CyNdaxBgwhhBAiFKSlRPDE1H5NfpxGd8iPi4ujuLg4eL+4uJiYmJgzbi8pKWmwXQghhBBCCCFE4zT6itzgwYN58803KSsrw2Qy8fXXX/Pss88GtycmJmIwGNi4cSP9+vVj8eLFDBs27IKOcSlaaUO9JTiUyxeKZYuJiUGn04Rk2U4UyuWTsrWc1w11Ukf+PKFcNgjN8rWFOjKUywahXb6mKNu5XlOlKEqj+y4uWbKEOXPm4PF4uPHGG5k2bRrTpk3jwQcfpEePHmRlZTFz5kycTifdunVj9uzZZ5yKWQghhBBCCCHE+flZiZwQInQtWrSIrl270qVLl+YORQghhGgyTqeTDz/8kOnTp8syIKJVkW+raHOWL1/OrFmzAFixYkVwXacLce+997Jw4cKLEs/atWsZN27cOfd76623WLZs2QW9dn5+PuPGjWPChAls3rz5vJ9XVFTEX/7yF1555ZVz7uv1evF6vdx6660oioLb7T7r/m+++SaDBg3i17/+9VnjnjBhAt27d2fbtm3nHbcQQoiGZsyYwd/+9rfmDiPofOKprq7m9ttvv+DXXrhwIVdeeSV33333BT1v3rx5vPfee+dVx7pcLjIzM5k9ezYul+uc+48cOZLRo0fz6aefnnGff/3rX1x99dXndS4gxIkkkRNtzlVXXcXMmTMB2LZtG5WVlc0c0flZu3YtXu+FreO1du1aoqOjWbx4MX369Dnv5/3zn/9k+vTp5Ofns3///rPuu2/fPqZPn05hYSHTpk1j/fr153z96667jnffffeM2+Pj41m8eLFMkCSEEG1QZWVloxrxFi1axMMPP3xBiavH4+Gjjz7i5ZdfPq/nzZ07l5deeolVq1bx4IMPnrPxEuCll17ipptuOuP22267LdjALMSFCN0Fj0SLt3btWl555RXi4+M5ePAgJpOJ6dOnM3fuXA4ePMg111zDE088gd/v5/nnn2fr1q3U1NSgKAqzZs2iX79+lJWV8fjjj3P48GHsdjsOh4PU1FQeeOABevTowfTp01m1ahVFRUXcc889TJkyhYULF7J06VLuu+8+/v3vf+Pz+bBarbRr146lS5cyZ84cgOB+c+bMobCwkBkzZlBUVERCQgKlpaXBcuzfv5/nnnuOiooKfD4fU6dO5cYbbzylvCNHjmTs2LGsWrWK6upqfvWrXzFlypQG+1RXV/PMM8+QlZWFSqVi6NCh/P73v+eTTz5h+/btvPjii2g0Gq6++uoGz/vkk0+YO3cuarWa6OhonnrqKQoLC3nttdeorq5m6tSpzJ07t8FzvvvuO+bMmYPb7aasrIzrr7+ehx56CKfTyeLFi/n888+xWCy8//77zJ49mxkzZmCxWNi9ezcFBQWkpaXxwgsvkJ6ezqBBg7BYLNjtdoYMGdLgvTv5vTz5O/Dqq6+SnJzM3r178Xq9PPPMM/Tr1/RT9gohRKhYu3YtL730EgkJCRw4cACj0chf/vIXOnXqBMDmzZuZPHkyJSUlpKam8vLLL2M2m5k/fz6ffPIJHo+HyspKpk2bxpQpUyguLuaxxx6jvLwcgOHDh/PQQw8B8Omnn/Lxxx/j9/ux2+089dRTweOcbzzHbNiwgRdffJG6ujp0Oh0PPfQQw4YN4/HHH8flcjFhwgQWLlyIRnN8rckz1ZMvvvgi27ZtIzc3l/Lycu68887gc852HvH555/To0cPrrzySt59913Wr1/PZZdddsZziClTprBq1SqSk5O5/fbb0ev1TJ06ldtuu41rr70W4JT7x5ypHg0LC7s4XwTR9ihCNJM1a9YoGRkZyo4dOxRFUZS7775bueWWW5T6+nqltLRU6datm1JQUKBs2rRJeeCBBxSfz6coiqLMmTNHuffeexVFUZSHH35YefHFFxVFUZTCwkJlyJAhyhtvvKEoiqJ06dJFmTt3rqIoirJt2zale/fuisvlUhYsWKBMnz5dURRFeeONN5RnnnlGURSlweMn37/vvvuUV199VVEURcnOzlZ69+6tLFiwQPF4PMp1112nbN++XVEURamqqlLGjBmjbN68+ZTyjhgxQnnqqacUv9+v5OfnKwMHDlSysrKUNWvWKGPHjlUURVEeffRR5dlnn1X8fr9SX1+v3HXXXcqcOXMURVGUX/7yl8qXX355yuuuXr1aGTVqlFJaWhqMe8yYMYrf7z+lTMf4/X7ll7/8pXLw4EFFURSloKBAycjIUEpLS5X33ntPefzxxxVFUZS6ujplyJAhSkFBgfLYY48FPx+3261cf/31yvz58xVFUZQtW7Yofr9f2bhx4znfyxPf82PfgZ07dyqKoih/+9vflNtuu63Be5aZmXlK/EIIIY5bs2aNkp6erqxfv15RFEX56KOPlIkTJyqKoiiPPfaYcuONNyq1tbWK1+tVJk6cqHz22WeK0+lUbr75ZqWsrExRFEXZvHmz0rt3b0VRFOWtt95SnnrqKUVRFKWmpkZ56KGHlKqqKmXt2rXKlClTlNraWkVRFOXHH39Urr322guO5/3331fKysqUyy+/XNmyZYuiKIqyZ88eZcCAAcrhw4eVnJycYCwna0w9eabzCL/fr4wbNy4Y53//+99gXXWmc4j6+npl27ZtSklJiXLo0KHTHvfE+yfWY2erR088FxDifMkVOdGskpKS6Nq1KwApKSlYrVb0ej2RkZGEhYVRWVlJnz59sNls/Pvf/yYnJ4e1a9cGW6++//57PvvsMyAwLfHJrV9XXXUVAN26dcPtdlNbW9uoOFevXs1jjz0GQLt27Rg4cCAA2dnZHD58mCeeeCK4r8vlYufOnfTu3fuU15kyZQoqlYq4uDiGDh3KqlWr6NatW3D7Dz/8wMcff4xKpUKv1zN58uRgN8cz+fHHH7nuuuuIjIwEYNKkSTz33HPk5uae8TkqlYp3332XFStW8Pnnn7N//34URaGuro577rknuJ/RaGTlypXB+0OHDg3OPNulS5dgt9RevXoB0Ldv3zMe80wSEhLIyMgAoGvXrsHPUwghxPlLT0+nf//+ANxwww38+c9/Dl5RGzVqFCaTCYDU1FTKysoICwvj3Xff5fvvvyc7O5usrKxgHTl06NBg9/rBgwfzhz/8AavVyooVKzh06BCTJ08OHreqqoqKigrsdvt5xwOQmZlJSkpKsP5ITU2lb9++rFu3LljHnk5j6skznUeoVCqWLFkS3O+6667juuuuC94/3TlEREQE3bt3ByAqKuqMxzyTM9WjQjSGjJETzerk5Si02lPbFlasWMG9994LBH5Ub7311gb7KydMvHrybFMGgwEIJC5Ag31PplKpGmz3eDxn3HYszmPdMhcvXhy8zZs3jxtuuOG0xzixfH6//5R4/X5/MNZj9881Ls7v95/ymKIoZ31ebW0tEydOZMeOHXTt2pVHH330lPfydIxGY/DfJ78nJzrbe9nY1xRCCHFmJ3Y/PPmxE+ueY7+zBQUFXH/99eTl5dGvX79g10mAnj17snz5cm655Rby8vK46aab2L59O36/nwkTJgTru88++4wFCxZgs9kuKB4I1J8n1ndw7roLGldPnu084mwu5BxC6jzRHCSREy3eqlWrGDFiBFOmTKF79+4sW7YMn88HBPrtz58/H4Dy8nKWLVt2SsVwNhqNJlgBREZGsnfvXurr6/F4PCxdujS439ChQ/nkk08AOHLkCGvXrgWgQ4cOGI1GFi9eDByfJXL79u2nPd6iRYuCr7Fq1SqGDRvWYPsVV1zBhx9+GJz9cd68eQwePPiUWE80dOhQvvjiC8rKygBYsGABdruddu3anbHchw4dwul08tBDDzFy5EjWrl2L2+0+bVLYGGd7L4UQQlx8WVlZZGVlAYFx03369CE8PPyM+2/fvp3IyEjuu+8+rrjiCr777jsgkGC99NJLvP3224waNYonn3ySzp07s3fvXq644gr++9//UlRUBMDHH3/MHXfc0ah4evfuzYEDB8jMzARg7969rF+/ngEDBqDVavH5fKdNcs5WT57J2c4jLobIyMhgvb9v3z5279590V5biLORrpWixZs8eTJ/+MMfGD9+PF6vlyFDhvD111/j9/t5/PHHmTlzJuPHj8dut5OQkNCgtetcBg0axB//+EeeffZZHn/8cS677DLGjBmDw+Fg4MCBwR/jp59+mscff5wxY8YQFxdHeno6ELii+Pbbb/Pcc8/x/vvv4/V6+d3vfnfGyTpyc3OZNGkSLpeLmTNn0rFjR4qLi4PbZ86cyaxZsxg/fjwej4ehQ4cGp+kfOXIkr7zyCh6Ph4kTJwafM2TIEO68807uuOMO/H4/kZGRzJkz56xr4aSlpXHllVcyZswY9Ho9Xbp0oXPnzhw6dIiUlJTzfv/OZMiQIWd8L4UQQlx80dHRvPbaa+Tl5REZGcmLL7541v2HDBnC/Pnzufbaa1GpVAwYMIDIyEgOHTrEHXfcwYwZMxg3bhx6vZ60tDTGjh2LXq9n2rRp3HXXXahUKiwWC2+99dZpG1DPFU9kZCSvv/46zz77LC6XC5VKxezZs+nQoQM+n4+ePXsyduxY/vWvfxERERF83tnqyTM523nExVg37je/+Q0zZszg+++/p2PHjsEupUI0tTa/IPiGDRt4/vnn8Xg8JCYm8sILL5y2i0BrtHHjRmbPno3H48Fut/P888+TmJjY3GFdVPfccw8xMTE8//zzuN1upkyZwgMPPMDw4cObO7RTjBw5ktdff50ePXqccZ8lS5bwzjvv4PV6ueOOO7jtttsuYYRNz+l0cvXVVzN06NBznmTA+b1nLcFbb73Fl19+CQSuEj/66KPNHNHF9frrr7N06VJUKhU33ngjv/rVr5o7JHEJhHL9CKFVR65du5Znn32Wzz//vMHjr732GhqNhgceeKBFxPNztNb68XzrsRUrVvDAAw/w5ZdfkpSUdImiuzRCuY5s7vqxzXetfPzxx3nxxRdZsmQJnTt3blGLZv5cjzzyCLNmzWLx4sWMHz8+pNYoqa6u5oknnmDNmjX88MMPXH/99UycOJHhw4e3yCTufBQWFvLqq6/y0UcfsWjRIj755BP27dvX3GFdNFu3buXWW2+loqKCFStWnNeC4Me677Rkq1evZuXKlXz22WcsWrSIHTt28M033zR3WBfNunXrWLNmDf/5z39YsGABc+fO5cCBA80dlrgEQrl+hLZRR/79739v7lAuitZeP/7xj38864LgL7zwAvfff/95rUnX2oRyHdkS6sc237Xyiy++QKfT4fF4KCwsJC0trblDuijcbje/+93vgl0A09LS+PDDD5s5qotn+fLltG/fkVUr5gAAIABJREFUnnvuuadZWhsb49tvvz3r9tWrVzNo0KDgzF+jR4/mq6++4v77778U4TW5efPm8fTTT/Poo4/ywQcfnLXF8diC4K2Bw+FgxowZwYl7OnXqxJEjR5o5qotnwIABfPDBB2i1WgoLC/H5fJjN5uYOS1wCoVo/QujVkQMHDmxw9etYHdlcV89Pjufnas3147nqfgjM/PmPf/wjpK5UHRPKdWRLqB/b/BU5nU7H7t27GT58OGvXrmXs2LHNHdJFodfrmTBhAhCY0emtt95i1KhRzRzVxXP99dczffr0086K1VoVFRXhcDiC92NiYigsLGzGiC6u5557LiTHDaSmpgaXmsjOzubLL79stVeFz0Sn0/HGG28wduxYLr/8cmJjY5s7JHEJhGr9CFJHtjZSP7ZeoV5HNnf92GauyK1YsYK33367wWMpKSm89NJLpKWlsXr1apYsWcLzzz/Pm2++2UxRNs7ZyuZ2u4PjGo5NvduanK1sAFartTnCahJhYWHodLrgfZPJ1GCAd6iIjY0NmZOLEx08eJAnnniCP/3pT7Rv3765w7noHnzwQaZPn86TTz7J559/zvjx45s7JHGRhHL9CFJHhgKpH1u/UK4jm7N+bPOTnQghhBBCCCFEa9Oir8iVl9fg9zddnhkVZaG01Nlkr9/cQrl8oVq2xx77PTqdhlmz/re5Q2kyofrZgZStsdRqFRERYU3y2qFM6sjGC+WyQeiWL9TryFD93I4J5fI1VdnOVT+26ETO71eatJI6doxQFsrlC8WyFRUVoddrQ7JsJwrl8knZxKUideTPE8plg9AsX1uoI0O5bBDa5WuOsrXoRE6IUKIoChVON4cLqyksr6OovJbSShfVdR6ctR5cbi/7citRgAde+wG9ToNBpyE8TI/doifSaiQuykx8lJnE6DDMRt05jymEEKLlqXV5Ka6oo6zKRVl1PRXOeqpq3FTXenC6PLjqvbjcPtxePz6fH+/RE0S1SoVGrUKvU2PQaTAZtFhNOqxhemxheqJtRqLtJjI0GlAU1KdZqFsIETokkROiiXh9frILqtl9uJy9uZVk51dRVesJbjcZNETbTISbdTjsJkx6DftX6NFo1AzqGke914fL7aOqxk12QTWb9pTg9fmDz4+NNNMx3kpqkp2M9hHE2E2opNIWQogW4VjjXU6Rk7xiJ0dKaygoraWgrJYal7fBvhq1CotZh9Wkx2LS4rCbMOo16HUatGo1Gk3gt93vV/ApCm5PoH6oq/dSXl3PocJqqmo8+E+Y9sCg05AQbaZdrJUO8eF0TLQRH2WW5E6IECKJnBAXUVWtm637SsjcX8qOg2W43D4A4qPM9OwUTbs4K8kxFuKjzFhMulMSr+8/NaHXa7ntmi6nvLbfr1Ba5SK/tIacIicHjlSxM7ucn3YEpmCOCjfSs1MUfVKjSUuJQKdt86uLCCHEJVNZ4+ZAXiUHC6o4mF/NoYJqnHXHG+9sYXrio8xclh6DI8KEw2Yi2m4kwmrEatb97ATL5/dTXl1PSYULp8fP7oOl5BU7WburiBVbAut2Wc060lMiyGgfQa9O0URYDT/rmEKI5iWJnBA/k7POw4asItZnFZF1uBxFAbtFz4CMWLp3iKRLsp3wMP3PPo5arcJhN+Gwm+jZKRoItPgWlNWyM7ucndllrNqez3eb8zDqNfRJdTCwawxd20ei1UhSJ4QQF8ux3949ORXsyalgb24lJZUuIHB1LTE6jD6p0aTEWklyhJEUYyGsibvDa9Rqom0mom0mHA4r/TtHAeBXFArLatmfV0XW4XJ2HSpnfVYRsJsO8Vb6dnEwsGss0TZTk8YnhLj4JJETohG8Pj+Z+0tZvb2ArftK8PkVYiPNjL28Hf26xJASa7kk3RxVKhXxUWHER4VxVb8k3B4fuw6Vs3F3MRv3FPPTjgIsJh2DusZyRc94UmJDY00hIYS41MqqXOw4WMauo8lQpdMNQHiYntQkGyP7JtE50UZKrAW9ruWsBaY+oZ64omc8iqKQV1LDlr0lbN5bwoLvD7Dg+wN0SbIxpGc8AzJiMbSg+IUQZyaJnBAXoKi8lh+25rNyWz5VNW7Cw/Rc1S+Jwd3jSI65NMnb2eh1Gnp1jqZX52imjk5j+8FSftpRyIoteSzbmEtKrIUreycysGssJoP89xdCiDPxeP3syakgc38p2w+Wkl9aCwQSt4x2EaSn2ElLiSA2onWNT1apVCQ5LCQ5LIwb3J7iijrW7Czkp+0F/P2LLD5Zvo8hPeK5qn8SMXa5SidESyZnckKcg9+vkHmglG835bL9QBkqFfTqFM2wXgn06BSJRt0yuy3qtGr6pDrok+rAWedh7c5Cvt9yhA+W7uaT7/YxuFscI/smkuiwNHeoQgjRIlTVuNm6v4Qte0vYmV1OvceHVqMmLcXO0J4JdO8QSaIjrFUlbufisJsYP7g94y5vx56cCr7bnMe3m3JZtjGHy9JjuG5QO+nNIUQLJYmcEGdQ6/LwY2Y+yzfmUlLpwm7RM+GKDgzrldDqBohbTDqu6pfEyL6JHDhSxYrNefyYGRhPl55iZ1T/ZHp3jkatDp2TEyGEOB8lFXVs2hPojn5sCZgIq4HLu8fRs1MUGe0i2kRXQ5VKRVpKBGkpEZRX1/PNhhxWbM5j3a4i+nZxcP3QDiRJw58QLYokckKcpLC8lmXrc1m5LZ96j48uSTZuGtGZPqnRrX7SEJVKRadEG50Sbdw8snMgmduUy1sLtxFtMzKqfzJDe8ZLt0shREjLL6lh6U/ZbMgq5lBhNQBJDgvjh7SnT6rjko1zbqkirAZuHtGZcZe345sNuSxdd5jNe4oZ1C2WG4Z3IjLc2NwhCiGQRE4IIDAD2d7cSpauO8yWvSWo1SoGdo3l6v7JtIsLzS4lVrOe6wa1Y/SAZDbvKeHr9Tn8e/leFq88wLBeCYzql0yUTSprIURoKKtysW5XEet2FZJdEEjeOsSHc9OITvTr4iAmwtzMEbY8ZqOOCVd04Kp+SXy55hDfbMhl4+5ixgxqx7UDU9rElUohWjJJ5ESb5vP72bi7mKXrDnMwvxqLScfYwe0Z2TcRu6V1dZ9sLI1aTf/0GPqnx3DgSBVfrz/MN+tz+WZ9LpdlxDB6QDLt48KbO0whWqQlS5bwzjvv4PV6ueOOO7jtttsabF+2bBlvvvkmiqKQlJTE7NmzsdlsfPbZZ7z88stERQWmiL/yyit5+OGHm6MIIa3G5WF9VhFrdxSyJ6cCBWgfZ+VX47qRkRwuU+6fJ4tJx00jOnNln0Q+XbGfxSsPsmpbPlNHp9GjY1RzhydEmyWJnGiT6uq9/JiZzzfrcyitchEbYWLq6DQGd49r0y2MHRPC+fWE7pRe6WLZxhy+33KEtTsLSU+xM3pACj06Rf3sRWuFCBWFhYW8+uqrLFy4EL1ez+TJkxk4cCCdO3cGwOl08qc//YkFCxYQGxvL66+/zptvvsnMmTPZvn07M2bMYNy4cc1citBz4vIwmftL8PoU4qPMXD+0AwO6xhIbYcbhsFJcXN3cobY6DruJ+67vTtahcj5YuptX521lYNdYbh2VSrj556+XKoS4MJLIiTalvLqeZRtyWLHlCHX1Xrok2ZgyKpVeqdGSoJwgymbklpGpjB/cgR+2HuGbDTm8Pj+T+Cgz11yWzODucei0bTfhFQJg9erVDBo0CLvdDsDo0aP56quvuP/++wHweDw8/fTTxMbGApCWlsaSJUsA2LZtG9nZ2cyZM4e0tDSeeuopbDZb8xQkBCiKwuFCJyu35bN2ZyHOOg/hYXpG9AksD9PWx7xdbOntInjmrgH896dsvlhziJ3ZZdxxbTp9uziaOzQh2hRJ5ESbcKigmq/XH2bdriL8ikK/tECXwU4JcuJ0NmajlmsHpjCqfxIbsor4at1h/vnVbhb+cICRfZMY0TdRWmFFm1VUVITDcfzENSYmhszMzOD9iIgIrr76agBcLhf/93//x9SpUwFwOBzcdddd9O3bl1deeYU///nPvPzyyxd0/Kiopp9B0OFo2WOEK531fL8pl2/WHSY7vwqdVs2g7vGM7J9Mny4ONGeZoKqll+3nuhTlmzapF9dc3oFXPt7EWwu3MbJ/MvdO7IHZqGuS4+n1gdPWUP7sQrlsENrla46ySSInQpbfr7B1fwnfrM8h63AFBr2GEX0Tubp/Mg5Z5PSCaDVqBnWLY2DXWLIOV7B03WEWrzzIf386xOXdYrnmsmRZj060OX6/v8FVHkVRTnvVp7q6mt/+9rekp6czceJEAP76178Gt99zzz3BhO9ClJY68fuVRkR+flpq90O/orAzu4wftuazeU8xPr9Ch3grU6/pwoCusYQdTSLKymrO+BottWwXy6Usn1mrYsaUPixZlc3nP2WzfX8Jv57QrUnGVrvdXvR6bch+dvK9bL2aqmxqteqsjXaSyImQU1fvZdW2fJZtyKWooo4Iq4GbRnRieK+EJmslbCtUKhUZ7SLIaBdBfmkN32zIZfW2fH7MzKdb+whG9U+WcXSizYiLi2PDhg3B+8XFxcTExDTYp6ioiLvvvptBgwbxxBNPAIHEbsGCBdx5551AIAHUaKSr8rmUV9ezMvMIP2zNp7TKRZhRy8i+SQztGU9SjDQkNSetRs3EYR3p1iGSOf/ZwXMfbOTmkZ0Z1S9JurQK0YQkkRMho6Cslm83BtZ/c7l9dEoIZ9LwjvTt4mj167+1RPFRYdw+Oo2JQwPj6JZvzOX1+ZnERpgY2TeJIT3iMRvlJ0aErsGDB/Pmm29SVlaGyWTi66+/5tlnnw1u9/l8/PrXv2bMmDHcd999wcfNZjPvv/8+ffr0oVevXnz44YeNuiLXFvgVhR0Hy1ixOY+t+0rxKwoZ7SK48cpO9O3iQKeV3/aWpEuynWfuGsD/++8uPl62l/15lfxqTAYGvTRUCNEU5CxLtGp+v0Lm/lK+3ZTL9oNlaNQqBmTEcFW/ZDomyJT5l4LVrGfs5e0ZPSCFjbuLWbYxh4+X72XhDwe4vHscI/skSmu5CEmxsbE8/PDD3H777Xg8Hm688UZ69uzJtGnTePDBBykoKGDnzp34fD6WLl0KQPfu3Xnuued47bXX+NOf/oTL5aJ9+/a8+OKLzVyalqWqxs2PmUf4fssRSipdWM06Rg9IZljvBGJlvbcWzWLS8cANPfhizSEW/nCAvJIa7p/UQz43IZqAJHKiVSqvcrFkdTY/bMmjtKoeu0XP9UM7MLxXArY2sv5bS6PVqBnYNZaBXWPJLqhi+YZcVmbms2JzHqlJNq7sk0j/NJnRTISW8ePHM378+AaPvffeewD06NGDrKys0z6vf//+fPbZZ00eX2uiKAr78ir5blMeG3YX4fUppKfYg1ffpGdF66FSqRh7eXvaxVmZs3gHs/65gfuu705G+8jmDk2IkCKJnGg1/H6FHdll/LDlCFv2leDzB7rY3DIyld6p0VLJtyDt48K5e1xXbrkqlZWZ+Xy3OZf3luzk42U6Rg1IoX9qNAnRYc0dphCiBah3+1izs4BvN+WRU+TEZNByZe9EruyTKL8TrVz3DlH8z52X8cb8TF6Zt5XbrunClb0TmzssIUKGJHKixSuuqGPVtnxWbcuntKoei0nH+KEdGZDmIC5Sumq0ZBaTjmsHpnDNgGR2ZZezYkseS348wKLv99M5ycbQnvH0T4vBZJCfIiHamqLyWr7dlMfKzHxq670kOSzcfm0al3eNkzFVIcRhN/HE1H7M+c8OPvhqNwWltdw8srNMiiXERSBnT6JFqqv3snF3Mau355N1uAIV0LV9BDeN6EyfVAcJ8baQncI2FKlVKrp1iKRbh0i0Rh2ff7+fH7Ye4e9fZPHRN3vpn+ZgcPc40tpFSOUuRAhTlEDPiuUbcsncX4paraJfmoORfZNITbLJDIchymTQ8uANPfl4+V6+Xp9DWXU908ZloNNKwi7EzyGJnGgxvD4/O7PLWLOjkE17i3F7/MREmLh+aAeGdI8nymZs7hDFRRBhNXLtwBRGD0hm/5EqVmbmsz6rkFXbC4iwGhh0dJxdcoxFTuqECBEut5efthewbGMu+aW1hJt1jBvcniv7JBJhlXHNbYFarWLKqFSibUY++XYfFc56HryhJxaTLAskRGNJIieald+vsDungvW7CtmwuxhnnYcwo5bB3eIY3COeTgnhcjIfolQqFZ0TbXROtDFlVCpb9pWwensBS9fl8OXaw8RHmRnYNZYBGbHShVaIVqqkoo7lm3L5YWs+dfVe2sdZuWdcBpelx8rSAW2QSqVi9IAUIqwG3v98Jy/8axO/v6W3JPNCNNIlSeScTieTJ0/m3XffJSkp6VIcUrRgPr+f3Ycr2LC7mE17iqmqcWPQaejVOYpBXePo3jFSJi5pY/Q6DQMyAklbVa2bjVlFrNlZyKIfD7Lox4Mkx1jon+agX1qMTH4gRAunKAp7cyv5Zn0Om/YWo0JF/3QHo/ol0ylRGucEDMiIxWrS8cbCbTw/dyN/mNxbGuyEaIQmT+S2bt3KzJkzyc7ObupDiRas3u1j+8EytuwtZsu+EmpcXvQ6NT07RnFZRiw9O0Vh0ElfeQHhZj0j+iYxom8SZVUuNu4uZn1WEZ/9eJDPfjxIXKSZPl2i6ZPqoGNCuIypE6KF8Pr8rN9VxNcbcjhUUE2YUcu1A1O4qm8SkeHSNV40lNE+ksem9OHVeVuZ/eFGfn9zb9rFWZs7LCFalSZP5ObNm8fTTz/No48+2tSHEi1MSUUdmQdK2bqvlF2HyvH6/IQZtfTsFE3fLtF07yjJmzi7yHAjV1+WzNWXJVNeXc+WvcVs2F3M1+ty+HLNYcLD9PToGEmvTtF06xAps18K0QycdR6+35LH8o25VDjdxEWamTo6jcHd4+Q3XpxV+7hwHv9lP17692Ze/HgzD9/ci86JtuYOS4hWo8nPep577rlGPzcqynIRIzk9hyO0W38uZflcbi87DpSyaXcRG3cVkVfsBCA+OoyxQzpwWddYunWMumjdJkPxs9PrA/8lQ7FsJ2pM+RwOK106RnPz6AyctW42ZBWxbkcBm3YXsWpbARq1iowOkfRNi6FPWgwdE2yo1Zf+al0of3ahXDZx4QrLavl6Qw6rtuXj9vjp1j6CO8dk0L1jpFwpF+ctLtLMjNv68tK/t/Dyv7fwwA096CoLhwtxXlp083VpqRO/X2my13c4rCE9hX1Tl8/r85NdUM2uQ+Xsyi5jX14lXp+CVqMmLcXO0J6p9OgYSVykOTgmorys5qIcO1Q/O7fbi16vDcmyHXOxPrtuyTa6Jdu4/ZpU9uVWknmglB0Hyvjgi1188MUuLCYdGe0igreYCFOTj80J1e8lNG3Z1GrVJWm4Ez+foijsyalg6boctu4rQaNRMahbHNf0TyYpRj5D0TjRNhMzbuvLy59s4bVPM7l/Ug96dopq7rCEaPFadCInWhaP18fB/Gr25FSwO6eCfbmV1Ht8ACTHWLiqXxLdOkTSJcmOXrrTiEtEo1aTlhJBWkoEN10Jlc56dmaXszO7jB3ZZazPKgIgwmogLdlOl2Q7qcl24qPMctVAiPPk9fnZkFXE0nU5HCqsxmIKLB8wsl8StjB9c4cnQoDdYuDRW/vw8r+38NbCTH4zoTt9ujiaOywhWjRJ5MQZVTjr2Z9Xyf68KvblVZJdUIXXF7hCmugIY0iPONJSIkhPsWM1S0UuWgabxcDl3eO4vHsciqJQUFZL1uEKsg6Vs+tQOWt2FgIQZtQGlj9IstEpwUb7eCtGvfwkCnGiWpeXH7Ye4ZsNOZRX1xMXaeb2o+PfpMFOXGxWs55HpvThlU+28Pai7dz7i270T49p7rCEaLHkrEUAUOPycKigmuyCag7mV3Ewv4qyqnoAtBoV7WKtjOqXTGpyYN0vSdxEa6BSqYiPCiM+KowRfRJRFIWi8jr25FSwN6+SfbmVbN1fenRfSIwOo0N8OB3iw2kXZyXJYZG1rkSbVFrp4j8/HeKrn7JxuX2kp9iZOjqNnp2i5Eq2aFJhRh1/nByYzfLdxTuYrigMyIht7rCEaJEuWSL37bffXqpDibNQFIXSKhc5Rc7ArdDJocJqSipdwX2ibUY6J9ro2D+cTok2UmKtcjIrQoJKpSI20kxspJmhvRKAwIx7B45UsT+vkoP5VWzaU8yPmfkAaNQqEh1hpMRYSY61kBJjIdFhwWLSNWcxhGgy2QVVLF2Xw/pdRaCCAekxjB6QItPCi0vKZNDy8M29eP3Trcz5zw78isKgrnHNHZYQLY5ckQtRiqJQXF7H9oOl5JfUkldSQ16JkyMlNdTV+4L7xUaY6BAfzvDeCbSPC1yFkJNU0ZZYTDp6dooKDqxXFIXiSheHCqqP3qrYur+Eldvyg8+JsBpIjA4j4YRbfJQZGc3R9ixZsoR33nkHr9fLHXfcwW233dZg+65du3jyySepqamhf//+PPPMM2i1Wo4cOcIjjzxCaWkpHTp04KWXXiIsrHkWu/crCtv2l7J03WGyDldg1Gu4+rIkbr4mHZXXd+4XEKIJmAxaHrq5F69/msl7S3aiNN3cd0K0WpLItWKKolBd56G4vI6i8joKy2spLK8jv7SGwrK64EQkEDhZTYwOY1C3OJIdFpJiLCRGh8m6W0KcRKVSEWM3EWM3cdnRsRmKolBZ4yanyElusZPcokDDyO7NFXi8/uBz7VYDMXYTcZEmYiPNxNjNxEaYcNhNGPQynijUFBYW8uqrr7Jw4UL0ej2TJ09m4MCBdO7cObjPI488wqxZs+jduzdPPPEE8+bNY8qUKTzzzDNMmTKFsWPH8te//pW3336bRx555JLG7/H6+GlHIUvXHSa/tJYIq4GbR3RmWK8EzEYtjghzyM7CKloHo17LQzf14vX5W3n/851U1biJlrHMQgTJ/4YWTFEUqms9lFfXU1LpoqzKRUmli5LKOkoqXRRX1OFyH0/WVECUzUhcpJkuSXY6t4sk3KAhIToMq1nX5FOvCxGqVCoVdosBu8VAj47Hp8T2+xWKK+vIL60lv7SGcqeH7PxKNu8tobrW0+A1wsP0OOxGHDYTUTZj4BZuJDLcSFS4QSZaaYVWr17NoEGDsNvtAIwePZqvvvqK+++/H4C8vDxcLhe9e/cGYNKkSbzxxhvcdNNNrF+/nr/+9a/Bx3/5y19ecCL32GO/p6ioqFGxO+s8FJTV4vMpGPQaIq0GCNPz6Sb49Og+er0Wt9vbqNdv6UK5bBB65VMUyC12UlKQTa5Ow913T23ukJpEqH1uJwvl8jVV2WJiYnj//f8743Y5c2gGfr+Cs85DVY2bylo3VU43lTVuKpz1gVt1PeXOesqr64OzRB6j16mDJ4Jdku3E2AOt/TFHW/1PHMsWymtaCdESqNUqYiPMxEaY6d05usH/uVqXh6KKOgrL6iiuOH7bl1fJul1F+E/qJ2QyaIiwGomw6ANJo9WALUyPzRL4azXrsIXpMRm00ijTQhQVFeFwHO9QGxMTQ2Zm5hm3OxwOCgsLKS8vx2KxoNVqGzx+oXQ6DfpGNgAodV7CTDqiwo2Emc7c0NfY128NQrlsEHrl65Bgo7xIRb3HR43LS0S4sblDahKh9rmdLJTLd6xsiqJQU+ehrMpFeFigPm8s3TlmBw7dd7OJ+f0KLrcXl9tHXb2XuqN/a11eal0ealyBf9e4PDjrjt+qaz3U1Hk4XVdvvVaN3Rpo9e+YYCPSaiDCaiDCaiTaZiQy3IDlLBWuEKLlMBt1tI/T0T4u/JRtPr+fimo3ZdUuSqtclFUFGm4qquspq64nv6ycSqcbn//UXwqtRoXFpMNiCiR3YSYdFqOWMJOOMKMOs1GL2aDFbNRiMhy96TUY9Vr0OrX8flxEfr+/wfupKEqD+2fafvJ+QKM+l1mz/hf/ab4jF0soNwaGctkgdMt3111TOVJaQ1iPadx2XQZX9Ixv7pAuqlD93I4J5fI5HFbyCypZn1XE0rWHOVzkJDVMzz1jM+jesfGL26vVZ68bQjaR8/r8/LS9AKfraPcmJTCgWzn61+9XMBh1VDvr8fkUfH4/Xp8fr0/B6/Pj8QZubq8ft8eHx+un3uPD5fbh9vhwnzAu5kx0WjVmoxarSRcco2Y1B06+rGZ9sJU9PCzQAm/Ua+QkS4g2QKNWB7tXpp5hH79y9Mq9001FTT3VNR6qat1U1bgbNAzlFjlx1nmodXlPucp3MhVg0Gsw6AI3vU6NXqdBrw381WnUaLVqtBoVOo0ajUaNRq1Co1ERbjFSV+dGo1ahVqtQqVTB7tyXpce0yd+uuLg4NmzYELxfXFxMTExMg+3FxcXB+yUlJcTExBAZGUl1dTU+nw+NRnPK84QQp6dSQbu4cLq0j+DvX+xCQWFoz4TmDku0cbUuLwu/28ei7/dRXl1PfJSZO8ekc3m3WHTaph0fH7KJXFWNm4+W7W0w4cfJ1GpV4CTl6E2rUQduWjV6rRqdVo1Oo8Zq1gdPdIxHT4KMeg0GfeDv8Vbv463gYUatLJYqhGg0tUpFuFlPuFlPEpZz7q8oCi63jxqXh7p6H7VH/9Yd7Tngqj/61+2j3hNokKo/2ijl8fiorHE3aMTy+RV8Rxu3fP7A/dPliVazjv7pMbS9NA4GDx7Mm2++SVlZGSaTia+//ppnn302uD0xMRGDwcDGjRvp168fixcvZtiwYeh0Ovr3788XX3zB+PHjWbRoEcOGDWvGkgjReqjVKh64oSdvLdzG37/Iwu9XGN47sbnDEm1QaaWLbzbk8MPWI8H1Nu+4No3uHS/depshm8hFhht543dD8fn9qI6eYqjVge4rKlXgJCkmJjxkL/EKIdoWlUoVbFRqCg6HlaKiqmCPBkUJTECg0aja7ALRsbGxPPzww9x+++14PB5uvPFGevbsybRp03jwwQfp0aMHL730EjNnzsTpdNKtWzduv/12AJ5++mlmzJjBO++8Q3wruyIHAAAgAElEQVR8PK+88kozl0aI1kOv0/DADT14a+F2/vnVbvx+hRF9k5o7LNFGHMyvYum6w2zICvS4GJARwy2j07EZLv0FnJBN5CDQtVGHLGQthBAXg0qlQqNSoZGf1aDx48czfvz4Bo+99957wX+np6czf/78U56XmJjI3Llzmzw+IUKVTqvh/kk9ePuzbcz9eg9ev8LV/ZObOywRovyKwtZ9JXy9LofdOYH1Nkf1T+Lq/slE2YzNNv4vpBM5IYQQQggRmnRaNb+d1IN3Fm3n42V78Xr9jBnUrrnDEiGk3uNj9bZ8vt6QS2FZLVHhBm4ZGVhvsyWsxdz8EQghhBBCCNEIWo2a31zfnfc/38mnK/bj9vr5xZD2bXICJnHxVDjrWb4xlxWb86hxeekQb+XXE7rRL82BRt1yuqVIIieEEEIIIVotrUbN9PHd0GnULF55kHq3j5tGdJJkTlyww4XVLF2Xw7pdhfj9Cn26OLjmsmRSk2wt8vskiZwQQgghhGjV1GoVvxqbgV6n4at1h6lze5l6Tdo51+ESwu8PjH/7ZkMOWYcrMOg0XNknkav7JxETYW7u8M5KEjkhhBBCCNHqqVUqfnlNF8xGLf/96RB19V7uGdcVrczQJE6jrt7Lym35LN+QS1FFHVHhBm4e0ZlhveIxG3XNHd55kUROCCGEEEKEBJVKxQ3DO2E2aPl0xX5qXF5+O7E7Rr2c8oqAovJalm/MY+W2I9TV++icaGPS8I4tbvzb+ZBvtRBCCCGECCljBrXDYtLxz692878fb+Z3N/Ui3Kxv7rBEM1EUhV2Hylm2IZet+0pQq1Vclh7DqP7JdEwIb+7wGk0SOSGEEEIIEXKG9krAatbzzuLtzJ67kYdu7kVsCx/zJC4ul9vLTzsKWb4xlyMlNVhMOsYObs+IPolEWA3NHd7PJomcEEIIIYQISb1To3lkch/eWJDJcx9s5MEbetI5ydbcYYkmVlhey7cb81i5LZ+6ei/tYq3cPTaDARkx6LSa5g7vopFETgghhBBChKzOSTaevL0fr87byosfb+aecRkMyIht7rDEReb3K2QeKOXbTblsP1CGRq2if3oMI/sm0jmxZS4f8HNJIieEEEIIIUJabISZJ6f2482F23h38Q6OlNTwiys6oA7Bk/u2pqrWzcrMfFZszqOk0oXNomfCFR0Y3jsBu6X1d588G0nkhBBCCCFEyLOa9TwyuQ9zl+7mP6uyyS2u4Z5xGTKjZSukKAp7cytZsSWP/8/efcc3Ve4PHP8kadKRJk1HuidtaaG0UPbeyKxcEBVRRFTEqzi4v4si4nWAi+sVFRxc8aoX3LJEWU6QVTZtgbJKaeneu806vz8quSCjBVrSps/79eJFk5xz+n1y0jzne561LzUfk1kiOljH7UMiiI/0ajNLTohPriAIgiAIgtAmKB3kTB8TTZC3K1/+cpIFn1bx6IRY/L3Utg5NaISqWiO7UnLZeiibrMIqnB0VDOocwOCuAQS0wXMoEjlBEARBEAShzZDJZIzoEUSgXs2y746w4NN9TB8TLcbNtVDnW99+P5zNntR8jCYLob4a7hsdTa8OPjiq7GfykmslEjlBEARBuA7Z2dnMmTOHoqIiwsLCeOONN1CrL74jnJ+fzzPPPENhYSFyuZynnnqKPn36YDQa6dWrF0FBQdZtV69ejULRdi9IBOFm6xDqwfPTe/L+2hQ+WHeEY2dLmDwsEkel+DtsCcqrDOxMyeX3pGxyiqpxUinoF+vHoM7+hPhqbB1eiyASOUEQBEG4Di+++CJTpkxh7NixvPvuu7z33nvMmTPnom0WLVrE0KFDufvuu0lLS2Pq1Kls27aN48ePEx8fz0cffWSj6AVBAHDXOPLUlHhWb0tjU2IGJzJLmXlrDME+IlGwBZPZQsqZYrYn5XD4VCFmi0R4gJbpY6LpEe0txjP+iXg3BEEQBOEaGY1G9u7dy7vvvgvAxIkTueeeey5J5EaMGEHv3r0BCAkJoa6ujurqapKTkykuLmbixIk4ODjw97//nZ49e970cgiCAA4KOXcMiSAmzIPl3x9l4X/3cWu/MEb3DkYhbxuTZtjaufxKdqTksOtIHuVVBrQuSkZ0D6JfnF+bHPvWWCKREwRBEIRrVFJSgqurKw4O9dWoXq8nLy/vku1Gjhxp/fmjjz6iQ4cOaDQaZDIZw4YNY+bMmZw8eZIZM2awfv16PDw8Gh2Dp6frjRekAXq9/bZK2HPZwD7Lp1Kd/3trnrIN1muI7+DLB6uTWL0tjaS0Ip6c3JUQP22z/L7LscfzdqELy1dSXsu2Q1n8sjeTtOwyFHIZPWN8GdY9iG4dfFrdzJO2OHcikRMEQRCEq9i4cSOvvvrqRc+FhIRcsrjs1Rab/eSTT/jqq69YuXIlAJMnT7a+1rFjR+Li4jhw4ADDhw9vdFxFRZVYLFKjt79Wer2GgoKKZju+Ldlz2cB+y2cwmFCpHJq9bPePjiYuzIMVW47zxJu/cUuPIG7tF9bsk2rY63k7T6/XkHGuhAMnCth9JJejZ0uQJAj11TBleCQ9O/qgdVEBUFJcZeNor01znTu5XHbVm3YikRMEQRCEqxg9ejSjR4++6Lnzk5WYzWYUCgUFBQV4e3tfdv9FixaxdetWPvvsM3x9fQFYu3YtXbt2JTg4GKiflU2pVDZvQQRBaLTu0d5EBev45rfTbEzMIPFYHncOjaR7lP6qN22ES9UZzCSlFXHoh2PsPZqHyWzBy82JsX1C6N3RVyz9cANEIicIgiAI10ipVNK9e3c2bNhAQkICa9euZeDAgZds98knn5CYmMgXX3yBVvu/7lnHjx/n0KFDvPDCC6SlpXHs2DG6det2M4sgCEIDNC4q7h/Tgf6xfqzccpz316YQHqDlziGRRAS62Tq8Fq3WYCLpdBH7jheQdLoQg9GCTuPI4C7+9OzoQ7i/ViTETUAkcoIgCIJwHZ5//nnmzp3L+++/j5+fH2+++SYAX3zxBfn5+Tz++OO8++67uLq6MnXqVOt+//73v3n00UeZN28e48aNQyaT8frrr+Pq2vxj3gRBuHbtg3S8ML0n25NzWLMtjVdW7qdzuCe39g8j7CaOn2vpyqsNHD5VyMEThaScKcZktqB1UdKvkx89or3p2zWI4qJKW4dpV0QiJwiCIAjXISAggBUrVlzy/F133WX9ee/evVfc/5133mmWuARBaHpyuYyBnf3p2cGbH/edY8ueDBZ8uo/O4Z6M6hVM+yBdm2thkiSJ7KJqkk4VcvhUISezypCk+iUdBnfxp1uUnshAHXJ5/fuikLet9+dmEImcIAiCIAiCIDSCk8qBhL6hDO8WyE/7z/Hj3kxe//wgIb4aRnQPpHuUNyo7XlC8ps5E6tkSks8Uk5JWRGFZLQBB3q4k9A0lPlJPsI9rm0tqbUUkcoIgCIIgCIJwDZwd6xO6W3oEsSslly17M1n+/TE+//EkfWJ86RfnS4iPptUnNAajmdNZZaRmlHL0bDFnsiuwSBKOKgUdQ9wZ3TuEzuGeeGidbB1qmyQSOUEQBEEQBEG4Do5KBYPjAxjYxZ/jZ0vYlpTD1sNZ/HzgHN46Z3p08KZrez0hvhrkrSCpK682cDqrjFPnyjiZVcaZ7HLMFgmZDML8tIzpE0zHEA8iAt1a3Tpv9qjZE7n169fz/vvvYzKZmDZtGnfffXdz/0pBEARBEARBuGnkMhkdQj3oEOpBZU17DpwoYO+xPDbsPssPu86icVHSKcyT6GAdUcE69Dpnm7fWlVcbyMyrJCO/grO5FaRll1u7Sirksvruoj2CiArSERmow8VJtP+0NM16RvLy8li8eDGrV69GpVIxefJkevXqRURERHP+WkEQBEEQBEGwCVdnJQM7+zOwsz8V1QZSzhSTdLqI5LQidh3JBcBNrSLEV0OIj4Ygb1d8PVxw07k0eSx1RjPF5bXkl9SQX1JDXkk12YVVZBdWUV5ttG7nqXUizF/LkK4BhPu7EeqrseuxfvaiWRO5nTt30rt3b3Q6HQAjR45k06ZNzJo1q1H7P/3038jPz2+2+FQqBwwGU7Md39bsuXz2Wrbjx1ORy2U88MDUhjdupez13IEo2/Xy9vZm+fJ/N8uxBUEQbEnjoqJPjC99YnyxSBI5RdWcyCjhdHY5Z/MqSE4rQpLqt5XJQKtW4aFxwkPjiKuLEldnJS6ODqiUCpQOchRyGTIZyJBhslgwmiwYjBZqDSaqa01U1RoprzJQVmWktLKOyhrjRfE4Oyrw91QTF+FFgJeaYG9Xgnw0uDorbfDuCDeqWRO5/Px89Hq99bG3tzdJSUmN3l+pVKBSNW8zbnMf39bsuXz2WLbzU/TaY9kuZM/lE2W7dkpx11cQhDZALpMR4KUmwEvNkK71z9UZzeQVV5NTVE1FrYmM3HJKymvJLqqi6pyRyhoTlvOZXgOcHR1wcXRAq1bh5eZEeIAWT60Tnlon9DpnvD2c0Tgrbd6lU2g6zXrFYbFYLvqwSJJ0TR+ehQv/icXSuA/v9dDrNRQUVDTb8W3Nnstnr2V74IGpqFQOvP/+x7YOpdnY67kDUbbrJRdrCwmC0EY5KhUE+2gI9tFc9ntWkiTqjGYMJgsGoxmLRUICkEChkKF0UKBUyHFSKcR3aRvUrImcr68v+/btsz4uKCjA29u7OX+lIAiCIAiCINgFmUyGk8oBJ5WtIxFaomZN5Pr27cuSJUsoLi7G2dmZLVu2sGDBgkbvfzPuLNj73Qt7Lp89ls3b2xul0v7vqtlz+UTZWs5x7Z2oI2+MPZcN7LN8baGOtOeygX2XrznK1tAxZZLUyI6312n9+vUsW7YMo9HIpEmTmDFjRnP+OkEQBEEQBEEQBLvX7ImcIAj2Y9++fVRUVDBkyBBbhyIIgiAIzW7FihWMGDECX19fW4ciCJcQS7ILduvnn39m4cKFAPz222+8/fbb13yMmTNnsnr16iaJJzExkXHjxjW43dKlS/npp5+u6dg5OTmMGzeO8ePHc/DgwUbtU1tbS1FREbNmzaKurq5R+yxcuJCXX365UdvX1tbywgsvkJqaSm1t7VW3TUxMJC4ujvHjx1NUVHTF7R544AF69uzJRx991Kh4BUEQ2pK5c+e2qO/HxsRTUVHBvffee83HXr16NYMHD+aBBx5o9D61tbV8+OGH/Pzzzw3WSwBHjhzhrbfeYvny5Q1uazAYkCSJu+66C5PJhMl09eVa5s6dy4ABA/jHP/5xxW0OHz7M+PHjiYqKori4uMEYhLZHJHKC3Ro2bBjz588HIDk5mbKyMhtH1DiJiYkNVgCX28fLy4t169YRHx/fqH02bdrE008/zbFjx3jkkUcoKCi46vZbt27F19eXwYMHN5jcGgwGZs2aRWJiIosWLWLFihUNxhMcHMy6devw9PS84jYfffQRQ4cObfBYgiAIQutQVlZGcnLyNe+3du1aZs+efU2J67PPPsuGDRv4z3/+w+LFixvc/sMPP+T555/nl19+oaSk5Krb7tmzhwcffJC8vDxmzpzJqVOnGjz+fffdx0svvXTF1zt37sy6desaPI7QdtnvgkdCi5GYmMibb76Jn58fZ86cwdnZmYceeogVK1Zw5swZbrnlFubNm4fFYuGVV17h8OHDVFVVIUkSCxcupFu3bhQXF/PMM8+QkZGBTqdDr9cTGRnJY489RmxsLA899BA7duwgPz+fBx98kClTprB69Wo2b97MI488wpdffonZbEaj0RASEsLmzZtZtmwZgHW7ZcuWkZeXx9y5c8nPz8ff3/+i1qHTp0/z8ssvU1paitlsZurUqUyaNOmS8g4dOpSxY8eyY8cOKioqmD59OlOmTLlom4qKCl588UVSU1ORyWQMGDCAv/3tb3z11VekpKSwaNEiFAoFI0aMuGi/r776ihUrViCXy/Hy8uK5554jLy+Pt956i4qKCqZOnXpJ0jR06FAmTJjArl27yMnJYfz48Tz55JOMGzeOLVu2EBMTw/Dhw9Hr9Zw5c4aXXnqJqqoqCgoKiI6O5q233sLR0ZHly5czY8YMgoKCePjhh7nzzjtZu3YtP/74I3K5nLNnz+Lk5MTrr79OeHg4M2bM4NNPP6Wqqoq77rqLc+fOkZCQYG0x/PPjC13pnAqCILR1iYmJvPHGG/j7+5OWloaTkxOvvfYa4eHhABw8eJDJkydTWFhIZGQk//rXv3BxceHbb7/lq6++wmg0UlZWxowZM5gyZQoFBQU8/fTT1kRl0KBBPPnkkwB88803fPHFF1gsFnQ6Hc8995z19zQ2nvP27dvHokWLqKmpQalU8uSTTzJw4ECeeeYZamtrGT9+PKtXr0ah+N+6kleqKxctWkRycjLnzp2jpKSE++6776J4Fi9eTFBQECdPnsRkMvHiiy/SrVs3/vrXv/Laa69RV1fH/fffD3DF9yUzM5PDhw/zxhtvcPr0aT777DNmzZrF1KlT6dKlCwcOHCAnJ4c+ffqwYMEC+vfvz5YtW1Cr1cTExBAdHc2SJUsoKSmxtrr9+fF5q1evvmJdKghXJQlCM9u9e7fUoUMH6ciRI5IkSdIDDzwg3XnnnVJdXZ1UVFQkxcTESLm5udKBAwekxx57TDKbzZIkSdKyZcukmTNnSpIkSbNnz5YWLVokSZIk5eXlSf369ZPeeecdSZIkqX379tKKFSskSZKk5ORkqVOnTlJtba20atUq6aGHHpIkSZLeeecd6cUXX5QkSbro+T8/fuSRR6TFixdLkiRJ6enpUpcuXaRVq1ZJRqNRGjNmjJSSkiJJkiSVl5dLo0ePlg4ePHhJeYcMGSI999xzksVikXJycqRevXpJqamp0u7du6WxY8dKkiRJTz31lLRgwQLJYrFIdXV10v333y8tW7ZMkiRJuueee6SNGzdectydO3dKw4cPl4qKiqxxjx49WrJYLJeU6c/xvPbaa5IkSVJubq4UGxsrZWRkSBaLRTp06JBUU1MjHT16VJIkSXrttdektWvXSpIkSQaDQRo3bpy0adMmKSkpSRoxYoRksVis53Djxo3SqlWrpG7dukk5OTmSJEnSSy+9JD311FOSJEnS2bNnpcLCQikpKUmqq6uTMjMzpS5duljjuvDxhe/N1c6pJEnS008/LS1fvvyyZRUEQbB3u3fvlqKjo6W9e/dKkiRJn3/+uTRhwgRJkuq/HydNmiRVV1dLJpNJmjBhgrRmzRqpsrJSuuOOO6Ti4mJJkiTp4MGD1u/fpUuXSs8995wkSZJUVVUlPfnkk1J5ebmUmJgoTZkyRaqurpYkSZJ+//13adSoUdccz/Lly6Xi4mKpT58+0qFDhyRJkqQTJ05IPXv2lDIyMi6pGy50PXXl+WuO8/XaRx99JN19992SJElSYWGhlJGRIaWmpkoVFRVXfV9eeOEFaenSpZIk1ded/fr1k2pqaqR77rlHevzxxyWz2SxVVFRI/fv3l3bt2iVJkiQdOHBAMpvN1muDC689/vz4wrrsanWpJNXXiefrfkG4kGiRE26KwMBAOnbsCNR3odNoNKhUKjw8PFCr1ZSVlREfH4+bmxtffvklmZmZJCYmolargfpufWvWrAHqpx8eNWrURccfNmwYADExMRgMBqqrq68rzp07d/L0008DEBISQq9evQBIT08nIyODefPmWbetra3l6NGjdOnS5ZLjTJkyBZlMhq+vLwMGDGDHjh3ExMRYX9+2bRtffPEFMpkMlUrF5MmT+fTTT3nooYeuGNvvv//OmDFj8PDwAGDixIm8/PLLnDt3rsFynX9/fHx88PT0pKysjKCgIDp37gxAhw4dAJgzZw47duzgww8/JD09nfz8fKqrq4mNjWXLli3W450fL7B69WpiYmKsg8A7duzIjz/+CNSfZ+CqXSUbE/OF59TR0fG6jiUIgmBPoqOj6d69OwC33XYbL730krVFbfjw4Tg7OwMQGRlJcXExarWaDz74gK1bt5Kenk5qaqq1nhwwYAAPPfQQOTk59O3bl//7v/9Do9Hw22+/cfbsWSZPnmz9veXl5ZSWlqLT6RodD0BSUhLBwcHWOicyMpKuXbuyZ88eaz17OddTVwL4+/tb67WOHTtarx88PT0vqZOu9L48//zz1m18fHzYvn279fGQIUOQy+W4uroSEhJiHbpxfmjD5a4LGnKlulQQrkYkcsJNoVJdvJKlg8OlH73ffvuNl19+menTpzNs2DDatWvHd999Z91eumCCVbn84uGd5y/wZbL69Takq0zGKpPJLnrdaDRe8bXzcZ7vlnlhX/XCwkI0Gs1lf8eF5bNYLJfEa7FYrLGef9zQuDiLxXLJc5IkNWo83YUJ0J/LeKG//e1vmM1mRo8ezeDBg8nJybnqewng5OTUqGNf7X2/WsyNOaeCIAhtyYXdD//83IX1z/nv3dzcXO68807uuOMOunXrxqhRo/j1118BiIuL4+eff2bXrl3s3r2b22+/nQ8//BCLxcL48eOZM2cOUF8H5efn4+bmdk3xQH0demGdB42rv66nroTG10tXe1+a4vjXUu819piCcCEx2YnQYuzYsYMhQ4YwZcoUOnXqxE8//YTZbAbq++x/++23AJSUlPDTTz9dUilcjUKhsH75e3h4cPLkSerq6jAajWzevNm63YABA/jqq68AyM7OJjExEYCwsDCcnJysidz5WSJTUlIu+/vWrl1rPcaOHTsYOHDgRa/379+flStXIkkSBoOBr7/+mr59+14S64UGDBjAhg0brDNXrVq1Cp1OR0hISKPfh4Zs376dRx99lDFjxgD1M2adPwc3SqvVYjQarQPAf/jhhyY5riAIQluTmppKamoqUD92Oj4+Hq1We8XtU1JS8PDw4JFHHqF///7WZMVsNvPGG2/w3nvvMXz4cJ599lkiIiI4efIk/fv354cffiA/Px+AL774gmnTpl1XPF26dCEtLY2kpCQATp48yd69e+nZsycODg6YzebLJi5XqyubwtXel6bg7u7OkSNHkCSJysrKRiWJgnAtRIuc0GJMnjyZ//u//yMhIQGTyUS/fv3YsmULFouFZ555hvnz55OQkIBOp8Pf3/+iu1cN6d27N3//+99ZsGABzzzzDD169GD06NHo9Xp69erF8ePHgfquFM888wyjR4/G19eX6OhooL5F8b333uPll19m+fLlmEwmnnjiCbp163bZ33fu3DkmTpxIbW0t8+fPp127dhfNCjl//nwWLlxIQkICRqORAQMG8PDDDwP1k5O8+eabGI1GJkyYYN2nX79+3HfffUybNg2LxYKHhwfLli27pLXvRsyePZtHH30UFxcXXF1d6dGjBxkZGU1ybI1Gw5w5c5gxYwYeHh6XdI8VBEEQGsfLy4u33nqLrKwsPDw8WLRo0VW379evH99++y2jRo1CJpPRs2dPPDw8OHv2LNOmTWPu3LmMGzcOlUpFVFQUY8eORaVSMWPGDO6//35kMhmurq4sXbr0sjdRG4rHw8ODt99+mwULFlBbW4tMJuPVV18lLCwMs9lMXFwcY8eO5bPPPsPd3d2639XqyqZwtfelXbt2N3z8W2+9ld9//51bbrkFHx8fevbsKVrahCbV5hcE37dvH6+88gpGo5GAgABef/31y3YbaI3279/Pq6++itFoRKfT8corrxAQEGDrsK7LZ599RseOHYmPj8dgMDBlyhQee+wxDh48iEKh4LHHHrN1iFZDhw7l7bffJjY29pr3Xb9+Pe+//z4mk4lp06Zx9913N0OEtlNZWcnkyZP54IMPCAwMtD6fmJjIggUL+P777xs8xty5c4mMjLymtYOa29KlS9m4cSNQ33r81FNP2TiipvX222+zefNmZDIZkyZNYvr06bYOSbgJ7Ll+hNZbR17L9+Vbb73V7HXktcRzI+ytfvxzXXal+hEgKiqKXbt2WcfItzb2XEfaun5s810rn3nmGRYtWsT69euJiIhoUQtp3qg5c+awcOFC1q1bR0JCgnVx7NYoIiKCBQsW8Je//IUJEybQu3dvNm/ezMcff2zr0JpMXl4eixcv5vPPP2ft2rV89dVXjVqHprU4fPgwd911F+np6Zd9PSMjo1ELgv/yyy/NFOH12blzJ9u3b2fNmjWsXbuWI0eO2NUg9T179rB7926+++47Vq1axYoVK0hLS7N1WMJNYM/1I9hXHflnFRUVzJs3z27qSHutHz/55BP+8Y9/XLF+PL8geGtmz3VkS6gf23zXyg0bNqBUKjEajeTl5REVFWXrkJqEwWDgiSeesHYNjIqKYuXKlTaO6vr16tXrokWo165dS35+fotsGbjeRGPnzp307t3bOhvYyJEj2bRpE7NmzWrK8Gzm66+/5vnnn7/snbhevXpZx05cTUu8kNTr9cydO9c6oU94eDjZ2dk2jqrp9OzZk//+9784ODiQl5eH2WzGxcXF1mEJN4G91o/QuuvIXr16Ndj69fPPPxMaGnpT6sjGxHOj7LF+fO2116w/P/vss5etH+1hQXB7riNbQv3Y5lvklEolx48fZ9CgQSQmJjJ27Fhbh9QkVCqV9S6OxWJh6dKlDB8+3MZRNZ2//OUvPPTQQ5edKau1ys/PR6/XWx97e3uTl5dnw4ia1ssvv2ydntqeREZGWqeaTk9PZ+PGjQwaNMjGUTUtpVLJO++8w9ixY+nTpw8+Pj62Dkm4Cey1fgRRR7Y2on5svey9jrR1/dhmWuR+++033nvvvYueCw4O5o033iAqKoqdO3eyfv16XnnlFZYsWWKjKK/P1cpmMBis4xpmzpxpowiv39XKBlxx+v/WSK1Wo1QqrY+dnZ0vGvRtL3x8fOzm4uJCZ86cYd68ebzwwguEhobaOpwm9/jjj/PQQw/x7LPP8v3335OQkGDrkIQmYs/1I4g60h6I+rH1s+c60pb1Y5uf7EQQBEEQBEEQBKG1adEtciUlVVgszZdnenq6UlRU2WzHtzV7Lp+9lu3pp/+GUqlg4QuiKjgAACAASURBVMJ/2jqUZmOv5w5E2a6XXC7D3V3dLMe2Z6KOvH72XDaw3/LZex1pr+ftPHsuX3OVraH6sUUnchaL1KyV1PnfYc/suXz2WLb8/HxUKge7LNuF7Ll8omzCzSLqyBtjz2UD+yxfW6gj7blsYN/ls0XZWnQidyOqao18vCEVB4UMTzcn/D3VdIn0Qu2kbHhnQbiJyirrOHiqkKz8KrKLqpAk+GBdCn6eagK81MSEeeDsaLd/qkIrlV9aw5G0IqpqTYzrG2rrcIRrtPtoLqlnSxnaNYBgH/sYRyUIgtDW2PXVocUicSa/gv3HCzBbJBRyGXHhngzq4k9sO09bhye0YRZJYs/RPH45kMXprDIkwNnRgTqDGQeFnLTscvYey0cCVEo5PaN9GNTFn/AA+1mMV2h9jCYLO5Jz+HFfJjlF1QCE+GgY1SsYB0WbnwS5VZEkSDyax7bD2XQIcWdkz2A6tfNALpPZOjRBEAShkew2kVM7KXl8UhxQn9Cdzasg8WgeicfyOHiykOhgHTMndsbNyT5nBxJaJkmSOHSqkDXb0jhXUIWfpwvjB4TRNVJPgF7NgykfolI5sOivfakzmsnIq2BHci6Jx/LYnpxDt/Z67hgagV7nbOuiCG2IRZLYuCudLzanUlJRR5iflruGRxLbzhMfd2dk4uK/1ekT40tcuCdbD2Xz075M3vrmMH6eLozoHkSfTr44KkXdKAiC0NLZbSJ3IblcRpifljA/LZMGh7P1UDbrtp9h9ltbGRIfwB1DI0SlJTS78ioDn25K5eDJQnzcnXl4fAzdo72veAfcUakgMlBHZKCOycMi+GnfOb7flc7hD4sY2yeEcX1DUMhFK4jQvPJKqvn4h2OcOFdGRKAb08dEExPqIZI3O6B2UjKmdwi39Ahib2o+W/Zk8t/Nx1m19TQD4vy5bXh7RM0oCILQcrWJRO5CDgo5w7oF0ifGlx8PZLFu22mOnS1h5q0xhPiKcQJC8zh4soBPN6ZSXWfi9iHhjOgedE1d0ZxUDozrG0rfTr58/esp1m0/w5H0YmYmxODp5tSMkQttlSRJ/Howi69/OYVCIeeJO+OJC9WJBM4OOSjk9InxpXdHH06eK+On/efYsjeTzXsziG1XPxwhLtxT3DgSBEFoYdpcIneei5MDD47vRKS/ho9+OMbC/+5jyvBIhnQNtHVogh2xWCRWb0tjw+6zBHu78ve74gnUu1738Ty0Tjw8vhNdInP576bjPP+fPTwwrgPxkfomjFpo6+qMZv67KZVdR/Lo1M6D6aM70L6dFwUFFbYOrdVYunQpGzduBGDQoEE89dRTl7y+atUqtFotAHfccQd33333TY/zQjKZjPZBOtoH6Sgur2XvyUI27Upnyapk3DWO9O3kS79YP3w9XGwapyAIglCvzSZy53UM9eDF+3uy/PujrNhygsyCKqYMjxQD94UbVlVrZNl3R0hJK2ZQF3+mDG+P0qFpPle9O/rSzk/L++uOsHRVMhMHtWNM7xDRWiLcsILSGpauTuZcfiV/GRDGuL6hYgKMa7Rz5062b9/OmjVrkMlkPPjgg/z444+MGDHCuk1KSgpvvvkm8fHxNoz0yjy0TtwzqgPDuvhz+FQhvyflsGH3WX7YdZZwfy29Y3zpEe2NVq2ydaiCIAhtVptP5ABcnZU8flscq7adZuPuDHIKq3h0YiyuzmKpAuH65JdUs/ibJApLa7h3VBSDuwQ0+e/wdnfhmbu78p8Nx1i1NY2swiqmj45G6SBGtQjX53R2GUu+TcJklnji9s7EhYvZfa+HXq9n7ty5qFT1SU54eDjZ2dkXbZOSksKyZcvIysqiR48ePP300zg6Otoi3KtyUMjpFuVNtyhvSirq2H0kl11H8vjsxxN88dNJooJ1dI/S07W9HjfXlhe/IAiCPROJ3B/kchm3D44gSO/KfzYc45UV+5l9R2cxO6BwzU5nlfHOqiQkCebcFU/7IF2z/S6VUsHMW2MI8FKz5vczFJXV8thtceImhHDN9h/P59/rj6JzVfH07Z3x81TbOqRWKzIy0vpzeno6Gzdu5IsvvrA+V1VVRYcOHZgzZw4hISHMnTuX9957j9mzZ1/T7/H0vP5u2o2l12su+rl9Oy/uTejE2Zxyth48x86kHFZsOcHKH0/QPsidHh196N7BhzB/N+Tylt2Se2HZ7JE9lk+lqr9stceynWfPZQP7Lp8tytaoRG79+vW8//77mEwmpk2bdkk//iv19c/OzmbOnDkUFRURFhbGG2+8gVrdsi8Oesf44qF1YsmqJF5esZ8nJsUR5qe1dVhCK3HgRAHLvjuCu6sjs+/ojM9NGEsik8lI6BeGj4cLy78/yqsr629CeLmJmxBC4/y4L5MvfzpJO38tj02KQ+siuss1hZMnTzJz5kyeeuopQkNDrc+r1Wo+/PBD6+P777+fefPmXXMiV1RUicUiNVW4l9DrNVccF+niIGN0jyBGdQ8ku7CKAycKOHy6iM82pbJyUypaFyUdQz3oEOpOdLB7i7sperWy2QN7LZ/BYEKlcrDLsoH9nrfz7Ll8zVU2uVx21Zt2DSZyeXl5LF68mNWrV6NSqZg8eTK9evUiIiLCus2V+vq/+OKLTJkyhbFjx/Luu+/y3nvvMWfOnBsozs3RPkjHM/d0Y/HXh1n0+UEendCJTmIBcaEBvx3MYsWW44T5aXncBhfDPTv44KZWsWRVMi+v2M/s2zsT7GO/d76EGydJEt9ure9SHh/pxcxbY1CJpViaxP79+3n88ceZN28eY8eOvei17Oxsdu7cyaRJk4D68+Dg0Do7yMhkMgL0rgToXUnoF0ZZZR0pZ4o5kl7M0TPF7D6aB4Cn1onIIDciA9yICNQR4KVu8S12giAILV2DNcfOnTvp3bs3Ol1997CRI0eyadMmZs2aZd3mcn395XI5e/fu5d133wVg4sSJ3HPPPa0ikQPw91Lz7L31ydzb3yZx/5gO9Onka+uwhBZIkiTWbT/DdzvSiQv35K/jO+Goss3FcFSwO8/c05U3vz7M658f4LGJcUSHuNskFqFlM5ktfLIxlZ0puQyOD+CeEe3FhXUTycnJ4dFHH2Xx4sX06dPnktednJz45z//Sa9evQgMDOSzzz67aCKU1szN1ZF+sX70i/XDIklkF1ZxPKOU1IwSjqWXsPtIfWLnqFQQ4qshzE9DiK+GEB8NPh4uYmIdQRCEa9BgIpefn49e/7+pzb29vUlKSrI+vlJf/7vvvhtXV1frXUa9Xk9eXl4zFKH56FwdeXpKV5auTuLD749SVmVgZM8gMTOgYGW2WFi55QRbD2XTP9aPe0dF2XzG0wC9K89O7cabXx/mza8P8VBC/cLjgnBercHEe2tSSDlTzF8GhJHQN1R8rzWhjz76iLq6Ol577TXrc5MnT+aXX37h8ccfJzY2lpdeeom//vWvGI1GunbtyvTp020YcfOQy2QE6l0J1LsyrFsgkiRRUFbL6XNlpOWUcyannJ/3n8Nkru8eqlLKrdsH6tUEeKnx17uidVGKz6cgCMJlNJjIWSyWi75AJUm66PGV+vpPmTLlki/ea/0ivtkDua/klUf786/PD/D1r6eoNVt4IKFTq7lzLQaVNp9ag4k3Vu4n8Ugutw+LZOroDjd8sdFUA7n1eg1vPDGQBR8l8v66FGYQS8KAdjd0zKZk63PXnFp62Uor6njlswOknStl1u1dGNk7pNH7tvSytRTz589n/vz5lzx/1113WX8eOXIkI0eOvJlh2ZxMJsNb54y3ztnaw8VktpBdWMXZ3Aoy8ys5V1DJ/uP5bDtssu6ndnLA19MFPw81Ph7O+Hq44O3ugrfO2Wa9HwRBEFqCBhM5X19f9u3bZ31cUFCAt/f/7u5fqa+/h4cHFRUVmM1mFArFJfs1hi0Hcv/Z9FFRODvI+W5bGjn5lTw4rmOTrQnWXMSg0uZTUW1gyapkTmeVcfeI9gzrFkhhYeUNH7epB3I/cVssy747wr/XJpOZU8Ztg8Nt3nXJ1ueuObX0suWVVLP468OUVNTx6MRY4sM9Gh1vc5atocHcgv1yUMgJ9tFcNJ5XkiTKqgxkFVaRXVBFTnE1uUVVJKcVsT3ZcNH+WrUKb50zep0TXm7OeP3xv6ebEx4aR5v3kBAEQWhODSZyffv2ZcmSJRQXF+Ps7MyWLVtYsGCB9fUr9fVXKpV0796dDRs2kJCQwNq1axk4cGCzFqY5yWUy7hoeibvWkW9+PU1ZZR2zxDTvbVJeSTVvfX2YovI6/vqXTi2626JKqeDRCbF89uMJNiZmUFJRx/QxHVr8TQih6Z3KKuOdb+u7xc+5K56IADcbRyQIlyeTydC5OqJzdSQm1OOi12rqTOSVVJNfUmP9V1hWw4nMUnYfzUO64N6vDHBzVeGpdcJd64Sn1hF3TX2CF1ZtRGYy4+aqQiEX34eCILRODSZyPj4+zJ49m3vvvRej0cikSZOIi4tjxowZDfb1f/7555k7dy7vv/8+fn5+vPnmm81eoOYkk8kY3SsEd40j//mhfq25J+/ojHcLm1ZZaD4XXwx3ITKw+daIaypyuYx7bmmPh9aRVVvTKCqvZdbEWDRiivk2Y19qPh9+f/SmLoshCM3B2dGBUF8tob6XLgtkMlsorqijqLSGwrJaisrr/xWX15GZV8HhU4UYTZaL9pFR36qn0zji7uqITuOI7o/HbmoVOldH3FxVaF1UrWZIhSAIbUej5jtOSEggISHhoucuHBd3pb7+AQEBrFix4gZDbHl6d/TFQ/PHWnP/3cejE2KbddFnoWXYfSSX/2xIxUPT+i6GZTIZY/uEotc5s/z7Y9Y1EsWiz/ZNkiS+33WWNdvSCBdrxAl2zkEht47BuxxJkqiqNVFcXotFLic9q5TSijqKK+oorayjsKyWU1llVNYYL9lXJgOtiwo3tQo3V8c//v/TY7UKrVqFk0ohJmcRBOGmaJ0L17QA7YN0PHtvd97+Nol/fnGQqSOjGNjZ39ZhCc3AIkms2ZbGD7vOEhWk45EJnVpta1bPDj54aJx4Z1USC/+7n4fHxxAr1ki0S0aTmU82prLrSB69O/owfUw0SgcxMYTQdslkMlydlbg6K9HrNYTqL38jy2S2UFpZR1mlgdJKA2VVdfX/V9ZRVmWgrMrAuYJKyioNWKRLx/GrlPI/Erv6BE/rqsLN5Xzi52hNALVqlRjDJwjCDRGJ3A3w9XBh/r3d+GDdET7ZmMq5/EruGBohvpjtSHWtkeXfH+PQqUIGdvbnnlvat/rzGxHoxj+mdWfJ6mTe+uYwkwaHM6pnsLiDbEeKymp5d00y6bkVTBgQxjixvIAgNJqDQl4/cYrb1YdNWCSJyhojZZUGyqvqE76yyvpEr7zaQFmlgdziao5nll62lQ/A1Vn5v5Y9tSM61/runDrNBT+7qsRNGEEQLkskcjdI7aTkydvj+ObX02zZm0l6bgV//Usn3DWOtg5NuEGZ+ZW8uzqZovJapgyPZFi3QLu5GPbSOTPvnm58tOEY3/x6mjPZ5Uwf0wFnR/GV0NodTS/mg3VHMFssPDYxlvj2+oZ3EgThmsllMrQuqkZ1VzaZLX8ke4Y/kr3/JX2lf7T05RWXUFZlsK6rdyG1kwPuGkfrWD53jSMe2vqJW9z/+F98fwtC2yP+6puAQi5n8rBI2vlr+XhDKi98vIeHbo25ZLYtoXWQJIntyTl8tuUEzk4OPDUlvlVManKtHFUK/jo+hk1+Glb9lkZm/l4emRBLkLeYBr41slgk1u9M57sdZ/DzVDNrYiy+rWgcpyDYMweFvD7x0jpddTvpgla+0so6Sv4Yv1dSaaC0oo6Syjoy8iqpqDLw53TPxdEBTzcnPLVOBPpqUKsUeLk5odfVty66OIlLPkGwN+Kvugn17OBDoN6Vd9ck8+aXhxjVK5gJA9u1+q54bUl1rYn/bk5lz7F8ooN1zLw1BjdX+21dPT8Ta7i/Gx+sS2HBp/u4Y0i4XbU+tgUlFXX8+7sjHM8spU+ML1NHtsdJJb7eBaG1kclkaFxUaFxUBF7lptr5cXzF5XUUV9RSUl5HYXktxWW1FJbVcDyzlJo600X7qJ0c6hdSd6+fEMbXwwUfDxd8PZxxcRJLKQlCayRq+ibm76XmH9N68OUvJ9mYmMHRsyU8lNBRzA7YChzPKOGjH45RXF7HxIHtGNM7pM1MN90+SMcL03vynw3H+PynkySlFXH/mA7o7DiJtQeSJLHnWD4rtxzHZJZ4YGwH+sX62TosQRCaWUPj+Ly8XDl7roTC0loKSmsoKKuhoLSWgpJqTmeVsefYxWvuualV+Hm64O+lJkDvSoCXmkC9WiR4gtDCiUSuGTiqFEwbFU2nME8+2XiM5/+zl78MCGNkzyCx8GgLVGcw8+1vp/n5wDm8dc7Mvadrm1wsWatW8cSkOH47mMVXv5ziueWJTB4WSd9OvqJ1rgUqrzawcssJ9qXmE+6v5YFxHUVXSkEQgPqWPbWTErWvkhBfzSWvG00WCkpryC2uJq+4muyiKnKKqtmZkkutwWzdzlPrRJC3KyG+GkJ8NYT5auy6l4ogtDYikWtG3aL0RARoWbnlBN/+dpp9qflMGxV92S9VwTaSThexcstxCstqGd49kNsGheOobLuzg8lkMoZ0DSQ6xJ2PN6Ty0Q/HSDyWx70joxqcwU24Oc6P4fzm19PU1Jm4bVA7RvUKFjeJBEFoNKWDHH8vNf5eF/cWkiSJ4vI6sgorycyv/5eRV8nhU4XWMXmeWkfC/N2I8NcSGaQjyNtVDCERBBsRiVwzc3N15JEJndibms/nP57gpU/3MjQ+kAkDw0SXBRsqLq/li59Psv94AX6eLjw9JZ6oYHdbh9Vi+HmqmXtPV37Zf45VW9OY/2EiY/qEMLpXsJgG24bOFVTy2ZYTHM8sJSLQjWkjowjQi8lpBEFoGjKZrH7CFDcn4sK9rM/X1JnIzK/kTE45adn1//al5gP16+ZFBLgRHexOhxB3Qv004saSINwkIpG7CWQyGT07+NApzIPV29L45eA59qTmMb5/GAM7+4s7WTdRrcHExt0ZbN6TgQRMHFjfmiHOwaXkMhnDuwcRH6nnq19Osvb3M+xIzuH2wRF0i9KL7pY3UXm1gbW/n2HroSxcHB24b3Q0/eP8kItzIAjCTeDs6ED7IB3tg/43g3NJRR0nz5VyMrOM1MwSVm9LA+pnz+wY6k6ndp50DvcUXTEFoRmJRO4mcnFScs8tUQyI8+fLn0+ycssJftp3jtsGtSO+vV5clDUjk9nC74ez+W5HOmVVBnp28GbSoHC8dKK7YEM83Zx4ZEIsR9KL+fKnk7y3NoV2/lpuHxwuWjGbWU2diR/3ZbJ5TwZ1BgvDugZya/8wXJ1Fa74gCLblrnGkZwcfenbwAepvOKWeLSHlTDEpaUXsO14AQDt/LfGRXnSP8sZHjOMVhCYlEjkbCPHV8NSUeA6dKuTb307z7poUgr1dubV/GF0ivURC14RMZgs7U3JZv+MMReV1RAS68ejE2DY5mcmNign14MX7e7IjOYe128/w+ucHiQ7WMb5/mEjomlhNnYlfD2axKTGDyhoj8ZFe3DYo/JLxLIIgCC2F1kVlTewkSSIzv35s3aFThazamsaqrWkEebvSs4M3vTr6iHHXgtAERCJnIzKZjPhIPXHhniQezWP9jnSWrk7G30vNyJ5B9O7oi9JBdPe7XjV1JrYeyubHfZmUVNQR5qdl2qhoYsI8RJfAGyCXyxjQ2Z+eHX3YejCLjYkZvP75QSID3RjZM5guEV5tZsmG5lBWZeCnfZn8ciCLmjoTncI8mDCwHWF+WluHJgiC0GgymYxgHw3BPhoS+oVRVFbL/hMF7E3NsyZ17YN09Iv1pUe0t1j3UhCuk/jLsTGFXE7fTn706ujDnqP5bNqTwccbUlm9LY1Bnf0Z2NkfD62TrcNsNbILq/j1QBY7UnKoNZjpEOLOfaOj6SQSuCblqFRwS89gBscHsPVwNlv2ZLJ0dTLeOmeGdgukbydf0f3vGpzOLuOX/efYm5qP2SzRNUrPmN4hIoETBMEueLo5cUuPIG7pEURBaQ27j+axMyWXjzek8vmPJ+nRwZsh8QHiO08QrpFI5FoIhVxOn06+9I7x4ejZErbsyWT9jnS+33mWzhGe9Iv1Iy7cU0zKcRm1BhP7UgvYkZzD8cxSHBQyekR7M7x7kKgUmplKqWBE9yCGdg3gwIlCtuzJ4MufT7Jq62m6R3nTP9aXqBB30V34MiqqDew+ksf25Bwy8ytxUikY1CWAYd0CxXpwgiDYLb3OmYS+oYzrE8LprHJ+T8om8Vge25NyCPHVMDQ+gF4dfVC14aWABKGxRCLXwshkMmJCPYgJ9SC/tIath7LYkZzLwZOFuDor6R7tTY8oPe2DdW16el+D0czBEwXsSc3n4MkCDEYLPu7O3DaoHQPi/NGqVbYOsU1RyOX0iPamR7Q3GXkVbD2Uza4juew6kou7xpHeHX3oHu1NaBtfQ7GmzsShk4UkHsvjyJlizBaJUF8NU29pT+8YX5wdxVeyvVi/fj3vv/8+JpOJadOmcffdd1/0+rFjx3j22Wepqqqie/fuvPjiizg4iPMvtB0ymYyIQDciAt24c2gku47k8tvBLD7emMo3v51mYGd/hnYNEL2SBOEqRK3RgnnrnLl9cAQTB7bjyJkSdqbksDM5h98OZqFxUdI5wovO4Z50DPVoExeA5dUGkk8XcfhUIUfSS6ipM+HqrKRPjC/9OvkRHqAV3SdbgGAfDVNHRnHH0AgOnypkZ0ouW/ZmsjExAw+tI33j/GnvryUqWNcm1qQrKqsl6XQhB08Vknq2BJNZwkPryPDugfTr5Eegt1gHzt7k5eWxePFiVq9ejUqlYvLkyfTq1YuIiAjrNnPmzGHhwoV06dKFefPm8fXXXzNlyhQbRi0ItuPi5MCwboEM7RrA8YxSft5/jo2JZ9m8J4Me0d6M6CF62AjC5dj/1b8dUMjlxIV7EhfuSZ3BTHJaEfuO57P/eAHbk3JQyGWE+2uJDqlfjDPMT2sXXRKqa42cyionNaOEo+nFZORVAuDmqmJgfAAxITqig91Fd9MWylGpsM5gVllj5NDJQvYfz2fL7rN8b7KgcpDTPkhHdIg70cHuBPu42sW5LKsycDKzlNSMEo6kl5BXXA3U35gZ2jWQblF6wgPcRHdTO7Zz50569+6NTle/5tbIkSPZtGkTs2bNAiArK4va2lq6dOkCwMSJE3nnnXdEIie0eTKZrL5OCHGnsLSGn/afY9vhbHYfzaN9kI7KGiPudnB9IwhNRSRyrYyjSkH3aG+6R3tjMls4nVVGUloRx9JLWL8jne92pKOQywjx1RAT7oW31pFQXw2+ni4tuium0WQmu7CaM7nlpOdUkJZdRlZBFRLgoJAREeDGhAFhxIZ7EuKjwdtbS0FBha3DFhrJ1VlJ/zg/+sf5odW5sH1/Jsmnizh6tphvfzsNgMpBTqiflnB/LSG+GkJ8NOjdnVt0wlNTZyKroOqPz205Z/MqyS6sAkCllBMV5M6Q+AA6hXng5+kiWozbiPz8fPR6vfWxt7c3SUlJV3xdr9eTl5d3zb/n6af/Rn5+/o0FexUqlQMGg6nZjm9L9lw2sK/yWSSJskoDm7fWUVaYgVwGt915J25qFfb2lWpP5+1y7Ll8zVU2b29vli//9xVfF4lcK+agkBMV7G5dw6uq1sjJzDJOZZVx6lwpWxLPUmcwW7f183QhwEuNj4cLPu7O6N2d8dI6oVGrbsrFstliobTCQFF5LfklNeSVVJNbXE12YRV5xTVYJAkAtZMDoX5aukd7Exmoo52/FkdxB85uOCoV1hZmqG/BOp5RwqmsMk5nlbNlbyZmS/1nwVGlwN/TBX9PNb6eLni7u+Ctc8bTzQm1k8NNSYxMZgvFFXUUldaQX1pDXnENucXVZBVWUlBaa93OzVVFdIgH/WJ9aR+oI8RXYxctjMK1s1gsF302JUm66HFDrzeWUqlA1czTtjf38W3JnssG9lU+J0cl3h4uJJVlYTRZyCuuprCsBk83Jzy0zna1XJM9nbfLsefyNUfZlA1c/9rvu9kGqZ2UdIn0okukFwAenq4kH8/jbG455wqqyC6s4uS5MhKP5iFdsJ+DQobO1RE3VxVuakdcnZWonRxwcXLA2dEBR6UCR6UChUKGQi5HccE6YWaLhNlswWSRqDOYqTOaqTWYqKoxUVlrpLLaSFlVHaWVBsqrDNYLdACFXIaXmxP+Xmq6R3kToFcT6qdF7+YkWi7aEDf1/xaRBTCaLGQXVnE2r4LM/EpyiqpISS9mR0ruRfupHOS4axxxU6vQqFVoXFT/+9yqHFAp5agcFDgo5CgUMuvNCkmSsEj1CZrRZMFgMlNb98fnttZEZY2RyhojZZUGSivrKK8y/OnvRY6PhzMhvlr6x/kTqFcT6qvFXeOIXq8RLcUCvr6+7Nu3z/q4oKAAb2/vi14vKCiwPi4sLLzo9cZauPCfWCxSwxteJ3v+PNtz2cB+y/fAA1NRKhXMnreYzXsyOXyqELlCRvcOPgzvHkRIK59Qy17P23n2XL7mKltDa/M2KpFraPatn376iSVLliBJEoGBgbz66qu4ubmxZs0a/vWvf+HpWX/nffDgwcyePfs6iyJcK4VcRoCXmgAv9UXPG01m8ktryS+ppri8juLyWkoq6iirMpBbXE1ljZHqWiMm8/VfIKgc5KidlaidlLi5qvD3VKPTOOLp5oSn1snaqiJaLIQ/UzrI67tW/qlCrjWYyC+poaC0hqILPrflVQayC6uoqC6lps500c2Ca+WoVODq7ICrswo3VxUhvq64qR3xcnOq/6dzxlPrJBY9F66qb9++LFmyhOLiYpydndmyZQsLFiywvh4QEICjoyP79++nW7durFu3joEDB9owYkFoPWQymbU3Ul5xNT/u9NicrQAAIABJREFUy2R7cg47UnKJCHRj2B9jkcX1hdAWNJjINTT7VmVlJS+88AKrVq3Cx8eHt99+myVLljB//nxSUlKYO3cu48aNa/aCCI2ndFBcNsG7kCRJGIwWao31rWwGgxmTxYLZLFkvlGUykMtkOCjkOChk9S13KgVOKkWbmI1QuLmcVA4E+2gI9rnyHdfzn9sagwmD0Uyd0YLJbMFiqf/cymQgQ4ZMVt+y5uAgx9FBjpOjA04qhaj4hSbh4+PD7NmzuffeezEajUyaNIm4uDhmzJjB448/TmxsLG+88Qbz58+nsrKSmJgY7r33XluHLQitjo+HC/fcEsWEge3YkZTDLweyWPbdETQuSvrH+jGoiz/e7mJdTsF+NZjINTT7ltFo5Pnnn8fHp75bVFRUFOvXrwcgOTmZ9PR0li1bRlRUFM899xxubm7NVRahCclkMhxV9YmZILQW4nMrtBQJCQkkJCRc9NyHH35o/Tk6Oppvv/32ZoclCHZJ7aTklp7BDO8RREpaMVsPZbF5T/2yN1FBOvrF+tE9Wo+THY/PEtqmBj/RDc2+5e7uzogRIwCora3l3//+N1OnTgXqZ+K6//776dq1K2+++SYvvfQS//rXvxodnKdn86+vpNe37v7UDbHn8tlj2c4PlLXHsl3InssnyiYIgmAbcpnMOplWSUUd25Pr19/9z4ZjrPzxOF0ivOjVwYdO7TztaoIUoe1qMJFr7OxaFRUVPProo0RHRzNhwgQA3n33XevrDz74oDXha6yiokoxkPsG2HP57LVsBoMJlcrBLst2nr2eOxBlu15yueym3LgTBKHtcNc4ktA3lHF9QjidVc6uI7nsTc1nz7F8nFQKOkd40a29npgwD5wdRUud0Do1+MltaPYtqG+1e+CBB+jduzfz5s0D6hO7VatWcd999wH1CaBCIbo7CYIgCIIgCDeHTCYjItCNiEA37hoeydH0EvYfz+fgyUISj+ahkMuICtYRF+4l1vwUWp0GE7mGZt8ym808/PDDjB49mkceecT6vIuLC8uXLyc+Pp7OnTuzcuXKa26REwRBEARBEISm4KCQW7te3muxcOpcGYdPFXH4dCFf/nwSqG/J6xji/sfMmDq8xJJIQgvWYCLX0Oxbubm5HD16FLPZzObNmwHo1KkTL7/8Mm+99RYvvPACtbW1hIaGsmjRomYvkCAIgiAIgiBcjUIuty5jcMfQCApLaziSXsyR9BIOny6yrl3qrnEkIsCNiAA32gVoCfZ2FTNzCy1GozoFX232rdjYWFJTUy+7X/fu3VmzZs0NhigIgiAIgiAIzcdL58ygLgEM6hKARZLIKawiNaOUU1llnDpXyt7UfKB+jd5AvSshvq6E/LEkToBeLWbEFGxCfOoEQRAEQRAE4Q9ymYwAvSsBeleGdQsEoKSijrTsctJzy0nLLmf/8QK2Hc6x7qPXORGod8XfS13/z1ONj4ezSPCEZiU+XYIgCIIgCIJwFe4aR7pF6ekWVb8klyRJFJfXkZFXwbmCSjILqsgqqCTpdBHmC2Zc99A64uPugo+HCz7uznjrnNG7O6PXOeOoFF00hRsjEjlBEARBEARBuAYymQxPNyc83ZyIb/+/9ZZNZgu5xdXkFlWTU1xNblEVeSU17D2WR1Wt6aJjaNUq9DonvNyc8XJzIiRAh6McPLROeGmdcFSJRE+4OpHICYIgCIIgCEITcFDICdS7Eqi/dG3Myhoj+SU15JdW/z979x0eZZU2fvw7M5lJ752EhFBDkd5DLypNiqiIdVF011dd3bUh8NqwrK8rFiz81nV37bhKsStFkC6hBAKEHkjvPZl+fn+EjCAQAmQyyeT+XBcXzMwzz9xnZpjz3M9zzrkpKKmhoMxIYWkNx7LKSE7Lx2Y/edb2vl4eBPt7ERLgSYi/J0H+ngT7eRJc929/T3w8PWRVzVZMEjkhhBBCCCGczM9bj5+3nvZtAs55zG5XaA16jqQXUlRupKjMSEmFieJyE8UVRtJzyimvtpzzPIOHlkA/A0F+ngT6eRLkazjjtoEgX08C/Az4eevRSsLndiSRE0IIIYQQwoW0Wg3hwd5gDaLTBbaxWO2UVpooqTBRWmmitMJESaWJ0kozZZUmMvIrSa00YTTbznmuTqshwNdAgK/BkewF+HoS6Guo/eNX+1igr0EWaGlB5JMSQgghhBCimdN7aAkPql0opT4ms43SShNlVebavyvNlFWZKauq/XdJhYn03ArKq80ode7zPfU6R3JXm+jVXtULctxXe7UvwMeAVitX+VxJEjkhhBBCCCHchKdBV7tKZohPvdvZ7YqKGgtlp5O+8tOJX3mVhfLq2qt8WYVVHEgvodpkPef5Gg0E+Pw2lDPojCGeZ87l8/eRYZ3OIomcEEIIIYQQrYxWq3EMrbwYi9V2+qqeufYKX92Qzqrav0srTZzMraC8yszvL/LptBqC/AxEhPji5+VBSIAnwf5ehAZ4EhLgRWiAF/4+elm05TJIIieEEEIIIYS4IL2H7nSZhPqHddrsdsoqzY7krqTitz9VJiun8irYc7QQi9V+1vMMHlpHOYfwQG/Cgmr/Dg/yJiLYG29PSVnOR94VIYQQQgghxBXTabWEBHgREuB1zmPh4f4UFFSglKKyxkJxual2hc7Tq3QWlRkpLDeSnlNBZc3ZK3T6++hrC6sHexMV6kNksA/RYb5EBnvjodM2VfOaHUnkhBBCCCGEEE1Co9Hg72PA38dAfJT/ebepNlopLKshv6SGgtIa8kpqyC+pZn96MZtTcx3b6bQaIoK9iQnzJeZ0/b62kX6EB3q1iqGaksgJIYQQQgghmg0fLw/ivPyJizw30asxWckrqSansJrsoiqyC6s4lV/JzkMFjvl53p464iL8iY/yp120P+3bBLplcieJnBBCCCGEEKJF8Pb0oF1UAO2izi6sbrLYyCqoIiO/glN5lZzMq+Dn3VlYdtTOx/P30dOhTSCdYgPp1DaIdlH+LX5YpiRyQgghRCPauXMnL774IhaLhaCgIF544QViYmLO2iYrK4vJkycTFxcHQFhYGP/85z9dEa4QQrgFT72O9m0CaN/mtwTParOTXVjF8exyjmWXcTSrnD1HCwEw6LV0jg2ia3ww3dqF0DbSr8WVSZBETgghhGhEjz76KG+//TaJiYl88cUXLFq0iHfeeeesbVJTU5kyZQrPPvusi6IUQgj356HTEhdZO0RzVJ/aE2plVWaOZJRyKKOUgydL+O/6Y8AxAnwN9EgIoXfHMLonhLSIlTKbf4RCCCFEC2E2m/nzn/9MYmIiAF26dOGjjz46Z7t9+/Zx+PBhpk6dSmBgIPPnz6dLly5NHa4QQrQ6gb4G+idG0D8xAoDSShP7TxSTeqKYlKOFbEnNxUOnITE+mAFdIujTORw/b72Loz4/SeSEEEKIRmIwGJg6dSoAdrudJUuWMG7cuHO28/T05LrrrmPWrFls3LiR//mf/+G7777DYLh4Yd46oaF+jRb3hYSHn39FOXfgzm0D92yfwVB72OqObavjzm2D5tm+8HB/OiWEMQ2w2ewcTC9m+/5ctuzL4V/fp/HBj4fo0yWCUX1jGdQjCi/D+dMnV7RNEjkhhBDiMnz//fe8+OKLZ93Xvn17/v3vf2M2m3niiSewWq3ce++95zz3gQcecPx75MiR/P3vf+f48eOOK3kNUVRUid2uLr7hZaqr+eSO3Llt4L7tM5utGAwebtk2cN/PrU5LaV9kgCfXDYlnyuA40nMr2JGWz68H80g+mIenQceAxAhG9GxDh5gAxyqYzmqbVqup96SdJHJCCCHEZZgwYQITJkw45/6qqir+9Kc/ERQUxDvvvINef+6QnA8//JDJkycTHBwMgFIKDw/pkoUQornQaDQkRAeQEB3AzFEdOHyqlC2puew4mM+mvTlEh/owqncMSVdFuSzGBq25+fXXXzNx4kSuvvpqPv7443MeP3jwIDNmzOCaa65h/vz5WK1WALKzs7nlllu49tpr+dOf/kRVVVXjRi+EEEI0M48++ijx8fG89tprFxwquWPHDr744gsAfv31V+x2O+3bt2/KMIUQQjSQVlM7Z27OpK68en8Sd05IxNvTg0/XHuEvSzbzxrLdZORXNn1cF9sgLy+PxYsX88knn7By5UqWLVvG0aNHz9rm0Ucf5X//93/58ccfUUrx+eefA/DMM88we/ZsfvjhB3r06MHbb7/tnFYIIYQQzcCBAwdYu3Ytu3btYvr06UydOpW5c+cC8Omnn/L6668DMH/+fLZs2cLkyZP529/+xt///ne02pZdz0gIIVoDb08PRvRqw4Lb+/PUnQMY3D2KDbuzeOr9X/nbx7vYdbjAqcPez3TRcRxbtmxh8ODBBAUFAXDNNdfwww8/cP/99wO1tXCMRiO9e/cGYMaMGbzxxhvccMMN7Nixg7feestx/6233sqjjz7qrLYIIYQQLtWtWzcOHTp03sduvvlmx78jIyP517/+1VRhCSGEcIL4KH/unJDIH2f2YsW6w6zbmcmS5fuICPJm/IC2DOsZjade57TXv2gil5+fT3h4uON2REQEe/fuveDj4eHh5OXlUVJSgp+fn2PMf939l+Lxx/9Cfn7+JT3nUhgMHpjNVqft39XcuX3u2rZDh9LQajXcdddtrg7Fadz1swNp2+WKiIjgvff+n1P2LYQQQjibv4+BCYPiuXpAW3YfLuTHHaf4ePVhKqrNTBvuvGHzF03k7Ha7Y0UWqJ2QfebtCz3+++2Ac25fjF6vcyw16yzO3r+ruXP73LFtWm3t/xF3bNuZ3Ll90rZLp3fi2UohhBCiqei0WkeNuoz8SgL9Gl5S5nJctFeOiooiOTnZcbugoICIiIizHi8oKHDcLiwsJCIigpCQECoqKrDZbOh0unOe1xCLFv2fLK18Bdy5fe7atrvuug2DwYN33nHfIVfu+tmBtO1y1Z3AEEIIIdxF2wjn1/q8aCI3dOhQ3nzzTYqLi/H29uann37iueeeczweExODp6cnO3fupF+/fqxatYoRI0ag1+vp378/3333HVOmTGHlypWMGDHikoJris7d3Q8g3Ll97ti2iIgI9HqdW7btTO7cPmlb89mvu5M+8sq4c9vAPdvXGvpId24buHf7nNG2i+1To5S66CWvr7/+mqVLl2KxWJg5cyZz585l7ty5PPjgg1x11VWkpaWxYMECKisr6d69Oy+++CIGg4GsrCyeeOIJioqKiI6O5tVXXyUwMLDRGieEEEIIIYQQrVGDEjkhhOsdOnSItLQ0pk6d6upQhBBCCKdauXIl3bp1o3Pnzq4ORYhmS4rWiGZl7dq1LFq0CID169c7ai5dinvvvZfly5c3Sjzbt29n8uTJF91uyZIlrFmz5pL2nZOTw+TJk5k6dSq7d+++6PaLFy/mpZdeatBKrkajkX/84x+sXbsWo9F4SXE11KOPPsrhw4edsm+A1NRUFi5c6LhtNBr57rvv+OCDDxrUpi5dujBlyhQ2bNhwwW0WL17MqFGjuPfeexslZiGEuBRPPPEE//znP10dhkND4qmoqOD222+/5H0vX76cUaNGcdddd1102/z8fF566SVeffXVi25rtVqxWq3cfPPNKKUwm82XHNvF5OXl8cc//hFnXvt46aWX2L59u+O20Whk7ty5VFZWYjKZ6n3u8uXL6devHzNmzLjgNjabjalTp9KnTx9++OGHRotbuJYkcqJZGTt2LAsWLABg3759lJWVuTiihtm+fTtW66Utzb59+3bCwsJYtWoVffr0qXfbY8eOkZ2dzT333MMHH3xw0X3Pnz+f7777jvfff5/FixdfUlwN8d133+Hv7+/UM6U9evTAarXy888/A/Dqq6/ywQcfsGrVKubPn9+gffznP/9h5MiRF3z84Ycf5sEHH2yUeIUQojUoKytj3759l/y8lStX8vDDDzcocf3Pf/7DPffcQ05ODseOHat326NHj3LPPfeQl5fH3Llz2bFjxyXHdjELFizgvvvuu+TV1y/F//zP/7Bo0SKMRiMFBQX86U9/4tixY/z1r3/l+++/v+jz+/fvX+9JbJ1Ox6pVq+jRo0djhi1czH3XyRZXZPv27bz66qtER0dz4sQJvL29ueeee/jwww85ceIEV199NU8++SR2u50XXniBlJQUqqqqUEqxaNEi+vXrR3FxMfPmzePUqVMEBQURHh5Op06deOCBB7jqqqu455572Lx5M/n5+dx9993Mnj2b5cuX8+OPP3Lffffx2WefYbPZ8Pf3Jz4+nh9//JGlS5cCOLZbunQpeXl5PPHEE+Tn59OmTRuKiooc7Th27BjPP/88paWl2Gw2brvtNmbOnHlOe8eMGcOkSZPYvHkzFRUV/OEPf2D27NlnbVNRUcEzzzxDWloaGo2G4cOH85e//IVly5aRmprKyy+/jE6nY/z48Wc9b9myZXz44YdotVrCwsJYuHAheXl5vPbaa1RUVHDbbbfx4YcfnhNPz549OXToEH/5y19Yt24dN998M5MmTWLy5Mn88Y9/ZP/+/SxevJi2bdty5MgRrFYrzzzzDP369eNPf/oTL730EiaTiTlz5gCQkpLCokWLqKmpQa/X89hjjzFkyBCSk5N5+eWXHfc/9NBDjBgxgoKCAh5//HFKSkoAGDlyJA899BAAb775Jq+//jo2m42kpCSWLVtGfHw8S5cu5bPPPnMkX3feeSd/+MMf6NKlC08//TRZWVkopZg2bRp33303mZmZ3HnnnYwcOZKUlBTKy8t59NFHHe/hTTfdxNNPP83o0aO5++67eeSRR/D19XVcQRszZgyvv/46V1111Xlv17ntttvo3bs3u3btIicnhyFDhvDcc8+h1cq5LCGEc23fvp1XXnmFNm3acPz4cby8vHjppZfo0KEDALt372bWrFkUFhbSqVMn/v73v+Pj48MXX3zBsmXLsFgslJWVMXfuXGbPnl3vb/N///tfPv30U+x2O0FBQSxcuNDxOg2Np86F+oZ58+ZhNBqZOnUqy5cvR6f7rXzIhfrJl19+mX379pGZmUlJSQl33nnnWfE8//zz+Pj4UFVVxSeffMKqVav45ptv8PPz47333uPFF1/kiSeewM/Pj0OHDpGbm0uXLl3429/+RmJiIoMHD8bPz4+goCCSkpIAWLp0KStWrMDDw4P4+Hheeukl/P39eeutt/j222/R6XQkJCSwcOFCwsPD+emnn3jnnXfQaDTodDoee+wxBgwYQEpKCkVFRfTs2ZM1a9bw/vvv88knnwBwzTXXMGnSJB588EFyc3OZOXMmv/zyC+vWrWPJkiXY7XZ8fX2ZN28ePXv25M033yQrK4uCggKysrKIjIzk//7v/4iIiMDf358+ffqwbNky7rjjDmbMmMHq1auxWq1MnjyZ7du389xzz/HNN9843rczb9e5WL8q3IwS4jy2bdumunbtqvbv36+UUuquu+5SN910kzKZTKqoqEh1795d5ebmql27dqkHHnhA2Ww2pZRSS5cuVffee69SSqmHH35Yvfzyy0oppfLy8lRSUpJ64403lFJKde7cWX344YdKKaX27dunevTooYxGo/ryyy/VPffco5RS6o033lDPPPOMUkqddf/vb993331q8eLFSiml0tPTVe/evdWXX36pLBaLmjhxokpNTVVKKVVeXq4mTJigdu/efU57R48erRYuXKjsdrvKyclRgwYNUmlpaWrbtm1q0qRJSimlHnvsMfXcc88pu92uTCaTmjNnjlq6dKlSSqlbb71Vff/99+fsd8uWLWrcuHGqqKjIEfeECROU3W4/p02/j2fJkiVKKaVyc3PVoEGDVGVlpVJKqf/93/9V7733nuMzOnDggFJKqX/+85/qlltuUUopVVhYqE6dOqXS0tJURUWFMpvNKikpSf3888+O93zy5MmquLhYDRkyRO3Zs0cppdThw4fVwIED1alTp9SSJUvUwoULlVJKVVVVqYceekiVl5erQ4cOqdGjRztifeKJJxyf5S233KKSkpLU8ePHVXl5uRo0aJAymUzqlltuUe+//77jc5gyZYr65ptvVEZGhurcubNat26dUkqpH374QY0aNeqs96JPnz7q1KlTqrKyUh06dEidPHlSFRQUON6nvXv3nvW+1d3u3Lmz432/9dZb1YMPPqhsNpuqqKhQw4YNU1u3bnV8Jhf6HIQQ4kpt27ZNJSYmqh07diillPrkk0/U9OnTlVJKPf7442rmzJmqurpaWa1WNX36dLVixQpVWVmpbrzxRlVcXKyUUmr37t2qd+/eSil1wd/m7du3q9mzZ6vq6mqllFIbN25U11577SXH895779XbN2RkZDhi+b3L6Sfr4snMzFRKKfWPf/xDzZs3TymlVE1NjUpKSlK5ubnq8ccfdxyHmM1mNW3aNPXFF18opZTas2ePstvtaufOnUoppdasWaOuvvpqVVpaqpRS6oUXXlBvv/22+uKLL9RNN92kqqqqlFK1xxlz5sxRSik1duxYx/HBxo0b1ZtvvqmUUuqll15yHLvU1NSovn37qrKyMpWRkaGSkpLUTTfdpJRS6qOPPlJPPfWUOnr0qBo6dKg6deqUUqr2OCApKUlVVFSoN954Q40dO1ZVVFQopZS699571euvv+54L3788UdHP37gwAFVU1Ojdu/erex2+1nHI3XvW93tM/uxi/WrF/ocRMskV+TEBcXGxtKtWzcA4uLi8Pf3x2AwEBISgq+vL2VlZfTp04fAwEA+++wzMjIy2L59O76+vgBs2LCBFStWALVLBl977bVn7X/s2LEAdO/eHbPZTHV19WXFuWXLFh5//HEA4uPjGTRoEADp6emcOnWKJ5980rGt0WjkwIED9O7d+5z9zJ49G41GQ1RUFMOHD2fz5s10797d8fgvv/zCp59+ikajwWAwMGvWLMfwjwvZuHEjEydOJCQkBIAZM2bw/PPPk5mZedF29e/fH4DIyEi2bdvmuP+ZZ54Bas/GtWnThq5duwLQrVs3x/sdGhpKaGio4zn79+9Hq9UyatQooHbY4tdff82GDRuIi4ujV69eAHTq1Im+ffvy66+/Mnz4cMfQlqFDh/LXv/4Vf39/Nm/eTFxcnGPf48eP57PPPmPatGkUFBQwefJktmzZQmBgIMOHD8dqtbJr1y7ef/99APz9/ZkxYwa//PILvXr1Qq/XO4Y/duvWjdLS0rPeh9jYWE6cOEHbtm2vaCjn6NGj0Wq1+Pn5ER8f32KG7QohWr7ExETHb/r111/Ps88+67iiNm7cOLy9vYHa3+Di4mJ8fX1599132bBhA+np6aSlpTn6yAv9Nq9fv56TJ08ya9Ysx+uWl5dTWlpKUFBQg+MB2Lt37wX7hro+9nwup58EiI6OJiYmBoC7777bcb+XlxebNm1y3B4+fDgGQ22B5c6dOzt+x+vi7Nu3LwBbt27l2muvdayUPm/ePAD+/Oc/M2PGDHx8fAC4/fbbeffddzGbzUyaNIn777+fkSNHkpSUxNy5cwE4fvw4EydOdMQzdOhQNm/eTElJCTfddBPLli2joqKCdevWcffdd7Nt2zYGDx5M27ZtARgyZAghISGkpqYCMHDgQPz8auuLdevW7ay+qK6/Axx9+/mOVy7mYv2qcB8yrkhcUN2PZR0Pj3Pz/vXr1zuGuY0dO5abb775rO3VGRODfz+MzdPTE8Ax5lzVM4lYo9Gc9bjFYrngY3Vx1g3LXLVqlePP559/zvXXX3/e1zizfXa7/Zx47Xb7WePj7Xb7RefF2e32c+5TSjVoPl1dR1MfLy8vx79//z6cSafTnTO2//Dhw9hstnPur4uvZ8+erF27lptuuomsrCxuuOEGUlNT0Wg0Z7UrKSmJ1NRUNmzYwKBBgxg6dCibNm1i3bp1XHPNNdjt9nPiOvO90+v1jvf6fPMPPDw8zhq683tn7ru+Se4Nfa+EEKKxne83rO6+M/ueut+m3Nxcpk2bRlZWFv369XMMnQQu+Ntst9uZOnWqo79bsWIFX3755XnLPtUXD1Bv31Cfy+knoWH9HVx+n1deXk5mZma98T388MN88skn9OjRg+XLl3PLLbec93XGjRvHL7/8wubNmxk2bBgDBgxgzZo1HD58mIEDB57zGnD2e1dfGzw8PC445L++46Dfu1i/KtyHJHLiimzevJnRo0cze/ZsevTowZo1a7DZbEDtuP0vvvgCgJKSEtasWXNJPyg6nc7xwxcSEsKRI0cwmUxYLBZ+/PFHx3bDhw9n2bJlAGRnZztWfUpISMDLy4tVq1YBv60SWXdW7PdWrlzp2MfmzZvPKWA/bNgwPvroI8eqWJ9//jlDhw49J9YzDR8+nO+++47i4mIAvvzyS4KCgoiPj2/w+9AY2rdvj0ajYfPmzUDtFbo77riDXr16cfz4cfbu3QvAkSNH2LFjBwMHDuSVV17h7bffZty4ccyfP5+OHTty5MgREhISyMjIcOzb09OTAQMGsGTJEpKSkhg4cCB79uwhOTmZ4cOH4+fnR69evfj444+B2jkUK1eudLx39VFKkZ2dTUJCwnkfP/Ms5/bt2ykoKLii90kIIZwhLS2NtLQ0oHbedJ8+fQgICLjg9qmpqYSEhHDfffcxbNgwx7xjm812wd/mYcOG8e233zpWNv7000+54447Liue3r17X7Bv8PDwwGaznTeJqq+fbEpDhw5l9erVVFZWArXzuv/9738zfPhwvvzyS8fVzQ8//JABAwag1WoZM2YMNTU13HzzzTz11FMcOnQIs9lMQkICp06dcux7zJgxbN26lYMHD9KzZ0+SkpJ4/fXXGTFiBDqdjiFDhrBp0yZHP7l161ZycnIcVw3rk5mZSfv27c/7WEhICNnZ2RQVFaGU4ttvv73St0m4ARlaKa7IrFmz+Otf/8qUKVOwWq0kJSXx008/YbfbmTdvHgsWLGDKlCkEBQXRpk2bs85EXczgwYN55JF1p+jUAAAgAElEQVRHeO6555g3bx4DBgxgwoQJhIeHM2jQIA4dOgTAU089xbx585gwYQJRUVEkJiYCtVcU3377bZ5//nnee+89rFYrf/7zn+nXr995Xy8zM5MZM2ZgNBpZsGAB7du3PysxWLBgAYsWLWLKlClYLBaGDx/OH//4R6D2h/3VV1/FYrEwffp0x3OSkpK48847ueOOO7Db7YSEhLB06dImX2TDYDDw5ptv8sILL/Dyyy+j1+t58803CQ0N5fXXX+e5557DaDSi0Wh48cUXSUhI4I477uCJJ55g8uTJGAwGunTpwqRJkzAYDHh6enLs2DHH5Pjx48fz008/MXjwYLy8vEhMTCQwMNBx1fWVV17h2WefZfny5ZjNZqZMmcKMGTPIysqqN+59+/YRFxdHmzZtzvv4I488wtNPP82yZcvo3r37WUNhhRCiuQgLC+O1114jKyuLkJAQXn755Xq3T0pK4osvvuDaa69Fo9EwcOBAQkJCOHnyZL2/zXPnzmXOnDloNBr8/PxYsmTJeU+gXiyekJCQC/YNNpuNnj17MmnSJD7++GOCg4Mdz6uvn2xKI0eO5OjRo45RQh07duS5557Dx8eHnJwcbrjhBux2O/Hx8bzyyit4eHjw5JNP8sgjj+Dh4YFGo+GFF17AYDBwzTXX8PzzzztWOPb396dDhw54e3uj0+kYPnw48+fP5+qrr3a81lNPPcX999+PzWbDy8uLd999F39//4vGvXHjxnOmodTp2LEjs2bN4vrrryc8PJxRo0Zd1uqhws005YS85mjHjh1q+vTpavLkyeree+91TIx1B8nJyer6669X1113nbr99tsdE4mbykcffaR27dqllFLKZDKp66+/Xq1fv75RX2Px4sWOSchX4veLZrjKV199pSZMmKDGjx+vPvroI1eHc0FfffWVeuqppy75eRUVFWrSpEkqIyOjQds//vjjjgVaLtWZi53UpzEWO3nzzTfVxIkT1cSJE9Xf/va3K9pXc/Taa6+pCRMmqIkTJzoWrRHuz537R6Waro/8/SIVTel8faQr47kSruwf58yZo1JSUpz6Gjk5OapHjx7q2LFjl/zcS+nHXLHYiTv3ka7uH1v90Mp58+bx8ssv8/XXX9OxY8dmVZjzSj366KMsWrSIVatWMWXKFEeh7aZSdwZs2rRpTJ8+nZEjR9Zb0+tSVFRU8OSTT/Kvf/2rUfbXHOTl5bF48WI++eQTVq5cybJlyzh69KirwzqvKVOmUFZW5rgq2hApKSncfPPNpKenN2j7uvl4dQu0XI477rjjogXB33jjjcveP9QutrNp0yZWrFjBypUr2b9/P6tXr76ifTYnv/76K9u2beOrr77iyy+/5MMPP+T48eOuDks0AXfuH8H1faQzuVsf6er+8ZlnnuGtt95y2tzqlJQUpk6dis1mO2d9goZKTk5uUEHwC00vcRZ37iObQ/+oUc76VrYQFosFvV6PxWLhySefpEuXLmetmNRSmc1mvv/+e6ZOnQrUDlFbuHChYx5YS7dy5Ury8/Oprq5Gp9PxwAMPuDqkK7ZixQp27NjBCy+8AODoNO6//34XR9Y45s+fz/Tp03nsscf44IMPiI2NdXVIjeLIkSNUVVU5VhZ79tlniY+Pv+DclJao7ncyKyuL2bNns2zZMqKiolwdlnAyd+0fQfrIlkb6x5bL3ftIV/ePrf6KnF6v59ChQ4wcOZLt27czadIkV4fUKAwGg6ODstvtLFmyhHHjxrk4qsYzbdo07rnnnnpXM2xp8vPzCQ8Pd9yOiIggLy/PhRE1rueff96x3LU76dSpk6ODSk9P5/vvv2+0K8/NhV6v54033mDSpEkMGTKEyMhIV4ckmoC79o8gfWRLI/1jy+XufaSr+8dWk8h9//33jBgx4qw/d955JwBdunRhy5Yt3HfffTz88MOuDfQy1Nc2s9nMI488gtVqdZQJaEnqa5u7+f2SxUopWTa4BTly5Ahz5szhscceo127dq4Op9E9+OCDjtXXPv/8c1eHIxqRO/ePIH2kO5D+seVz5z7Slf1jq1m1csKECUyYMOGs+0wmE5s2bWLYsGEATJ06lQ8++MAV4V2R87UNoLq6mgULFhAQEMBLL72EXq93QXRX5kJtq9OQVaBaivbt2zuWeoba4uV1q0K6k8jISLc5S1xn3759PP300yxYsIAxY8a4OpxGdfLkSSwWCx07dsTb25vp06dz8uRJV4clGpE7948gfaQ7kP6xZXPXPrI59I+tfo6cEEIIIYQQQrQ0zfqKXElJFXa78/LM0FA/iooqnbZ/V3Pn9rlr2x5//C/o9ToWLfo/V4fiNO762YG07XJptRqCg32dsm93Jn3k5XPntoH7ts/d+0h3/dzquHP7nNW2i/WPzTqRs9uVUzuputdwZ82xfTvS8gkL9CIhOuCK9tMc23al8vPzMRg83LJtZ7rU9h1IL0YDdG0X4pyAGpE7f3bu3LaWSPrIK+OMtpVUmMgurCKvpJrCUiNWmx2lQK/X0j46gM5tgwjwvbzl5S+VO352raGPdOe2gXu3zxVta9aJnHBPH/yQRmigF0//YaCrQxEtxOfrjlJWbeaV+4ai07aaNZqEEM1cYVkNqceLSTtVwrGsMorKTY7HPHRaDB5aNBowWexYbXYAOscGctfkboQHebsqbCGEm5BETjQpo9lKldFKlbGSk7kVxEe5x0Rs4VyFZUaqTVZSjxfTq2OYq8MRQrRSdqU4kVPOrkMF7DlaSE5RNQBBfgY6xgYxfkAgcRF+RIb4EORncKysaLXZOZlbQdqpEr7bdoqn/7WDORO70q9LeH0vJ4QQ9ZJETjSpM89W/rI3m9uiurgwGtES1JisVJusAGzcmyOJnBCiSSmlOJ5Tzq8H8kk+lE9JhQmdVkNiXBAje8dwVfsQokJ86l0O30OnpUNMIB1iAhnQNZJ3V6by1op9zBrbiasHtG3C1ggh3IkkcqJJFZUZAYgM9mbb/jxuHN0RT737LbUrGk/ddyY8yIuUo4WUVZkJbKI5JkKI1iuvpJqtqbls3Z9LQakRD52GHgmhzBzZgZ4dQ/H1urxyBRFB3sy7tR9vrdjHio3HGdojCj/vllf6QAjhejLZRDSp4vLag/LrhiVQY7Ky81C+iyMSzV1h3XcmKQGbXbE1NdfFEQkh3FWNycovKdm88NFO5i3dxteb0wkP8mbOxK689sAwHpzZkyE9oi47iauj99Byw6gOmM02fth+qpGiF0K0NnJFTjSponIjOq2GgV0jWLXpBL+k5DC0R7SrwxLNWN0VuR4JIXSMCWTj3myuGdi23mFMQgjRUEopjmSWsTElmx1p+ZitdqJDfbhhVAcGdYskJMDLKa8bE+7HwG6RrN2ZydUD2xLgIyMNhBCXRq7IiSZVVG4k2N8TnVbLiF5tOJxRSm5xtavDEs1YUbkRD50Wf18Dw3tGk1NUzbGscleHJUSjqKysZPLkyWRmZro6lFanotrMD9tPMf8f23np413sPFzAkB5RzL+9H4vuHsSEwfFOS+LqXJfUDrNVrsoJIS6PXJETTaq4zOjoGAd1jeSL9cfYf6KYqBAfF0cmmquiMiOhAZ5oNRoGdI3ggx8PkXKskI6xga4OTYgrkpKSwoIFC0hPT3d1KK2GUorDGaX8+4dDbNmXjdWm6BgTyJyJXRmQGIGnoWnnbEeH+jK4WyTrdmZyzcA4mf8rhLgkksiJJlVUbqRz2yAAQgI80XtoKSyrcXFUojkrKjcSGlib/HsZPAj296Tw9HBLIVqyzz//nKeeeorHHnvM1aG4vWqjhc37clm/J4ucomp8vfWM6hPDyF5tiAn3c2lsk4e2Y+v+PLYfyJMVLIUQl0QSOdFkbHY7JRVmx0G5RqMhLNBLDspFvYrKjPTsEOq4HRbo5Zg3J0RL9vzzz1/R80NDnZ+AhIe37FqfRzNL+W7zCTbszsJssdElLpibxndhWO+YZrNicni4P6GBXuSW1DTq+93SP7vzMRhqD1vdsW113Llt4N7tc0XbJJETTaa0woxdqbPmHIQGSCInLsxitVFW9VvyDxAa6MWB9BIXRiVE81BUVIndrpy2//BwfwoKKpy2f2exWG38ejCfn3dncTy7HINey5DuUYzuE0NcZO2Blqde16za1jbcj0Mnixstppb62V2M2WzFYPBwy7aB+35uddy5fc5qm1arqfeknSRyoskUnV5GPuyMRC4s0Iv0XPf8Ty2uXPHpAvKhv0v+SytMWG12PHSyXpMQolZhWQ3rd2fzS0o2lTUWokN9mD2uE0N7ROPj1bwPd9pF+5NytJAakxVvz+YdqxCi+ZBfC9Fk6hK5s67IBXpRWWPBaLbiZZCvozhb3dXasN9dkVNAcYWJiCBvF0UmhGgOlFIcOFnCup2Z7DlaCECfTuGM6RtD1/jgFlOmpF1UAAo4lVdBl7hgV4cjhGgh5MhZNJm6YuChZ12Rqz0QLyozunzCuWh+is73nTn976IyoyRyQrRSNSYrW1JzWbcrk5yiavy89UwcHM+o3jFnDcVuKdpF1Q75TM+VRK61sNsVWYVVHMksJTO/ktziagrLjNSYrNjsCq1GQ1ykHx1jg+jZPlRWahbnJYmcaDJFZUb8vPVnLe9cd6WlUBI5cR6FZUY0Ggjy93TcV3eQJgueCHexbt06V4fQYuQVV7N2Zyab9uVgNNtIiPbnrkldGdg1Ar1H81i85HIE+BoICfCUqQZurqTCxL7jRaQcLSTtVCk1JisAvl4eRIX40LNTOBql0Gk1mK12TmSX893Wk3yzJZ2x/WK5cXSHFv09F41PEjnRZIrKTYQEeJ5135mJnBC/V1RWW0D+zLlwIQFeaEDKVgjRStiVYv+JYtYkZ7LveBE6bW1NybH9YunQxn2uUsRH+ksi54YKSmtIPpRPcloBJ3LKgdrySwMSw+ncNojOsUGEBnqh0WjOu2BGjcnKqk0n+GlHBkcySvnTtB5ESu1dcZokcqLJFJUbiQw+eyicv68BD53WMYROiDMVlRvPGlYJ4KHTEuhnkO+MEG6ubvjkmp2Z5BVXE+hrYOqwBEb1bkOgn+fFd9DCtIsOYPeRQqqN1ma/OIuoX3mVmV8P1tYGPJZdm7y1i/Ln+pHt6dUxjJgw3wbP3/T29GDW2E4kxgfz/rcHee2LvSy6eyA6rSz2JSSRE01EKUVRuZFu8WeP/ddqNIRKLTlxAUVlRjq1PfeMe6jUkhPCbeWVnB4+ubd2+GT7NgHcM6Ub/RMj3Hql2rp5cifzKugaL/PkWhqrzU7K0SI278th3/EibHZFbLgfM0d1YEBiBOFXOKe7d8cw7pyQyJLl+9iSmsvwnm0aKXLRkkkiJ5pEtcmKyWw77yT02gLPMkxOnK22gLzpnCtyULv4Sd0QFSFEy6eU4kB6CWuSM9h7rAitmw6frE98XSKXK4lcS5JTVMXGlBw2p+ZQUW0h0M/A+AFtGdo9itiIxp3736dTGO2i/PlqUzqDu0Wh93DfExuiYSSRE02i7urJ+Q7KwwK92JUn8wLE2eoKyJ8/+fdm56EC7Kp2ZS8hRMtkMtvYsj+XNckZ5BRVE+CjZ0pSO0b1iSHIDYdP1ifAx0BogCfpuXKSqrmzWG0kpxWwYU8WhzPL0Gk19O4UxvCe0XRPCHHasEeNRsOMEe159fMUNu7NZkzfWKe8jmg5JJETTeJ8NeTqhAV6UVFtwWS2nbWipWjdzldAvk5ooBc2u6Ks0kywf+s62BPCHRSW1bBuVxYbU7KpMlqJi/Q7vfpkZKu+ytAuKkAWPGnG8kqqWb87i017c6gyWokI9uaGUR0YelU0gb6GJomhe0IInWMD+XpLOklXReOpl+Om1kwSOdEkHFfkznN1pe6+wnIjMWG+TRqXaL7q/c6cUUtOEjkhWgalFEcyy1idnMGuwwVo0NC3Szjj+8fSMSawxRTvdqZ20f7sPFxAldGCr5fe1eEIauu9pRwtZN3uLPafKEan1dCnUxij+sSQGB/c5KNCNBoN00e052+f7GbT3hzG9pOrcq2ZJHKiSRSXm/DQafH3ObdjCgs4oyi4JHLitMJ6ruL+lvzX0JHWMX9GiJbKYrXz68E81iRncjKvAl8vD64dFMeYPrEtsni3M7U9Pacqu7CKTrFBLo6mdauoNvNLSjbrd2dRVG4i2N+TacMTGNGrjcuH/XaJCyY8yItDp0okkWvlJJETTaKgrIbQQK/znrn6rcCzLHgifpNXXE2gn+G8w0bCAqQouBDNXVmVmZ93ZbJ+TzblVWbahPly+7VdGNI9SoaDXUBkcG19sLziGknkXORkbgVrdmaw/UA+VpudxLggZo3tRO9OYc1qyf+E6ACOZcl8ytZOEjnRJLILq2gTev4CloF+Bjx0GilBIM6SVVBFbPj5V/zyNOjw89ZLIidEM3Qyt4I1yRlsP5iH1abo2SGU8f3b0q1dsAyfvIi6E575pdWuDqVVsdnt7DpcyJrkDI5kluGp1zG8ZzRj+sU225FC7aIC+PVgPuXVZgJ8mmZ+nmh+JJETTmex2skrrqFv5/DzPq7VaAgNkFpy4jd2uyK7qIrRcTEX3CY0wMsx/FII4Vp2u2L3kUJWJ2dwOKMUT72Okb1iGNs/lqiQ85/EE+fy0GkJC/Qir1hGqDSFyhoLG/ZksW5XFiUVJsKDvJg1thPDrorCp5nPUUyIri1XkZ5TQc8OoS6ORriKJHLC6fKKq7ErRUz4hc9qhUlRcHGGgtIaLFZ7vd+Z0EAvcoqqmjAqIcTvVRutbNybzdqdmRSWGQkN8OLG0R0Z0Su62R8IN1cRId7klcgVOWfKKqhkdXIm2/bnYrba6RofzG1Xd6Fnh1C02pZx1Tgu0h8NkJ5bLolcKyaJnHC6rMLag+2YsAsXxgwN9CLjSGFThSSaucyCSoALDq2E2ityqSeKUErJcC0hmlhecTVrdmayaV8OJrONzrGB3DSmY7ObR9QSRQb7cCSzTH7bGpldKVKPF7F6Rwb700vQe2gZ0j2Kcf1j6+1rmitvTw+iQn1Iz5FyFa2ZJHLC6bIKK9FqNPUOrwkN9Ka82oLZYsMgk+BbvayCKjRAm9D6r+KaLXYqayz4y/wAIZxOKcXBkyWs3pHB3mNFaLUaBnWLZHz/tsRH+bs6PLcREeyNyWyjvNrSZLXJ3JnJbGNLag6rkzPJLa4myM/AjBHtGdm7TYvvO9pFBXDgZLGrwxAuJImccLqsgioigr3rLfIafnrlyvySGmIjWt6ZMdG4MgurCA/yrrdAvGO103Jji++MhWjOzBYb2w7ksTo5g6yCKvx99ExJasfoPjEEungZdnf028qV1ZLIXYHiciNrd2Xyy57aovPtovy5Z0o3+idG4KFzj6vG7aL92bo/l5IKk9RUbaWcnsjddtttFBcX4+FR+1LPPvssvXr1cvbLimYku/DCqw/WqTubeyK3XBI5QVZBZb3z4wAiT1/hzSqool1UQFOEJUSrUlRWw/JfjrN+dxaVNRbaRvgxZ2JXBnWLQO8hIyecJTKktrZqXkk1ndtKCYJLdSKnnNU7MtiRlo9dKfp1Dmf8gLZuWXQ+4XTfl55TTrD/+ReUE+7NqYmcUor09HR+/vlnRyInWheL1UZ+aQ2DukXWu11kiA/enjpO5FQwvGcTBSeapbpVTvt1qb9Tig7xwVOvIz2ngqSropsoOiHcX3rubwfCNpuid6cwxvVvS2JckNsdCDdHYYFe6LQa8ktk5cqGcqyauuMUhzPL8DLoGNsvlrH9YgkP8nZ1eE7TNtIPrUbDidwK+lxgZXDh3pyaXR0/fhyAOXPmUFpayo033sitt97qzJcUzUxOUTVKQZuL1GHRajS0iwrgRLYUt2ztcutWOa1ncRwArVZDfJQ/6bnynREt19dff80777yD1Wrljjvu4JZbbnFJHDa7nd2Ha8sHHMksw9OgY8LQBJK6RRARLOUDmpJOqyU00Is8SeQuymi2smlvDquTMygorV019aYxHRnRqw3enu5/AcFTr6NNmK/0g62YU7/l5eXlDBkyhIULF2KxWLj99ttJSEggKSmpQc8PDXX+ELvwcPeeoO3q9u0/VQpAj84RF42lR8cwlv98lICg2istF+PqtjmDwVD7X9Id23am+tpX9525qgHfmW7tQ/lu8wmCQ3ybzZwHd/7s3LltrpCXl8fixYtZvnw5BoOBWbNmMWjQIDp27NhkMVQbLfySksPanZkUlRsJC6yroxVNfNtgCgpkRTxXiAz2Ib9YShBcSHG5kbU7M1m/J5sak5UOMQHMHNWRvp1b36qp7aL92XOkUFY5baWcmsj16dOHPn36OG7PnDmTDRs2NDiRKyqqxG5XzgqP8HB/t+6kmkP70k4UodNqMKAuGktkoBc2u2LX/hw6xgTWu21zaJszmM1WDAYPt2xbnYt9dgePn/7OaBr2nTFb7ew5kNssVs1z1+8lOLdtWq2mSU7cNTdbtmxh8ODBBAXVzoO65ppr+OGHH7j//vsb9PzHH/8L+fn5l/XaVpuiqNxIeZUZu13h4+VBsL8nGm89y5JhGbUnlsxm62Xtv7lr7m3LL6mhrMpMxub6+8ILae7tu1wH0w5itdm5buYNAPh76wkO8OL4ER3vrndtbI3hcj630kozecXV3LHr3XoXlWsO3PV7Cc5rW0REBO+99/8u+LhTE7nk5GQsFgtDhgwBaufMyVy51iWroIrIEJ8GXS1JiK6dtHsiu/yiiZxwX1kFlUQ1+Dvz2yI5zSGRE+JS5OfnEx7+27yWiIgI9u7d2+Dn6/U6x1X8S1VYUElZpYkgf09CA70vOAztcvffEjTntnl7eVBSYUKj1V72wXlzbt+lUEpRXmWmqMyI0WxDA4QFehMa6OWW5You9XPz81HkFYPVrvBtAZ+5u3wvz+fMttnttd9bL08dXlfQZv1FvuNOfTcrKip44403+Oyzz7BYLKxYsYJnnnnGmS8pmpmswsoGrygY7O9JsL8nJ3JkrHdrllVYRfs2DfvOhAd54+vlQXpOOfSOcXJkQjQuu91+1lCoSx0atWjR/132qBWL1YbFWnsl7kLkCrPr7DtexOLPU3jslr6XtXJlc29fQ9TNf1uTnIm5tIaeAV4cW/8aYcHe/L+l/3F1eE5xOZ9bldHCA69t5MbRHbl2UJyTImsc7vC9vJC6tpVUmFi3K5MNe7LxrrFww6gOTBgcf9n71Wrr7xOcmsiNHj2alJQUpk2bht1uZ/bs2WcNtRTuzWSxUVhqJKlHw1cUTIgO4Lgkcq1WjclKYZmR4b3aNGh7jUZDu+gATuS4Z8cg3FtUVBTJycmO2wUFBURERDTJa+s9dOjd98R4ixcZfLoEQXHrK0FQXG5kzc7a+m/Vp+e/XT+qA307h3HPTs9WNwfuYny99Ph568krkTmVrnT4VAn/XX2otuyFvXa136sHtHX6/1+n/4w/9NBDPPTQQ85+GdEM5RRVobj4ipVnSoj2Z9fhAiprLPh5650XnGiWsgurAIi9xO/Md1tPYbLYGrRIjhDNxdChQ3nzzTcpLi7G29ubn376ieeee87VYYlmILSuBEFp61m58kROOT/tyGDHwXwUin5dIrj6dP03Ub/IYG/yZHGcJmez29l1uJDVOzI4mlVb9mJM31jG9o8loonKXsj5OOE0WQW1B+UXK+x8pvbRvxW37NE+1ClxieYr7VQJAO2iG17gOyEqALtSZORV0jFWOnzRckRGRvLwww9z++23Y7FYmDlzJj17SiFNUVuCICzI/Q/Oa+u/FfDTjtqyF96eOsb1j2Vcv1jC3Lj+W2OLCPbmUEapq8NoNaqMFn5JyWbtzkyKy02EB3lx99Qe9Gkf0uRlLySRE06z/0Qxft56Ii+hBlF8VAAa4Lgkcq3SrsOFJET7E+zv2eDn1CV9J3LLJZETLc6UKVOYMmWKq8MQzVBksLfb1pKrMVnZuDeHNckZFJbVlr24eWwnhvWMbhX13xpbZLAPW/fnYbbY3HIBmOYip6iKNTsz2bwvB7PFTmJcELeM70yvDmFERga4ZP6f/G8RTmG12dl7rIg+ncMuOlHzTD5eHkSF+khh8FaopMLEiZxypo9of0nPC/b3JMjPULvgiRBCuInoUB8OnizBYrWh93CPg/OC0hrW7szkl5RsjGYbnWIDuWlMR/p0Cr+kYwVxtoiQ2quXBaU1xIS3vlIuzqSUYn96MWuSM9l7rAgPnYZB3SIZ378tcZGuXy1bEjnhFEcyy6g2WenTKfziG/9O++gAUo4VYbPbZVJzK5JytBCAvp3CLvm5CbLgiRDCzSTGBfPjr7VDDru1C3F1OJdNKcXhjFJWJ2ey+0gBWo2GAYkRjB/Q1lF2SFyZupFPeSWSyDUWk8XG1v25rEnOJLuwigBfA9OGJTCyTwyBvgZXh+cgiZxwij1HCvHQael+GZ1P387hbE7NJfV4Mb06XvpBvWiZdh0pICLI+5IWx6nTvk0Au48UUlppIsiv4cMyhRCiueoSF4ROq2H/ieIWmchZrDa2H8hnTXIGp/Ir8fXyYOLgeEb3iSEkwMvV4bmViNOrnOa76VDcplRcbmTdriw27MmiymglLtKPuyd3ZUBiZLMsuC6JnGh0StVOXu7WLhhPw6UPB7mqQyh+3no2p+ZKItdK1JispJ0sYWy/2Euqo1WnX5cIvtxwnG3785p9HR0hhGgIL4MHnWID2X+imBtGuzqahiutNLF+dxbrd2dRXm0hJsyX26/twpDuUbKysJNICYIrdyyrjNXJGSSnFaBQ9O0Uzrj+sXRuG3RZxyVNRRI50eiyC6soLDMyccjlFUD00GkZ3C2S9XuyqDJa8PWSMgTuLvVEMVabuqyhuABRIT60bxPAltRcSeSEEG6je0IIX244TlmVuVkN5/o9pRTHs8tZuzPTUUerZ4dQxg1oS7f44GZ9IOwuIoO95YrcJbLa7CSn5bM6OZMTOeV4e3q0uFVTJUBPL7sAABurSURBVJETjW7P6blOvTpc/tW0pKuiWbMzk18P5DG6b2xjhSaaqd2HC/Dz1l9RvaAh3aP4ePVhTuVVNIsJyEIIcaV6JITy5YbjHDhRzJAeUa4O5xwWq40dafmsSc4kPbcCb8/aOlpj+sVc0orV4spFBPtwKKPE1WG0CBXVZjbsyWbdrkxKK81EBntzy/jODO0R1eJWTW1Z0YoWYc+RS19C/vfiIv2ICfdlc2quJHJuzmKtXeG0b+crW7VsYNcIPlt7hK37cyWRE0K4hbaRfvh560ltZolcUZmR9Xuy2LAnm8oaC9GhPtx6dWeGdG95B8LuIjLYm637c6UEQT0y8ytZszODrfvzsFjtdG8XzB3XJnJVh1C0LfSqsfxvE42qpMLE8exypg1PuKL9aDQaknpE8/nPR8kpqiI69NIXwBAtw4Y9WVSbrFd8kOLvY6Bnh1C27c9j5qgOsuKpEKLF02o0dE8IYX96MUoplw5RtCvFgRPFrNuVRcqx2pE3vTuGMaZvLN3ayfBJV5MSBOdntytSjhWyekcGaadKMXhoSeoRxdj+bYm5jMXVmhtJ5ESj+mH7KTSa2hobV2pw90i+WH+MTftyuGFUx0aITjQ3JouNb7aeJDEuiMS4oCve39AeUew+UsiB9BKukoLyQgg30L1dCNsP5JFZUEXbiKY/QC+vNrN5bw7r92RRUGrE30fPxMHxjOzdhrDAljGPqDWQEgRnqzZa2bQvh7U7MygoNRIS4MnMUR0Y0asNft7us/aCJHKi0ZRUmPh5dxZDe0QR0Qhj44P8POnbOYy1OzMZ2zdWlit2Q+t2ZVJeZea+aT0a5Wxuzw5h+Hp5sHlfjiRyQgi30D2htvTA/hPFTZbI2ZXi4MkSNqZks+twAVabonPbIKaPaE+/zhHNchn21i5SShAAkFtczdrkTDal5mA6XXR+5qiO9O0c5pYjdSSRE43mu60nUUoxOaldo+3zxtEdSTlWxGfrjnLftB6Ntl/hejUmK99vO0WP9iF0bnvlV+MA9B5ahvWM5qdfM5gwqIL4KJkrJ4Ro2YL9PYkN92NDSjaj+8RcVlmfhioqM7I5NYfN+3IoKDXi6+XBqN4xjOwT4xbD0NyZTysuQVA37HfNzkz2HivCQ6dhYNdIxvWPpV2Uexedl0RONIriciMbUrJIuiqaiEZcsjUsyJtJQ+JZufEE+9OLL6vAuGieVidnUFljYfrw9o263ylD27ElNZePVx9m3q19Zd6GEKLFu3lsR175bA+frTvCHdcmNuq+jWYrOw8VsHV/LgfTS1BAYlwQ04e3p1+XcPQesnBGS9HaShDUmKxsSc1l7c5McourCfA1cF1SO0b3iSHQ7/IX3GtJJJETjeKbrSdRCiYPvbzacfWZMCiOLfty+finwzx710A8dO53aby1OZlbwbdbT9K3czgJ0Y17tszHS8/MkR341/dpbN2fy9Ae0Y26fyGEaGpd24Vw7aA4vt9+ih4JofTrcnk1N+tYrDZSjxfza1o+u48UYLbYCQv0YkpSO5Kuiia8hdTQEmdrLSUI8kuqWbcri417s6kx2UiI9mfulG4MSIxodceIksiJK5Z2soQNe7IY1SfGKROf9R46Zo/vzGv/TeHLDce4aUynRn8N0XTKq8y8tWIfft56br+mi1NeI6lnNOv3ZPPfn4/Rp1O4LIcthGjxpo9oz4GTJfz7+4PERvhecp22KqOFfceL2HOkkL3HijCabfh56xnaPYohPaLoGBMoIxhauMiQ2hIENSar2/V7SikOpJewJjmDvceK0Go1DEiMYGz/WDq0ufwatC2de33KosmVVJh4d1UqkcE+zBzZwWmv07NDKKP7xvDjrxmEBHgxe0I3p72WcB67XfH3j3dSWmni8Vv6EuBrcMrraDUabhnfmUUfJPPp2iP8YUKiHKAIIVo0D52We6/rzrP/3sHC97YzsncMk4fEX3AIWVmliVP5lRzOKOXgyRLScyqwK0WAj54BiREM6BpBYlxwq7uC4c46xtQmNEcyS+nZIczF0TSOc4ZP+uiZktSOkb1jrqhesbuQRE5cNqvNzjurUjFZ7Dw6+yqnn/25ZVxnSitMfLbmCPFtgujcRhayaEnsSvHpmiPsOpTP7dd2cfoZtPZtApg0JJ5vt54kIsibyUPbOfX1hBDC2aJCfFh09yC+2pzOz7uyWL87i/Agb8KCvPD31lNttFJltFJYbqS0wgSATqshITqAiUPi6NUhjIQ2AS22+LGoX6fYQPQeWvafKGnxiVxOURXrdmaxOTUHo7l2+OTdk7syIDFSVk09gyRy4rLYleKjnw5zNLOMe6/r3iSrWWm1Gu69rjuvLNvD3z/ZyZyJXRulXp1wPovVznvfHGBHWj7TRnZgZK82TfK600e0p6jcyPJfjhMa4HXFRceFEMLVQgK8uHNCIhMGx7ExJYe8kmoKS43kFlXj4+WBr5eefokRhAd40TbCj3ZR/m43zE6cn95DR+fYQA6kF7s6lMtSV7x73a4s9p8oRqfVMLBrBGP6te7hk/WR/9nikp15UD5pSHyTJlMGvY4Hr+/Ju1/tZ+lX+zmZW8H1o9q7ZW0Qd1FZY+HtFftIO1XKDaM7cNuk7hQWVjbJa2s1GuZM7EpphYn3vzuI7vSSxEI0F6+99ho6nY4HHnjA1aGIFiYy2IeZo84/pSE83J+Cgoomjkg0B90SQvjvz8coqTC1mKGHFdVmNu7NYf3uLArLjAT7ezJteAIje8cQ6KQpGO5CEjlxSaqNVt5asY+DJ0u4cXRHrh0U1+Qx+HnrWfTHJN5ctosffj1Fem45t1+bSFTIlRchF41HKUXyoQI+/ukQVUYrc6d0Y0j3qCafq+ah03L/jKt47b97eXfVfjLyK5k+vD1arQwtEq5TUVHBiy++yLfffsvdd9/t6nCEEG6ie7sQ/ssxDqQXk3RV8121WSnF8Zxyft6Vxa8H87Ha7CTGBXHj6I707hQmczcbSBI50WCpJ4r49/dplFWauXtyV5cu66730HLb1V1oF+XPZ2uPsPC97VwzMI7JQ+PxMsjX2tVyiqr4Yv0xdh8pJD7Kn7/O6krbCD+XxePjpefRm/9/e3cfXFV9JnD8e+459z25eb9JCIQEgoSXBgSGN5WXloIxoOjgFtdZ0Han0pfRYdZ21OnU7R+ML21Hq87YWevS6Y67s7pr7boKg6ZbSyWmgEVWEAQkSN5v3nNfcl/P/nGSKC1KV+7NyT15PjN3wr3k3vP8cnPznOf3/M451/LCGx/yWtMFPu4Kcld9bdbMVgrraWxspKqqirvvvtvsUIQQFjLdn0Ouxz5pC7loLEnzB138z7ttXOgaxulQuWFROV++toKKEvP2E7KV7PGKKxoKxfjPt85x8HgH5UUeHrhzCbMrJsda5RvqplE3q4j/+N05Xn/nAr9/r52vLJ3Ol5dUkOuRdvxEa+sJ8dqhFppPdmG329i2bjabls+YFEtf7ZqNnTfOZWZpDv/WeJaHnnuHrddX85Wl02XmT0y4rVu3AvD000+bHIkQwkpsisL8qkJOtvSj6/qkOWNzWyDIywfP03jkYyLRJBUlXv5u4zWsXFAmx3BeBfnJic80HI6xv/ljGt9tJZ5IUb+ykq3XV2PXVLNDu0RejpNvbJ7Pumsr+O9DLfzmD+fZ984FltX6WbWwjHmVBbKMLoNGYgmOnArw++PtnG0dxGlXuXFFJZuWV2bs8gJflKIorF8ynQXVhfzrm2f499+e5a1j7dSvrGTVgjIp6ETa7du3j0ceeeSSx2bNmsUvf/nLq37toqLMz16XlFj37MBWHhtYc3yO0RU3VhzbmHSMbeWXymk+2UU4CVXl5v2sovEkb7/Xzv6mFj5o6UNTbVy/aBo3rqpifnXhpCky08WM30sp5MQldF3nXNsQbx1r4/CpbuKJFCsWlLJldRXlRZk/M+XVmF2Rx323L6KtJ8Qbhy9y+FQXh97vJC/HweKaYupmFTGvqkCWXqZB7+AI75/v5U9nejjZ0k8imaK00MPt62ZzXV05vkneDfUXeLhvWx3HzvTwmz+cZ+/rp3jl4HnWLZ7GqoVlGbmwvZia6uvrqa+vz8hr9/YGSaX0jLw2WPuEGVYeG1h3fLFYAodDs+TYIH3v24wi45wBf3j3It7lE38ug4vdQX5/rJ2mE52EowlKC9z8zfoabl5XQywSA5iwk55NlEx95mw25XMn7WSPVqDrOi2dw7z7YYAjpwN09YVxOlRWLyxjw7IZTJuASwukU0Wxl7vqa7nzq3N472wvzSe7aD7ZxVvH2lFtCpWlucyZnkdNRR4zy3IpznNZblYonRLJFG2BEOc7h/iofYjTH/cTGBgBoDjPxbprp7Fsrp850/Oy6ueoKArXXlPC4jnFnGjpY987H/Prg+f59cHz1Fbms3Sun0U1RVLUCSGEyCqFPhdlhR7eO9vDpgkq5MIjcZpPdnHweActncNoqsLSuX7WLJpGbWU+iqKQl+MkMFrIifSQQm4KSuk6nb1hzrYNcrKlj1MX+hkKx7EpCnMr86lfUcnyef6s71zZNZVltX6W1fpJJFOcbR3kREsfZ1oH+e27bRw4fBEAr0ujotjLtGIv5UVe/AVu/AVuivPcU+aik7quE44m6BkYoas/TFd/hI6eEK2BEJ19IRJJY9bf69K4ZkY+G5bOYN7MAipKvFlVvF2OoigsrC5iYXURPQMRmk500nSiixfe+JAX3oCKEi+1lQXMnZHPnBn5cipkIYQQk94NdeW89LtzvHOik5ULMnMN1WQqxYnzfRx6v5N3P+whkUwxvcTLHV+Zw6qFZeS47RnZrvhEdu+piyuKxZN09oVpC4S42B3k4+5hzncME4kmAMjLcTC/upAFVYUsqim27IdOU23UziygdmYBYFwLrzUQ5ELXMBc6h2nrCXH4VDehkcQlz/N5HRTmOinIdZKf4yTP68DndZDrsZPjNm4elx2vS8Ou2SZVUZPSdaKxJKGROKFIguBInGA4zlA4xnA4xkAwxkAwysBwlN6hESLR5CXPL/Q5mV6Sw8JZhcwszaW6PJeSfPekGmO6Fee72XJdNVuuq6azL8x7Z3v43496OXi8ncajrQAU+ZxUlfuoLM1leomXipIcivNc2Cz8cxGZI9ePE0JkwsblM/jTmR7+5cCHzJmeT1GeKy2vO3bZgOYTXfzxVDdDoRhel8aaReVcX1fOzNJcS+8nTDZSyGW5ZCrFYDBG33CUvqEReodGCPRHCAxECAxFCfSFGTuCQlNtVBR7WTG/lFnlPmZX+Cgr9EzJD5xds1Fd7qO63Df+mK7rDIXjBPojdA+E6RkYoW94hN6hKN39ET68OPAXhd6nqTYFt1PD5VBxOlScdhWHZsMx+lXTbGiqDbtqQ7Up2GwKqqpgUxQURUEBegZHUFUbrxz8CF0HHZ1UyijKUimdZFInkUqRSKZIJHXiiRSxRJJYPEUsniQaTzISG71FE3zW0TOKAnleB/k5Tkry3cytLKDI56I4z0VpoQd/vhunY3Kd1GailRV6KFtunLQlkUzR0jnM2dZBWjqHON8xxNHTgfHv1VQbpQVuZpTl4nPbKcl3U+RzUehzUuhz4XVpU/JzJoQQwhyqzcbfb5nPw//8R55/7ST333HtF55wTOk659uNvHfkdDc9gyNoqo1FNUWsnF9K3eziKbOCabKRQm4SGeughEcShKMJwiNxgpEEoZE4wYjRTRkOxxgMxxgKxRgMGl//fGfd69LwF7iprSxg9fxSyoo8VBR7KSvyTIrTwE9WiqKQ53WQ53VQM/3yl1eIJ1IEI8b7MByOExqJEx4x3qNINEkklmAkmiAaTxGNJYgmUkSCMWKJ5CXFVzI1WpilUui68d7runESEYD/ersFBUAxTiVsGy38NJuCqtrQVAW7ahSHDs2GQ1PJ8dgpdrhx2VVcDhW3U8Pt1PC4NHLcRtcwx23H53Xgddulg/T/oKk2aiqM4yrHRKIJ2ntCtPWE6OwN09kXprU7SFdfmHgidcnz7Zpt/HfL6Og68Hnt5LjseEc7u16XHY/LeL/cTg3HJOvwCiGEyC7+fDd/u2EOe18/xd7XPmDbutnk5fx1108NRuKcutDP8Y96OX6ul6FQDNWmsKC6kJuvq2bJNSV4XFJGmG3KvgO6/mc70il9tOsx2v0Y/f+xW1I3uiHJ0eckkjrJZIpESieRMDok8WSKREI3/j3aKTG+pojHU0QTSWJxo3tidE4Sn3RPYglGosnP7KCAsTOY67Hj8xidlKqyXGO5X46TwlzneAfA4zKWR1r1rFVmsms2CkaXWmbCN87sxW5X+fkDX87I64v0cTs1ZlfkXXJNxZKSXLq7hxgKxegZHKF/tFM+EIoxGIwyEIwRGIhwrn2I4XAM/XM+8KpNGS/Ix7q8LruKw27826GpOOxGEe/QbNjtRrfXYVfRVGW8+6tptvEJAFVV0GxGR1hVlU86wzabMVmgGNtVFGV0AsGY4FAU42/kZLomkRBCiCu7/kvldPaGOXD4IodPd/PVZTNYUFWIv8BNfo6TaNxoIPQOjdAWCNIaCHGmdZDWgHFWSbdT40uzClk0u5hFNUXj+5hicrBsIdc/HOUf9/6RUMRYCqejM1YlZe5kzZdnH+uajO2E2W047So5bgdFecbOmcup4nJoeEY7KB6nhtelGcdfuTVyPQ6c9qm91G2qkB3l7DZ2Zq4rzXqmdJ1INGF02yOf6uyOJIjEkkSiCSJRY7InEk0QiycZiScZCMXGJ4TGltUmM3gK+ssZ6xYrKBT6nDy6a5V0eIUQYhJSFIXb19ewZvE0Xjl4nteaLvBa04XP/H63U6WqzMetN1Qzt7KAWdN8co3VSSzjhdyrr77Ks88+SyKRYOfOndx5552Z3iQAOW6N+hUzCUfjn3rUOA4JjGOEcrxOIpHY+IyzMSNtzEaPzVQbM9Q2bDbj69hMtqbaPrXMzfbJDPjYcVCjxZum2WQHRwjxF2yKgtdlLKksLbi610qmjFUA47dkanSlgD66pHd0FcHoaoJUyjjWMjn675Sujy/3TemfdN+M1QmAruN2OwiGogDGY6NTYoW5LuQvnBBCTG6lBR7uuXkBt6+bTUdfmO7+CIPBqNFEcGnkeR1ML8mh0OeUCeUsktFCrquriyeeeIKXX34Zh8PB9u3bWbFiBTU1NZncLGCcev7GFZ9/7QxZeiiEsALVZkN12HBl8MoI8vdSCCGyX6HPRaHPxYIqsyMR6ZDRQu7QoUOsXLmS/Px8ADZt2sT+/fv57ne/+1c9//HH99Db25ux+Ox2lXg8eeVvzFJWHp9VxxYMDqMo8OCD/2B2KBlj1fcOZGxfVFFREY899khGXtvKbLbMz5pPxDbMYuWxgTXH5/f7sdtVS45tjJXHBtYeXybGdqXXzGgh193dTUlJyfh9v9/P8ePH/+rnS2IXQgghLq+gwJvxbRQV5WR8G2ax8tjAmuP7xS/+yewQMs6K79unWXl8Zowto0cvplKpS9bZyhnPhBBCCCGEEOLqZbSQKysrIxD45KK5gUAAv9+fyU0KIYQQQgghhOVltJBbvXo1TU1N9PX1EYlEOHDgAGvWrMnkJoUQQgghhBDC8jJ6jFxpaSm7d+9mx44dxONxtm3bRl1dXSY3KYQQQgghhBCWp+i6PtHXxxZCCCGEEEIIcRXkUu1CCCGEEEIIkWWkkBNCCCGEEEKILCOFnBBCCCGEEEJkGSnkhBBCCCGEECLLTPlC7siRI9x2221s2bKFXbt2MTg4aHZIaXP06FG2bdvGLbfcws6dO2lrazM7pLR78sknefrpp80OI21effVVbrrpJjZu3MgLL7xgdjhpFwwG2bx5M62trWaHklbPPPMMDQ0NNDQ08Pjjj5sdTtr97Gc/46abbqKhoYG9e/eaHY6YIFbOjyA5MttIfsxeVs6RpudHfYrbsGGDfubMGV3Xdf3HP/6x/tOf/tTkiNJn/fr1+gcffKDruq6/9NJL+q5du0yOKH2Ghob0Bx98UK+rq9Ofeuops8NJi87OTn39+vV6f3+/HgqF9C1btoz/blrBsWPH9M2bN+sLFizQL168aHY4afP222/rX/va1/RoNKrHYjF9x44d+oEDB8wOK22am5v17du36/F4XI9EIvr69ev1c+fOmR2WmABWzo+6Ljkym0h+zF5WzpGTIT9O+Y7c66+/Tk1NDfF4nK6uLnw+n9khpUUsFuO+++6jtrYWgLlz59LR0WFyVOnT2NhIVVUVd999t9mhpM2hQ4dYuXIl+fn5eDweNm3axP79+80OK21efPFFHn74Yfx+v9mhpFVJSQkPPPAADocDu93O7NmzaW9vNzustFm+fDm/+tWv0DSN3t5ekskkHo/H7LDEBLBqfgTJkdlG8mP2snKOnAz5ccoXcna7ndOnT7N27Vqam5tpaGgwO6S0cDgc3HLLLQCkUimeeeYZNmzYYHJU6bN161a++c1voqqq2aGkTXd3NyUlJeP3/X4/XV1dJkaUXnv27GHZsmVmh5F2c+bMYfHixQC0tLSwb98+1q5da3JU6WW323nqqadoaGhg1apVlJaWmh2SmABWzY8gOTLbSH7MXlbPkWbnxylTyO3bt481a9ZccrvrrrsAYybu0KFDfPvb32b37t3mBvoFfN7YYrEY999/P4lEgnvuucfcQL+Azxub1aRSKRRFGb+v6/ol98XkdubMGb7+9a/z/e9/n6qqKrPDSbt7772XpqYmOjo6ePHFF80OR6SRlfMjSI60AsmP2c/KOdLM/KhN6NZMVF9fT319/SWPRaNR3nzzzfFZuJtvvpnHHnvMjPCuyuXGBhAKhfjWt75Ffn4+zz77LHa73YTors5njc2KysrKOHLkyPj9QCBgyWUWVnT06FHuvfdeHnroIUt1LQDOnTtHLBZj3rx5uN1uNm7cyOnTp80OS6SRlfMjSI60AsmP2c2qOXIy5Mcp05G7HE3T+NGPfsT7778PGDNbS5YsMTmq9Pne977HzJkzefLJJ3E4HGaHI65g9erVNDU10dfXRyQS4cCBA6xZs8bssMQVdHR08J3vfIef/OQnlkpQY1pbW/nBD35ALBYjFovR2NjI0qVLzQ5LZJjV8yNIjswmkh+zl5Vz5GTIj1OmI3c5qqryxBNP8MMf/pBkMklpaSl79uwxO6y0OHnyJI2NjdTU1HDrrbcCxpry5557zuTIxGcpLS1l9+7d7Nixg3g8zrZt26irqzM7LHEFzz//PNFolEcffXT8se3bt3PHHXeYGFX6rF27luPHj7N161ZUVWXjxo2WS8biL1k5P4LkyGwj+TF7WTlHTob8qOi6rk/oFoUQQgghhBBCXJUpvbRSCCGEEEIIIbKRFHJCCCGEEEIIkWWkkBNCCCGEEEKILCOFnBBCCCGEEEJkGSnkhBBCCCGEECLLSCEnhBBCCCGEEFlGCjkhhBBCCCGEyDJSyAkhhBBCCCFElvk/k7u8D0JvEOkAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mag1 = [1 for i in range(len(w))]\n", - "ph = [0 for i in range(len(w))]\n", - "delta =[mag1,ph]\n", - "na = [\"magnitude\",\"phase\"]\n", - "fig, axs = plt.subplots(6, 2,figsize=(15,10))\n", - "c=1\n", - "for i in range(2):\n", - " plt.subplot(6,2,c)\n", - " mag1 = [1 for i in range(len(w))]\n", - " ph = [0 for i in range(len(w))]\n", - " plt.plot(w,delta[i])\n", - " plt.title(str(na[i])+\" plot of x1 \")\n", - " plt.axhline(y=0,color='k')\n", - " plt.axvline(x=0,color='k')\n", - " c = c+1\n", - "\n", - "lst = [x2,x3,x4,x5,x6]\n", - "name = [\"u[n]\",\"r[n]\",\"a^n*u[n]\",\"n*a^n*u[n]\",\"r^n*cos(won)*u[n]\"]\n", - "c = 3\n", - "for i in range(len(lst)):\n", - " x = lst[i]\n", - " magn = []\n", - " pha =[] \n", - " for j in range(len(w)):\n", - " r,theta = cmath.polar(x[j])\n", - " magn.append(r)\n", - " pha.append(theta)\n", - " total = [magn,pha]\n", - " for k in range(len(total)):\n", - " plt.subplot(6,2,c)\n", - " plt.plot(w,total[k])\n", - " plt.title(str(na[k])+\" plot of \"+str(name[i]))\n", - " plt.axhline(y=0,color='k')\n", - " plt.axvline(x=0,color='k')\n", - " c = c+1 \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### d) Also plot the poles and zeros with the ROC. For which values if any the Z Transform doesnot exist? Try finding out the Z Transform outside the ROC.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "zeros = [[1], [1,0], [1,0], [1,0], [0.75,0], [1,-0.75*np.cos(0.75),0]]\n", - "poles = [[1], [1,-1],[1,-2,1], [1,-0.75], [1,-1.5,0.5625], [1,-1.5*np.cos(0.75),0.5625]]\n", - "\n", - "fig, axs = plt.subplots(2,3,figsize=(22,15))\n", - "name = [\"del[n]\",\"u[n]\",\"r[n]\",\"a^n*u[n]\",\"n*a^n*u[n]\",\"r^n*cos(won)*u[n]\"]\n", - "c = 1\n", - "for i in range(6):\n", - " p = np.roots(poles[i])\n", - " z = np.roots(zeros[i])\n", - " plt.subplot(2,3,c) \n", - " for j in range(len(p)):\n", - " plt.plot(p[j].real, p[j].imag, 'x', markersize=10, alpha=1,color=\"red\")\n", - " for j in range(len(z)):\n", - " plt.plot(z[j].real, z[j].imag, 'o', markersize=10, alpha=1,markeredgecolor='black',color=\"black\")\n", - " plt.title(\"pole-zero plot of \"+str(name[i]))\n", - " ax = fig.gca()\n", - " unit = patches.Circle((0,0),radius=1,fill=None,color='black',ls='solid',alpha=1)\n", - " unit1 = plt.Circle((0,0),radius=0.75,fill=None,color='black',ls='solid',alpha=1)\n", - " ax.add_patch(unit)\n", - " ax.add_patch(unit1)\n", - " plt.axhline(0,color='0.7')\n", - " plt.axvline(0,color='0.7')\n", - " plt.axhline(-2,2)\n", - " plt.axvline(-2,2)\n", - " c = c+1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## [2] Discrete Time Fourier Series (DTFS) :" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### a) The DTFS coefficients of a periodic discrete time signal with period N = 5 are given below: a0 = 1, a2 =a^∗(−2)= e^jπ/4 ,a4 = a^∗(−4) = 2ejπ/3 Using the properties of DTFS, determine the values of a0 through a4. Using these coefficients, determine one period of the signal and display a labelled plot." - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The values of x_0 = (2.707106781186548+2.4391575887554247j)\n", - "The values of x_1 = (1.9686068608724734-0.5722578466757501j)\n", - "The values of x_2 = (2.100063450723674-2.4430342904760938j)\n", - "The values of x_3 = (-1.2810814150247491+0.07753323803676881j)\n", - "The values of x_4 = (-0.4946956777579463+0.49860131035965205j)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def coeffi(N):\n", - " coeff = [1,0,np.exp(1j*(np.pi/4)),0,2*np.exp(1j*(np.pi/3))]\n", - " n = np.arange(0,N,1)\n", - " x =[]\n", - " for i in n :\n", - " c = 0 \n", - " for k in range(len(coeff)):\n", - " c = c +coeff[k]*np.exp(1j*k*(2*np.pi/N)*i)\n", - " x.append(c)\n", - " print(\"The values of \" 'x_{0:1}'.format(i)+\" =\" ,x[i])\n", - " return x \n", - "a = coeffi(5)\n", - "plt.stem(a)\n", - "plt.title(\"X[N] signal of period N =5\")\n", - "plt.xlabel(\"period\")\n", - "plt.ylabel(\"magnitude\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### b) consider a periodic square wave with fundamental period N = 16 having magnitude 1 between n = 0 and n = 7 and zero elsewhere. Make a plot of this signal over two periods in blue colour." - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "def dtfs(period,N):\n", - " k =int(N/period)\n", - " n = np.arange(0,N,1)\n", - " for i in range(period):\n", - " signal = np.array(([1]*k+[0]*k)*(i+1)) \n", - " dt_coeff = []\n", - " for i in range(N):\n", - " count=0\n", - " for k in n:\n", - " count =count + (signal[k]*np.exp(-1j*(2*np.pi/N)*k*i))\n", - " total = count/N\n", - " dt_coeff.append(total)\n", - " cof = np.asarray(dt_coeff)\n", - " coeff = abs(cof)\n", - " new =[]\n", - " n1 = np.arange(0,period*N,1)\n", - " for i in n1:\n", - " c = 0\n", - " for k in range(len(coeff)):\n", - " c = c + coeff[k]*np.exp(1j*k*(2*np.pi/8)*i)\n", - " new.append(c)\n", - " return signal ,coeff,new" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### c) Determine the DTFS coefficients of this signal and generate magnitude plots of the coefficients." - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "N = 16\n", - "period = 2\n", - "a = dtfs(period,N)\n", - "name =[\" input\",\" dtfs coefficient\"]\n", - "fig, ax = plt.subplots(1,2,figsize=(15,5))\n", - "c =1\n", - "for i in range(2):\n", - " plt.subplot(1,2,c)\n", - " plt.stem(a[i],use_line_collection=True)\n", - " plt.title(str(name[i])+\" of square signal at 2 period \")\n", - " c = c+1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### d) Using the coefficients determined above, make an approximate reconstruction of the square wave and display it on the plot of the original signal in red colour." - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n = np.arange(0,period*N,1)\n", - "plt.stem(n,a[0],'blue')\n", - "plt.stem(n,a[2],'red')\n", - "plt.title(\"Reconstructed signal from coefficients\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## [3] Continuous Time Fourier Transform: (CTFT)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### a) Consider a rectangular signal with amplitude 5 and existing between t = −1 and t = 1. Compute the continuous time Fourier transform of this signal and display a nicely labelled plot.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "w = np.arange(-10*np.pi,10*np.pi,0.01)\n", - "ft = (10/w)*np.sin(w)\n", - "plt.figure(figsize=(10,5))\n", - "plt.xlabel(\"Frequency\")\n", - "plt.ylabel(\"Magnitude\")\n", - "plt.title(\"Fourier Transform of rectangular pulse m(t)\")\n", - "plt.plot(w,(10/w)*np.sin(w))\n", - "plt.axhline(y=0,color='k')\n", - "plt.axvline(x=0,color='k')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### b) A message signal m(t) is a triangular signal existing between t = −1 and t = 1 with a peak amplitude of 1 is used to modulated a carrier signal c(t) = cos2πfct and the resultant signal is given by y(t) = m(t)c(t). Plot y(t)." - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def modulate(time):\n", - " def triangular(t):\n", - " if t>=-1and t<=0:\n", - " return (t+1)\n", - " elif t>=0 and t<=1:\n", - " return (-t+1)\n", - " else:\n", - " return 0\n", - " m_t = [triangular(t) for t in time ] \n", - " c_t = np.cos(2*np.pi*2000*time)\n", - " y_t = m_t*c_t\n", - " return m_t,c_t,y_t\n", - "time=np.linspace(-4,4,400)\n", - "\n", - "out=modulate(time) \n", - "name = [\"m(t)\",\"c(t)\",\"y(t)\"]\n", - "col =[\"blue\",\"red\",\"green\"]\n", - "fig, axs = plt.subplots(3,1, figsize=(12,12))\n", - "c =1\n", - "for i in range(3):\n", - " plt.subplot(3,1,c)\n", - " plt.plot(time,out[i],color = col[i])\n", - " plt.title(str(name[i])+\" signal\")\n", - " plt.xlim(-2,2)\n", - " plt.axhline(y=0,color='k')\n", - " plt.axvline(x=0,color='k')\n", - " c = c+1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### c) Compute the Fourier transform of m(t) and y(t) and display the plots." - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f=np.linspace(-3000,3000,1000)\n", - "y=(np.sin(np.pi*f)/(np.pi*f))**2\n", - "fo= 1000\n", - "fig, axs = plt.subplots(1,2, figsize=(20,10))\n", - "plt.subplot(1,2,1)\n", - "plt.plot(f,y,'blue')\n", - "plt.title('fourier transfer of m(t)')\n", - "plt.axhline(y=0,color='k')\n", - "plt.axvline(x=0,color='k')\n", - "plt.subplot(1,2,2)\n", - "plt.plot(f-fo,y,'blue')\n", - "plt.plot(f+fo,y,'red')\n", - "plt.title('fourier transfer of y(t) ')\n", - "plt.axhline(y=0,color='k')\n", - "plt.axvline(x=0,color='k')\n", - "plt.show()\n", - " " - ] - } - ], - "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": "3.8.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 9f5de488d55a1d1dd348a71902a1a7eb5744301f Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 19:55:13 +0530 Subject: [PATCH 08/30] Create Assignment_3.py --- Assignment3/SonuKumari_204102314/Assignment_3.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment3/SonuKumari_204102314/Assignment_3.py diff --git a/Assignment3/SonuKumari_204102314/Assignment_3.py b/Assignment3/SonuKumari_204102314/Assignment_3.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment3/SonuKumari_204102314/Assignment_3.py @@ -0,0 +1 @@ + From f8cff12eb553617559f2ba9897401bab8600ca3f Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 19:55:46 +0530 Subject: [PATCH 09/30] Add files via upload --- .../Assignment__3_DSP.ipynb | 595 ++++++++++++++++++ 1 file changed, 595 insertions(+) create mode 100644 Assignment3/SonuKumari_204102314/Assignment__3_DSP.ipynb diff --git a/Assignment3/SonuKumari_204102314/Assignment__3_DSP.ipynb b/Assignment3/SonuKumari_204102314/Assignment__3_DSP.ipynb new file mode 100644 index 0000000..36a5a86 --- /dev/null +++ b/Assignment3/SonuKumari_204102314/Assignment__3_DSP.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### importing libraries :\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import cmath\n", + "from scipy import stats\n", + "import seaborn as sns\n", + "sns.set(color_codes=True)\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "from matplotlib import patches" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Z Transform:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### a) Consider the discrete time sequence x[n] = z^n with −∞ < n < ∞ where z ∈ C.. Let\n", + "z = 0.95, \n", + "z = 1.05,\n", + "z = −1.05, \n", + "z = −0.97, \n", + "z = 1,\n", + "z = −1.\n", + "Now plot the sequences for different values of z. For each plot what is the nature of the plot?" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def ztrans(n,data):\n", + " z = [data**i for i in n ]\n", + " return z\n", + "n = np.arange(-20,20,0.5)\n", + "lst =[ztrans(n,0.95),ztrans(n,1.05),ztrans(n,-1.05),ztrans(n,-0.97),ztrans(n,1),ztrans(n,-1)]\n", + "name = [\"0.95\",\"1.05\",\"-1.05\",\"-0.97\",\"1\",\"-1\"]\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 3,figsize=(30,12))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " plt.subplot(2,3,c)\n", + " plt.stem(n,lst[i])\n", + " plt.title(\"z-transform at z = \" +str(name[i]))\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### b) Now consider the same sequence with complex values of z. Consider \n", + "z = −2 + 3j,\n", + "z = 2 − 3j,\n", + "z = e^jπ/10 , \n", + "z = 0.95(e^jπ/10),\n", + "z = 1.05(e^jπ/10).\n", + "For these values of z create 3D plot with both real and imaginary parts.\n", + "Try using different markers for real and imaginary parts.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mag = [3.606,3.606,1,0.95,1.05]\n", + "data = [np.exp(-1j*0.9827),np.exp(-1j*0.9827),np.exp(1j*np.pi/10),np.exp(1j*np.pi/10),np.exp(1j*np.pi/10)]\n", + "name = [\"-2+3j\",\"2-3j\",\"e^(j*pi/10)\",\"0.95*(e^(j*pi/10))\",\"1.05*(e^(j*pi/10))\"]\n", + "n = np.linspace(-20,20,200)\n", + "fig, ax = plt.subplots(3,2,figsize=(25,25))\n", + "c = 1\n", + "for i in range(len(mag)):\n", + " ax = fig.add_subplot(3,2, c, projection='3d')\n", + " real = [((mag[i]*data[i])**j).real for j in n ]\n", + " imag = [((mag[i]*data[i])**j).imag for j in n ]\n", + " x = np.asarray(real)\n", + " y = np.asarray(imag)\n", + " ax.scatter3D(n,x,y,'blue',label =\"complex\")\n", + " ax.set_title(\"3D plot at complex value of z=\"+str(name[i]))\n", + " plt.stem(n,x,'red',label = \" red = real\",markerfmt='red')\n", + " plt.stem(n,y,'green',label=\"green = imag\",markerfmt='green')\n", + " plt.legend()\n", + " c = c+1\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### c) Compute the Z Transform for the basic signals:\n", + "δ[n],\n", + "u[n], \n", + "r[n], \n", + "α^n(u[n]),\n", + "n(α^n)(u[n]), \n", + "(r^n)(cosω0nu[n]).\n", + "Choose specific values for each and visualize the magnitude and phase spectrums. " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "w = np.arange(-np.pi,np.pi,0.05)\n", + "# taking r = 0.5 and a = 0.75\n", + "x1 = 1\n", + "x2 = 1/(1-0.5*np.exp(w*-1j))\n", + "x3 = (0.5*np.exp(w*-1j))/(1-0.5*np.exp(w*-1j)**2)\n", + "x4 = 1/(1-(0.75*0.5*np.exp(w*-1j)))\n", + "x5 = (0.75*0.5*np.exp(w*-1j))/(1-0.75*0.5*np.exp(w*-1j)**2)\n", + "x6 = (1 - 0.75*0.5*np.exp(w*-1j)*np.cos(1.5))/(1 - 2*0.75*(0.5*np.exp(w*-1j))*np.cos(0.75) + (0.75**(-2))*(0.5*np.exp(w*-1j)**2))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mag1 = [1 for i in range(len(w))]\n", + "ph = [0 for i in range(len(w))]\n", + "delta =[mag1,ph]\n", + "na = [\"magnitude\",\"phase\"]\n", + "fig, axs = plt.subplots(6, 2,figsize=(15,10))\n", + "c=1\n", + "for i in range(2):\n", + " plt.subplot(6,2,c)\n", + " mag1 = [1 for i in range(len(w))]\n", + " ph = [0 for i in range(len(w))]\n", + " plt.plot(w,delta[i])\n", + " plt.title(str(na[i])+\" plot of x1 \")\n", + " plt.axhline(y=0,color='k')\n", + " plt.axvline(x=0,color='k')\n", + " c = c+1\n", + "\n", + "lst = [x2,x3,x4,x5,x6]\n", + "name = [\"u[n]\",\"r[n]\",\"a^n*u[n]\",\"n*a^n*u[n]\",\"r^n*cos(won)*u[n]\"]\n", + "c = 3\n", + "for i in range(len(lst)):\n", + " x = lst[i]\n", + " magn = []\n", + " pha =[] \n", + " for j in range(len(w)):\n", + " r,theta = cmath.polar(x[j])\n", + " magn.append(r)\n", + " pha.append(theta)\n", + " total = [magn,pha]\n", + " for k in range(len(total)):\n", + " plt.subplot(6,2,c)\n", + " plt.plot(w,total[k])\n", + " plt.title(str(na[k])+\" plot of \"+str(name[i]))\n", + " plt.axhline(y=0,color='k')\n", + " plt.axvline(x=0,color='k')\n", + " c = c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### d) Also plot the poles and zeros with the ROC. For which values if any the Z Transform doesnot exist? Try finding out the Z Transform outside the ROC.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vuvMxsmTJwqJFi5g2bRozZ87E2NiYRYsWYW5uzoIFC5g8eTLx8fFoNBqmT59O0aJF6dq1K97e3ri6upIlSxZKly6Ni4sLWbJkIWvWrNy4cUN3wZRGjRqxd+9eatasiYmJCWXKlOGrr77SzSifPXs2kyZNYvv27SQmJuLm5oa7uzv37t17b+4LFy5QqFAhrKys3nr/0KFDmTBhAn5+fpQvX57y5cun7gsn0o1GkbmVIg2dPHmSyZMns3v3brWjpKp3XW3oS7No0SL+/vtvxo0b98HHymsmhNBnUq/EK5/yXvD29qZkyZK6NZ2EEOJjSd0RALt27eLMmTNMmDAhTZ/H29ubpk2b6tYS/BSlS5fmxIkTuvUQ32X79u3s2bOHZcuW/ceUIjXI6bpCiM8SEBDwxieL/xQZGUnz5s11pxIIIYQQ+u727ds0b96c2NjYdz6mR48ehISEpGMqIYQQmY2bmxuPHj1K0zOlLl68iEaj+U8Nvle6du3KoUOH3nn/vHnzWLhw4X/evkg9MpNPCCGEEEIIIYQQQogMTmbyCSGEEEIIIYQQQgiRwUmTTwghhBBCCCGEEEKIDE6afEIIIYQQQgghhBBCZHDS5BNCCCGEEEIIIYQQIoMzUjvA+/z991O02v9+XRBzczNiY5+kYiL9kVnHllnHBZl3bNevX8bY2JAiRUqrHSXVZdZ9Bp8/NgMDDV9/nT0VE2VOn1PH5P2XMWXWsWXWcWXmGgaZd79JDUsfUsPeTsaWMWXGsUkNy7g+Z2wfqmF63eTTapXPavK92kZmlVnHllnHBZlzbAkJCWi1hplybJA599krmXls+uJz61hm3kcytownM44rs9cwyJz7DTLvuPSJ1LB3k7FlTJltbFLDMra0GpucriuEEEIIIYQQQgghRAYnTT4hhBBCCCGEEEIIITI4afIJIYQQQgghhBBCCJHBSZNPCCGEEEIIIYQQQogMTpp8QgghhBBCCCGEEEJkcNLkE0IIIYQQQgghhBAig5MmnxBCCCGEEEIIIYQQGZw0+YQQQgghhBBCCCGEyOCkySeEEEIIIYQQQgghRAYnTT4hhBBCCCGEEEIIITK4z27yPXnyBFdXV+7evfvGfb/99hvu7u40adKE0aNHk5yc/LlPJ4QQQqQaqWFCCCEyKqlhQggh/u2zmnznzp2jffv2/Pnnn2+9f9iwYYwbN449e/agKAqbN2/+nKcTQgghUo3UMCGEEBmV1DAhhBBv81lNvs2bNzN+/Hjy5cv3xn337t0jPj4eW1tbANzd3QkKCvqcpxNCCCFSjdQwIYQQGZXUMCGEEG9j9Dk/PHXq1Hfed//+ffLmzau7nTdvXqKjoz/n6YQQaSgpKYn796OJiookKiqKqKhIoqOjXt5+8ffY2FiSk5NITk4hOTmZ5OQkJkyYgEajoWHDhhgaGmFkZIiRkTHZs2fH0jL/yy9LLCzykz//67fNzMzUHrb4gkkNEyLz0Gq1xMbGvqxX/1/HoqKidLfv348mMTFBV8NSUpIZP348AA0aNHhZw4wwNjYia1YT8uXLh4XFi5plaZmf/PmtsLCw1NWxr7/OjUajUXnk4kslNUyIzENRFJ48eUxkZKTu2Ouf9evVsdizZ09fHoOlkJKSzLhx4wBwdHTU1TAjI0OMjbNgbp5HV79e/Gn1j7/nJ0+evBgZfVY7SOipNNurWq32tf/4KIryyf8RMjf//AZA3rw5Pnsb+iqzji2zjgv0Y2yJiYlcvHiRUzFdiMgAACAASURBVKdOcerUKcLDw7l79y5//fUXefPmxcrKigIFCmBlZYWVlRXW1mV1f8+TJw9ZsmR5WUBefJ05cwaABw8ekJSU9LLwJBMXF0dkZCT37t0jIiKCiIgIDh26pPv7vXv3MDIywsrKirJly1KtWjWqVq1K1apVyZ07t8qv0v/Th32WVjLz2D5XatQw+Pw6lpn3kYwt49GHcSmKwo0bNzh16hSnT5/m9OnT/Pnnn0RFRZEjRw5dvXpVx2rWrKr7noWFBSYmJhgbG+tqWFhYGAB//fUXycnJujr2/PlzoqKidPUqIiKCsLCTuhoWERHBs2fPyJ8/P8WKFaNq1apUq1aNatWqUahQIb1q/unDfksLmXVcqUFqWNqTsWVM+jC2+/fvc/r0ad2x2LVr14iIiAB47RisQIEClCtXmoYN62NlZUX+/C8mSPyzhp09exaAhw8fvlbDEhMTiYmJea2G/f77bxw+vF9Xwx48eEDevHkpVKgQlSpV0h2LlStXTq+af/qwz9JKWo0tzfaepaUlMTExutsPHjx463Ty94mNfYJWq/znDHnz5iAm5vF//nl9llnHllnHBeqMLSUlhWvXrnLu3FnOnj3DuXNnuXLlNwoXLoKNTSVsbSvTqlV7ChYsRJ48eTE0NPzgNhUFkpIgKUkBkkhO1mJsbMjTpym8WAEgCwYGWciVKxu5cllStmyld2xH4fHjOCIiIrhy5TJnz4bh7z+Z8+fPkSdPHmxtK2FrWwVb20pUrGiDmVn6/4KX9+O7GRhoUuWDGH2VGjUMPq+OyfsvY8qsY1NjXIqiEBFxj7Nnw17WsRd/mpmZYWtbGVvbSvTvP5hixYqTL9+LBt7HSE5+8QXJuhr25MmrixIYo9EYky2bKcWK5aZYsXLv3M7z58+Jjo7ixo3rhIefZeVKX/r1649Wm4KNTSVsbCpRqVIVbG0rY2Fh8dmvx38h78e3kxr2caSGvZ2MLWNSY2yPHj0kPPzsazXs8ePHL4/DKtGqVXtKly7zsoH3ccc6KSkvvhISUnQ17PHjpJf3GgFGZMliQoECOSlQoDjVqr19O8nJycTE3OfWrVucP3+WgIA9TJ/uQ0REBBUqWL88FquMrW1lihUrjoHBZ1+z9ZPJ+/HtPlTD0qzJV6BAAbJmzcqZM2eoUqUKO3fupG7dumn1dEIIXhwQnT8fTmDgbo4fP8aFC+exsLDQHQy1bNmGChWs9eI0WY1GQ86cX5Ez51eUKVOWFi1aAS8akzdu/K5rSu7atYPffrtEwYKFqFy5Ko0bO+Hg4Ej27NlVHoHIzKSGCaGOO3duExTkz8GDIYSHn0VRFCpVenGQ8e23fbCxqfyfmhVpwdTUlCJFilKkSFEaNGis+35kZATh4WcJDz/DqlXLOHfuLCYmplSqVAVHx4Y0aeKsWtNPfBmkhgmhjri4R+zfv499+/YQFnaa6OhorK0rYmtbGTe35owdO5GiRYvpxWxvIyMj8ue3In9+K2rWrKX7flzcI86fP8fZs2EEBQXg4zOFhw8fYmNji52dPU5OrpQpU1YvxiDeLtWbfF5eXgwYMABra2tmz57NmDFjePLkCeXLl6dLly6p/XRCfPGSkpI4fvwogYG7CQoKwNTUFCcnV4YMGYGNjS25cn2tdsRPYmhoSKlSpSlVqjTt2nUAXozxypXfOHnyOKtXr+S773pTp86LItOoUVPy5MmjcmqRWUgNEyJ9KYrC5cuXCAzcTWCgPxERd2nc2AkPj47MnDkPK6sCGe5A4tVBk5OTC/BijLdu/cmZM6fYty+IyZPHU7JkKZo2dcHZ2ZUSJUqqnFhkFlLDhEh/UVGRBAUFEBi4m1OnfqVWrdo0aeLMgAGDKVmy1EedKaVPcub8ijp16lKnzv9/MBAbG0t4+BkOHNhPp05tMTQ0xMnJFScnV6pVq57hxpjZaRRF+e/nw6YxOV333TLr2DLruCB1x/bkyWMOHNhPQMBu9u/fS/HiJXS/aEuWLJUqz/GxLl8Ox9jYkJIlrdPtOR8+/Jvg4L0EBr6Y7VGhgjVOTi40bepCkSJFU+155P34bpn9VKfUIqc6vZ2MLeNJzXElJydz6tRJAgJeNPYAnJxeNLyqVauRrmsBqVHDEhMTdR/OBQb6kyNHjpc13IVKlaqk6ilR8n58O6lhH0dq2NvJ2DKm1Bqboihcv37t5QQLf27c+J0GDRrj7OxK/foN0nWJITVqmKIoXLx4QVfDoqOjaNLEiaZNXahb1wFTU9NUey55P76daqfrCiFS1/Pnz9m5czu7du3gxInjVKtWHScnV8aPn4ylZX6146WrXLm+pnXrdrRu3Y74+HiOHDlIYKA/ixbNJ2/efDg5udC+fScKFSqsdlQhhBC8OCg4fPgg27dvYe/eQAoUKEjTps6sXbuRcuXKZ7jZep8jS5YsODg44uDgyPTpszl37iyBgf4MHNiPhw8f0rSpC61bt6N69Rpf1OsihBD67Pr1a2zatJ7AwN08f/4cJycXRo4cR61adhgbG6sdL91oNBqsrStibV2R4cNHcfv2LYKC/Fm6dDF9+3pRt64DLVq44+zs9kW9LvpEmnxC6Lk7d26zZs0qNm1ah61tZdq08eDHH1eSM+dXakfTCyYmJjRq1JRGjZqSkpLCmTOn+d//ttO4cT2qV69Fz57fYm9fTw6UhBBCBU+ePMbPbxO+vssxMjKiY8cuDB3qTcGChdSOphcMDAyoVKkKlSpVYdSocdy4cR1//90MGNAbM7Mc9Oz5LS1btv7oi4oIIYRIPSkpKQQH72XlyqVcvnyJ9u07sXTpKipWtJVji5cKFSpMr1596dWrL7GxsezbF8SaNasYO3YkXbp40rmzp6xDm86kySeEHlIUhWPHjrBy5TJOnDhK27bt2b17H8WKFVc7ml4zNDSkevUaVK9eg5Ejx7F1qx9jxoxAURS6d+9FmzYeenHRESGEyOxu3vydVauWs3WrH3Z2dZk1az61atnJQdEHFC9ekgEDBtG///eEhOxj1arlTJ48jg4dutCtWw+++aag2hGFECLTe/jwbzZsWMfq1SsxN89Njx7f0ry5O1mzZlU7ml4zNzfHw6MjHh4duXz5EqtWLadOnWo0aNAIL6/eVKnyjkv9ilSV/tdBFkK809OnT1m71hcHh1qMHDmUevXqc+bMJSZP9pEG3yfKnj07Xbt259ChUKZPn83hwwepUqU8Y8d6c/PmDbXjCSFEpqPVagkO3oOHhzuuro3Jli07ISHH8PVdR+3adaTB9wkMDAxo2LAJmzZtY/fuvcTHP6dBgzp4enbi2LEj6PGS2kIIkWFdvnyJIUMGUK2aDZcuXWD5cl/27DlI27btpcH3icqVK8+cOQs4deocNjaV6N27B02aOODnt5GEhAS142Vq0uQTQg/cvn2LsWNHUrlyOUJCgpkyZQaHD5/E07OnzDz7TBqNhjp16rJ69Xr27z9K1qwmuLo2on37VoSEBMuBkhBCfKYnTx6zbNkP1KpVGR+fqbRo0YqwsMuMHj2eAgW+UTtehlesWAmmTJnBmTMXsbevx4gRg3FwqM1PP60mPj5e7XhCCJGhabVadu/+Hy1aOOPh4Y6VVQGOHTvNkiUrqFy5qtrxMrxcub6mT5/+hIaeZciQEWzbtplKlcoxffokoqOj1I6XKUmTTwgV/fVXLGPHetOoUV2MjIzYt+8wa9dulDXk0sg33xRkzJgJnDlziWbNWjJ+/CiaN3fizJlTakcTQogMJykpidWrV1KzZmVOnfqVRYuWsW/fITw8OsoacmnAzCwH3bt7ceTIr0yaNI2gIH9q167Cli0/o9Vq1Y4nhBAZzuHDB2nUqB4LF86hW7cenDlzkSFDRpAvXz61o2U6hoaGNG7sxObNO9i5M5BHjx5Rt24NfHym8ORJ5ryCrlqkySeECp4/f87ChfOoXbsKCQkJHDlyivHjJ8vVYNOJqakp7dt34uDBE3h4dKR798707NlVTuMVQoiPoCgKAQG7qVevJrt3/4+NG7ewcuVauRpsOtFoNNSrV5+NG7fyww/LWbVqGY0a1ePQoQNqRxNCiAzh0qWLeHi4M3To93z//WD27DlIixat5Gqw6aRkyVL4+MwhOPgId+7cpmbNyvj6riApKUntaJmCNPmESEdarRY/v43Url2FsLDT7N69j5kz58mnRSoxNDSkQ4fOHD9+hvLlK+Ds3IDRo4cTGxurdjQhhNBLp06dxM2tCTNmTGXKFB+2bt1JxYq2asf6YtWqZUdgYAjffz+YYcMG4uHhzqVLF9WOJYQQeiki4h4DBvShTZvmNGjQiKNHT9GsWUv5gEolBQsW4ocflrNp01b8/XdRt24N/P13yXJKn0mafEKkk3379tGggT1r1/qydKkva9ZsoESJkmrHEry4SMegQcM4cuQUWq0WO7sqLFgwh2fPnqkdTQgh9ML169d1s547duxCSMhRHB0byYGRHtBoNDRr1pKjR0/RsGFj2rRpzoABfYiIuKd2NCGE0AtxcY8YNWoU9evXJl8+C0JDw/Dy6kOWLFnUjiYAa2sbtm7dydSpM5k5cxquro359deTasfKsKTJJ0Qau3jxAm3btqBv374MHjwcf/991KhRU+1Y4i3y5s3L9OmzCQgI5vz5c5QuXZpNm9aTkpKidjQhhFDFgwcPGDlyKLVq1cLGxpYTJ8Jo374ThoaGakcT/5IlSxZ69uxNaGgYFhaW1K9fm1GjRhEX90jtaEIIoYrExERWrlxKzZqViYyMJCTkGGPGTCBnzq/Ujib+RaPR4OjYkJCQo3Tu3I1evbrRunVrbty4rna0DEeafEKkkYSEBKZMmUDbti1o0sSZy5cv4+bWXGY9ZADFipVg1aqf2Lx5M+vXr6VZs6ayXp8Q4ovzyy9bqVv3xTp7v/32G99/P4Rs2bKpHUt8QM6cXzF69HgOHDhOZGQk9vY12L9/r9qxhBAiXV28eIHGjR3YuzeILVt2snr1arniewZgaGiIh0dHTpwIo2rVqri6Nmbhwnky6eITSJNPiDTwqqhcu3aVgwdP0KNHL1nINQOqVasWu3btoXnzljg7N8DXd4WsESGEyPT++isWL69uzJ7tw4YNm5k2bRZ58+ZVO5b4RFZWBVi9ejWLFy9j2LBBDBnyPU+ePFE7lhBCpKnk5GQWLJhDmzbN6N27H35+v1C+fAW1Y4lPZGpqire3N3v2HOTAgWCZdPEJpMknRCpKTk5m/vzZtGnTjD59+rN27Ua5qEYGZ2BgQK9efdm1ay9+fhto166lrHMkhMi09u0LwsGhNpaWlgQHH6FSpSpqRxKfyd6+HgcPHicpKZH69WsTGnpc7UhCCJEmbt78HTe3Jhw+fJB9+w7j4dFRzqLK4AoVKsy2bbtk0sUnkCafEKnkxo3ruLk14ciRw1JUMqGSJUvh7x9MjRq1aNjQni1bfpYCI4TINB4/jmPQoP6MHDmMH39cyeTJPpiamqodS6SSnDm/YuHCH5k82Qcvr25MmDCG+Ph4tWMJIUSq0Gq1rFq1DGfnhrRq1YYtW3byzTcF1Y4lUolMuvg00uQT4jO9KiouLo1eFpUdUlQyKSMjI4YMGcHPP29n4cK5dO/emQcPHqgdSwghPsvx40epX98OgAMHjmFnZ69yIpFWmjZ15sCB49y69SeNG9fj/PlwtSMJIcRnuXfvLm3btmTrVj/8/ffRs2dvDAykzZEZvZp0UbNmbZl08R7y7hfiM9y7d5c2bVpIUfnCVKxoy759hylcuAj169cmKChA7UhCCPHJnj9/ztixI+nduwfTps1k3rzF5MiRU+1YIo3lyZMHX991fPfdIDw83JkzZwbJyclqxxJCiE+iKAp+fhtp1KguderYs2vXXooXL6l2LJHGjIyMGDx4OD//vJ1Fi+bJpIu3kG6EEP/RoUMHaNSoHvb2daWofIFMTEyYMGEKK1asYexYb8aO9ZarPgkhMoy7d+/g7NyQiIh7HDhwnMaNndSOJNKRRqOhTRsPgoOPEBp6HHd3V2JjY9WOJYQQHyUhIYH+/b9lyZKF+PntYODAoRgZGakdS6SjihVt2bv3EEWKFKVBgzqcPXtG7Uh6Q5p8QvwHa9asom9fL1auXCtF5QtXs2Zt9u07xOXLl+jSxYPHj+PUjiSEEO915swpnJwa0LZte1auXIu5ubnakYRKrKwK4Of3CzVq1KJp0/pcvXpF7UhCCPFeMTExuLu7Eh8fT2BgCNbWFdWOJFRiYmLC+PGTmTFjLh06tGbnzu1qR9IL0uQT4hMkJyczevRwVqz4kV279lC7dh21Iwk9kCvX1/z883by5y+Aq2tjbt++pXYkIYR4q19+2UqnTm2ZPXsBffr0lwtECQwMDBg9ejxDhoygZUtnQkKC1Y4khBBvdeXKbzg5NaBOHXtWrFhDtmzZ1I4k9EDTps5s3ryTiRPHMmfOjC9+nT5p8gnxkR4/jqNz53Zcu3aVgIBgihUrrnYkoUeMjY2ZNWseHTt2wcWlEadOnVQ7khBC6CiKwqxZ05kyZQJbt+6iSRM5PVe8zsOjI76+GxgwoA+rVi1XO44QQrwmJGQf7u4ujBgxipEjx8k66OI11tYVCQwMYd++IPr06flFX0Fe/mUI8RFu3foTF5dGFCxYiI0bt/LVV7nUjiT0kEajoVevvsybt4iuXduzdauf2pGEEILnz5/Tu3d3QkL2ERCwn/LlK6gdSeipmjVrsXv3XlavXoG39xC5IIcQQnWKorBixY8MGNCX1as30qaNh9qRhJ6ysLDgl18CSElJwd3dlfv376sdSRXS5BPiA06eDMXFpRFdungyY8ZcjI2N1Y4k9FzDhk3Ytm03Pj5T8PGZglarVTuSEOILFR0djbu7CxqNhu3b/bGwsFA7ktBzRYoUJSAgmD/+uEmHDq2Ji3ukdiQhxBcqKSmJ4cMHs27dGgICgqlRo6bakYSeMzU1Zfny1Tg4OOLk5Mjly5fUjpTu5GoBQrzHli0/M378KBYvXoajYyO146SLxMREoqOjiIqKJCoqiqioiJd/vrgdExNNfHw8KSkpJCUlMWTIYDQaDW3btsPIyAgjIyO+/jo3+fNbYWlpiYVFfiwtLbG0zP/yy5KcOb9Se5hprmzZcgQGhtCtWwd+//06Cxf+KOuGCCHS1aVLF+ncuR0dOnRmyJARX8T6eykpKTx48IDo6EiioiKJjHzx5z/r2rNnT0lOTiY5OZlBgwa+vNJsW10Ny5Ej51vq16vb+TE3N8/0p4nlzPkVGzZsYdy4kTg7N2T9+s0UKVJU7VhCiC/Io0cP6dGjK8bGRvj77yNHjpxqR0pziqLw6NHDfxx7/fMriujoSB4+fEhSUjIpKckMHDgQjQZat26jq2EmJibky2eBpWV+8ue3wsLi/+uYpWV+8uWzyPSTVjQaDcOHj6JEiZK0bu3GggVLaNSoqdqx0o00+YR4h8WLF7BmzSq2b/enTJmyasdJE4mJiVy+fJHw8LOEh4cRHn6Wmzd/x9w8zxsHOCVLltIVBhMTE10huX//HsbGhuzatYfk5GSSkpKIjY3VHWBFRUXx22+XdAdYERER5MyZE1vbylSqVBkbm0rY2lYid+7Md3XHvHnzsm3bLgYN6k/r1s3w89v+RfwHRQihvtDQ43Tv3olp02bRokUrteOkCa1Wy59/3uTs2TBdDbt48QKmpqavHdBYWFhia1v5ZV2zJEeOHBgavqhhMTERGBsb4u+/72XjL4m4uDjdAVZ0dCSnT//62gFWYmISNja22NhUolKlytjaVqZgwUKZrolqZGTEtGmz8PVdgatrY/z8fpFTvYUQ6eL+/fu0bu2GvX09Jk6chpFR5mxb3L9/n/DwM68diyUkJJA/f/7XjsOKFy+BnZ09lpb5+frr3LrjsAcPIjE2NiQwcL/uw6tnz55x/36Uro5dvfobhw4deHlsFsXff/9F6dJldTXMxqYSZcqUzZSvsbt7GwoVKoynZydGjx6Ph0dHtSOli8y3J4VIBQsXzmXjxnXs2hVE/vxWasdJNbGxsezfv5fTp3/l3LmzXL16hcKFi2JrWwlb28p069aDsmXLkzVr1o/e5sOHMRgbG/LNNwV13ytZ8t2PVxSF27dv6QrZokXzOHcunNy5zXUHS/XrN6Bs2XKZ4oDJxMSEJUterG3Utm1L/Py2fxEzGYUQ6jl+/Cg9enRm6VJf6tWrr3acVBMfH8/Ro4cIDT3B2bNhnD8fTs6cOV9+WFSZYcNGYmNj+0nr5j569ABjY0MKFPjmo38mNjaWc+de1LCtW/0YM8abpKRE3YdWtWvbU6uWXaaZKdG9uxfm5ua0a9eSn3/eToUK1mpHEkJkYtHR0bRq5Urz5u4MGzZS7TipRlEUwsPDOHz4IGfPhnHu3FmePn3ystlWhY4duzJ79gLy57f66GOguLhYjI0NsbIq8K973v17+tmzZ1y6dIHw8DCOHz/KkiULuXfvHuXLV8DWthLVqtXA0bFhpjleqVq1Ojt2+NOqVTO0Wi0dOnRWO1KakyafEP8yf/5s/Pw2smNHAJaW+dWO89lu3fqToCB/AgP9uXDhPPb29ahVqzatWrWjQgVrsmfPnq55NBoNhQsXoXDhIjRv7g68mI1x48bvnD17hrCw03Tp4oFGo6FpUxecnV2pXr0mhoaG6ZozNWk0Gnx85jBy5FDatm2Bn98vcvEWIUSaOHbsCD17dmHZstXUreugdpzP9vDh3wQH7yUw0J9Dhw5Qrlx57O3r0adPP2xsKpM3b950z2Rubo6jY6PXlvGIiookPPwsZ8+eZtq0ifzxx00aNGiMk5ML9es3xMzMLN1zpqbmzd0xMDDQNfqsrSuqHUkIkQlFR0fh7u5Ky5atGTrUW+04ny0xMZHjx48SGLiboKAAsmfPToMGjWjevCXjx0+mSJGi6T6pIVu2bFSrVoNq1Wrovvf4cRznz5/j7NkwNm/exODBA6hatRpOTq40beqc4Se9FC9eku3bd+Hu7oZWq6VTp65qR0pTGkVRFLVDvEts7BO02v8eL2/eHMTEPE7FRPojs45N7XHNnTuTrVv9+OUXfywsLFN12+k1NkVRuHjxPAEBuwkM9Of+/SiaNHHGyckFe3sHTE1NU/X5Ll8Ox9jYkJIlU++TfUVRuHTpIoGBL8YQGXmPxo2dcHJypV69+qk+hndJ7X2mKAqjRw/nzJlTbN68Q9VG3+eOzcBAg7l5xj5oTQ+fU8fU/n2YlmRsaePo0cN4eXVlxYq11KlTN1W3nZ7junfvLkFBAQQG+hMWdho7uzo4ObnSqFHTVG/qpUUNA4iMjHg5ht2cPn2KWrVq4+TkSuPGTuTLly9Vn+t9Unu/7dq1E2/vIWzatJWKFW1TbbufSmpY+pAa9nYytrQRHR1Fy5YutG7djsGDh6f69tNrbI8fxxESEkxg4G5CQoIpXrwkTk6uODm5ULJkqVR9rrSqYU+ePObAgf0EBvoTHLyHYsWK07SpC05OrpQqVTrdGpOpvc9u3vydVq2aMWjQMLp08Uy17f4XnzO2D9UwmcknxEuLFy9g27bN/PJLQIa8+uCTJ4/x89uEr+9yEhMTcXZ2w8dnDtWqVc9ws+A0Gg0VKlhToYI1w4aN5PbtWwQF+bN8+RIGDOhN69bt6N69FyVKvOe8YD2k0WiYOnUmY8aMwMPDnS1bdmJmlkPtWEKITCA09AReXl1ZufIn7Ozs1Y7zyVJSUggO3svKlUs5fz6chg2b0K1bD9as2ZAhZ8Hlz2+Fp2dPPD178ujRQ/bv30dgoD8TJoyhdu069Oz5Lfb29TLcshRubs0xMDCgffvWbN36P8qWLad2JCFEJvDgwQPc3V1p27Y9AwcOVTvOf3Lhwnl8fZeza9dO3Sy4CROmZsgzw8zMcuDm1gI3txYkJSVx4sQxAgN3065dS/LkyUuPHr1o2bI1JiYmakf9JMWKlWDbtl20auWGsbEx7dt3UjtSmpAmnxDAmjWrWLNmFbt2BWW4Bt+NG9fx9V3Bli0/Y2dXl5kz51G7dp0Md+DwPoUKFaZXr7706tWXe/fusnatL82aNaVCBWt69vyWhg2bZJgrHWo0GqZMmcGQIQPo2rUDGzZsyXAFUgihX86fD6d7944sWbIywzX4Hj78m40b1+PruwJz89z06PEt69dv/qS1YfXdV1/lwt29De7ubXj69OnLdfxGoNVq6d69F23bts9QjUwXFzcSExNo164lO3YEUKxYcbUjCSEysEePHtKuXUtcXZtluAZfUlISAQG7WLlyGXfu3KZbtx6cOBGmylISacXY2Ji6dR2oW9eBqVNnEhKyj1WrljN58jg6dOhCt249XlubXd8VK1acLVt20qKFM2ZmZri5tVA7UqrLGEfFQqShbds2M2/eLLZu3Zlh1hvQarUEB+/Bw8MdN7cmZMuWnZCQY6xevR47O/tM1eD7twIFvmHUqHGEhV2iVau2zJ7tQ40atvz442IePvxb7XgfRaPRMGvWfMzNzfHy6kpSUpLakYQQGdS1a1fp0KENM2fOp379BmrH+WiXL19iyJABVKtmw8WL51m2bBV79hykbdv2marB92/Zs2ena9fuHDoUio/PHI4cOUSVKuUZM2YEN2/+rna8j/Zqvay2bVsQEXFP7ThCiAzq6dOndOzYlho1auLtPVbtOB/t/v37zJ07k6pVrfH1XUGvXn04ffoCAwcOzVQNvn8zMDCgYcMmbNq0jd279xIf/5wGDerg6dmJY8eOoMcrwb2mRImSbNq0jREjBhMSsk/tOKlOmnziixYY6M+4caPw8/uFIkWKqh3ngxRFYdeuHdjZVcXHZyotWrQiLOwyo0ePz1CfoKQGExMT2rXrwJ49B/nxx5WcO3eWatVsmDJlAnFxj9SO90GGhoYsXryclJQUvvuuNykpKWpHEkJkMLdu/Unbti0YM2YCrq7N1I7zUS5cOE/bti3w8HDHyqoAx46dsKVU/QAAIABJREFUZsmSFVSpUk3taOlKo9FQp05dVq9ez/79RzExMcXVtTGenp34/ffrasf7KF26eOLp6UXr1s2IiYlRO44QIoNJSEjA07MjRYsWY8qUGRlikkJMTAze3kOws6vKvXt32bhxKzt3BuLm1gIjoy/rJMlixUowZcoMzpy5iL19PUaMGEyDBvaEhARniGaftXVF1qzZRL9+vQgNPa52nFQlTT7xxQoPD2Pw4P5s2LCZMmXKqh3ng0JDT+Ds3JB582Yzffps9u07hIdHxy/+VE+NRkPVqtVZunQVhw+HEhv7gJo1K7N8+RISExPVjvdeWbJkYdWqdURGRjBlygSV0wghMpK4uEe0b9+K/v2/x8Ojo9pxPuju3Tv069eL9u1b4eTkypkzFxkyZES6XoRCX33zTUHGjJnAmTOXqFy5Km5ujRkxYjD3799XO9oH9es3ADe35nTp0o6EhAS14wghMghFURgyZADZsmVn3rzFer/sztOnT5k7dyb29tUwNjYmNPQsc+YspHz5CmpHU52ZWQ66d/fiyJFfGTJkBKNHD6dNmxZcuHBO7WgfVL16DX78cRXdu3fKULPpP0S//zUJkUZiYmLo3r0zs2YtwNa2stpx3uv69Wt06dKevn170r27F8HBh3FwcMwQn3alt/z5rZg3bzFbt/6PgwdDsLOryo4d2/T60yRTU1N8fdeza9cOdu7crnYcIUQGoNVq6d//W+rUqUvPnr3VjvNejx49ZNKkcTRoUIeCBQsRGhqGp2dPjI2N1Y6md0xNTfnuu4EcPXqaLFmyULdudebMmcHTp0/VjvZe3t5jsbS0YtSoYWpHEUJkEKtWLePixQv88MNyvZ4Bl5yczPr1a6lVqzJXr/5GUNABJk/2wdzcXO1oekej0eDi4sbhwydxcXGjffvW9OvXizt3bqsd7b0cHBwZPnw0Xbt24MmTzHHVbGnyiS9OUlISXl5dad26nV6f3hQdHc2wYYNo1qwJNWrU4vjxM7Rp46H3n3Tpg3LlyrNx41bmzl3E4sULaNq0PsePH1U71juZm5uzevV6vL2HcOnSRbXjCCH03Jw5M/jrr7+YMmWG2lHeKSEhgaVLF1OrVmUePXrIoUOheHuPkSuKfwRzc3MmT/YhKOgA165doVatyqxbt4bk5GS1o72VRqNh0aIf+fXXUNau9VU7jhBCzx0/fpS5c2exZs0GsmfPrnact1IUhX37gnB0tGPLlp9Zs2YDy5atzhDLO6nN2NgYT8+ehIaGUbBgIRo2tGfixLF6vXZ6167dqVq1OgMG9NXrySEfS7oF4oszceIYTE1NGTFitNpR3kpRFDZs+AkHh5qYmppy7Nhp+vUb8MWflvtf2NvXY+/eg/Tq1ZfvvutNnz499bbAWFvbMGXKDLp168Dff/+ldhwhhJ4KCgpg/fq1rFq1jixZsqgd561On/4VB4daHDlyiO3b/ZkzZyGWlvnVjpXhFClSlGXLVrNmzQa2bvWjSZP6/PbbZbVjvZWZWQ7Wrt3IjBlT+PXXk2rHEULoqXv37tKrlydLlqzQ24ZZdHQUnTu3Y+LEsYwePYEdOwKoXLmq2rEyHDOzHHh7j+HQoVDi4h5hZ1eNXbt2qB3rrTQaDT4+c4iMvMfChXPVjvPZpMknviibN29i794gfvxxJYaGhmrHeUN0dBSdOrXF13cF27f7M2nSNHLnlungn8PAwIBWrdpy+PBJcuXKhYNDbQ4c2K92rLdq1aotTZu60Lt3D7kQhxDiDb//fp3Bg/uzatVPWFhYqB3nDYmJiUybNomuXTswatQ4NmzYkiHWvNV3lStXZceOADw9e+Lu7sLixQv0skYUK1aCBQuW4OXVlaioSLXjCCH0THx8PJ6eHfn22344ODiqHeetdu7cTv36dlSoYE1IyDGaNHGSJZI+k6VlfubMWcjatRuZOnWi3k66yJo1K76+61m5clmGv+KuNPnEF+P8+XDGjx/F2rWbyJXra7XjvOFVUbG2rkhg4H7Kli2ndqRMJXv27EyfPpsFC5YwePB3DB8+SC/XORo/fjJJSUn4+ExRO4oQQo88fhxH167tGTlyHFWrVlc7zhsuXbr4cqbZJUJCjuHm1kLtSJmKRqOhU6euBAUdYN++IFq0cOaPP26qHesNjRo1pUsXT7p376z3F78SQqQfRVEYPnwQhQsXpX//79WO84a///6Lb7/1ZMaMqaxf74e391i9nS2fUVWtWp2QkGN8/fXXODjUJiQkWO1Ib8if34oVK9bQv39vvayxH0uafOKL8ODBAzw9OzFz5jy9a55JUUlf9erV5+DB4zx79oz69Wtz8mSo2pFeY2RkxPLla9i+fYveTmkXQqSvFxfa6E2tWnXo3Lmb2nFek5KSwsKFc2nd2o1evfrw008/6+Usw8yicOEi/PKLPy4ubjg7N2DNmlV6t37QoEHDyJs3H6NGDVc7ihBCT/j6ruDcuXDmz/9B72bG7d+/FweH2uTNm4/g4CNyam4aypYtG9OmzWLhwh8ZOvR7hg0bxJMnT9SO9ZqaNWszdKg33bp10LtsH0uafCLTS05OplevbrRs2VrvZhYcOLBfV1T27z8qRSWdfPVVLhYvXsaECVPp0aMzkyePJykpSe1YOnny5GH16vUMHz5Ib9dfEkKkn/nzZxMTc5+pU/XrQhu3bv1Js2ZNOXBgP3v3HqJ9+056d/CWGRkYGNC7d3927gxi48af8PBwJzo6Wu1YOgYGBixevJQTJ46ybt0ateMIIVQWGnqcOXNm6N2FNp4/f86QId8zfPhgFi9expQpM8iWLZvasb4Ides6cPDgceLjn+PoaMfp07+qHek1np49sbWtzMCB/fTug7SPIU0+kelNnjweY2NjRo4cq3YUHUVRWLbsBwYM6KMrKqampmrH+uI4O7ty4MBxLl48T4cOrXn06KHakXQqVrRl4sRpdOvWgbi4R2rHEUKoZP/+vaxd64uv7zqyZs2qdhyd0NATuLg0wsWlGdu27aJgwUJqR/rilCpVGn//YGxtK+Hk5KhXV2fPkSMna9duYvr0SYSFnVY7jhBCJVFRkXh5dWPx4qUULVpM7Tg60dFRtGzpzOPHjzhw4Bj29vXUjvTFyZnzKxYtWsr48VPo0sWDLVt+VjuSjkajYcaMudy5c4sffliodpxPJk0+kamFhh7nl1+2snTpKr250EZSUhLDhg1i48Z1BAQES1FRWd68edmwYQulSpXG2bmhXq2/0LZte+zs7Jk0abzaUYQQKnj06CGDBw9gyZIVenV1Wj+/jXTv3pGFC3+kb9/vMDCQ/06q5cWHmOMYO3YirVu7sWdPoNqRdEqUKMn06bP57rvexMfHqx1HCJHOXq3D17FjZxwdG6kdR+fChfM4OTWgUaOmLFu2mpw5v1I70hfNxcWN7dv9mTFjGtOnT0Kr1aodCQATExNWrVrHDz/M5+rVK2rH+STyvzKRaT1//pyBA/sxffpsvv46t9pxAHj48G88PFoRGXkPf/99MvNBTxgZGTF16kx69uyNq2tjTpw4pnYknQkTphAcvIdjx46oHUUIkc4mTBhDkyZO2NnZqx0FeLE24NSpE5k924dffgnA0bGh2pHESy1btmb9+s0MGzaQH39crDenFzVr1pKSJUszd+5MtaMIIdLZzp3b+eOPmwwapD/rcwYFBdC2bXPGj5/MkCEjZIkJPVGmTFmCgkI4duwoXl7dePbsmdqRAPjmm4KMGDGGgQP76uVV7d9Fmnwi05o924cKFSri4uKmdhQArl+/jpNTA8qVK89PP/2MmVkOtSOJf/H07MkPPyynR48ubNq0Xu04wIup7DNmzGXQoP56U/CEEGnv8OGDHDp0gLFjJ6odBYCnT5/So0cXQkOPExgYQunSZdSOJP6lSpVqBAQE4+e3kSFDBujF1W1fnPI0h/Xr13Dhwnm14wgh0klsbCxjxngzf/4PerHUhKIozJo1i+HDB7FhwxaaN3dXO5L4lzx58rBt2y5MTExo0cKJqKhItSMB0KWLJ1mzmrBy5VK1o3w0afKJTOncubNs2rSOadNmqR0FgGPHjmBvb0+fPt8xefJ0vTl1WLzJwcGRnTsDmTdvFiNGjNCLKeNNmjhRuXIVZs6cpnYUIUQ6ePr0KYMHD2DmzLnkyJFT7ThERkZQt25dzMzM2Lr1f+TJk0ftSOIdvvmmILt37yEm5j7t2rXkr7/+UjsSFhaWjB07iYED+5GcnKx2HCFEOhg71puWLVtTpUo1taOQmJjIoEH92bhxI4GB++VCh3osa9asLF68DGdnN5o2dSQsLEztSBgYGDB37kLmzZvFn3/+oXacjyJNPpHpJCUlMXBgf8aPn0K+fPnUjsPevYF4eXVj48aNdOniqXYc8RFKlixFUFAIJ06cYMCAPnoxPXvKlJls2fIzZ8+eUTuKECKN+fhMpnr1GjRs2ETtKNy69Sdubk1o3bo1Cxf+qBczMsT7mZnlYM2ajVhb21C3bl1iYmLUjoSHR0dy587NkiUZbwFzIcSnCQ7ew6+/nsTbe4zaUUhISMDTsyOxsQ84cuQIBQp8o3Yk8QEajYaBA4cyebIPu+vW5fryH9/7eOOjhzFdND9NMxUrVoL+/QcxZMj3erMcxvtIk09kOosXz8fCwoK2bdurHYWgoAAGDuzPhg2bcXR0VDuO+AS5c5sTFBREZGQE333XW/VGX548eZg0aRoDB/bTi1OwhBBp4/TpX/nll21MnuyjdhT+/PMP3N1d6dPnO0aOHClrF2UghoaGTJw4lVatWuHu7sL9+/dVzaPRaJgzZyFLlizk99+vq5pFCJF2Hj+OY9iwQcydu5Ds2bOrmiU+Ph5Pz46YmJji67seMzMzVfOIT+Pm1hynceMoNdb7nY0+46OHyenVleRKldM8T+/e/YiLe8TGjevS/Lk+lzT5RKZy7dpVli37gVmz5qt+MBL4f+zdeUCNafsH8O+pTovKlk7ZyU4lhrGTtNizrzklY8ZOUikzvPZ9GesYQ0rCYDCGSdmXMIyhUnbGVqe0UNrr/P44v4zs0rmes1yfv97elu/9dHKuea7nXv48hKlTJyI0dDeaNftK0LGwkilTpgy2bduFxMREjB//reDLjPr1G4jq1Wtg9eoVgo6DMaYcOTk58PKagPnzF8PMzEzQsRQ1+MaPn4xRo74VdCysZEQiEWbPno1evfqgX78ekMlkgo6nRo2a8Pb2g5fXBJXYCoMxVvrmzp2Fzp27oGNHe0HHkZ2dDQ+PYTA2NsFPP22GWCwWdDysZFr6+uL6zDmo/8N03Nq4vtjnihp8LzYFIa99R6WPRU9PD6tWrcP8+f9Tmf0C3+eLmnwHDx5E9+7d4ezsjO3bt7/1+bVr16Jz585wdXWFq6vrO7+GsdJSUFCAKVPGw8cnQPBTa48fj4C39yTs2LEHdnbKf7LAlEfR6NuJZ8+ewdt7kqA3JiKRCEuWrMTmzRtx40acYOPQFFzDmKpZtWoZateug969+wo6jidPHmPAgN6YONELnp6jBR0L+3K+vgFwde2HQYNckZoq7B59np7forCwEFu3bhZ0HJqC6xhTJefPn8ORI39i1qy5go4jLy8Po0e7w9S0LDZs+IUbfGqu8fjJiJ01Fw1m+uP+lp8B0Df4ijRpYg2p1BO+vlNVetmuXkm/USaTYeXKlfjtt9+gr6+PIUOGoFWrVqhbt+6rr4mJicGKFSvQrFmzUhksYx8SGLgJurq6GDnyG0HHceFCJCZM+A5bt+5A06b8t68JjIyMEBQUikGD+mDmTH/MnbtIsJmiVapUxfTpP2DKlHE4dOgoH+JSQlzDmKqJjb2OoKDNOH78nKAz0ZOSkjBwoCs8Pb8VvJ6y0jNt2nS8fPkSQ4f2x549v8PExFSQcejq6mLlyrVwde0KZ+euqFatuiDj0ARcx5gqycrKgpfXBCxatBzlypUXbBwFBQWYOPE7yOVyrF+/CXp6JW53MBXSaNwkXMvLQ1N/H2Rcv44ah38nb/AV8fLygaNjB/z++z6VPaW5xDP5IiMj0bp1a5QvXx5lypSBi4sLwsLCin1NTEwMNm7ciF69emHOnDnIycn54gEz9i5paalYtmwRli9fDR0d4VahR0VdhaenGzZs2Iyvv24l2DhY6TM2NkZo6G5ERp4T/JTbESM8oKurhz17dgk6DnXGNYypmlmzAjBtmj8sLSsLNobnz9MweHBf9O7dF+PGTRRsHKz0iUQizJo1F02a2EIqHYqsrCzBxlK/fgN4eHyDBQvmCDYGTcB1jKmSzZt/RoMGjdCtWw/BxiCXy+Hn543ExERs2hTEM/g0jO1kbzzs3gu1tgXiqWs/QRp8gOIE4KVLf8Ts2T+o7HtqibshiYmJMDc3f/WxRCIpttfHy5cv0ahRI/j4+GDfvn148eIF1q9f/64fxdgXW79+Dbp27YH69RsINoaEhHiMGDEES5f+iE6dOgs2DqY85cqVx65d+/Dbb7uxa1eoYOPQ0dHBjBmzsHTpIj6Eo4S4hjFVEhl5Fg8e3MeIER6CjaGgoACjR3vg669bwc9vhmDjYMqj2PJhBczMKsHbe5KgS43GjZuIkyeP89YTX4DrGFMV6ekvsH79jwgImCnoONatW41r1/5BcPAOGBkZCToWVvrEZ0/D7sI5nHd0QZmtm5F75E/BxtK6dRs0atQY27YFCjaGDynx/NXCwsJiy0nkcnmxj42NjbFp06ZXH3t6eiIgIABeXl6fnGFm9uUn4JibC7McgYKmXtvnXldiYiKCg7fgypUrgv1OcnJy4OrqgfHjx8HDY9h7v04TXzOxWLFcVBOvDXj7uszNTXHw4O+wt7dHmzYt8NVXwhyq4uraDevW1cPBg7sxZsyYEv0MTX3NPgVFDQO+vI5p8mvE16Ygl8uxdOl8zJ07B1WqVFTiqD7M398fOjrAxo3r37u8SRNfM02vYcDb1xYaug3t2rXDjh2BmDx5smBj8vPzxapVi7F3794S/wxtpg73Ypr8GvG1/Wf9+hXo1q0b2rdvqaQRfVxERAQ2bVqPixcvonr1Ku/9Ok173bSmhp04AXzrAezejTadO2N1375wHzUCpocPQ6dLF0HGtWTJInTv3h2TJo0r8UnSynrdStzks7S0xOXLl199nJSUBIlE8urjp0+fIjIyEgMGDACgKDyfuyY+OTkDhYUlf8pobm6KpKT0En+/KtPUayvJdc2cORt9+w5AmTIVBfudeHtPRoUKlfDNNxPeOwZNfc3y8gogFutq5LW97zWTSGpgyZJV6NOnL8LDT6FSpUoCjA7w9vbHyJFu6N6932c/sfzSv0cdHVGpPIgRCkUNA76sjmnqewbA1/a6Y8fC8exZMpycegn2O/n9933Yvj0U4eGnkJr67mWcmvqaaXINA97/uv3yyzZ069YFNWrURXuBljwNGiTF8uUrcPTo6c/ew1jbaxig+vdimvqeAfC1vS4lJRmrV69GWNgJwX4n//77AMOHu+GXX4JgaFheq+7FtKGGpe079N8hG9YtgKR0DFi3GQGOHbG4Vy/kb98tyNLdqlXroGXL1li0aDkmTfq8SQDAl/09fqyGlXi5btu2bXH+/HmkpKQgKysL4eHh6Njxv1+uoaEhli5dikePHkEul2P79u1wcnIqaRxj7/T06RPs2hWKKVN8BBtDcHAgLl6MxNq1Pwm6HyCj1bNnbwwYMBijR7sjPz9fkDE0b94CTZs241MKS4BrGFMFhYWFWLBgLnx9Zwh2iE5cXCz8/KYiMDAEZmZmgoyB0atRoybWr9+EMWNG4fHjR4KMwcjICFOmTMPChcKexKmuuI4xVbB27Y/o2bMPatWqLUj+y5cv4e4+DF5e09CmTTtBxsCU6MSJd56iKxaLMW73AXgaG8PQfSjEZ08LMjw/vxn46ac1ePHiuSD571PijoSFhQW8vLwglUrRp08f9OzZE7a2thg9ejSio6NRsWJFzJkzB2PHjkXXrl0hl8sxcuTI0hw7Y1i+fAnc3DxgYWEhSP6lSxexaNFcBAWFCnZSHROOn98MGBgYYPbs7wUbw/Tp32PNmpXIyNDMJ3jKwjWMqYJDh36HSCRCz569BclPS0uFh8cwzJ69ALa2doKMgQmnU6fOGDduEjw8hgt2EIebmzvu3LmNCxfOC5KvzriOMaHJZAnYvj0IU6cKM9lCLpdj6tQJsLa2wahR3wkyBqZkly699xRdiUSCUSG/YohIhLSjRwQYHFCvXn106eKMDRvWCpL/PiK5kLvufgQv130/Tb22z7mu+/fvoVs3B0RG/o2KFelnH8hkCXB2tsfSpSvh7Nzto1+vqa9ZbOxViMW6qFfPRuihlLpPec3S0lLh7GwPHx9/DBw4hGhkxY0Z44n69Rti6lTfT/4eXupEg5c6vRtfm+Kgi06dWmP27Pno0sWZYGRv57u5DUKdOnUxb97ij369pr5mmlzDgI+/bnK5HGPGeEIs1seaNT8V29ONys6d27FjRwj27z/8yflcw2hwDXs3vjYFf/9p0NMTY+7chUoe1butX78Gv/22GwcPHvmkbWs08XXT9hoGKPaZXbt2FcLCjqNs2XJEI/vPv/8+gLNzJ0RGXvmsFREquVyXMaEtXboQ33wzRpAGX2FhIUaP9sCIER6f1OBjmqt8+QrYujUUM2f6C3ZKoK9vAH7+eT3S0lIFyWeMfb49e3ahQoWKcHAQZvncypVLkZWVhVmz5gmSz1SDSCTCihVrERMTjeBgYU4JHDBgMJKSEnHy5HFB8hljn+/Ro4f47bfdmDRpqiD5Fy6cx/r1qxEYGMIn6Wq5YcNGoH37jpgyZYIgp8bXrFkLrq79sGbNSvLs9+EmH1NLN27E4eTJ4/juu3GC5AcGbkJhYeFnzZximqtx4ybw8/seXl7jUVBQQJ5vZVUX3bv3wrp1q8mzGWOfLzc3F0uXLkJAwExBZk5dvx6DzZs3YsOGXyAWi8nzmWoxNjbGxo1bsGjRXEH259PT04Of3wwsXDhHkBs0xtjnW758MTw8RsHc3Jw8OysrC1OmjMOSJStRvXoN8nymeubOXYSbN+Nw8OB+QfKnTvXFjh3bkJAQL0j+m7jJx9TS0qULMX78ZJialiXPfvjwXyxbtgirVq3jgzbYK1LpSOjrG2DTpg2C5E+d6ougoM149uyZIPmMsU+3c+d2WFlZCbJJeH5+Pry8xiMgYBYqV65Cns9UU4MGDTF69Fj4+EwRpNHWq1cf5OXlIyzsMHk2Y+zz3Lt3F0eOHMa4cZMEyV+2bBGsrW3RvXtPQfKZ6jEwMMCqVesQEOCLlJRk8nxLy8oYMsQNq1YtI89+F+5QMLXz9OkTnDlzEu7unuTZcrkc06ZNxtixE1G3bj3yfKa6dHR0sHLlGqxatQwPHtwnz69WrTq6du2BHTtCyLMZY59OLpdj8+aNmDjRS5D8jRvXw8TEFG5u7oLkM9U1caIX4uPjsWfPLvJsHR0dTJgwGZs3/0yezRj7PIGBv2DYMCnKlStPnn3t2j/YsSMECxYsJc9mqq1ly1bo06cfZs4MECR/3LiJ2Lt3t0ochshNPqZ2tm8PRp8+/WFiQr9h8q5doUhOTsbYsRPJs5nqs7KqiwkTvODtPUmQmRBS6Uhs2xaIwsJC8mzG2Ke5dOkv5OTkoP07TopTtnv37mLNmhVYvny1IMuEmWoTi8X48cd1mDVrBpKSksjze/Z0RWxsNO7du0uezRj7NNnZ2di9e4cgD4ry8vIwZcoE/O9/8yCRSMjzmeqbPv0HXLgQiWPHwsmzLSws0a5dB+zdu5s8+03c5GNqJT8/H9u3B0MqpZ/FJ5PJMGfOD1i1ai3vYcTea8yY8UhPf4HQ0G3k2V991RLGxiY4c+YUeTZj7NMEB2+BVOpJ3mRT7CM7EVOmTEPt2lak2Ux9NG3aDEOGDMeMGT7k2QYGBhg0aBhCQoLIsxljn+bgwf2wtbUTpI6sXbsKlpaWGDhwCHk2Uw8mJiZYtuxH+Ph4CTKjzt3dE8HBgYLvL8tNPqZWjh4NR+XKVWBtTX9MeECAD4YPd4eNTVPybKY+9PT0sHLlOsyf/z/yzVdFIhGk0pEICtpCmssY+zSpqSkICzuMwYOHkWeHhAQhOzsLo0ePJc9m6sXHxx/Xrl3Fn38eIs+WSj2wc2cIcnJyyLMZYx8XHBwoyGSLW7du4uef12Pp0lU8E519kL29Azp06IR58/5Hnt2pU2e8ePEc//zzN3n267jJx9RKcPAWQfbiO3r0CGJjY+Dt7UeezdRPkybWkEo9MXOmP3n2gAGDcObMKchkMvJsxtiH/frrDjg6OsPMzIw0Nzk5GQsXzsHKleugq6tLms3Uj5GREVatWgd//2nIzMwkzbayqotGjZrg8OGDpLmMsY+7cSMODx7ch4tLN9JcuVwOX18vTJvmj2rVqpNmM/U0e/Z8HDp0kLzZpqOjgxEjRiI4OJA0961xCJrO2Gd49Ogh/v77Enr37kuaW1hYiPnz5+CHH+bA0NCQNJupr4kTvXD+fCSio6+R5pqalkWvXq7YsYN+uTBj7P3kcjmCgwMFeVC1evUK9O7dF40aNSbPZuqpTZt2aNbsKwQG/kKeLZUKf4PEGHtbcPAWDB8+gnzbohMnjiEpKVGQ+snUU/nyFeDt7YcFC+aQZw8d6oZDhw7i+fM08uwi3ORjaiMkZCsGDBiMMmXKkOYePLgf+vpidOvWgzSXqTdjY2NMnjwVixbNI892d/fEtm1bUVBQQJ7NGHu38+fPQSQSoXXrtqS5CQnx2LkzBF5e9HusMfXm5zcD69b9iPT0F6S53br1xK1bN3H79i3SXMbY+2VmZmLv3l8xfDjtgRtyuRyLFs2Fn98M6OnpkWYz9TZs2Ajcv38fkZFnSXPNzc1hb+8gyEn1RbjJx9RCXl4eQkNDyPeAyM/Px+LF8zF9+g+8/wP7bCNGjERcXCwuXbpImtu0aTNUrGi9qoe6AAAgAElEQVSGkyePkeYyxt5PceDGSPJasmLFEgwdOgKWlpVJc5n6a9iwEeztHbBx43rSXH19fQwd6saz+RhTIb//vg8tWnyN6tVrkOYePvwH8vML0LOnK2kuU3/6+vrw8ZmOBQvmkB+EIfQBHNzkY2rhyJE/UatWbTRo0JA0d8+eXTA3l8De3oE0l2kGAwMDeHv7YeHCueTZigM4+AaJMVXw7NkzHD0agUGDhpLm/vvvAxw48BsmTvQizWWaw8fHH7/88hNSUpJJc93c3LFnz05kZWWR5jLG3i0oaAv5ZIuCggIsXjwP/v7fQ0eH2xbs8w0YMBhpaak4fjyCNLdduw7Izc3FpUt/keYW4X8tTC0IceBGbm4uli1bBH//mTyLj5XY4MHD8PTpE5w+fZI0t2/fAbhw4Rzi45+S5jLG3rZrVyi6deuB8uUrkOYuW7YInp7fkh/0wTRH7dpW6NHDFWvX/kiaW6tWbdja2uHgwf2kuYyxt12/HoOEhHg4OjqT5u7btwcmJqZwdHQhzWWaQ1dXF35+M7Bw4TzSWXUikQhSqSeCgjaTZb6Om3xM5aWmpuDy5Uvo3r0XaW5ISBDq1auP1q3bkOYyzaKnpwdf3wAsXEg7VdzExATOzt1w+PAfZJmMsXf744/96N9/EGnmrVs3cexYOMaOnUCayzSPt7cvtm8PgkyWQJo7YMBg/PHH76SZjLG3HTy4H3369Cc9nT0vLw9LlixAQABPtmBfpkeP3gBAXk/69RuI8PAw5OXlkeYC3ORjauDEiWNo27Yd6YEbOTk5WLVqGfz9fyDLZJqrT5/+yMzMwtGjR0hznZ27IiIijDSTMVZcUlISbt++jbZt25PmLlu2EGPGTETZsuVIc5nmqVKlKgYNGobVq1eQ5jo4OOHs2dPIzs4mzWWMFRcRcQQuLt1IM3/9dQeqV6+J9u07kuYyzaOjowN//++xZMl80gkXFhYWsLKywsWL58kyi3CTj6m88PAwODl1Jc38448DaNCgIWxt7UhzmWbS0dHB+PGTsHnzz6S59vYOuHjxAl6+fEmayxj7z7Fj4ejY0R76+vpkmQkJ8Thx4jg8Pb8hy2Sabdy4idi9eycyMjLIMs3MzNC4cRNERp4hy2SMFRcf/xSPHz9EixZfk2XK5XL88stGTJw4hSyTaTYHByfo6Oji7NnTpLlOTl0RHk4/4YKbfEyl5efn48SJo3Byot2LQYjNZZlm69WrD65evYJ//31Allm2bDk0b/4Vzpw5RZbJGCsuIuIInJ1pH1SFhm5D7959YWJiSprLNFflylXQunU77Nu3hzRXMSOddhY8Y+w/R4+Go3NnR+jp6ZFlXrlyGRkZ6ejY0Z4sk2k2xR55IxEUtIU019m5K/lKLoCbfEzFXb58CVWqVEOVKlXJMm/evIF79+6ia9fuZJlM8xkZGWHgwKEICQkizXV0dOElu4wJJDc3F6dOnYCDgxNZZkFBAUJCguDhwQ+qWOlydx+J4GDaU9udnBRNPsolVoyx/0REhJFPtggODoRU6skn6rJSNXDgYJw6dQKJiYlkmTY2TZGeno579+6QZQLc5GMqLiIiDM7OtIVl27ZADBs2AmKxmDSXaT6pdCRCQ7chNzeXLNPZ2QXh4WF8g8SYAC5ciETdunUhkUjIMo8fj4C5uTlsbJqSZTLtYG/fBSkpybh69QpZZsOGjSCXy3Hz5g2yTMaYQlZWFs6ePQMHB0eyzOfP03D48B8YMmQ4WSbTDmXLlkPPnr2xc2cIWaZIJIKTkwv5jHRu8jGVpnh6RLfMKSsrC3v27IKbmztZJtMe9erVR7169REWdogss06dejA2NkZ09DWyTMaYQkTEEfI9ZYtmQDBW2nR1dTFihAfpbL6iGyQh9jRiTNtFRp6BtbUNKlSoSJa5e/dOdO7sAHNzc7JMpj2k0pEIDt6KwsJCskzFvnzc5GMMAPDvvw/w7FkSmjX7iizzwIHf0KzZV6hRoyZZJtMuQuwHIdSmr4xpO8VsdLom35Mnj3Hx4nn06dOfLJNpl6FDR+DgwQNIT39BlsknxTMmDOrDD+VyOT+oYkplZ9cc5cqVw8mTx8kyO3TohCtXLpPWTW7yMZV19OgRdOniDF1dXbJMLixM2Xr06I24uOukezPwDRJj9O7evY3MzExYW9uSZYaEBKFfv4EwNjYmy2TaxcLCAh06dMKePb+SZbZt2wGxsdeRkpJMlsmYtpPL5eQHR/3110Xk5eWhXbsOZJlMu4hEIri7e5LOSDcxMUGrVq1JG4vc5GMqS7HMiW4/vrt3b+Phw3/JN5dl2sXAwAADBw7Frl2hZJmtWrXB3bt3STeaZUzbhYcraphIJCLJk8vl+PXXHRg+nLebYMrl5uaOXbu2k+UZGhqiXbv2OHHiGFkmY9ruxo046OjooH79BmSZu3Ztx/Dh7mR1k2mnfv0G4MyZU0hNTSHLpN6Xj5t8TCXl5ubiwoVI2Ns7kGWGhx+Bi0s30iPimXbq1q0n6d4M+vr6aN++I06fPkGWyZi2O3XqOOmpunFxsRCJRLC2tiHLZNqpffuOuHPnDumDIwcHJ27yMUbo5MnjcHBwJGu4FRYWIiLiCLp370mSx7SXiYkp2rVrj+PHj5JlUtcwbvIxlXTz5g1Ur14DZcuWI8ukPuSDaa8WLVri6dPHePLkMVlm8+YtEBXFh28wRkEulyMq6iq++qoFWaaihtHNHGTaS19fH506dcaxY+Fkmc2bf8UHSDFG6Nq1f9C8OV0Ni46+BlNTU1hZ1SHLZNrLyYl2K6NatWojLy8XMlkCSR43+ZhKio6+RrqP0YsXz/HPP1fQoUMnskymvfT09ODg4EQ6bdvGxpZvkBgjEh//FIAIFhaWZJnUG6Qz7UZ94m2DBo3w4MF9ZGZmkmUyps2io6/BxqYpWR7XMEbJ0dEZJ04cQ35+PkmeYqVFU7J7MW7yMZUUFXUVtrZ2ZHknTx5H69ZteLNyRsbZuSuOHqVs8jVFdHQU6ZHxjGmrqKhrsLVtSjarLjk5GTduxKFt2/YkeYx16eKMM2dOITc3lyTPwMAAdevWR1zcdZI8xrRZRkYGHj9+RLof39GjtId8MO1WuXIVVK9eE5cv/0WWaWvblGxVFTf5mEoqukGiwk+PGLXOnbsgMvIc2ayESpUqwdTUFP/++4AkjzFtRv2g6vjxCLRr1wGGhoZkmUy7mZubo169+jh//hxZJuUNEmPa7Pr1GDRs2AhisZgkTyaT4d69e/j669YkeYwBitl8lDPSucnHtFpBQQFiY6+TbR5eUFCAY8fC+VRdRqp8+QqwsbHFuXOnyTIVs/n4BokxZaNe5hQREcYzIBg5Z2faPY24hjFGIzr6Kmxs6B5UHTsWDnt7B7KmImMAfQ2zteXlukyL3blzGxKJBOXKlSfJu3LlMiQSS1SvXoMkj7EiTk5dSU/Z5VkQjNGgnI2el5eHEyeOw9HRmSSPsSJOTl1x5MifkMvlJHk2NrZcwxgjIMyKKp5swWjZ2TVHcnIyHjy4T5JXq5YVUlNTkZKSrPQsbvIxlRMdfY10mdOZM6dgb+9AlsdYkc6du+DMmZNkeYom31WyPMa0UWJiIjIzM1GjRk2SvOjoa6hSpSosLSuT5DFWpEkTa2RmZuLx40ckeY0bW+P27Ztk+wAypq2io6PImnxyuRxnz56GvX0XkjzGiujo6MDe3gFnz9KsqtLR0YGNjS1iYqKVn6X0BMY+E/XTo6ioa2jWrDlZHmNFGjRoiISEeKSnvyDJs7W1Q3T0NbJZF4xpo3/++Yf00A2uYUwoIpEIdnbNyGbXGRsbo0aNmrh58wZJHmPaKDs7G/fu3UHDho1J8h48uA9TU1NIJBKSPMZep6hhdBMgqFZVcZOPqRzqvYwUMwfp8hgroqenh0aNGpM80QEACwtL6Ojo4unTJyR5jGmjK1eukNcwyjzGXqfYJ4/uBon35WNMuWJiYmBlVZfsICeuYUxIRRMgqFDVTG7yMZVSWFiI6Ogosjf71NQUpKWloVYtK5I8xt5EecMiEol4TyPGlEzR5LMly6Oe/c7Y6xQ3SFGEebztBGPKxDWMaRNraxvExcUiPz+fJM/GhmfyMS2UkJAAfX19VKpUiSQvOjoK1tY20NHhfwpMGLa2dqRNt4YNG+P27ZtkeYxpm7i4OLJlTrm5ubh16wYaN7YmyWPsTdQHOjVo0Ai3bnENY0xZKGsYAERFXeUmHxOMiYkpKleugtu3b5Hk1atXHw8f/ou8vDyl5nBng6mUhIQE0s3Do6KukT6tYuxNlMepA4ClpSVksgSyPMa0TXx8PFkdu3nzBmrUqAljY2OSPMbeVLVqNeTm5pDVFUvLykhMlJFkMaaNFDXMkiRLLpfzcl0mOMUqJ5oZ4np6eqhY0QxJSYlKzeEmH1Mp8fHxsLCwIMuLjr7KhYUJqkGDRnjw4D4yMzNJ8iwsLJGYqNzCwpi2ysnJQUZGBipUqECSFxNDt70FY++i2AaCbk8jCwsLyGTc5GNMWeLj4yGR0NyLxcc/hUikw6fDM0HZ2NghJoZu2wmJxELpD6u4ycdUCmVhAYr2gbAjy2PsTQYGBqhbtz7i4q6T5EkkFjyTjzElSUyUQSKRkG0BwcucmCqgXLJboUJFZGVlIisriySPMW2jmHBBM5OvaD8+qtPoGXsX6m0nKB5WcZOPqRTKwpKTk4NHjx6iXr36JHmMvU/jxk1w40YcSZaFBS/XZUxZZLIEVK5MNyMhLi4WjRo1Ictj7F0UNSyWJEskEsHcXMKz+RhTEspVVXFx17mGMcE1bmxNVsMAmnsxbvIxlUJZWBITZahUyRx6enokeYy9T+XKVZCQEE+SxUudGFMemUxG2uRLSIhHlSpVyfIYexdFDaN7eGRhYYH4eJqayZg2ycjIQEFBAUxNy5LkKWpYFZIsxt6nUqVKePnyJbKzs0nyFPdi3ORjWiQhIQESCc1MPpksgXT/P8beh+LNvoiJiSkAOTIyMkjyGNMmiYm0Tb7ExESuY0xw1DPEJRJLbvIxpgSJiTJYWlqSLZ9V1DCa+z7G3qdohjjVoU7m5hZK3x+dm3xMpVAu15XJZKT7/zH2Pop98mgKi0gkgkTCsyAYUwbK5bovX75Efn4e2YwLxt6Heoa4hYUl6cxBxrQF9YMqmYxucgdjH0I54YKX6zKtozh4Q0KSpdggnQsLE55EYkn29EiRx00+xpShaBYEhaKbI96wnAmNeoa4RCLhGsaYElDvK5uYKOPZ6EwlKO7FlDu7roiFhQUSE7nJx7SEXC5HQkIC4Uw+Xq7LVIPizZ52FgTfIDFW+ihvkHipLlMV/y11opsFwTWMsdInkyWQPaiSy+X/P+GC6xgTnmJVFU0No1jBxU0+pjKeP0+DoaEhjIyMSPIUT494Jh8TnkSiaPLJ5XKSPAsLC17qxJgSJCYmEjb56B6KMfYxiuVHNA+reLkuY8pBWcNevHgOPT0xjI2NSfIY+xCK2XX/ZVkiKSlRqfd93ORjKiMlJQVmZmZkeYqlTvz0iAmvTJky0Nc3QFpaKklehQoV8ezZM5IsxrRJaipdHVPUMJrtLRj7GMrDN7iGMaYctDWMl+oy1UH5oMrQ0BB6enpK3eKCm3xMZeTn50MsFpPlJSUlwtzcnCxP09y/fw++vl64ePE8Tp06BSurqvD19cL9+/eEHppaMFqzCuKzp199LJFIkJSUVOxrxGdPw2jNqlLPFovFyM/PL/Wfy5i2y8vLI6tjSUlJMDfnJl9JcQ37MmWH9ofRhrWvPlbUsOL7GRltWIuyQ/uXerZYrMc1jDEloLwXU9yHcQ0rKW2rYUXXa2VVFRYW5Ur9eotWVVHR01PuvdgXNfkOHjyI7t27w9nZGdu3b3/r83FxcejXrx9cXFwwY8YMLsjsg6ibfDk5uTAyKkOWp0mOHQuHvX1bhIQEo6CgAACQkZGOkJBg2Nu3xbFj4QKPUPXlN2uOsqPdXzX6DA2NkJOT8+rz4rOnUXa0O/KbNS/1bGUXFnXBNYyVNso6lp2dzTWshLiGfbm8jp1h/L8Zrxp9ihqW++rzRhvWwvh/M5DXsXOpZ3MN+w/XMVaaKGtYTk422RZNmkbbatjr15uRkQ65XF7q12toaFishimbsh9WlbjJJ5PJsHLlSoSGhmL//v3YtWsX7ty5U+xrfHx8MHPmTBw5cgRyuRy//vrrFw+Yaa6Cgnzo6emR5eXn55HmaYr79+/B01OKrKxM5OfnFftcfn4esrIy4ekp1dgnSaUlr31HvNgU9KrRp6enh4ICxZt9UYPvxaYg5LXvWOrZenq6Wv8f+lzDmDJQ1jFFli5JlibhGlY6ssZOwMv/zX/V6NPT03v1+yxq8L3833xkjZ1Q6tmKLO2uYQDXMVb6KGtYfj7tfZ+m0LYadvfuXZLrff0+jIKuroo2+SIjI9G6dWuUL18eZcqUgYuLC8LCwl59/smTJ8jOzoadnR0AoF+/fsU+z9ibqN/sFU+ruLh8rg0b1iAvL++DX5OXl4eNG9cRjUh9vd7oa5X1UvE3qeQGH8A3SADXMKYc+fkFpDdIurpcwz4X17DS83qjz/6fv5Gfn6/0Bh/ANawI1zFW2mhrWAHXsBLQthq2fPlykuulrivKzivxv6zExOL7mUkkEkRFRb338+bm5p+9meHt27HFlq99LrFYF3l5BSX+flWmideWm/sSHh4eiI29SpI3YcIEpKU9Q2ys8ja9fJ2mvGaNGtXHnDmzX31cu3ZtAMCCBQuKfZ2uri7Za6ksJK9ZxbIQbdmK4bExyHv6ALGpqcjfshXycmUBJf3+rKxqokoVyRe9PgYGBjAz+7oUR0WLooYBX1bHNOU941009doCAgIQHR2NwkLlZ7Vv3xbGxiZk77Oa8pppUw0DCF63Tu2hsz0Ukgf34WJggKicHBRsD0VhlapKq2HZ2Vn47rvvtLqGAap/L6Yp7xnvoqnX1r17VxgaGpK895maGqJv396k77Oa8LppWw2rVatWset9ny+9XpEoH25uw8h+Z97e3rh9+zZ0dUu2PP5jNazETb7CwkKIRKJXH8vl8mIff+zzn0Is1kVh4ZctRRGLNXcpi6ZdW9GyI6rrEokUWZS/R014zYr2fviUr9OE6yW5hkoVkaCvD8vERKBmTehVqqjUOF1dxSTuL7k2dX9tKWoY8OV1TN1/zx+iiddW9CdCcW26ujrQ09PhGvaZtK2GAQSvW80ayIl/CsOcHKBcOejWrAFlJubn60IkEml1DQPU415ME37P76OJ16ajo/j7oLg2Pb0v/3dcEur+umlbDaO6Xuq/xy/978WPfV+Jm3yWlpa4fPnyq4+TkpIgkUiKff71kyKfPXtW7POfolatBigslJd0iDA3N0VSUnqJv1+VaeK1Xb16BVu2bEFY2EmSPKnUHdu27ULduvVI8jTlNXNx6YqMjP+uo+jJUUBAQLGvMzU1xTffKGepDhWq10x89jQa+fkheeAQWC1frtSlugBw4sQZyGRP0L17vxL/jKL/EFRXFDUM+LI6pinvGe+iqdfWvXsP3Lt3FwUFyt+4fPPmrahXrz46dnRWehagOa+ZNtUwgOZ1M9qwFsazAvCgWnXUevJYqUt1AeDmzRvYuHEjhg8fVeKfoe41DFD9ezFNec94F029tiVLlmPIkIGoV89G6Vl37hzCb7/tR58+Q5SeVUQTXjdtq2Fdu3ZFevrHX7Mvvd7z588hJCQUgwZJS/wzPkf//gNw6dJfMDAoV6Lv/1gNK/GefG3btsX58+eRkpKCrKwshIeHo2PH/25Kq1atCgMDA/z9998AgAMHDhT7PGNvUvYGlG/iPV1KZsCAQdDT+/ANrJ6eGAMH0hVtdVa0B9+06jXxwHN0scM4lIVyzxVVxTWMKQPloTZ6enof3aeGvY1rWOkq2oNvX/uO2OIxqthhHMrCG/YrcB1jpU1Xl7KG6XINKwFtq2Fubm4k15uXR3sgp7LrWImbfBYWFvDy8oJUKkWfPn3Qs2dP2NraYvTo0YiOjgYALFu2DAsXLkTXrl2RmZkJqZSmM8rUk1gsJm266eryDVJJjB07EWLxh99sxWIxvvtuPNGI1Nfrh2ycNzRU/E2+cequMigOnVH+TCNVxjWMKYOeHl0dU9QwflD1ubiGlZ7XD9k4atMUurp6b526qwwFBVzDAK5jrPRR3otxDSsZbath3t7eJNerOMyMbnmzsuvYF7UPe/XqhV69ehX7/zZt2vTqfzds2BB79uz5kgimRahn1pmYmCA9/QVZnqaoXdsKW7YEw9NT+laTVE9PDLFYjC1bglG7tpVAI1QPb56im57+AiYmJgCKn7qrjKW7BQU8CwLgGsZKX1Edo+g/mJqaIiODa9jn4hpWOt48RTd96kRYWdUBgFdLdY3/N6PYx6WFZ/L9h+sYK02U92Jcw0pG22pYnTp1il1vfv5/11ya15ue/gKmpmW/dLifrGhVVW6ucn5+iWfyMVba9PX1kZWVRZZnYWGJxMTPPy2TAV26OOPkyUhIpR6vnnqYmppCKvXAyZOR6NKFZo8odab3z5VXDTy5XI7ERBksLCxffb6o0af3z5VSz87JyYaBgUGp/1zGtB1lHVPUsESSLE3DNezLiU+fKLb3nkyWUKyGFc3oE58+UerZOTk5XMMYUwLqGva5pz0zBW2rYa9fr6mpKUQiUalfr6KGWZTCaD9OLpcjJycb+vr6Ssvgx2BMZZibS5CYmFjiUyw/l4WFBWSyBKXnaKrata2waNFyxMZehVisqxGbu1LKmjjl1f9OS0uFoaERjIyMin1NXvuOSjmAIzExEfXr1yn1n8uYtjM3l0Amk6FixSpKz+Ia9mW4hn2ZFzv2FvtYJpO9dYOUNXaCUg7gUDwUo7kZY0ybVKpkTtZ4k0gskJgoI7vv0zTaVsOKrnfRouVK+fmKGmb58S8sBc+fp0Ff3wBGRkbFDlEpTTyTj6kMIyMjGBoaIi0tlSSPnyAxVfGumyPl5iWgcuXKZHmMaQsLC0vEx8eTZEkkFlzDmMp4cza6MnENY0w5LCwskZBA8/DI0NAQZcoYIzU1hSSPsQ+hrGGJiYlKv+/jJh9TKZUrVyZbfqS4QeJZEEx4MlkCJBK6Jl9iYiLfIDGmBBYWFmQ3SIoHVVzDmPAKCgqQnPwMlSqZk+QlJibC0pLmZowxbUL5oEqRxw+rmGpQ3ItJyLKU3VDkJh9TKZaWdDctFhYWvCcfUwnUS49ksgS+QWJMCSQSC7IbpEqVzJGSkoyCggKSPMbeJzk5GWXLllXq/kKv45l8jCmHRCIhbvLxwyqmGmQyGSQSutnoym4ocpOPqZTKlSuTvdlLJHzwBlMNlIWlaMYF72fEWOmjnAUhFotRvnx5PHv2jCSPsfdR3LDQPTjiJh9jykG5XBco2seWm3xMeImJyp9d919WIs/kY9pF0eSjabzx0yOmKiimbRehnnHBmDaxsKCbyQcUPaziOsaEpbg5opyNLuMmH2NKYG4uQVJSEtkMcd4fnamC3NxcvHjxApUqVSLJo3gwxk0+plIoZ/KZmZkhOzsb6ekvSPIYe5+HD/9FtWrVSLKoZ1wwpk0kEtr9jKpVq4Z///2XLI+xd3n48CGqVatOlpeYyFtOMKYMYrEYFSpUIJshXq1aNTx8yDWMCevx40ewsLCEjg5Na0wxuYMP3mBapHLlykhKonmio6Ojg0aNmuD69RiSPMbeJyYmCjY2tiRZSUm0+/8xpk2olzpZW9siJuYaWR5j7xITEwVra5oalpeXh+fPn8PcnOaQD8a0jeIQRJo6ZmPTFNevR5FkMfY+lDUMoDnJl5t8TKUoDt6gm7Zta9sUUVFXyfIYe1NqagrS0tJQq5YVSZ5i/z9u8jGmDGZmZnj+/Dlyc3NJ8mxt7RAdzTdITFhRUddga9uUJCspKRFmZpWgq6tLkseYtrG0pNuz3NraBnFxscjPzyfJY+xdKGsYoGjyKftejJt8TKVQLtcFFE+QoqJ4FgQTTnR0FJo0sSaeIs7LnBhTBh0dHZibmyMpKZEkT/GgimsYE05ubi5u3bqBxo2tSfIUW07wgyrGlIVyf3QTE1NUrlwFt2/fIslj7F2ioq6SNvlkMuWvquImH1MpVatWxdOnT1FYWEiSZ2vbFNHRfIPEhEP99Ojx48e8YTljSlS9enU8fvyYJKtq1WrIy8vlQ6SYYG7evIEaNWqiTJkyJHmPHz9GlSpVSLIY00aKGvaILI9XVTEhyeVyREdfg62tHUleRkY6cnNzUKFCRaXmcJOPqZRy5crBzMwM9+/fJclr0KARHjy4j8zMTJI8xt4UHX0VNjZ0Tb7r12n3nWBM29ja2iImhmYJrUgkgo0NP6xiwomOvkZew5o0oZk1yJg2UtSwaLI8Gxs7rmFMME+fPoGOji7ZKqeYmGg0btwEIpFIqTnc5GMqh3IJrYGBAerWrY+4uOskeYy9STGTj+bpUX5+PuLiYmFtbUOSx5g2at68OekNi62tHS/ZZYKhXuYUFXUNNjY0NZMxbURfw3jbCSacohVVym66/ZdHM7mDm3xM5VC/2SuW7PLG5YxeevoLxMc/Rb169Unybt++hcqVq8DExJQkjzFt1Lx5c9IaZmNjyzdITDDR0VFkD6oA+i0uGNM2VlZWSE9Px7Nnz0jybGwUMweptmpi7HXUs9GpJndwk4+pHOomn51dc1y6dJEsj7Eif/99GY0bW0NPT48kT/H0iJfqMqZMNjY2uHv3NnJyckjy7Oya4/Llv/gGiZHLysoinR0ukyUgLy8X1apVJ8ljTBsptoGwJZvNV6FCRVSqVAk3bsSR5DH2ukuXLsLOrjlZnmL/P57Jx7SQYm+Gq5DL5SR5Dg6OOH48AgUFBSR5jBU5evQIHB2dyfIUT6t4mRNjymRkZIRataxw40YsSV6tWrVhamrKexoxcufOnYaNjS3Kli1HkldUw6iWVTGmrWLsq9kAACAASURBVKj3eu3SxQlHjx4hy2MMADIyMnD58iV07NiJJC8rKwsPHtxHgwaNlJ7FTT6mciwsLGBgYEh2slP16jUgkVjiypXLJHmMAYrTnMLDw+Dk1JUsU7Gsipc5MaZs1NtAODl1RUQE3yAxWtQ1jJfqMkaDaxjTBqdPn0SLFi3JtjGKi7uOunXrw8DAQOlZ3ORjKol6ya6Tkws/QWKk7t69g5ycHLJlToWFhYiOjuLluowRUNSwq2R5Tk4uiIgII8tjTC6X4+jRcDg5uZBlcpOPMRqKA53oaljbtu0RG3sdKSnJZJmMRUSEaWwN4yYfU0mKvSAob5C6Ijycm3yMTnh4GBwdXciWHT14cA8VKlRAxYpmJHmMaTPqpU6tWrXB3bt3IZPJyDKZdouLi4WOji7q129AlhkTww+qGKNQp05dyGQyvHjxnCTP0NAQ7dp1wPHjR0nyGCssLERExBHiFVXXYG1NU8O4ycdUko2NHelMvhYtWiI+/gmePHlMlsm0W0REGJydaZc5UZ4exZg2s7a2QVxcLPLz80ny9PX1YW/vgGPHwknyGFPUMLoHVampKUhJSUHt2nVI8hjTZrq6umjcuAliYqLJMp2du/KMdEYmKuoqypUrh9q1rQgzeSYf03LUy3V1dXXh4ODE+0EwEs+fp+Hatavo0IFmo1eAlzkxRsnExBSVK1fB7du3yDIVS3a5hjEaQuwpa21tAx0dvnVhjAL1thOOjs44efI42cMxpt2oZ/Hl5ubi1q0baNzYmiSPKyVTSdWqVQcA3Lt3lyyTnyAxKidPHkfr1m1QpkwZsswLFyLRrNlXZHmMabuvvmqJCxciyfK6dHHG6dMnkZOTQ5bJtFNycjJu3IhD27btyTIvXIhE8+YtyPIY03aKGnaeLM/SsjJq1KiFS5cukmUy7UW9ouqff67AyqoujI2NSfK4ycdUkkgkgqOjM+lhGJ07d8HFixeQnMybvjLl2rdvL7p160mWl5ycjJs3b6BNm3ZkmYxpO+oaVqlSJTRpYo2jR3nJLlOu33/fh86du5CcEFjk6NEjpBukM6btOnd2xJkzp0gfHHXr1gP79u0hy2Pa6d69u3j8+BFatmxFlkldw7jJx1QW9WEY5cqVh4tLN+zaFUqWybRPQkI8zp07g759+5NlHjsWjvbtO8LQ0JAskzFt17lzF5w/H4nMzEyyTDc3dwQHbyHLY9pHLpcjODgQbm7uZJkyWQLu37+Pr79uTZbJmLarVKkSGjRoiPPnz5FlDh3qhv379yIjI4Msk2mfbdu2YvDg4RCLxWSZii0uuMnHGDp1ssfff19CevoLskyp1BPBwVsgl8vJMpl22b49GK6u/WBiYkqWGRFxhHRKOmNM8eCoaVM7nD17iiyzV68+iIq6igcP7pNlMu1y5cplZGSko2NHe7LMo0fD0bmzA+kNGWOMfiujypWroHXrdjybjylNTk4Odu3ajhEjPMgyHz16iMTEBNItJ7jJx1SWiYkpWrb8GidPniDL/PrrVjAwMMDZs6fJMpn2KCgoQEhIENzdR5Jl5uXl4eTJ43B0dCbLZIwpODq6kM5INzIywoABQxASEkSWybRLUNAWSKWepAdgUB/ywRhTUKyqCiOd/ODh4Yng4ECyPKZdDh36HY0b28DKiu6k9oiII+jSxRm6urpkmdzkYyrN2bkr6Z5GIpEIUulILi5MKY4fj4BEIoGNDd0pt3/9dQG1a9eGhYUlWSZjTKGohlHeIEmlI7FjRwhyc3PJMpl2eP48DYcP/4EhQ4aTZWZnZ+Ps2dNwcHAiy2SMKTRu3AT5+fm4c+c2Waa9fRekpqbg6tUrZJlMewQHB5JOtgAU+/FRr6jiJh9TaY6OLoiIOILCwkKyzAEDBuPEiWNISkoiy2TaIShoC9zdR5FmhoeHwdGRNytnTAh169aDvr4+rl+PIcusV68+6tdvgD///IMsk2mH3bt3wsGhC8zNzckyIyPPomHDRjAzMyPLZIwpKA5CdEF4ON2SXR0dnf/fX5YnXLDSdevWTdy5cxtdu/Ygy3z58iUuXDgPe3sHskyAm3xMxdWqVRsVK1YkfZpTrlx59OjRCzt2hJBlMs335MljXLp0Ea6u/UhzqY+IZ4z9RyQSke9pBIBnpLNSV3TghlTqSZrLNYwxYTk7u5DXsKFDR+DgwQOk+7IzzbdtWyCGDnUj3d/17NnTsLNrhrJly5FlAtzkY2qgaD8ISkU3SPn5+aS5THNt2xaIvn0HwNjYmCzz3r07ePHiBWxt7cgyGWPFUc+CAIDu3XshLi4Wt2/fIs1lmuvixfPIy8tDu3YdyDLlcjkiIo7wfnyMCah9+06IirqGtLRUskwLCwt06NAJv/66gyyTabaXL19i9+6dpCfDA8LtKctNPqbyFLMg6PblA4DmzVugatWq2LNnF2ku00ypqSnYunUzvv12HGmu4ubIhXSDdMZYcW3atMOtWzfx7NkzskwDAwN88813WL58EVkm02xLly7EuHGTIBKJyDJv3bqJwsJCNGrUmCyTMVackZER2rZthxMnjpHmjh8/CWvWrEJ2djZpLtNMmzdvRPv2nVCzZi2yTLlc/v/78dFvm8R3fkzltWzZCo8fP8Tjx4/IMkUiEfz9Z2LZskW8eTn7YmvX/ogePXqTnuQEAEeO/Mn78TEmMAMDA3TsaI/w8D9Jc7/9dixOnz6F2NjrpLlM85w5cwqPHz8iPXADAMLCDsHR0Zm0scgYe5uTU1eEhR0izfzqq5awsbFFUNBm0lymeZ4/T8OGDWvg5zeDNDcq6ioMDQ1Rp0490lyAm3xMDejp6aFPn/4IDd1Gmtu6dRvUrVsPISFBpLlMs8hkMmzbFoipU31Jc+/du4u4uOvo0oVPJGRMaAMHDsH27cGkmSYmppg40QuLFs0jzWWaRS6XY8GCOfD1DSDdx6iwsBDbtwdj0KChZJmMsXfr1csVx48fQ0pKMmmun9/3WL16JTIyMkhzmWbZsGEtHB1dUK9efdLckBDhahg3+ZhakEo9sX17MPkeef7+P2DVqmXIzMwkzWWa48cfl2Hw4GGoWrUaaW5ISBAGDRoGQ0ND0lzG2Nucnbvi0aOHiIuLJc318BiFqKiruHLlMmku0xzh4WHIzHyJvn0HkOaeOXMKZcoY46uvWpLmMsbeVrGiGZycXMj3yLO2tkH79h3wyy8/keYyzfHs2TMEBm7CtGnTSXMzMjJw4MBeDB8uJc0twk0+phaaNLFGlSpVcfRoOGlu06bN0KLF19iyZRNpLtMMjx8/wt69v2LSJG/S3NzcXOzcuR1SqQdpLmPs3fT09DBs2AgEB28hzTUyMoKXlw8WLpxLmss0Q2FhIRYunAs/v+/J93ZVnOQ7kpfqMqYipFJPBAcHQi6Xk+b6+gZg48Z1eP48jTSXaYbVq1egT5/+pHvxAcC+fXvQpk17WFpWJs0twk0+pjbc3T3Jb5AAwM9vBtav/5GPcWefbfnyxXB3HwVzc3PS3MOHD6JRo8aC7AHBGHs3Nzd3/Pbbbrx8+ZI0d9iwEXjw4D4iI8+S5jL19/vv+2BgoI9u3XqQ5spkMpw+fRIDBw4mzWWMvV+rVq2hq6tLXkvq1KkHF5fuWL9+NWkuU3/x8U+xc2cIvLx8yLODgrbA3d2TPLcIN/mY2nB17YcrVy7j4cN/SXMbNGiIzp0dsWHDWtJcpt7u3r2NsLBDGDduInl2UNAWSKUjyXMZY+9XrVp1tGzZCgcO/EaaKxaL4ePjjwUL5pDPwGDqKz8/H4sXz4e//0zy2XQ7dmxDr16uMDUtS5rLGHs/kUgEqXSkIBMuvL39sHXrZiQmJpJnM/W1YsVSDBsmJZ9Nd/XqFaSlpcHe3oE093Xc5GNqw8jICP37D8L27fQHYfj6BmDLlp9x795d8mymfuRyOXx9vTF+/BSUL1+BNPvOndu4desmunXrSZrLGPs4oW6Q+vcfhKysLOzaFUqezdTT+vVrUL16DXTq1Jk0t7CwECEhQfygijEVNHDgEBw/fgxJSUmkudWr18CQIW6YNSuANJeprytXLuPQod8xcaIXeXZwcCBGjHAn3+biddzkY2pFKvVEaGgI8vLySHNr1qyFyZOnYerUiSgsLCTNZuonNHQbXrx4jjFjxpNnBwcHYuhQN+jr65NnM8Y+rEsXZ8hkMkRHR5Hm6urqYtWqtZgz5wfIZDLSbKZ+7t69jfXrf8TSpavIZ/GdPHkMFSpUhJ1dc9JcxtjHlS9fAd269cDOndvJs319A3D58l+IiAgjz2bqJTc3F15eEzBnzgKYmZmRZr948RwHDx7A0KEjSHPfxE0+plYaNGiI2rWtcOTIn+TZ3347FtnZWQgJoZ9JyNRHQkI85s2bhZUr10JPT480Ozs7G7t374CbmztpLmPs0+jq6sLNzR3BwYHk2TY2TTF8uDv8/aeRZzP1UVhYCC+vifD29iPfqBwAgoICeRYfYypMKh2JbdsCySc9GBsbY8WKNfDx8eJ90tkHrV69AtWqVUf//oPIs/fs+RWdOnWGRCIhz34dN/mY2pFKRyIoaDN5rq6uLlauXIeFC+fg6dMn5PlM9SmW6U6Fu7snrK1tyPMPHtwPG5umqFWrNnk2Y+zTDB8uxf79e5GRkU6e7e3th7i46zh48AB5NlMPW7duRn5+Pjw9vyXPjo9/ivPnz6Jv3wHk2YyxT/PVVy1RpowxTp8+SZ7doUMnODg4Ys6cWeTZTD3ExcVi8+aNWLJkJflMdLlcrjL7onOTj6mdnj1dERMThXv37pBnN2rUGJ6e38LHZwpvYM7e8vvv+3Dv3h14efmSZ8vlcmzduhlSqXAnOTHGPs7SsjLatm2PPXt+Jc82NDTEypXrEBDgg9TUFPJ8ptoeP36EJUvmY9WqddDV1SXP37ZtK1xd+8PExIQ8mzH2aYoO4Ni6lX7CBQDMmjUX4eF/4ty5M4LkM9VVUFAAL6/xmD79B1StWo08/6+/LiI7Owvt23ckz34TN/mY2jE0NISn57dYvnyJIPmTJ3vj8eNH2LdvjyD5TDWlpCRjxgw/rFy5FgYGBuT5p0+fREpKMrp27U6ezRj7POPHT8bq1SuQk5NDnt26dRv07Nkbs2bNIM9mqksul8PHZwq++2486tdvQJ7//HkaAgM3YcyYceTZjLHPM3jwMFy+/BdiYqLJs8uVK4/Fi1dg6tSJyMzMJM9nqmvTpg0wNDTCiBEeguQvW7YQ48ZNEvTAjSLCj4CxEhgzZjxOnDiKGzfiyLP19fWxcuVa/PCDPx/lzgAobo4CAnzRp08/tGzZSpD8BQtmw9c3gHwfQMbY5/v661Zo1Kgxtm2j35sPAGbMmIVz587g2LFwQfKZ6tm1KxTx8fGYMGGKIPnr16+Gi0t31KlTT5B8xtinMzY2xqRJXli8eJ4g+V27doedXTMsWiRMPlM99+7dwapVy7BixRpBmmznzp3Bgwf3MWyYsAduFOEmH1NLpqZlMW7cZCxePF+Q/ObNW0AqHYnRo93JT/plqicoaAtiY2Pg7z9TkPywsMPIycmFq2s/QfIZY59v+vQf8OOPK/Dy5UvybBMTU6xevQGTJo3Dw4f/kucz1RITE43Zs7/H2rUbIRaLyfOTkpKwdetmeHv7kWczxkpGKvVETEw0Ll/+S5D8BQuW4Y8/DuCPP34XJJ+pjoyMDIwc6QZf3xmwsqpDnq+YbDEHPj7+gtTQd+EmH1Nbnp6j8fffl3Dt2j+C5Pv4+MPY2BizZgUIks9Uw8WLF7BkyQJs3RoKY2Nj8vzCwkIsWjQP06d/rxLTwxljn8bGxhatWrXB5s0/C5Lfrl0HTJrkBQ+P4bzkSYulpqZg5MjhmDdvsSAHRgHA6tXL0a/fQFSvXkOQfMbY5zM0NMTUqb5YuHCuIPlmZmbYsmUbfHwm4+bNG4KMgQlPLpfDy2sC7OyaY+TIbwQZw7Fj4Xjx4rkgp/m+T4nvCJ8+fYrhw4eja9euGDt27DufRD958gTNmjWDq6srXF1dMWrUqC8aLGOvK1OmDCZP9hasuOjo6GDDhl9w7FgEdu7cLsgYmLDi459i9Gh3rF69XpAnRwCwf/9eGBkZwsWlmyD56oprGFMFfn4z8NNPa/DixXNB8r/9dhwaNGgIb+9JfJiUFiooKMB333miW7eegt2cPH36BLt2hWLKFB9B8tUV1zCmCoYMGY5Hjx7izJlTguTb2TXHrFnz4O4+FM+fpwkyBqZkS5ZAfPb0ez+9du2PMI+JwvpatclP0wUUky0WLpwHX98ZghxY9T4lbvLNnj0bw4YNQ1hYGKytrbF+/fq3viYmJga9evXCgQMHcODAAWzeLMwpPExzjRjhgTt3buPChUhB8suVK4+goB2YPft7XL16RZAxMGHk5OTA03MERo78Bo6OLoKMIS8vD4sXz0dAwCxBCps64xrGVEG9evXRpYszNmxYK0i+SCTC8uWrcfPmDfz889v/BphmW7BgDgoKCjBz5hzBxrB8+RKMGDESFhYWgo1BHXENY6pALBbDz28GFiyYI9iDoiFDhqNz5y4YN240CgsLBRkDU6KWLVF2tPs7G30nThzD9bUrsSE5GRBgT3QAOHTod+jo6KBnz96C5L9PiZp8eXl5uHTpElxcFDe2/fr1Q1hY2FtfFx0djVu3bsHV1RVSqRQ3b978stEy9gZ9fX1MmzZd0OLSsGEjLF36Izw9RyApKUmQMTB6AQG+sLCwxOTJ3oKNYdeuUFStWg0dO9oLNgZ1xDWMqZJp06Zjy5af8ezZM0Hyy5Qpg61bt2P16pU4+4Gn5UyzHDjwG/bv34uff94q2IFN9+/fw6FDBzBhwmRB8tUV1zCmSvr2HYDMzJeIiHj7b5DKnDkLkZ6ejqVLFwo2BqYknTvjxaagtxp9Dx7cR+hoD4QWFCBjyzbkte9IPrSCggIsXjwf/v7fq9xkixI1+VJTU2FiYvLqPwrMzc0hk8ne+joDAwP07t0b+/btw6hRozB+/Hjk5uZ+2YgZe8OAAYPx7FkSTpw4JtgYevbsjQEDBvNBHFoiODgQFy9GYu3anwTbBy8nJwfLly+Gv/8PguSrM65hTJXUrFkLffr0x5o1KwUbQ40aNbF+/SaMGTMKjx8/EmwcjEZs7HVMn+6NwMAQmJmZCTaOpUsX4ptvxqBChYqCjUEdcQ1jqkRHRwd+ft9j4cJ5gs2kE4vF+OWXYOzcuR1//nlIkDEw5clr37FYo+/ly5dYP9AVofn5yNoaKkiDDwD27NmFChUqonNnR0HyP0Qk/8j0pz///BMLFxbvitesWRMPHz7EqVOK9ff5+flo1qwZoqOjPxjWu3dvLFmyBA0bNvzCYTNW3K+//oqlS5fir7/+EqyTXlBQgN69e8Pc3BxbtmzRmkMQIiMVS6Xbtm0r8Eho/Pnnn/Dw8MCZM2dQv359wcaxevVqhIeH448//hBsDOqAaxhTB0+fPoWNjQ2io6NRpUoVwcaxYsUKbNmyBadOnRK0+UNJ22rYo0eP0KFDB8ybNw9ubm6CjeP69etwcHDA7du3UbZsWcHGoeq4hjF1IJfL0apVK0ybNg2DBgl3+MBff/2FHj164ODBg2jdurVg46CkVTXsxAnIBw3CrgoV0P3hQ5gePgyRg4MgQ8nNzUXDhg2xdetWdOwoTJPxQz46P79bt27o1q34hu55eXlo1aoVCgoKoKuri6SkJEgkkre+d9u2bejZsycqVKgAQPEG8DlLApKTM1BYWPIlmObmpkhKSi/x96syTb22kl5Xp04umDt3Pn76aTMGDBishJF9mnXrNmPQoD747rtxmD9/SbGGo6a+Znl5BRCLdTXy2t58zc6fPwdPzxEIDt6JChUqC3bNKSnJmDdvPnbu3FviMXzp36OOjghmZiYl/n4qQtYw4MvqmKa+ZwB8bW8Si00xdOgITJ3qgzVrflLSyD7Oze0b3Lv3EE5Ozti79yBMTExffU5TXzNNrmFA8dctMTERrq5d4en5HVxcXAW7ZrlcjsmTvTB27CTk5IhKNA6uYVzDhMTX9jYfnxnw9fVC69b2MDIyUsLIPq527UZYvXoDevXqjd27D6BJE+tin9fE102balhBo2Y4bVYJQ27eQPqUaXhm0xIQ6Lp/+mktatasjUaNmglyL/axGlaiqUZisRgtWrTA4cOHAQD79+9/Zwfz0qVL2LNnDwBFZ72wsBBWVlYliWTsg3R0dLB06UrMmjVDsH2NAMDY2Bihobtx4cJ5LF48T7BxsNJ39eoVjBo1Aj/9tAUtBdrctcjMmQHo06cfbGyaCjoOdcU1jKkib29fnDt3BidPHhdsDCKRCDNnzoGNjR3c3AYjKytLsLGw0pWWlorBg/uiT5/+GDt2gqBj2bv3Vzx9+hSjR48RdBzqimsYU0X29g5o2rSZ4PviOTq6YOHCpRg6tD/u3bsj6FhY6ZHL5QiUDoHz3bt4PmkqjLcFfvDU3f9j777DoyjXMA4/m0IQQy8JVQ2giJQEpAmINGFJQi+hS1fpIL0dmvQOotQAIoginUU60qUFQkfxWCAJQugthT1/IDkiIJA2O8vvvi6vo2Qz+7wMJy/z7jffJKX//vcXTZw4ViNHjjXk/Z9FvO8nHDRokJYsWaJq1app//796tKliyRp0aJFmjRpkiSpX79+2rVrlwICAjRq1CiNGzfuhbmFEcmvaNFiqlOnvvr372VojrRp02nJkuVatWqFxo8fbWgWJI7Q0MNq3Li+xo2bonLlyhuaZfPmDdqzZ5f69BloaA6zo4fB0Xh6ptbYsRP1ySeddePGDcNyWCwWjRo1Tt7eWdW8eUMGfU7g6tUrCgqqrTJlyqpnz76GZvnzzz81cGBfTZo0TSlSpDA0i5nRw+CIPv10jBYvXqiQkIOG5qhRo7Z69+6vOnWq6+zZnw3NgoSz2+2a36KxPtyySbfnLVRU//889mEcyZWle/fO6tChq3x88iTrez+Pp+7JZyRu130yZ60toXXdvHlT771XSsOHj9L771uf/g1JKCIiQrVr+6tWrbr65JPeTnvOjh8Pkbu7q/LmLWh0lESXOXNqbdq0XQ0b1tWoUeMNfzz6jRvX9e67JTV+/BS9917C9qB4UW51Mhq3Oj0etT1Zhw7tlC5dOg0bNioRUz2/mJgYdejQVpcuXdK8eYv0yiteTnnOnLmHSZKbW4wqVKioYsVKaNiwUYY/AbBt2w+UPXtODRo0NEHHoYclD3rY41Hbk33zzWJNmzZZGzZsk7u7eyIme37z58/VhAljtHTpSvn45HHK8+bsPSxTJk+N8Q9Umw3f69bchUpR5f/X9+47flCaNs11bea8ZHv4xldfLdDcubNks21K8JPpHe52XcBRvfzyyxo/fop69uyma9euGprFy8tLy5at1fLlSzV69Kdy4Hk6nuDAgQMKCqqj0aMnGD7gk6Rhw/6jsmXLJXjAB8BxDRnyqVasWKYff9xraA43NzdNnTpDGTNmUtOmQbp165ahefD8rly5rMqVK6t48ZIOMeCz2dbo8OEQ9ejRx9AcAJJO3boNlDVrVkOfGP9As2Yt1L17L9WuHaiffz5jdBw8p3v37mlSzZqPHfBJjz51N6mFh4dp2LBBmjBhaoIHfEmNIR+cTtmy5VSxYmUNGTLI6CjKkiWLvvtujdasWaWPP/5Y0dHRRkfCM1q/3iar1apx4ybL3z/Q6Djas2eX1q5drcGDhxsdBUASypAhoz79dLS6dm2vO3fuGJrFzc1N06bNULZs2VS+fHlFRIQbmgfP7pdfzsrfv7Lee+89DR060vAB39WrV9S7d3dNmDBVqVKlMjQLgKRjsVg0duwkzZw5XadOnTQ6jpo0aa6ePfuqRo1q2rFjh9Fx8Ixu3bqlNm0+UIrDh3U7+NEB3wMPBn1uh5L2FnG73a6ePbupWbOWKlDA8VdNMuSDUxo4cIg2bFinnTu3Gx1FWbJk0erV3+vXX39VUFAdXbly2ehI+Bd2u13Tp09V9+6dtXLlSlmt/kZH0p07d9S1aweNGDFW6dKlNzoOgCQWEFBDefO+oYkTxxgdRa6urpo8eboCAgJktVZUaOgRoyPhKXbv3qmAgPfVqlU7jR071vABnyQNHjxA779v1TvvlDE6CoAklj17DvXs2U9du3ZQbGys0XHUqFFTTZ78mWrXrq2vv/7K6Dh4ivDwMNWsaVWKFCnU8uRJuT9lC67oMu/qdscuSZpp1arlOnv2J3Xt2iNJ3yexMOSDU0qbNp1GjRqvbt06OsQtRqlTp9HKlSuVP39+Wa0VedqTg4qKitInn3TW4sULtXbtRpUsWdLoSJKkceNGKX/+Ag6xohBA0nvw8Iv58+fq6NFQo+PIYrFowIABGjRoqOrXryGbbY3RkfAEixcvVKtWTTV16hdq2bKN0XEkST/8sFVbtmzSwIGDjY4CIJk0b95S7u7umjNnhtFRJEkVKlTW1q1bNXbsSA0b9h/du3fP6Eh4jNDQw7JaK8pqDdBnn81UypQpjY6kyMhL6tu3pyZMmCoPDw+j4zwThnxwWlWrVpOvr59Gj/7U6CiS7t/2NHToSH34YQcFBFRxiFWG+L/LlyMVFFRbERHhWrNmvXLmzGV0JEnSkSMhWrhwvkaMcNzHtANIfF5e3howYIi6du2gmJgYo+NIuv/EwoULv1GvXt00deok9pp1IPfu3dPQoYM0btwoLV9uU/nyFY2OJOn+A9G6d++k0aPHK3XqNEbHAZBMXFxcNH78ZI0bN0q//vpfo+NIkvLnzy+bbbP27t2tVq2a6ebNm0ZHwt+sXbta9evX1JAhn6pr1x4OsQpdkgYM6KNateqoWLESRkd5Zgz54NSGDx+jb75ZrD17dhsdJU7z5i31+eez1abNB1q4cL7RcSDp55/PyGqtqIIFC2vevEXy9ExtdCRJ9/ej6NTpYw0cOERZsmQxOg6AZBYU1Fjp0qXTxImOM+QvUuRt2Wybx9d08gAAIABJREFU9N1336hLl/aKiooyOtIL78aNG2rRoon27/9R69Zt0euvv2F0pDhDhgxQ0aLFVLlyVaOjAEhmuXPnVfv2XdSlS3uH+bAqU6ZM+vbblfL09FSNGlaFhZ03OtILz263a/LkCerT5xMtWrRUgYE1jY4UZ+3a1dq7d4969x5gdJTnwpAPTi1TpkyaMmW62rb9wKF+iL/77ntauXKdpkyZoO7dO+nGDed6nLtZ2O12LV26RIGBVdShQxcNHjxcrq6uRseSdD9b9+6d9Oab+dWgQSOj4wAwgMVi0ZQpn2v+/LnauPF7o+PEyZ49h1auXKcrV66oRo2qbEFhoNDQI/L3r6R06dLpm29WKGPGjEZHirN48UL98MNWjRo1zugoAAzy8ccd5e7urqFDjX8g4gMeHh6aPHm6qlevpffff8+h+uuL5tKlS2rdurlWrPhONtsm+foWMTpSnDNnTuuTTzrpiy9m6+WXXzY6znNhyAenV6FCZbVq1VYtWzbR3bt3jY4TJ0+evNqwYZtiY2P13nultXv3TqMjvVAeNJWJE8dq0aKlatKkudGRHjJjxmc6ffqUxo2b7DDL1QEkP2/vrJo5c546dfpYZ8/+bHScOJ6enpo790vVqVNf1apV0uzZM9jjKBnFxMRowoQxql+/hj7+uJMmTpymFClSGB0rTkjIQQ0e3F/BwV8pbdp0RscBYBBXV1d98cUcrV27St99943RceJYLBZ16tRVn38+W717f8KiCwOsX29T+fLvKHv2HFq9er2yZctudKQ4169fU/PmDdW//2AVLVrM6DjPjSEfXgidOnVT1qzZ1afPJw61h1Dq1Gk0ceI0DR8+Sm3bttCgQf10584do2M5vQdNJUeOnNqw4QcVLuxndKSH7NjxgyZPnqC5c79UqlSpjI4DwGAlSpRUz5599cEHjRzqIsTFxUWtW3+o1as36JtvFql+/Vo6d+4Po2M5vZ9/PqPAwPe1c+cObdy4XQ0aNHKoD4P+/PNPtWzZVGPGTNIbb+QzOg4Ag6VPn0HBwV+pX7+eDveE9tKly2rLlp0sukhG169fU9euHdS3by99/vlsDRnyqV566SWjY8W5d++e2rdvqzJl3lWjRk2NjhMvDPnwQrBYLJo8+TPt27dX8+fPNTrOI6pUsWrr1t3644/fVbnyuzp8+JDRkZzS35vKF1/M0eDBwx3iqU1/9/vvv6ldu5aaPn2WcuV6xeg4ABxE8+YtVbRoMXXq9LFDfVgl3V+Zvnr1BpUuXUaVK7+rJUsWOVxGZ3Dv3j3NmvW5/P0rq27dIC1ZskzZs+cwOtZDoqOj1aZNc9Wr10ABAdWNjgPAQbz1VgF9+ukYtWjRWJGRl4yO8xAWXSSfXbt2qHz50rJYLNq6dafeeaeM0ZEeMX78aEVGRmrYsFFGR4k3hnx4YXh6pta8eV9p1Khh+vHHvUbHeUTGjBk1a9Y8denyiRo2rKsxY0bQYBLRDz9sVfnypeXi4qKtW3eqVKnSRkd6xO3bt9WiRRN16NBF7777ntFxADgQi8WikSPHKSzsnKZMmWB0nEe4ubmpa9ce+vrrZZo2bZJatmyqiIhwo2M5jf/+9xfVq1dDS5d+ozVrNqhVq7ZycXG8v8YPHtxfqVKlUs+e/YyOAsDB1KpVV4GBNdW2bUuHeRDH3/1z0cXBg/uNjuQ0bty4oQED+ujDD1tpxIgxGj9+isM86PDv1q+3acGCYM2evcChtsB4Xo73twMgCfn45NGkSZ+pdetmCg8PMzrOIywWi+rUqa9Nm7br6NFQlS79tr799mv2OUqAkydPqHHjeurWrZNGjhyrceMmO2RTsdvt+uSTzsqTJ48+/LC90XEAOCAPDw/NmfOlZs78XJs3bzA6zmMVLFhY69dvU968r+vdd0to1KjhDnWLsdlERl7SgAF9VKXKeypXroJWrfpeuXPnNTrWYy1ZskgbNnyv6dNnOcxDrAA4ln797j+AY/jwwQYnebwHiy66du2hDz5orHbtWujXX/9rdCzTio6OVnDwbJUqVUSRkZe0desuh33a+k8/nVGXLu01e/Z8eXl5GR0nQRjy4YVTuXJVffBBK7Vs2dShHsTxd1mzZtO8eV9p6tQvNGvW56pcuZx++GGr0bFMJTw8TN26dVTt2v569933tHPnPlWqVMXoWE80a9bnOn78mMaPn+pQeysBcCxZs2bTzJnB6tDhQ/3yy1mj4zyWh4eH+vYdqI0bt+u3335VyZJFFBw8W9HR0UZHM43bt29rypSJKl36bd29e0fbt+9Tp05d5ebmZnS0xzp8+JAGDerLgzYA/Cs3NzfNmDFHq1Yt1/LlS42O81gWi0W1a9fT7t0H9frr+VSlynsaMKCPw91m7MjsdrvWrl2tcuVKatWqFVq4cImmTZuhDBkc5wnwf/fgQRt9+gzU228XNzpOgjHkwwupS5dPlDlzFvXt29Oh9w0qVaq0bLbN6ty5mz75pLOCgmrr+PFjRsdyaNevX9PIkUNVrlxJpUuXXrt3H1S7du3l4eFhdLQn2rlzuyZOHKfg4IU8aAPAU5Us+Y66d+/114M4bhgd54ly5syladNmaNGib7Vq1QqVK1dSa9eudui+a7R79+5pyZJFKl36be3f/6NWrVqv0aMnKEuWLEZHe6KLFy+qZcumGj16gt58M7/RcQA4uAwZMmru3IXq0+cTHT0aanScJ3r55ZfVvXsv/fDDj4qKuqvSpd/WlCkTdfv2baOjObT9+39U9epVNWrUcA0bNlLffrtChQr5Gh3rie7du6cOHT5UyZKl1bTpB0bHSRQM+fBCcnFx0bRpX2j//r2aOHGs0XH+lcViUfXqtbRjxz5VqvS+6tatrk6dPtLp06eMjuZQrl+/pi++mKaSJYvojz/+0KZNOzRw4BCHX1Fw9Gio2rT5QJ99NlOvvPKq0XEAmETLlm1UtGgxtWjR2GFXpT9QsGBhffvtCg0bNkqjRg1XYGAVbd26mWHf38TGxspmW6NKld7V3Lmz9NlnszRv3lfKk8cxb8194Pr1a2rUqI7q1WugwMCaRscBYBIFCxbSiBFj1aRJfYe/HTZLliwaNWq8Vq1arwMH9ql06be1YEEww75/OHIkRK1aNVOrVs3UqFFTbd68QxUqVHboO5Tsdrv69++lyMhL+vTT0UbHSTQM+fDC8vRMrSVLlmvRoi81a9bnRsd5qhQpUqh16w+1Z89B5ciRU7Vq+atu3Rpat26tYmNjjY5nmJ9+OqM+fT5R0aIF9OOPe7V48XeaOvUL5ciR0+hoT/Xzz2fUsGEdjRw5VuXKlTc6DgATsVgsGj16glKnTqN27RxzE/O/s1gsqlChkjZv3qEmTZpr0KB+KlOmmGbPnvFC79l3+XKkpk6dpBIlfDV58jh17dpDa9duVMmSpYyO9lS3b99WkyYNVLhwEfXq1d/oOABMpmbNOurYsavq1q3ukHul/1OePHkVHLxQ06fPls22WkWK5NeQIQP1+++/GR3NMNHR0Vq27Fv5+1dW8+aN5OdXVLt3H1TDhk1MsTfrqFHDtHfvHn355dcOfdfX82LIhxeal5e3vv12paZNm6zFixcaHeeZpEmTVj179tXBg8fUoEFDTZw4RiVK+GnatMm6fDnS6HjJIjY2VuvX21S/fk1Vr15VadKk0datuzV79nwVLFjI6HjP5I8/fle9ejXVp88AVa9ey+g4AEzIzc1N06fP0u3bt9S588emeEiTq6urgoIaa+vWXRozZqJ27tyuIkXeUt++PfTzz2eMjpdsjh4NVdeuHVS8uK9OnDimmTODZbNtVmBgDYde9fBAVFSUWrVqqqxZs2nUqHGmyAzA8bRq1VZNmjRXvXo1dOmSOfa8K1GipL766lutWbNR0dHRqlSprJo3b6Tt27e9MCvUIyIiNHbsSBUtWkDz58/VRx911L59R9ShQ2fTbD00deokrVq1Ql9/vczh7/x6Xgz58MLLlesVLVmyXMOG/UerV680Os4z8/DwUL16QVq3botmzJijY8dCVby4r7p166j9+380xcXe8woLO6/PPpuikiX9NHbsSNWpU18HDx5Tnz4DlS1bdqPjPbMLFy6obt3qatfuYzVq1NToOABMzMPDQ3PnLtRvv/2qvn17mOYCw2Kx6J13ymjOnAXasmWXPD1TKzCwqho0qCWbbY1T3gZ148YNLVv2rapXr6rGjespV65XtGvXAU2bNkN+fkWNjvfMYmNj1aFDW7m5uWnKlM/l4sLlBID469y5u95/36qgoNq6fv2a0XGemY9Pbg0dOkIHDhxT+fIV1a9fT737bgnNmTNTFy9eNDpeoouNjdWuXTv00UetVaZMMYWFhWnx4u+0bNkaBQRUd9gHQz3OvHlzFBw8S998s0KZMmUyOk6ioysDkvLmfV2LFn2rnj27au3a1UbHeW5Firytzz6bqZ079yt79hzq0qW9ChfOpx49umrz5o2KiooyOmK82O12nTp1UhMnjlWVKu+pXLmSOn78qD7/fLbWr9+mBg0aKWXKlEbHfC4RERGqXdtfdes2ULt27Y2OA8AJpEqVSgsXLtGBA/s1cGAf0wz6HsiePYf69h2ogwePqVatuvr886kqUCCvWrRooiVLFpl6lfqFCxf05Zfz1LhxPRUq9IYWLfpSrVu30/79oeratYcyZ85sdMTncn/A106XLkVqxoxgubu7Gx0JgBPo3/8/Klr0bdWvX0vXrl01Os5z8fT01AcftNK2bXs0YsRY7d69UyVK+Kp69aqaPn2qfvnlrNER4+327dtat26tOnf+WAUK5FH//r1VsGBh7dt3WOPGTVL+/G8ZHfG5ffnlPI0fP1pLliw31SKR52GxO/DfBC9duqF79+IfL3Pm1PrzT+fc58VZazO6riNHQhQUVEdjxkyUv39goh47uWv76aczstnWyGZbrTNnTqtChYqyWgNUsWJlpU6dJtHe5/jxELm7uypv3oKJcrx79+5p//59stlWy2ZbrTt37shq9ZfVGqBSpUon6wVFYp+zBwO+mjXrqEePPol23PhIaG0uLhZlzOiZiImcU0L6mNE/D5MStSWNK1cuq379mipevKSGDh2ZqLdQJnddly5d0oYN67R27Wrt2PGD/PyKyGr1V9Wq/om652pi9zBJOnv2J9lsa2WzrdbJkydUvnxFWa3+qlixcrLfEpSY5y0mJkYdOrTTxYsXNX/+IkNvyaKHJQ962ONRW9Kw2+3q3bu7jhwJ0ddfL1OaNGkT9fjJWdudO3e0Y8c22WxrtG7dWmXKlFlWq7+qVQtQwYKFE60/J0UPi4y8pPXr12ndurXavn2bChf2ldXqrypVqilXrlcS7X2eRWKfswULgjVu3Ch9990q+fjkSbTjxkdCantaD2PIZ1LOWpsj1PVg0Ddq1HgFBtZItOMaWVtERITWr7fJZlut3bt3KW/evPL1LRL3z+uvvxHvJdYJbS7h4WEKCTmkkJADOnTooEJCDsrbO1uSNMLnlZjnLCIiXLVrB6h27Xrq3r1XohwzIbhASh5cID0etSWdq1evqH79mipatJiGDx+daD8/jazr1q1b2rZti2y21Vq/3qb06TOocGE/+fkVka9vURUoUFAvv/xyvI6d0B52/fo1HTlyWIcOHdThw4d06NBB3blzW1Wr+qtaNX+VLv2uoZt5J9Z5i4mJUfv2bRQZGan58xfrpZdeSoR08UcPSx70sMejtqRjt9vVt28PHTp0INH3SjOqttjYWB04sD9uAcP169f/6l9F5OvrJ1/fovG+ZTShPSwqKkonTx5/qIf99tuvKlu2nKxWf1WuXEUZMmSM17ETQ2Kes/nz52rChDFaunSVfHxyJ8oxE4IhXzwZ/UMqKTlrbY5SV2joYQUF1dGnn45WjRq1E+WYjlLbzZs3dfRoqEJCDvw1XDuosLAwFShQUH5+RVSwYGHlyvWKvLy85e2d9al/kX+W5hIbG6uLF/9UeHiYwsLCdPz4UYWEHFRIyCFFRd2Nu1grXLiI/PyKyNs7a2KXHS+Jdc7Cws6rTp1A1a3bQN269UyEZAnHBVLy4ALp8agtaV29ekUNGtSSr28RffrpmETZM80R6pLuD5tOnz71Vw+5/8+pUyf16qs+f10sFZGPT255e2eVt7e30qRJ+6+DzmfpYXa7XVeuXFZ4eLjCw8P000+n4/rnuXN/KH/+An/1MD/5+RVV7tx5HGafusQ4b1FRUerQoa2uXr2q4OCvDB/wSfSw5EIPezxqS1p2u139+/fS/v0/avHi75Q+fYZEOa6j1PbHH7/H9ZCQkEM6fPiQ0qRJE7f4Il++fMqaNZu8vLIqU6ZM/9pPnnXId/PmTUVEhCk8PFy//vpfHT58//1PnjyhXLleUeHCfnFDx7feKugw2yEl1jmbO3eWpkyZoKVLV+m113wSIVnCMeSLJ0f4P3JScdbaHKmuo0dD1bhxPbVq1U4dO3ZJ8GoIR6rtn65du6rDh0MUEnJIoaEhOn/+vMLDwxUREaaUKV+St7f3XxdMWZUli5dSpkwpNzc3ubq6KX/+1+XiYlFo6AnFxMQoOjpaly5d+quR3G8mly5dVLp06eMuul5/PV/cBVGuXK847FP5EuOcHTkSombNGqp16w/VoUPnREqWcFwgJQ8ukB6P2pLetWtX1aRJA6VPn0GffTYz3ivdHnCUuh7n7t27OnHiWNzF0m+//RrXf2JiouXl5a2sWbPJ29tbXl5Z5enpKTc3N7m5uSl//jfk6uoS18NiYmJ07drVuIHeP3uhl1dWvfrqa3E9LF++Nx16s/GEnrfIyEtq2bKp0qRJoxkzgp3mwo8e9mzoYY9HbUnPbrdryJCBstlWa+HCJcqdO2+Cj+kotf3TvXv39N//no27o+nMmdOKiIhQRESYrl69qsyZs/x1LXa/j6VLl17u7u5/9bB8cnNzUWjoScXG3u9ht27dUkREuCIi/t/HoqOj4q7lsmfPoUKFfOXnV0QFChSSp6fj/ixM6DmLjY3VsGH/0Zo1K/X118scZsAnJe2Qz3H/VgIYrECBgrLZNqlJkwb66afTGjt2klKkSGF0rCSRJk1alS1bTmXLlnvo1+12uy5fjoy72HnQMO7evatbt24pJiZGUVFRcnV10fXr1+Xm5ipXVzfly/emypevGDcczJw5ywu5Offq1SvVo0dnjR49MVFv/QaAp0mTJq2++WaFevToourVq2rBgsVOu8G0h4dH3AqIf7px4/pfFzr/v9i5efOG7t69oxs3/t/Drl69GtfDsmfPqbffLi5v76zy8vKWl5e3ofvPGeWnn86oceN6sloDNGDAYLm6uhodCcALwmKxaNCgofLxya3AwKqaMWOuypR51+hYScLFxUU+Pnnk45NHderUf+hrd+/e1YULEQ996BQZGano6Cjdvn1b0dFRio216MqVy38twHBV+vTp9cYb+f76cOvZVrU7oxs3bujjj9vo6tUrWrdus6G3HSc3hnzAv8iWLbtWrlyn9u3bqm7d6po7d6EyZnxxfkBYLBZlyJBRGTJkfOLTkx4sE69ShSHWA3a7XZMnj9ecOTO1ePF3KlzYz+hIAF5AHh4emjTpM02dOklWa0UFBy+Un19Ro2MlK0/P1PL0TP3EVSD0sMfbtm2LPvqotfr1G6TGjZsZHQfAC6pp0w/06quvqW3bFurTZ4CaNv3A6EjJysPDQzlz5lLOnLke+/UHPaxq1ZrJnMyxnTv3h5o0aaDChX01a9Y8p12o8ySOsWEI4MA8PT01d+6XKlashKpWLa/Tp08ZHQkO7O7du+rY8UOtWrVC69ZtZsAHwFAWi0UdO3bRiBFj1ahRXa1cuczoSHBwwcGz9dFHrTVzZjADPgCGK1u2nFatWqdp0yZp4MC+io2NNToSHNjBg/tltVZU3boNNGHC1BduwCcx5AOeiYuLiwYMGKzu3XupZk2rtmzZZHQkOKCLFy+qbt3qunnzplassClr1mxGRwIASVK1agFasmS5Bg3qp/HjR8uBt2SGQWJjY9W/fy/NmPGZVq9er9KlyxodCQAkSblz55XNtklHjx5R8+YNdeOG4+2tB+OtWPGdmjSpr9GjJ6h9+04v3C3KDzDkA55DUFBjzZnzpTp0aKfZs2cYHQcO5OTJE6patYJKlSqt2bPnJ3iTewBIbAULFpbNtknr1q3Rxx+30Z07d4yOBAdx/fo1NWlSXydPntTatRvl45Pb6EgA8JD06TPo66+XycvLW/7+7+v3338zOhIchN1u19ixIzV48AAtWbJCVatWMzqSoRjyAc+pZMl3tHr1es2dO1O9e3dXVFSU0ZFgsI0bv1ft2v7q2bOP+vYd+K+PugcAI3l7Z9Xy5TZFR0erdu0ARUSEGx0JBvvll7Py96+sHDlyadGib5UuXXqjIwHAY7m7u2vs2Elq2LCxqlWrpL179xgdCQa7efOmPvqolTZu/F4222YVKFDQ6EiG40oUiIfXXvPR2rUbdf78OVWtWkHHjx8zOhIMcPPmTfXq1U09enTVnDkLVb9+Q6MjAcBTpUqVSjNmzFWFCpVUvnxprVjxndGRYAC73a758+eqWrWKat68pUaPHi93d3ejYwHAv7JYLPrwww4aP36yWrZsok8/HcKiixfUvn17VbFiGbm7p9CyZWvl5eVldCSHwJAPiKc0adJq3rxFat26nerUCdDkyRPYCPYF8uOPe1WhQmnduHFDW7fuUsmSpYyOBADPzMXFRZ980lsLFizWyJHD1K5dC12+HGl0LCST8PAwNWpUV/Pnz9WyZWvVqlW7F3bvIgDmVLlyVW3evFMnThxTlSrldezYUaMjIZncvXtXw4b9Rx980Fj9+w/WlCmf66WXXjI6lsNgyAckgMViUaNGTfX991u1ZctG1ahh1dmzPxsdC0noQVNp0aKxBgwYomnTZiht2nRGxwKAeClatJg2bdqhTJky67333tGmTeuNjoQktmzZt6pQoYx8fYvIZtukfPneNDoSAMSLl5eX5s9frLZtP1LduoEsungBHD0aqipVyuv06VPasmWXAgKqGx3J4TDkAxJBrlyvaOnSVapevaaqVauouXNn8eRCJ0RTAeCMUqVKpeHDR2vq1C/Uo0dXde/eWTdu3DA6FhJZZOQltWnzgcaOHamFC5eoV69+3J4LwPQsFosaNmyi9eu3acuWjapevSqLLpxQTEyMJk0ap3r1quvDD9tr3ryvlCVLFqNjOSSGfEAicXFxUdu2H2vVqvVavPhLNWhQS+fPnzM6FhIBTQXAi6Bs2XLaunWXoqOjVL78O9qzZ5fRkZBINm78Xu+99468vbNq48bt8vMranQkAEhUOXPm0tKlq1SjRi1Vq1ZRc+bMZNGFkzh79icFBlbRDz9s04YNPygoqDFbTPwLhnxAIsub93WtWbNRJUqUUqVKZbVkySIajIn99NMZmgqAF0aaNGk1efJ0DR06Um3afKD//Ke/bt++bXQsxNPVq1fVrVtH9e79iaZPn6WhQ0ewbxEAp/X3RRdff71Q9evX1B9//G50LMRTbGysZs/+QtWqVVKdOvX0zTfLlSNHTqNjOTyGfEAScHNzU/fuvbR48XeaPn2q/P0ra9cuVkSYycWLF9WpUycFBFSmqQB44VStWk1btuzS+fN/qFSpIgoODmafIxOJiorSrFmf6/XXX5fFYtGWLTtVunRZo2MBQLJ4sOiiVKnSqlixjIYPH6yrV68aHQvPYfPmjSpSpIiWLVuqNWs2qHXrD+XiwvjqWfC7BCShQoV8tXHjD2revKWCgoLUokUT/fzzGaNj4V/cunVLEyeOVZkyb0uSduzYT1MB8ELKlCmTZswI1owZwZo5c6YqViyrzZs3sjrdgdntdq1atVxlyxbXxo3rtWHDBo0bN1mpU6cxOhoAJCs3Nzd169ZTmzfvVEREuF5//XXNmvW5oqKijI6GfxEaekT16tVQ3749NGjQIK1a9b1y585rdCxT4aoVSGKurq5q0KCRTp06JT+/ovL3r6xevbrpwoULRkfD38TGxmrRoi/1zjtFdfRoqNau3aTJkycrU6ZMRkcDAEMVL15CO3bsUI8efdSvX0/Vq1dToaGHjY6Ff9izZ7eqVaukCRPGavToCVq8+DsVKlTI6FgAYKjs2XNo8uTp2rBhgzZuXK8yZYpp5cplfGDlYP7443e1b99WQUG1ZbUGaPv2H1W7dm22SYoHhnxAMnnppZfUqVNX7dx5QClSpFDZssU0btwo3bx50+hoLzS73a5Nm9arQoXS+uqrBZo1a55mzZonH5/cRkcDAIdhsVjk7x+oH37YK3//QDVsWFft27fV77//ZnS0F96ZM6fVrFlDffxxa7Vs2UYbN/6gcuXKGx0LABxKoUKFtHjxdxozZqImTRqvatUqas+e3UbHeuFdvXpFQ4YMVMWKZZQzZy7t2XNQLVu24envCcCQD0hmGTNm1NChI7Vu3RadOnVCpUoV0ZdfzlNMTIzR0V44R46EqG7d6howoI969x6glSvX6e23ixsdCwAclru7u1q0aK09ew4qZ85cqlSprAYPHqArVy4bHe2Fc+HCBfXo0VXVq1dR8eIltWvXAdWrF8T2EgDwL8qVK68NG7apZcu2+vjj1mrWrKHOnDltdKwXzt27d/XFF9NUqlQRXblyWdu27VHv3v3ZXiIR8LcAwCCvveajGTOCFRy8UEuXLlGJEr6aMmWiIiMvGR3NqcXGxmrdurWqW7eGGjeur8DAmvrhh72yWv1ZDg4Az8jTM7V69+6vbdv26OrVKypevLB69+7OhVIyCA09rM6dP1bp0m8rZcqU2rlzvzp06KyUKVMaHQ0ATMHFxUX16gVp164DKlGilKpXr6JmzYK0bdsWbuNNYhER4Ro9+lO9/XZBbd++Td99t0bjx0+Rt3dWo6M5DYZ8gMGKFHlby5at0ezZ83X69EmVKOGnLl3aKzT0iNHRnMrly5G/BxFBAAAeO0lEQVSaOnWSSpTw1aRJY9WgQUPt3x+qDz5oJTc3N6PjAYApeXtn1fjxU7Rt2x6lS5dONWtWU716NfT99zaexpuIoqOjtXz5UgUEvK9mzRrKxye3du8+qKFDRyhDhoxGxwMAU0qZMqXat++k/fuPqlKlKho4sI/KlCmm2bNn6MaN60bHcxp2u10//rhXH37YUmXKFNeff/6pb75ZoS+/XKJ8+d40Op7TYcgHOAhf3yKaMuVz7d59UK+++pqaNm2gwMAqWrHiO0VHRxsdz7SOHTuqbt06qnhxX504cUwzZwbLZtusevWC5OHhYXQ8AHAKWbNmU+/eA3Tw4DHVqxek8eNHqUQJP02bNplbeRMgIiJCY8eOVNGiBRQcPFvt2rXXvn1H1Llzdx4MBQCJ5OWXX1azZi20detujRkzUTt3blfRogXUr19P/fzzGaPjmdadO3e0ePFCVa5cTh06tJWfX1Ht339EY8ZMYLiXhBjyAQ4mU6ZM6tLlE+3fH6q2bT/SnDkzVbRoAY0bN4on8j6j6OhorVy5TNWrV1WjRnWVI0dO7dp1QNOmzZCfX1Gj4wGA0/Lw8FD9+g31/fdbNWPGHB07FqpixQqre/dOOn78mNHxTOPAgX366KPWKlOmmMLCwrR48XdavnytAgNrsPocAJKIxWLRO++U0Zw5C7R5806lSvWyAgOrKCiotjZu/F737t0zOqIp/PHH7xo+fLCKFMmv5cuXqnfvftqz55DatWuvtGnTGR3P6fG3BMBBubm5KTCwpgIDa+rYsaOaM2eGSpd+WyVKlJTVGqD337cqc+bMRsd0GFFRUdq1a4dsttVau3a1XnvNR61bt5PVGsDTmQDAAEWKvK3PPntbFy5c0IIFcxUUVFvZsmVTtWqBsloDlDfv60ZHdBh2u11Hj4bG9bAbN26oZcs2GjFijNKlS290PAB44WTPnkP9+g1S9+69tHz5Uo0a9al69equatUCVa1agIoXLylXV1ejYzqM8+fPad26tbLZVuvIkRDVqxekVau+V+7ceY2O9sJhyAeYwFtvFdC4cZM1cOAQbdy4XjbbGg0c2Ff5878lqzVAVatWk49PbqNjJrvr169p8+aNstlWa9OmjcqTJ6+s1gAtW7ZGefLQUADAEWTJkkXdu/dSp07d4j6MqVu3ulKlSiWrNUBWq7+KFi32wj0VNiYmRnv37pbNtlo22xq5uLjIag3QyJFjVaxYCS4eAcABpEyZUkFBjdWgQSMdO3ZUNttq9evXS2Fh5/T++1ZVreqvcuXKK1WqVEZHTVZ2u12nTp2UzbZa69at0S+/nFWlSlXUrFlLlS9fUZ6enkZHfGEx5ANMJG3adKpTp77q1KmvO3fuaMeObbLZ1igwsIoyZcokq9VfVmuAChXyddonxUZEROj77+9/SrR37x4VL15CVmuA/vOf4TyVCQAcmLu7u8qVK69y5cprxIixOnz4kGy21erevZMiIyNVpUo1VavmrzJlyjntnqm3bt3S1q2bZbOt1oYN65QjRy5Zrf5asOBrvflmfqft3QBgdhaLRQUKFFSBAgXVo0cf/fbbr/r++7WaOXO62rdvq7Jly8lq9df771d12gcixcbGav/+fX99OLVaUVFRslr91b//YJUs+Q53TzmIBA/5Jk6cKFdXV3Xs2PGRr0VFRalfv346evSoUqZMqbFjxyp37hdvtRGQFFKmTKlKlaqoUqUqGj16gg4c2C+bbbXatWupO3fu6N1335OvbxH5+RVR/vwFTHnBZLfb9euv/9Xhw4d06NBB7d27Wz/9dEYVKlRUgwaNNGPGXKVOncbomDAxehhgDIvFIl/fIvL1LaI+fQbq7NmfZLOt1YQJY9WuXSuVLl1WRYu+LV/fIipc2Ne0e/hcunRJhw8f1KFDB3XgwD7t2bNbfn5FVa2av3r16qccOXIaHREmRg8DjJMr1ytq0+YjtWnzkSIjL2nDhu9ls61R3749VbBgIRUvXlKFC/vJz6+IsmXLbsoPcW7duqWjR0Pj+tjWrZuVOXMWWa3+mjkzWAULFjZlXc4u3kO+69eva8SIEVqzZo1at2792NcsWLBAL730kmw2m/bt26c+ffpoyZIl8Q4L4PFcXV1VvHgJFS9eQgMHDtHp06e0e/dOhYQc1Pz5c/XLLz/r9dfz/XVB5Sdf3yJ64418Drd5d1jYeR06dDCukRw+fEgpU74U1yB79+6vkiXfMeXAEo6FHgY4Fh+fPGrfvpPat++kCxcuaPv2rQoJOaQxY0YoNPSIvL294/qXr28RFSxYWC+//LLRsR9y7dpVHTlyWIcOHVRIyP0edvnyZRUu7KvChf0UFNRY06bNUPr0GYyOCpOjhwGOJUOGjGrQoJEaNGikW7duadeu7Tp48IC++mq+evbsIovF5W89zE++vkUdbm/1qKgonThxLO4a7NChg3HXkIUL+6l06bLq0aOPXnvNx+ioeIp4X+Fv2rRJr776qlq0aPHE12zdulWdO3eWJBUrVkyRkZE6f/68smXLFt+3BfAUFotFb7yRT2+8kU9SK0n//xQmJOSAdu7crmnTJun8+fN6660CKlSosHLkyCVvb295e2eVt7e3vLyyJsk+CtHR0frzzwsKDw9TeHj4X/8bphMnjikk5JBiYqL/WrXhp1at2snX109eXt6JngOghwGOK0uWLHFbU0j3bw86ffrUXxcdB7R8+VKdPHlCr7zyqgoX9tNrr/nI2zurvLz+38fSp8+Q6KsL7t27p8jISIWHhyki4v997Kefzujw4UNxfdXPr4iqVq2mPn0GyMcn9wu31yCSHj0McFypUqWKu9tKun9n0rlzfygk5JBCQg7qiy+m6/DhQ/L09Pxr4cUb8vbOFte/vL2zKnPmLIm+L6vdbteNG9cfugYLDw/Xb7/9qiNHDunkyRN69dXX4q7FmjVroTfffEspU6ZM1BxIevEe8tWsWVOSNGXKlCe+5sKFCw9NqDNnzqzw8HCaC5DMUqVKFbfS74EHKw6OHj2i8+fP6/Dhg3E/9CMiwuXm5h7XaB5cOGXIkFEpUrjL1dVN7u7ucnNzU/bsXnJ1ddGePQcUExOjmJhoxcTE/q2JnI877uXLkcqUKfPfjptVXl5eql+/oT79dIxy5MjJkm8kC3oYYB6urq568838evPN/AoKaizp/oqDkyePKyTkkH7//Tft3Lld4eHhccO3O3duy8sr60MfYGXJ4qUUKVLI3f3/fSx7dm+5ublo796DiomJUWxsjKKjo3Xnzh1duBCh8PBwhYWdV0REuC5ciJCnp+cjxy1btpw6dOjikCvk4ZzoYYB5WCwW5ciRUzly5FRAQHVJ9wduv/xyViEhB/XTT2cUGnpEGzd+r7Cw+8O3K1cuK2PGTI9cM738sqfc3d3ieliOHFnl5uaifftCFB0dHXctFhUVrUuXLv5tmHe/N0pS1qxZH7q+e/3111WnTn0VLFjI4VbII36e+jcRm82mESNGPPRrPj4+Cg4OfurB7Xb7Qxfsdrv9uT7NzJgx4SuJMmdOneBjOCpnrc1Z65Icq7bMmVM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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "zeros = [[1], [1,0], [1,0], [1,0], [0.75,0], [1,-0.75*np.cos(0.75),0]]\n", + "poles = [[1], [1,-1],[1,-2,1], [1,-0.75], [1,-1.5,0.5625], [1,-1.5*np.cos(0.75),0.5625]]\n", + "\n", + "fig, axs = plt.subplots(2,3,figsize=(22,15))\n", + "name = [\"del[n]\",\"u[n]\",\"r[n]\",\"a^n*u[n]\",\"n*a^n*u[n]\",\"r^n*cos(won)*u[n]\"]\n", + "c = 1\n", + "for i in range(6):\n", + " p = np.roots(poles[i])\n", + " z = np.roots(zeros[i])\n", + " plt.subplot(2,3,c) \n", + " for j in range(len(p)):\n", + " plt.plot(p[j].real, p[j].imag, 'x', markersize=10, alpha=1,color=\"red\")\n", + " for j in range(len(z)):\n", + " plt.plot(z[j].real, z[j].imag, 'o', markersize=10, alpha=1,markeredgecolor='black',color=\"black\")\n", + " plt.title(\"pole-zero plot of \"+str(name[i]))\n", + " ax = fig.gca()\n", + " unit = patches.Circle((0,0),radius=1,fill=None,color='black',ls='solid',alpha=1)\n", + " unit1 = plt.Circle((0,0),radius=0.75,fill=None,color='black',ls='solid',alpha=1)\n", + " ax.add_patch(unit)\n", + " ax.add_patch(unit1)\n", + " plt.axhline(0,color='0.7')\n", + " plt.axvline(0,color='0.7')\n", + " plt.axhline(-2,2)\n", + " plt.axvline(-2,2)\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Discrete Time Fourier Series (DTFS) :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### a) The DTFS coefficients of a periodic discrete time signal with period N = 5 are given below: a0 = 1, a2 =a^∗(−2)= e^jπ/4 ,a4 = a^∗(−4) = 2ejπ/3 Using the properties of DTFS, determine the values of a0 through a4. Using these coefficients, determine one period of the signal and display a labelled plot." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The values of x_0 = (2.707106781186548+2.4391575887554247j)\n", + "The values of x_1 = (1.9686068608724734-0.5722578466757501j)\n", + "The values of x_2 = (2.100063450723674-2.4430342904760938j)\n", + "The values of x_3 = (-1.2810814150247491+0.07753323803676881j)\n", + "The values of x_4 = (-0.4946956777579463+0.49860131035965205j)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def coeffi(N):\n", + " coeff = [1,0,np.exp(1j*(np.pi/4)),0,2*np.exp(1j*(np.pi/3))]\n", + " n = np.arange(0,N,1)\n", + " x =[]\n", + " for i in n :\n", + " c = 0 \n", + " for k in range(len(coeff)):\n", + " c = c +coeff[k]*np.exp(1j*k*(2*np.pi/N)*i)\n", + " x.append(c)\n", + " print(\"The values of \" 'x_{0:1}'.format(i)+\" =\" ,x[i])\n", + " return x \n", + "a = coeffi(5)\n", + "plt.stem(a)\n", + "plt.title(\"X[N] signal of period N =5\")\n", + "plt.xlabel(\"period\")\n", + "plt.ylabel(\"magnitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### b) consider a periodic square wave with fundamental period N = 16 having magnitude 1 between n = 0 and n = 7 and zero elsewhere. Make a plot of this signal over two periods in blue colour." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "def dtfs(period,N):\n", + " k =int(N/period)\n", + " n = np.arange(0,N,1)\n", + " for i in range(period):\n", + " signal = np.array(([1]*k+[0]*k)*(i+1)) \n", + " dt_coeff = []\n", + " for i in range(N):\n", + " count=0\n", + " for k in n:\n", + " count =count + (signal[k]*np.exp(-1j*(2*np.pi/N)*k*i))\n", + " total = count/N\n", + " dt_coeff.append(total)\n", + " cof = np.asarray(dt_coeff)\n", + " coeff = abs(cof)\n", + " new =[]\n", + " n1 = np.arange(0,period*N,1)\n", + " for i in n1:\n", + " c = 0\n", + " for k in range(len(coeff)):\n", + " c = c + coeff[k]*np.exp(1j*k*(2*np.pi/8)*i)\n", + " new.append(c)\n", + " return signal ,coeff,new" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### c) Determine the DTFS coefficients of this signal and generate magnitude plots of the coefficients." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 16\n", + "period = 2\n", + "a = dtfs(period,N)\n", + "name =[\" input\",\" dtfs coefficient\"]\n", + "fig, ax = plt.subplots(1,2,figsize=(15,5))\n", + "c =1\n", + "for i in range(2):\n", + " plt.subplot(1,2,c)\n", + " plt.stem(a[i],use_line_collection=True)\n", + " plt.title(str(name[i])+\" of square signal at 2 period \")\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### d) Using the coefficients determined above, make an approximate reconstruction of the square wave and display it on the plot of the original signal in red colour." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = np.arange(0,period*N,1)\n", + "plt.stem(n,a[0],'blue')\n", + "plt.stem(n,a[2],'red')\n", + "plt.title(\"Reconstructed signal from coefficients\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [3] Continuous Time Fourier Transform: (CTFT)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### a) Consider a rectangular signal with amplitude 5 and existing between t = −1 and t = 1. Compute the continuous time Fourier transform of this signal and display a nicely labelled plot.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "w = np.arange(-10*np.pi,10*np.pi,0.01)\n", + "ft = (10/w)*np.sin(w)\n", + "plt.figure(figsize=(10,5))\n", + "plt.xlabel(\"Frequency\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.title(\"Fourier Transform of rectangular pulse m(t)\")\n", + "plt.plot(w,(10/w)*np.sin(w))\n", + "plt.axhline(y=0,color='k')\n", + "plt.axvline(x=0,color='k')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### b) A message signal m(t) is a triangular signal existing between t = −1 and t = 1 with a peak amplitude of 1 is used to modulated a carrier signal c(t) = cos2πfct and the resultant signal is given by y(t) = m(t)c(t). Plot y(t)." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def modulate(time):\n", + " def triangular(t):\n", + " if t>=-1and t<=0:\n", + " return (t+1)\n", + " elif t>=0 and t<=1:\n", + " return (-t+1)\n", + " else:\n", + " return 0\n", + " m_t = [triangular(t) for t in time ] \n", + " c_t = np.cos(2*np.pi*2000*time)\n", + " y_t = m_t*c_t\n", + " return m_t,c_t,y_t\n", + "time=np.linspace(-4,4,400)\n", + "\n", + "out=modulate(time) \n", + "name = [\"m(t)\",\"c(t)\",\"y(t)\"]\n", + "col =[\"blue\",\"red\",\"green\"]\n", + "fig, axs = plt.subplots(3,1, figsize=(12,12))\n", + "c =1\n", + "for i in range(3):\n", + " plt.subplot(3,1,c)\n", + " plt.plot(time,out[i],color = col[i])\n", + " plt.title(str(name[i])+\" signal\")\n", + " plt.xlim(-2,2)\n", + " plt.axhline(y=0,color='k')\n", + " plt.axvline(x=0,color='k')\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### c) Compute the Fourier transform of m(t) and y(t) and display the plots." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f=np.linspace(-3000,3000,1000)\n", + "y=(np.sin(np.pi*f)/(np.pi*f))**2\n", + "fo= 1000\n", + "fig, axs = plt.subplots(1,2, figsize=(20,10))\n", + "plt.subplot(1,2,1)\n", + "plt.plot(f,y,'blue')\n", + "plt.title('fourier transfer of m(t)')\n", + "plt.axhline(y=0,color='k')\n", + "plt.axvline(x=0,color='k')\n", + "plt.subplot(1,2,2)\n", + "plt.plot(f-fo,y,'blue')\n", + "plt.plot(f+fo,y,'red')\n", + "plt.title('fourier transfer of y(t) ')\n", + "plt.axhline(y=0,color='k')\n", + "plt.axvline(x=0,color='k')\n", + "plt.show()\n", + " " + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 9ce5e9fb4e26746fdac1f3c766a527fdb14fee9d Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 20:03:08 +0530 Subject: [PATCH 10/30] Delete assigenment2.py --- Assignment2/SonuKumari_204102314/assigenment2.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment2/SonuKumari_204102314/assigenment2.py diff --git a/Assignment2/SonuKumari_204102314/assigenment2.py b/Assignment2/SonuKumari_204102314/assigenment2.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment2/SonuKumari_204102314/assigenment2.py +++ /dev/null @@ -1 +0,0 @@ - From aeeb813ed254fd04d5bf25a36d7cd40a4c9aecd3 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 2 Feb 2021 20:03:33 +0530 Subject: [PATCH 11/30] Delete Assignment_3.py --- Assignment3/SonuKumari_204102314/Assignment_3.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment3/SonuKumari_204102314/Assignment_3.py diff --git a/Assignment3/SonuKumari_204102314/Assignment_3.py b/Assignment3/SonuKumari_204102314/Assignment_3.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment3/SonuKumari_204102314/Assignment_3.py +++ /dev/null @@ -1 +0,0 @@ - From 69d58cb2eb76b9ec3f8a5f47df35df263f16528e Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Fri, 12 Feb 2021 01:34:29 +0530 Subject: [PATCH 12/30] Create assignment4.py --- Assignment4/SonuKumari_204102314/assignment4.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment4/SonuKumari_204102314/assignment4.py diff --git a/Assignment4/SonuKumari_204102314/assignment4.py b/Assignment4/SonuKumari_204102314/assignment4.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment4/SonuKumari_204102314/assignment4.py @@ -0,0 +1 @@ + From 071c66f458ad5b80c4ba0812e128935030485cd0 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Fri, 12 Feb 2021 01:39:18 +0530 Subject: [PATCH 13/30] Add files via upload --- .../Assignment__4_DSP (1).ipynb | 625 ++++++++++++++++++ 1 file changed, 625 insertions(+) create mode 100644 Assignment4/SonuKumari_204102314/Assignment__4_DSP (1).ipynb diff --git a/Assignment4/SonuKumari_204102314/Assignment__4_DSP (1).ipynb b/Assignment4/SonuKumari_204102314/Assignment__4_DSP (1).ipynb new file mode 100644 index 0000000..155dac3 --- /dev/null +++ b/Assignment4/SonuKumari_204102314/Assignment__4_DSP (1).ipynb @@ -0,0 +1,625 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## IMPORTING LIBRARIES : " + ] + }, + { + "cell_type": "code", + "execution_count": 374, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import math \n", + "import seaborn as sns\n", + "sns.set(color_codes=True)\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Discrete Fourier Transform:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (a) DFT Function :" + ] + }, + { + "cell_type": "code", + "execution_count": 375, + "metadata": {}, + "outputs": [], + "source": [ + "def DFT(x,n):\n", + " x_k =[]\n", + " for k in range(len(x)):\n", + " count = 0 \n", + " for n in range(len(x)):\n", + " count = count + x[n]*(np.exp(-1j*((2*np.pi)/len(x))*k*n))\n", + " x_k.append(count)\n", + " return np.asarray(x_k)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (b) IDFT Function : " + ] + }, + { + "cell_type": "code", + "execution_count": 376, + "metadata": {}, + "outputs": [], + "source": [ + "def IDFT(x,n):\n", + " x_n=[]\n", + " for k in range(len(x)):\n", + " count = 0\n", + " for i in range(len(x)):\n", + " count = count + x[i]*(np.exp(1j*((2*np.pi)/len(x))*k*i))\n", + " x_n.append(count/len(x))\n", + " return np.asarray(x_n)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (c) Circular Convolution Function : " + ] + }, + { + "cell_type": "code", + "execution_count": 377, + "metadata": {}, + "outputs": [], + "source": [ + "def cconv(x,h):\n", + " n1=len(x)\n", + " n2 = len(h)\n", + " n = max(n1,n2)\n", + " x = np.pad(x,(0,n-n1),'constant')\n", + " h = np.pad(h,(0,n-n2),'constant')\n", + " y = [0 for i in range(n)]\n", + " for i in range(n1):\n", + " for j in range(n2):\n", + " t = (i+j)%n\n", + " y[t] += x[i]*h[j]\n", + " return y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (d) Find the circular convolution of\n", + "\n", + "x = [1, 2, 3, 0, 0, 0, 0] and\n", + "\n", + "h = [1, 1, 1, 1, 1, 1, 1]\n", + "using the function." + ] + }, + { + "cell_type": "code", + "execution_count": 378, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "circular convolution is : [6, 6, 6, 6, 6, 6, 6]\n" + ] + } + ], + "source": [ + "h = [1, 1, 1, 1, 1, 1, 1]\n", + "x=[1, 2, 3, 0,0, 0, 0]\n", + "convolution=cconv(x,h)\n", + "print(\"circular convolution is :\",convolution)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (e) A signal is given as x(t) = cos2πf t where f = 30 Hz. \n", + "The signal is sampled at 100 times per second for 0.91 seconds and then its DFT is computed. \n", + "\n", + "Plot the spectrum versus frequency in Hz.\n", + "\n", + "What is the magnitude of DFT at 35 Hz? Is this value non-zero? If so then why?" + ] + }, + { + "cell_type": "code", + "execution_count": 379, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "magnitude of DFT at 35 Hz: 2.048769606241617\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f = 30 # Frequency \n", + "fs = 100 # Sampling frequency\n", + "T = 0.91 \n", + "t = np.arange(0,T,1/fs)\n", + "x = np.cos(2*np.pi*f*t)\n", + "dft_x = DFT(x,N)\n", + "\n", + "lst = [np.abs(dft_x),np.angle(dft_x)]\n", + "name = ['Magnitude','Phase']\n", + "fig,ax = plt.subplots(2,1,figsize=(40, 30))\n", + "c =1\n", + "for i in range(len(lst)):\n", + " plt.subplot(2,1,c)\n", + " plt.stem(yvalues[i],use_line_collection=True)\n", + " plt.title(str(name[i])+\"plot of DFT of x[n]\")\n", + " plt.xlabel('frequency (in Hz)')\n", + " plt.ylabel(name[i])\n", + " c= c+1\n", + "\n", + "N = T*fs # No. of samples of DFT\n", + "n = np.arange(N)\n", + "f_n = (n*fs)/N \n", + "mag = abs(dft_x)[np.round(f_n)==35][0]\n", + "print(\"magnitude of DFT at 35 Hz:\",mag)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (f) Consider the two sequences x = [1, −3, 1, 5] and y = [7, −7, −9, −3].\n", + "\n", + "Does there exist a sequence h such that y is the circular convolution of x and h.\n", + "\n", + "Find h using DFT and IDFT." + ] + }, + { + "cell_type": "code", + "execution_count": 384, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Impulse reponse of h[n] using DFT and IDFT is :\n", + " [-0.0245098 -0.31862745 -0.14215686 0.15196078]\n", + "y = x*h by circular convolution is :\n", + " [ 1. -3. 1. 5.]\n", + "YES y is the circular convolution of x and h where h is calculated from DFT and IDFT \n" + ] + } + ], + "source": [ + "x = [7,-7,-9,-3]\n", + "y = [1,-3,1,5]\n", + "n = np.arange(0,len(x),1)\n", + "x1 = DFT(x,n)\n", + "y1 = DFT(y,n)\n", + "h = IDFT(y1/x1,n)\n", + "print('Impulse reponse of h[n] using DFT and IDFT is :\\n ',np.real(h))\n", + "y_new = cconv(x,h)\n", + "print(\"y = x*h by circular convolution is :\\n\",np.real(y_new))\n", + "print(\"YES y is the circular convolution of x and h where h is calculated from DFT and IDFT \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (g) Compute the energy of the signal x[n] = (3/4)nu[n] for 0 ≤ n ≤ 50.\n", + "If the DFT of this signal is X(k) then what is the energy of X(k) and\n", + "\n", + "how does it relate to that of x[n]." + ] + }, + { + "cell_type": "code", + "execution_count": 385, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(energy in time domain) Ex[n]: 2.285714285713873\n", + "(energy in frequency domain) Ex[w]: 2.2857142857138726\n" + ] + } + ], + "source": [ + "def energy(x):\n", + " enr = sum([x[i]**2 for i in range(len(x))])\n", + " return enr\n", + "n = np.arange(0,51,1)\n", + "x = (3/4)**n\n", + "X = DFT(x,n)\n", + "energy1 = energy(x)\n", + "energy2 = energy(abs(X))\n", + "print(\"(energy in time domain) Ex[n]:\",energy1)\n", + "print(\"(energy in frequency domain) Ex[w]:\",energy2/len(x))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (h) Is it possible to compute the DTFS coefficients of the square wave mentioned in Assignment-3 using the function written for DFT as mentioned above.\n", + "\n", + "If yes, then modify the function to compute the DTFS coefficients of the signal and show a labelled plot of the spectrum of these coefficients." + ] + }, + { + "cell_type": "code", + "execution_count": 386, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def square(period,N):\n", + " k =int(N/period)\n", + " n = np.arange(0,N,1)\n", + " for i in range(period):\n", + " sq_wave = np.array(([1]*k+[0]*k)*(i+1)) \n", + " return sq_wave\n", + "\n", + "def DTFS(x):\n", + " a_k =[]\n", + " for k in range(len(x)):\n", + " count = 0 \n", + " for n in range(len(x)):\n", + " count = count + x[n]*(np.exp(-1j*((2*np.pi)/len(x))*k*n))\n", + " a_k.append(count)\n", + " return np.asarray(a_k)\n", + "\n", + "x = square(2,20)\n", + "a = DTFS(x)\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 1,figsize=(20,8))\n", + "lst = [abs(a),np.angle(a)]\n", + "name =[\"magnitude \",\"phase \"]\n", + "c =1\n", + "for i in range(len(lst)):\n", + " plt.subplot(2,1,c)\n", + " plt.stem(lst[i],use_line_collection=True)\n", + " plt.title(str(name[i])+\"plot of DTFS coefficient\")\n", + " plt.xlabel(\"k\")\n", + " plt.ylabel(str(name[i]))\n", + " c = c+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Discrete Cosine Transform:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (a) DCT Function :" + ] + }, + { + "cell_type": "code", + "execution_count": 387, + "metadata": {}, + "outputs": [], + "source": [ + "def DCT(x_n,c):\n", + " x_m=[]\n", + " for m in range(len(x_n)):\n", + " count=0\n", + " for n in range(len(x_n)):\n", + " count=count+ x_n[n]*c[m]*np.cos((np.pi*m*(2*n +1))/(2*len(x_n)))\n", + " x1 = count*np.sqrt(2/len(x_n))\n", + " x_m.append(x1) \n", + " return x_m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (b) Consider a signal x[n] = [8, 16, 24, 32, 40, 48, 56, 64] of length N = 8. Compute the DCT of this signal. " + ] + }, + { + "cell_type": "code", + "execution_count": 388, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DCT coefficient is :\n", + " [101.80799999999999, -51.53858418164109, -1.0658141036401503e-14, -5.387638407231517, 0.0, -1.6072232298879285, -2.1316282072803006e-14, -0.4056185820771887]\n" + ] + } + ], + "source": [ + "x=[8,16,24,32,40,48,56,64]\n", + "c = [0.707]\n", + "for i in range(len(x)-1):\n", + " c.append(1)\n", + " \n", + "dct_coeff=DCT(x,c)\n", + "print(\"DCT coefficient is :\\n\",dct_coeff) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (c) Now keep only the first four DCT coefficients while discarding the rest and then compare its energy with that of x[n]." + ] + }, + { + "cell_type": "code", + "execution_count": 389, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "energy of x in time domain E(x[n]) : 13056\n", + "energy of x in DCT domain : 13050.121\n" + ] + } + ], + "source": [ + "eng_time= energy(x)\n", + "eng_dct = energy(dct_coeff[:4])\n", + "print(\"energy of x in time domain E(x[n]) :\",eng_time)\n", + "print(\"energy of x in DCT domain :\",np.round(eng_dct,3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (d) IDCT Function : " + ] + }, + { + "cell_type": "code", + "execution_count": 390, + "metadata": {}, + "outputs": [], + "source": [ + "def IDCT(x_m,c):\n", + " x_n=[]\n", + " for n in range(len(x_m)):\n", + " count=0\n", + " for m in range(len(x_m)):\n", + " count=count+ x_m[m]*c[m]*np.cos(((np.pi*m)/(2*len(x_m)))*(2*n+1))\n", + " x1 = count*np.sqrt(2/len(x_m))\n", + " x_n.append(x1)\n", + " return np.asarray(x_n)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (e) Compute the inverse DCT of the sequence obtained and plot it alongside x[n]. Also compute the mean square error between the two signals." + ] + }, + { + "cell_type": "code", + "execution_count": 391, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "original x[n] = [8, 16, 24, 32, 40, 48, 56, 64]\n", + "DCT of x[n] is X[m] = [101.81 -51.54 -0. -5.39 0. -1.61 -0. -0.41]\n", + "IDCT of x[n] is x[n] = [ 7.99 15.99 23.99 31.99 39.99 47.99 55.99 63.99]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "idct_coeff = IDCT(dct_coeff,c)\n", + "print(\"original x[n] =\",x)\n", + "print(\"DCT of x[n] is X[m] =\",np.round(dct_coeff,2))\n", + "print(\"IDCT of x[n] is x[n] =\",np.round(idct_coeff,2))\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 1,figsize=(12,5))\n", + "lst = [x,idct_coeff]\n", + "name =[\"original x[n] \",\"IDCT of x[n]\"]\n", + "k =1\n", + "for i in range(len(lst)):\n", + " plt.subplot(2,1,k)\n", + " plt.stem(lst[i],use_line_collection=True)\n", + " plt.title(\"plot of \"+str(name[i]))\n", + " plt.xlabel(\"k\")\n", + " plt.ylabel(\"magnitude\")\n", + " k = k+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (f) compute the mean square error between these two signals.¶" + ] + }, + { + "cell_type": "code", + "execution_count": 392, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean square error between x[n] and IDCT of x[n] is: 0.00011820038400009882\n" + ] + } + ], + "source": [ + "def mse(x,x_n):\n", + " mean_err = sum([(x[i]-x_n[i])**2 for i in range(len(x))])/(len(x))\n", + " return mean_err\n", + "\n", + "mean_square_error_dct = mse(x,idct_coeff)\n", + "print(\"mean square error between x[n] and IDCT of x[n] is:\",mean_square_error_dct)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### (g) Now repeat the same process with DFT and compare the mean square errors. Comment on your observations" + ] + }, + { + "cell_type": "code", + "execution_count": 393, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "original x[n] : [8, 16, 24, 32, 40, 48, 56, 64]\n", + "DFT of x[n]: [288. 83.62 45.25 34.64 32. 34.64 45.25 83.62]\n", + "IDFT of x[n] : [ 8. 16. 24. 32. 40. 48. 56. 64.]\n", + "energy of x in time domain E(x[n]) : 13056\n", + "energy of x in DFT domain : 11648.0\n", + "mean square error between x[n] and IDFT of x[n] is: 5.507235194574189e-28\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = np.arange(0,len(x),1)\n", + "x=[8,16,24,32,40,48,56,64]\n", + "dft_x = DFT(x,n)\n", + "idft_x = IDFT(dft_x,n)\n", + "coeff = dct_coeff[:4]\n", + "eng_time = energy(x)\n", + "eng_dft = energy(abs(dft_x[:4]))\n", + "mean_square_error_dft = mse(x,abs(idft_x))\n", + "\n", + "print(\"original x[n] :\",x)\n", + "print(\"DFT of x[n]:\",np.round(abs(dft_x),2))\n", + "print(\"IDFT of x[n] :\",abs(idft_x))\n", + "print(\"energy of x in time domain E(x[n]) :\",eng_time)\n", + "print(\"energy of x in DFT domain :\",eng_dft/len(x))\n", + "print(\"mean square error between x[n] and IDFT of x[n] is:\",mean_square_error_dft)\n", + "\n", + "fig , ax = plt.subplots(nrows = 2, ncols = 1,figsize=(12,5))\n", + "lst = [x,np.abs(idft_x)]\n", + "name =[\"original x[n] \",\"IDFT of x[n]\"]\n", + "k =1\n", + "for i in range(len(lst)):\n", + " plt.subplot(2,1,k)\n", + " plt.stem(lst[i],use_line_collection=True)\n", + " plt.title(\"plot of \"+str(name[i]))\n", + " plt.xlabel(\"k\")\n", + " plt.ylabel(\"magnitude\")\n", + " k = k+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Observation :\n", + "[1] The Mean Square Error between original x[n] and DCT of x[n] is very large \n", + "whereas the Mean Square Error between original x[n] and DFT of x[n] is very small.\n", + "\n", + "[2] The difference between energy of DFT and DCT is not that much larger as the difference between mean square error of them but the energy of DCT is very much close to energy of original signal i.e DCT perserve the most of energy of original signal ." + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 26bca42d5655689de135df188c705cacf3b01cd8 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Fri, 12 Feb 2021 01:41:50 +0530 Subject: [PATCH 14/30] Delete assignment4.py --- Assignment4/SonuKumari_204102314/assignment4.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment4/SonuKumari_204102314/assignment4.py diff --git a/Assignment4/SonuKumari_204102314/assignment4.py b/Assignment4/SonuKumari_204102314/assignment4.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment4/SonuKumari_204102314/assignment4.py +++ /dev/null @@ -1 +0,0 @@ - From 3043081be8bfcb6489df53d2761cd1a72a499d72 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Sun, 21 Feb 2021 21:33:13 +0530 Subject: [PATCH 15/30] Create Assignment_5.py --- Assignment5/204102314_SonuKumari/Assignment_5.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment5/204102314_SonuKumari/Assignment_5.py diff --git a/Assignment5/204102314_SonuKumari/Assignment_5.py b/Assignment5/204102314_SonuKumari/Assignment_5.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment5/204102314_SonuKumari/Assignment_5.py @@ -0,0 +1 @@ + From 42f32d738743c104c5b307e5dccd20ceff59f287 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Sun, 21 Feb 2021 21:33:38 +0530 Subject: [PATCH 16/30] Add files via upload --- .../Assignment__5_DSP.ipynb | 609 ++++++++++++++++++ 1 file changed, 609 insertions(+) create mode 100644 Assignment5/204102314_SonuKumari/Assignment__5_DSP.ipynb diff --git a/Assignment5/204102314_SonuKumari/Assignment__5_DSP.ipynb b/Assignment5/204102314_SonuKumari/Assignment__5_DSP.ipynb new file mode 100644 index 0000000..de7f949 --- /dev/null +++ b/Assignment5/204102314_SonuKumari/Assignment__5_DSP.ipynb @@ -0,0 +1,609 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing Libraries : " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import math\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "sns.set(color_codes=True)\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question No. 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Consider a periodic square wave with time period T = 2 seconds having magnitude 1 between t = 0 s and t =1s and zero elsewhere. Let g(t) be the Fourier series representation of the square wave." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0,4.0,300)\n", + "lst =[]\n", + "for t in x :\n", + " if math.floor(t) % 2 == 0:\n", + " lst.append(1)\n", + " else:\n", + " lst.append(0)\n", + " \n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.plot(x,lst)\n", + "plt.title(\"Square wave\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (a) Define a function so that you can easily plot g(t) for different numbers of coefficients on the same graph.\n", + "This plot is useful to see the emergence of the square wave as the number of terms in the representation increases." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def fs_coeff(terms,T):\n", + " an = []\n", + " bn =[]\n", + " s=[]\n", + " dx = (T+2)/len(x)\n", + " a0=1.0/T*dx*np.sum(lst)\n", + " for k in range(1,terms):\n", + " a_coeff=1.0/T*dx*np.sum(lst*np.cos(2*np.pi*k*x/T))\n", + " an.append(a_coeff)\n", + " b_coeff=1.0/T*dx*np.sum(lst*np.sin(2*np.pi*k*x/T))\n", + " bn.append(b_coeff)\n", + " s.append(a_coeff*np.cos(2*np.pi*k*x/T)+b_coeff*np.sin(2*np.pi*k*x/T))\n", + " ss = a0/2+ sum(s)\n", + " return ss\n", + "\n", + "fourier_series= [fs_coeff(5,2),fs_coeff(10,2),fs_coeff(40,2),fs_coeff(60,2)]\n", + "term = [\"5\",\"10\",\"40\",\"60\"]\n", + "fig, axs = plt.subplots(4,1, figsize=(20,14))\n", + "c =1\n", + "for k in range(len(fourier_series)):\n", + " plt.subplot(4,1,c)\n", + " plt.plot(x,fourier_series[k],label=\"Fourier series\")\n", + " plt.plot(x,lst,label=\"Original Square wave\")\n", + " plt.title(\"DFS on square wave at term = \"+str(term[k]))\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(\"Magnitude\")\n", + " plt.legend()\n", + " c =c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (b) What happens to the Gibbs phenomenon when the number of terms becomes large?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Gibbs phenomenon involves both the fact that Fourier sums overshoot at a jump discontinuity, and that this overshoot does not die out as more terms are added to the sum but approaches a finite limit.The value of t where the maximum overshoot is achieved moves closer and closer to the discontinuity as the number of terms summed increases.\n", + "\n", + " the Gibbs phenomenon is the step response of a low-pass filter, and the oscillations are called ringing. Truncating the Fourier series of a periodic signal corresponds to filtering out the higher frequencies by an ideal (brick-wall) low-pass filter. This can be represented as convolution of the original signal with the impulse response of the filter, which is the sinc function. Thus, here the Gibbs phenomenon can be seen as the result of convolving a rectangular function with a sinc function: the oscillations in the sinc function cause the ripples in the output.\n" + ] + } + ], + "source": [ + "print(\"The Gibbs phenomenon involves both the fact that Fourier sums overshoot at a jump discontinuity, and that this overshoot does not die out as more terms are added to the sum but approaches a finite limit.The value of t where the maximum overshoot is achieved moves closer and closer to the discontinuity as the number of terms summed increases.\")\n", + " \n", + "print(\"\\n the Gibbs phenomenon is the step response of a low-pass filter, and the oscillations are called ringing. Truncating the Fourier series of a periodic signal corresponds to filtering out the higher frequencies by an ideal (brick-wall) low-pass filter. This can be represented as convolution of the original signal with the impulse response of the filter, which is the sinc function. Thus, here the Gibbs phenomenon can be seen as the result of convolving a rectangular function with a sinc function: the oscillations in the sinc function cause the ripples in the output.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question No. 2 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### A signal is given as x(t) = cos2πf t where f = 30 Hz. The signal is sampled at 100 times per second for 0.99 seconds and then its DFT is computed." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def DFT(x,n):\n", + " x_k =[]\n", + " for k in range(len(x)):\n", + " count = 0 \n", + " for n in range(len(x)):\n", + " count = count + x[n]*(np.exp(-1j*((2*np.pi)/len(x))*k*n))\n", + " x_k.append(count)\n", + " return np.asarray(x_k)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f = 30 \n", + "fs = 100\n", + "T = 0.99\n", + "N = T*fs\n", + "\n", + "t_win = np.arange(0,T,1/fs)\n", + "x_win = np.cos(2*np.pi*f*t_win)\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.stem(t_win,x_win)\n", + "plt.title(\"Original signal x \")\n", + "plt.xlabel(\"T\")\n", + "plt.ylabel(\"Magnitude\")\n", + "\n", + "dft_x = abs(DFT(x_win,len(x_win)))\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.stem(t_win,dft_x)\n", + "plt.title(\"DFT of x \")\n", + "plt.xlabel(\"T\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (a) Plot the power spectral density and visualize the Spectral Leakage" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "psd = (1/len(x_win))*(abs(dft_x)**2)\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.stem(t_win,psd)\n", + "plt.title('Power spectral density of x ')\n", + "plt.xlabel(\"frequency\")\n", + "plt.ylabel(\"Power\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (b) Using various window functions such as Hanning, Hamming, Bartlett etc. try to minimize the Spectral Leakage. Show the plots in each case.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def hanning(n,N):\n", + " hann = 0.5 - 0.5*(np.cos(2*np.pi*n/(N-1)))\n", + " return hann\n", + "\n", + "def hamming(n,N):\n", + " hamm = 0.5386 - 0.46164*(np.cos(2*np.pi*n/(N-1)))\n", + " return hamm\n", + "\n", + "def bartlett(n,N):\n", + " bart =[]\n", + " for i in n :\n", + " if 0<=i<=N/2-1:\n", + " a = 2*i/(N-1)\n", + " bart.append(a)\n", + " if N/2<=i<=N:\n", + " b = 2- 2*i/(N-1)\n", + " bart.append(b)\n", + " return bart\n", + "\n", + "N = 99\n", + "n = np.linspace(0,N,N)\n", + "window = [hanning(n,N),hamming(n,N),bartlett(n,N)]\n", + "name = [\"hanning\",\"hamming\",\"bartlett\"]\n", + "fig, axs = plt.subplots(3,1, figsize=(12,8))\n", + "c =1\n", + "for k in range(len(window)):\n", + " plt.subplot(3,1,c)\n", + " plt.stem(window[k])\n", + " plt.title(str(name[k])+\" Window\")\n", + " plt.xlabel(\"N\")\n", + " plt.ylabel(\"Magnitude\")\n", + " c =c+1 \n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = len(x_win)\n", + "n = np.linspace(0,N,N)\n", + "hann = hanning(n,N)\n", + "hamm = hamming(n,N)\n", + "bart = bartlett(n,N+2)\n", + "\n", + "x_hann = x_win * hann\n", + "x_hamm = x_win * hamm\n", + "x_bart = x_win * bart\n", + "\n", + "window = [x_hann,x_hamm,x_bart]\n", + "name = [\"hanning\",\"hamming\",\"bartlett\"]\n", + "fig, axs = plt.subplots(3,1, figsize=(15,15))\n", + "c =1\n", + "for k in range(len(window)):\n", + " plt.subplot(3,1,c)\n", + " plt.plot(t_win,window[k])\n", + " plt.title(str(name[k])+\" Window on original signal\")\n", + " plt.ylabel(\"Magnitude\")\n", + " plt.xlabel(\"N\")\n", + " c =c+1 \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#using psd \n", + "psd_dft_hann = (1/len(x_hann))*(abs((DFT(x_hann,len(x_hann)))**2))\n", + "psd_dft_hamm =(1/len(x_hamm))*(abs((DFT(x_hamm,len(x_hamm)))**2))\n", + "psd_dft_bart =(1/len(x_bart))*(abs((DFT(x_bart,len(x_bart)))**2)) \n", + "\n", + "window = [psd_dft_hann,psd_dft_hamm,psd_dft_bart]\n", + "name = [\"hanning\",\"hamming\",\"bartlett\"]\n", + "fig, axs = plt.subplots(3,1, figsize=(15,15))\n", + "c =1\n", + "for k in range(len(window)):\n", + " plt.subplot(3,1,c)\n", + " plt.stem(t_win,window[k])\n", + " plt.title(\"DFT on \"+str(name[k])+\" window\")\n", + " plt.ylabel(\"Magnitude\")\n", + " plt.xlabel(\"N\")\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question No. 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Consider the signal x(t) = cos(2πf1t) + cos(2πf2t) where f1 = 10 Hz and f2 = 30 Hz. The signal y(t) is the noisy version of x(t) when x(t) is corrupted with white noise having zero mean and unit variance.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f1 = 10\n", + "f2 = 30\n", + "t = np.arange(0,5,0.01)\n", + "wh_no = np.random.normal(0, 1, size=500)\n", + "x = np.cos(2*np.pi*f1*t) + np.cos(2*np.pi*f2*t)\n", + "y = x + wh_no\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.plot(t,x,color='red')\n", + "plt.title(\" Original signal\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Magnitude\")\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.plot(t,wh_no,color='green')\n", + "plt.title(\" White Noise\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Magnitude\")\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.plot(t,x,color='red',label='orignal signal')\n", + "plt.plot(t,y,color='green',label='noisy signal')\n", + "plt.title(\"noisy signal\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (a) Find the power spectral density of y(t) and show a labelled plot." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dft_y = DFT(y,len(t))\n", + "psd_y = (1/len(t))*(abs(dft_y)**2)\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.plot(t,psd_y)\n", + "plt.title('Power spectral density')\n", + "plt.xlabel(\"frequency\")\n", + "plt.ylabel(\"power\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (b) From the PSD, find a suitable threshold for denoising the signal." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "threshold = psd_y>100\n", + "thr_y= psd_y*threshold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### (c) Recover x(t) from y(t) using the threshold. Show the necessary plots." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def IDFT(x,n):\n", + " x_n=[]\n", + " for k in range(len(x)):\n", + " count = 0\n", + " for i in range(len(x)):\n", + " count = count + x[i]*(np.exp(1j*((2*np.pi)/len(x))*k*i))\n", + " x_n.append(count/len(x))\n", + " return np.asarray(x_n)\n", + "\n", + "recover = IDFT(thr_y,len(thr_y))\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.plot(t,recover)\n", + "plt.title('Recovered signal')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Magnitude\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From eae1ee41c22f4d3f89d56f3d98f0e2c3e11269ae Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Sun, 21 Feb 2021 21:36:00 +0530 Subject: [PATCH 17/30] Delete Assignment_5.py --- Assignment5/204102314_SonuKumari/Assignment_5.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment5/204102314_SonuKumari/Assignment_5.py diff --git a/Assignment5/204102314_SonuKumari/Assignment_5.py b/Assignment5/204102314_SonuKumari/Assignment_5.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment5/204102314_SonuKumari/Assignment_5.py +++ /dev/null @@ -1 +0,0 @@ - From 1a2c94f1add150c3928ebc8b8dfa167828c5ea1c Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Sun, 21 Feb 2021 21:36:16 +0530 Subject: [PATCH 18/30] Delete Assignment_1 --- Assignment1/204102314_SonuKumari/Assignment_1 | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment1/204102314_SonuKumari/Assignment_1 diff --git a/Assignment1/204102314_SonuKumari/Assignment_1 b/Assignment1/204102314_SonuKumari/Assignment_1 deleted file mode 100644 index 8b13789..0000000 --- a/Assignment1/204102314_SonuKumari/Assignment_1 +++ /dev/null @@ -1 +0,0 @@ - From c693285f3a25d39b7dfaad6bc01ebea4737940c3 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 23 Mar 2021 20:22:24 +0530 Subject: [PATCH 19/30] Create A6.py --- Assignment6/SonuKumari_204102314/A6.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment6/SonuKumari_204102314/A6.py diff --git a/Assignment6/SonuKumari_204102314/A6.py b/Assignment6/SonuKumari_204102314/A6.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment6/SonuKumari_204102314/A6.py @@ -0,0 +1 @@ + From abfb6d102fcda7dccb6b1fc32fd4cfc29916c7e5 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 23 Mar 2021 20:28:51 +0530 Subject: [PATCH 20/30] Add files via upload --- .../Assignment_06_DSP.ipynb | 562 ++++++++++++++++++ 1 file changed, 562 insertions(+) create mode 100644 Assignment6/SonuKumari_204102314/Assignment_06_DSP.ipynb diff --git a/Assignment6/SonuKumari_204102314/Assignment_06_DSP.ipynb b/Assignment6/SonuKumari_204102314/Assignment_06_DSP.ipynb new file mode 100644 index 0000000..7aa75c4 --- /dev/null +++ b/Assignment6/SonuKumari_204102314/Assignment_06_DSP.ipynb @@ -0,0 +1,562 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing Libraries :" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import matplotlib.pyplot as plt\n", + "import pywt # PyWavelets - Wavelet Transforms in Python\n", + "import random\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "import csv\n", + "import pandas as pd\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Question No 1 :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [a] Generate a real chirp signal" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# chrip signal function \n", + "def chrip_sin_sign(t,fs,f0,f1,T,phase):\n", + " chrip=[]\n", + " for i in t :\n", + " c = (f1-f0)/T\n", + " x = np.sin(2*np.pi*((c/2)*i+f0)*i+phase)\n", + " chrip.append(x)\n", + " return chrip\n", + "# parameter \n", + "T = 5.0 # seconds\n", + "fs = 2000 # sampling rate\n", + "f0 = 4 # Hz\n", + "f1 = 50 # HZ\n", + "t = np.arange(0,T, 1/fs)\n", + "y = chrip_sin_sign(t,fs,f0,f1,T,0)\n", + "\n", + "# plotting chrip signal \n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(t,y)\n", + "plt.title(\"Sinusoid Chrip Signal\")\n", + "plt.xlabel('Time(s)')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [b] Compute the subband decomposition of this signal upto three levels and plot the approximate and detail components.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# subband decompostion\n", + "approxi = pywt.downcoef('a',y, 'db5', mode='sym', level=3)\n", + "detail = pywt.downcoef('d',y, 'db5', mode='sym', level=3)\n", + "\n", + "components = [approxi,detail]\n", + "name = [\"Approximate\",\" Detail\"]\n", + "fig, axs = plt.subplots(2,1, figsize=(15,10))\n", + "c =1\n", + "for k in range(len(components)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(components[k])\n", + " plt.title(str(name[k])+\" Component\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(\"Magnitude\")\n", + " c =c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Question No. 2 :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Consider the sample HeaviSine signal in PyWavelets library. \n", + "The signal is added with AWGN and a noisy signal is generated with SNR of 15 dB." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x1 = pywt.data.demo_signal('HeaviSine', n= 1000)\n", + "\n", + "# plotting heavisine signal\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(x1,color= \"blue\")\n", + "plt.title(\"HeaviSine Signal\")\n", + "plt.xlabel('Time(s)')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def add_awgn_noise(x,SNR_dB):\n", + " L = len(x)\n", + " energy = np.mean(x**2)\n", + " energy_db = 10*np.log10(energy)\n", + " noise = energy_db-SNR_dB\n", + " SNR = 10**(noise/10)\n", + " sigma = np.sqrt(SNR)\n", + " n = np.random.normal(0,sigma,L)\n", + " y = x + n \n", + " return y \n", + " \n", + "noisy = add_awgn_noise(x1,15)\n", + "# plotting after adding noise \n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(noisy)\n", + "plt.title(\"AWGN in HeaviSine Signal\")\n", + "plt.xlabel('Time(s)')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [a] Perform Wavelet decomposition on this signal" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "approxi_heavi = pywt.downcoef('a',noisy, 'db2', mode='sym', level=5)\n", + "detail_heavi = pywt.downcoef('d',noisy, 'db2', mode='sym', level=5)\n", + "\n", + "components = [approxi_heavi,detail_heavi]\n", + "name = [\"Approximate\",\"Detail\"]\n", + "fig, axs = plt.subplots(2,1, figsize=(15,10))\n", + "c =1\n", + "for k in range(len(components)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(components[k])\n", + " plt.title(str(name[k])+\" Component\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(\"Magnitude\")\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### In the wavelet threshold denoising method, a core issue is to determine the optimal threshold. Threshold can make a great influence on the denoising effect. If the threshold value is too small, then considerable noise will still exist, and if the threshold value is too large, then some important feature of signal may be filtered out. As mentioned in the introduction, many existing methods can determine the threshold. Among these methods, universal threshold is the most widely used because of its simpleness and effectiveness. The formula for the universal threshold is expressed as follows:\n", + "\n", + " threshold = sigma*sqrt(2*ln(N))\n", + " \n", + "where sigma is the average variance of the noise and N is the signal length." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [b] Use an appropriate thresholding method to denoise the signal" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sigma_A = (np.median(approxi_heavi)/0.6745)\n", + "\n", + "threshold_A = sigma_A*(np.sqrt(2*np.log(len(approxi_heavi))))\n", + "\n", + "approxi_thres = pywt.threshold(approxi_heavi,threshold_A,mode= 'hard')\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(approxi_thres)\n", + "plt.title(\"threshold in approximate Signal\")\n", + "plt.xlabel('Time(s)')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sigma_D = (np.median(detail_heavi)/0.6745)\n", + "threshold_D =sigma_D*(np.sqrt(2*np.log(len(detail_heavi))))\n", + "detail_thres = pywt.threshold(detail_heavi,threshold_D,mode=\"hard\")\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(detail_thres)\n", + "plt.title(\"threshold in detail Signal\")\n", + "plt.xlabel('Time(s)')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [c] Reconstruct the signal and compare it with the original signal" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "out = pywt.idwt(approxi_thres,detail_thres, wavelet='db2', mode='symmetric', axis = -1)\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(out)\n", + "plt.title(\"reconstruct Signal\")\n", + "plt.xlabel('Time(s)')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question No. 3 " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(data[4])\n", + "plt.title(\"data\")\n", + "plt.xlabel('Sample')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def moving_avg(x,n):\n", + " lst =[]\n", + " for i in range(n,len(x)):\n", + " count = 0\n", + " for j in range(n):\n", + " count+=x[i-j-1]/n\n", + " lst.append(count)\n", + " return lst \n", + "flt = moving_avg(data[4],50)\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\")\n", + "plt.plot(flt)\n", + "plt.title(\"filtered data\")\n", + "plt.xlabel('Sample')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + }, + { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From ff1f7ae7e58233742a63d3e1f9ca689e1b67ef16 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 23 Mar 2021 20:29:43 +0530 Subject: [PATCH 21/30] Delete A6.py --- Assignment6/SonuKumari_204102314/A6.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment6/SonuKumari_204102314/A6.py diff --git a/Assignment6/SonuKumari_204102314/A6.py b/Assignment6/SonuKumari_204102314/A6.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment6/SonuKumari_204102314/A6.py +++ /dev/null @@ -1 +0,0 @@ - From db173ead4a69df8d9cd87a0278dae0ab69325281 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 6 Apr 2021 21:56:51 +0530 Subject: [PATCH 22/30] Create a7.py --- Assignment7/204102314_SonuKumari/a7.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Assignment7/204102314_SonuKumari/a7.py diff --git a/Assignment7/204102314_SonuKumari/a7.py b/Assignment7/204102314_SonuKumari/a7.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assignment7/204102314_SonuKumari/a7.py @@ -0,0 +1 @@ + From 9286c9d77e16a031c3b04f6431c21bd8e2450c92 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 6 Apr 2021 21:57:16 +0530 Subject: [PATCH 23/30] Add files via upload --- .../Assignment_7_DSP.ipynb | 966 ++++++++++++++++++ 1 file changed, 966 insertions(+) create mode 100644 Assignment7/204102314_SonuKumari/Assignment_7_DSP.ipynb diff --git a/Assignment7/204102314_SonuKumari/Assignment_7_DSP.ipynb b/Assignment7/204102314_SonuKumari/Assignment_7_DSP.ipynb new file mode 100644 index 0000000..b5a2825 --- /dev/null +++ b/Assignment7/204102314_SonuKumari/Assignment_7_DSP.ipynb @@ -0,0 +1,966 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing Libraries :" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import cmath\n", + "import seaborn as sns\n", + "sns.set(color_codes=True)\n", + "import cv2\n", + "import random\n", + "from scipy import ndimage\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question No 1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analog filters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (a) Consider a RC circuit with input voltage Vi = 10*sin(2*pi*t) V\n", + "applied to the series RC and output Vo taken from the ends of C with R = 47kΩ and C = 47nF.\n", + "\n", + "Find the transfer function of the circuit and plot the frequency and magnitude spectrum. Which kind of filter is this?\n", + "\n", + "Prove your claim by putting in the frequency as 100Hz and 10000Hz\n", + "\n", + "and finding the values of Vo. Find the cutoff frequency and verify that the behaviour is justified.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# RC-circuit\n", + "R = 47000 #ohm\n", + "C = 47*10**(-9) #ferad\n", + "f = [100,10000] # frequency\n", + "t = [0.01 ,0.0001] # time as 1/frequency\n", + "freq = [np.arange(1,i,1) for i in f ]\n", + "Vi = [10*np.sin(2*np.pi*i) for i in t ] # input voltage \n", + "w = [2*np.pi*freq[i] for i in range(len(freq))]# angular frequency\n", + "\n", + "H = [1/(1+ 1j*w[i]*R*C) for i in range(len(w)) ] # transfer function\n", + "plot = [np.abs(H[0]),np.angle(H[0]),np.abs(H[1]),np.angle(H[1])]\n", + "name = ['magnitude spectrum at 100 Hz','phase spectrum at 100 Hz','magnitude spectrum at 10000 Hz','phase spectrum at 10000 Hz'] \n", + "fig, axs = plt.subplots(2,2, figsize=(15,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,2,c)\n", + " plt.plot(plot[k])\n", + " plt.title(str(name[k]))\n", + " plt.xlabel(\"Frequency\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### By seeing magnitude spectrum we conclude that this filter behave as a Low Pass Filter when we take output voltage from the capacitor ." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cut off frequency is : 72.04841244540305\n", + "output voltage at frequency 100 Hz is : 0.3670503865407351\n", + "output voltage at frequency 10000 Hz is : 4.52681747553692e-05\n" + ] + } + ], + "source": [ + "fc = print(\"cut off frequency is :\",1/(2*np.pi*R*C))\n", + "Xc = [1/(2*np.pi*f[i]*C) for i in range(len(f)) ] # capacitance reactance\n", + "Z = [(R**2 +Xc[i]**2)**0.5 for i in range(len(f)) ] # impedence\n", + "Vo = [ print(\"output voltage at frequency \"+str(f[i])+\" Hz is : \"+str((Vi[i]*Xc[i])/Z[i])) for i in range(len(f)) ] # output voltage \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (b) Consider the same circuit mentioned before, but now the output voltage is taken across the resistor.\n", + "Does this change the behaviour of the transfer function?\n", + "\n", + "Find the transfer function of the circuit and plot the frequency and magnitude spectrum.Which kind of filter is this? \n", + "\n", + "Prove your claim by putting in the frequency as 100Hz and 10000Hz \n", + "\n", + "and finding the values of Vo. Find the cutoff frequency and verify that the behaviour is justified.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Output Volatge across R\n", + "H2 = [1j*w[i]*R*C/(1+ 1j*w[i]*R*C) for i in range(len(w)) ] # transfer function \n", + "#Vo=V*R/Z\n", + "plot = [np.abs(H2[0]),np.angle(H2[0]),np.abs(H2[1]),np.angle(H2[1])]\n", + "name = ['magnitude spectrum at 100 Hz','phase spectrum at 100 Hz','magnitude spectrum at 10000 Hz','phase spectrum at 10000 Hz'] \n", + "fig, axs = plt.subplots(2,2, figsize=(15,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,2,c)\n", + " plt.plot(plot[k])\n", + " plt.title(str(name[k]))\n", + " plt.xlabel(\"Frequency\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### By seeing magnitude spectrum we can say that this filter now behave as a High Pass Filter when we take output from resistor." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cut off frequency is : 72.04841244540305\n", + "output voltage at frequency 100 Hz is : 0.5094496520917502\n", + "output voltage at frequency 10000 Hz is : 0.006283021820872541\n" + ] + } + ], + "source": [ + "fc = print(\"cut off frequency is :\",1/(2*np.pi*R*C))\n", + "Xc = [1/(2*np.pi*f[i]*C) for i in range(len(f)) ] # capacitance reactance\n", + "Z = [(R**2 +Xc[i]**2)**0.5 for i in range(len(f)) ] # impedence\n", + "Vo = [ print(\"output voltage at frequency \"+str(f[i])+\" Hz is : \"+str((Vi[i]*R)/Z[i])) for i in range(len(f)) ] # output voltage \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (c) Design a second order low pass filter using RC circuit.\n", + "Do the analysis for R = 50KΩ and C = 50nF. The input voltage waveform is 10 sin 2πt.\n", + "\n", + "Plot the amplitude and frequency spectrum.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cut off frequency is : 63.66197723675813\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "R = 50000 # ohm\n", + "C = 50*10**(-9) # farad\n", + "freq = np.arange(1,100,1)\n", + "w = 2*np.pi*freq\n", + "\n", + "H3 = 1/(1+3j*w*C*R+((1j*w)**2)*(C**2)*(R**2)) # transfer function\n", + "\n", + "plot = [np.abs(H3),np.angle(H3)]\n", + "name = ['magnitude','phase'] \n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(plot[k])\n", + " plt.title(str(name[k])+\" plot\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 \n", + " \n", + "fc = print(\"cut off frequency is :\",1/(2*np.pi*R*C))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (d) Design a band pass filter using cascaded RC circuits.\n", + "Make use of the values of the 2 resistors as 20KΩ. \n", + "\n", + "The filter should pass all the frequencies between 1kHz and 30kHz. \n", + "\n", + "Find the transfer function of the same and plot the magnitude and amplitude of the filter." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "capictor value in farad is c1 :7.957747154594767e-09 and c2 :2.6525823848649227e-10\n", + "low cut off frequency is : 1000.0\n", + "high cut off frequency is : 30000.0\n", + "bandwidth is : 29000.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "R = 20000 #ohm \n", + "f1 = 1000 #Hz\n", + "f2 = 30000 #Hz\n", + "c1 = 1/(2*np.pi*R*f1)\n", + "c2 = 1/(2*np.pi*R*f2)\n", + "\n", + "freq = np.arange(f1,f2,1)\n", + "w = 2*np.pi*freq\n", + "\n", + "H4 = ((1j*w*R*c1)/((1j*w*R*c1)+1))*(1/((1j*w*R*c2)+1)) # Transfer function\n", + "\n", + "plot = [np.abs(H4),np.angle(H4,deg=True)]\n", + "name = ['magnitude','phase'] \n", + "fig, axs = plt.subplots(2,1, figsize=(12,8))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(freq,plot[k])\n", + " plt.title(str(name[k])+\" plot\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 \n", + "\n", + "f_low = 1/(2*np.pi*R*c1)\n", + "f_high = 1/(2*np.pi*R*c2)\n", + "BW = f_high - f_low\n", + "print(\"capictor value in farad is c1 :\"+str(c1)+\" and c2 :\"+str(c2))\n", + "print(\"low cut off frequency is : \",f_low)\n", + "print(\"high cut off frequency is : \",f_high)\n", + "print(\"bandwidth is : \",BW)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question No 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Digital filters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (a) Consider the difference equation: y[n] = x[n] + x[n − 1] .Take the sampling rate to be 1 Hz.\n", + "Find the output of the system to the sequence: x[n] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10}\n", + "\n", + "What kind of filter is this? Compute the transfer function to plot.\n", + "\n", + "the frequency and amplitude plots to verify your claim.\n", + "\n", + "Consider the sinusoidal input to the filter with unit amplitude. Find and plot the filter output." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The output of the filter is y = [ 1 3 5 7 9 11 13 15 17 19 10]\n" + ] + } + ], + "source": [ + "x = [1,2,3,4,5,6,7,8,9,10]\n", + "x1 = x[::-1]\n", + "x.append(0)\n", + "x1.append(0)\n", + "x_new = x1[::-1]\n", + "x = np.asarray(x)\n", + "x_new = np.asarray(x_new)\n", + "y = x + x_new\n", + "print(f'The output of the filter is y = {y}')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ETgvDMHBG2XBG2chMOvo97Z2+YLDRHW7UHmjvfmxjy+4GPttYyeHdOSxmA7crEk9sd8Bx2PMEVyRREfoRJyIiIiJyJtFv+CIyYNitZpLdDpLdR9+Fpcvnp/ZAG9UNB6luaKOm4WDo+Y69B2j9P9vLOiIswUAj9rCgIzYST/fSFTUeFREREREZXBRiiMigYTGbSIyLIjEu6qjXW9o6qWnoDjkag+FGdcNByiub+GJLdY8tZU2GQYIrAm98ZPdrRpIYH3x0uyLUi0NEREREZABSiCEiZwxHhBVHkvWoDUj9/gD1Te2HBRwHqaw7SGV9K1v3NNLe4QvdazYFA47E+Ci8cd0hR3fY4Y6JwGRSHw4RERERkXBQiCEiZwWTyQhu8eqKYDhxPa4FAgEOtHRQWX+QyrpWqhqCj5X1Byktr++xfazFbOCJDQYa3sNmbyTGRREXo0ajIiIiIiKnkkIMETnrGYaBK9qOK9pOblpsj2uBQICG5g6q6ltDIUdlfXAGx8ayOjoP2zbWZjWRFB8V7OsRH0WSO/g8MS4Sm9V8uj+WiIiIiMgZRyGGiMgxGIZBnNNOnNNOXnrPGRz+QICGpvZQuLG/rpV9ta1s39vIqpKvdlIxALcrgpQER3fIEQw3ktxROCOtGJq9ISIiIiJyQhRiiIicJJNhEB8T3OlkREbPgKOj00dl/UH21bawr7aVfbUt7K9tpXRXPR2Hzd5wRFhCgUZK92OyO4oENRcVERERETmCQgwRkVPAZjWT5o0mzRvd47w/EKDuQBv7a1upqG1lf3fIsW57LR+v2xe6z2I2SIyLYojHQUqCgyEJDoZ4ovHGRqqxqIiIiIictRRiiIicRsGtXSNJcEVSmO3uca2lrZP9ta2hmRsVNS3sqDjAqk1VoXssZhPJ7qjuUOOrgCMhNlJNRUVERETkjKcQQ0RkgHBEWBk6xMXQIa4e59s6uthX28re6mCwsbemha17GvispDJ0j81iIvnQjI2E7nDD48AdE6GeGyIiIiJyxlCIISIywEXYLGQlx5CVHNPj/MH2rlCoUVHTwt7qZkrK6vhkw/7QPXabmRS3IzRzI9UbTZonmhiH7XR/DBERERGRPlOIISIySEXaLUedudHS1tlj1kZFTQvrttfw8fqvem64HLZQoJHmjSbVG02yOwqLWc1ERURERGTgGhAhRnNzM7NmzeKZZ54hNTU1dH7Tpk3MnTs3dFxXV4fL5eLPf/4zr776Ko899hhud3BN+QUXXMCdd9552msXERloHBFWctNiyU2L7XH+QGsHe6ua2V3VzO7q4OPyNbvp8gU3gzWbDJLdDtK8jh4BR4zDpiUpIiIiIjIghD3EKC4uZt68eZSVlR1xbcSIEbz++usAHDx4kKuvvpr7778fgA0bNjB37lyuuOKK01itiMjgFRNlIyYznhGZ8aFzPr+f/XUH2V3VxJ6qFvZUN1Na3sCnG7/qt+GMspLaHWikeaMZmesj0mxgtWjWhoiIiIicXmEPMRYvXsz8+fO5++67j3nfokWLmDBhAuPHjwdg/fr1lJWVsWjRIvLy8vjZz36Gy+U65muIiEhPZpMp1AyU/K/ONx/sZM9hszb2VDXz/hd76ezyw/9uwmQYJLujSEuMJt3rJCPJSXpiNI4Ia/g+jIiIiIic8cIeYjz88MPHvaepqYnFixezbNmy0DmPx8ONN97I2LFjWbBgAQ8++CCPPfbYCb+v2x19UvWGi80W/E/l8TjDXImcCTSO5Hg8QFZ6fI9zPp+fipoWyvYdYGdFIzsrDrB1TyOfHTZrwxsfFerTkT3ExdDUWOJjIk5z9TIY6OeQ9AeNI+krjSHpK42h0y/sIcaJeOONN7j44otD/S8AnnrqqdDzm2++mWnTpvXqNWtrm/H7A/1W46nW0dGFzWahurop3KXIIOfxODWO5KRFmOC8MUMYPuSrnVIOtHRQXtnErsomdlU2s31PA58e1kQ0xmEjIzE4UyMj0Ul6khOPS1u/ns30c0j6g8aR9JXGkPSVxtCpYTIZx5x0MChCjOXLl3PbbbeFjpuamli6dCnf/e53AQgEApjN5jBVJyJydotx2CjMdlOY/VXQfLC9i/LKJsorm9lV2UR5ZRMbd9bhDwTD40i7hYzEaNITnaGAI8kdhdmkPhsiIiIi8vUGfIgRCATYuHEjRUVFoXNRUVE899xzFBUVMXr0aJ5//vlez8QQEZFTJ9JuIS89jrz0uNC5zi4fe6pbukONZnbtb/qqzwZgtZhI80aTlRRDZrKTzCQnyW4HJpNmbIiIiIhI0IAMMW655RbmzJnDyJEjqaurw2q1YrfbQ9fNZjOPP/44999/P21tbWRmZvLII4+EsWIRETkeq8VMVnIMWclfLUXx+f3sq20Nzdoo23eAj9fv4721ewCwW81kJEaTmRwMNrKSYvDGRWopioiIiMhZyggEAoOnMUQ/Gmw9MW666XpsNgsLF/4u3KXIIKe1e9JXp3oM+f0B9tW1UrbvAGX7myjbd4DyqubQjI0ou4WMJGco1MhMduKOUY+NwUQ/h6Q/aBxJX2kMSV9pDJ0aZ0RPDBEROXuYTEZo29dvjEwGoOvQzijdocbOfU28u2o3vu4w2hllJTMphsxD4UZyDLHR9mO9jYiIiIgMQgoxRERkwLOYTaQnOklPdDJldArwVY+NnfsOULavibL9B9iws5ZD8wtjo21kJsWQnRL8ykqOIdKuv/ZEREREBjP9NiciIoPS0XpstHf4KK9qomxfEzv3B2dsfLmtBgADSElwkNUdamQnxzDE49COKCIiIiKDiEIMERE5Y9htZoalxjIsNTZ0rqWtk50VB9hRcYAd+w7wxZZqPl63L3i/1UxmkjM0WyM7xUWcU8tQRERERAYqhRgiInJGc0RYKcx2U5jtBoJbd1c1HAyGGhUH2FHRyLurv+qvEee0h0KNoSkuMpKc2K3mcH4EEREREemmEENERM4qhmGQGBdFYlwU5xQkAcH+GuWVzeyoOMD2ikZ2VBxgzeZqAEyGQarHEZqpMXRIDEnxUdoNRURERCQMFGKIiMhZz2oxM3SIi6FDXEwjDYADLR3s2BecqbGj4gArN1XywZcVADgiLOQMcZGT6iJniIvM5BjN1hARERE5DRRiiIiIHEWMw8aYnATG5CQA4A8E2Ffbyo69jWzd28j2vY0Ub68FwGwySPNG9wg24mMiwlm+iIiIyBlJIYaIiMgJMBkGQxIcDElwcF73Nq/NBzvZvreRbd2hxkfFFSxfswcI9tYYlhqc3ZEzxEWaNxqLWTuhiIiIiPSFQgwREZGTFB1pZXROAqO7Z2t0+fzsqW5m255gsLFtbyOrNlUBYLOYyEqOIeewYCM60hrO8kVEREQGHYUYIiIi/cRiNpGZFENmUgwXjw/21qg70BYKNLbvbeTtleWhnVCS4qPISXUxLNVFblos3thINQwVEREROQaFGCIiIqdQfEwEE2MimDgiEYD2Th9l+w50hxoH+GJLNR+v2weAy2FjWFosud2hRqonGpNJoYaIiIjIIQoxRERETiO71Uxeehx56XFAd8PQmha27Glk6+4Gtuxp4PPS4BKUSLuZnCGxoZkaWclOrBbtgiIiIiJnL4UYIiIiYWQyDIZ4ohniiebCoiEA1Da2sWVPQ3eo0cj6j4K7oFjMJrKSneSmxTIsNZacIS6iIvRXuYiIiJw99JuPiIjIAON2RXCOK4lzCpIAaGrtYNueRrbsaWDL7mBfjf/9dBeGAWmeaIalfTVbIzbaHubqRURERE4dhRgiIiIDnDPKRlGuh6JcDwDtHT52VDSyZU8jW3Y38Ld1FbzXvbWrNzaS3PRYhqfHkpcWh9sVEc7SRURERPqVQgwREZFBxm4zMyIznhGZ8UBwa9fyyma27G5g656GHs1CE1wR5KXHMjw9jry0WBJiI8NZuoiIiEifKMQQEREZ5CxmE9kpMWSnxHDppHT8gQB7qprZvLuBzeUNfLm1hhXr9wPgjolgeHps92yNOBJcEdrWVURERAYNhRgiIiJnGJNhkJ7oJD3RybTxafgDASqqWygtr2fz7gaKt9eyYkMw1IiPsZOXFtc9WyMWT2ykQg0REREZsAZEiNHc3MysWbN45plnSE1N7XHtN7/5DUuXLiUmJgaAf/qnf+Laa6+loqKCu+66i9raWrKysnj00UdxOBzhKF9ERGRAMxkGqd5oUr3RXNwdauyraaG0vIHNuxvYsLOWTzcGQ404p73H8hNvnEINERERGTjCHmIUFxczb948ysrKjnp9w4YNLFiwgKKioh7nH3jgAWbPns3ll1/OU089xdNPP81dd911GioWEREZ3A7f1nXquFQCgQD7alvZXF5PaXkDJWX1fLaxEoDYaBvD0+MYnhFHfkacemqIiIhIWIU9xFi8eDHz58/n7rvvPur1DRs2sGjRIvbu3cuECRO45557MJlMrF69mqeeegqAmTNnct111ynEEBEROQmGYZCS4CAlwcGFY4Ohxv66VjaXN1BaXk/Jrno+KwmGGgmuCEZkxDEiIxhsaEtXEREROZ3CHmI8/PDDX3utpaWFESNGcNddd5GRkcHcuXN5+umnufbaa4mOjsZiCZbv8XiorKzs1fu63dF9qvt0s9kOfVZnmCuRM4HGkfSVxtCZz+uNYdTwJAACgQC7K5tYt62G4q3VrN1aw9+6dz9JS3QyOieBUcMSKByagDPKdkKvrzEk/UHjSPpKY0j6SmPo9At7iHEsDoeD//zP/wwd33jjjdx7773Mnj37iPW5vV2vW1vbjN8f6Jc6T4eOji5sNgvV1U3hLkUGOY/HqXEkfaIxdHaKNBtMyvMwKc+D3x+gvKqJTbvq2bSrnndX7eLPK3ZiAOmJzuBMjcw4hqW6iLAd+auGxpD0B40j6SuNIekrjaFTw2QyjjnpYECHGBUVFXzyySdcddVVQPD/BFksFuLj42lqasLn82E2m6mursbr9Ya5WhERkbODyWSQmRRDZlIMl03KoMvnZ0fFAUq7Q43la3bz9qpyzCaDrJQYRqQHl58MHRKD1WIOd/kiIiIyiA3oECMiIoJf//rXTJo0idTUVF544QWmTZuG1Wpl/PjxvPnmm0yfPp3XXnuNKVOmhLtcERGRs5LFbCI3LZbctFi+9c0s2jt9bNvTGJqp8edPy1j2SRlWi4mcIS4mFCSR4XGQkejEZNLOJyIiInLiBmSIccsttzBnzhxGjhzJgw8+yO23305nZydjx47le9/7HgDz589n7ty5LFy4kOTkZBYsWBDmqkVERATAbjVTkBVPQVY8AK1tXWzZ3UDJrjpKd9Xzhzc3AeCIsDAiI478rHgKMuPxaOcTEREROQ4jEAgMnsYQ/Wiw9cS46abrsdksLFz4u3CXIoOc1u5JX2kMSV9ZIqx8vGY3G8vqKCmrp76pHQBvbCT5mXHkZ8YzIjMOR4Q1zJXKQKafRdJXGkPSVxpDp8ag7okhIiIiZ544ZwSTC5KYXJBEIBBgX20rG8vq2FRWz6cllXzwZQWGAZlJMRRkxVGQGc/QIS4sZlO4SxcREZEwU4ghIiIiYWMYBikJDlISHEwbnxZqElpSVsfGsjre/LScP3+yC7vVTF56LPndy0+GJDh6vTOZiIiIDH4KMURERGTAOLxJ6JXnZdPa1kVpeX13qFHPuu21ALiibeRnxFOQFVx+EhttD3PlIiIicjooxBAREZEBKyrCwthcD2NzPQDUNrZ199KoY/2OWj7duB+AIR4HBZnx5GfGkZceh92qrVxFRETORAoxREREZNBwuyKYMjqFKaNT8AcC7K5sDi09+evavby7enf3bA4XhVluRmbHk6KlJyIiImcMhRgiIiIyKJkMg4wkJxlJTi6bnEFHp4+texrZsLOWDTvqWPz+Nha/D3FOO4VZ8YzMdpOfGUeUdj0REREZtBRiiIiIyBnBZjVTkBVPQVY8374I6g60sWFnHRt21PL55mr+tm4fJsMgOyWGwux4CrPcZCY5MZk0S0NERGSwUIghIiIiZ6T4mK+Wnvj8wV1PNuyoY8POWl7/205e+9tOoiOtFGTFU9j95VKDUBERkQHtpEOM+vp63nrrLUpLS2lsbOSJJ55gzZo1+P1+JkyY0J81ioiIiHqnzAQAACAASURBVPSJ2WRiWGosw1JjmTElm6bWDjaW1XWHGnWsLKkEIN0bTWG2m8KseHJSXVjMpjBXLiIiIoc7qRBj2bJl3HfffbS1tREIBELNsj744AOee+45rrnmGu67775+LVRERESkvzijbEzOT2JyfhL+QIA9Vc2s3xHspfHOqnLe/GwXdpuZ/Iy44CyNbDee2Mhwly0iInLW63WIsXLlSu655x7S0tK4+eabKS4uZunSpQBMnTqVjz76iBdffJFRo0Zx5ZVX9nvBIiIiIv3JZBikJzpJT3Ry+TmZHGzvonRXPeu7+2l8sbUGgMT4KEZmxTMqx01eWixWi7ZxFREROd16HWIsXLiQ+Ph4Fi9ejMvlorKyMnRtzJgxvPDCC0yfPp0//elPCjFERERk0Im0WyjK9VCU6yEQCFBZfzA0S+PD4gqWr9mDzWoiPyOeUUPdjBrqJj4mItxli4iInBV6HWKsX7+eGTNm4HK5jno9Ojqaiy++mNdee63PxYmIiIiEk2EYJMVHkRQfxbTxaXR0+igtr2fd9lrWba/ly23BWRqpHgcjh7oZle0mJ9WF2aReGiIiIqdCr0MMv99/3Hs6Ojro6uo6qYJEREREBiqb1cyooQmMGppAIBBgX20r67bXsn5HLe+u2s1bn5UTabdQmBWcpTEy202MwxbuskVERM4YvQ4x8vLy+OCDD7j77rux2Y78S7m5uZkPP/yQ4cOH90uBIiIiIgORYRikJDhISXBw6aR0DrZ3UVJWR/H2WtZvr2V1aRUGkJns7A4+3GQkOTF1N0QXERGR3ut1iPGd73yHO++8k1tvvZW77rqLjo4OIDhDY+PGjfzyl7+ksrKSH//4x/1erIiIiMhAFWm3MC7Py7g8L/5AgN2VzazbXsO6HbW88fFOXv94J84oKyOzg300CrPiiYqwhrtsERGRQaXXIcZll13Gli1beOaZZ7jqqqtC50eNGoXP5yMQCHD99dczffr0fi1UREREZLAwGQYZSU4ykpxM/0YWTa0dbNhZx/rttRRvq+GTDfsxGQY5qa5gc9BsN0M8jtC29SIiInJ0vQ4xAH74wx9y4YUXsmTJEkpKSmhqaiIqKoq8vDxmzJjBpEmT+rtOERERkUHLGWXjnIIkzilIwu8PsKPiAOt21LBuWy1LPtjOkg+2446xMyongTE5CQxP1xauIiIiR3NSIQYEZ16MGjWqP2sREREROeOZTMEZGDmpLmZOGUp9UzvrdwRnaKxYv4/31+7FbjWTnxnHmJwERuUk4FJzUBEREaAPIUZ/am5uZtasWTzzzDOkpqb2uLZ8+XKefPJJAoEAqamp/PKXv8TlcvHqq6/y2GOP4Xa7Abjgggu48847w1G+iIiIyEmLc9qZMjqFKaNT6OzysWlXA8XbavhyWw1fbK3BALJSYhjdPUsjVctORETkLHbcEGPq1Kkn9cKGYbB8+fLj3ldcXMy8efMoKys74lpzczP3338/S5cuJTExkSeeeIInn3ySefPmsWHDBubOncsVV1xxUvWJiIiIDDRWiznYI2Oom+v+LpfdVc18ua2G4m01vPrRDl79aAfuGDujcxIYnZPA8PQ4rBZTuMsWERE5bY4bYjQ2Nh6R9re1tdHZ2YlhGKSmpuJyuWhtbaW8vJyuri7cbjcej+eECli8eDHz58/n7rvvPuJaZ2cn8+fPJzExEQhu77ps2TIA1q9fT1lZGYsWLSIvL4+f/exnuFyuE3pPERERkYHOMAzSE52kJzr51jeyaGxup7i7MejH6/fx1+5lJwVZ8YzOcTN6aAIxWnYiIiJnOCMQCAR68w1btmzh+uuv57zzzuOee+7pEVY0NTXx2GOPsWzZMn77298yevToE37diy66iD/84Q9HLCc5pK2tjdmzZ3P99dczY8YM7rjjDm688UbGjh3LggULqKio4LHHHuvNRxlUDu0Es2TJkjBXIiIiIuHW3ulj/bYaVm3cz+qS/dQ0tmEYkJsex8T8JCYWJJGR5NSyExEROeP0OsS48cYbaWhoYMmSJZhMR5++OGvWLAzD4MUXXzzh1z1WiNHU1MQdd9xBamoqv/jFL4643tjYyLRp01i1atUJv19tbTN+f68+eljddNP12GwWFi78XbhLkUHO43FSXd0U7jJkENMYkr7SGOpfgUCA8spmirfVULy9hp37gn+27pgIRue4GZOTQN4ZuOxE40j6SmNI+kpj6NQwmQzc7uivvd7rxp5r165l1qxZXxtgAIwZM4aXXnqpty99VFVVVdx0001MnjyZe++9FwiGGkuXLuW73/0uEPzL22zWNmQiIiJy9jEMg4wkJxlJTr71zSwamttZt72WL7fW8PG67mUnNjMjs+IpyvUwaqgbR4Q13GWLiIiclF6HGDExMWzduvWY93z55ZfEx8efdFGH+Hw+/vmf/5nLLruMf/mXfwmdj4qK4rnnnqOoqIjRo0fz/PPPM23atD6/n4iIiMhgFxv91W4nHZ0+Nu2q58ttNXy5tYbPN1djNhnkpsVSNCyBomEe3K6IcJcsIiJywnodYkydOpWXXnqJp59+mttuu63HDIiOjg4effRRiouLufXWW0+6qFtuuYU5c+awf/9+SkpK8Pl8vPPOOwAUFhby8MMP8/jjj3P//ffT1tZGZmYmjzzyyEm/n4iIiMiZyGY1h3Yyuf6SADv3HeDLrTWs3VLNn5Zv5U/Lt5LujaYo10PRsATSvNHqoyEiIgNar3ti1NfXc+2117Jz505iYmLIy8vD4XDQ3NxMSUkJLS0tjB07lt/97nfY7fZTVXefqSeGnK20dk/6SmNI+kpjaGCorGvli601rN1azfY9jQQI9tEIztBIYFhaLBbzwO2joXEkfaUxJH2lMXRq9HtPjLi4OJYsWcJzzz3H//7v//Zopjl06FBmzJjBd77zHaxWrbUUERERGagS46O4dFI6l05K50BLB8Xbavhiaw0fFlewfM0eHBEWRg11UzTMQ0FWPJH2Xv/aKCIi0u9O6m+jqKgo5syZw5w5c2hvb6exsRGXyzWgZ16IiIiIyNHFOGycNzqF80an0N7hY2NZHV9sqaZ4ey2fbqzEYjbIz4xnzLAEinIScEXrdz4REQmPPkfqdrsdr9fbH7WIiIiISJjZbWbG5noYm+vB5/ezbU8jX2yt4Yut1azbXssf2MzQlJhgoDHMQ7I7Sn00RETktOl1iDFjxowTus8wDF555ZVeFyQiIiIiA4PZZCIvPY689Di+fVEOe2ta+GJLNV9srWHphztY+uEOEuOjGJubwNhcD1nJMZgUaIiIyCnU6xBj06ZNx70nJSWFmJiYkypIRERERAYewzBI9UST6olm+jeyqDvQxpfbavhiSzXvrtrNW5+VE+e0M3aYh7F5HnLTXJhNA7cxqIiIDE69DjFKS0uPer6trY3y8nIWLlxIcXExixYt6nNxIiIiIjIwxcdEcNHYVC4am0pLWyfF22pYu6WGv62r4L21e4iOtDImJ4GxeR4KMuOwWszhLllERM4A/dZmOiIigtzcXBYsWMCMGTP49a9/zaOPPtpfLy8iIiIiA5Qjwsq5hcmcW5hMe4ePDTtrWbOlmjVbqvl4/T7sNjOjst2My/MwMtutnU5EROSk9fvfIIZh8I1vfIMlS5b090uLiIiIyABnt5kZl+dlXJ6XLp+f0l31rNlSzRdbqlldWoXFbKIgM46xeR7G5CTgjLKFu2QRERlETkkMvnv3bjo6Ok7FS4uIiIjIIGExmyjMdlOY7eb6v8tj295G1m6pZs3m4PathgF5abGMy/NSNCyB+JiIcJcsIiIDXL/1xABoaWnhgw8+YPny5Zxzzjl9KkxEREREzhwmk0FuWiy5abF8+6IcyiubWbOlmrVbqnnhL1t44S9byEqOYVxecHvXpPiocJcsIiIDUK9DjCuvvPKYe4EHAgEiIyP50Y9+1KfCREREROTMZBgGGUlOMpKczJySzb7aFtZ2BxpLPtjOkg+2MyTBwdhcD+PyPKR5o4/5+6eIiJw9+jXEsFqtZGdnM336dNxud5+LExEREZEzX7LbweXnOLj8nExqG9tYu7WatZur+fOnZSz7pIwEVwRjcz2Mz/OSPSQGkwINEZGzVq9DjF/96lenog4REREREdyuCKaNT2Pa+DQOtHbw5dYa1m6p5q9r9/Du6t3EOe2My/Vw8eRMEhxWTCYFGiIiZ5Nehxg33HADM2fO5Morr/zae/74xz/ywgsv8Pbbb/epOBERERE5e8VE2ZgyOoUpo1NobeuieHsNn5dW8cGXFSxfsweXw8bYPA8T8rzkpsUq0BAROQscN8Roa2ujq6sLCPa7WLVqFUVFRTQ3Nx/1/o6ODlasWEFFRUX/VioiIiIiZ62oCAvnFCRxTkESB9u72FXdyl9X72LFun28v3YvMVHWYA+N4V6Gp8diNpnCXbKIiJwCxw0xli5dykMPPdTj3LPPPsuzzz57zO8bPXp03yoTERERETmKSLuF84qGMDw1hvYOH+t31PL55io+3VjJB19WEB1pZWxuAuPzvAzPiMNiVqAhInKmOG6Icc0117B69Wpqa2sB+Pzzz0lOTmbIkCFH3GsYBlarFa/Xy+23397/1YqIiIiIHMZuMzN+uJfxw710dPrYsLOOz0urWLWpio+K9+GIsDBmWDDQyM+Mx2pRoCEiMpgdN8QwmUw8/vjjoePhw4czc+ZMvv/975/SwkREREREesNmNTM218PYXA+dXT427qzn881VrN1Sw4r1+4m0WxiTk8D44R4Ks+KxWszhLllERHqp1409S0tLT0UdIiIiIiL9xmoxM2ZYAmOGJdDl81NSVsfnpdV8sbWaTzfux24zBwONPC8js+OxWRVoiIgMBscNMd577z2ys7PJysoKHZ+oqVOnntB9zc3NzJo1i2eeeYbU1NQe1zZt2sRPf/pTWlpaGD9+PA888AAWi4WKigruuusuamtrycrK4tFHH8XhcJxwbSIiIiJydrCYTYwamsCooQl0+fIoLa/n89Jq1m6pZmVJJXarmVFD3Ywf7mVUthu7TYGGiMhAddwQ44477uD73/9+aPnIHXfcgWEce/uqQCCAYRhs2rTpuAUUFxczb948ysrKjnr9rrvu4qGHHmLMmDHce++9LF68mNmzZ/PAAw8we/ZsLr/8cp566imefvpp7rrrruO+n4iIiIicvSxmE4VZbgqz3Fx/SS6byxv4fHM1azdXsbq0CpvFxMihbiYM9zJ6aIICDRGRAea4Icb3v/99Jk6cGDo+kRCjNxYvXsz8+fO5++67j7i2d+9e2traGDNmDAAzZ87kP/7jP7j66qtZvXo1Tz31VOj8ddddpxBDRERERE6Y2WQiPzOe/Mx4rpuWy9Y9DawurWLN5mrWbK7GZjUxemgCE0d4GZnt1pITEZEB4IRCjMP94Ac/6NcCHn744a+9VlVVhcfjCR17PB4qKyupr68nOjoai8XS43xvuN3RJ1dwmNhshz6rM8yVyJlA40j6SmNI+kpjSPpDf4+jxMQYvjkuHZ8/QMmOWv5WvJdP1lWwurSKSLuZifnJfHNMCmPzvAo0zhD6WSR9pTF0+vW6sefp5Pf7e8z6OLRM5dDj4Xo7O6S2thm/P9AvdZ4OHR1d2GwWqqubwl2KDHIej1PjSPpEY0j6SmNI+sOpHkdJLjtXT8lm5jcz2VzewKpNVawpreTDL/YQaTczJsfDhBFeCrPisZi1betgpJ9F0lcaQ6eGyWQcc9LBSYUYa9as4X/+538oKyujo6ODQODIMMAwDF555ZWTefmQpKQkqqurQ8c1NTV4vV7i4+NpamrC5/NhNpuprq7G6/X26b1ERERERP6vHktO/i6X0l31rCqtYu3m4C4nUXYLRbkJTBieSH5mnAINEZFTrNchxrvvvsu//uu/4vf7j3lff/TNGDJkCHa7nTVr1jBu3Dhef/11pkyZgtVqZfz48bz55ptMnz6d1157jSlTpvT5/UREREREvo7FbKIw201htpsbLsmjpKyO1ZuqWLulmhXr9+OIsDA218PEEYkMz4jFbFKgISLS33odYixatAiLxcIvfvELzj//fJzO/l8DdMsttzBnzhxGjhzJo48+yrx582hubqagoIAbbrgBgPnz5zN37lwWLlxIcnIyCxYs6Pc6RERERESO5vBtW2/o8rNxZx2rSitZVVrF39btIzrSyvg8DxOGe8lLj8Nk6r/G+CIiZzMjcLS1IMcwatQovvWtb/HQQw+dqppOi8HWE+Omm67HZrOwcOHvwl2KDHJauyd9pTEkfaUxJP1hoI6jjk4f63fUsbq0kuJttbR3+oiJsjJuuJeJw70MS41VoDFADNQxJIOHxtCp0e89MWJiYoiMjOxTUSIiIiIiZyKb1cy4PA/j8jy0d/pYv72WVZsqWbFuH++v3Ysr2sb4PC8TR3gZOsSFqR+WYIuInE16HWJMnTqVv/71r/y///f/sNvtp6ImEREREZFBz241M364l/HDvbR1dFG8rZbVpVV8+GUF763ZQ5zTzsQRXiaOSCQzydkvPeVERM50vQ4xfvzjH7NhwwZuuOEGrrvuOjIyMrDZbEe9d/jw4X0uUERERERksIuwWZiUn8ik/EQOtnfx5bYaVpVUsvzzPbyzajfeuEgmjUhkYn4iQxIc4S5XRGTA6nWIMXHiRAzDIBAIsG7dumPeu2nTppMuTERERETkTBRpt3BOQRLnFCTRfLCTtVuqWVlSyZ8/LWPZJ2WkeqKZlB+coeGJ1TJuEZHD9TrEuPLKKzXVTURERESkH0RHWpkyOoUpo1NobG5nVWkVqzZVsvTDHSz9cAdDU2KYmJ/IhOFeYqO1lFtEpNchxq9+9atTUYeIiIiIyFnNFW1n2vg0po1Po6bhIKtKq1hZUsmLy7fy0ntbGZ4ex8QRXsbleYmOtIa7XBGRsOh1iCEiIiIiIqdWQmwkfz85g7+fnEFFTQurNlWysqSS/357M8+/u4XCrHgm5idSNCyBCJt+pReRs0evf+L95Cc/Oe49ZrOZiIgIkpOTmTRpEoWFhSdVnIiIiIjI2S4lwcGV52XzD9/MoryymZUllazcVEnx9lpsFhOjchKYNCKRUUPjsVrM4S5XROSU6nWI8frrr2MYBn6/n0AgcMT1Q/0yDl0zDINvf/vb3H///X2rVERERETkLGYYBhlJTjKSnFx14VC27Wlk5aZKPi+t4vPSKiLtZsbmepg0IpERmXGYTaZwlywi0u96HWK8//77zJ49G4vFwg9+8APGjh2L1+ulubmZ4uJinnjiCfbv388TTzyBz+fj97//PS+//DIFBQVcffXVp+IziIiIiIicVUyGQW5aLLlpscy+eBibdtWzsqSStVuqWbF+P84oK+PzvEzKTyQn1YVJjflF5AzR6xDjkUcewe/3s2TJEpxOZ+h8bGws559/PkVFRVx55ZUsWbKEf/u3f2PixIn8wz/8A//zP/+jEENEREREpJ+ZTSYKs9wUZrm54RIf63fUsbKkkhXr9/H+F3uJc9qZOCIYaGQkOrXToIgMar0OMT788EOuvvrqHgHG4WJiYrjwwgt54403ADCZTJx77rksXbq0b5WKiIiIiMgxWS3BJSVjcz20dXTx5dYaVm2qYvnne3hn1W4S4yKZlJ/IOQVJJMZHhbtcEZFe63WIYTabqaurO+Y9TU1N+Hy+0LFJ6/FERERERE6rCJuFyQVJTC5IovlgJ2u3VLOypJJlK8p4Y0UZWclOJuUnMWmEF1e0PdzlioickF6HGGPGjOHtt9/m2muvZdSoUUdcLykp4d1336WoqCh0btWqVaSlpfWtUhEREREROSnRkVamjE5hyugU6pvaWVlSyWcl+3npva28/Net5GfEMSk/iXF5HiLt2rJVRAauXv+E+uEPf8iqVauYPXs206dPp7CwEI/HQ3NzM+vWreP111/H5/Pxwx/+EL/fz4033khJSQn33HPPqahfRERERER6Ic5p59JJ6Vw6KZ2KmhY+K6lkZcl+fvvmJv747mZG5yRwTn4ihdlurBbNqBaRgaXXIUZ+fj6//e1vue+++3j11Vd57bXXQtcCgQDZ2dk8+OCDjBkzhr179/LZZ59x6aWXcu211/Zr4SIiIiIi0jcpCQ5mTslmxnlZ7Kg4wGcbK1lVGty21RFhYVyel3MKEhmWFqsdTkRkQDipuWJFRUUsW7aMkpIS1q9fT319PdHR0RQUFPRYRuLxePjkk0+Ij4/vt4JFRERERKR/GYbB0CEuhg5x8e2pOZSU1bOyZD8rSyr5qLiCOKedSfmJTM5PJM0brR1ORCRs+rTgLT8/n/z8/K+9brPZFGCIiIiIiAwiFrOJUUPdjBrqpr3DxxfbqvlsYyV/Wb2bt1eWk5LgYHJ3oJEQGxnuckXkLHNSIUZNTQ3vv/8+tbW1+Hw+AoFA6FpnZycNDQ18/PHHvPfee/1WqIiIiIiInF52m5nJ+UlMzk+iqbWDz0ur+LSkklc+2sErH+0gZ4iLyQWJTBjuxRllC3e5InIW6HWIUVpaynXXXUdLSwuBQCA0lexQkGEYBoFAgNjY2BN6vWXLlrFw4UK6urr4zne+06N3xqZNm5g7d27ouK6uDpfLxZ///GdeffVVHnvsMdxuNwAXXHABd955Z28/joiIiIiInABnlI0Lx6Zy4dhUahoOsnJTJZ9trOT5d7fw4vKtFGTFMzk/kaJhHuw2c7jLFZEzVK9DjCeffJLm5mauueYaJk6cyCOPPEJhYSGXXXYZ27dv549//CM2m4233nrruK9VWVnJv//7v/PKK69gs9mYNWsWkyZNIicnB4ARI0bw+uuvA3Dw4EGuvvpq7r//fgA2bNjA3LlzueKKK3r7EUREREREpA8SYiO5/JxM/n5yBrurmru3bK1k3fZa7FYzRbkJTM5PJD8zHotZO5yISP/pdYixdu1aJkyYwPz58wH46KOP2LlzJ3//938PwLRp0/inf/onnn32WX784x8f87U++eQTJk+eHJq1cckll/D222/z/e9//4h7Fy1axIQJExg/fjwA69evp6ysjEWLFpGXl8fPfvYzXC5Xbz+OiIiIiIicJMMwSE90kp7o5B8vGMrW3Q18ujG4u8lnGytxRlmZMNzLOQVJZKfEqCGoiPRZr0OMpqYmRo0aFTrOzc3lrbfeCi0tGT58OBdccAEfffTRcUOMqqoqPB5P6Njr9bJu3bqjvufixYtZtmxZ6JzH4+HGG29k7NixLFiwgAcffJDHHnvshD+H2x19wvcOBDZb8D+Vx+MMcyVyJtA4kr7SGJK+0hiS/qBxNPAkemP45rh0Ort8rCmt4oO1e/h43T7+unYvKQkOLhiXxoXjUklyO8JdKqAxJH2nMXT69TrEcDqddHR0hI7T0tJob29n586dZGdnA5CZmcmnn3563Nfy+/090tjDe2wc7o033uDiiy8O9b8AeOqpp0LPb775ZqZNm9arz1Fb24zfHzj+jQNER0cXNpuF6uqmcJcig5zH49Q4kj7RGJK+0hiS/qBxNPANTYxm6GXDuebCHNZsruLTjfv50zul/OmdUnKGuDinMIkJw71ER1rDUp/GkPSVxtCpYTIZx5x00OsFagUFBXz00Ue0t7cDkJOTQyAQYO3ataF7ysvLMZuP38wnKSmJ6urq0HF1dTVer/eI+5YvXx5argLBmRm///3vQ8eBQOCE3k9ERERERE6vqAgL541O4e7ZY/n17efyj+dn09rexR/f2cydT37Mk0vXsWZzFZ1d/nCXKiKDQK9nYlx77bXcfvvtzJgxg5///OeMGzeO/Px8Hn30UTo7O6mpqWH58uVMmjTpuK917rnn8uSTT1JXV0dkZCTvvvsuP//5z3vcEwgE2LhxI0VFRaFzUVFRPPfccxQVFTF69Gief/75Xs/EEBERERGR08vtigg1BC2vbObTjfv5rKSSL7bWEGW3MGFEsH/GsFSX+meIyFH1OsS48MILmTdvHo8//nhoFsVPfvITbrnlFh588EECgQAxMTHH7YcBkJiYyJ133skNN9xAZ2cnV111FaNGjeKWW25hzpw5jBw5krq6OqxWK3a7PfR9ZrOZxx9/nPvvv5+2tjYyMzN55JFHevtRREREREQkDAzDICPJSUaSk6svHMqmsno+2bifTzfu58MvK0hwRTC5IIlzC5NIio8Kd7kiMoAYgf/P3p3HR1Xf+x9/z5ptkkyWmclkJSQQliSAIoTVHVDABW1FFGxd2t6212pbWqxWq9xWL6Vaq8j9dbm2t1KLdUFpEVHqBmEJiISwhJ2ELJOFJOyQZOb3R3BsCihhEiZDXs+/cuacIZ8TPpxH5s138fnOa2GIkydPyuv1Kjw8XJJUWVmp9957T2FhYbriiivkcrk6tdDOFmprYtxzz3RZrWbNn/9isEtBiGPuHgJFDyFQ9BA6A310cTp+skWfbK/VqpJqbdnXIJ9PynTHaMRAl4YNcCkm0tpp34seQqDooa7xZWtidHgkhiSdOHFCa9euVUVFRbtFPj87984770iSZsyYcT5/PAAAAIAeKNxq1shct0bmutVw6ITWbPG0LQj63g4t/OdO5WbGa0RukgZnJ8pqYU08oCfqcIixbds2fetb35LH45HUtmbFZz6bt/bZLiOEGAAAAADOR1x0mCYMT9eE4enaX/P5+hkb39ysiDCTLs1pWz8jJ90uI+tnAD1Gh0OMX/ziF6qurtbNN9+sQYMGtVurAgAAAAA6W6rTpq84s3XL5VkqLWtbP6NoW41WFFcpPiZMBQOSNCI3SSmJUcEuFUAX63CIsXnzZl133XV68sknu6IeAAAAADgjo9Gg/r3i1b9XvO4c16pPd9Rp1eZqLV1TpiWr9yndZdPIgUkaPsClWBv/2QpcjDocYkRGRsrhcHRFLQAAAABwTsIsJg0f4NLwAS41HTmptVs9WlVSrb/+c6cWvr9TA3u1rZ9xZBkuAwAAIABJREFUSR+HwqysnwFcLDocYtxwww1aunSpHnzwQUVERHRFTQAAAABwzmKjrLp2aJquHZqmqvojWrW5WqtKPPrd4i0Ks5g0NMehkblJysmIY/0MIMR1OMT43ve+p127dumGG27QbbfdppSUFFmtZ97q6Oqrrw64QAAAAAA4V+6EKE0Zm6WbxvTWzv1NKiypUtG2Gq0sqVZ8TJhGDEzSyNwkORzRwS4VwHnocIjh8XhUVlam8vJy/epXvzrjNZ/tTrJ169aACwQAAACAjjIaDOqbZlffNLumXdNXG3bUqbCkWktW79M/Vu1TTnqchvVz6LL+LtkiLMEuF8A56nCI8bOf/Uy7d+/WkCFDNGTIEEVGRnZFXQAAAADQKaz/sn5G4+ETWr3Zo7XbavTnZdv18vIdGpSdqJG5ScrrnSCzyRjscgF8gQ6HGBs2bNDo0aP1+9//vivqAQAAAIAuY7eFacLwdN05cYA+2VyllZuqtXpLtdaX1soWYVHBAJdG5bmV7rLJwPoZQLfT4RAjLCxMOTk5XVELAAAAAFwQBoNB6a5opbui9ZUrs1Sy54AKS6r1wacVem/9fqUkRmlkXpIKBiQpLprtWoHuosMhxtVXX62PPvpIDzzwgCwW5o4BAAAACG1mk1GDsxM1ODtRR443q2hrjVaWVOlv7+/Sqx/s0sBe8RqZm6QhfR0Ks7BdKxBMHQ4xfvjDH2rGjBmaPn26pk6dqoyMjLNutdqvX7+ACwQAAACACyUq3KIrhqToiiEp8hw4qpUl1VpVUq3fLt6icKtJQ/s5NSo3SX3S7GzXCgRBh0OMUaNGSZJaW1u1cePGL7yW3UkAAAAAhCpXfKSmjO2tm8ZkantZowpLqlW0rUYriquUGBuukblJGpGbJFccmx0AF0qHQ4zJkyezwA0AAACAHsNoMKhfRpz6ZcTpjnF99cn2WhVuqtLilXv11sq9yk6J1ci8JA3r51RkOFPuga7U4RDjqaee6oo6AAAAAKDbC7OYNGJgkkYMTFLDoRNavblaK0uq9X9LS/WXd3doSJ+27Vpze8fLZGS7VqCzdTjEAAAAAABIcdFhuq4gQxOGp2tv9SEVllRrzRaPirbVKCbSooKBSRqZm6R0V3SwSwUuGoQYAAAAABAAg8GgTHeMMt0xuu2qbG3aVa/CkmotX79fy4rKleqwaVRekgoGuBRrY7tWIBCEGAAAAADQScwmo4b0dWhIX4cOH2vWmi0eFZZUa+E/d+pv7+9Sbu94jc5za1B2oixmppsAHRX0EGPx4sWaP3++WlpadNddd+mOO+5od/7555/Xa6+9ppiYGEnSV7/6Vd1xxx2qrKzUzJkzVV9fr8zMTM2dO1dRUVHBuAUAAAAAOI0twqKrL03V1ZemqrLuiApLqlVYUqUXdtUrKtysggFJGpWfpAxXNJsnAOcoqCGGx+PRM888o9dff11Wq1VTp07V8OHDlZ2d7b+mpKRETz/9tIYMGdLuvY8//rimTZumiRMnat68eXrhhRc0c+bMC30LAAAAAPClkhOjdOsVWZoytre27D2gFZuq9OHGSi3/ZL9SHFEalevWiNwkxUZZg10q0K0FdfxSYWGhCgoKZLfbFRkZqfHjx2vp0qXtrikpKdH/+3//T5MnT9YTTzyhEydOqLm5WUVFRRo/frwkacqUKae9DwAAAAC6G6PRoNzeCfrWjbl65j9Hafr4HIVZTHrl/Z36wfMr9ZtXi7W+tEYtrd5glwp0S0EdiVFTUyOHw+E/djqdKi4u9h8fOXJE/fv318yZM5WRkaFZs2bphRde0B133CGbzSazua18h8Mhj8dzwesHAAAAgPMVFW7RlUNSdOWQFFXWHdHKkioVllTr0511skVYNHyAS6Pz3Ep32ZhuApwS1BDD6/W2+8fo8/naHUdFRel3v/ud//juu+/WT37yE02bNu20f8Qd/UedkGA7z6qDw2r9LLBheyYEjj5CoOghBIoeQmegjxCo7tRDDke0BvVP0jenePXpjlotLyrXRxsrtXz9fvVyx+jqy9J1xSWpskezu0l30p16qKcIaoiRlJSkdevW+Y9ra2vldDr9x5WVlSosLNStt94qqS3kMJvNio+P16FDh9Ta2iqTyXTa+85Fff1heb2+zrmRC+DkyRZZrWbV1h4KdikIcQ5HNH2EgNBDCBQ9hM5AHyFQ3bmH0hMi9fUJOfrqFb21dotHKzZV6w9vleiPf9+svN4JGpXn1qDsBJlN7G4STN25h0KZ0Wj4wkEHQe36kSNHatWqVTpw4ICOHTumZcuWaezYsf7z4eHh+uUvf6ny8nL5fD4tWLBA1157rSwWi4YOHaolS5ZIkhYtWtTufQAAAAAQ6qLCLbryklT99K6hmn3vcI27LE17qg5q3hub9P3nV+ov725XmYcP0ehZgjoSw+Vy6cEHH9SMGTPU3NysW2+9Vfn5+brvvvt0//33Ky8vT0888YT+4z/+Q83Nzbrkkkv09a9/XZL02GOPadasWZo/f77cbreefvrpYN4KAAAAAHSZlMQofeXKbE25vLc272nQik1V+uDTCr23fr/SnDaNynOrYIBLMexugoucwefzhc6cik4UatNJ7rlnuqxWs+bPfzHYpSDEMewNgaKHECh6CJ2BPkKgLoYeOnysWWu3erRyU5X2VB2SyWhQflbbdJP8LKabdLWLoYe6oy+bThLUkRgAAAAAgPNji7DoqktSddUlqaqoPayVJdVaVVKtDTvadjcZMTBJo/KSlO5i8UlcPAgxAAAAACDEpThs+uqV2brl8t4q2X1AKzdV6f0N+/XuunKln5puMnygSzGRTDdBaCPEAAAAAICLhMlo1KDsRA3KTtThY81as6VtusnLy3folfd3Kj8rQaPz3crrzXQThCZCDAAAAAC4CNkiLLr60lRdfWmq9tce1spNVVq12aMNO+oUHfnZdBO30pxnX38A6G4IMQAAAADgIpfqsOm2q/rolsuzVLKnbbrJ8vX7tayoXOkum8bkJ2v4AJdsEZZglwp8IUIMAAAAAOghzCajBmcnavCp6SarN1drxaYqLXh3uxb+c4eG9HFodL5bA3vFy2g0BLtc4DSEGAAAAADQA9kiLLpmaJquGZqmMs8hrSiu0uotHhVtq1FcdJhG5iZpdL5brrjIYJcK+BFiAAAAAEAPl+6K1rRro/WVK7O1cWedVmyq0pLV+/SPVfvUN82u0XluDe3nULiVj5AILjoQAAAAACBJspiNGtrPqaH9nGo4dEKFJVVaUVyl/12yVQve267L+jk1Jt+t7JRYGQxMN8GFR4gBAAAAADhNXHSYJo7opesLMrRjf5NWbKpS0dYarSiukis+UqPzkjQy16246LBgl4oehBADAAAAAHBWBoNBfdPs6ptm17Rr+mjdtlqtKK7Uax/u1usf7VZe7wSNznNrcJ9EmU3GYJeLixwhBgAAAADgnIRbzRqd79bofLc8B45qxaYqFZZU64VFJbJFWFQw0KXReW6lu6KDXSouUoQYAAAAAIAOc8VH6pbLs3TzmN7avPeAVhRX6YMNFXpv3X5luKI1Ot+t4QNcskVYgl0qLiKEGAAAAACA82Y0GpTXO0F5vRN0+Fiz1mzx6OPiSi14d7sW/nOHhvRxaEy+WwN6xctoZDFQBIYQAwAAAADQKWwRFl19aaquvjRVZZ5DWlFcpdVbPCraVqO46DCNykvSqDy3XHGRwS4VIYoQAwAAAADQ6dJd0Zp2bbS+cmW2Nu6s04pNVfrHqn36e+E+9U2za3SeW0P7ORRu5WMpzh3dAgAAAADoMhazUUP7OTW0n1MNh06osKRKK4qr9L9LtmrBe9t1WT+nxuS7lZ0SK4OB6Sb4YoQYAAAAAIALIi46TBNH9NL1BRnasb9JKzZVqWhrjVYUV8kVH6nReUkametWXHRYsEtFN0WIAQAAAAC4oAwGg/qm2dU3za5p1/TRum21WlFcqdc+3K3XP9qtvN4JGp3n1uA+iTKbjMEuF91I0EOMxYsXa/78+WppadFdd92lO+64o9359957T88995x8Pp9SU1P15JNPKjY2Vm+88YZ+9atfKSEhQZJ0xRVX6MEHHwzGLQAAAAAAzlO41azR+W6NznfLc+CoVmyqUmFJtV5YVCJbhEUFA10anedWuis62KWiGwhqiOHxePTMM8/o9ddfl9Vq1dSpUzV8+HBlZ2dLkg4fPqyf/exneu211+RyufTss8/queee0yOPPKKSkhLNmjVLkyZNCuYtAAAAAAA6iSs+UrdcnqWbx/TW5r0HtKK4Sh9sqNB76/YrwxWt0fluDR/gki3CEuxSESRBHZdTWFiogoIC2e12RUZGavz48Vq6dKn/fHNzsx577DG5XC5JUk5OjqqqqiRJmzZt0htvvKHJkyfrhz/8oZqamoJyDwAAAACAzmU0GpTXO0H/cVOunv7uaN1xbV/55NOCd7fr+8+v1P+8WaLNew/I6/MFu1RcYEENMWpqauRwOPzHTqdTHo/HfxwXF6drr71WknT8+HH99re/1TXXXCNJcjgc+va3v6233npLbrdbTzzxxIUtHgAAAADQ5WwRFl19aap+9vVh+tnXL9Plg5O1ec8B/eqvn+rH81fpzRV7VNd0LNhl4gIJ6nQSr9fbbgsdn893xi11Dh06pO985zvq16+fbr75ZknSvHnz/Ofvvfdef9hxrhISbOdZdXBYT+2d7HAwDwyBo48QKHoIgaKH0BnoIwSKHgo9Dke0Ls1N1snmVq0uqdK7a8v01so9emvlHg3q49C4YRkanpskq8V0werBhRXUECMpKUnr1q3zH9fW1srpdLa7pqamRvfcc48KCgr0k5/8RFJbqPHaa6/pa1/7mqS28MNk6liT1tcfltcbOkOPTp5skdVqVm3toWCXghDncETTRwgIPYRA0UPoDPQRAkUPhb7+qbHqn5qnuqZjWrmpWiuKqzTnpXWKCjerYGCSxuR37WKg9FDXMBoNXzjoIKghxsiRI/Xcc8/pwIEDioiI0LJlyzR79mz/+dbWVn3rW9/Sddddp29/+9v+1yMjI/X73/9eQ4YM0aBBg/TSSy91eCQGAAAAACD0JcZG6MbRmZo8qpe27m3Qx8WV+vDTCi1f37YY6JhBbhUMcCkynMVALwZBDTFcLpcefPBBzZgxQ83Nzbr11luVn5+v++67T/fff7+qq6u1ZcsWtba26p133pEk5ebm6uc//7l+/etf62c/+5mOHz+uXr16ac6cOcG8FQAAAABAEBkNBg3MjNfAzHgdPtas1Zur9XFxlV5atl0L/7lTl/Z1aEy+WzkZcTKeYRkDhAaDz9czl3MNtekk99wzXVarWfPnvxjsUhDiGPaGQNFDCBQ9hM5AHyFQ9FDPsa/6kD4urtTqzR4dPdGixNhwjc53a3SeW/Ex4ef959JDXaNbTycBAAAAAKArZSRFKyMpR1+9Mluf7KjVxxurtOjjPXrz4z0amBmvMYOSNTg7URZzUDfvxDkixAAAAAAAXPSsFpMKBiSpYECSahuPaeWmKq3YVKX5i0pki7CoYKBLY/OTleoMrZ0sexpCDAAAAABAj+KwR+imMb11w6hMbdl7QB8XV+mDDRV6b91+9UqK1phByRre36XIcD4ydzf8jQAAAAAAeiSj0aDc3gnK7Z2gw8eataqkWh8XV+rP75Tqr8t3aGiOQ2Pyk9U33c5ioN0EIQYAAAAAoMezRVh07WVpumZoqvZWH9KK4iqt3uLRqs0eOezhGp2frNF5bsVFhwW71B6NEAMAAAAAgFMMBoMy3THKdMfoq1dl65PSWn1cXKk3PtqtRR/vVm5mgsbku3VNXFSwS+2RCDEAAAAAADiDMItJI3KTNCI3STUNR7ViU7VWbqrSC4tK9NK721UwwKUx+W6lOFgM9EIhxAAAAAAA4Es44yI1ZWxv3TQ6UyV7DqiotFbL1+/XsqJyZbpjNGaQW8P7uxQRxsfsrsRPFwAAAACAc2Q0GpSflaCrC3pp1756rd7s0cfFlfq/paX663s7NLSfU2Py3eqbZpeBxUA7HSEGAAAAAADnISbSqnGXpenaoanaU3VIK4ortWarR4Ul1XLGRWhMvlsjc1kMtDMRYgAAAAAAEACDwaDeyTHqnRyj267uo3XbarSiuEqvfbhbr3+0W3m9EzQmP1mDshNkNhmDXW5II8QAAAAAAKCThFlMGpXn1qg8tzwNR7WiuEorN1Vp3hubFB1p0cjcJI3JT1ZyIrubnA9CDAAAAAAAuoArLlK3XJ6lm8ZkqmT3Aa0ortJ76/brnbXlykqO0ZhBybqsn5PFQDuAnxQAAAAAAF3IZDRqUHaiBmUn6uCRk1q1uVofF1fpj29v01/e267L+jk1Jj9ZfVJjWQz0SxBiAAAAAABwgcREWTV+WLrGXZam3ZUH9XFxldZu9Wjlpmq54iNPLQaaJLuNxUDPhBADAAAAAIALzGAwKCslVlkpsbr96j5aV1qjjzdW6tUPdun1D3crPytBY/LdystiMdB/RYgBAAAAAEAQhVk/Xwy0+sCpxUBLqvTpzjrFRFlPLQbqljuBxUAJMQAAAAAA6CaS4iN16xVZunlspjbtPqCPN1bq3aJyLV1TpuzUWI3Jd+uyfk6FW3vmx/meedcAAAAAAHRjJqNRg7MTNTg7UU1HTqqwpEofb6zSi0u26S/v7dDw/k6Nzk9WVnJMj1oMNOghxuLFizV//ny1tLTorrvu0h133NHu/NatW/Xwww/ryJEjGjp0qB5//HGZzWZVVlZq5syZqq+vV2ZmpubOnauoKIbWAAAAAAAuLrFRVl03PEMThqVrZ0WTPt5YpTVbavTRxiolJ0ZpdF7bYqAxUdZgl9rlgro6iMfj0TPPPKO//OUvWrRokRYuXKidO3e2u2bmzJl69NFH9c4778jn8+mVV16RJD3++OOaNm2ali5dqtzcXL3wwgvBuAUAAAAAAC4Ig8GgPql23T2xv57+7ih97bp+irCa9Mr7O/WDeSs17/VNKt5VJ6/XF+xSu0xQQ4zCwkIVFBTIbrcrMjJS48eP19KlS/3nKyoqdPz4cQ0ePFiSNGXKFC1dulTNzc0qKirS+PHj270OAAAAAEBPEBFm1thByXp4xlDNvne4rhmaqu37G/XrvxVr5vxCvf7RLtU3HQ92mZ0uqCFGTU2NHA6H/9jpdMrj8Zz1vMPhkMfjUUNDg2w2m8xmc7vXAQAAAADoaVISo3TbVX30q++M0nduzlWa06Z/rNqn51/fFOzSOl1Q18Twer3tFiDx+Xztjs92/t+vk9ThhUwSEmznWXVwWK2fBTbRQa4EFwP6CIGihxAoegidgT5CoOghBKo79pA7KVYTRmepvumYTjZ75Ui8uNaODGqIkZSUpHXr1vmPa2tr5XQ6252vra31H9fV1cnpdCo+Pl6HDh1Sa2urTCbTae87F/X1h0NqntDJky2yWs2qrT0U7FIQ4hyOaPoIAaGHECh6CJ2BPkKg6CEEKhR6yCx1+xr/ndFo+MJBB0GdTjJy5EitWrVKBw4c0LFjx7Rs2TKNHTvWfz4lJUVhYWFav369JOnNN9/U2LFjZbFYNHToUC1ZskSStGjRonbvAwAAAAAAF5+ghhgul0sPPvigZsyYoZtuukmTJk1Sfn6+7rvvPm3a1DZ3Z+7cuXryySc1YcIEHT16VDNmzJAkPfbYY3rllVd0/fXXa926dXrggQeCeSsAAAAAAKCLGXw+X+jMqehEoTad5J57pstqNWv+/BeDXQpCXCgMe0P3Rg8hUPQQOgN9hEDRQwgUPdQ1uvV0EgAAAAAAgHNFiAEAAAAAAEICIQYAAAAAAAgJhBgAAAAAACAkEGIAAAAAAICQYA52AcFiNBqCXUKHOJ1OWSymkKsb3RN9hEDRQwgUPYTOQB8hUPQQAkUPdb4v+5n22C1WAQAAAABAaGE6CQAAAAAACAmEGAAAAAAAICQQYgAAAAAAgJBAiAEAAAAAAEICIQYAAAAAAAgJhBgAAAAAACAkEGIAAAAAAICQQIgBAAAAAABCAiEGAAAAAAAICYQYIWLx4sW6/vrrNW7cOC1YsCDY5SBETJ8+XRMnTtSNN96oG2+8URs3blRhYaEmT56scePG6Zlnngl2ieimDh8+rEmTJmn//v2SdNa+2bp1q6ZMmaLx48fr4YcfVktLS7BKRjfz7z300EMPady4cf7n0bvvviuJHsLZPf/885o4caImTpyoOXPmSOJZhI45Uw/xLEJHPfvss7r++us1ceJEvfjii5J4FgWdD91edXW178orr/Q1NDT4jhw54ps8ebJvx44dwS4L3ZzX6/WNHj3a19zc7H/t2LFjvssvv9xXVlbma25u9t19992+Dz74IIhVojv69NNPfZMmTfINHDjQV15e/oV9M3HiRN+GDRt8Pp/P99BDD/kWLFgQzNLRTfx7D/l8Pt+kSZN8Ho/ntGvpIZzJypUrfbfddpvvxIkTvpMnT/pmzJjhW7x4Mc8inLMz9dCyZct4FqFD1qxZ45s6daqvubnZd+zYMd+VV17p27p1K8+iIGMkRggoLCxUQUGB7Ha7IiMjNX78eC1dujTYZaGb2717tyTp7rvv1g033KCXXnpJxcXFysjIUFpamsxmsyZPnkwv4TSvvPKKHnvsMTmdTkk6a99UVFTo+PHjGjx4sCRpypQp9BMknd5Dx44dU2VlpX7yk59o8uTJ+s1vfiOv10sP4awcDodmzZolq9Uqi8WirKws7d27l2cRztmZeqiyspJnETpk2LBh+r//+z+ZzWbV19ertbVVBw8e5FkUZOZgF4AvV1NTI4fD4T92Op0qLi4OYkUIBQcPHtSIESP005/+VM3NzZoxY4buvffe03rJ4/EEsUp0Rz//+c/bHZ/pGeTxeE573eFw0E+QdHoP1dXVqaCgQI899piio6P1zW9+U6+++qr69OlDD+GM+vTp4/967969evvtt3XnnXfyLMI5O1MPLViwQGvXruVZhA6xWCz6zW9+o//93//VhAkT+L2oG2AkRgjwer0yGAz+Y5/P1+4YOJMhQ4Zozpw5io6OVnx8vG699Vb95je/oZfQYWd7BvFswrlKS0vTvHnz5HQ6FRERoenTp+vDDz+kh/ClduzYobvvvls/+tGPlJaWxrMIHfavPdS7d2+eRTgv999/v1atWqWqqirt3buXZ1GQEWKEgKSkJNXW1vqPa2tr/UN0gbNZt26dVq1a5T/2+XxKSUmhl9BhZ3sG/fvrdXV19BPOqLS0VO+8847/2OfzyWw200P4QuvXr9fXvvY1/eAHP9DNN9/Mswgd9u89xLMIHbVr1y5t3bpVkhQREaFx48ZpzZo1PIuCjBAjBIwcOVKrVq3SgQMHdOzYMS1btkxjx44Ndlno5g4dOqQ5c+boxIkTOnz4sN544w19//vf1549e7Rv3z61trbq73//O72ELzVo0KAz9k1KSorCwsK0fv16SdKbb75JP+GMfD6ffvGLX6ipqUnNzc1auHChrr32WnoIZ1VVVaXvfOc7mjt3riZOnCiJZxE65kw9xLMIHbV//3498sgjOnnypE6ePKnly5dr6tSpPIuCjDUxQoDL5dKDDz6oGTNmqLm5Wbfeeqvy8/ODXRa6uSuvvFIbN27UTTfdJK/Xq2nTpmnIkCF66qmn9J//+Z86ceKELr/8ck2YMCHYpaKbCwsLO2vfzJ07V4888ogOHz6sgQMHasaMGUGuFt1Rv3799I1vfEO33367WlpaNG7cOE2aNEkSPYQz+8Mf/qATJ07oqaee8r82depUnkU4Z2frIZ5F6IjLL79cxcXFuummm2QymTRu3DhNnDhR8fHxPIuCyODz+XzBLgIAAAAAAODLMJ0EAAAAAACEBEIMAAAAAAAQEggxAAAAAABASCDEAAAAAAAAIYEQAwAAAAAAhAS2WAUAAN3Kf/3Xf6moqEiStGvXLqWkpCg8PFy7d+/Wd7/7XX3zm98McoUAACBY2GIVAAB0W1dddZWeffZZ5eXlBbsUAADQDTASAwAAhITnnntODQ0NevTRR3XVVVdp0qRJWr16tZqamnTvvffqk08+0ebNm2U2mzV//ny5XC55PB498cQTqqqqUnNzsyZOnKhvfetbwb4VAABwnlgTAwAAhKQTJ07olVde0fe+9z09+uijuuuuu/TWW2/J7XbrjTfekCTNnDlTt9xyi15//XW9+uqrKiws1JIlS4JcOQAAOF+MxAAAACFp3LhxkqS0tDQlJiaqX79+kqT09HQ1NTXp6NGjKioqUlNTk5599llJ0tGjR7Vt2zZdf/31QasbAACcP0IMAAAQkqxWq/9ri8Vy2nmv1yufz6e//vWvioiIkCQdOHBAYWFhF6xGAADQuZhOAgAALko2m02DBw/Wiy++KEk6ePCgbr/9di1fvjzIlQEAgPPFSAwAAHDRmjt3rmbPnq3Jkyfr5MmTmjRpkm644YZglwUAAM4TW6wCAAAAAICQwHQSAAAAAAAQEggxAAAAAABASCDEAAAAAAAAIYEQAwAAXFCzZs3SH/7wh2CX4Xcu9Rw6dEgzZsy4QBUBAICzIcQAAAD4Ek1NTdq0aVOwywAAoMdji1UAANDp1qxZo7lz5yo5OVm7d+9WeHi4nnrqKWVlZUmSNmzYoKlTp6qurk59+vTRr371K0VGRurVV1/VwoUL1dzcrKamJt13332aNm2aamtr9eMf/1gNDQ2SpMsvv1wPPPCAJOlvf/ubXn75ZXm9Xtntdv30pz/1f59zrecz69at05w5c3Ts2DFZLBY98MADGjt2rB566CEdP35cN954o15//XWZTKYL8FMEAAD/jpEYAACgS5SUlGj69OlavHixpkyZopkzZ/rPeTwevfjii3rnnXfk8Xi0bNkyHTlyRH/729/029/+VosWLdIzzzyjX/7yl5KkV155RampqXrjjTe0YMEC7du3T4cOHdIIzcJDAAAgAElEQVTatWu1aNEiLViwQIsWLdK9996r7373ux2uR5IaGhp0//336+GHH9bixYv13//935o5c6bKy8v15JNPKjw8XG+++SYBBgAAQcRIDAAA0CX69eunoUOHSpJuueUWPfHEE/6RFNdcc40iIiIkSX369NGBAwcUFRWl//mf/9GHH36ovXv3atu2bTp69KgkacyYMfrGN76hqqoqjRw5Uj/4wQ8UHR2tDz74QPv27dPUqVP93/fgwYNqbGyU3W4/53okqbi4WOnp6Ro0aJC/rksuuURr167V8OHDu+inBAAAOoIQAwAAdIkzjVj47DWz+fNfQQwGg3w+n6qrq3Xbbbfpq1/9qi699FJNmDBB77//viQpPz9fy5cv16pVq7R69Wp95Stf0e9+9zt5vV7deOON/lEVXq9XNTU1io2N7VA9ktTa2iqDwdDuvM/nU0tLy3ncPQAA6ApMJwEAAF1i27Zt2rZtmyRp4cKFGjJkiGJiYs56fUlJieLj4/Xtb39bo0eP9gcYra2tmjt3rl544QVdc801evjhh5Wdna0dO3Zo9OjR+sc//qGamhpJ0ssvv6y77rrrvOoZPHiwdu/ereLiYknSjh07VFRUpGHDhslsNqu1tVU+ny/wHwwAADhvjMQAAABdIjExUb/+9a9VUVGh+Ph4zZkz5wuvHzVqlF599VVNmDBBBoNBw4YNU3x8vPbt26e77rpLs2bN0qRJk2S1WpWTk6OJEyfKarXqvvvu09133y2DwSCbzabnn3/+tBEV51JPfHy8nn32Wc2ePVvHjx+XwWDQk08+qczMTLW2tio/P18TJ07UggULFBcX16k/KwAAcG4MPv5LAQAAdLI1a9Zo9uzZ+vvf/x7sUiR1v3oAAMD5YToJAAAAAAAICYzEAAAAAAAAIYGRGAAAAAAAICQQYgAAAAAAgJBAiAEAAAAAAEJCj91itaHhiLze0FkO5Mc//r4sFpP+679+GexSEOISEmyqrz8c7DIQwughBIoeQmegjxAoegiBooe6htFoUFxc1FnP99gQw+v1hVSIUVNTI6vVHFI1o/uijxAoegiBoofQGegjBIoeQqDooQuP6SQAAAAAACAkEGIAAAAAAICQQIgBAAAAAABCAiEGAAAAAAAICYQYAAAAAAAgJHTbEGPx4sW6/vrrNW7cOC1YsOC081u3btWUKVM0fvx4Pfzww2ppaQlClQAAAAAA4ELpliGGx+PRM888o7/85S9atGiRFi5cqJ07d7a7ZubMmXr00Uf1zjvvyOfz6ZVXXglStQAAAAAA4ELoliFGYWGhCgoKZLfbFRkZqfHjx2vp0qX+8xUVFTp+/LgGDx4sSZoyZUq78xcjr9eno8eb1dziDXYpAAAAAAAEhTnYBZxJTU2NHA6H/9jpdKq4uPis5x0OhzweT4e+R0KCLfBCL6Cmo82qOXBU//nrj5STEa/crATlZiUoJyNeYRZTsMtDiHE4ooNdAkIcPYRA0UPoDPQRAkUPIVD00IXXLUMMr9crg8HgP/b5fO2Ov+z8uaivPyyv1xd4sReIPcqqiDCTrhiSotKyRv313VL5lklmk0GZ7hj1TbMrJ92u7JRYhVu75V8rugmHI1q1tYeCXQZCGD2EQNFD6Az0EQJFDyFQ9FDXMBoNXzjooFt+2k1KStK6dev8x7W1tXI6ne3O19bW+o/r6uranb8YGQxSTFSYpl7dR5J09HiLduxvVGl5o0rLGvX26jL9Y9U+mYwGZSRFK+dUqNEn1a6IsG751wwAAAAAQId0y0+3I0eO1HPPPacDBw4oIiJCy5Yt0+zZs/3nU1JSFBYWpvXr1+vSSy/Vm2++qbFjxwax4gsvMtysQdmJGpSdKEk6dqJFuyqa/KHGsqJyvb2mTAaDlO76PNTom2ZXVLglyNUDAAAAANBx3TLEcLlcevDBBzVjxgw1Nzfr1ltvVX5+vu677z7df//9ysvL09y5c/XII4/o8OHDGjhwoGbMmBHssoMqIsys3N4Jyu2dIEk60dzaFmqUtY3W+OcnFVpWVC6DpFSnrV2oER1pDW7xAAAAAACcA4PP5wudhSE6UaitiXHPPdNltZo1f/6L5/X+5pZW7a486A81dlU06eSpnU5SEqPUN91+KtiIU2wUocbFjLl7CBQ9hEDRQ+gM9BECRQ8hUPRQ1wjJNTHQ+Sxmk3LS45STHidJamn1ak/V56FG4aZqvf9JhSQpKT5SOf8SasRFhwWzdAAAAAAAJBFi9Fhmk1F9UtsW/pyktlBjn+eQtp8KNdZu9ejDTyslSU57xL+M1LArMTYiuMUDAAAAAHokQgxIags1spJjlZUcq+sKMuT1+lRWc6htpEZZozZsr9WK4ipJUkJM+L+M1LDLYY/o8Ba3AAAAAAB0FCEGzshoNKhXUox6JcVo/LB0eX0+7a85rNLyRm0va1TxrnoVllRLkuKiw5STZveP1kiKjyTUAAAAAAB0OkIMnBOjwaB0V7TSXdG6dmiafD6fKuuOaHt52/STrfsatHqLR5IUG2VV31OjNHLS7EpOjCLUAAAAAAAEjBAD58VgMCjFYVOKw6YrL0mVz+eTp+GYSssaVFreNgWlaFuNJMkWYWk3UiPVaZORUAMAAAAA0EGEGOgUBoNBSfGRSoqP1OWDU+Tz+VTbdFylZQ3+xULXb6+VJEWFm9Un9dRIjXS70p3RMhoJNQAAAAAAX4wQA13CYDDIaY+Q0x6hMfnJkqT6puMqLW/wb+v66c46SVJEmEl9Uu1tU1DS7MpIipbZZAxm+QAAAACAbogQAxdMQmy4Rsa6NTLXLUlqOHRCpeWfj9Qo3lUvSQqzmJSdEqO+6XHKSbMr0x0ji5lQAwAAAAB6OkIMBE1cdJgKBiSpYECSJKnpyMm2hUJPravxxke7JUkWs1FZyTHKORVqZKXEyGI2BbN0AAAAAEAQEGKg24iNsuqyfk5d1s8pSTp09KS2lzf5R2u8tWKPfJLMJoN6u0+N1Ei3Kzs5VmFWQg0AAAAAuNgRYqDbio606tIchy7NcUiSjhxv1o5ToUZpWaP+sWqv/l4omYwG9XJHKyftVKiREquIMFobAAAAAC42fNJDyIgKt2hwn0QN7pMoSTp2okU79n8+UuOdtWVasnqfjAaDMpJsykmLU990u/qmxioy3BLk6gEAAAAAgSLEQMiKCDMrPytB+VkJkqQTJ1u1s+LzkRrvrS/X0rVlMkhKc9n8IzX6ptlliyDUAAAAAIBQQ4iBi0aY1aSBmfEamBkvSTrZ3KpdlQdVWtag7eWN+uDTCr27rlySlOqIahdqxERZg1k6AAAAAOAcEGLgomW1mNQ/I079M+IkSc0tXu2pOqjS8kZtL2vQx5sqtfyT/ZIkd0Kkf/eTnHS77LawYJYOAAAAADgDQgz0GBazUX3T2kZeaGQvtbR6ta/6kErLG1Va1qjVm6v1wYYKSZIrLkI56Xb/aI34mPAgVw8AAAAAIMRAj2U2GZWVEquslFhdX5ChVq9XZZ7DKi1r1PbyRq3bVquPNlZJkhJjw9uFGomx4TIYDEG+AwAAAADoWQgxgFNMRqMy3THKdMdowvB0eb0+7a9tCzVKyxu1cWe9Vm6qliTFx4Spb5r91PSTOLniIgg1AAAAAKCLEWIAZ2E0GpTuila6K1rXXpYmr8+nyroj/lBjy54DWr3ZI0mKtVnbAo00u/qmxyk5IZJQAwAAAAA6WbcMMSorKzVz5kzV19crMzNTc+fOVVRUVLtrampq9NBDD6murk5Go1E/+tGPNGLEiCBVjJ7AaDAo1WFTqsOmqy9Nlc/nU/WBo/5Qo7SsQWu31kiSoiMt7UZqpDiiZCTUAAAAAICAdMsQ4/HHH9e0adM0ceJEzZs3Ty+88IJmzpzZ7po5c+boqquu0h133KHdu3dr+vTp+uijj2QymYJUNXoag8Egd0KU3AlRumJIinw+n2oaj7WFGmWN2l7eoPWltZKkqHBzu1AjzWmT0UioAQAAAAAd0e1CjObmZhUVFWnevHmSpClTpujOO+88LcS49tprVVBQIEnKyMjQiRMndPToUUVHR1/wmgGpLdRwxUXKFRepsYOSJUl1jcf8u5+Uljdow446SVJEmFl9UmP9i4VmJNlkMhqDWT4AAAAAdHvdLsRoaGiQzWaT2dxWmsPhkMfjOe268ePH+7/+wx/+oP79+3cowEhIsAVe7AVktX728yCkCSUOR7T693H6j+saj6lkV51KdterZFed/vb+LklSRJhJ/XslKDcrQbm9E5WdZpfF3HWhBn2EQNFDCBQ9hM5AHyFQ9BACRQ9deEENMd5++209+eST7V7LyMg4bUHEL1og8Y9//KMWLlyol156qUPfu77+sLxeX4feE0wnT7bIajWrtvZQsEtBgAam2zUw3a7brshS4+ET2u4fqdGoT0rb1tSwmtu2f20bqWFX7+QYWcydM1XK4YimjxAQegiBoofQGegjBIoeQqDooa5hNBq+cNBBUEOM6667Ttddd12715qbmzV8+HC1trbKZDKptrZWTqfzjO+fM2eOPvzwQy1YsEBJSUkXomSgU9ltYRrW36Vh/V2SpINHT2q7f6HQRr358R75JJlNRmUlx3weaqTEKszC+i8AAAAAepZuN53EYrFo6NChWrJkiSZPnqxFixZp7Nixp133xz/+UWvWrNHLL7+smJiYIFQKdL6YSKuG9nNqaL+24O7wsWbtKP881FhcuFdv+SST0aDM5JhTC4XalZ0Sq3Brt/vnDAAAAACdyuDz+brdnIqKigrNmjVL9fX1crvdevrppxUbG6uXX35ZNTU1uv/++zVs2DDZbLZ2AcZvf/tbuVyuc/oeoTad5J57pstqNWv+/BeDXQqC6OjxFu2s+Hz6yd6qQ/L6fDIZDcpIivaHGn1S7YoIO3OowbA3BIoeQqDoIXQG+giBoocQKHqoa3Tr6SRnk5KSoj//+c+nvX777bf7vy4qKrqQJQHdQmS4WflZicrPSpQkHT/Zop0VTf5QY1lRud5eUyaDQUp3fR5q9E2zKyrcEuTqAQAAACAw3TLEAHBuwq1m5WYmKDczQZJ0orlVuyua/NNP/vlJhZYVlcsgKdVpU06aXZflupUUG6boSGtwiwcAAACADiLEAC4iYRaT+veKV/9e8ZKk5pZW7a486A81PtpYqffW75ckpSRGqe+pkRo5aXbF2sKCWToAAAAAfClCDOAiZjGblJMep5z0OGmU1NLqVeOxVq3ZVKHSskYVbq7W+xsqJEmu+Ej/9JOcNLviY8KDXD0AAAAAtEeIAfQgZpNR/TNjlWizaOIIqdXr1b7qwyotb1BpWaOKtnn00cZKSZLDHq6ctDh/qJFojwhy9QAAAAB6OkIMoAczGY3qnRyj3skxum54hrxen8prDqu0rEGl5Y3asKNWKzZVSZISYsLU97NQI90upz1CBoMhyHcAAAAAoCchxADgZzy1VWtGUrTGDUuX1+dTRe0Rf6hRsqdeqzZXS5LsNmvbVJVTU1CS4iMJNQAAAAB0KUIMAGdlNBiU5rQpzWnTNUPT5PP5VFl/VNtPhRrb9jVozRaPJCkmytq2UOipUCM5MUpGQg0AAAAAnYgQA8A5MxgMSkmMUkpilK68JFU+n0+ehmP+kRqlZY1at61GkmSLsLQLNVKdNkINAAAAAAEhxABw3gwGg5LiI5UUH6nLB6fI5/Optum4SssatL2sUaXljfpke60kKTLMrL5pdv+2rukum0xGY5DvAAAAAEAoIcQA0GkMBoOc9gg57REak58sSapvOq7t5Y3+HVA+3VknSQq3mtQn9fMtXTOSomU2EWoAAAAAODtCDABdKiE2XCNikzQiN0mS1HDoxKlQo1GlZQ3a9EG9JCnMYlJ2Soz6nlosNNMdI4uZUAMAAADA5wgxAFxQcdFhGj7ApeEDXJKkg0dOtoUaZW2jNd74aLckyWI2Kis5xr8DSu/kGFktpmCWDgAAACDICDEABFVMlFVD+zk1tJ9TknT4WHO7UOOtFXvkk2Q2GZTpjjk1/SRO2SmxCrMSagAAAAA9CSEGgG7FFmHRJX0duqSvQ5J09Hiztu9vOrVQaIOWrCrT3wv3yWQ0qFdStPqeCjX6pMYqIoxHGgAAAHAx4zd+AN1aZLhFg7MTNTg7UZJ07ESLdlY0+UdqLFtbrrdXl8lgkDJc0f6RGn3TYhUZbgly9QAAAAA6EyEGgJASEWZWXu8E5fVOkCSdONmqnZVtocb2sgYtX79f76wtl0FSmtPmH6mRk26XLYJQAwAAAAhlhBgAQlqY1aSBveI1sFe8JOlkc6t2Vx70737y4aeVem/dfklSiiNKOWl25aTHqW+aXbFR1mCWDgAAAKCDCDEAXFSsFpP6ZcSpX0acpEw1t3i1p6ot1Nhe1qAVm6r0z08qJEnuhEjlpNn9ozXiosOCWzwAAACAL0SIAeCiZjEb1TfNrr5pdmlkL7W0erWv+tCpkRqNWr3Fow8+rZQkOeMiTo3UaAs1EmLDg1w9AAAAgH/VLUOMyspKzZw5U/X19crMzNTcuXMVFRV1xmsPHz6sm266ST//+c81fPjwC1wpgFBjNhmVlRKrrJRYXV+QoVavV2Wew21rapQ3an1prT4urpIkJcaGfz5SIz1OjthwGQyGIN8BAAAA0HN1yxDj8ccf17Rp0zRx4kTNmzdPL7zwgmbOnHnGa2fPnq2DBw9e4AoBXCxMRqMy3THKdMdowvB0eb0+7a89fGr3k0Zt3FWvlSXVkqS46LBTozTaQg1XXAShBgAAAHABdbsQo7m5WUVFRZo3b54kacqUKbrzzjvPGGIsWbJEUVFRysnJudBlArhIGY0Gpbuile6K1rWXpcnr86my7oi2n5p+smVvg1Zv9kiSYqOs/lCjb3qckhMiCTUAAACALtTtQoyGhgbZbDaZzW2lORwOeTye066rrKzUn/70J/3pT3/Sfffdd6HLBNBDGA0GpTpsSnXYdNUlqfL5fKo+cPTUQqFtozXWbq2RJEVHWtQ37fORGimOKBkJNQAAAIBOE9QQ4+2339aTTz7Z7rWMjIzT/ifz34+9Xq8efvhh/fSnP1V4+PktvJeQYDuv9wWL1fpZqBMd5EpwMaCPAuN0xii/X5IktYUa9UdVsqtOJbvrVbKrTutLayVJtgiLBvZOUG5WonKzEpSZHCuT8eIINeghBIoeQmegjxAoegiBoocuPIPP5/MFu4h/1dzcrOHDh6uoqEgmk0lVVVW68847tXz5cv81O3fu1D333CO73S5JKisrU2JiombPnq2CgoJz+j719Yfl9XarW/9C99wzXVarWfPnvxjsUhDiHI5o1dYeCnYZF7W6pmP+NTW2lzWqpvGYJCkizKw+qbH+xUIzXNEym4xBrrbj6CEEih5CZ6CPECh6CIGih7qG0Wj4wkEH3W46icVi0dChQ7VkyRJNnjxZixYt0tixY9tdk52drQ8//NB/PH36dH33u99ldxIA3UJibIQS8yI0Ks8tSWo4dEKlZQ3+bV2Ld9VLksIsJmWfCjVy0u3KdMeEZKgBAAAAXCjdLsSQpMcee0yzZs3S/Pnz5Xa79fTTT0uSXn75ZdXU1Oh73/tekCsEgHMXFx2mgoFJKhjYNgWl6fCJtkDj1EiN1z/aLUmymtu2f/0s1OidHCOL2RTM0gEAAIBupVuGGCkpKfrzn/982uu33377Ga8/07UA0F3F2sI0rL9Lw/q7JEkHj57UjlOjNErLG/Xmij3ySTKbjOqdHOMPNbJSYhVmIdQAAABAz9UtQwwA6EliIq26NMepS3OckqQjx5v9W7qWljfq76v2anGhZDIalOmO8W/rmp0aq3Arj3EAAAD0HPz2CwDdTFS4RUP6ODSkj0OSdPR4i3ZWfB5qvL26TP9YtU9Gg0EZSdH+UKNPql2R4TzWAQAAcPHit10A6OYiw83Kz0pUflaiJOn4yRbtrGjyhxrvFpVr6ZoyGQxSuvNfQo00u2wRliBXDwAAAHQeQgwACDHhVrNyMxOUm5kgSTrR3KrdFU3+3U/++UmFlhWVyyApxWHzhxp90+2KibQGt3gAAAAgAIQYABDiwiwm9e8Vr/694iVJzS2t2lN1yL+t68fFlVq+fr8kKTkxyr9QaE6aXbG2sGCWDgAAAHQIIQYAXGQsZpP6ptnVN82uyZJaWr3aW/15qFG4uVrvb6iQJLniI9uFGvEx4cEtHgAAAPgChBgAcJEzm4zKTolVdkqsJo6QWr1elXkOt62pUdagom01+mhjpSTJYQ9XTlqcP9RItEcEuXoAAADgc4QYANDDmIxGZbpjlOmO0YTh6fJ6fSqvOXxqTY0GbdhRqxWbqiRJCTFh6ptmV056nHLS7HLGEWoAAAAgeAgxAKCHMxrbtmrNSIrWuMvS5PX5VFl7xB9qlOw5oFWbPZIku82q/GyHMlw25aTZ5U6IlMFgCPIdAAAAoKcgxAAAtGM0GJTqtCnVadPVl6bK5/Opqv7o56HG7jp99GnbmhoxkZZ2IzWSHVEyEmoAAACgixBiAAC+kMFgUHJilJITo3TlkBQlJtq0eXuNP9QoLW/UutJaSZItwqI+qbH+UCPNaZPRSKgBAACAzkGIAQDoEIPBIFd8pFzxkRo7KFk+n091TcfbFgotb1BpWaM27KiTJEWGmT8PNdLtSnfZZDIag3wHAAAACFWEGACAgBgMBjnsEXLYIzQ63y1JOnCwfaixcVe9pP/f3r1HR13f+R9/fueaSSZzSTK5TWZCLiQIiFBRwLZY24rFgKXW7UrrpVraurXosb/aytbWU7VLl/VUkVJ73O5Kqy7VdUutlaiVFrCCcvGCF0i4JxBCLuQKIbf5/v5IHKSAkguZGXg9zvGczMx3Mu+Bt99MXry/nw8kOawU53n7t3X1Myo7FZtVoYaIiIiInB6FGCIiMuzSPElMG5/NtPHZADS1dVJZ3Ry9BOX/du0CwGHv2/71g1CjIMeD3aZQQ0REREROTiGGiIiccf5UJ1PGZjFlbBYArYe7+kKNqr5gY8Uru4Hd2G0WinI90cVCi3I9OOzW2BYvIiIiInFDIYaIiIw4T4qDyWMymTwmE4D2ju4PhRpNPPfqHv706h5sVoOCHA+lYR+lIT/FQS9Oh0INERERkXOVQgwREYk5t8vOJ0oCfKIkAMCRo91s39fSf/lJMyvXV/HndXuxWgxGZadS0h9qjM7z4nLqR5mIiIjIuUKf/EREJO4kJ9m5oDiDC4ozAOjo7GHn/mOhxksbqil/rQrDgPys1OikxuiQl5Qke4yrFxEREZEzRSGGiIjEPZfTxvjCdMYXpgPQ2d3bF2r0r6mxavM+XtxQjQHkZbqjoUZJyEtqsiO2xYuIiIjIsFGIISIiCcdptzJ2VBpjR6UB0N3Ty66a1miosfatGl7etA+AYCClb6HQ/sVCvSkKNUREREQSVVyGGDU1Ndx55500NjZSUFDAAw88QEpKynHHdHV1sWjRIjZt2kR3dzcLFizgU5/6VIwqFhGRWLLbrJSG/ZSG/QD09EbYfeBYqLHunVr+9sZ+ALLTkvsnNfpCDX+qM5ali4iIiMgAxGWI8dOf/pSvfvWrlJWVsXTpUn71q19x5513HnfMb37zG5qamlixYgU7duzg5ptvZu3atRiGEaOqRUQkXtisFkbn+Rid52MWfaHG3oNtVPaHGhu2HmTNWzUAZPpc/QuF+igN+8jwumJbvIiIiIicUtyFGN3d3WzcuJGlS5cCcPXVV3PdddedEGKUl5fzH//xHxiGwejRo3nssccwTVMhhoiInMBmtVCU66Uo18vMqflEIiZVdW19kxpVzbxZWc/ftxwAIN2T9KFJDR8Bn0s/W0RERETiRNyFGE1NTbjdbmy2vtICgQAHDx484bi9e/eyceNG7r33Xnp7e7njjjsoLi4+7ddJT3cPW80jweH44M8jNcaVyNlAfSRDdTb0UFaWh4vODwIQiZjsrW3lnZ0NvLuzkXd3NbLu3VoA0r1JjC/MYHxROuOL0gkG3Ao1hsHZ0EMSe+ojGSr1kAyVemjkxTTEKC8vZ+HChcfdl5+ff8KHw5N9WOzt7aW2tpYnn3ySiooK5s2bR3l5Oampp9dEjY3tRCLm4IsfYV1dPTgcNurr22JdiiS4QCBVfSRDcrb2kNtuYdqYTKaNycQ0TWoaDke3dH2zso41b/YtFOpNcfQtFNo/rZGbkaJQY4DO1h6SkaU+kqFSD8lQqYfODIvF+Mihg5iGGDNnzmTmzJnH3dfd3c2UKVPo7e3FarVSX19PZmbmCc/NyMigrKwMwzAYM2YM2dnZ7N69mwkTJoxU+SIicpYyDINgwE0w4Oazn8jDNE1qDx2horo5uq7Gxm11ALhddkpDvui6GnmZbiwKNURERETOiLi7nMRutzN58mRWrlzJ7Nmz+eMf/8j06dNPOO6yyy5j5cqVjB07lurqag4cOEBBQUEMKhYRkbOdYRjkpKeQk57CZyYGMU2T+uaO6O4nFVXNbK6sByAlycbovP5JjbCPcGYqFotCDREREZHhMOgQY8eOHaxYsYJt27bR0tLCM888w+rVq2lubuaqq67CYrEMuqh77rmHu+66i0ceeYScnBx+8YtfALB8+XLq6uq4/fbb+f73v8+9995LWVkZAPfff/9pX0oiIiIyFIZhkOlPJtOfzKcvyAWgoaWDyv5Ao6K6mbd2NADgclr7Qo3+aY38rFRs1sH/jBQRERE5lw0qxHj00UdZvHgxvb29wLE1K15//XWWLVvGSy+9xOLFi7Hb7YMqKhgM8vjjj59w/9y5c6Nfu91uFi1aNKjvLyIiMtwyvC4yvC4uGZ8DQFNbJxXVTdHLT7bsbATAabdSnOeN7n5SkONRqCEiIiJymgYcYrz44ov84he/YNKkSdx2222sXbuWZcuWAXDttddSWVnJ3/72N/7nf/6HG2+8cbjrFRERSQj+VCdTx2YzdQn9ZYQAACAASURBVGw2AC2Hu/onNZqoqG7mD2t3AeCwWSgKHgs1CnM92G3WWJYuIiIiErcGHGI89thjhMNhfvvb3+JwONi8eXP0sfz8fB599FGuuuoqVqxYoRBDRESknzfFwUVjMrloTN9i1W1HuqisbolOazz7992YgM1qUJjjoSTspzTsozjXi9OhUENEREQEBhFiVFRUcO211+JwOE76uNVqZfr06Tz11FNDLk5ERORslZrs4MLSABeWBgA4fLSb7f2hRkVVM8+v38Of14HVYjAqJ5XSUH+oEfTicsbdutwiIiIiI2LAn4KsViuHDx/+yGNaWlqwWvWvRiIiIqcrJcnOxNEZTBydAUBHZw/b9x2b1HhxQxUrX9uLxTDIz3ZTGvJTEvZRkuclOWlwa1CJiIiIJJoBhxjnn38+f/3rX/n+97+Px+M54fGGhgZWrVrF+PHjh6VAERGRc5HLaWNCUToTitIB6OzqZcf+Y5MaL2+u5oUNVRhAKMsdndQoCflwuxRqiIiIyNlpwCHGt771LW6++Wa+9rWvMX/+fBoa+raQ279/P++88w4PPvggra2t3HTTTcNerIiIyLnK6bAyriCNcQVpAHR197KzppWKqiYqq5tZ/dZ+/rKpGoC8QMpxoYYn5eSXgIqIiIgkmgGHGNOmTePee+/lvvvu4/bbbwfANE0+//nPA2CxWPjhD3/I9OnTh7dSERERiXLYrZyX7+e8fD8A3T0Rdh9oje5+8so7Nax6Yx8AOenJlIb90R1QfG5nLEsXERERGbRBrQz2T//0T0yfPp1nn32W9957j7a2NpKTkyktLeWqq64iPz9/uOsUERGRj2C3WSgJ9U1ezAZ6eiPsqW2Lhhrr36tl9Zv7AcjyuygN+6LTGmmepNgWLyIiInKaBr28eVZWFt/61reGsxYREREZJjarheKgl+Kgl7Jp0BuJUHWwnYqqZiqqmti4rZ61bx8AIMObdFyokeFNwjCMGL8DERERkRMNOsTYuXMnRUVF0du///3v2bRpE8FgkOuuu45AIDAsBYqIiMjQWS0WCnI8FOR4+MKUMJGIyb76drb1hxpvbW/g1XdqAUjzOPsvPem7BCXT71KoISIiInFhwCHG4cOHufXWW3n99ddZv349Pp+PBx98kEcffRTTNAFYsWIFTz/9NNnZ2cNesIiIiAydxWIQzkolnJXKjItCREyTmobDfZMa1c28t/sQ6987CIDX7Tgu1MhJT1aoISIiIjEx4BDj17/+Na+99hqf+cxnAOjo6OB3v/sdaWlpLF68mH379nH33XezdOlS7rvvvuGuV0RERM4Ai2GQF3CTF3DzuQvzME2T2kNHoqFGRVUTG7bWAeBJtlPyoVAjN5CCRaGGiIiIjIABhxgvvfQSF110Eb/+9a8BePnll+no6OC6665j8uTJTJ48mVdeeYW1a9cOe7EiIiIyMgzDICc9hZz0FD4zKYhpmtQ1d/SvqdFMZXUTmyrqAUhJsh0XaoQy3VgsCjVERERk+A04xDhw4ABXXHFF9PbatWsxDOO4LVWDwSB/+ctfhqdCERERiTnDMMjyJ5PlT2b6BbkANDR39E9pNFNR3cSb2xsAcDltjM7zRhcLzc92Y7VYYlm+iIiInCUGHGJ4vV5aWlqit9euXYvL5WLSpEnR+/bs2aOFPUVERM5yGT4XGT4Xnzw/B4BDrUc/FGo0s2VnIwBOh5XRwWOhhs+fEsuyRUREJIENOMQYO3YsL7zwArNmzWLz5s3U1tZy5ZVXYrP1fasXXniBVatWUVZWNuzFioiISPxK8yQxbVw208b1Lezd3N5J5YdCjf9bswsAp+MtCnM8/aGGj8JcL3abJjVERETk4w04xJg/fz433XQTN9xwA6Zp4nQ6+fa3vw3A/fffzxNPPIHf7+c73/nOsBcrIiIiicPndnLxeVlcfF4WAK1Huqisaqaq4TBvVdTz7Cu7MQGb1UJR7odCjaAXp90a2+JFREQkLg04xBg/fjz/+7//y1NPPYVpmsyZM4fS0tLoY3PnzmXevHkEg8FhL1ZEREQSlyfZweQxmcwMpFJf30Z7Rzfbq5ujl6A8t24PfzLBajEoyPX0b+vqozjoJckx4I8sIiIichYyTNM0Y11ELDQ2thOJJM5b/8Y3rsfhsPHII4/FuhRJcIH+Xx5EBks9JEN1qh46crSH7fuOhRp7a9uImCZWi0F+dmo01Bid58PlVKhxrtO5SIZKPSRDpR46MywWg/R09ykfH/QngM7OTpqbm4lEInyQg5imSU9PD83NzaxZs4bbbrttUN+7pqaGO++8k8bGRgoKCnjggQdISTl+EbCuri4WLFhAZWUlFouFH/7wh1xyySWDfTsiIiISY8lJNi4ozuCC4gwAOjp72Lm/JRpqvLSxmvLXqzAMCGcdCzVKQj5Skuwxrl5ERERGwoBDjI6ODu666y5WrVpFb2/vRx472BDjpz/9KV/96lcpKytj6dKl/OpXv+LOO+887phnn32WSCTCc889R0VFBd/85jdZu3btoF5PRERE4o/LaWN8YTrjC9MB6Ozu7Qs1+hcK/esb+3lpYzUGkJfpPi7USE12xLZ4EREROSMGHGL88pe/5MUXXyQjI4OxY8eyYcMGgsEgubm57Nq1i/3795ORkcG99947qIK6u7vZuHEjS5cuBeDqq6/muuuuOyHEiEQidHR00NvbS0dHB0lJSYN6PREREUkMTruVsaPSGDsqDYDunl521bRGJzXWvl3Dy5v3ARDMSKGkf6HQ0pAPr9sZy9JFRERkmAw4xHj55ZfJzs5m5cqVJCcnc8stt2C321myZAkAS5cu5Ze//CWdnZ2DKqipqQm32x3dsjUQCHDw4METjvvSl77EihUr+PSnP01rayu/+MUvBvV6IiIikpjsNiulYT+lYT98Enp6I+w50EZFdRMVVc2se7eWv72xH4DstOTo7ielYT/+VIUaIiIiiWjAIcaBAwe45pprSE5OBmDcuHE89dRT0cdvvfVWVq1axfLly5k5c+ZHfq/y8nIWLlx43H35+fkYhnHcff94G/omQiZOnMjy5cvZs2cPX//61xk3btxp74ryUQuFxCOH44NQJzXGlcjZQH0kQ6UekqE6Uz2Uk+1l2qQ8AHp7I+zc38K7Oxt4Z2cjG7fVseatmr7j0lMYX5Te919hBplpyWekHjmzdC6SoVIPyVCph0begEMMm8123CKb4XCYxsZGGhsbSU/vu2Z1ypQpPP/88x/7vWbOnHlC0NHd3c2UKVPo7e3FarVSX19PZmbmCc9dtWoVDz74IIZhUFBQwAUXXMCWLVtOO8RItN1Jurp6cDhsWv1WhkyrKMtQqYdkqEayh/wuG58en82nx2cTiZhU17VTUdVERXUz67bU8JcNVQCke5yUhPx90xphH5k+10n/EUXih85FMlTqIRkq9dCZMey7k4TDYSoqKqK3CwoKME2Tbdu28clPfhLoCyLa2gb3l2m325k8eTIrV65k9uzZ/PGPf2T69OknHDdmzBhefvllSkpKOHToEO+++y7f+973BvWaIiIicvaz9G/Vmp+dyoyLw0RMk/31h6Ohxru7G1n/Xi0A/lQnJSFfdLHQ7LRkhRoiIiJxYMAhxuWXX87SpUt5+OGHufHGGxkzZgxer5f//M//ZNKkSTQ2NvLCCy+Ql5c36KLuuece7rrrLh555BFycnKi610sX76curo6br/9dhYsWMCPf/xjysrKsFgsfO9732PUqFGDfk0RERE5t1gMg1Cmm1Cmm89PDmGaJjWNR6jsDzW27W3i9ff71uXypDiOCzVyM1KwKNQQEREZcQMOMW666SbWrFnDI488QjAY5Mtf/jJf//rXWbx4MRdffDG9vb2Ypsm//Mu/DLqoYDDI448/fsL9c+fOjX6dkZHBI488MujXEBEREfkwwzAIZqQQzEjhsk/kYZomB5s6opMaFVXNbNpWB4DbZT8u1MjLdCvUEBERGQEDDjGSk5NZvnw5L774ImPHjgWI7lDy/PPP43Q6mT17Nl/72teGvVgRERGRkWIYBtlpyWSnJXPpxCCmaVLfcpSKqiYqq5qpqG7mjcp6AJKdNkpCvr5gI+wjnOXGarHE+B2IiIicfQYcYgBYrVauvPLK6G3DMJg3bx7z5s0btsJERERE4olhGGT6XGT6XHx6Qi4AjS1Ho1u6VlQ389aOBgCSHFZG5/mi27rmZ6disyrUEBERGapBhRgiIiIiAuneJC7x5nDJ+BwAmto6qag+NqnxzupGAJx2K8VBDyVhP6UhHwU5Huw2hRoiIiIDNagQ44knnuCZZ56hurqaI0eOnPQYwzB4//33h1SciIiISCLxpzqZOjabqWOzAWg53EVldXPfJSjVzaxYuwsAu81CUa6H0v5QozDXg8NujWXpIiIiCWHAIcby5cu5//77MQyDrKwsQqHQmahLREREJOF5UxxcNCaTi8ZkAtDe0U1ldTPb+tfV+NPfd2MCNqtBYU7/pEbYR3GuF6dDoYaIiMg/GnCI8fjjj+P1elm2bBnnnXfemahJRERE5Kzkdtn5REmAT5QEADh8tJvt+1r6Lz9pYuX6vfx53R6sFoNROamUhvpDjaAXl1NXAYuIiAz4p+G+ffv4yle+ogBDREREZIhSkuxMLM5gYnEGAB2dPezY39K/UGgTL26oYuVre7EYBvnZbkpDfkrCPkryvCQn2WNcvYiIyMgbcIiRkZFBJBI5E7WIiIiInNNcThvnF6ZzfmE6AJ1dveyo6Qs1KquaeHlzNS9sqMIAQpluSsI+xoT9lIR8uF0KNURE5Ow34BDjqquu4umnn+a73/0uaWlpZ6ImEREREQGcDivjRqUxblTfZ66u7l521bRS0b9Y6Jq3anh50z4A8gIplIR80cVCPSmOWJYuIiJyRnxsiLFq1arjbpeUlGAYBtdccw1f+cpXCIfDOJ3Okz73c5/73PBUKSIiIiI47FbG5PsZk+8HCujuibD7QF+oUVnVxN/fOcBf39gPQE56MqUhHyVhH6UhP/7Uk39eExERSSQfG2LceuutGIZx3H2maQLw0EMPnfDYB48bhsHWrVuHqUwRERER+Ud2m4WSkI+SkA8uGUVPb4S9tW39kxrNvPb+QVa/VQNApt9FachHaX+oke5NinH1IiIiAzeoEENERERE4o/NaqEo6KUo6OXKqfn0RiJUHWzvW1OjupnNFfW8suUAABnepGOTGmE/AW+SPvOJiEjc+9gQY/78+ad87ODBg1RUVNDe3o7f72fcuHF4PJ5hLVBEREREBsdqsVCQ46Egx8MXpoSJREz21bf3737SzNs7G3n13VoA/KnO/imNvlAjy+9SqCEiInFnUBuOV1RU8LOf/YyNGzced7/VauXzn/88d911F9nZ2cNSoIiIiIgMD4vFIJyVSjgrlcsvChExTWoaDkdDjfd3H+K19w4C4HU7+gKNkI+SsJ/c9GSFGiIiEnMDDjF27NjBddddR1tbGxdeeCETJkwgIyOD1tZW3nzzTV544QXefvttnnrqKTIzM89EzSIiIiIyDCyGQV7ATV7AzecuzMM0TWoPHYmGGhVVTWzYWgdAarK9b/eT/kmNYCAFi0INEREZYQMOMR588EGOHDnCkiVLuPzyy094/MUXX+SOO+7g4Ycf5v777x+WIkVERETkzDMMg5z0FHLSU/jMpCCmaVLX3NEXalQ1U1ndxOaKegBSkmzHhRqhTDcWi0INERE5swYcYmzatIkZM2acNMAAuOKKK/jc5z7H6tWrh1qbiIiIiMSQYRhk+ZPJ8icz/YJcABpaOqKTGpVVzby5vQEAl9PG6DxvdPeT/Gw3VoslluWLiMhZaMAhRiQS+dj1LrKzs+no6Bh0USIiIiISnzK8LjLOd/HJ83MAONR6lMrq5ui2rlt2NgLgdFgZHTwWaozKScVmVaghIiJDM+AQ4zOf+QwrV67klltuwev1nvB4e3s7q1ev5tJLLx2WAkVEREQkfqV5kpg6Lpup4/r+kaulvbMv0Oif1Pi/NbsAcNj6tn/9YAeUwlwPdps1lqWLiEgCGnCIsWDBAubNm8fVV1/Nd77zHS666CKysrI4evQo77zzDkuWLKG9vZ1rr72Wbdu2HffcMWPGDFvhIiIiIhJ/vG4nF5+XxcXnZQHQeqSL7f1TGhXVzTz7ym5MwGa1UJjr6V9Tw0dR0IvTrlBDREQ+2oBDjEsuuQTDMDBNk7vvvvuEx03TBODGG2884bGtW7cO6LUeeughrFYr8+fPP+Gxrq4ufvSjH/Huu++SlJTEAw88QFFR0YC+v4iIiIicWZ5kBxeWZnJhad+ude0d3WzfdyzU+PP6PTy3DqwWg4IcT3RSozjPS5JjwB9VRUTkLDfgnwxz5sw543uEt7W1sXDhQp5//nnmzZt30mMef/xxXC4X5eXlbNy4kQULFvD000+f0bpEREREZGjcLjuTRgeYNDoAwJGjPezYfyzUKH+tiufX78ViGORnp0ZDjdF5PpKTFGqIiJzrBvyT4Oc///mZqOM4q1atYtSoUdx0002nPGb16tXcfvvtAFx00UUcOnSImpoacnNzz3h9IiIiIjI8kpNsTCjKYEJRBgBHu3rYsb8lGmr8ZWM1L7xehWFAOPNYqDEtxRnjykVEJBbiMs6eM2cOAEuWLDnlMXV1dQQCgejtQCBAbW2tQgwRERGRBJbksDG+IJ3xBekAdHb3smt/S3T3k7++sZ+XNlbzyxXvEMxwR0ONkrAPT7IjxtWLiMiZFtMQo7y8nIULFx53X2FhIcuWLfvY55qmedxlLaZpYhnAXuTp6e7TPjYeOPqvCQ0EUmNciZwN1EcyVOohGSr1kAxEXq6P6RflA9DV3UtlVRPv7mrk3Z0NvLLlAKs27wMglJXK+KJ0zi/MYHxROn5PUizLlgSgc5EMlXpo5MU0xJg5cyYzZ84c1HOzsrKoq6sjHA4D0NDQQGZm5mk/v7GxnUjEHNRrx0JXVw8Oh436+rZYlyIJLhBIVR/JkKiHZKjUQzJUWR4n4y8vpX5iLj29EfYcaKOiuqlvUmNTNeXr9vQdl5Yc3f2kNOQjTaGGfIjORTJU6qEzw2IxPnLoIC4vJzkdl156Kc8++yyTJ09m06ZNOJ1OXUoiIiIico6xWS0U53kpzvNSNg16IxH21rZTUd1EZVUzG7fVsfbtGgACviRKQ/5oqJHhc8W4ehERGaiECjGWL19OXV0dt99+O9dffz0/+clPKCsrw+FwsGjRoliXJyIiIiIxZrVYKMz1UJjrYeaUfCIRk+q69v41NZp4c3s9f3/nAADpHiclH4QaYR+ZPtcZ34VPRESGJq5DjPnz5x93e+7cudGvnU4n//7v/z7SJYmIiIhIArFY+rZqzc9OZcZFISKmSU394Wio8e7uRta/VwuAz+2gNOyPXoKSnZasUENEJM7EdYghIiIiIjKcLIZBXqabvEw3n7swD9M0OdB4JBpqbKtq4vX3DwLgSXFQEuq79KQ05CM3kIJFoYaISEwpxBARERGRc5ZhGORmpJCbkcJlk4KYpkldU0c01KiobmbTtjoA3C47o/O8lIb9jAn7yAu4sVgUaoiIjCSFGCIiIiIi/QzDICstmay0ZKZfkItpmjS0HKWiqjm6A8qb2xsASHbaoqFGadhHOMuN1WKJ8TsQETm7KcQQERERETkFwzAI+FwEfC4+NSEHgEOtx4cab+9sBCDJYaU4z9u/poafUdmp2KwKNUREhpNCDBERERGRAUjzJDFtfDbTxmcD0NTWSWV1c/QSlP/btQsAh91CcfBYqFGQ48FuU6ghIjIUCjFERERERIbAn+pkytgspozNAqD1cFdfqNE/rbHild3Abuw2C0W5nr7FQsN+inI9OOzW2BYvIpJgFGKIiIiIiAwjT4qDyWMymTwmE4D2ju7jQo3nXt3Dn17dg81qUJDjoTTsozTkpzjoxelQqCEi8lEUYoiIiIiInEFul51PlAT4REkAgCNHu6nc10Jlf6ixcn0Vf163F6vFYFR2KiX9ocboPC8upz6ui4h8mM6KIiIiIiIjKDnJzsTiDCYWZwDQ0dnDjv0t0UmNlzZUU/5aFYYB+Vmp0UmNkpCX5CR7jKsXEYkthRgiIiIiIjHkcto4vzCd8wvTAejs6mVHTV+oUVnVxKrN+3hxQzUGEMp0Ryc1SsM+3C6FGiJyblGIISIiIiISR5wOK+NGpTFuVBoA3T297Kpp7Z/UaGbtWzW8vGkfAMFASnT3k5KQD2+KI5ali4iccQoxRERERETimN1mpTTspzTsB6CnN8LuA8dCjVffqeWvb+wHICc9mdKQLzqt4U91xrJ0EZFhpxBDRERERCSB2KwWRuf5GJ3nYxZ9ocbeg239C4U28/rWg6x+qwaATL+rf1KjL9RI9ybFtngRkSFSiCEiIiIiksBsVgtFuV6Kcr3MnJpPJGJSVdfWN6lR1cwblfW8suUAAOmepP5Aoy/YCPhcGIYR43cgInL6FGKIiIiIiJxFLBaDUdkeRmV7uOLiMBHTZF9dOxXVzVRWNbNlZyPr3q0FwJ/q/NDlJz6y05IVaohIXFOIISIiIiJyFrMYBuGsVMJZqVw+OUTENDnQcJiK6r5Jjff3NvHa+wcB8KY4KIlefuIjNyNFoYaIxBWFGCIiIiIi5xCLYRAMuAkG3Hz2E3mYpkntoSPRSY2K6mY2bqsDwO2yHzepkZfpxqJQQ0RiSCGGiIiIiMg5zDAMctJTyElP4TMTg5imSX1zR3T3k4qqZjZX1gOQkmRjdF7/pEbYRzgzFYtFoYaIjByFGCIiIiIiEmUYBpn+ZDL9yXz6glwAGlqOhRqVVc28taMBAJfT2hdq9E9r5GelYrNaYlm+iJzlFGKIiIiIiMhHyvC6yDjfxSfPzwGgqa2Tiqqm6KTGlp2NADjtVorzvNHdTwpyPAo1RGRYxXWI8dBDD2G1Wpk/f/4Jj9XV1bFgwQIaGhqwWCz84Ac/YNq0aTGoUkRERETk3OJPdTJ1XDZTx2UD0NLe2RdoVDdTWd3MH9buAsBhs1AUPBZqFOZ6sNussSxdRBJcXIYYbW1tLFy4kOeff5558+ad9JhFixbx2c9+lq997Wvs2rWL66+/nrVr12K16qQoIiIiIjKSvG4nF5+XxcXnZQHQdqSLyuoWKqqbqKhq5tm/78YEbFYLhbmeaKhRFPTitOvzu4icvrgMMVatWsWoUaO46aabTnnM5ZdfztSpUwHIz8+ns7OTI0eOkJqaOlJlioiIiIjISaQmO7iwNMCFpQEADh/tZvuHQo0/r9/Dc+vAajEoyPFEt3QtCnpxOePyVxQRiROGaZpmrIs4lSVLlgCc9HKSD3v00Ud55ZVXePzxx0eirJi45pprAHjmmWdiXImIiIiIyNAcOdrN+7sP8e7OBt7d1ciO6mZ6IyYWi0FxnpfxhRmML0rnvIJ03C57rMsVkTgS05izvLychQsXHndfYWEhy5YtO+3vsWzZMp566imeeOKJAb12Y2M7kUjc5jcn6OrqweGwUV/fFutSJMEFAqnqIxkS9ZAMlXpIhoP6KPHlZySTnxGmbEqYo1097Nzfeuzyk7U7+cPqHRgGhDLdlIb8lIZ9lIR8wxZqqIdkqNRDZ4bFYpCe7j7l4zENMWbOnMnMmTMH/fxFixaxZs0annzySbKzs4exMhERERERGSlJDhvjCtIYV5AGQFd3LztrWqmoaqKyupnVb+3nL5uqAcgLpBwXanhSHLEsXURGWMJecLZs2TJef/11li9fjsfjiXU5IiIiIiIyTBx2K+fl+zkv3w9Ad0+E3Qdao9u6vvJODave2AdATnoypWF/dLFQn9sZy9JF5AxLqBBj+fLl1NXVcdttt7F06VLcbjfXX3999PFHH32UrKysGFYoIiIiIiLDzW6zUBLqm7yYDfT0RthT2xYNNda/V8vqN/cDkOV39S8U2jetkeZJim3xIjKs4jrE+McFPefOnRv9euPGjSNdjoiIiIiIxAGb1UJx0Etx0EvZNOiNRKg62E5FVTMVVU1s3FbP2rcPAJDhTTou1MjwJmEYRozfgYgMVlyHGCIiIiIiIh/HarFQkOOhIMfDF6aEiURMquvaqajuCzXe2t7Aq+/UApDmcVIa8nHh2ByC/iQy/S6FGiIJRCGGiIiIiIicVSwWg/zsVPKzU5lxUYiIaVJTfzgaary3+xDr3zsIgNft6F9Po29djZz0ZIUaInFMIYaIiIiIiJzVLIZBXqabvEw3n7swD9M06TQN1r+9P7quxoatdQB4ku2UfCjUyA2kYFGoIRI3FGKIiIiIiMg5xTAMQpmpJE0KctmkIKZpUtfUEZ3UqKhuZlNFPQApSbbjQo1QphuLRaGGSKwoxBARERERkXOaYRhkpSWTlZbM9AtyAWho/iDUaKaiuok3tzcA4HLaKMnz9oUaYR/hLDdWiyWW5YucUxRiiIiIiIiI/IMMn4sMn4tPnp8DwKHWox8KNZp5e2cjAEkOK8V53ui6GqOyU7FZFWqInCkKMURERERERD5GmieJaeOymTYuG4Dm9k4qPxRq/N+aXQA47H3bv34QahTkeLDbFGqIDBeFGCIiIiIiIgPkczu5+LwsLj4vC4DWI11U9gcaFVXNrHhlN7Abm9VCUa6H0rCP0pCPoqAXh90a2+JFEphCDBERERERkSHyJDuYPCaTyWMyAWjv6GZ79bFQ47l1e/iTCVaLQUGup39Sw0dx0EuSQ7+WiZwu/d8iIiIiIiIyzNwuO5NKAkwqCQBw5GgP2/cdCzXKX6vi+fV7sVoM8rNTo6HG6DwfLqd+TRM5Ff3fISIiIiIicoYlJ9m4oDiDC4ozAOjo7GHn/pZoqPHSxmrKX6/CMCCcdSzUKAn5SEmyx7h6kfihEENERERERGSEuZw2xhemM74wHYDO7t6+UKN/XY2/vrGflzZWYwB5me7jQo3UZEdsixeJIYUYheWAgQAAE0ZJREFUIiIiIiIiMea0Wxk7Ko2xo9IA6O7pZVdNazTUWPt2DS9v3gdAMCOFkv6FQkvDfrwpCjXk3KEQQ0REREREJM7YbVZKw35Kw34Aenoj7D5wLNRY904tf3tjPwDZacnR3U9Kw378qc5Yli5yRinEEBERERERiXM2q4XReX0Lf86iL9TYe7Atuq3rhq0HWfNWDQCZPteHJjV8ZHhdsS1eZBgpxBAREREREUkwNquFolwvRbleZk7NJxIxqa5rp6KqiYrqZt6srOfvWw4AkO5J+tCkho+Az4VhGDF+ByKDoxBDREREREQkwVn6t2rNz05lxsVhIqbJ/vrD0VBjy85G1r1bC4A/1UlpyBed1shOS1aoIQlDIYaIiIiIiMhZxmIYhDLdhDLdfH5yCNM0qWk8QmV/qLF1bxOvvX8QAE+K47jdT3IzUrAo1JA4pRBDRERERETkLGcYBsGMFIIZKVz2iTxM0+RgU0d0UqOiqpmN2+oAcLvslISOXX6Sl+lWqCFxI65DjIceegir1cr8+fNPeUx7eztz5szhZz/7GVOmTBnB6kRERERERBKTYRhkpyWTnZbMpRODmKZJfctRKqqaoouFvlFZD0Cy00ZJqG9KozTsI5zlxmqxxPgdyLkqLkOMtrY2Fi5cyPPPP8+8efM+8tj77ruP1tbWEapMRERERETk7GMYBpk+F5k+F5+ekAtAY8tRKqqbotu6vrWjAYAkh5XReb7oYqH52anYrAo1ZGTEZYixatUqRo0axU033fSRx61cuZKUlBRKS0tHqDIREREREZFzQ7o3iUu8OVwyPgeAprZOKqqPTWq8s7oRAKfdSnHQQ0nYT2nIR0GOB7tNoYacGXEZYsyZMweAJUuWnPKYmpoafvvb3/Lb3/6Wb37zmyNVmoiIiIiIyDnJn+pk6thspo7NBqDlcBeV1c3RdTVWrN0FgN1moSjXQ2l/qFEU9GC3WWNZupxFYhpilJeXs3DhwuPuKywsZNmyZR/5vEgkwo9+9CN+/OMfk5SUNKjXTk93D+p5seJw9P1VBQKpMa5EzgbqIxkq9ZAMlXpIhoP6SIZKPTQ0gQAUj0rnyv7bLe2dvL+7kXd39v33p1d3Y5pgs1oozfczvjCd8UXpjMlPI8kZl/+ePmDqoZFnmKZpxrqIU/lgEuMfF/bcsWMH3/jGN/D5fABUVVWRkZHBfffdx9SpU0/rezc2thOJxO1bP8E3vnE9DoeNRx55LNalSIILBFKpr2+LdRmSwNRDMlTqIRkO6iMZKvXQmXf4aDfbq1ui62rsPdiGaYLVYjAqJ5XSkJ/SsI/ioBdXAoYa6qEzw2IxPnLoIPE6BSguLmbNmjXR29dffz3f/e53tTuJiIiIiIhInEhJsjNxdAYTR2cA0NHZw/Z9LdF1NV7cUMXK1/ZiMQzys92UhvyUhH2U5HlJTrLHuHqJVwkVYixfvpy6ujpuv/32WJciIiIiIiIiA+By2phQlM6EonQAOrt62bH/WKjx8uZqXthQhQGEstzRSY2SkA+3S6GG9InrEOMfLyOZO3fuSY97/PHHR6IcERERERERGSZOh5VxBWmMK0gDoKu7l101rVT0Lxa6+q39/GVTNQB5gZTjQg1PiiOWpUsMxXWIISIiIiIiIucGh93KmHw/Y/L9QAHdPRF2H+gLNSqrmnjlnRpWvbEPgJz05OjuJ6VhHz63M7bFy4hRiCEiIiIiIiJxx26zUBLqm7zgklH09EbYW9vWP6nRzGvv1bL6zf0AZPldlIZ9fetqhHykewe3i6XEP4UYIiIiIiIiEvdsVgtFQS9FQS9XTs2nNxKh6mA7FVXNVFY3s2lbPWvfPgBAhjeJ0pCPkrCP0rCfgDcJwzBi/A5kOCjEEBERERERkYRjtVgoyPFQkOPhC1PCRCIm++r7Qo2K6mbe3tnIq+/WAuBPdfZPavSFGll+l0KNBKUQQ0RERERERBKexWIQzkolnJXK5ReFiJgmNQ2Ho6HG+7sP8dp7BwHwuh19gUbIR0nYT256skKNBKEQQ0RERERERM46FsMgL+AmL+DmcxfmYZomtYeOREONiqomNmytAyA12U5J6NikRjCQgkWhRlxSiCEiIiIiIiJnPcMwyElPISc9hc9MCmKaJnXNHX2hRlUzldVNbK6oByAlyXZcqBHKdGOxKNSIBwoxRERERERE5JxjGAZZ/mSy/MlMvyAXgIbmjujuJxXVTby5vQEAl9PG6DxvdAeU/Gx3LEs/pynEEBEREREREQEyfC4yfC4+eX4OAIdaj34o1Ghmy85GAJwOK+MK0inIdlMa8jMqJxWb1RLL0s8ZCjFERERERERETiLNk8S0cdlMG5cNQHN7J5XVfYHGzppW3qjoW1PDYevb/vWDHVAKcz3YbdZYln7WUoghIiIiIiIichp8bicXn5fFxedlEQiksnNvI9s/NKnx7Cu7MQGb1UJRrudYqBH04rQr1BgOCjFEREREREREBsGT7ODC0kwuLM0EoL2jm+37joUaz63bw59MsFoMCnI9/QuF+igOekly6NfxwdCfmoiIiIiIiMgwcLvsTBodYNLoAABHjvawY/+xUKP8tSqeX78Xi2EwKieV0pCPkpCP0Xk+kpP06/np0J+SiIiIiIiIyBmQnGRjQlEGE4oyADja1cOO/S3RUOOljdWUv16FYUA4MzV6+cnokA+3yx7j6uOTQgwRERERERGREZDksDG+IJ3xBekAdHb3smt/S3QHlL++sZ+XNlZjAMGAOxpqlIR9eJIdsS0+TijEEBEREREREYkBp93KeaPSOG9UGgDdPb3sqmmNhhqvvF3Dqs37AMjNSImuqVEa8uF1O2NZeswoxBARERERERGJA3abldKwn9KwHz4JPb0R9hxoo6K6iYqqZta9V8vf3twPQFZa8nGhRponKcbVjwyFGCIiIiIiIiJxyGa1UJznpTjPS9k06I1E2FvbHg01Nm47yNq3awAI+JIoDfmjoUaGzxXj6s8MhRgiIiIiIiIiCcBqsVCY66Ew18PMKflEIibVde1UVDVRUd3Mm9vr+fs7BwBI9ziZPjHI7EtGxbboYaYQQ0RERERERCQBWSwG+dmp5GenMuPiMBHTZH/94Wio0X6kO9YlDru4DjEeeughrFYr8+fPP+Gxrq4uFi1axKZNm+ju7mbBggV86lOfikGVIiIiIiIiIrFnMQxCmW5CmW4+PzkU63LOCEusCziZtrY2/vVf/5XHHnvslMf85je/oampiRUrVvDQQw+xYMECTNMcwSpFREREREREZCTFZYixatUqRo0axU033XTKY8rLy/nmN7+JYRiMHj2axx57TCGGiIiIiIiIyFksLi8nmTNnDgBLliw55TF79+5l48aN3HvvvfT29nLHHXdQXFx82q+Rnu4ecp0jyeHo+6sKBFJjXImcDdRHMlTqIRkq9ZAMB/WRDJV6SIZKPTTyYhpilJeXs3DhwuPuKywsZNmyZR/73N7eXmpra3nyySepqKhg3rx5lJeXk5p6ek3U2NhOJJI4kxtdXT04HDbq69tiXYokuEAgVX0kQ6IekqFSD8lwUB/JUKmHZKjUQ2eGxWJ85NBBTEOMmTNnMnPmzEE9NyMjg7KyMgzDYMyYMWRnZ7N7924mTJgwzFWKiIiIiIiISDyIyzUxTsdll13GypUrAaiurubAgQMUFBTEuCoREREREREROVMSKsRYvnw5ixcvBuD73/8+dXV1lJWVccstt3D//fef9qUkIiIiIiIiIpJ44nJhzw/Mnz//uNtz586Nfu12u1m0aNFIlyQiIiIiIiIiMRLXIcaZZLEYsS5hQDIzM7HbrQlXt8Qn9ZEMlXpIhko9JMNBfSRDpR6SoVIPDb+P+zM1TNNMnC06REREREREROSclVBrYoiIiIiIiIjIuUshhoiIiIiIiIgkBIUYIiIiIiIiIpIQFGKIiIiIiIiISEJQiCEiIiIiIiIiCUEhhoiIiIiIiIgkBIUYIiIiIiIiIpIQFGKIiIiIiIiISEJQiCEiIiIiIiIiCUEhRoJ47rnnuPLKK5kxYwZPPvlkrMuRBHH99ddTVlbGF7/4Rb74xS/y9ttvs27dOmbPns2MGTN48MEHY12ixKn29nZmzZrFvn37AE7ZN1u3buXqq6/miiuu4Ec/+hE9PT2xKlnizD/20IIFC5gxY0b0fPSXv/wFUA/Jqf3yl7+krKyMsrIyFi1aBOhcJANzsh7SuUgGavHixVx55ZWUlZXx2GOPAToXxZwpca+2tta87LLLzKamJvPw4cPm7Nmzze3bt8e6LIlzkUjE/NSnPmV2d3dH7+vo6DAvvfRSs6qqyuzu7jZvvvlmc/Xq1TGsUuLRW2+9Zc6aNcscN26cWV1d/ZF9U1ZWZr755pumaZrmggULzCeffDKWpUuc+MceMk3TnDVrlnnw4METjlUPycm8+uqr5j//8z+bnZ2dZldXl3nDDTeYzz33nM5FctpO1kMvvfSSzkUyIK+//rp57bXXmt3d3WZHR4d52WWXmVu3btW5KMY0iZEA1q1bx9SpU/H5fCQnJ3PFFVfwwgsvxLosiXO7du0C4Oabb+aqq67iiSeeYMuWLeTn5xMKhbDZbMyePVu9JCd4+umnueeee8jMzAQ4Zd/s37+fo0ePMnHiRACuvvpq9ZMAJ/ZQR0cHNTU1/Ou//iuzZ8/m4YcfJhKJqIfklAKBAHfddRcOhwO73U5RURF79uzRuUhO28l6qKamRuciGZCLL76Y3/3ud9hsNhobG+nt7aW1tVXnohizxboA+Xh1dXUEAoHo7czMTLZs2RLDiiQRtLa2Mm3aNH784x/T3d3NDTfcwLx5807opYMHD8awSolHP/vZz467fbJz0MGDB0+4PxAIqJ8EOLGHGhoamDp1Kvfccw+pqal8+9vf5plnnmH06NHqITmp0aNHR7/es2cP5eXlXHfddToXyWk7WQ89+eSTbNiwQeciGRC73c7DDz/Mf//3f/OFL3xBn4vigCYxEkAkEsEwjOht0zSPuy1yMpMmTWLRokWkpqaSlpbGNddcw8MPP6xekgE71TlI5yY5XaFQiKVLl5KZmYnL5eL6669nzZo16iH5WNu3b+fmm2/mBz/4AaFQSOciGbAP91BhYaHORTIot912G+vXr+fAgQPs2bNH56IYU4iRALKzs6mvr4/erq+vj47oipzKpk2bWL9+ffS2aZoEg0H1kgzYqc5B/3h/Q0OD+klOqqKighdffDF62zRNbDabekg+0ubNm/n617/O//t//48vfelLOhfJgP1jD+lcJAO1c+dOtm7dCoDL5WLGjBm8/vrrOhfFmEKMBHDJJZewfv16Dh06REdHBy+99BLTp0+PdVkS59ra2li0aBGdnZ20t7ezYsUKvve977F792727t1Lb28vf/7zn9VL8rEuuOCCk/ZNMBjE6XSyefNmAJ599ln1k5yUaZr827/9Gy0tLXR3d/PUU09x+eWXq4fklA4cOMCtt97KAw88QFlZGaBzkQzMyXpI5yIZqH379nH33XfT1dVFV1cXq1at4tprr9W5KMa0JkYCyMrK4o477uCGG26gu7uba665hgkTJsS6LIlzl112GW+//TZz5swhEonw1a9+lUmTJvHzn/+c+fPn09nZyaWXXsoXvvCFWJcqcc7pdJ6ybx544AHuvvtu2tvbGTduHDfccEOMq5V4NGbMGL71rW8xd+5cenp6mDFjBrNmzQLUQ3Jy//Vf/0VnZyc///nPo/dde+21OhfJaTtVD+lcJANx6aWXsmXLFubMmYPVamXGjBmUlZWRlpamc1EMGaZpmrEuQkRERERERETk4+hyEhERERERERFJCAoxRERERERERCQhKMQQERERERERkYSgEENEREREREREEoJCDBERERERERFJCNpiVUREROLK/fffz8aNGwHYuXMnwWCQpKQkdu3axXe/+12+/e1vx7hCERERiRVtsSoiIiJx67Of/SyLFy/m/PPPj3UpIiIiEgc0iSEiIiIJYcmSJTQ1NfGTn/yEz372s8yaNYvXXnuNlpYW5s2bxxtvvMF7772HzWbjkUceISsri4MHD3Lvvfdy4MABuru7KSsr45Zbbon1WxEREZFB0poYIiIikpA6Ozt5+umnuf322/nJT37CjTfeyJ/+9CdycnJYsWIFAHfeeSdf/vKX+cMf/sAzzzzDunXrWLlyZYwrFxERkcHSJIaIiIgkpBkzZgAQCoXIyMhgzJgxAITDYVpaWjhy5AgbN26kpaWFxYsXA3DkyBG2bdvGlVdeGbO6RUREZPAUYoiIiEhCcjgc0a/tdvsJj0ciEUzT5Pe//z0ulwuAQ4cO4XQ6R6xGERERGV66nERERETOSm63m4kTJ/LYY48B0Nrayty5c1m1alWMKxMREZHB0iSGiIiInLUeeOAB7rvvPmbPnk1XVxezZs3iqquuinVZIiIiMkjaYlVEREREREREEoIuJxERERERERGRhKAQQ0REREREREQSgkIMEREREREREUkICjFEREREREREJCEoxBARERERERGRhKAQQ0REREREREQSgkIMEREREREREUkICjFEREREREREJCH8f/Wsx8GdEKWoAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Transfer function \n", + "n = np.arange(0,20,1)\n", + "w = np.arange(0,np.pi,0.01)\n", + "H = 1+np.exp(-1j*w) #Transfer function\n", + "\n", + "plot = [np.abs(H),np.angle(H)]\n", + "name = ['magnitude','phase'] \n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(plot[k])\n", + " plt.title(str(name[k])+\" plot\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = np.sin(n)\n", + "gain = 2*abs(1+np.exp(-1j))\n", + "phase = np.arctan(np.sin(1)/(1+np.cos(1))) - 1\n", + "Y = gain*np.sin(n + phase)\n", + "\n", + "plot = [X,Y]\n", + "name = [\"input signal\",\"output signal\"] \n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.stem(plot[k])\n", + " plt.title(str(name[k])+\" plot\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (b) The difference equation: y[n] = 1/3*(x[n] + x[n − 1] + x[n−2]) \n", + "What is this filter called?\n", + "Compute the transfer function to plot the frequency and amplitude spectrum. What are the applications of this\n", + "filter?\n", + "\n", + "Improve the above filter by the differential equation:\n", + "\n", + "y[n] = 1/4*x[n] + 1/2*x[n − 1] + 1/4*x[n − 2] \n", + "\n", + "and again do the whole analysis.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Transfer function \n", + "omega = np.arange(0,np.pi,0.01)\n", + "H = (1/3)*(1+np.exp(-1j*omega) + np.exp(-1j*2*omega))\n", + "\n", + "plot = [np.abs(H),np.angle(H)]\n", + "name = ['magnitude','phase'] \n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(plot[k])\n", + " plt.title(str(name[k])+\" plot\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Improve the above filter by the differential equation:\n", + "\n", + "y[n] = 1/4*x[n] + 1/2*x[n − 1] + 1/4*x[n − 2] and again do the whole analysis.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Transfer function \n", + "omega = np.arange(0,np.pi,0.01)\n", + "H7 = (1/4) + (1/2)*np.exp(-1j*omega) +(1/4)*np.exp(-2j*omega)\n", + "\n", + "plot = [np.abs(H7),np.angle(H7)]\n", + "name = ['magnitude','phase'] \n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for k in range(len(plot)):\n", + " fig.set_facecolor(\"white\")\n", + " plt.subplot(2,1,c)\n", + " plt.plot(plot[k])\n", + " plt.title(str(name[k])+\" plot\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(str(name[k]),fontsize=20)\n", + " plt.axvline(x=0,color='k')\n", + " c =c+1 " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (c) Take any digital image of your choice and apply mean and median filtering. \n", + "What are the differences between the two?\n", + "\n", + "Take an image and add speckle noise to it. \n", + "\n", + "Use a particular filter to remove this noise.\n", + "\n", + "Take another image and add salt and pepper noise and again use a particular filter to remove the noise.\n", + "\n", + "Plot the original images, noisy images and images after noise removal respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of Pixels in image 0 is : 278784\n", + "Shape/Dimensions of image 0 is : (264, 352, 3)\n", + "Number of Pixels in image 1 is : 168846\n", + "Shape/Dimensions of image 1 is : (214, 263, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#read image \n", + "img = cv2.imread('image.png',0)\n", + "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + "img2 = cv2.imread('download.jpg',0)\n", + "img2 = cv2.cvtColor(img2, cv2.COLOR_BGR2RGB)\n", + "\n", + "image = [img,img2]\n", + "name =[\"image 1\",\"image 2\"]\n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for i in range(len(image)):\n", + " plt.subplot(2,1,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.imshow(image[i].astype('uint8'))\n", + " print(\"Number of Pixels in image \"+str(i)+\" is : \" + str(image[i].size))\n", + " print(\"Shape/Dimensions of image \"+str(i)+\" is : \" + str(image[i].shape))\n", + " plt.title(str(name[i]))\n", + " plt.grid()\n", + " c = c +1" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def noisy(noise_type,image):\n", + " row,col,channel= image.shape\n", + " if noise_type == \"salt and pepper\":\n", + " s_vs_p = 0.5\n", + " amount = 0.04 # noise added probability \n", + " out = np.copy(image)\n", + " # Salt mode\n", + " num_salt = np.ceil(amount * image.size * s_vs_p)\n", + " salt = [np.random.randint(0, i-1, int(num_salt)) for i in image.shape]\n", + " out[salt] = 255 # intensity level for sal noise as white \n", + " # Pepper mode\n", + " num_pepper = np.ceil(amount* image.size * (1. - s_vs_p))\n", + " pepper = [np.random.randint(0, i-1, int(num_pepper)) for i in image.shape]\n", + " out[pepper] = 0 # intensity level for paper noise as dark \n", + " return out\n", + " elif noise_type ==\"speckle\":\n", + " gauss = np.random.randn(row,col,channel)\n", + " gauss = gauss.reshape(row,col,channel) \n", + " noisy = image + image * gauss\n", + " return noisy\n", + "a = [noisy(\"salt and pepper\",img) ,noisy(\"speckle\",img2)]\n", + "name =[\"salt and pepper\",\"speckle\"]\n", + "#show image\n", + "fig, axs = plt.subplots(2,1, figsize=(18,10))\n", + "c =1\n", + "for i in range(len(a)):\n", + " plt.subplot(2,1,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.imshow(a[i].astype('uint8'))\n", + " plt.title(str(name[i])+\" noise in image \"+str(i))\n", + " plt.grid()\n", + " c = c +1" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Function to apply median filter(window size kxk) on the input image \n", + "def median_filter(img_in, window_size = 5):\n", + " result = np.copy(img_in)\n", + " rows, cols,dim = img_in.shape\n", + " radius = int((window_size-1)/2)\n", + " for i in range(0, rows):\n", + " for j in range(0, cols):\n", + " result[i,j] = np.median(img_in[max(i - radius,0): min(i + radius,rows), max(j - radius,0) : min(cols,j+ radius)])\n", + " return result\n", + "\n", + "def mean(img,wind):\n", + " img = img.astype(float)/255\n", + " M,N,w = img.shape\n", + " filt_img = img\n", + " for i in range(wind//2,M-(wind//2)):\n", + " for j in range(wind//2,N-(wind//2)):\n", + " a = img[i-(wind//2):i+1+(wind//2),j-(wind//2):j+1+(wind//2)]\n", + " mean = np.mean(a)\n", + " filt_img[i,j] = mean\n", + " filt_img = filt_img*255\n", + " filt_img = filt_img.astype('uint8')\n", + " return filt_img\n", + "\n", + "result1 = median_filter(a[0], window_size = 5)\n", + "result2 = mean(a[1],5)\n", + "\n", + "# Plot results\n", + "out1 = [img ,a[0],result1]\n", + "name = [\"Original image 1\",\"Image 1 with salt and pepper noise\",\"Image 1 recovered after applying median filter\"]\n", + "#show image\n", + "fig, axs = plt.subplots(1,3, figsize=(18,10))\n", + "c =1\n", + "for i in range(len(out1)):\n", + " plt.subplot(1,3,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.imshow(out1[i].astype('uint8'))\n", + " plt.title(str(name[i])+\" noise in image \"+str(i))\n", + " plt.grid()\n", + " c = c +1\n", + " \n", + "out2 = [img2 ,a[1],result2]\n", + "name = [\"Original image 1\",\"Image 1 with salt and pepper noise\",\"Image 1 recovered after applying median filter\"]\n", + "#show image\n", + "fig, axs = plt.subplots(1,3, figsize=(18,10))\n", + "c =1\n", + "for i in range(len(out2)):\n", + " plt.subplot(1,3,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.imshow(out2[i].astype('uint8'))\n", + " plt.title(str(name[i])+\" noise in image \"+str(i))\n", + " plt.grid()\n", + " c = c +1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## (d) Can we convert an analog filter into a digital filter altogether?\n", + "What is the way to do it? \n", + "\n", + "Use the technique to convert all the analog filters into digital filters and plot the amplitude and frequency plots." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### we can convert analog to digital filter using the bilinear transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "R = 47000\n", + "C = 47*(10**-9)\n", + "f1 = 1 *(10**3)\n", + "f2 = 30 *(10**3)\n", + "c1 = 1/(2*np.pi*R*f1)\n", + "c2 = 1/(2*np.pi*R*f2)\n", + "f = np.arange(0,10000,0.1)\n", + "omega = np.arange(0,np.pi,0.1)\n", + "T = 1\n", + "s = (2/T)*((np.exp(1j*omega) - 1)/(np.exp(1j*omega) + 1)) # s=(2/T)((z-1)/(z+1))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "LPF_analog=1/(1+ 1j*2*np.pi*f*R*C) \n", + "LPF_digital = H=1/(1+ s*R*C) \n", + "LPF = [ np.abs(LPF_digital),np.angle(LPF_digital)]\n", + "name = [\"magnitude\",\"phase\"]\n", + "#show image\n", + "fig, axs = plt.subplots(1,2, figsize=(20,8))\n", + "c =1\n", + "for i in range(len(LPF)):\n", + " plt.subplot(1,2,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.plot(LPF[i])\n", + " plt.title(\"digital low pass filter \"+str(name[i])+\" plot \",fontsize=20)\n", + " plt.grid()\n", + " c = c +1" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "HPF_analog = 2j*np.pi*f*R*C/(1+ 1j*2*np.pi*f*R*C) \n", + "HPF_digital =s*R*C/(1+ s*R*C) \n", + "HPF = [ np.abs(HPF_digital),np.angle(HPF_digital)]\n", + "name = [\"magnitude\",\"phase\"]\n", + "#show image\n", + "fig, axs = plt.subplots(1,2, figsize=(20,8))\n", + "c =1\n", + "for i in range(len(HPF)):\n", + " plt.subplot(1,2,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.plot(HPF[i])\n", + " plt.title(\"digital high pass \"+str(name[i])+\" plot \",fontsize=20)\n", + " plt.grid()\n", + " c = c +1" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "HPF2_analog = 1/(1+3j*2*np.pi*f*C*R + ((1j*2*np.pi*f)**2)*(C**2)*(R**2))\n", + "HPF2_digital = 1/(1+3*s*C*R + ((s)**2)*(C**2)*(R**2))\n", + "HPF2 = [ np.abs(HPF2_digital),np.angle(HPF2_digital)]\n", + "name = [\"magnitude\",\"phase\"]\n", + "#show image\n", + "fig, axs = plt.subplots(1,2, figsize=(20,8))\n", + "c =1\n", + "for i in range(len(HPF2)):\n", + " plt.subplot(1,2,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.plot(HPF2[i])\n", + " plt.title(\" high pass 2 order filter \"+str(name[i])+\" plot \",fontsize=20)\n", + " plt.grid()\n", + " c = c +1" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "BPF_analog = ((1j*2*np.pi*f*R*c1))/((1+1j*2*np.pi*f*R*c1)*(1+1j*2*np.pi*f*R*c2))\n", + "BPF_digital = ((s*R*c1))/((1+s*R*c1)*(1+s*R*c2))\n", + "BPF = [ np.abs(BPF_digital),np.angle(BPF_digital)]\n", + "name = [\"magnitude\",\"phase\"]\n", + "#show image\n", + "fig, axs = plt.subplots(1,2, figsize=(20,8))\n", + "c =1\n", + "for i in range(len(BPF)):\n", + " plt.subplot(1,2,c)\n", + " fig.set_facecolor(\"white\")\n", + " plt.plot(BPF[i])\n", + " plt.title(\"digital band pass filter \"+str(name[i])+\" plot \",fontsize=20)\n", + " plt.grid()\n", + " c = c +1" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From d253fb7877fcf30877ab52cbab348b1baaf91b63 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Tue, 6 Apr 2021 21:57:56 +0530 Subject: [PATCH 24/30] Delete a7.py --- Assignment7/204102314_SonuKumari/a7.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Assignment7/204102314_SonuKumari/a7.py diff --git a/Assignment7/204102314_SonuKumari/a7.py b/Assignment7/204102314_SonuKumari/a7.py deleted file mode 100644 index 8b13789..0000000 --- a/Assignment7/204102314_SonuKumari/a7.py +++ /dev/null @@ -1 +0,0 @@ - From 22a8b4d1409e827893d32919692f97c1529ef461 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 21 Apr 2021 11:46:42 +0530 Subject: [PATCH 25/30] Create 204102314_SonuKumari --- Project/204102314_SonuKumari | 1 + 1 file changed, 1 insertion(+) create mode 100644 Project/204102314_SonuKumari diff --git a/Project/204102314_SonuKumari b/Project/204102314_SonuKumari new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Project/204102314_SonuKumari @@ -0,0 +1 @@ + From c1bcb6d45ec11e625ecba52d18e806c99b0c8d66 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 21 Apr 2021 11:48:15 +0530 Subject: [PATCH 26/30] Delete 204102314_SonuKumari --- Project/204102314_SonuKumari | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Project/204102314_SonuKumari diff --git a/Project/204102314_SonuKumari b/Project/204102314_SonuKumari deleted file mode 100644 index 8b13789..0000000 --- a/Project/204102314_SonuKumari +++ /dev/null @@ -1 +0,0 @@ - From 08acc26518e675f8ee7dbbc1cd9a7d7541320d46 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 21 Apr 2021 11:49:24 +0530 Subject: [PATCH 27/30] Create project.py --- Project/204102314_SonuKumari/project.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Project/204102314_SonuKumari/project.py diff --git a/Project/204102314_SonuKumari/project.py b/Project/204102314_SonuKumari/project.py new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Project/204102314_SonuKumari/project.py @@ -0,0 +1 @@ + From 35617e3775dd77e28f0ec0d72860780d3401c523 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 21 Apr 2021 11:51:41 +0530 Subject: [PATCH 28/30] Add files via upload --- .../204102314_SonuKumari.ipynb | 1055 +++++++++++++++++ 1 file changed, 1055 insertions(+) create mode 100644 Project/204102314_SonuKumari/204102314_SonuKumari.ipynb diff --git a/Project/204102314_SonuKumari/204102314_SonuKumari.ipynb b/Project/204102314_SonuKumari/204102314_SonuKumari.ipynb new file mode 100644 index 0000000..f5c1726 --- /dev/null +++ b/Project/204102314_SonuKumari/204102314_SonuKumari.ipynb @@ -0,0 +1,1055 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing Libraries :" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2 # (Open Source Computer Vision) \n", + "import random\n", + "import pywt # PyWavelets - Wavelet Transforms in Python\n", + "from numpy import dot,zeros,array,ndarray,resize,uint8 #(uint8 is Unsigned integer (0 to 255))\n", + "from scipy.linalg import svd #SVD is usually described for the factorization of a 2D matrix A.\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt \n", + "import os # this provides functions for creating and removing a directory (folder), operating system\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [A] Adding watermark in video : " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Location :" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "location = r\"C:\\Users\\sonuk\\OneDrive\\Documents\\DSP_PROJECT_DATASET\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Extract Frame : " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to extract frames \n", + "def FrameCapture_embedd(path): \n", + " frames = []\n", + " red_frames =[]\n", + " green_frames = []\n", + " blue_frames = []\n", + " video = cv2.VideoCapture(path) # an object of VideoCapture class\n", + " \n", + " count = 0\n", + " success = 1\n", + " while success: # # Inside the while loop, we are reading the video frame by frame\n", + " success, frame = video.read() # reading a Video from the camera frame by frame\n", + " if success:\n", + " frames.append(frame)\n", + " # opencv reads the images as BGR instead of RGB\n", + " b,g,r = cv2.split(frame) # split every frmae in RGB format using split \n", + " red_frames.append(r)\n", + " green_frames.append(g)\n", + " blue_frames.append(b)\n", + " count += 1 \n", + " # creating a random frame \n", + " rf = random.choice(frames)\n", + " # get video property \n", + " if video.isOpened():\n", + " width = int(video.get(cv2.CAP_PROP_FRAME_WIDTH)) # width of video \n", + " height = int(video.get(cv2.CAP_PROP_FRAME_HEIGHT)) # height of video\n", + " fps= int(video.get(cv2.CAP_PROP_FPS)) # frame per second in video\n", + "\n", + " size = (width, height)\n", + " print(\"size of video:\",size)\n", + " print(\"No of frames in per second is:\", fps)\n", + " print(\"total number of frame:\",count)\n", + " \n", + " # storing random frame on particular location by using os \n", + " cv2.imwrite(os.path.join(location , 'Random_Frame.png'),rf)\n", + " # making one list to show output of RGB frame using index 0 \n", + " lst = [red_frames[0],green_frames[0],blue_frames[0]]\n", + " name = [\"red frame\",'green frame',\"blue frame\"]\n", + " fig, axs = plt.subplots(1,3, figsize=(10,10))\n", + " c =1\n", + " for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n", + " return count,red_frames, green_frames, blue_frames,rf\n", + "\n", + "\n", + "#Perfprming frame subtraction by selecting random frame from each channel and subtracting it over all channels\n", + "def Frame_Subtract_embedd(nof,Red,Green,Blue,rf):\n", + " SR = []\n", + " SG = []\n", + " SB = []\n", + " rb,rg,rr = cv2.split(rf) # spliting random frame in RGB format\n", + "\n", + " for i in range(0,nof,1):\n", + " SR.append(cv2.subtract(Red[i],rr)) # subtracting original frame from random frame\n", + " SG.append(cv2.subtract(Green[i],rg))\n", + " SB.append(cv2.subtract(Blue[i],rb))\n", + " \n", + " # taking first frame for plotting out of 300\n", + " lst = [SR[0],SG[0],SB[0]]\n", + " name = [\"red subtracted frame\",'green subtracted frame',\"blue subtracted frame\"]\n", + " fig, axs = plt.subplots(1,3, figsize=(10,10))\n", + " c =1\n", + " for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n", + " return SR,SG,SB\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "size of video: (352, 264)\n", + "No of frames in per second is: 30\n", + "total number of frame: 300\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Splitting the video frames and then splitting them into RGB frame\n", + "video_file = \"original_video.mp4\"\n", + "no_of_frame,R,G,B,random_frame = FrameCapture_embedd(video_file)\n", + "#Performing frame subtraction on all the channels and returning them as lists\n", + "sbtract_rf,sbtract_gf,sbtract_bf = Frame_Subtract_embedd(no_of_frame,R,G,B,random_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# [3] Apply DWT On Frame :" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#Function that applies DWT twice on the frames \n", + "def ApplyDWT_Frames(rf):\n", + " b,g,r = cv2.split(rf) # spkiting random frame \n", + " \n", + " lst = [rf,r,g,b]\n", + " name = [\"random frame\",\"random red frame\",'random green frame',\" random blue frame\"]\n", + " fig, axs = plt.subplots(1,4, figsize=(10,10))\n", + " c =1\n", + " for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,4,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n", + " # Taking the original matrix and taking the cA(LL) values from DWT\n", + " # LL consists of the approximation part of the original frame.\n", + " # HH resolution levels consist of the detail parts\n", + " LLR1,HHR1 = pywt.dwt(r,'db1')\n", + " LLG1,HHG1 = pywt.dwt(g,'db1')\n", + " LLB1,HHB1 = pywt.dwt(b,'db1')\n", + " mat = pywt.idwt(LLR1,HHR1,'db1') # reconstructing frame usinf LLR1 and HHR1\n", + " \n", + " # DWT applied twice on frames (once on normal and then on LL sub band.) Returning the HH sub bands\n", + " LLR2,HHR2 = pywt.dwt(LLR1,'db1')\n", + " LLG2,HHG2 = pywt.dwt(LLG1,'db1')\n", + " LLB2,HHB2 = pywt.dwt(LLB1,'db1')\n", + " mat2 = pywt.idwt(LLR2,HHR2,'db1')\n", + " # plotting dwt taken frames \n", + " lst = [LLR1,HHR2,LLG1,HHG2,LLB1,HHB2,mat,mat2]\n", + " name = [\"low red 1\",\" high red 2\",'low green1',\"high green2\",\"low blue1\",\"high blue2\",\"low reconstructed\",\"high reconstruct\"]\n", + " fig, axs = plt.subplots(2,4, figsize=(15,15))\n", + " c =1\n", + " for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(2,4,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(\"level \"+str(name[k])+\" DWT frame\")\n", + " plt.axis('off')\n", + " c =c+1 \n", + "\n", + " return LLR1,HHR1,LLR2,HHR2,LLG1,HHG1,LLG2,HHG2,LLB1,HHB1,LLB2,HHB2\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Applying two rounds of DWT on the random frame\n", + "LLR1,HHR1,LLR2,HHR2,LLG1,HHG1,LLG2,HHG2,LLB1,HHB1,LLB2,HHB2 = ApplyDWT_Frames(random_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [4] Apply DWT On Logo Image :" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#Applying two rounds of DWT to the logo image\n", + "def ApplyDWT_Logo(path):\n", + " wmk_image = cv2.imread(path) # reading image path\n", + " cv2.imwrite(os.path.join(location , 'logo_used.png'),wmk_image) # storing logo image on specified loaction \n", + " gray_wmk = cv2.cvtColor(wmk_image,cv2.COLOR_BGR2GRAY) # convrting image from rgb to gray \n", + " LL1,HH1= pywt.dwt(gray_wmk,'db1') # applying dwt on logo image \n", + " LL2,HH2 = pywt.dwt(LL1,'db1') # applying 2 time dwt on logo image \n", + " \n", + " # plotting logo image \n", + " lst = [wmk_image,HH2]\n", + " name = [\"original logo image\",\"DWT applied on logo image\"]\n", + " fig, axs = plt.subplots(2,1, figsize=(10,30))\n", + " c =1\n", + " for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(2,1,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n", + " return HH2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Applying DWT once on the splitted logo and acquiring the HH sub band\n", + "a2 = ApplyDWT_Logo('LOGO_1.png')\n", + "cv2.imwrite(os.path.join(location , 'dft_on_logo.png'),a2)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [5] Apply SVD :" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to apply SVD on the matrice passed as a parameter\n", + "# SVD packs the maximum signal energy into as few coefficients as possible by spliting them in LI components. \n", + "def SVD_embedd(mat):\n", + " U, S, VT = svd(mat, full_matrices=True)\n", + " return U,S,VT\n", + "\n", + "#Function to add the singular matrix S\n", + "# Singular value eventually conserves most energy \n", + "# and it also gives better quality result after applying various attacks \n", + "def Singular_S_Adder(s1,s2):\n", + " s3 = s1+s2\n", + " return s3" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "#Applying SVD on the random frame\n", + "u1,s1,vt1 = SVD_embedd(HHR2)\n", + "u2,s2,vt2 = SVD_embedd(HHG2)\n", + "u3,s3,vt3 = SVD_embedd(HHB2) \n", + "# Applying SVD once on the HH sub DWT-ized logo\n", + "u4,s4,vt4 = SVD_embedd(a2)\n", + "#Now adding the singular matrices of frame and logo \n", + "# here s4 is diagonal matrix of logo image \n", + "add_s1 = Singular_S_Adder(s1,s4)\n", + "add_s2 = Singular_S_Adder(s2,s4)\n", + "add_s3 = Singular_S_Adder(s3,s4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [6] Inverse SVD :" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "#Function to calculate inverse SVD for decompressing \n", + "def Inverse_SVD_embedd(u1,vt1,u2,vt2,add_s):\n", + " m,_ = u1.shape # first m columns of the U matrix \n", + " n,_ = vt1.shape # first n rows of the V^T matrix\n", + " S = zeros((m,n))\n", + " for i in range(min(m,n)):\n", + " S[i,i] = add_s[i]\n", + " B = dot(u1,dot(S,vt1)) # B = U1*S*V^T\n", + " return B\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Reconstructing three SVD matrixes for R,G and B channels separately\n", + "# here u4 and vt4 is rotation matic of logo image\n", + "dR_reconstr_svd = Inverse_SVD_embedd(u1,vt1,u4,vt4,add_s1)\n", + "dG_reconstr_svd = Inverse_SVD_embedd(u2,vt2,u4,vt4,add_s2)\n", + "dB_reconstr_svd = Inverse_SVD_embedd(u3,vt3,u4,vt4,add_s3)\n", + "lst =[dR_reconstr_svd,dG_reconstr_svd,dB_reconstr_svd]\n", + "name=[\"ISVD R frame\",\"ISVD G frame\",\"ISVD B frame\"]\n", + "fig, axs = plt.subplots(1,3, figsize=(15,20))\n", + "c =1\n", + "for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [7] Inverse DWT :" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#Function to calculate inverse DWT\n", + "def IDWT_embedd(reconstr_svd,LL_2,HH_1):\n", + " idwt_2_level = pywt.idwt(LL_2,reconstr_svd,'db1') # doing idwt on reconstrued svd and 2 level LL subband \n", + " water = pywt.idwt(idwt_2_level,HH_1, 'db1') # again doing idwt on idwt_2_level and HH subband level 1\n", + " return water" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Watermark_image')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Treat these matrices as HH value and compute the inverse DWT twice on them\n", + "eR = IDWT_embedd(dR_reconstr_svd,LLR2,HHR1)\n", + "eG = IDWT_embedd(dG_reconstr_svd,LLG2,HHG1)\n", + "eB = IDWT_embedd(dB_reconstr_svd,LLB2,HHB1)\n", + "\n", + "# Merging the watermarked channels after Inverse DWT\n", + "merged_water_channel = cv2.merge((eB,eG,eR)).astype(np.uint8)\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.imshow(merged_water_channel,cmap=plt.cm.gray)\n", + "plt.title(\"Watermark_image\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv2.imwrite(os.path.join(location , 'watermark_embedd_image.png'),merged_water_channel)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [8] Adding Watermark On Each Channel :" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "#Function to add the watermark on each channel of subtracted frames\n", + "def Add_to_Subtracted_Frames_embedd(water_frame_new,sbrf,sbgf,sbbf,nof):\n", + " wmkd_frames = []\n", + " for i in range(0,nof,1):\n", + " sub = cv2.merge((sbbf[i],sbgf[i],sbrf[i]))\n", + " t = cv2.add(sub,water_frame_new)\n", + " wmkd_frames.append(t)\n", + " return wmkd_frames\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Adding the watermarked frame to the subtracted frames\n", + "watermarked_frames_video = Add_to_Subtracted_Frames_embedd(merged_water_channel,sbtract_rf,sbtract_gf,sbtract_bf,no_of_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [9] Create Watermark Video :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### AVI files can contain both audio and video data in a file container that allows synchronous audio-with-video playback. \"AVI\". FullForms Audio Video Interleave (also Audio Video Interleaved).\n", + "\n", + "Then we write one by one frame in the output.avi file." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def Create_Video_From_Frames(wmkd_frames):\n", + " fps = 30\n", + " x,y,z = wmkd_frames[0].shape\n", + " size = (y,x)\n", + " out = cv2.VideoWriter(os.path.join(location , 'news_Watermarked_Video.avi',), cv2.VideoWriter_fourcc(*'DIVX'), fps, size)\n", + " for i in range(0,len(wmkd_frames)): # considering all frame \n", + " out.write(wmkd_frames[i])\n", + " out.release()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [10] OUTPUT : " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Creating video using these watermarked frames\n", + "output = Create_Video_From_Frames(watermarked_frames_video)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [B] Extracting Watermark :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [1] Extract Frame From Watermark Video :" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Function to extract frames \n", + "def FrameCapture_extract(path): \n", + " video = cv2.VideoCapture(path) \n", + " count = 0\n", + " success = 1\n", + " success, image = video.read()\n", + " b,g,r = cv2.split(image)\n", + " \n", + " width = int(video.get(cv2.CAP_PROP_FRAME_WIDTH)) # width\n", + " height = int(video.get(cv2.CAP_PROP_FRAME_HEIGHT)) # height\n", + " fps= int(video.get(cv2.CAP_PROP_FPS)) # frame per second \n", + " size = (width, height)\n", + " print(\"size of video:\",size)\n", + " print(\"No of frames in per second is:\", fps)\n", + " \n", + " return r,g,b " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "size of video: (352, 264)\n", + "No of frames in per second is: 30\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Taking the first frame of watermarked video and splitting it into R,G and B channels\n", + "rw_extr,gw_extr,bw_extr = FrameCapture_extract(\"news_Watermarked_Video.avi\")\n", + "# taking first frame for plotting out of 300\n", + "lst = [rw_extr,gw_extr,bw_extr]\n", + "name = [\"watermark red frame\",'watermark green frame',\"watermark blue frame\"]\n", + "fig, axs = plt.subplots(1,3, figsize=(10,10))\n", + "c =1\n", + "for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [2] Apply DWT On Watermark Frame :" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "def DWT_extr(redframe,greenframe,blueframe):\n", + " # applying dwt on normal watermarked image\n", + " LLR1,_ = pywt.dwt(redframe,'db1')\n", + " LLG1,_ = pywt.dwt(greenframe,'db1')\n", + " LLB1,_ = pywt.dwt(blueframe,'db1')\n", + " # applying dwt on lL band returning HH sub bands \n", + " _,HHR2 = pywt.dwt(LLR1,'db1')\n", + " _,HHG2 = pywt.dwt(LLG1,'db1')\n", + " _,HHB2 = pywt.dwt(LLB1,'db1')\n", + " \n", + " return HHR2,HHG2,HHB2" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Applying DWT twice on the frame\n", + "HHWR_extr,HHWG_extr,HHWB_extr = DWT_extr(rw_extr,gw_extr,bw_extr)\n", + "# plotting LL band or watermarked frame\n", + "lst = [HHWR_extr,HHWG_extr,HHWB_extr]\n", + "name = [\"HH-red DWT frame\",'HH-green DWT frame',\"HH-blue DWT frame\"]\n", + "fig, axs = plt.subplots(1,3, figsize=(10,10))\n", + "c =1\n", + "for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [3] Apply SVD On Watermark Frame :" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "def SVD_extr(mat):\n", + " U,S,VT = svd(mat,full_matrices=True)\n", + " return U,S,VT" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "#Applying SVD on the HH sub band of watermarked frame\n", + "uwr,swr,vtwr = SVD_extr(HHWR_extr)\n", + "uwg,swg,vtwg = SVD_extr(HHWG_extr)\n", + "uwb,swb,vtwb = SVD_extr(HHWB_extr)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [4] Extract Frame From Non-Watermark Video :" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "size of video: (352, 264)\n", + "No of frames in per second is: 30\n" + ] + }, + { + "data": { + "image/png": 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mGNx///0vqY2vtHT0/uXX+6997WsYHx/H0NAQzjvvPJxzzjkoFostr3fEEUfgmmuuwYUXXoiBgQEcdNBBNuvl5e6LrHRspmMjwCszN7z3ve/F5z73OcyZMwfr1q3Dd7/73dzj/u7v/g6FQgELFizA+eefj3PPPdf+1tPTg1/96le46aabsGjRIgwNDeHTn/40Go3G7j2wI1/60pfwve99Dz09PfjgBz+Is88+e4+v1c62ZxJGe+pX7UhHOtKRfSSf/vSnsW3bNnznO9/Z103pSEc68icincKDHelIR/Z7Wb9+PR599FEQER544AFce+21ePe7372vm9WRjnTkT0j2Kmm5Ix3pSEdeDqlWqzjnnHOwdetWzJ8/H5/4xCdw+umn7+tmdaQjHfkTkk5IqyMd6UhHOtKRjrzqpRPS6khHOtKRjnSkI6966QCejnSkIx3pSEc68qqXthyeQ/7zcyj6EXxPgjMCYzr6xRmBAfC4AmMEzgj1yENfUW8Up4jZ4+z/IHCmUt95TIEzBRH/boTH9/G5hMek/U5AweMKAnr34SKPIJj+25yvwFCTBTSUh/mFKnj8u4jv78fXM9cw9zLfmevpayZ/i/j+rnDnWBUXreZMQYDsdSRxjMkKungDJR7aa7q/u/fMikBzxFGCzfib/ewU01bgGIm6IcHRL6ZS7U7O5/F5DMr+zSHBoYjZ38155n7N12EIlYeQBBQYJCXnR4rbe+0KKihyCZ9LSGIIlAdJDJEScZsZFCX///j4f23ZV6+EvO5nl6FUCFEU0uo+kOgRB9nvpyMfA0Vd3MvVj2a7IGsHrW1C64jPJDxudFrZ+xqby7MJwRRqqoC68rHAn0jZhHvtPJsISaTanpXse29tE0lbQxKYlCVUeIAiD+19XZuQu7kWc8ecVr8Zca+tiGNX1AUFhj4xHf/OMucndqDi38zfRq/d65rP7n3dZ4+UsQkGFZ/vvsfRoIyCkPCYSj1XRMn1k/85fvrmr+1WX+1tOfRHV6DoRyh4aZtgiMdtnuj8dOijv6T7uWmeyJkjOAgel9Ye3Peb2ISCx5NxnTOy4zzQep6oypKeJ/xq8ns8R7SbJ7Lizgt5epv3u5lrzHygoOeJCg9QYgFEfD9zrgSHz9pX+m41lmfnrbx2SkdXFTh2Rd2Qjk20siFFPDUHSGidNPOOay/uZ/OdIoaQRDzOxPYQ24b7XKNBGQUu4XFpbQZAjk3o829+c369ubaAxwAcIqa7LDZMBQ0AXOU2Rmsms5lEEUMEDg+AcJSz+TieO9ACceflAAbpTNQGgAB6snBffh7Y4TnKkRyvmoCNFWcSca/jKlYKQJlz24CdVpIHdHZHssq7e/dWkHDeSazkbt8AQKg8q9wchOwbluDOYNK+D7KgYl8Kc/UdeqBILQQcmyBrE2LW149oNjbBWvZFS5twACoHHJtID6JZm1BgLQF5dtA0wCZpC4cLdoQd3BP9a1pEQAEsDdRnIy9VN3b3ftl7K2LJs7AExLjgxywaWon7XvkMNp7YRGs9eaXEFNXN2oRrt9Ym4s+znicQL364bPuOszbhji95NuECVQUGARf4U9t5op2Y8dH9nL2vO9cIO54418gBdXsy5M/U1pkkC6B2695M6fnXmefMZ9f+DdABjB01t4FbMDobm1A5kDORGbO0NGoCRI6dSsVBMYKnuNHmX5bTON2BzY2XLQZwSQxgexZ3S3kiYnCivQ3JIOwaiTEQ012uMgKx4oLsRNQ0CcTK4YIdwRTUDJO6ADWtKGcDaCSYPS57fp6E5OUeZ9pllNs1WB73h1Xe7MAO6GWcA3r0vYRVanOuYAqCAZwIijFISnQgZeBxf7iThZGXAtT2plC8msjXWQ4ibRPugArkT2J6MNa/wtG5ljYBDt4EH9uLdFZB+l/XJvQQ0MomsqDGffdNHtFMe31E9nvXiyPBZwQYMw3WeSvprKek3XnuatQc38qzA7T27rS7l/u99mzmA1/bZjA9IbirVtMmSq5p/s+2cV8KEdNjf57OKg7FCJ5rE7P0yLm/m/5pOj4GNHsC/qx3zlnIhiTs33k2kW1fVlcLziIiu4A2v7nzix5zmf3b/Vf/TXu0MDbtdb1EM4meJ1wPaGvvqCuJzra/hwt2jB67nlHOlJ5LWeJ1EqmFA28aV12dUo6d5klbwGMGdqU0SGDxjTkAiWRQdo3QuJi0YrqrvVhpHNADABE4OGlUY9yWyerIHCvsRAkFKBZfS2mFC0nEQEMrUKR4kyIrABwMCgQfgOkTGduPcWG28vBIcIASz042FJW4TGenmLMBKTOdJ5F+xlZiJjVXFHH4TNpruMBHQAGMW4UzqxLt2XEGIMcYDHAzCu8zaScGwRSEaWfssga1RuyCGd3Rfd5OgV9pIWKQiusVbGaCVfGgzxjBc0JxZjXLGcUGp+w5nFEMGgEDepBrEzz2ojGEEBCktB2A0tfKsQkRD+JJ6EVPEK6m5tmEvm5Gt1jzb3kTg3leoDV4kWB2ctGfk3sVsp4n5xpZfXb1ULvI88G9K26oLiQBCY5QmbeTHxbOhmaz9zaf3UkxOwCbMJZ7rpnIQyXAuQ5dmXE0UjyjY7wpzLuvhSj26igGFo/NNiqA+DckoEhRAhaJCODGMwYoEk1zBxh0GJARwGFDW8YmzMJYH6P70tpHC5tQse4p590iDsUoEyqL762fIWmO63WQOeOTARl6wctTupsshpvHPhMdyNpLK9pAXvjYbUP2bzmDrmTBjnt+HmXB3LdVGMsem7NAyALHVgA+Ig5OKjeMZc7Ls4tW0hbwqFiBJWPgpAGDAT0wHh1GUIwgVfPqSpHQCJgl8XvjEcgO+kqxFH8hAfL6WDNIgwO+WeEyDkmx6925V+oZzHlIFCQkoZU5dZx2paccYpRVPAER+z30Z4ZCm1WFecEiE/5yuQru5+Q+sxvEEgVLPDLZ6xlgNhMoSjg5aQ5PKz5FM/JPJi9X+bNtbdeOVquD/WVgB9yBndtBy7TatNMM+K6XxrQ/IAHOuNV1Kw7oUTGwbrYJeyer+6AMoJiNTcTAE0i8iXk2wZlq1kXX6xEPdHohkeigvwc2kQ2NZyXrqM7TB6u7DvDO8pXM72bV3G5FmsdDaBeaagY/HOEsPTDtQH1en+xPNqEUB2N6ESy4pjy4NgBojz8pDpkBcGCAUhrkGK5Pdo4AHO+XZJrTA8Nxc21CzzkgwGOy7TyRFZmyCS15NmHb477XzGswIMjl0LTj37SiPWS9723bkLlOuj0GWGfniXSURTAFUHtPUBZ8uWAnT4ez473h7Ji/d5er105mYxPtAY/UiswYEAEQXAEx6HFDV4ITIilSnpV0IwQ8poBYoTUSSxTTSAQOEE8N8oqYXu3CEPd0Z1llBgDG7QrTDb0ZVGmOVCpZEYdMpCYcqdFOalWaisVa5XNJwxwuUNBcBZczFOn7xyhYxGg/SyR+KZScvIilC4TMvXONg5y/0WwYqfvkKKer9Ga1lH62jC7ECLyhvBSi18bWmpOSRwLdVyIlB4PWe8kZCMkKVjoeHsEoNbi7ooghIAGPM3hIuAlJeAtwvT1ZmzCTQZ473bbTcWWn7524npsADWVsIiYTGnFDuraVLAH/wvE2pdziYCm7muk9zjQQ5oXaWl8r/Zx5K1K3nfYeOWCnVVuzbcu61l3wlbXDkLjzTlzXfBueljOw035hE3phzBhDJDk4V3FYWo+XAMCZnj+kyp+UFBiU0h4Yj6vUs6eOjz05EZACPtwJgQAAB0cIPU8knlSe64m0k3UmhCmYG2rK4dXYY9M2kgCVuD2MA1mvJFQKeJgxV4FDGqqC41mfjbTz4Cik5xw9DyXjvZuYkrrmLMCPy+ecyRs/m8WzAkOoBCLiThtZy5Cm/X0W80RbwFMoRhBcwRMSvtAPlSUqAxokFITEku5deGZiHkIpLLixjP04hlvgETyuNAACECjtajeu2yTOyyGYzlQw2Vo+kyiLED2iDp9JCy6yZMnNahCcCAPelMMAz39xyfkUgwCtYCESb4URV9GbM7aSAb3kZJ64Xg8wmVI8nlL69PVsBk3sGs3j65gwkguwBJIMBRfomPO2hIMISGCF/6KNV5sQQBMQcyQv+8vN4nKPyWurCwxNn5RYCJ9JLCyM2WN0eMEFQ+lwwr6WNyx8AUUeoSgiFHiUmykFaH14Ybofb+jbjBeD3iRkmjnW51qv3eyRrOfP9Zgk11Hxu3b4Arlucq0/mxpzoTjDAn885fVzBzlXhw0XLS8c2moQdG3Ch7TXNsDMABWdcaLtN+sNKvC09zN1fbsCV6k2ZnU1iNvsHpP1xLog/4/hAEISWFbcAZ9FCElnF+Z5N7O8nPRvaTvIG3NybYJ46l1zRlhQzN9FOxtOcwHpvpJFcybgC51pWeD6vWZ10cwFE0EJa/r+iC21Afu9/jcBg0UeweMSvuMFjUikOB1uRpdrWz6TEEyhyCL4PEqN7y6BXhHD5sYgQiYw16+mgHAe39LV0+yc4IKSVvNCk80YegRLwA2gddf18kiIJi6p21/uAlvwdNaXbQPSobUCkymbcMd+c97mcBAhCawsbItD4h6CeK5I2pbn5WxeWGcX0tKZC/Q5aZvKXsNnEYp8EYYKiU1kFyKuHbSzibaAp+iH8EWSem6aZcmrzoso+yGGihN4iuYjNCvbWDEFV6h4AUoiQpFH6PIaKIsQDeVhKipiKiroWB0jFHgUKzrB5xJlHsDjGkRUeIABbwpdvOFM7nrAdwHDzqgHIQn0ixrqyk9Nsm5n+iyyz2I637xQA5RMh/o8gsgpSm2NKR6EVcyvANOKFsRxYyDtrjQv3w50kBbYcKZQQALo9HPmh73Mbz6oiVguc8BwVZUhwXCAN40aMdRJIKSoZRjNBS/tVqpZIJZ3TPb4EouwI+rFysK2VL+43CTXS7U/yNsH//8YqEXOBJy/6riHr8KR5eewze9Dv6hZXXCPd/VYgqOminZgMZN1iYVN7mgjJR4CSDwZ7r+umDTTIW98Ru5XqxCoBQKzADymDYE7+DgcgSIPUWKhXRy0uqYhd4o4VOaS4M1iwIg7aJt+y8swy76vmioiJA8r/BcRQKCufIQQbfvH3M+dSNrnhyRtbKfLJRZiZ9iNg0rbU31gJBtm3h+8ngf3b0eRRxbYZrMqXb34o+jDoeWtiBS3i1sXtPhMosT1QsiULKiTj4byUVdJgMnovQHOhpPoswiVuARIaiGYY6u7om6o2CYsj4tELkAGksVaFggLKBtxaJeJly2/4JY6EQ64y4aa3HPNM5pxxIwfBni5HiYg7V0sQOm5NaP/eV6ZKVVESAJL/TGExFEngXrO4if9fHoBPhOx2ZXsQjtPSjzEuKzg4NIf7XdZm3MX3e3mnbZP4AsVh7GyDY/dqW2bqY9jnFDgEiWhgU6Ra9BjpMgj+AVDGNYvq8gj/WK5XvkKplCMAU8vn0aPmE5NxAZwAEAIYV+onMHFFZJnSYR5bm6dWaRyEb+7anDT3YXzWYBQ4iEUcZR4mELUoITHwB2vkDH8rHIKRjGvJvYMQKHAFHwGlBiDD44QhDoRwhYvxjyZAKFBQFX5tv+yk4Dpj7yAyWwzQ9qBnlYgwfiNQmhwoMzqdz/w7gCwYAdodntnpaXuOLrigh3j3bKgjzjAgDr5KMQDnbmvOR/Qg2HBENDjprhez5C8mNzZvPLJAwTaLrjlqGUn6SywSV0vtlcTzvWdBYSKw2zmfFObyjxTyjPCYEPEBTsZRjpEwRLw5wJkt4+M9zAkgTr5STYaVCrjxZ0U6+SjTo5NNHmFmA1R2+d3+yJjLXkAaE91WcSk26TdzUkE+0rMeJ0VA2bSHJV0jRw3vGQWtQYMuyI4oRjrijupZ8deM5aWWPoaBpgafTcLCpWxiWx2rpEg1t+80I9CwgvKo3RwRiiwKAWkeI4OSqZr7Rgd1naQpkp08UbqOvp4mXh5LOhgtn/0glihFM8XIQF14ghbLlzInquBjrCAMituHZ5splnTdVnOwoZ0JGd3F7Rm7AxsyNSMhTqS0kpmVYfHts3522SkmOMilR4IGNNApyAkSl6IsghThiGgUOEBuKAUqgcSFGsUxf2ul9dTipx1x0lKULiKJxGzMjXHJ8+QH8c3IILtqlgAACAASURBVCPtCqXcycsM4Bp1Z0NLEcaiXtw3sQLT0sfi8hjWlJ9Hv6jZZxBM2cFZXy/x6Giw54ARlvxeZECBMVSYQEgKIQhBDHaCDP/ACAdZw60qX69mcp7JtsNRnJmQ856I4f7k1Ywxhuvb979Xb73HkqzOmgcsV3TbpQWxrkfOhpPiQccOpm44ywEOApR4lUCQzBBneep+5jsX7Eg0c7hcezGZSe513GMDIHOf1vWTbIkF4sgOLdLxhIypCh4aX4pACSwqj2N1ZSv6xZS1iRBe7DF1eBPO5+zqziwaDODpYiGClO17jqdJpAZkk5ovwTChSvq73bCJvR1mNWNWtugp0Fwm4qXWWdlbkkeodv/O/p6tcWNspBjPAdnnMoUAzVjZrh6aAenmf/NdqvjfDF62kISlNCTHN7/nPA9W1svuevddsJNNYtkR9eCesZWoRT4WlSdwaNfW3HnCfDY2bsCOgFOUkWA/l5iED0IpJpWHBIRgCJEQ6vPKohiPV81ZFOcJZ2lYr2bo2z0RQ3XIq2NnbMFtRTubnFUdnqyQ4zkhYhBcIZTCfvZ5XBGZK3gxD8fEW8sitMprlNx4blxWuhlYU4qedWFnwQ50SqohMNWVH6/uEg5PO1Itjwlw2ZW5AS+tOBI+i3Rc1ISg4onqgakVuOH+Y9H7uA8REJ4A8LNBhqBf4TVHPocPLr4rVuLIKmgyqCdghzvtE0ynS/qMwWfOxESEGjGEZPohZ3XpDO6zUcpWx+QNMu6qNfV7i8kj267UZyYBSDtJzSZU8EqJLSgZe3daDQSSOLpjrpnRS+uFjP9OwibJc2pQo1CJ9R5Ir2jdd2I9Po6r3XgQzGoqxYMijjr5OrSGpP5T22yPzOO5rnU39JXK0kM+QBaMcH91OW6+/3D0PSnAQ8IzDLhtDkPQTzj4qI340OK70MUbFgRmbT7vXZixxISB3Wc13h2zEOJMpULTJmXfvCPjVUROVk12YG3VnnbSbjC25QKyxFGX49Bi8t2fxQU9nsPxMd9b7o312usCdYaDZRa7JRaiizcgQNYT53JKeOzFyHLb3GhA3jsMSaQ8OKYN7Z7FnQsSWkU7YJe/QBJM4bfVlfiP+49E/+MeeEDYxIBfz3kjgn7CyqM24QOL70GFNWwUwB0PXLCTgAA9j5kIgA9AMAZJhBAMNeUhiMeGADleXyjbH0FmgZDfJ+35senjMtcyqj2LhUOr8LRZgsxm8TEj4MmTbJYWkIyLguuaKy7b3o8JaN2igTnelHVZ+ixCiWslNhwWI9kJxbj9gTSKNIQqM5DX41ivImZjv4aFn41d8oziuUqUnezNSiRVaC12f1rAE/9eYiH+fcexePBHr8XcHYTihIQ/qQAi9G5mUD7D1seW48Ljh/GRo+/C27ofsxwdN4Slnxs2NVIwBt8y4/W/ISnUSaFBemDMgp0U8jf9pfzYU9BekfOBSP5v2TBBllDdTvJSNiU4CvbvmdPqXylRGTDQqiKyBi8ShYynwvU0GElCm6EFzkBCvnM5Xa7um8E+6xniMdhxuSjmWoEB/23DjYkHJ4+0DGjdl/G1UjwdmPBrBuxA4aZtR2HjD1dgwU4FvxbBq8XgJLaJFx9fiouOPwDvP+q/8cbKcylwCSDWsQQEZbkLto/jgdqG5pznN/2dTf8NlZ/iB7XSt3agJo9PtCfSDtCYOi37G/BpRdoF0kR9FXtvW4XiJFgcrk9CQG6IKiEeqzhtXNtflqSb55GXmfCmC27aleAwosf//Gd1+ThZcNOKXA8A39t+NP7ww4OxYIdCoRrBm9LP07OZgzyGkceX4H8fvxgfOOZu/K/uJ1KRAPdfE7LSbdH0BT0PG76epjHUTdg8A3ayNiQYIVSz8yJm+9l9ytT4nxvOzVTubyNZj6/Lg02WR+1tYlaAxxCWPe6itSQNzHxfEQG6/KApW0X/a4jHDfSLGnrENHzIVCzSiM9k02DMmYpTDDkCBgQxgU1Br+QMyaqufDSUB59JNOKwTZ6kK8SmCW2um85n0q4s3BhmtqKyDcFAYks4iPt/9lrM/UMEHhB4oBD2eFAeIAICCCjvlFj8C4FvTr8Fx7/zD5jHp5vSCo13x2cMAtqj4zOBkCRCUpDQNS9CxCvqTJZUuiR64hY3K6wsCXs24CS3LzMcIPvOkVTIzPMWZVcqRqwL2kH/exLnfbnEnfSyk72R7CQLJDyCbMaECVUBCbB3n98M8EmhPK/JA5JkXWkvQUACNSra9tWVH3NaNG+tgGbJW4WG9rOpkKyTFYwXNkXsj4F/qh/iZ9kSzsGzP12BuesD8FCBKUKj34fyGUSDwBRQ2Rlh8S84/r36Zqx65zb0i6mW2VpuuLAAZUNYhqfk8qHcZzMLE3MdaSdgZW0je689kdwCcnG4MUu0tOcgKTyX3bvP9L3VvZjjtL8sBIBmsJMlL+u/Ew9hK26lzyQqvGFtw8wThq8C6CSPEgvtAsB6M+NFlplP3EXBlCrapAAAaJBneV7JgiEJBWefyeoCpT/rqIK2V3fxmz3PvC9jt5uCeXjypwdjcH0I0VDgoULQ50MWtU3oeSLCAb/guK52Io561wbMF5O5i3HjzRFIvP8hKYSkPSAKmuqgKPHuW+4Tmt+PWdznAceXNE9kQsIgDoFkbM8DnHqko2Zvr21GsiCaySZm7eHhjGxquWDJVhImA2syLGpwIMI4zVzYidUQ1YoO4KnwBgqQzvWd9DpQUyjEZlMxSnEeQvIwpYqYUkXtzYG+t+DpBzehKhe0tHIzmlWE2ezTrDJSLvSMRwrQnpiQPNz4/DGY/3AIWeRo9HN4dY7iaAgxFYI3Iqiih7C/CH9KYdGdPt7X9SF884TvYNgbt54dA3YEAAEGzhh8ZnhIhBAEGStzSGm3dzsioykuZfo4O+jsLRKkyzsC0t607HEu0ARgt6pI2pR8vz+IC1wA2BARkMTaUymf0Hv16OOSmkxaf2STC16ZQdGZNLMpz+6Emg0fGvtwzwN0pmFerY5WdqA/J+nk+r4J5wIEy3UQzHBo3BT6ZNL5v5sOx/zf1SGLAo0BHzwgFMdCiFoE1ghBRR9BXwHlyQiL7/JxaelM/J//dTMO9EdS/CeXy+Pqjo7ze3bCM96dVs9lvzeeXZoZ3OzuQN/EjchMmK1WtXn1lTQATlJ8XeCzv4kZq83fAGwSypQs2nFYMV1vxYheMFLKo+N6PI1kvQYccb0dJIDHeICM9zM0Hj/wJBNXCfhCWs9Ou2zBprIh1iOvy6a4CSdAmiSd9pwk4fqbtrwR837XgCpy1Ac9eNOEwlgAUY/A6hGo5CHsK8KfirDorgI+3HUBrj7x+xj2dqUWtam5wqE62MUwmb+TcTXLvWl+hwqc0nXlcvvlJdhEap63gDPfY24Wdal7Zjyxs6FRzLi1BKA7iwHo9kIsroxjQXECJR6iKkuoRiWEcS0dm2EUZ2Up0lUxiyJCWWiuiiYnRyggPTi6DS4yab0VJjyjbLhGWEU2iN14dwy5qaE8vatqrOwuIRpIrzLyCHQu2991SbZLcZVguH/qINz4h6Pg39uDAR5B+QzFMYnSi9MQI1VQbVqXXhcCYrQE1V1GOVRY8n99fBjn4ydv+RpKiKAd9zqcZVySPgRk7JHRYSyCnIFt74obBjEVYH2Wn5EAtAYouyMqE9Jq56Fp4v1k4r2zdXu+3OK6wQVT6OHT1rvXxQL4TGJMlTEmu6ye1pUPcO1dMLwyo1+6MnEEGbva096HBLjInBBUkq0VTwqGvxWHsYxHwXBTNO+G4tBnM8lPT6rpQcX16uhjWTzxJplSpp6I+34M5+KB2gr8+/ojUbq7B0o0oHyGwngEf1cdvFoDqweA1LZZHilBdZcgahFW/MDH5+lU/PPbvoMSCzGlinZySzLYpB0TpqiAKVW0E427sk8JccdzqP8JSSBUXsvwne2nFmNAth9nI9npxvUIGE6J6+Ux76GpPtZ+sAjIgrOK0OVDzM7fdSpgNOqyaeUakOv5ouIFMHvvKeJx7RyVmuCy9WYMqGn2dCS9YwGww+WqK9+CHrcUSQLmVTNnrSlco2zJEfN+mvh1NgSbH+L7XW2pnSe8UoSozOBPKpS21SB2TYBqdYAUmBAo7SyBusrg0xGW31TA39E5+P7J30CFN2BoGgWmLFnaB4OK54mACHVK7zye9cYbcRcVef+2ktnSFtz7Z8+VYKmxo11yTMrjFIfmzSXdJIZWMmsPjxd7cg4ojWKuXwUAdIs6ekQJ2xp99gGMaO8OUBYhyjxAhQe5XI0UocyQKDOKbH4zKaYmDmv4OjVVSO2DY8JtKQ9PZhXLWVKnww0vmGNdoJN107sZIUbGZC+uue8EzFnnoXdjANFQqDxfBx+ZANUboCgCpATxmPsEzcNhSoE8jrl3F/Hhhefi31d/x4KdAmOJAUOHsEJSqMVgRzl9tTueGpPOOhOoaQWGZiPa/d6uDTkeHHNfg/wdr0a71dcrKW67Q+WjxEL0iyoECEUm9eADwojs1rVDYl0VdhBqDoGZiVb/lqTjA0lIiWe2ObFAyEwUiOxKtq4KqXb6LNIezryBLp5EeexBADW/DwVut1lR4FA0M0FXMIUxVcG1970Zcx7yMPB0HWIqRGnjJDAyZkEOId5PCQALAnApQaUiBAOGflPAp4bOxNWv+0Eu0JBgCOKJrE4+XB5GqxCqfub0RGcWUa6nLlcY2nqCZuIP5KWwZ89xPxvAbCZWCbOxzb63g3ZSZBHmeVWbQq1QR4FF2BoM2GMkJWnO5t8iD+3iNM/j7uplXmaREXeeCMzfGbADtC5XYrw9rhcHSMbDApJMqfzzE+DDwVNhnAlVSs8TgTNPTE9DTdf15mRmC3opwYgg4nli/t0V/M3Cc3Dda29IlSbh9t4Uh690EospZdI6ASWhH6T6kxlAt3tzwG5FCKgFYMoBP9nikfo4JKAnvt5MMmvAo4ihFhWwcXoQz9cH7HdJGWhDsNRbRwhG6BIBuryYXc6SglSSuN6fy8bt0kXt3JeTeCYSJZ6KC4XVqYCaCWU1cX6an97tMB6TjbOxclP3I5VGmInHmhCEeVEBBD7/9J+h93EfxXGF8pYJsOkGEIRacfu6gYIP8gUgCawRAFIBSoGFEixSKEwqNH44H5f0noYvDf80BXYkCJJkqsaOQrPRt3v23ZWXAnZaiVtN2EX2eUaV5+5sYvjvB1InH2OqDCDZkT4kDzVVTOmkXmV56BV1fZ7DQTOkbDdLSGaetZDzqs1gbmvwZNqwp2nLbv0ly29w7p9bgRim8Ka2oSlVxD898Q70P+KjslOi+NxOUHUSNFUDOAfzPKDgg3meHrfCEOACaARgAFiliEJVoveHPbiy5524ePmtKS+rBEOgihbgCaYSQrZpp8PDaOcd3J1yCwrNlWDdfmkrLRycbv/KmGdhQ5Ix2JRIZyzOlE20r0SnMhewPexLfR+SQMPxoLnE8D4x3bQYlmDgdgWfT0ZtIsRCv8spKjQnslAh5dXJEx4vqlwvf6u9EluFgbPlJ1xwXCcfVz35dvQ/6qO0S6K8cQys3gAagX4E3wcrlQDBAUVAGOrFQBCCcQ4WlVCYVKAfDuKzvafjy0t/mAE7mpxs6uwAmBXYaSet6gvtzjXaXjvn9GReTRdRTYEdwHlPPK7X5tS5ayGzAjxEDKHiGG+UUAs13dEtJV4QSa2csgjRJQKYAoIGsbvhIxNPFTEaTTWQdAE9IzYs4ICdqiyjTtqzU5NFSw7Nlhgv8RB15dtJ1aSWZ1PJs53NHYXP1lvJZoVIMPx8/PWo3zoffp1QHI0gu4uYXtkP4jr7ZHoOQ30uQ1QheFMMfc8q9D0zBT4xDYQR/B2TqDAG5Rdx/+8PAob1/RSQ4umEYDa8kOViNNe6aBWqSto/G1CzJwQ1sypt+t7yD5LfVBxayyM3N8Vk9wP3fTbsYYALh0qFV0Py0FCerTPUK+oIHHJkQAIgAcU46vCbMrASjo8WFwAZ4qOpIm6+M0BHkv7XJREbGzGeAn1OskGsdr+nB3fTXhkfkyXRGtGBt8QDV1c+bt+1Gv7P++FNK5S3N0AFH9EhB4IYQD5H0Ouh0ScQVgDRAPqea6C44UVQtQo0AoggRAmAKnThhYcXAsvTz27AnnnerGT1r11mmsnidDdVzRXiLb07+p6tf2tVFRpIT55+XKuswhu5z+bW4tFtat3cfSXT0scfVZ/l8ricJEmGVCzRJ6btosdyNOMQlKlWnyoREBfQNOJqq6AE8BuwYzx/iXcnpgc0USlcD06UAld5e9K5EYAmoXQVcHee+NXYa8BuHYBXJ1S2BaCih+llAyABEGcIujmCXoaozOBNE3o3hihvGAFVp8Cm6/BeJJQFh/LLePT3S4Gl+pZ6ntB/h0hKk7hhvyynMvVdjrjzhH5HM0QD9nCemNU1Y7t1Ob/peSJO2jDvbW+Qlo2ouO4OoLk680qTmFeo4tnaXJRYiB6vbpVXEbPEMACWZyNJD/ISCe8n2cNEgTsvywzihpxcs/8XYkXW7mgBXdfElBo3RQ5Dpt3URR6iwNIVQfMU100tB9LG4dZAsC+DBH6w7ggs/qNOPS/uamBsVRd2vL0BIRQYJ/R1T+Ow/hEUeIRdjS5s2DEXkw/2YOHdHN7IJFgjQOH5XeiR/YhKFVx99An4P/PvRkiEELDFBLPhK5vCnqfY9nkccOEQ1vKOdWV3Y7Ou5MXX221sp9vU7FpN77HC2q7S95UEJBBIYUFoiYfoZzUAwPawFwKEHl7XExX5qJGPIPa+6NVweq+pVBFL0jpXcirMmswjM+EH5KHENMBMZZuwhMDsiub6iBTwAWA5P9mU7axkM07c71y594FDMPx8hMJECH/rKGqr5mHz2z2Qr98vFRRE1zQ4I8iIY9fOIuatOwCDv94MNTYOkALfsg1dch7m+334xjEn4mMH3J4KZ2drp2TbLi2INmAvfyA0XmpDKm8lag89Zm42jyvZqu4cyRYFbvvTbUjXitkftpZwvQA29EwJT9JwekosREMtgs8i9Aldd02S0Nm0LB67QTbbVjJuPXcFJgEWQcZhR3fl72bjuSGsKVW0ddiMCJCda9y+S7Lj9BVn8pxlqRCGHM2Zk93kglzycOtDh2F4m9Qctu0TmDp4EJtPJbCSBBQDLwToqjTAGaEW+Ni1s4zBdUOYf9d20FgVmK7D37ITPdEcRKVuXP2mk3DxgjsQUpKFFbohOzveN9MXmkNYjpeKmOX8mdp0raTdhp5uG3L7ENTk9Uy9Ewcs6udw5+nseQ7ns41JzLrSsklNdyemkhdiXqGKxcVRjIRdKPEQQ4UJjMsypqVWNC9uhEHxpuZBEMfvzCDgsyi1gkoIyp717BjOjgE5GkAlVTSNC1GwJCsM0FyjLt6wnB23bH7KTU48lf6YB3BMmW59P8JPqodi0S8FytsDeNUGppZ248W3hnjPmoctWOoRdfSJmvU41eYWceucNfgjhrH4jghil17BeGPT6HtW4OZbj8Z5596LPh5aRc4rkuhKknaer8iGU1NgMuZs0Awm3VxHJ8ULmREMZeOyrQ9pnUFjQOW+9+wYmcmb0MUb6Oc1cBZXEmcKg2LSkmqrqmTLtLuhXHdT0JCELbYG5q42nUKbTp9oG3IKrdkVZjPYLTC9NYMBPoaEacNUlBCy3TL62UKDxtaM299N+/75rtdhyS0RitunwMenEC4awJaTfSx/7fM2w9NkfHpMIVACjYUenhuYBx4eiP5f/QEURWCCwEcn0fs0x4afrcCWv37Y7klmwF5KnLYrR6WSej4mw41Sn3W/zw7ct7OJVuGPbDv0+8j3FpnQv+uBzSUr7ydgB0innyti4JCp37pFHYNiEj1iGs97c1BgEvO8CUyoMiZlyep7dkCS4BBkau54KHFd9iNFXofR3SRyYDw7WXGzQQXiOnEOV9PYpAA5e2M1byhqwIz7vn0kSTgu7cEcf3N1NYZ/AZS31yF2TSFc0IvnT+I4es1T6BKBtU9TpDdSAtOLfDw89wC8SAuw4PYwJjMT+NgU+jYI3H7LG/G+8/4bfTGBWaJ5J3q3ICHgLJJbRASMd96HhHR2D2glBTO/O9+5Wh3sxtjdypNk+I+pbLcc3o8pptgq0wuYAfBkNwwFEFdP1lWUAymwvdELQLsxJXGMyzIixS2nR5EmUzbiYncA7Eq4AGld9RJMe1WcDQbdfXCs+zqO6xkDya4yfSb1LtZMZ9D08Gmb5miQOAeHQLqKq1bQMMlmQVLjw2fKFgb0QTDbHCgAX7/rZKzYFkBMh4h6itjyDsJZr1uHFaUXU0DMrKBNiO+UBU/glrdybI0WY+heD974NMjjYJKw4EGJu9+9Cm/rfiJ5FzlAxoAYi+SdQdKmKjLt7nTL0wOwZLdWogBwotRne+88zk3mWq5fQVKLrC/WTPzL29hOb7PRbMz7Qtpt7AfGbYkEQNf5UMQxpioxuV7zzfTK1kPD2QyRg3Q4Aya9Vv9fQpBa7bpl8d2MLiApwW/aZGqMAJpIqu0mAo89tIoZQJMm8PK4cKCAsrwHjuQ7I8ZODO9N9wnHb351GFZs2gHWCEDFAja9s4Ilb3gBg6UpePHKWoEhUklsvsAllizeiY1vmwfgYPSv2655cJ4AiDB0Xw0PnL0cJ/Y9aRdJTanbOQDCBX6mrcZTZrw5RufyQtyp62e8wTOlvWc9Zfk1RPJ/b+fut8UHsX8UH0y9B8ZTYSzBFCZlCVuJoyIrqMWE+jFZsd4X64FRWicV47FnXns3tU0oQBUgWYQSQhvaBJKFgBvKMuJSKdJ1yZI0cru4jRezWZ5UXiFBc1+3HEWW8mCuL8Fw0+3H4aDnq+DTIahSxMZ3lfC6w5/B4tIYur0GTN0ul1Dd5Qm8cfEWPHjKgWB0AOY+NArUYptQhKEHQtx95iq8rftx277ZUBtcMrKZI4x/xIz5JmNtpoXtTBtWZ+kXrYAWAPBcjyaDQn69tqwUoCBZc3TBlfabh3JlvTymuKBgyq7MOCNMSx8TURmBSgYhxRKuiSU2k9DZVCTQYD5qKrJABNBKZwZ1UCZWH8dg3S0iOFMosmR3aDfzaifrtt4aMxgbzw0nrl8C0kpsni0P7Ogy/7FyADAVj3cphYHfc/BGBBDhhbVlnP7GB7CsuAMlFiTXZ5SaiAII9PA63jT3OfzmFIEt3UNY8GAB5T9OwRufhldt4MGJJTi568mmd+IqTIEpBMQt0HFBjmmr7iv9b0jxCpJU6vc8Ec555txWhAFzP/fclLQwCp0iqVIgxzVGnX6M1G/7g7gAB0jAgjHsOhVSk8CELKFOBdTNnm4krOs+NWnGhdCK8SCvpQAgSKedm01v4xCYcaWnvE8srjvqgJGk6njiVdIVk5NQhLs/kDuZWrBpNjOEs5eP4+kZUd2Y/zsFNlkDRRG2n7IYcw5/EQPFGrwsuHU8A5ECegoNDC0cxR/fNoD6wBDmP1SF2DkBPlFDYaKGJ8cW4Ljep3VavUOcTvghzj5TmXtl66To+7auJP1SJS8smN7WpnkfPyBKeW7s5sctQE1eGvW+FB060eVAOHOAAXFUY09OI07/rzmFYu35MagOmbBjekiepSPkSZKZx+wc4UqBRQicac4AG3f/QrvjeKzDATWHH/W57jiV3ttNgGwlaHOsBj0KI6qMuY8AfDoEpMILJ/Xj0GOexbKuEZRFslcWkNS14ozAiTCnMIXXLtqKJ94xhPrcOVjwYB2FrRPwRibhTXhYN74kBXjy2podX5PvYYsVWjELZBjSdW63txQRZzImQk33dCVlJaw99SELdlrROPY4Lb0Yk5GN+9nEAvV+KASPKXjccHD0StDnEo3IS7GmjZgBvg4fJR5qRM58uxowNXrccvUKetWcitdSUh1VxLvLuhuNmroORvm4HaBNpcdm8pObeeXuMNvFFUpOeW4RZ09xJ4uKSYWpA7vhHzGKxcXRNO8nU6sBgJ7wGGF+YQJHzNuM3x1H2FoewvBtZRS3TwKNAE+NzgcW5k/yLjov2NV9AnJMZWZpOT667Wp3ldf5WzUp8uzFia7q67L0SkCkVl7ZvcOS0NpMPKBXQvIyn7ITU5I9oJ+rTgVMyhJqsmhj3hK68Jlb8CwkAcn0v0UWweeR3meNK0ClQzGh4wkVSCZuM+ErJKExAUItzmSqk28XCXondGHJmj4ykyshTlVPSKXGTvMAhBFGBGo0oJYMYdfrJVYVGrp/MtwC9zszwA+Wa6AhhheP6YMs9WLRnQp8bBKQCtvGBiAOVNBwkKdAWPbd2K1pnEKJbkhO3zvJZLEZPO10PAads5E8kJLK2nPCma6IOKSpHGCaPdfupt0iLPZKi8+dEFYOL8Omd8fevSD26lRlyXqDJHEoZrwbApy4Tv6OBw/FmF0Qu8DCVPw2NpG9J4AUWEpKimjvZ4knRUIT4J7xtmW4Vi4/x8wbJRbZKEBo56d4b0ajl1Jhemk/6kdOYnn3TruvZJauYPrEZxK+kFhS2QVvocIfjovwQmUODvxFBO/FCSAI8dTIPGBxKw9jEr5KvNHJotjdYyv9vpoutVvinp9d/GY9QO3E9MtM5ObUvXP4o660BTxlL7TgphBv+paERvQLLfIIXV4DPOhKnesagdnTx/0tlCIGOAnRWCqOAhM2Nm8GoSTDRKPmEm9YgGO5DvHvZpA3fBWfRejhdfSyBio8QikDICQl2U9A7I0BWa+Fmx5u9q+yz8EAWWJQBQ/jywSWDoxiNOxChQcpUpvrRncHshILcWBxF8RchXVvJIxuXoj51QLEzgm8+OJclNZommRe5pJB5/o7WCBmqjLrYxhCMp45htBxVwqmv2snriFwoCUZzACt9gyG2YkxRn1//VmH7fYPD48pGliIPYFuBWJL1Iwrr5raLg2zvxuSCT9U2uPpTviKGCLGtTeVA0oxKGa8MSIFMFywYyZ/N83T2JBZMU/Koi4t4etw/1aRbgAAIABJREFUWwkhOAvRy8OUfhkPkHGxzxQyyaYT+yxCVOJgvo/qih54/XVMBEUUvch6ibOhyaQPFDwAc8o1YD6w44gejG3vxcDvI7Bd42i8WIl5FiazLA10jIfWDbW59bQAWL6SuV/yd87CJCMtyyfEkufVccMjMgX0msNRPPbWJZN4mi9lrvNyeaX2VBIeTNqrA6TBTsmpvO0mmwBaB8weiEZ8LqEUQzHWUcPpsZGAWJq26HAWuqnK4DniFtD0IWOuZwJeTNtMAo3L5zHzUeIVjbcXyuiQzySiEgMVPYwv9zE0MIJqWEK3aDS1R5d2iLmpTOtlWYRYXBpDeUGIx45QGN04iMHJAHxkDKPbF1hOqQucXLCjaRjJnObOF/rdJHODuzh1F5/txH3aGY9nswc9Ll0jT1K8Izcq0EbaWs5AsYYCj2zGU3aXWAFdVrvIIhR4hAKLUGQRpOAo8ggN5dnjU8at4gEmJqRx6M5XxBAgzW1wH85wd0ossJuOllhoFc3sMVQRuuLtkBhHhYfo5xFKjKHCBMz2DEbMvlR1UgjRDHLcHcmzUmAMYRcQdXmozyeURGh/My73mhIWnJlJxMSufSbRLeoY8GuYX6ni+RVDGHzCAy/4KG4sphTPSNIufX/znQt00v2WuGa4/Y5iINFa9mTd2C5EtqciHFC3P4ipkKy9Izwm95l01/SxIQkL9H0eQSkW89l0yrrZTBHQZTcsF4v0iteP7+Hu5p0Vs/eWIlM8MAEA9v4EVMMSlMfs6rjApOW1uRvz2vNiPgTQPKFYryhrLp1fYBJBFwP1dmNqAYfwnHL7ceZmXSYTm1QckQs6mEJJRCj7IYqlEBNLy+h/QoD5Pro2igz4T3gsJsxm+qQJ6DjvT5uE8e4kYKldGf0ZU2hbACVLmJ7V1DE72Z8IywBQ4qEOw2Yq1+eJztLVXk5daVz3dyMnHKVJJQBXBMEJKn6nBgzm9YEB/UnySpTary6IdRtICk728Gm9XyILUeFRiqdpxJQFqZsssRbk3zweSgEKYRfT5UrmM8zzknlCQQO9SCW7BERKWE+wxyWKPEK3aKBLBJhTrmHjQYOY87gPFHyUN/n22DxqgFunJwt0XBGM6YKH7rNAzTju7ski113Q7i2ZrReoLeDpEgHKMXjwufaauC44d38qPx5cfB6hJ3bLGi9Pq4JcZjUjnFWiS2LLDkACehfdQuymNxvIJSRE7Wo0NXjmiDpKjNDHBXyIXI8Gh+Yt+GDJruQtwENWfDDUFyjIskDYJ63H64XGAMaiCiajArq9AD1eHRWuOT2jUQXPVOdh+2QPpGKoFEIcOrBd8xsW1RF2+xDdRRRGgRFVRD8PUl4d1xVpgI7PdEXPPFHxyksRocSSbKCSu+cKGVCadW02uzttO9r0S1M/E6WOD5HEerNZBOnrtLnJPhLByGb3mY0gzbO5G4ba8vWZlX2KpJkjZlFhvJQmxBGqgvWE2rbEHk17LhhMaq1eKSYeUmOzFd6IyZnSctyyk7G2J7PlBW8qOpg9NtV+KNSGGFSliKBP1930ucLIdAXTgY9G6EEIzQNkjEDEEEQeahMlUE2ASQYqKnTPmwJjhPp8BVX2wUoFlHYSdkS96OKNlFfLegmgMzRcsJMNYxnCr7uzspksDIjNfe8zrCClqZKd4XnMRpKSBOQAr7RXJyvuflX7Wio8sHrlSrbd1lMfg4Qii5IQLGepJAl9XNprlISxDFdOj9hu9hVIxZ4MN4W5ee9DhaTScw+vo8QkuliUAgjptuhx0rdeo7RHJFkEJGFne39GmB4iyLKHoE/rfVFE+GO9DyONLlTDInwu4XGVLAoiHyNTFUxPF0CKoVCMcPD8F3Wy0MIQYU8BvFZBcRQYU0X08wayXE7Dz8l6/0W2ZEg8P3AWL3TJ1eE0QFJA05yQpSzMVmbi+1h+Ktz9Fp1EGidMlzzLS/DwNDcwZrI7Lj2jNB6XSbgrJhT7lACevLRqY9whCR1+QbIflj6GASkXNeW6jX0mUQIBLEQAbms8VBjpiR2JZ0dBNccswWLOT7MytO8PhoNftxm7HjoQoreBiaCE/+/pwyGf7EF5BwOTwMRBCotXb8ei7nF4TOH32xdBPdCPns0KzGMYn8fw64XzMeeQESwaHEdt7hAKuzwwBXSxCP0cmFJoCrH5jGsFBo+VsgXggR5IlBkMYN4hhx9PiwoECco8O+2RErfqp2x4bE+uvTdXBHsq7YikequDZP8r4ylRxOO9mpIsDB6nfiJVFyoBO4bob/aDC0kgZEmBTY74nSKxLw4CBBKPR0wiNQVBfaZd9np3Zw5doSbHqxGviOvkow4/NSglobTEFl2bLDEFvGEC4b0lhL0ECjy88PgCDDzB0L1TojckjK70MXpIBFaOtEdqaxGLHlTo3jgJ8gVqC8uoHtCPydUR0Bch6C+iPFEHIx0G7uF1jMlKHJZN10MxiRBum/LCGUnigmePcUGs4RCmsnJySgJkxdzVkMxd3Wh1ntm81NwvT/I8RPsL6DHhJvsM8TsxfekSzN2wbuIlUSgiyuX+GJBv6ucYj2lqnjCLbiTV/O0O5oAtxQHSutrF9QLbLEIL0HzNdokXJokjyYxMflPUPOmmeYkSg69/EY2H5kL1RpgMivjl+kNReqKMynYCD4GJFQzhqhqKRe39qW3vwtyHBOZtDqAKHFNDJaxf0gO+ZgL9cycxPa8f/rgHENDFQvRxiQY1L4r9zLyWN09wpBfG5j3ohR1QYgJmWyMgs6CNC+O2k9mO9c1cT2oCjjPJS+LwANCseibgk0S3aOj9TmKicJJ2p6vlSkpvEeFu0pk0OqkoayeCbKNT8VMOFRPheE7XGkMyqeM+8bhKqUAX4xoYMAYVr+ryPBa6XcwCCGD2RcYO6tmB/y4vQaWrju2T3Yie6YEIGWQB8CcJ5W0cW7rmwl8uoYhh8sUuFCqE6oEc5AFhDwGKYWyigmXzR1DtZpBlD5NLFEpMok7pfbUMUBGsWYF57ovmAFMQEA6JmZJrEI9XNVluUxy/NcrdtPpiTcfvDXEzvrJvYH/x+Ji0c0kMXQ5fq8B0Wu2E0tXII5XUi9JeGmEzoQQUOE8GfOOiNx4Zl98AIEkVZyY1PR2z154YFU8KsPZisgU9pleQJivSVJ5tDh5rEe7KiiVbXyQ8NGOnzTa5oK+KqFJB1C2Bqo+Bpxl4CMgCh6hLdL8gIYseppYATDGUdzCEFY7q8m4on6HRx8AU4I8JRAslwm6BYqWA6hJdzqJOPtxtYUyyQ0IgTQo1ZsVUbUc8ObgbR7rVi4XzvRuWMv3xSoqbjdXE+9kPeG0AUjSEHjFtw0lAwtkJ4NlxxvIzLLk8ATdAM4AwYV1TuBZonidkTLDPcrvMVkYAt/oh4pCaThCQKLGZM5IE0Fwoz/m73UJuSe8oNpbnwe8KsWuygsLTZfAIkAXoystbgUm/jOlhDpIMpW0eogowsbQA5QONfm0T0+MldA+NI+hmkGUfk0v0Hn6NeJ5wvf/uojj1HHnRC9Kt14vTpCZYEj3Q/RqSMpFG3bdIg8MmkrJzbLa/Xqq02vZij7O0jEIqAsCBWuxWF1wrcxfXpCu3yJObIg7kr670lvXCZm25imsNwiWlmXbE8XczwKXT2lVMNpY2zpsN9aj4hWZFQGgvSPyfvqfpzObOM1tf+GBYXdmKezy91YbghLBXq4BoMJAXg5KawGBpCj1eA5uCIYgGg1cH/AlCY4ChtkgXY4uIQxYB8hhKy6tWgU3Wlc84fCZaenOyokC5Hi1NPmdxOC/xAiXPJ+FmeSX9lBYXmMxEgDa/twqR5Un2+32fj6I9O6aonSSOKYU4a8ndFkJvM2GzDByOivG45IU7QvJtbRp9Auz1gGSAt0AnE6pxQavhiNmwjRP6cUW2GKazu6krpMN1gK5qG0Of1Pp4uHsUG8UC3X4Cwh4GpgheHTAROH8KYBUJXpAQ6ysQAcGvKfjjIbx5RVSHhU6KihiUp/kF9eEAknTBUD8mQJdYUmPLnSxbbuzoZH9mJSlPkbwf811eIbt20m7QTR/X3E7t6VN2w1i3rXYSn+UY8EqIu/caAFRlGT1iGkDM84yBT+DUTyo5ZHkTKcjuleSCfxfomJ3WgfQ8oUz4lRLyuh8vzpPCsbLp3ZhMV12vzCXttnhe075Mwkvyu/4cOva5vLITz/GDwbgO40ZdBB4xxFMbGAHeFIOoBCj6EYKnihANgjdNKG5XEHWB6jIAkumwcAGAYGAH1uL+0DSFVjSH7PjsLuxlPPc1j/cKAgyCMTtHCpbMCyEZgEQt+2pvSqsFTBb0t/N6ti886Awcihimpdnw0LDWuY6nuwNvRnkTF2PSJYoMyTK9WnLDXLntYUnmVRcL0Msa8Jn2hJjYq0afMe+BVAwaksGqlefGeDvcXckBV7mbXXecAcOFEURlhhInFISEmOYob2fwq9orpQQDCxmGy6NYXt6B/yocitIIR9jNQB6gfEA0GIQvMViawgv9hKjMISXHNlnESi8Ej8NyBqS0egb325CagaYO7eV4yYgQQqbAnbQrMfOsrZVod0JUhhznZnXlrazMKsI9bv8Z4rWI2GVflWXLKXG9IB6TOkuLkrBJK3FBUdNuzvHKVTk2ZLehMNmQxMGd65u6Vw1ob4gihiKP7J50bu2SbKaV2yZTtj9vs8q68hGyZJsMU3ur35+G8pn29TPArxK6X5DwJ+P7KIAPcFR665jTVcNouYLyjhBBvwdREJAFvZeQEoAoSwRdPlikIMY9PFVfiMMqmwHA1tdyx4wC4tpbUKnMmgDG0+alwo5+nP4PAGafKvPs7v5L+n2018B2u3nniQWy8Tjovge30jLifaWMBOTtF6EsI9ksUgmGqixbMryZB0xNNiCOACABp3nALw/sAEiFubLHaxqEqXwc2cQWIOGMBszwplh8jvMs5JBqc55VxccY3k5o7aL5fRj9A4D5hQnIQuIo9ycZul4gFCcUGBGY4mj0Mwz2TmKoawIPVwZQ2qXQ6OOQRQZZBMQ0AwShp9TAWB9DVBIIpwU2RgM4sjgS938CdlotQl2wE5JsAjp6Yd08Jujj9fyYDj211kV3gTubOSJtYXF4jdzfs/yhnEyuNqYxQ6VlQxbLhjt0KKqGBMiExFMcHhfsGLHK62Z5ONdsLhaWoPIu3kCFN9DFG+hiQYzck1WtJMRu/KTEuwS1dNlnxX0xxm1nQI6CZulLJAUVBXTWwMO1pZBFQCqGud1TGFtWRXWwBJoWEJMC5Cv0r9iF5eUdWOyP4uCVW/F0bRg8BCaXSZTmTWNx/wQGS1MYKk3gweEA4yNFFPwodt2bGhGJazLrJTEgTRFZZTQ1g7IxXMBkSugS7Ubhs56s2XCZXEPZnYyvVmTo7PH7S2ZWVpI4fvIMdeWjof4fdW8ebUmS1/d9IiIz7/KW2qurq7qr957pWZlhRswMICQYiWFYZUCALXRkY1nHttBB2LJkW8dHx9hYOkfHCGEhWxjEogEJjsAsw4AGwYiBWXRgFmbp2Xuml+qurvXVe+/em0tE+I9YMjJv3vte1XRPFb8+t+u+e/NmRmZGRvzi+/v+vr88imtq69TGlQ9FAR2HJPT3sG1HjyaBatMsx/B3+HfkFcXD/kqbeb0et9+SHIllqkpCOYtQly6kQLtw1eqnJLQ9pNhDKvbW8jba4q+Sj12/G5M5R99u1+zep1icyFCLjGLXYnLBjYcN927uc3y8z1MvrVDlCKGhfkSxOGXQRxrkuGEyqdg/N2Hj+S2wcLV28hcph0h73ROABZKcpi0zYPPo2KUE8iisFpFcn46PYOHVgN15d0XrXiw7CBFKeTCdz++QZUBKHA7vg8NYJv2rNmpg++51TRcNYZtUd2dJnT1B46ayjBGAQEJv+UOShZVIa2LiyyqS+qo7nfIIQ5HOftp6GLMXXivLWMlHdu/B5KBrxeZ0xrXzNdVRhZpJil2ByWD2cMWrN69z1+gGH37pHlerLYSGnUck9amajeNzzkwWHJ/MuHCP5sbVHETFlWYT6R2edQvTFslpOokq7eKyO1e4DEinjxUWxP2F8DozvX+HLF3s9jma7hjpHNOnVbQUDZ0407cc0kpVVzPZineFfyO/JjSgB0d2O0frrQ9ZKJCYdt4Qtpr6+kRFghy5DJXAh3A6AwERWIUQDYV3+t/X1lAnFcpT01ZQWkXuHQyN5X1XH2Bx2jAVcH7jKqfGe1w5OeXqYoPaSM5t7nB6tMdRNWMqSl53/EmmX17x7P42uTTcs3mdu8c7bGcLZqbg3rNXeW68zRvueoaxqBmJnNLWHoUJ/Iv2/GrsgfyZlNzcPdfVYbvD2DqnqO8MDTk9fV7QnyZTSYgoECmDxH3k4yR13qCLcrrnp+X1DNnIIw+pU5OWkQi14kpfX640TsgzHgMT97E6xLN+6AoE3pDO229rQLXSc/zCxRNsnHF3fbxZUY8080UGpURoAVs1442KzaJkMy85edcNrv6ZDcxeDspSbJdsjSvyTFPWGftnGy5mCnOyojYqTmSBfN0vkJpq3KQV4duM0qbDzYnXwjs7/fBVl0u1evhOCZNDqrD93x6EGP1psSFnJ/JtBsaIfhiqH14MfJ0hC32+7zCFRXFwdlqErqtb5O59K88wZAclRxh8oc6IkvalTroyEpVVfOjSWeZ3OfTp1MY+m+crrs/HzGcj9hvJdLPk3HTO0XzOdrbgkdOXePr1FXv7Y6QynNve5/R0l828ZNYUjM/sc1VN2T42Y2ZGkYIQSMca3UEBAzITTMV+2kIoq5J2SjuMAB9kYT5eZ12kaPjaD9bXukXu2lqHJ6A0bnBtB1+DiI5F6nmD6+hDOjpDWQqxOrN/pdlYQVSwA0nSpshVqMi6Dw5ILuhN6uHflrC8KhwUOktNi+qEfYTinaGD4x0tYy2becn0/htsjxecyPeZjq9ipq6VM1MgsZSmVcGdyopHti7xyiMX4qQV4s0zU3Bm4wYXr2+5dHZR+xW5iS1KEZyl+xXiqUEXJuH9pDYWjbseg6DtsPVXDgc5SUMcoLX7T/d96F/dHgvpz+Ac+8rXxaqT+wySxjszzinoVy0fvjb9OkQhIwtAyVZALSVwBmdnX4+oTSsHkXntrPS5CxPJqnIFqYV9pyEgWEZq+/vP8oa98wY7MoyLms1JiTjikKta+9W28YsVYcmU5sj2DHXUvVce5Qqv3UkDNkMow0RV7JtRhzcx5Iil1zMmNri74cPf3V7W0TxKREhTMUJjlyfP1NKsob4dlD3ixpWW45K2I/CnIlIxcD9vp6W8zVxo7+znS6EuaJHAddIM/XNKyweFhXB4RlqdnVZJW9si7ictXRHCnwU67tfNZ4cPyweUv/ZoYCxgmjg4Q/d/kjdcPV8xGdccG8+4SzY0m4rGSmZNgRSWSisy6c5lrGrObO1SHLlOJjWFdJmWE1WjhGVzUrJoNlDSMJUlC8+nMR6RAS//EdsXwIshDquItAloaR+O3C16oMbNjetDC9t01jlo3O8/1R1U5xb6/nqlZVVHMmSfaDmSNVNZxRVeafwqcCDrasgCMz905NTZSVdUVUpstj7mjo6I0FhoCs+wz4VIwiEOzdHCesl8wxAxK8B0te06Ot22Wn9sE52dUCflvulVHhd3JfuTcRWSC82OnlCajC05JxeaI9mMz85O8dD0EsezvRiimJkRO82UsarRjeLze8c5dcZS2iaSpLtt6pPQ/L8h26yXdTZ4D0KHEe21OKxJIQ7l9IB72A7q2P3hbzj/5/Zbqsxak8dJUgpHxBxTu0FWuIK6C9OWQUgF41pl3wQJ8xN8m1JuI68tRWICWrowOXPtQmlz3QqQpU5Pym9pJ4QWKaoGUNdUqj9te6vqPLxyBzcQbW8suCJ7yuvekcmkYb8sqBpF4RdRuTRc3ptwdHtGLlu+x6LJ2C8LhLKoEqrrBSfy/Zgll7YrtLtvbTX6pqPhFRy4yuIc1QQJU/78tRUghmpehfvQHT5b1WDnTg0hHqGdqSMVvltYxVi6cwqK3tBF4dIM1zvF+kU4ETLWgks5OqnDdthzkMkcEYvfJguCYM4RUTEjLISyglOkhI1JLmNRR66XjBNnNyusbyFkEha965CrttZe+/7Mxg0uZEfddv5YE1VjEGTCsNeM0FayqUpy2bCRVTy1e5S7N26wlZeEygalyditRxRKIxrBjb0J5/OrnXaYzvv+GN11XsJCNnWEXHHtVvsm6LUdhvrQ5/ess6Exf4jPGaulJxpD6blUcUw+eP5a6/DEEgmilQUPHS6ku9aEVW2fV7KKMNWFP4cIzkFJs7IZyrNwwmqqEJotNeeomLEhGsZCMxKtkF5t20FGpfHIXvgmRUqCo9Ot7+RfuIqxGktNVzY8x/LyydP8hn45k6zmQnmEU8VePLddPebx3TPcN73KH+49irGCqaqYqJqP7p7lzxx9gqmo0Egu1ttcryc0RnHsyD7aHH5AC1uGcz2ItBbb75GfEKM9jBNzK9ZfFaxaTcX2elLzKlXQ22ltNfG2LAT4wV7UPu4dVuYtuuB+s4zspDyd6PAnyE6amWW8ozPTBTNTMNfO0am8avNY1RTKcdvCSnEUCiOmuiCiO5EOhX9SRye1tqp04mD0yNj3bF3nWnUSs23Yn40oRu7ZzZSm0Yqd61PGGxWPP38X1gqUcmJsVy5vcfLUDQrlesvufERV5lgtqI6ERYdDEEJNsHDt+/fIXfM0PO5ESsNCaZXFukq0NZo69yu5Hv3jRu0ePyEbz5Hq21AJC68C5FAHDJXNKERDEE/shEMJNQHvDEurjYPPwkqKJ0fkYyjLZoXTk2bJ9dH/Tro5soPwlSZn4bWvRtJpNgV9pqkoo8K4TJ6rTnvifJE+w8s8nWDBIZPQcfJSRzcXmgc2rvDH1f1MjlVcWWywVSyYZu4aVUbx1PWjHN+Y8d7LD2CsoJAaawWfvnKKR05cYjMvUVgnVFiNaIzEbDconJhofgihXNe2sOA6eEEcrDNPCP1FF6xdhe3154WheULSOkWxOPZNxATWOzyqjBCiU9J0FWE7q0PTJdOFjId1ljo6qfUzDzROaCo8TIG0fELu+8wsB08rnDgSuA4a0tLX3coYu0wgN7miz8TK4T1nIBdwJtsBIBOGZ+dHOg/DjWbMXj3i3c89xPOXtlG5QV8ecfbRS4yyhsfzuzmR7wNwvZ5wpdygMYrjkxlfe/qTTEVOaZuVDkJ6fn1U5yBnx/1+dcbXC23pSqCP+KyyQKS7kywQflMUsoPUJA63jCskDQKmySTQl8YPoeM+cb9NCvD/GlcXa78ZxfIUAGMPdSthGcmakWxciRXZtCvsAOGvnGRsmxFk8RXXu6UhUucsZ3nS1UhOjGbu9xbq3QJjJEJYRKMoyxxbKsorm0yfk+gcikuW2WMWcsvVYoPx2DklVZnTzDMwAj01TM/tMVUlMV3ZhxBDde22nWHFJ9oF1QAPKm5Pt8Zdeu2rHmm5W8NJLC30wuc6DMc9J2idrRq4h0p7HDbt/Uth4bxC7aq0tIe2koW1EXVpf+OctlXhP6Dj6KSWzjctciqjowPumduSC79Ab0Nf3SrpOhLeV4+x/jonINAqZzNVA47oCI7cfHexA/5ZvbS/QWUUZiRorOJGOWZe5nzu8mmKCzkmh/EVwd5LK2SheSo/xtHJnFxqZnXBblnQaEW+UfHSu59ny4ee3LUZiAak6E1PhHCdXMgqO2hhfDNZu0O/Xff3kN2MPtsBHB7rhQYrNmQVO01qtVcozUTo7MOdoe8VD1kKl6cdN5euo2548vJU1oyFZiws056nmotubF2G/4QjIXdW2Nb/74A4o7sWuDTz3mdnsl0eO32RvXpEqd3lbKx0pSKAo8Wcx584i7qaoQsLCmZVzj1b17m02GSnniCx7DUj5o3Lqjm/eY2HRxc7xz/IeTtMKQy3bXuepjNpOxTmsPuBw4W1htvQ40hAd4Uius5R/3e301KSZL+mUSj8FwbqiaojFy2gNsGCOnK/7EFqQW3ZZYC1NXZKnbGvC7KI5Lh/gbb2nWx5CsEi1N8LkayzzmQzUFduCAE6O76OvWcBexmilmibsa8FwgstisIwfTZncsk63SkFshQ0Rxr0LGO/VO6RrCRo4Z7TIzV3be96hEd2eSy9cwqodODGhTCGTJyetP3Bmax8naR+Yc9UHkB7BCZIErhSBnYJCVq6Tj48lra5/73LErNtvxI+I47e2LkmpHg7LKIxvQVxUFvWcYI1vhh1eH5W1HVak8HVcoDaTK5+RleareXKEQVHp4ntKfr7XTqndNyxXizHp0HbdHzqUQsSZydYLgwPj57j7L1XmPlw7g0xQht3nyutKIoG++wm48sCU3g/uZKMj87Zm48oG0XuEdLG8+BOH93jVUeeYUuatf0hqOinY3uq0N9f9Coh2jAissMLPXCesN0FrWGZfhHbtRQe67c7/HtwXz+sCv+BaeljUbGtFlGuPQzcxrrsiNzXHwkVooccnj60m6aCtnHs1kuPv6GFS510eAsZ5jhnZ6i4p4MUTeLJhlCPwiRsdZmkRw+lSh+Eqmhc+Yf7plf5k+vnWDQZ2jh9oc28ZKJqjhczHnvgAp/M74LrBdO793j4+GUK2bBocq6XheOBaF82QDmC+FeML1CjBj12d47LXnvovAaDsa3eQvyNEDG8oURXdXodiXnd6mGV07Ou3bGauyVKE4TP3b7Wr1Jut4WwExZqXGglp/FKpBkKN/BPlJto07Twdh9m6bNUWC38vdeMmJuC2ihKo/xk7yD2BkkRkgiEJfPJBUGVGcIA3RKbQ6p2ynvpE0g7Oi+iO/GnJQKGODM1iiNqzvbWjGt724hGgHZPvC0MQlmyUcPeQwqTZxTXYf8eS3OqRiiDbRRUEoxwGV0AyiKV5bXHn1qZ6ZmWKkjD5Ruy7KDJQ9yR2ii0kCxMvuS8pOccB1XR3isZGa1UAAAgAElEQVRHMPbNHHCoOsc5YFCOgo7+PskYhhd3tNPTQXbScT44QtZCmCcSPs5Bq/c+xy1VIi9NHhcNaagsTaQJAofB4QW8grnjdkIbslqXYQe98SxyHru/c8Tz4QyiM9kOjx69xJ9cuhtjchaVp2ood45b45L5g3Pm2YTiumB2TjM+OUcpg9aSxSKnkhnWCoSwKGXYHi34pu0PxSLS/XBQex2X0f+DQllFDK+7eSLMFVF1ecAG54fk/VCm7mGRpVbKJvnsFkDOtQ7PlpyzrRaRcAvdbKxgsQJu4pF3Oipm8AL3V2rrmPsd+XFcqXtDm6JtUifGD8aOp2Pid31P1tguj6dtr7NwQdPvhiq9fu2Rj/Mn189hA9GyKZhmFSPZkEnN/ZtXMecEF7a2OX/0OmfGN7habcSJrdYqKuyenu7yPSfey5ZUnfTzzrVI4rDBDqu+/EJZh5D8RXB/0pDBi8EfejEsVOYOpMiwCte2G27o6EL0EB7Zy37QiZMTiNBznXOjmVAaRWMUlUnFOwWZVxvOksQCCFlUPvwkYYqDzgPZOQ25pKKCrh1dddt+VlhqqyZcYyWvPn2Bdz237TIpNZhSYjOLyA1CWvKjC2ZqRHk9Qx9tKDYr6rLtC6J2UvpWgJkavuz8UxzJ5oNCdEP1maCtj7UqlBQdGY/UGCS16V6LsBBLzWW/hHFHdTlYmI5DNHS8VRYndBPKKKy+vneSjWUdC+qGsqzB+tchUA4CF+ug0hgtUV60hOSUI2dd0DVVGk8pE6EtaaFRnXx+GHPimy1RudWc6v4brF/ix1iHKP35o4/zsStnAGgaRSlAyYpCuWdse2vGtbOSZlIgjlVsTkrKRmEDn0hLEBYhYHu64C/f/UecUvOl47XXbnmeOAzVYWk/Sxm6N/HbXuLKzYS6UtHZF6rPr3V4Tme7TGUZ0/gqP0guTB6FvQLS44iTw40KhM1VFiYJh+I4L72/kovZJdgoBV7ZVjRpLNzFra3pDeB2pcMlhWCEoMahDENqyqkZ3M0OqYlhoH0kv8J/du79/PSTb3LxVSOpjOL5cpOtrGS3GbFTjsmk4dMXT/Hk9aNsjCqu7U45d3zHVY3GOT5vOPoErykalMggEYgaanu/IFxQi047aCcVP6wKvwi/oo+0pBDnzTgs6X5u5SG8neacmyL+3e+vIcZfG5WsNg9Oo0xTzEuTMTcFTYTq3bVtzHLqc+7DBBoJpiVWB0S0NDmlzpjIisoqFrZY6QQoP2G3ZSTCIC+H/05QqbRI8P2TK7zk4Qt86uP3IOayLRNhMhoLplbIPeUKgj6To69kiJFltCMpT/in0AikgY1Te7x06yIjWXfGhFUFiUMoPpxjZRVFsl0qoNh3iNL07/Q8UwvpzO56yFjKIOxzSJX6IAvOzhAvasjuFHQHYEOWsX93r2VX7LHlVi0vioesv6/giLvfeuJ86HNJFCHl7ABRR6oQGo1h7NHVNsTby7oSXZQnLFhkGPPFMt80tdQhShcKjxYX+fbzH+Jtn30di3mBMYK6USzqDCUsu3sT5KUCWQnUtQnXtkboLY2cKeTpBcIvcHSjeNWJC7x+/AWmCc2ij+q4azHM6xyaE78k8wS3xu9JxUW/GFvr8BxXe/EgoaN1lEtpq0MvZTMk6bewnNEQYtSAL2DZxHTUEMbSoo2XA3EwA4ewhHyLPN70sLIOg3Cbdh4fBn/J09hlqyvUxhG1tZHE3M/gCucaSalYvmz0FEq6mljWChqj+Ny14+xe3kDsZ6AsVlkoDNX1EXu1RBxpSazG/+5l42cYiYwGV8/KPVyrb3RaWyvWAQtQeAxbhIwBV+erohvOCtvlqM5ny7VV7pxB9naZy75ZFy8XSJZDELGcSi+VFgJC2iIrpa+sXptlxDPsSwpLJlzB3JCyaqygsS49PcNVXF8YxwtzTlTOwhaUJu9wkdqCpC0nKZBKu+nUXZQnqkT3uEjGCnKpuW/zKp+U5xDWU+SsoLioKK7njK5Z5wRl0IwBBLKBaps40ArrXme3b3gJjG49pc51oc1uC9pWbjsvBEnroLXp0Q5hCIhYkBBInddVnMSA7nVS4m33+5sp/xC1gkTj6QG2890Qsn6nWE5bsy3NTupbmvWWpqn3a8UtoUJ9h4Qu5SE6QYSCtyaGlYIwZVv13l/LqGDf56+E0E3feiEv0Y7/qte+vqOT/u6x8TMo8eVxntBWsPvcFsUlxfYzUOy6Tl9vQHNNYpVkccotiKW0GOP29arNp9mS3b65iubgzqu7CHbtCs/I+nkijwlBfp5IdN3SBXXQ7Lnd88Q6h2qtw7MhmgitLhBRhCw4O0GmvhUia7UPgDiYBku1EVTSYUwvVquRfoXqiGaBMK2wVEj2bUaedGppLVWEM0MGjKTyqpM5plNosSU4K39D3c2OHcEm+0ouYkB2UgttOCJrRsqRpY0V7DcFG6MKcRKOnZ9zdDSnUA1H8oWHZyV79YiFzpk3rTjWWNQ06JWxzVQ3IZxHqJtVr1gdpg5TGBxKW3ahzlvspENFVm9GmApa5/J2PyiHtWW14SEUIL22NlYyj3/jHPaQaRQIym0drS7KEJCeTBqk0BTSpZ+PVIOhrXPXclA8QmN8mrNR1FbG8heBOJpa0FAxPjwdVsH99gQnp18Wo3ONrNMUQfm+YEFUAj22lCdhdo/F5u0iQEiLNQIqiWgEosY9dBYK5Zy3UEssRZJSjbA0q6e2yqHQZrW6uww8rGQxl55zQBE65+XR6FCostXeEdR+6yE0bKj205AFLpYOq/I4GbUE3XU12W6HBT5bWErCMpG83dZGegI2hKJMB43phwQDWln66xgc3xDCHMuaIJ0S1PmB6MC6ft2WUlnYPO4Hes6z5+CEyAG0BULrpee+2++HnJy+bcsFeebO1VqoqgwxaahOQn1cxAnHjjWiMMjcIH1hamtFzPTakGWsjI5vq06cjT6qkzomfarEEAE5nEtNhbFm0HEasrAvY7vEZmPtLaE86ZJPI3wB00P+eMDWOjzpgQLZsV9Qb6jqc1BKjn8nzkno5OF9cG5aL7+thh688kA4A/xNsLEqbuicbVtbFKq07iA5Qb9hgLQlXImFPp8ndXbCNRhydlwozv29XSx4xhyh8gTkY+M5p6b77FYjPnftOHWdMR2X3Lu9w6nxHpXSzJqCWiuqRiEFnM12kYxxOUCua4QKtX09m0BOXlfZ/YW0VQ9QausUPfvbHbZW1lAs+nZZP5OwrzQeNDi6goLGhxq7xT3D5GoQ1EZFh8eVikhFCg0TqUER0ZzwucT6bf32cnkyrK2i0i7LK9T6klZihATZohXpOQa0qTbZEpoSHZ4VZTHCvjJpECMDBmTjREHNxKIzjagk+XWJrAR6YqmPasSkwUoRCctSu3XKqdHeUjp5XF330tEXZPEc07am1v/tfuOEDIcU4jvn7e+5SvmMok2sCAutDnIXjp2EXNbZzdbrupP4PAFN6dORo6MnmojCBH5VP+vXhZ3CwrNVmA7PmvYin8GBDKHLdA5xdeISaQAR8Hzp5x/dCWktPAIEEBT0dUKdCIhObVtUMKBO/VD1kKPTii+6bTeKiqt2E934RJVxA+OGaq9AXcvcM9EIzBGLHBmUsmjd8oeUMjxYPB/3H652SOBJF8Mp2r9uITo0Xrs2H06rp29pMtHNLoCX23b43x/09Kx1eIKq5L4tYoVlSMW5bAw9hSytkBUxZKGT94mSqRpmYNZDcJRM21lpQwbKh8TakFuLwuybkUd4JLkw3qv0HSagPb3BJyA8bSpc9wKGTh+3j2Gt1u6bXuXD9TksoDOJkiYKSAHkecM4b2JqprFu0miMy9I6sTHjrFJJqK2FGkONlLS9wYI3fRiHIDykQwqbfet/FxysvqWO1q04J/1VQ/+4Q5l4t8uCo+IyeloEYEhqoelNRkMTYaip1YZS2grMWVRL9n084e8EJCdM5umx0iyRymRUZMybHDMSzEzBwuQxZTutMZWeR6jP1ddPCRbKZQyGbSSR1zLdXlA/XfgFikArvAyE309hnVyDtA7lsSCMi1GLRtBsG+4e70THcMk8aTUNq6Wk7VXiie5crb/+QUVXHQo9SbczVnaRhyFn5yZsdYmM5f3d6jFeaAuL4IUpVm6jvLPSZkWZwZV6SjROK9Z3s3Zb9eaUMN5XJG/DbDqZJ1z9tYXN2dVjh8bbIvJUXXium3SQC+dARfHBgbR0HbftUzdc3whp8GPRcP/WVb5w4USU37C4x0NkBlNYTO4QHjnSZLlHg4w7A1NLptOSe9Vecp7ukXOiuyLW0lpaIEe9ueXxdsipCWnpt2Jhzkq5nTejwtzd1xCCvLzdYfa91uGpaOHdkJYe2PgARsgY4pooV+TzoKMqAVJ0yYdpJ0mL+gXl0eDYVN67D7Bj7ePkfQXPWVLtOFwIk2gJpMhIZ7JekybnWpt8l9yDcMpft/Ux3q5eTlW5yypEAUXFOKt58NiczbyMNcl26gkLnbNoMuZVzv7emG+672OxWGiwNIUehh2UIZhxlahgO1jc2kAZ4rcB4VGIpeMPZuSx7GC69hjyxEkaale/FtjttCUyPcsicLVVYKDUmS+7knfh7p4DEcIyRriJN1ddjR8pLI0vF+EGXonxq00jurog7hhJuNcjQMEhqo1ivxnF8E8mu6GtrsbIavQmtCu1pd9awyvuepYPfGobUbs1hqzBCAESquMaQuaWsJhS+bQst61agHjZPmNZM9MFpSniSj4cu44EUbncDpvcj6TtRrTf50IzUg2lzpB0q2drK5fIHKsQFac83eU4dbYVvbB6z0Ee+l0d+JF0OSIxtfoOcHYgoN89pzIZx4MjEkp2BGXkvoxJ/3yC2Gz7fXeRnHKxUo0k91sbM+/i772DqG0r7wC+f4jWgcxjeM0RZRdJ9nB43rscq174OrXefc6F4euPfZQ/yB+iWYRwNqjMkBUacVdDlmlGeRM5PsbI6OzYWcbrX/IUG55gmvecmrBw79fAOoz1azG6CEuX73kzAoWwHD5bZ/2lRvhlWJCk/N30+5uxtQ5Pm8rXijdB+7AaK6lwwmhZ+F6GxvRWtwHy9wz6tGMEJCfdLt1H+uBAC7m32V0t9OgImj6WjvCpwg6iXNj+pNuPEa7Wygjo0ZCFG/BQfo0/d+9nePtHX+Hba8nGhuOjGVv5gtxrpmgrKGzDtWbqnJ3ZCKsF33Lkg74ddqU3fjO21umJuFl6vYe7UBobvtkOv840w5PqkIPzpU67X2VpgdCAkvQF0kK5lca2/bT05OHUYtq677+556pA4KElk5wI6I8frH1IycH7DskBPzhYhfEp6e6ztnp7SHeXwjKnRYuCSe8QD1m/zt1KYq7xzpCQ3De9yoce3EN9cItmahFKYDPjeDuZZyULEMJCbrCVRDaCbC4QFl5z9ukOoTs4KZH/l05aKyxkthkhljJGZeDMyLAY6p7PqjBXX+hwKG3/Viygdi2/hCWULZfNC3a8F8JC6YiQGZWO53GSEoJ9k5KN22LUwQL/0n1et9sMEKEjZ9QKTBqy6lmYO9qsw3SxImMoMjqQnpeaHquv9mxwqe1Ddhgn9GWjZ/mqBz/Luz7wGOQWpCDLNZNRReH5PUq6nqit4MZsjNUCO3fX+ZtPfCiehfRo6SqNtIOsz/Vp6R6hnt/6ItOmMx68cHND2GuQ+tDJ8wBuaLsZLlCwtQ5Pn2zXiUd7S0NQQJdvk4ShwqFcGmj3wvTFqtrvh8pP+DixcGJvJuFMpFom4bjOURm22kJJu4gztIXIAj8n2KqOnOrySOAvHf8jfqt4GdWsIMsMtVYsdIbBKSobBI1xlbQvz6bs7k3Q84xjp3a5S80xjDqoU5/89WJYRL56/bW/crhVVOhmylfcKY7NKgtEydAv3SSslvppLrSTJ0jqCA1xYVJTKQogUtpky93JMDS+nEvqQClVx+2CUx2Uv1vHysbVUvvT7rCxXNU9fTadc9C5Hn20Ki6GWo2V1557mg9+7DGymaDOLEILN4Cb9np4uh3ZniLbE6g5LE5a7h7veAeg1aUpO9pNLfF0SO1Y+SKs7fZd7ZcOOkZLxA5jUpopN1SPLFxv2eMKpXXQgnVQGpN3FoHh2oWM16XwVYqi3MrS9kW0cL3aum+BK5M6M7ajdh0UmZfQzmQfqQPUtxbphzBPLDmAvVB4vzaascLruUl0pA8so1X9++QWjOH9ejJ6+vyk/edbT3yQd+UvRcwlVjiOTmMkTdUeO7R0vj/C7mfIhUSdmXNvdpV0dJBC0G/CCz1npKrMfcHawA/qh7CGLL2y9cB26ehjaOfX/m9v1Q5UWk6zBBY293Bfi7R0GruUidAy79NVZOqYKGGQvdVS//hpvLwS/fS73kqiP6kk0F4/7meSf4PHOA4DXS822znPEGYiJYy5rJtTap+HzlziU5+5m/0rU6pKcW08iZ67Nq5jGyOZ7xeY/Ry1VXPPEVeTK2RcHdZuxUFQMWq8zMvpp7i77bsx3oAMrUKHXoz6XKu0lL7Ulk5kGkFtMlc/LiEy+w2j2N+Q9cm0KZG2n+INbdFMKSxKuiwkJc3SM9j+RrHva22FcFaoTq49/017pVg54Ci4yu1teCBWD0e1+6B1OCJSZGWnmGhjJBNVszjTsP2pDFkLZKUwhUxkKdp/8z1BNsOl5R5rCMVSU9Q2HD899irrI1ZD2i9BMiAVfQz3rTGyJYmz7CjlUmP6TiLWZ+W16dJ9ocTWMW0dtpygci0jkhi+S38fQ3QDDsPtsDR8FRyGQuDJKQNJLSTUiF7XaxXChxGbVaiWwlL4hXfU/hmYd/tK2q2Kdjey0Fddbh2cZQR0bUir91lAko6rPU6dvc7Vj59ELCR1I6nzons9/DAt9hXZvqTZ1pw+usc4cmhFm/k04OC8UFmv7RyRCqeu4pp1F8nrrE8hUcnnRLL1unYN2zqUba3DE4hcQbkY2ngnrO58/YOGFMTWXIdKVwQpDBos8ndsMvgmD0Iq1KUR5JgDO1/cd6c1XU9S28SBCroRCeITtg9gd6jqnQO1aDgymjM6tqB6bkpTTrgxLRDSIjKDbSS2lKC9dP7IsLU5B3z6oz9GIOpqbIyDBkJae37iptGTdhITHaRulQ2y9wc6+83UvFr3IERS+ZAdIsvlxbZQHLejCZOQ4NPPml7F+5Wr1djX5NK2QzyZIRJuymdovIZP49tQmcwTdG1UZ26PI3rPqj+edS3zR+1kgTWmDYuFml1YSeHLWsTwgUnOIbOUR2H6nCWbC5qp68tGucQy6dPQpXa6PPURF+pqrGJEE1fwKVKWOmSpY+PCjLbzvratmnmf7xMRJI/w9O/bUNjO4IjLLZF8ubK9u4LDYqbpZ7VVHeclhC7T74cc5zslPT2EnoLekcT4RW7X6UgdmHVqzJ1tRLtNkHeI++tx6UiQuXTbNsNLdsbz9Djh+vf1hMJ3KVE6tdpmXRQ0dQpEKHHSpVy4TDXDNK+5dKymeDanuKzQI3+PpQXjshSxbv2gRyC3aqxPasjjAn/IwfLPxyqnBNP5fogD6sLmZuX8cjOhrMOO2mk7hvi0/Tl6mMzcJnIM2aE4PMFrT2XD+3+vcn5WdeZ+h+rHSUMqorHSxUt7+wk8oEDsG9MsrRbS40B7wdIQlozbeV0U225jcIhPcG7yHnE4JRKHm77vH6gT2/tcuD5G7ivEjr/MAmRD1FIwY4PaaDi5uU9jJJ+vj3JK7sT2xrolCTTbR1sO0kVYlT5+kKU1U/qoz80iLcvbr0+R7Le3n2J5Oy0gDaFfdwm/bZr5ukvefyCHHtAhuQeQcUJOJ+2USF1b5+DMdc6sKZwD5CfwEI7q1/rpCyK2n3tJ/SSsU2sZOURYYthM+pVz1UNDRqphvylAWqqjhnxXUuxairabt3OYgGYiaDag2XZtvVGPuWd0jT09itlRmtaZDKTrtEBrKjwYrk+ov7QwOXOdDyJj2juIq1C5TggRQ50A8Dl6KesolD0Ysr6zEs7NtbXbhlabqVtuQkkziFh9qS1kZ7UTkC/Cmjji0aFYES46uLJWiCAkv/VoSSxR1Jsn2nR45ywHXZ5CNB3HZJUNlZ9IZSmiRepH63B3jj9g180UgPGRknonI9+VyCo8C21ZFSQ0E4ve1GxullSN4rP1Ke7JniVUFkjT0du296Mv3fa2+j3DPM9bsVSDB24+8npQMdFDt2PNdV/r8HTJQiFboB1c3U0fWu130Z2+hsZYtLLvsaRE8n1Ihw/H7AwOwQEK+/edXiNcIcUwOLCcvSWBQrQVelOHxwBEAbzQdrdtWnytPcd237U1LKxBAz928eu5UY3ZKko2T+0zm44wezlyLsGA8Sm4Njfk2xUb09JdIyP52ee/kr9/7RS/8aqfZoTrlArVET9zgaRhJ8dgO9+ZsMr5ImHvoRDWYe0wv+mLKb4YIbEXyvqhqLCaDxyOIefF9H4zxOcJ+15lAdkZRBusjFo8jZWUOqPSikorH5oKSsyJkF0Skmqs7AlzLpOrlz6zgsqEkjLthGyT9jVWctdklz966l4QYCea8qRAjwX5HmQzp7asC4FVbhVbb1uaDQvKvT559TTv+fSD/L0/81uJwGkXxc2TivQxXOInuVBKY0+P4zlIn8EzWPzUKpoEnUkdQZOE0Yxor8mtIC03c/9TBy/9rLZq7eD+pbKu4F6oL4dPKpEDCP+yg9Ovw9VPWEG0SFKwXPjnUfRkTvohp6WQY+ucOB5P95hRXDK00Yfm+vtRPQc4pMz3U9XDZmF7heUnnvka9quCcVFTnqwoxznZDUm275wdk4PJLXoEertBbfqiwEbytue+gn+0e5RffeW/ZOydnRy1Mlt2qBo6QBZnuvVj9GHH5D53p10yH96GnqRWJfuLt7UOz5C8fP/7YA4OzqhpUZu4XcLtcZoEOnaO4Og4boQfQPDZTKK7opEi1MXqkeH8fiQu7S+XDaWvfNxtLzEFOvzd+a7XYYJTs7AGbbs3b1mBFS7qgo9fu4u7prsAnNzcZy9vmE1yykWBaYQLbUmYTEuKrCFXLZQthWH6z47yhr/8t3jX1/4oR6RiLNpbtOy1B+QjXMNhRyiFBx1iZgfRkiW0yA4/MIPHYPhhG4ImdW+gOAiCvZNqbYVV5pDjMySJnwqche2CtUrjAWbvwvwHlSZIQ1l9y6Rh7JW/m+TYMbPFf9bYtvo6hGdsuahjCPs0RrLQObO6oPb6UbGCsy+tEqzWknMb19G1Ip9WNIucZsNgMhfSUguBrMHzvmk2LCa32Mw5O9m44dzWDps/ts0/3P1m/pc3/wr7ZuRD12FVGxCedjLUSK8snTEzI3b0xNX/S3SDgtOTSUNmNXu2GER2+gTnIXKsU1lWsbr5kC3fy25YLTgKM1M49XXdjjDO4VluW8g6u91WCA1e06k/NvedCYcatiTh9LvUwn7SoqTBopYYXo8Kw7qpLIS3QnKNkzUwXu7hcMhS3A/LnDH3jGdO/42uQ+6Qv+5iXyN56sYRJnmDEIrRtKbOLHWR0Ww4MU6bgc0tbNVkmUEq43TdMs2RYsHlnzjGV3/n9/Our/4xNpCekxd4gC0/c8j646xEdOaSBk2gndxshOCLydQ67LKhPxe3nx88TxyI8KTv2+ynZYKytiIW5SuE6wT9tMJ0XxIR6wBBF2Z35Ee/EhYi6eC2s7IC5xwVnQ5lGYsGIyRBBdmhNMsOTdzHEps/cCostbUsehdYQkSClBBRC+Hnrr6JuzdukEmHNI1Ug87dvotMU2uF8KvtUd4wztpSFNpIzk+u8cGX5zz2v17gv7n/O/nxB38JJB2np9NOa1BCdjprrBrvr3FYOykhqK1Gk6FtRk3ZqZ3lftN7+MN1PaTj0w+1ads6Vqsq1fd/lyqCroNob5f1i2WuWpUb4WvlxHDwskMU5O471c3TffQdkYS/0xgVJ7xWV8kVOMykRlpXa8sg2KtHBJFL57SE2jitE5OGtWSS2RScpcAFmjc5u+WIss6wEGsCiQRJcs6PJVeGx6+c4ZFzz3Nxd4sbtcJkFuO5zabwGVsSkBaTgS0MZBZZaIpRzded/AT/11c9yEv/2WV+/IGv4Xvv/48xdBVJ3KI7ec50zsLmsYzGtXoaz6+fWj+WNXOdU5lsafJLeYPufsme0xMmc0WOXhkKS+9nNNv9PNzXkW5Y6Jw9Per9dgXP5Q7gtaUoTB9NHqqWnn6XpoA7dKQNgQFUFo90L88hqdOYIkR9iRP3fMglVWeFaTWZetYnLQcksW1nQFy9OK8ZLVchwKJFQ8jkykWDRvKr117LQ8eucGWx4RIHlEErjR2DySS6kZC5citZ0VAUGiUNo7xhpDSv2/48733NK3nkH93gB+/7Vn70/K8ihV4az7v3oXWGWmFbN66mMiBKSBqr4xw9xPy+Wc7OqsX1ULHu/jyb2irJmE7m3QAandqhZpGhOGtaBXdp+wDp+QkhhJxSpGgZHZJJJognCQuH3Ix9yEsJy1hotkTDhmjYEg1b0rAlBVtSsCEFUyHYUnMvrNY6OyoUUxPtC9pwSgjZhPS6Vh2yvVDhpYQLjY2F9KiS5Ldn53nHb76es5MdZo0TSCuUJleaImvchCDdilJJQ640k6xmktVIYbmxGFGajOp1e9jdfXb+6XnePb9vkABssBgsDZratq8Q0lqF9EQuDJIcRS66rzvNgn7SrfKQXmxzZSCy+FqpPAzRsUm3CZ85h6O7r7nOmfvspNK074MTlKZ/g+PnjGTDRNXxtZFVbKiKQjaxzltqIdU9zciK50ZL5l3onIV2FdcDopM6O3F/vo8DZMo9OfvvO8lfPP24qx8kcIRM5VavNiMiOiYDMgu5QYw0eeGE1+7Kr/PqP/8pbJGR/8wJnq6OcSrb7YQk9s2IHb3Bjt7gUrPFxfoIl+stdhqH7Ixkw0jWjGTDpirZzhYcy2dsZwuOqDkTVZMJw2bmvjue73M0m7GpytUkgI8AACAASURBVEh67jtKS/fXh52GXsGpjOU6fIHYtN803hltU/BbDmMTCOhWUhpFmfw9hPzcTuuLJPb/hnZeCGhI5Gom23a28d+58GTOwhQsTEHlNa4Aor5b0o8LoeNrKkq25LzzOpLNHfE+qDf76EGOjq8go9IlxLe81SC820d2gjk1dh1/+/t7L+XX3vkVfNn20wAx61Ipi8oMMjOI3P0rc0OWGUZ5zXRUMc1rSq0Yi5ozb7yAmFc89eOP8J7F2bWL1055Cb8ITSkKul9bi1BIWMa/0/9uNvtLCbH0ip9DfLljta8hS/vIEEfqoBDvgSEtwPNA6JRy6JvpkZjjPgbgwPDeKcWKGM7Ke/tWonviBmLBtFUXZCxU7MDtflrnJg2f1CJkeFmCuFJfGbIQy17uWAjGSZXyLzQN//vPfRejuevA+3XBNHMTTSUVWkoWwhV/M8Akb5jmNaOsoWwyrs4mTmnWCr7qvs/xmTe8jO0PPscP//R3ce9f/3FeV1TRM0/jqaHoZurgqLSGie3fi3Yl6a7hzatxrrOU1HyrBONAlu6jPNraOyJLqy2mubpkwZClaI1bb3oExXSrlPdTrdPBNUVgwj6HzOnttKRjF7Yxnd9H5Ih+3S8b2xqcHW3a8J2Shkxph9J4ZDJ8PspdeRgLzKsc+9snaO61vHryBX69eCU7uaYeSUfG9Bo8wgjnCGWO1yYyi8wMxghObO9zLrvG3z33Dv7zN/8AZ96zz2/84pt44HsvsaUW1NpNNgubMdNuwQDeoReaqao6A6ASJhKa+yjPRlayqRaR2Bz207/O7bXqI5YCs2qFbYcRmuUaX25SzAb6eUDnoFtG5E4IaaUFQ6HHuRiiQqx4jofI867gp/8u0BlEdz9teKuL7KTzUT8ikRaaDX8PqtinUQxkot7t0JzAT8pF0zlW+O3YCyjmQnOhOcYv/MLXkhVwMt/121qKzI12wouLWuNoD0FxWUmfEFMVbI1KctHw7ec+yM+96a2c+NB1/v7b/gr3/rUf5RW5Ja0T2S5wg8OlBhF3g0PcO/xPz5XtV1k/qCbXF2P9+pWpHSS/MEQVGLJDxwmCpxo6nYyT27KDk6M73vYQHJl6aoUwjIULP40F8V/nWAg2hGRDSKYeVclxjstQB3WIQOoFtifaEfTDRCSntobaGvo1oRQuXLUhZGzLWAhyISMqclFXvPV3/hbn377D4pT7fSYMl+ab7rjCkivta2iZCPnn0lW8Ngh29ya8/ORzhEKqV16eYZXk/G9e4/t+6b/mU7X14TVNaev43p2X6IS1DryPibPUR4j6rzQk5Y51MHFZM4zGpCuEdTb025AeeSdkaQVHoE8gbgt6Wk+edfc9FzpyZ9Lfh9V/2I8jD3frRfUdnPR94K60zo+M5OWQkh7e9y2EdtJX1sv4CW2KISrhJpRCajaLiq1RxbSomRS1g9rzhlPTfbZHCzbzivK9Jzj+eAn3zTghZ9y7eQ0hLNm4Roy1U1XOLEiXjWKVdcRmLdCLDN0ovuXcRzguF5xSFbsvr6i3c87+wZwf+eVv4WqzyVSWMfuqNBl7esQsqeeU8qzGsmYqqyVnB9wAOZJNrC0WkJeAymjarDgXnmgzw3JfiHLold6XIQspytKPWSHtvk+UDqVBHEncIYKVzvzr9iM8aWi3SMjjqQUEJp2M+uhJ3F9nATc0lphOeClNHQ/OVr8N2qMx4RWOM1w+xcZ7GwqV9i04MbnQjGXNllxwVM04qmZsyYV/zZnKkrFo2DVj/vbv/Kfc+zu7LM40FKLhSDFndzGiyFyNxVHekOcamflnTpnIjZPCsjsf8TWnPo3B0UWuvRzMJOfed+7zPb/y/TzR6Di+muS/gKoEReVVnMgQOWjvwzJKdKgklDWvdH+Doa7ey7VjaJ4XVD4qFOqz1X7MK9eElg8UHgwn4BqTXoyUmd/CkOM4ILcduVVs7jpAuTD+BdMk5BQsLTrWHrdbNbxO4oDK7zvW4ArnseL88shw75Js3bl0J+68146ZqblqDG9+5w/wyE/WyFmJHlkqk/HI9iXe8+z9lE3GJHdEuUJpGFWdSXKvHvHcjS3OHL9BYxQX5kfYq0eURy12c4LYX/Dw267xXc0P8MPf+Ta+dvKcb7e/PjiCWYcd73k9q0z3rk16vv0HoSMKlWw3xP5/obz+gGAdRGS+XTa06g/WX21nSZ8vTRYdlNRhSpWCoc0MWtqXTNPfBZX1qcDRWZKd9936WsHJGh4IIqIg/HmJ9nyiMnOyr/Bv4yfg8Hfm64E98e7z3POeOeXRnKPbNwB46/GP8Imrd7E3H2GNy2i01gM9FrfMVP69Frz64ae5r7jMzGbsNIpjJ3cpjx1DNpb7f22Pf774Rv6T73g39xRX2dETZqZg5HWAAok4pHrnQqMSYn+fJNsWidRMVRkzS9MQZD+klXKHpPbHXFKptshDZHAZKyISooRZ0koKGkgpChja3Bc9vNOsL47o+GGpKrPpFHPuIvOms21H4XgACXKSuF1yc/p9ul9lE22p8HknCtElX6cCt0HZf2X4uhfS27cF/+U7v49H/lUFgNhoqGzG644+yWeunmRe5YzyJs7GwdEJtqhyyjrj0VOXyIXm6eq4C4OeqqiOjhhdWfDwL874tuYH+b+//V/wZ8dV/G0qZNtFO/vo4gB1YtU80Tm/fmKQWJqj4/4Y5vMcxgazX/sI6Zp7Emytw3OQSZY7KTgvP3jAQAyFtR3KRhJyjvUaN21ssLZeqtrvT0fHx42JNe3k3HF2RLeDy+QzRYvM0NtvsKUJf8UkPjOaH7r4Zt71/72Wl/zmDnJvjlhUFNekLxgp2R6XPH35KKeO7TL1To+gnRRndcHFnS3yvOHoeM6NekxjJLO6QE8NZpyR7WiYlTz4C9f4J3/0PfzP3zPjba//SV6St7CitC4c10p/2wOdniE7KBMqOiJrCqy+UHYnp6YfmDkl2gE5dVyC49BBaGT7gPYzcVISc2NU1NdJOW5tIVERHY/UhsIdQYAQujW04ve9ENe6882kJoj+lSbjdz/9KMf+w5izny2ppxlCw9WdDTSCs/k1vv38h/iZT34FRgvn2EggMw7iqQVoAbnlrnuu8ZZTH+OomrGwGbtmwpmtXS5uH6e4IcEWnP3DBb/7ma/kubdWfO+r38+RbM5OM6HSjv+krWCiajZVSSkyDMIhPLAUGg36MAoTUSB37jKGt+L1SBxTcCHOeL16l7My3eF1XRZJ0JEZcnaHrvudbqnj0X8m+k5Qqq+T1lnsF+ZNBQKD1EmdlBlJF96B+9NR7u8hQeD6d+SDESqbL5c0gh7vNEkmiAk1wXH229RW8qPPvZk/evsreOR395Gl59FdcxmBuWx4xann+OOn7wVcYktAdMB1p6rJmM8Kjh/d52Xbz0YEszaKyVZJM91gdNkiGsv9vzbnf/z4f4X9jiv861f+FHerYgnxCShPWOAOLXRv1taVknDHbm3dovpmTMdx8+acnkMpLceDdDqPTDqm8THRJnlpiqHQhrDkyWAbxLqMta2qpnd2qk4Iyqej+VCXa0Orq5M6TK0jFkjLLXIUkJshkm568WuPnATHIrTnV/ce45/8xjdx/rcq7rt8FTErEdpgFyVbT1quVa4KuhCWM8dvcPnGBtWkpMja1X1ZZzx7bQOZG15y+nkqo2JYIVcaOzLIRQPWIoyFsmLro5fY+D8mfN9X/wAv+67H+aF7fp0tKag9GiJ9CE4iGa3I6grmwo0Hd/J0m5Q3FCx9mPrhxTvVYflibdXDFCapMJCnYoBdcrCN6bD9fYXsn3ZlZWisQlsRM4laknIYpEV0jsK/IcsqOCRzndPUsjORBkdlaJXUHezT1Xm3CvtG5ki9f3jpQXb+7Vle8u6rNEct1XbuFjkLjfzChOtfMQHgsfEzfOW9T/A7H3vMOTfCRhFOWUnUQqAemvPXH/gDvmz8ZJzwtCw5PprxvAarBHokkdqy8UzJQz8Bb3/pn2X+lhs8dvoil30oOVeaI8WcJlccL/aTDNMu/y/IBkhhltBPd51SVMfEDJ3aZJQ2i0KGS6nqLNf2uplin0HBWvuQlrGtwGMmzZJjejttnUZK3+mISSvecekjOEu/7zk9Kdk5yD2kxUuDo5O2Ky1lkWo0DdXxWk9MF51Fe2hz4KCq6ARLfmP3Vfzk29/Mvf+u4vy1nXChEIuGzScll+staqs4OdrjlWcv8IlLdwHEhAAArSWzK1OyzZo3nnkiPtdTVVKKnI1xhVpMHFQqBKrUHPvEPvofb/Jtr/sfeN13fIT/89xvsy3HPtW8f2+6nJ++uRBkd/GphMDY1WBAzHDuOKqtvVizQhcZXP1crJ0Zxx1tC09y9eGpMU3ccYX0GVR1hJALTPR+U5NYCrGsvJCWtW9PwlkoRzruzTWOxOycmZB1VFsd0w9VL0wWyMnBkemrFgcnJ2wbIDgNfKGZ8tc/8Fc59oubPPyJa4haQ6OdQwKITHH8wzf45KXTPHLyMlq6CWZ7Y8HV65vkRcNkVLGocuZXJpBb7rn7agw/ZNK4kIByIQUxK0FKrEomnL05Z98x5/If38fX/6X/nu9+8x/yV4+9jy1hnL6QCJRfh/L0CcnaevG5FQNUX8dh6Lt4b1IZcFTn+8M4O1IItPEhtmTl4VLn0xCmjvfpTsgkW6V7g6Gji5Jb3dG/gS5xOd1XS0ZN0UcX5mhDVN3jhn1nwsRQVCsw6PpQ4+s2ZH5ycXWfXFHRLi+o6+CE2lrdmk+ChR6TCcNWvuDUyJEuf/YDb+Dsb2acfGZGdXoD42UYhHGv4x+1vP8bH+atW3/Chqj4C8c+yj1ffo2f/8TrqC9N3CKnEe5hvn+f/+Kx9/D6yef9ytu1scC1O5/5NgvnJ5nCkUi3nqyZ/twGH3ndI9zzhmfYyCs2s5LT4102fYhqlIxlaeipNDn7zShmS7Wk9OX7XJuMmedZ1UZ1tpfCdO5f3/rhk74F1KbrJLvnohKtcxPubyYNuWyrxt8JNhRuksgEhck6hOs0TXyoBuLy++WU93QmCe/72VoxtTyVGRBtEdr+M913ipfmsGReC/NZsEt6wt/4k7/C5JeO8OAndxGNAWuxUoK2CGs59aGSP/6W83z1iU+7do8ls2MFn7l40nVsYdG1wuznyI2aNz7wOSa+OHAuNGPREpnz3QbRGLd/aRFWkO2U3PuOfZ78wKO89jse4we/5rf5ru2PM00SbdKxdKV+25q+1Q9ZfTHFpQf3H+YX6yUArKSyMgFKbGeMgNW+RWprHZ5U/dhxWHymUM+RCcS7QmjGoo7OTvr9OguhKknrGUqgVeAlfrbKDIba+uwjYQZjfrU10YlJHYT292YJWdoxip+99kbe/q/fxL2/t4vauQzaPahCu86MNqAUclYyf+YEO9t7nNvYoTKKjbxio6h48uJxFrsjqCQoy6P3PYcQlnmT+0EsmbhmClHVIJMzTtqUXdzh0Z+a8Qf//g38wl/4Sn7wLW/nrRuPczwZb4Oz03c+tHcealvFTp8y99dxZg5bWuKgfcQ4b3KLQltyQUfATQmRKILefls5aQmXzJkqfQddF0ngwnTPIyweOjWBUl5PHwGiO/G5f02H0xGOHbk3xk2mxooYenLKysT9BAcnk7pL+PfHyIQhEzCSmomqGMmG911+gOd+4zwPfrgEGqojhc8McMBNWAjkM8sfXHmIr9r8JC/L9zmlnuFMtsO1h6f8WvkqxOUCWQv0mZK/9rL38/rJE1FpfeyzLfet4OJ8i6xsHR6EU2d2hGeBaOD0BwzXnzzHhbsFr/6Ln+BkvtdBsVJybfgsIDS1lcz0KH4eVIzTzJ9UeqDPwQr37ouxlCCbSSczYKxgJGs2VBXbFiQI7hSEJxV9XE5QaU1i2pDsCjSn83dvcZYiLLFWlm0d9uBADZWECPtzv8m8M7mMkkWl6IGMsXDcVDA3tOu6Kfg3V7+Cd/zyG7j7fSX5zh5oixUihjGE/1vNGj5x4S5esX2BRyfPsZtPOFXsspmX/PHnz2Nu5MhKwobmKx/+LOcn1zphwVw0LGzGjf0xJxbu2gtrsZ4QJ6zFKkFxeZ+X/FTGL/321/MjX/cW/sFf/Ld888aTbMoRQ5m9aVZvlJFJ7mBKXI5aPmGRfAvOzmHDWYo2TJWGO7v+iV3K6h6y9aTlXqfMRZsSmNqSdLcPW3UafZMPZ/h1YHevIkql6A2eAKewS3DlOgswXRAZVAKu6px/cflreOfvvYa736O55ws7yLJ2jghAqOganB7XGFCwMx8jheXcxnU2soq7xrtsFSWffPcDWAmPvunzHC3mXC2naCPJs5pCuiyuUmdMn5HY/Tlia2OprWEisXXD9As7PPozin/zH76Bf/z138Df/XNv51s3P8lxNep0yhS5qW3WdpoVooDxOr8IXJ2UlJyTxMJjONKF90Kb7iRnB5ZX/n0+xapJyFhJ5gtvuu1aQj8Mh0DiPnswevh9+0y1lbnb43nUCLmkADwkcpi2M066wjBRjtMSiLS/d+ER9t57ilMfbjh9Y04zVsjGuuhU6uyY1jkppOZCfYyxqLk/q7hf7PHdx97Pudde45+/683okeVvvPbdvHHj0ygM+7ZgQ1SxKvSumfDEhZOcnxts1l4j6x0f/DHV3LL1tGHrKfjc51/C+7/6Qb7ny/9jRHm0lTEMFa5PyKIz/ruA3Azp7rQOj4z3IJ0UN2Ud3wdOVkuIXtZB6lx3z+8KgooxG0x6nRgxa/fdc3Bvtw2LArZ20Ln395Fq6/St68xIlNCd7/pq5X1rnZ7lUNuQgvI6YUeFZdf4eeJ3X8Pd79Xce2HXPQNV4xH61tlJ5wmVaS6W24xkw32jy4xkzdbRBVsPl7z7d1+JMPDKL3+C85NrToLBP9+BYzbTI5pnpsjZNWzWnqewNoa4sBbRGCbPznnoFxU//v7v4B/8hZoffuMv800bzzIRRYfr2ZU0kUtz/RfL3xwiLadk6L5JcKG6iNDZ6NDkyfubsfU6PGnMfw1Kk9M++GOhOxydod86MnH7fsjazLDlB7v/WUAMotNDmEAsowQlyYXEWEsulmtjASwsvHP2KD/y0a8jf+8Wpz+44KHdXddxfAgL6KAt0axFLCpoBKc399gpxzw7O8KJ8T5H8jkff/pujn8GbjzotFcmqiaThpFq2C4WFFKTS80T5Yijn02OEzovIMLxhXDokq6gEmw+XvHSzxe87Z3fxK/8zdfwiy/5JXJCXfk2ZKRtWuelvVada9mrWBtsuEMuZ2sN2VDJikCADvtRQi7pBrl9d0Nl/ZIet9tSB6ZGoaxDNxcm95WN3aTnEJ9U4bjV4gnOTh/ZSVVDOxWZD1g8DCk2t/vrbjdMUpYuTVtqtrMFn9s/yXs/8gjHP6A4/skFR3COjh45Z0dWBtkYTCYDIu+cEGtRpeF6OeFsfo0LzTEWdo8zap+71Jwn5qfI9iTm/Jx7iqucUfvs+hIQx2XFWDiE4IrepHhiTAxuB1/K4uB8j/JY2fazyRXNXb+X8Vt/9JXsfNWCH3zt73Ct2WCmC0qTRQc0JZXvNaMkRJWOXyY6MKFmWS41tckSFKy7r3jP/KSZ975P09zBOUi5R8ilcEWRpQ38EBOzuALClOpB3WnWGe8HQkuwjMKk1cpDNlZfzG95HjGd3y+1Y4CcHv+NCw7RcWyCKjL0Q73pcS0fWNzDDz/+Fsz7jnHqQzUP7M7becGYOGZ3TjMgJJWmrjLuHu9wrZliOMXp/AabasHHrp5hclEwO2uZZhXHs/348021YEOWTGXJtWbK1hO9CEA4pk6vv0XUBmUs25+bs/WTkh/97e/il//bT/NzD/wWitTJaZNd3LV3MZfuNQ0KyeEaCfpyLnF/Az7DKu7oOk5pypdK/YZuIdn2Uus1w+PhhAe95SvbFHQ9PAN+gLsTGrlqP6nMdDsRhu3TVEM7eIG7F7or459ydUwksqVp65LrpuTvPPltfP5nHuHex+fI2Q7CePTGgKib2Kns3gysQYzHbScDqGpGVyTHRzO2i4XXy1D8+y+8hId/pEZdvMTxDx/hmd37mH5zxTSrGKuarawkk5qdesK8yjnxxJ5DiwJp2RrsbI5tGsRkApm/1d7xsYBY1Gx96jrV/3aab/ufvptfeunP+2vnYqst2iPRA50rcGjSv4OloazA9sdKNOuzRVrY04Ws+kJYqQVnx2lBdI/nvnefT9Ye8cW3eonUGiYxN0EZjzikE6b2+iqHqZKefqeTiS0OyGucnVVcoRAq1VaQiUBMbp2ddN/Pl1OmWcXGuGSvKfj9px5i+mvb3HPDgDXUG1mbjWTdytXkEjVvyEqNHmfR8bBSIEvDk5eOsfFIxXZ2BYCZyfi5q2/k/T/xGk5dM5SfnvD3y2/jX33NT3BKzcmpOK4UCsFF3XC12WTjGetLF/jjNoZs1iCMdce0viaX9KUqBORzS7Fn2Pi3BT8++bN864Mf4Xo9jYTgxijnzFhBYyU3mknCi0lW/8nQmntyUu35BCkKnl7zXDhl6cjp8vo0C68ZFKU6BIxk00mhzwIfyLjfLcjj79Nw2kGlLO4EW+Xk9JGYWAai7wj15hHTGbdXIzp9oUFgKTsv5WC5Y3V/Y6Kz2jpHGsEPPfONPP7zj3H64wvUfM+FrXzfdOimb9+NmeuP41E7mUmH/pjLG5zMdzmZ71JbxcwU/Pozr6L4f46zfWmfeivn/fXLeeCbr3A6v8GImhNqj1xods2YnXrC1tM6nLjbrzGI/QWi0djJCKuUm0OsxRKQJsORz+xz6Yce4C/9vW/lVx/9dS9IGMbZ4IC3i9H+GOyulViai+N9ifwbl1F9q9Z3Nw9Dfq7tMsK4ah+DX4bXamfHWVip5MJ0FJPTfag2nMmQwFD6myAuKNd4fqssEAS7CIL7u19KQQnBHy5yvvo3f5DLP/wAJ//4Bmpn4cJXixq5t0Duz1uHx1rEqHBEtBu7zpsHMAbbNBz5nOH0eJcz4xucmexirGT8J1Pmd0+x0zGi1tzzzut89A8eZqJqjhUzNrKSiaqptKJc5Kjrewgp27BZ3WBnc8iy9rNgCbkLayme28X+yGn+5pPf7K/zMAs/OIjhWqTXarm4XPf6pX+vkg0Pipy1Xc8LivcscrdEpw13mg5P32qj2pd14oGN9VXEadPGI9F1xSuWFgjplgni019p3gpR1fb4JqmzE8q4SCwnx/tk0nBxvs37fu/lHPmFTcbXNfVE0EwEJhdt2MpzBRBgRgqMJdstkXXbXmEg/9SELVlzUtWczRz/4Ffe93pHPpaCYt9y6l0F3//R72FLWO5SBZtixEQU7NuMy80mxZ7tIDiysciyiZ8JY13YACIUL4xzkrKZ5sTPbvDOZ17KoxvPsaHKyGfStETI0ihu1GNuNCN2m7Ev55HFzLlQAiegPCGDqjQZ+82IG80kvi5Xm1wst3hmfpRn5kd5cn6Mp+fHeL7c4no9WcrsksKJkYbUbSce2RVV3Gmc3tBcu3IjjS9RcbutLyS7yvpKyOn7fj00cA7Nuldn37fwTOje8xX0dtIXwMIqFJZPVGf4zl//fp75h49w8sMz5EI7ZwciopmOx3bsUsjl3qztm/677c9KTmW73Jtf5b7iMsZKrrzrbmTj+nmxU3Hvvy/52fe/ibGoOapmTsRQVixMzpVyg2KnceEsfzlF1SDmJTZTbjGczhPaIhsTSdSj5+fs/ti9/O0LbyKtydjyefoE8dbZCdGUVenoUdDXJyIdFAbT1nZ4s+nn3WSY9ehNS39ZvdEBIa3lHa460NLvkmP2naW+Zs4LbTo+MF3kp4vquMn5n19/hP/3Z9/KI7+/j6w1otaOp2OMCyEFjo6SCCvd+0w5pCVv2g4uJcJaps/V7Dcjtn2dlo+9/0HOfbjm8qty9s6e4uQH98gu73L+3435/fMP8w0v+bhPU1ZcK6c0Nwrs7h4iy1poVAjk9lZLYjZ+BRo8eANW+PCXlEye2ePJf/oof+dvv4Ufu+ed0flQiM7AkgsVOTIGr94shh2UDIXBOqVnrCOIr/WkJXlY+ay6TwmHyKET3RBZ6vQchCZ9qawv3ncY4mioUA60ZGIcRyb9uysMNhxyvFVLdUPW2UTVfOzSGcQ7jnHu8w3VlkTngmxhUZULX6nKtStd2Vop0NPcOTu97jO+BNdNwdGsIkfw333qOzn1PsnihEAXgs1nNUVjmf3hCf7l/V/O3z3xOEpISlvzXLPFp/dOk+8bz09oHRk9LaLD5RqEd/xFRIKsEuiJRNYW+ysn+M3vfgVvOfNxntLH2anHCZdKUJmMvXqUoF+tInXYph9CanwtNG2WBR+BWFh1pBoKpRn7ul25Sgmi7SQTNIGMdU6PFIZad/lAwVkNYpN/WmwVr7IfelpFOn4xLOgvrcq+DCjPT199E+/4N2/koffMAR+29SasTRwf6yIDBpc5NR6BThwjb9PnDdf1lHvzKygk/+JDX8WD755Rb+fUR3LGF+eo/Zoz/z91bxZjWZLe9/0i4mx3zaUyq6pr7aru6pmefZqcGQ4Xi+JuwpAJmBb8YkN+4hPhBwGmYcAPhA3BBGUYgp5kmCJMUDIl0wTBRSLFocjhTPfsM733VHVVd+2VWZmVmTfvdraI8EOcOPfcmzermpTY3f4KB3lvnfWeEyfiH//v/33fX0b8zjOf45cv/DmR0ORWsV2scO+wz+Ywd+fz4mghsN02NCJ73TrH71hrK3ezY4Q6t8d8+598ll/+7wT/5MyLNKum+98Oeg7sNM2TER74ePdWgSW1lrmq5sdodB4nNFZCkFtbBTH4WmvuWI8jYB43RX7PDI/3mS1bQjHLO6LwiQRni8Lly/FLKFzJhsWlyewAtc5msXDZYgHQRdMNH7m/ce73CJrFNQcm55/9Pz/P2S+PHPrNS4TWVSNaeMDGztgccEDEMy7+OoQgHBVcPTiJFJbrw03O/kVJOCmxcR1AlAAAIABJREFUCsZn4fDZDrYVo9KS038Q871HZ1EYlyzNSJKtAMpydk5rnXsrUHMN2a1vCKa9gNoY0Jb+tSHXf+1j/OK1/4KhWS4aXAQ2TXbGRa3Nykz4MhTN4qoSSWqXA5EmaFlkjY4Le3cFUJfpeN6/DvBJ5mf4xRLhaGkUmQ7qxVPgvtJ4VrFAntU5+r1RUPKYrMi6AZDeq9VV0RsDcrNIpS/aW1jJuIywX1pn9Z0CHQtkCaqwBBODysysc6ViVYyjzP3iRcXN2WU0snx3+jQSeLNIOPjyaXcNAdgAJhuSvCMRFv7PL/84L2Zer6IxSF7fOY3MLUK7DtxfQw12bONatJsACDvbHkDHkvYjTfYbT/Fb1z4PQKpD9vM2mQ4ojeIga7lq8HnMIE/Yz9o8nPS4P1rh/miFB+N+/Xl70mN70mNv2mY/bbGftjiYJhxMWhymMaMsZpxHFEa6ml8NBs/l0tE1oPIC5fp5NcBxaVTF6Lg25YrKhoxLx/Sk+sOlansSywMzvU69z5KcOO/5fF6X89d8J5qRP4u2WB6ksIo//r0vcvobKUKbJUvFnlQTZh9+7pfZRHW2RIeal4cXUMLw5vQsa19OMJHCRAJZWLITCcVqDMDWn57nm+NnaMus4rYEew9WnDC6ajY1u6RkQz9UjQ/aVhN4Q41Cqv1Wrk949dc+zX95/ecZ2awuQm2QdQmOo/dOVPfFRTYXOJCTWUNqDal1E+JaU1Ntn1eh5X5JraSwVJPnozrRGeZYdGvOTwUN7hiZhQJB8Zi28AQNT+PzkVTUM3PRNrLOX5AIWdNZi4U+j3NTmUYOnse5sXymmePMhZZ7N8I8S7BoL6WnOPmdEjnJsUrNhMlNalIKZhx547qkcJchhQMmQoCUyGnB3rhNdiLg6jee5pwtCbeGnPqm5N7fidCRYPTsCpMNRdET6L88zRs/k5EoF2bav2HBWIfGjfsFNdDx7qwjImDrrrFq4EIbRFHS+35O/j+f4tf+8Y/zv5z6ar35LDS3Oj4zULHY6Jo6nLpSbnX6UCiULYlFWIOVppDZFzf132sNTwWWNI1cNMyE1bWJ5df0Qdp8lJaZi1BclmvF13oalxFH7XgNhhSWZYUX4ahL64g26EjCO5fMzLtJSiPndDzN89wcrNO/U2KUY19UBTQQVYoQ395hnlmZXcyRaVSQWt7NNkm7V/mVa7/okhIWls6W5fCiRE3h8LIgv5TS7mb8wzf/Pv/ik79Z1dcrmVxfYUOXYOycINqbBzVCWqQGI6v3Qcyu3e0EAYaN3+zwpf/mOS5vPuJR0aEXZkzLkEGW1MVQ3fxmvqQDOMZGVglCgTofijZitr1WBEoTyoXn1DhWc0D1ldYDaUhtWCci9eaqossKtLo2U9bX+eFieB7nTjAN96Ev/7PI5ixmUVkULS9jf5rFQmuzHNHsLFpTd6r9uZYAqNfS86xd1Vgp6gjEminxGk//uQI7i4xG/apUrqZgqrk3WaFYD/jnr/0wq9Wpg4khXQ9Idgv2n4sZX7CUHc2/+OYPcenHduqkvp13wqP+neY5S12NSVRaVOFUhI0JutUgtKZ3bcDgH53n13/t8/xPm9+tXExO6uCDS0zj0F6q0Ly7XoPrgU6zorm2ovHc59urrgIzfGqa+tlUf+fzvc2Cbgo728afTzcmc8fZY2F16NkYMWNf/KIWlvqiBFUiwKOFPo9zgfiyD7EIiEXgkghWS1MoWxeRrHyIyxZvTqS5ODDMf//e5CLRfo7ISofOq7BzUZQu144xVc8375utTlA19oWGPcmYjiO+cu8ZhIY7Pxmw/Xc2ibfGPP3HY1Rm2fqCYvARmJ60hEO4eu0sB1mL0kj6t1MIA9cwARq6hSNgp37hHMBpLmgH3qLtEX/4lR+c3SPrM5XO/KMenHjqsvkPXAOfY2hw1GVmCwps7R5s1iNbTGnuP8+ehfvWBBBHcgY1WJ8PC8vTrCReVtqbsqnBYbbU+1QsT3PfJy2+uOjSdVbOLYvrF69z2aC4eB6/7B50CQ+169CFm22q3DjNTOlS2Hs2pRYQ1+8E851u9TGYGu5NV/nd4ScojWTzx++z9UU3HvVuW/JVwcYXtvjRK9f56OY2g1HCP9v9Me6XLcYmpnPHtREPdh5rFmRhkLkhSLVbphqVGrdMDfF+TvxSj2kZkpaBK8hpJXmpSIuAaR6SFSF5qSi1xBhRu6ZCpYkDTaicW6qOIJGWTpxTasnhdtdlqJCVo7bhEstNwKQM2c9b7OVtDoo2wzJxmpyqWGlTz+XBjqtb5oqFZmXAtAyZliGZ/hBoeCqGRlvvdjh+mdsPwaIy57HnWbL94/adu66FBfw7MIsEm7lNBL5grEby/elThGPX/ziGsfIGFBpRmsqFZebBztx7MPvu3xU1LtiddPi93RcwWjD4u1O2vhiDsbR2CqYnQw6/OKX10QPi0xPkRPHbd7/AbtknNSG9W2bueO6LWP7Zm3Fif89EiUI7j4aB+OGUf/mVH571t/W9qtxVeLbLkDXy2dULx9MQO6bNy9kZfNSpX8IFYbnG5cBz4xCzcyxpN7picgpcEVHPuD+J/X4Cw9PQvxzDysxvb2vdzFxIM4vbLbJF8lhNz/KKqsds2xjUNb6Y3HxEUfM8qQlRaQMgFOXMbbXYeBYb8DEmphliK2ESaczTU3SmGJYRycEqvbeHtB8WbPcDbGygEBy2Jaqfo6Rhb9KivzUEqZw+xwuXm2DLGOYSEnrzwMuTQaXGBgoxzei9IymsIVmSqXgRSDRrrRy33iWfdBE0X08v8ve7D+furQdOukEbNzMp+ySP2nqEP3/O4+zDJmB+0svVdBk5YPfkOkl/G9YEQc610pwbLZgVBJOCkpBgKlzIuZ9J1sTJfOe9+HnRVGZ4Y+c0F1p7/NSZqxwUbdIrAQf7J+nccy6oC719LrUfMSpjek9nnI4HaAR3ihO0H1YTjwa4skIgsLU7qxYvWwuaap2tq1f4JyVLgcw1nQeGXDtgEUlNpgMCZWrmBEBKJ+Z29Y38X/cMK0+au7eVm6oT5jyYrLD6SghnZ7dMW4GsjjvKnZtCCksclByqkkQVRFLTCXIyE8513DOw467VVs9yscDoB2lHmJWGLQsXdwkFXX/cdJssRlY1o23rGlrHHPM49udxpiv3kC8pclx5kakOCSYamWsoDULrmlVsanOOgJ3HvBMyLdjZXuFkZ8THLjzgMEu4cylgeC+is+UkCN1eykZ3TFoGTC/nnEhciPqDdIX2tk/R4NnWhhdicZxovq9+ki6Fa2Eapz9Nc3o3FBpLsqQ00ZxgufLchELUxbsXBcXN5/h2dpr/d+sF/tdLvzfHThdW1lUUpLXMpbKxszw7XhbQtKZ2rdkPPymg4wmZlo8fYJbF2D8+SdPR6qnw+HBodx5X8r5gVmKgactm/j5sc3GbpsvEYLh6eMr5QbVGFBaKonZNHWF06oMtIGpZAZJK3GyLgvaW4NQL+2RlwN64TXk7Jtl1FWxVqlGTCLueIYBWO2OzO2YlmvLO7kk4uO2OKeXMH+uvpVyulzlivoFX7rn2Q+dXXSzN8Tir9Tx2HmDOV0j3eWbmhc4FRV0AtsC7MataTxW7NLud89qepkBuWcTYB23HVQ6HWbi3N13N2PMqu3EAlDUAfAK4a4hpl4Gk9+rKWMzCXFbfXfbnJbPiUYCcpshYoaauvQI1Pb4Qse3syDvCHHcsC8PBVo8f+th1IqG5kZ/kxfuXSHZBaAiHlrujVT6/+i4nw0O+0LvB6WBAT+a8uP8syV5ZlaqYd6VZIZDlMtDWcDnQEJhaELljbsOxIQhK0jKgG2aMy4hQaYpypqaRwhIGugY57n6KuWcihUVW7i2DwJQSlVumeVgXgTRWkBYBpW5UXpcOcGUqYKpCWkHBpIw4FR/WzJtndKxnDj3YqbIEiw8APD/JmhFWsCzaR1QMs5nbHrwsYr64aL2+6VJZEtnlZv1qLhNv0xbD42eFRpvvc0NX1HDJXD/cJEhLx+7YKiebBw0LoKJxsOpky99TUWjCrZDPvHAXgNvTNe68u0nvboHQluhQsH3Y4pn1XdZiy8kTIy4mj+pcPWt70yPHrLV1y8aJRe/AnGfCgDZ0HhiGRhNKRW4VbWaEgbsnjb7NejfgDOzMubgQtQuqsAptJEMT0ZM5i1b3ZfUtm2WzVlU/VbNvT3Bb/QcxPH9dc+I7Z37A81Yw6wdN5cJyF2jm7r1LtHX0ot9L6mrjqbBqRu18ewsPtrLUal6/e4bnyvHiYeZt8VoWG/DCeiEEqzdKTrWGjIqYwkjGgxXiB4eYbsLDF9q0tkE8lxGHJeutCYlyWZaTuxHkhQt7l4Ij7quyrJifBTS/eF0LAuvWTsH1os9n4zGFDZ5MHXvaVfgK7PPurdl2gtwGFFYTN56npNKINMRtDsh44LPA+DXO07Rmja0Piy3Txxz33YmBK1GyVpSPmUAsgqVF/c4i6HmvoekGQa5nCQ+9mPq41yl5EFYdOqjC1IDCyopdWKofe7xZIWjfDLkQ7AOQhiGHwxbrY4sNYHpSsP/uJqsXJ6yqCafVgES4sgrfvXeOc/k8fW8bOjKhjWN3noSLLTORaaEJRyX704Qo0LRUQaEVkdLkatYf2YpRKbVCLILZCvjYxvMOpYGyeg+MIC9VfZzSSMrqu5Sm3lcbSVoGtXYoM4HbVijnsiqDI22s+JABnaUZjTkKSsAJ+11eKueGyq1aCry9zSbRR9lpZe3c8R2QcXZUCzTbTlW5spzLWM65tRZ/kxKad+5s8pEsnWdIvG4Slr8DxwCd2oSg/y5ciB9RWCdMDwYKNS0oOwHpuiK+EdB+tqAfppyJD2hXYGH79jrrxWD+3M33Ums3YV4cE7Dz+9S/x+Vzaz/MuVqs8IPxiNRGTIyva7iMVKgOywzsHCn0ik/jEKCkAy/pXN6j+W1rsxBVoNQnNfZ5xJrJWI9e0/z5l9l/tOmzqU7mBy8pHKiZr2LuL8ySWl0vtdrbGjJbkjaWAl8fZTbbf6yex9oZVWkrEGRtfd7Z9YK4k1RfFmjIJw2wi7oebxUb0747YXvaox3kbG+vsvFqBkXJ4EqHbA1Wr5cc7rdZS6Yu+WBQYKxwgmUla3eW9QyPtUfF1M2/tSrfOqaprFxzlQ4p2p3w0vgKxlpSGzI2jlZfVil3DtzY5eGITYG5i0Syc/vBPED1+q1mduvjqu3W7afxvD0A+zCJl701K6Avmm7QsIaqQKycd2vZxsBXaLV08fqaXCty/92+x8XIuUF5MTnh4tK516DltZ21deZDcRdNWGrdz+w/qceE9pbldrlGTxb8+8HzxG+5wqHZmht8etcCvj28xKY6pF2VaBjbEHO9W2uFnA90Fv0iC+P+v8qf0XQvWNG4lgrswCzKK9ydsLfbq+9FYSSR1MRBSRRookATVODHdQ/z+ihtJNoItBGU2n1eFDfbBiASwqKUQUqDlDN2Rlf6oNJICjNjpr02q1jQWDXbQVF9/v+TlQvgxs3kdZWJekHDhyQ14dxS2KCxqLl1ExPXS27V3DK/X4DPJOwjKZvaHr3A9ER3Iwd2fNTTMpCxzI4ZJ3wIeeeB5nZ2gp6c8p1HF1h7C6wSFF1JMDWsv2W4tr/JajAhlgVSGCYmons9OAqyrGefyiptw8I40diu1n1Wxa99TchwZ8K3J5cBV1Q3tS4C0LPynlA48jOZAZamVqtZl292S+ZBZl2zq8n0V2ODc3kdhSjLhM/Li80etSfU0nocHjKYhdl+s8H60gbgB7GGf27u4jxV3HRzzATICkHRqJfSXOeuYt40zHQTjeNjj+qQWjuVKwrmwYSPijKP6eH99kvEafJwys1Hq6w8NYVBSHQwIruwzuisRBYQP8rpv9ImvKSrKumGrWmftdcPHdhZ1kjLct6FtsyqvD3WmBnViqNPXz48R7j+CoVVtGVGiJqLonqcNZ+Fsba+j6qq/fM481Fd3h3pAU1RE6LOHBs0X3LiyM/7a/ro/zbsSRqcOVdq47PEOlfEkhpa7+U4TTbBdSRPpm+b++vmYFpFaTUtkIZIliT7xkUs/k2wpbWz6MXGhBIgGhm+PnqWK2u73ByfIBpC0RXoEKyCYGL5N299nP/2x75CIjQTG3AjP8naW27/mW6oOqwHMQ331jITxoWw+0HACgGBdAPEYUh8VpOZAIETGQfSIL3bSmmUnGdx6uMKl+ZeSV0Lmmcr3R8pTQ16RPW9uYmUBiVnYNmfxVoxA7taHemGmiCq/BAAnmWamuPMJYQ1Vdbo+XpWivmJkMTU+VaaEW3emvmt4KiW6DhNjxIWJHVuo7mq6xbmSlpYSHabTMnCwZ40CWuOE9VnzxRFBznf3T/PpdM77Aw7rA0NRTdAFpaiLYmGhp3XNojPvUFS1SO7mW5w4s3ieF2p1hXjefw4UbOixrjxpvIGiKLkO4MLqLXXSG1ADzeOF+h63G1WRIB53Y6PxlpkYjRibvJX38olzJ4vPK6YeQiMdQldiwWpStP88zJYUns8rHks4DlaaftvPsM+ziUVeqrSN+yKtQkXtB5FXXrg6Ew/rPPHuGVioup6ReMXzG6gxnK/DGhvGUSWzxqlUo4V0eZozptl1rwOKdy0UilElpPvbFCeUrS2JKI07Hw2xoTQu20IDlI2XlU8/Oku53oHRFLz8LDLpf3DOdFZfce0cSAmDJc3Yk+zVvsKr0PyDXma8dbOKfTTTtgXCV1nmm7aYhRVHXVVXUkonKhNISisoScsHZktvTXN9AE1G9RwXxo7q4syMcWxwEnXaN9dXX/pVu+fBUcKDM4/j7kaTNLVUAqlrlwizUR2R48zdyzR6BDm+tsZy9AU8i2yOHOuNSPJimAOOOlqkPaz2US5Gk6ysNi4StHgw3C1i8qygayoE3+NgiP9j9f8a0ut7AXCieFbexf5r9a+ybt768RTy+S0QBYgpyA1xO8kDH8kYbWi7l+bnCfZ13PHcT/IInCFEX3hxLnkb1BreKwQ8zm1JC7lPqCmgliVSztRWXXcTfOgRlafpc9QXUVvAYhYY4KAMCwJlUsaWAOUxs+w4MBM9ULkwhIo49wbVfRYVgQUpXOnzSbsjcleFQr/QduTQsv/puY8BvOu9LnyFNj63fAswWLumOa1NNNxpCZkrCPnbsYxQP74/nMic/Z0l2Tfd1rU5YaENlhrZ66j4zSfi//X8CSoccGNhxukp0ImBy02ckvZlsQHJVYJZGHo33D5uaQwZCbk+4NTxLvp7HjNVCWVy9aG1bCuzSxtij+3bWQsl5I6f5u1CFFwdfck8umjwu35e3q8ebDjs1NDVVZFVi6qOfJi3pUogRx5RPiuccEWQxMt/P+Cd6J6/o9rf48FPE8COH+Tsg9PsmUDJQBeI2ItKZYDE9ATJR3ZDHefKbtnCdVmUVdu0BQUWG6XJ2jvlJDlDuhU28wov4XfXonUqh9eIa8FYOT3zwvih4pUB4RjOLzSwwQQjmD1+yMAdCwptSRSjspNtzqQ7hy9IRW708yfcHR9FUIvpQNsDdQOQFEy2nGV1xcbgw9JX9ToNOtveQtQtMVMa5PaKg2+NbUg+nFuJw+W/ibWdI1+kNZkMV1kR5OZPP76Fl1fdQ4cv69YFj4+O5cHN/XTExDUuilBVgaMi4hWWLjjNg6l8QCpyuHiOzM7c7uVgWMTgqnBKpcEEO1npMb100fo+dl3JwtqdL7V6vr3Z4ZbD9eZXAoZD1qIniAcQtmGeM9iFIgCbuQnORMM0Qi+9vASUbocCNdiZSFqcaBzO1TutULPWCqfsby6Nj8DDqaCOFielHOZRqe+9RXQCaRBCMu0CNmftByplSmEgck4oR0VdVexaN5FpqvjeSAz1ZETM1dgpyxl5bWu2o2c/ZXSotSTK5F/2O29Jh1czMmzyA4hNKHVtZZjbCKGuuUYbVEyy8DvXfYu7L+wAXk1QOeoWiSLgfvFmgPdTTdWc5zwdpyOZ9k44VdnBcV2l+zjIWo/oGxBvFeQrwZEh46pCSaWNw+f4uTGIRrB9a1NrqTp/IH8+6b17PpmM8vZ9RkzE/7797TppitKDvc6Rxh2z+44j0l1qhkGbLAr866lQxvXnwuj2NF9zgT7c/l0oKH3WriH/jkWNqif0zKdTvP/IqGRouA4++CTOCyxZQJWP9hlGH7r4Af5rTc/zy9+5GV+oHOTH07u05MB2FlYox88vIq8sJa2mEWK/fb2F4m3RkcarbVVmbUmMj7OjDlKHVbsSueedQLREA4vKRBw8jsT5LSgXEnY/lyITSMO84SNZETnpnLnXhJybkuNUAsiNA/KvFZHCPd3bsfq+suSaDs4IhaG43U6x9m7Zcqdss8j3eV+sUYoNF9NNZ+MtnhKLUuuV51njqp2oNaHpb8XC1EfCvFyLOcI3bl1xoq6zhIsERoLe4Qh8snPFqOpFk2q+cywTvztGKNJGXHt9ilWvhtz75MF8WrK6dUh7TB3QEccdWH5wXzGWlhevXWW5x5NscpVPUcKx9R4geZ78H+6EHFqXc3s/8HcbTP+fITNJDp2rE6yW4WOS8hXLb999wt85tnbaAT3bm5wiaOAR1gcuyMbDJO/rdXsW2hTgR/3++qJvxA1mGs9nAed3jzYeZxpK1iPU6ZlyPbtdZIHASqF9X1LNLTEr7fY/QT0exPCQFdan+XuJ/8crBVLy1McZ0LYD8EU4PGMzpNCxZ8Edh63Xi+4xMCHtruUI7+3/QO8+urTXPnYPa70d/hE5y49laIwVTHW+WdfVHof//8awe/f+zStnXRe49n8u2jNibG3hjtrzhVVajp3XOHQcCSRhabsukmHqbKI5z3BK2+f5xdOfY+hbiFvtsCkR89rrYvO8ozTAqvjdTqz2o/WZe9vAjetCbeXZ+5e5llZNFlHZUm+Pn2Gq5PTbKUuO/n+uMVvhV/kHzz1IqeDwdx+jyvtAcxFZwF1f7ls7HCJJI9vcx8Y4JkNgEdrNxVoMmtcuYlK6Oq3/5V7P8eXv/0xgkPJ7978Ef7v1R/iJz7zJv/47L8jrDI8N6s/K2BXh4xtyKejHI1lT2u+9+JzPDe8PwM4SjokXkc4vUffuLFHOneEoLOlXVKzPgRT6N4xBHtjTDti7/k2um3BuKilg7zN2vWyelkWb1RzJms9n16BLDsDORVYw1hEVWOr3k9KooEgtfMNobC6FoW/V9vRLb49uUxb5rSlG1DfnJ5lXY04FxQUVteA1bkm1RFAFQpFZksMThxXYKG6tqawGWbaH3iSpuz9sVAef78KowgxGJ+MTlhCWRIIU2u1ZgxPM2rEubia/eSRzrjSGwRyvqPWVvCNN59l8+uK5KCkf0dggjYPPtvl+R99h0iVjIqYPdumtJJ2kBPqgEGWkBUBZ/ouDLod5HRfThDlFBMFs7w6NeO5/Dcv0/rUOhtmgAMD7QeCrXIVJKgcZA4qc2BnfF4QjuFg0kIj2NE9OjcDxLLSJf6YUlTnsvV5hTaITM/nRDEgkHOdu40c+7ooovVM2mzQm5lsPFclDe0gd9qsQ8Xq2xVrEAqEgf4tw/a5CLUyRgrnWlOVpsdFyT05rHwZu+QzPVsLWssn6mY/aDMczab817EjLE7DdOXCiIQ+co7/7e2fZvTNDXqHsHXjArf7F/jKC5f5hx/9MxKpCUVZTz7cvoqdss9QJ3yidadmE7a/eZrL04P5E3sQYSz2SVW1/fbGOu3YgnXuG3YLJ8wPJhqdyMp1ZhmdDYkHFjkK0FayV3bo32i8U02rAI5dnKh7IOST6DauHyPmWVuliAYuV1rTCuaLez6ugCc49u1etsbXti5hLLTCEmsFbz/a5Or6U5wN3P08qr+dv5eFDaDSLikvCcABJOcfnt1PD4JS8/hSK48dQd4PF8LiIJbZkv/+/k/wK/d+bs4F4gWzbx9sItMZjY5yxcXAgSh3Q1wIdIglFIJ7eoVvTS/Xx3mz2ODsX5XzeW18pJZ1epn3ZE20LkQVYeWuJX6UkeYh4QiCMaxeG2NDhe5GHHwUdGJpfb2LsYJH0zbtW0vC4/2LVUduLfiJFxv+Yo6gRm/YvWd4p2y7+2TnQ82X2bIM1pktUVhW1IT1YMQJ5dxziSzYlJNaza8qJm1iZhF2iyaFoz99A21W4G2eNxRONPdHk02+l3/wouVA6GOXUGoCqYlkSSTLOQ1PIHSjftKsQrmvUu4/h8IQVnlW/FIYxYuvPsfXXrmCsdIBqGqbWGqCgXOjlC1J0ZJYKVBTQTfMWAlTElU4zUgVidQOcsZZxGDQph3ktIOcvazN6o0S3Y5AOBHwkaRqR9SzzDrPRXrfsyuVsE5YS7JnuZuvEzwK0BEk+5UuLwQTuzIQg1srHOg2d/ITdO4v6Vmt0+64HSuAb2eaHaraXnXm22b2W+1yqIi0AGuJDzUHaav+KT5HjoAqo3JJUi3tsKAb5qzEKf04ZS2e0FIF/WhKuVpSdARZX1C2Gv2whihwKScCpeeSFwo4tneVwhIFGmMEVOyPd2G5WyAoS0X2bo/xduc9t92/LXtiRmMaGZHtfETUscec03YczaucW8WvX/8Zfv3az9ZMj18A9vY7qNw9Cysdw6eNrN6z+X4kEppIaB7kK7w+PFNpHEtu5RtsvjyvEzvazhfaqGf8/eK/H/OeJAeavbxNsgv5SkAwdpFTOnH5nILMEu9IbucnuD1dp3dviQvTt/dmn98cK/x11u9BAwA1mSch6N4xXC9E/Vy95MFbMXul59xZ3kJc/xXLkkBpWmFJHJTEYUkUlBQmqHPswCxK73E289rIOfZmsaq9RvD7+z/A18ZXjj3WExme4xIGNv/fZVb21PjMjpuRO/Gqi/ZpDrouesfy1TuXkdJizs7cW676tosmMZFFlo7yE7FmMxoRi6Cq+eHC95xiHHoy4s30LHfSdeTKNQC+OX6G1t2RSzQ4d2HGaYXKEsrgCGiYszoaxR710WrTut01AAAgAElEQVRNsDtkknYJFfTuOh+waUfsfKqF1Jb2HcnqdZdefG/QYXXvURV9svBCAYTh8e6ERbGcV98vWO92ykuTK2wGQ8YmQlsHJqgKgi7Lfu2fVfM5hkKzqly+lLbM3LGQJI1OpKhSDWgcSFrUetXicSvITEDYEJMvMjzaWq4Xit/b+QECYfihi8tvw/tlPoHi0nUN7YzEaTwSUVRgZ8Y6+vVNN5N3rTTZSW+FlbTuBljpqpl3ggxjnQBQIzGxJe9Lwgoz28Llt1kNp3QCJyq/WUUgrYZTpDCMhwlmHJKoAmMl7x6sszYooXIT1aUjfJ2qQiMCiX0S8emF88ZSO1ysRZSQ7GtupScwsSUailo8mW4IogGYAJJtxZ7u8ur4PPFAHxEw1kGXgZwBsqp6eh1i22z/taCzAj5VnTmhLe27E67v9bnQ2ycvA2yY1+JjB16bnaulG2T0wpTcBHMRd4QGHQt8vVcTVCLq0NINc3xpkVGVUiBUmkDpOcGxp+z93zgoCUNNWUqUOvo+5/sJJ94SyFLBLz3hmfwtWy0sfgKIWWRhHrd9U6exWGwU3OC3fWvdvW/PQYiesUkChLLo2BEEwjpA3Wul9OSUSDidjxQus7ZG0BYZ10YneTjpwSl3zjdHZ2g9zOusyt5qEXxROreQfMJL4QHPEi1PtJdzb7xK2YHwpkalGhMrJiuK9sOSbFXRv2V4e3SSW8M1unvpvE7O3QwAJ1Zu/r8UjqJsAi3/uekFAHdd1tK7lfLi9FkAJiamsMYFBVnL8cqY6hBVdBVAT6V0I8eAtoKCLHZJNFXFcocYejKvXWCJKI64qVwenpl5QboXPzfBj0byZnqOL99+Bq0lv/rJ5df4nsLSNXq+zETtYoA/mmzy+zsvsD3twcYT7khj/5rarwDNji5JhCs8qtSsON+2ztlUrsZWZit0qzxqt6jA0A9SQqGQ1Y0oKj+srI6/W/SY6qjO5Ht7uu5meceF9hUlhHomZoblwGeZIrFCzWI0IR+cYGXL0rkzBiEYPNtmesp1/idezwgmBXf2u4itGDtJj57H+12PixirKrt7VxawVAMEEOxPePHRs/zCqe8dWdcMGfdpw8GBjViESAQ+BUEoClbVxEV74WZGzifugEwiXCLCV/I+O2WfH23dobckIgxm0URDa/hWeoaXhs/ySxtf4WIQ1bOKWAS8lp1GYsmPqSD+flooND4dPTD/0lVt+uvbT7N9e53WxgSeosoxYmmpo11GuDDbbIatHxQtQqnpBjkmBBtYQqkZFC3WwzHdIKsZMitxwl8LJhDoyNJSldsxFMRhST9M6QQZUx1i0gBRCscmSc14GnOiMLMIDgFgZ/R5qRGlcsVDpWdYl7hcRCVeXvx/KQjGmrcPNwkmToypQyjbApmDbkG8D0UHtsoVvrd7ltZ04eWqBNTCOpH3/Alw7I5uskvGvUNB1XstzLDlYAL3T1JekPVEPZTuWQXSzCLXKnCaG8X2tM9mMmI1nAAuUaCQFh1Rl7GwCgf2IkMvSklUyb3xCnvX1on3JKMrKatr4yNh697FlZeKvUkbe6tD66Fg+PGczuq0Wu9YonBPEU5tXePpg7RQlA6Q1GC/6a51uso/2v8MX7l3mUBpOD1bt8ya2hx/LA969nSXRBQksgBpIXC6kfvlGptBlcOpOqxVFhu4PtoElnZYEAlNIoqqSKuLXPQC6EHeItcKH6T+YNJHZmVVxqRhvr8tS0QZuJ5xMaVJ045TrkuJmuTc2V8hykClBpSgbCmSPU3RkcQHmrIl2Um73H+wxkcnSzwBXni82Pf7Rq3NnPSB5vUu/KZwb8KX957jM/27DTHyzLWrKiVFFSdAKOycgNnL92JZ0AlycqMIqslDM6pUCcvEBPzp8JNs5X1+YuUtzgT7HFcwOdMB98s1Xhuf49WDs/zXZ7/GM9HDGmAlIuf18ZlqSH+MFvLYNcC384gHOud7WQdfQNIxLap2Nfza1Z/la1ef4d7eyuw+Yyodjksc6HUixyWm+3bW5n/f+bv8xsEPcmAMSViy3p4igd/Y/yI7usQwG4itspjIYkJLFBdshENcAcuGT68OYxQMy4RxGfF6binQfP3O09VGCz9fiNp9ZI/zkzYSsdW2uG3gEkMF+wEqc52siRTDC+58a29ZVFoiRzliO6ZzTyKURARV/Sx/XZ56XLQFVkc0G69q1OFqWl7w9u4GuQ3mwtL9s3SAUdZ/hybn9UIwMGl9Xx2gcc+yQJGjkMLQlhkKMFWehqEpuZlvslWusK2j2h1prK3TC/jnX1jFS9Pz/KuHn3M1lqyqQZcSDmitqxHn2/ucb+0fvRfvs707PsFIx9wcnaCrMvpBSj9IWQsnrAUTQqHZe2WT7vWA6W4bjaQfpGxEY7oqc+nSK/dVSxXEcn7x9O5bg1O8ePUZvnb7aaY6RMeWsm0JhObFdy9zWLbcwIAB79LBiYN1DLptaaucRBbEsiSUhpZyx18NJzUnfXO0Tj+Yku0nbnCQYBc1aZ7JLE3FojRdRcwWGpqeRQpfgtSWe/sreAbbKig7IAsID915gil8e/A0W7dOHBs0cKQ/a/qHrG0Uc3RtzVbvgpUSwgAbhVU+Hpc24jB3CUhDpUmq2la+vtVKOCVWJaHUvHLvLK9/8zLfeHCBsY5ZCaYOxFYgxwRgA3f/y8SxDL0wYzWcMi1C+u9I1q4Z1FZMoFw/FwWasEp02IoKQuEiv8zdNqe+5dL9kztWKFSaKChJwhITW3TkKtp/0PbK5CI7ZZ9XJhcIRekAiSjoy5REFGgEf/zaJ5lcXa2TPS7T3UgcIxqKsnZdqYbr4/Xpef6vO1/kX2//IAe6DZEhaJVEQvM79z/HgZ537/lJgFHObdoLXbSW04KYmoWVGHoyJSsD8lLxSnoBgOtbm4/93dZaKMoZq+jb3DL31TIXkxSIQpM+auGlgWWi0IlA5YZo6BgflRruH/RJbsZ1WHwzukroRvTV3A2dndMaJ9Ww2i1z19h0zeUFb+2cYmIijHUeFz/5DJkBGv/3ftnizybPcV+358BEKDSRKuciUyOliWVRg5QD0+K7g/O8tn+GN6dnq0s2dRJKhZ1j+r45vMwfvv0JtoddJiau1/lt+0FKO86J479hlNa3J5f5C53w51sf4Vee+bf8VGtIYTXvlu6AibBkRUiQlASBEw2FQtYD5u8OP86KGvMjrZv8H3tf5D/pfZ+PhbtsqoDX85B75Ro/23aFJ68dnmQr6vOvbryAtYL/8bl/SygkiSz4RnqeIrnLORU6d4KyWOVo7CQqOKFGKCHZ1xN++c7Ps5e1OdUasmcCXkrXOMhbPEo7/Ortv8d/dvJVwq/1EMVwSQOR2NJXSn+Ct6+pxl+kEYXT8nRvCYLMILRl95MtrILoUNB/Z4IaZ+SnOpiNnN7XQgeS/LEq4ZkttQNBi7ZUT1G54xa3gxo0TYcJExPRl64Oi3tSDijqOs+R22doLJeDnKGxKCbEImBiC1KrGJu47ogioYmUpgBXPd26xIGbwSGrdkJblI62rAHozHzujFU14fneFm2ZkwhdSQgd8Mqs6zgvxTtPTPr3ftjWuM+twTq7d1ZJPlXw42tXKWzA3XxtltDPQr7irrWwio1wSFtl7Bcd/uqBo4uvrO3wrVsXeeb0Dhe7e6yGU94ebrI77fLCxh0CYRDDgFzAV//yE8gCzr6w5ajcwPDW/inKVclT8QCh3QxSapClJe9JTKKJRcnERPzLVz4HAp5f22KqQ/7qwbOIUiIzyc1Xz8CnoP/9EHAM6kyw7P4I49xAKAmldIDIC4EVR1xLi24oYcFWIKl4p4eyAiss6QlBvG8pO4JwZDGh08BMypDuOwHC6Bmo8mZslYG8Oo+YP8+szduZrkFWjIsQLgdPFIASmE5MvG9rHU+iCk7EY4yVTHVIKF3ZCZ+gztzqsHoNJodr/Ltxwi99+q+4k65hp8qxOsINsmUiMCHI0IHM1XDCajLlQeiuz4TQizOksGRllf+lyuUTSE0SluzH1jF1oQBhicOy1v7EQcluBXieMGd9X+zN0VN8u7zAq3fPYj4u+JneaxQ24HaxjkHSlhmUAt01yMDlY2nLjNAqHukuf7D7WVbDKZ/v3eB3HnyeF9bu8HzrPifUiNfSc2xlK/zsymsksuDhYZdBmPCrb/4CWPhPP/mqA0qq5Luji9CFs8G+pxrr9mEjQz+aorAc6Db/6O2fJysCrpzY4cC0+fPhx5kWIdMs4p+/9cP89KV12t9pI8xhBaAbP9gDjrJ0E0ujalF8zfY0JQjek7AYPaXdcTrvBmDcJacnAjr3c9ITIe2tDB0rdEuSTiI2r5tZbh1vvp03J7gN3VDTxSuEwC4LAvBWsVPjYcJUhxTKTT5T68CNgmpiOwM9L6cX2C17FPYiw+ghF4N9MqMqwOSCIRJVoKQhFg5Y+klzR+T0woxJGdFWGdEcIWJJvUYHl04mkiVR5IC/B0V+n1AYuiqjHRa1d2iZPR7wDC4yKmO0Fdwr1nlLDdBI/ujwBXoq5T/vvUorKjDGCevGNmJiphRoXpqe55+++uM8e3qHTz19j2/uXmQjHLJVrLIZHJLakLv5Cf6HwfP8ybWPoacKEVg4DNh4Zo8r4Q7GWh7mPf58+yM829/lH2x+hVHmQp+tsggrSMKSnpqireG1os0bO6dJooLVaMqebvPS8AqpdrU8ukHGn+x8nJPfTSEvKmBjZz7RppLdaDc18G6t46qUe2ugeRu4bMmdbSdAm5zrMjkDVlhOfqdEjTOQkocvxNhpSfteevQlKZ2eYu6cTV+wtQ6pN2cOgiMgx0ehCW0QyiFh14hmbiqgZnEyk6OEILWSdSEAzZ4xPB04l2I41yjdjMz7ViWStlQUVnM6GFBYRSIMCqfTqTVfQiKtdKwPgnU14my0TyRK2sLO6Ydc9d6Cp6Pd/6Boj/9Ytr3XRxfu+g6yFm9PTwHw0sNLhNLwoydvoFsWWbiBKjMhSBjphO/un2f0rQ2yE5qLn93DbCVsd3oM85gTrQm+lMCfvvM89q0urVRgHimSRzA+Z1mNp4x0TDaOeHCnw/2NVT7z9B1UVoWDe7o5BELXSdwYb6K2Y8q+pjSKETGPHrmoEBtYbGS5uXWCi2/kiNLOSjI0ff5es1BqBxaMBzhm3u27YMvwafuBIO9BvuKimcqOoLVjKdru2rM1y8s3z3PqjjkSjSL8JGMJqSGMY6BqNsrriAI5G6yko/1rBkuIWpOkpCVRJScqIdRIuxwisSzZs5JQGKyylC1JMIHyVsK1Z09zZ7wKVqATpxexCkzk5kutdkZHOQ1VO8jJe5D1JaalWYmmBNJwKJKqtpSrnu61WzYyFG2X1kLEhk6U1+61UGm3vqvQTxJWvA92de8kaRGAFWxlfV4LzwPwpUfPk6iSv7fxPUSisVV35stAjE3MS8MrvPSdj9A+O+JTz9/h+vYG6/GEg6LNZjSksIqDos2v3/o5brx5BjWRZMrSGkjSZzKutNyE+SBr8YcPPsF31i/wC2dfRmcKhQOgwgDK0g2cZuSt9CwPH64QtgpKIxnqFi/vnaPUTk6hpOHr20+z8UrmtGteJN98J3z/asycmFkYe7zOrVnCqDJhLN27hqIjyFcDwrEhWw9JHhWY0AH7vCNJ3mzRu320YGidXX9ZKLwHO9UE2crq/+VCnjZfLLuauMig0tkITSgEE2vnIuQkkFmIq1OuBWMKq7iRn+RK+IiBiSmsqtmdWGoC4WQqPTWlXUmL2rJgJZy66Faha/e+rIKOIqtJhK5LXKwEU7pJ5gIJGkyRnwiHQrMaTx8rfXgs4BmV7qU/2x1wOzvBxETslx3eHp1kNZrym+UXaYVFleJc8lp6nn9696c41z7g5nid4jDi2Ss7HJgWa/GEO+k679pNvrd7lrxUDA476GGIGknOfOIhp9pDVqKUj3a2ODAxhS243NphN+ty9eAkfxC9QF4GEDhvoTWzPBQ3ywlfG3+W4ahFnij24jbfml6iqzI2kxH7eZvVaMpf3nqWp7cb7I41c40X60CETTOQ6lhNzJyZCp5XoMWj6uRRwehcxOEliY4sK9cheThFlIb9z6wyPWVo3QsI9vYWjucoyCPJBj2zU2l33LXLeh8kdQNv6npQDsyZXFFUdWVKdO06Ml7AjBMZd0WMQVSCNYiEYGQzpBD0pNNIObFZlZFUFITVvl6QnAhNTxR0pKAlIlrCsUd3yylr0jjXWZUg6oTMWFVj+jKlsM16WoJEwCk1ZV2lRzLffhBmtBtw1UrO3rTNy+YckyLk0UGXKC75s3sfxbQMpgWEljdGT/HijWeIk4LpYUJvCNnlgkHewsaW4ThhPIm5/+4GCAgOFeFQEI3g8LkSAkt6zonz7w1XOMhahK2CvK2QjyLeiJ9Clo5RcDWmRNWxwY3JJm89Okl4KDCRZD9vMchbBJGm6AhspiAyiIcx0d4InQQ1S+JdV7WDXgjH8hQBRKKuB3ScCW1czKQHUDgA1NoxlImk6EI0cO4sKxw7NV1zDKgdJiR7+awsRDUb9tmf55gdf3mlcUzUojiTRnRNxSzVOxuDLF30TqklB3mLu6PLJEHBajxlI3LgJ9UhKshdpE/LzYN0y/KVW5eJoxLZLcAGCF3pd5Q7RZ4HvDF4ilEeu+iklqXoC4gNm8moEqDn3B6t1WDGt3GRaMokxMTuxrWCmZ6oHeSE/YxsLUClH/w7kVXZoFf6Y7anfb5hLjPIE+4OV+nFGf96+3OEcYkJDFIZXpuc50t3PsJ6Z8L2YY9gKHlq5ZCRTmglBdvTHtvTHn+2+xGsheIwRg0C4qFAPz+m350SBZqPdg4Z6Ba38k3OdQ9Iy4D7e32+FD0PRSUij6rJrHT39vvZGb4zuADDgNzCIG/xvdFFWkFBL8kYZRGtqOD+/XVO7E5c+2+6fZqTYiHcxDkIqGtgPC5PQNPNVcszJO3tgtHZCB0KooMS3VIIazFKkq4HdLYLgiwg2F8APKYKOV98F72es9RQ6pk8w8sxKuBjbZWVv5GYU2iDzhTGCiYmIrWeqXYFwONKjjQ0IbJywSei4EC3CYXmtfx0PQH22eCnInRlW4TLcH2rbPHIdFBYYum0hc4NqistKLxTdokWUqZsBCNW4pRelNZjEFRCf2HYCIecah0yLJJjH8FjAc9r18/x/OX7nGyPuD1d46sPnyHTikkWMTxos7o+4nRvSKg09/dX2AyGPN19hMKwn7aQnZJYltwu1rk7XGV70qMb5uy+dhKVQjwVTM6XmJM5F3v7vHu4zqSMeLr1iC8NP8Hv3/wUXzxzk/PtfXbSLnt5hywNkaGpXFvO7z7ULb5SXuad6QZxkhMowyiP+f27n+Znnvo+j7IOg9zR1ubNHujpDBT4hlgBDJ92nqKcsTweATcbrc/w6huvz3CsHbK2RUG0M2b0hQQdW8KhYP0tJ3Qs1ts8+pTAKsupbxWISTqjOJtMk2rMtH2Drc5f+2EFNUhzg0GjcTfNWILdkIF2eU5ulbfRVhAJw4oU9OQsaeDApIQCJtYJv0ME29qwKQUK2AwO0ZWy3hfem1iYWEMsIBGCVenEbG0RYLB1eGMi4FqRcloBSDI9y54ZipI7uguMuBC0HetkoSMrMfUHz94T3WiRPztlpTdhkkXsbK9AKRCFRBxIxic0QT/HWoEeB6yGU7rd1I3LmRvohbI8HHYJDyQ6TSj6mpU3A4QBlVrG52ByyiLaJfG7CVZa8hXF3t466T1J/myB7BTYLKbIAtqp044YLRBhNcMsJa/vPsXgsINqWUziRJnvvHuKZDWlyBQik9jI0L0tMaGaMTvWi39ns0CrJELrStC/pN7bolXA31bRHz5tVGunZPBMRLzvtC6tXUPZcoOTTiA6hNZDi8oqGt6DFl/eAue5babcE4uahMVw20UQZHBsDxBOLKkRjMYJV8cJejd2vH23oNNP6cT5rCxHZMhXhGPvLJS3unBxhJQWHVtEKTChdS5GC/kg5lp5ClMKkk5OseqE3zLU7Odt9oFB1mKYxRwctklaOf1oSqEVQlqKnrtHHERcize5fPIRq/HUzX4jzaRvUdkHD3gm11foPDtgszNmL21z9eFJdCkpc8XuYJ1bGxkrvQmlVownMWvBhI3uGIklnUaYrqEXpmwXfcbjhFvTiFYrR77ZRebQSmF8zpA+pTm/fsjWXp8wKllLpnx19xmuvvMUT1/c4WRnxGDc4iBtIVLlGExbMdnKMtUh3xhc4v5oBZsYhLKM84g/v/kcz5/aYpjGTDPHJnSuRWDHdWRfPUb4z+D6+7zAluVMelCDmmU0pECUesbGVJ6AaD/FXIzo3SnI1gPivRKjJCYUmMC5wVo7uXv/5txZZtbOm7bIRJlqcgz1OOHHvjoPXcPkfkhmQu6ka7ySb9S1xlblhNVKDjG2IYc6RiMpjMtSbazgnewk64FLVxLJWcRjVKXkeDc7yW7Zp7CKU+GAnkopjaQjM3IrGVei5cIqXsvO89H4vsuErRWxLOhFKe0g543JWVIT8pnkdl1nLBF5FcB0vCfgsYCnf2LMpIj4k7efJ44LokBz8KhLe2WKnSiKFcU7OydY603Is6AqTJnz7x8853JPhJqDos2X9j/G3qDD6fVD9qZtTGAJjJv9iU6JDAyxKulHGevxhPVgTChc7H5HZRwULR4Ou2RlgDECFWisEQhpOZGMOdBtvnF4mWfaO/RaGdrIOmX83XSN/ayNsYJUh6y91UjEBK73rJLz+fpVdpnot9mI/N9ab8P8/1Wdrjgcs3ZtlZ3PKDZeL5FZiSg0u1/oA5b2PUn76oMZwvbHWGzYzVpAukLsxis/zfz6yoSS88Jra+neFuwXDolPTMCKLDDAwFhS66j3otplVToHeGotB8aQ2qASoPu07jP03ZEZYxuwKks6QjK2hhWpmBjNfa05qF4IhaUtBdu6y60yRGIYFAlbusPT4S496TRCqZU80BMi4c6/p0POBCUr8vhMzu+XpadLhBEMrq5jEguBJXqkyNc0ohSgLOVhRNDPwQjGFUs6utOHyFC2LaaQHG716A4E4651+oYEggkgoegZpwEJLFbaGS0vKvYgsJhpQHQoKE2E0M6NJTRoIdAtEIVgd6tP98SESSuGWDuWoFWSTUNE5XITyrBys6xzjdRWAQPhtQdWzAFuv43Qdl7HQ3WdCEQzyqv6Ew1yTryhOHhW0XrodDvCQLopiPcc09PaLRsZnp3J0nXuwoqK2Z2tq/I2zvbx2oWFgcD6iYtP3mktyV5JCuhSwiAkGEkHaHYV03bMqKdnvrnQUvQNwViicoEowGiJLiVhY4yzCgd8ColOFSI05FmI7BWUqcQMQ779yrOObZI4xjqX6K0Wt9tT0iJASJic1djYscfFMOZ2sMZeq804jZjstaGlKbofPOAxJ3OKUnH16llINDIwsBvDWoFKXS2x/b0unX6KKSSZDVDC8Pa9k0hlsYlhXMR87eElzEFEsDkhywNsZJG5Yyx1Vzu3VJQRJwVJWNINnQ5KRIZWUHCYJaTDmK08QBbVO2GcWytsFYyKmBt7G1w5scNW2wXZREoTBJqHkx6TNKo8QZK1q7rW2HhgUethPMM+dxP8d1eF3C7T8VTMir8mn4xQjjJOvDZifKHtSkoELsP5dCOgs1VQdBXtu+Oj56vGmxpALQlwqb0Wy3SfMPMiNFii7h3JWEdoK3hUdlHCMtQJW6w4PVb9SyWRKEltiEYw0e25HEuTMiIJCrR1CVN7YcZhmRAKTU+l7JVd1oKxY33yDa5np+pjx7JgK1vhZrrB2XifQd5ioFtc6jyqXVgPilUA2jJzmrH8BFLYOoJymT0W8JxfPeDag5PEr7eZXCj59Cff5lF3xDP9XV7vPsX2gVPc7w/bWC040G1GOmbvsM3ZEwOiqOQvvvJJrAKZC+4dRJy+9AjT0ejMDahxuyCJCq60HxJUCYtW1BiD5GRnxNl4n9995ScJdiI+/iPfZ/ugV+WlcIAmkIbT4YAbgw0eTPo83O1zanNAoRVb+z0CYdiftGhHBde2Nzn7sJhR3aKi/z24abI+vmE3gY9HzDXYWVg3a0WIOAIpUKlh82Xo3BqBMYwv90k3QKWCM381nE9+WB2/1uZ4tqdpNbVanU8yA0ieFaoqrotmqQkh6D7QHBQtuiojR9ZCNG1haCQ96QVgs0P3hAOmoS2r7RRb5Uq1nSaROatySq9C2bEIgJLCGgpmeUXWZY4SkFpRh4X6lPSJcP7YVQljU5JaycQKMutCTvNK1XO10HzmcQ32fbBoLaW832btDcHooiT8zD7TfsyZ9UN21nowiEFYylEIgWEn6zIeJ6ixpOyW6LZh9VsxUtsqgk8y/nhBvqocMyCE69xjTb83YdCPXaevLMIIio4lbBd0vtohPjBs/2SJ2YkcoIgrF5G02Nig9kPGWY/WjiTdNBRawW6MjQzBxOXvkdsx8e70eMamqeGpOn27uN7gAIgUlTjYrWpmXK7NWIwSJI+q3w+k65Jg7Bie3g1NMJ0fUIS2Tp9TaW+WRaSIBSA2Vz+LCuwElX6n8b4H49KVdZgERAeSYCKQJWAhmAqmgWMZkWBDW2lrXH4gMVFEymCHEdGg0j8Uoo4+s7GGXKJaJVFcMB3FzsNnBGgBLYOIXXFUW7rzFFVyvF53ykGqCNsFWkusFmRpSJ6F6HGAnCjsarGUSHi/bW1txN79FVbfCBhdUDz16S0GvYTzqwfcXl1ldNAGYRkPE/4/5t4sRpIkvfP72eXucWbkVVlZd9/T3XNwhpzhseQOAZIiKOhBWAgraQEBetC10GL1JAH7KEAQ9CRIrwK0rxIgECuI0lBaLe9dHjOc5nDYM3133Vl5RkbG5Ye5menBPCIjs7KKlABOy4CszIrDw93Djs++738EJzmrW5ROE84S5HaOSDyPfz8yo9oWqnEX8+aYohOQTQZLdmq0cbzaPXwcl3IAACAASURBVMH6qGfU0RXWK9rdkt3WmD9478t0DiXpLx5zepKAilgR4cDIwGY65wdnLX5kdwlHKWonx3rJ9KhDva6o5gaVOsYHXa4dlc+LbS6wMKuZzxAuzrOLdgHmwIvHV3Osupegc4+sYlm2XDdkQ0fV12RHEUt0/p7zoD4C+MWyDP3csVc9tVbXCSkiXKNZK1aDs+5Tz2nZJtMWGzQ2RE0eh2BYd2k3uLQFHjSSlSKYeOFDNnVZLL/XyTLDk8h6Kc2xpmYUIWHqsgtilBt6hkNQerOkstuglrpjUgTWVMxySgLDussxPWxQnNo262bOfvlii+mXBjzjMtbCVAnpgWb6dspOexxpskHgnGR7fcLJqNvcU8mw6uCdYlqmhCAwY4lPmpueejJdgxMIB8KCNjVZYvEIDooefVNwUK8xdymHsy7z9RQx1cgSeqbgsomeFp62KDkY9aimCVhJVStM4tlcm+ERbHdmCBF4OtnAjPJzsKW7qBMZFtmVRdmosojMXQQuX5UeX+1g6mK6v/1gRDAK4QJ1P+P0dY1LA5vvB9RZ3nS0ZgJelrMcQq1ILq04nz9Hl/cL/y+xfF4IERH3KyUKgPTUMq5auGwcKYch1mQdcOTbwHwZ9FQh0BGStjQUoV5q6ey5CDDb1uOlJkakWsPjus2RqMmE4HG9zoNqawk4G6g598wx7yQToMAhmPmIbeiImiKoC/LlEAOvozpDCs88hOfccr+I5moV9Z8sZEeCykkG/TnOx52scAK9UWLPUtAhCptNTBTQspHVpIvz66w7kLQrQpOpEXWAxKNSF5Vh81gekVYgrEDPBaWXmFlUYZWJW2aAvD7f0YrUkQ4Nek9FBoiPLsZhYKFQ1Gsxc2HGGjWz+LZ5nu4N56n8xY7S1g1Ng2VpaJlBDvHxlzo8SUHr2CJrjUsEdSao22AmxGuae6T1y3OJKspxUQlKP59phXOgMpzvfFdLwiH+HZSIC0Qz6QtAFnZ5DFU1VhUqXousQE9j9g3XrF89R7tbUlUKKxKMcZQ+ijVWa7F0HYHLsYyiRhLnUvKuQh4bWocSr6PSephqbE8Sug60J2iBacafCwIqSW0UUgWEDhGyV0tEJZtyTQxwv+hW2gjMlzY0Y0JxrTfFOhWDtVrQ3cyZjlrL95zlGThBbRUhsBSeBHBpoGtqyjoGK9KC0g5jogbWcN5CycBp2SavDfNpyswl6KlEFdHK4LQpoSIDBIGUES8iThLc0xTdZHIAkrW4gGfdCiEC5SxDjy5tRlfbokS0CKwrC1n2POxhWW6SV5PpluVVgRkVyJZpdHh03BSMK2qn0ZPyHDi9PAcfKfHCxAtdDfgXbWWjQvAX1oml1UVTVls993RoGZUtNoSnCLG8FbGfisOqx6aZsaYXOlRmKaex+DsTFXOX0DYV/aSgqA1tXS1VrverPie2Q1eXfDbb5sl0QKpqSqcxyrHbPuPd7jPasmLaGJCGJuApvaaUmlTUGFlTekPhDUPbIZH1Uo7mRe2lAc/1zph+WvDJxj12v/mMZ5M+Q91mf9jHTQyvvnZAS1sOP9wmDOJFbyQzvJUkuiavDMITd64ATsS6ngq4VsBrWEujXLsLkrw2bKYzMlFjhV4q2gYVcQkPpxt4JxHCI2Wszxrp2FQz/snX/k++c/wVfvD4Ft7LSIPTNY9PBnzj5hM6uuIjexN1OjvvCJfKVkI0ifLGjDOUJcH56E11/qLny1rN48Ffeq0PiGkO/Q5BSw5+rkPdhs4TwdpH4/PsjTzvhMHaiKJfOJ4vzrH5HcexXypj4lxUjBZ/TTAQAnpSsT/r8U7/WVSjbo5mEXREtWSIRICaQOGRocnWhGjTUYRISd+Wc47qPkUwDVXdY4NeOuLOfLocLI+LDe62jtnWY9ZlBhR8Ytv0ZEHhDEZ4flRd50dN/TwRjhvmlKO6z3dnr6LwfLX9mFeTw5df40+gbQymFB3N/OE65bem1PMEW2nqYczidN44IzM1k0/alDtNJrEWUfE1cwTXKBmHOJnTdCHfAGJdJjDtiiyzOC9jmSoF1/axDHXWAAINuETgx4bVknVQMegxWY381ojxQZdsXyNUDL5My+KODfLWHGMc1Wkf4RzCqXMW1GpblnubMWEtwtYEo84n8QulXM695UJAWE8walnyEiGg8hrVUgQlmF+P2Z66Leg88U3AtrJjDSDzKCa3mPTDYte8qEpf2oSIuhkTmCgecillH4Xkzs/VN+X1hQ2B17EkhYyLr+t6RKsm2OgiX5WaEAQyaewftCff8fi1Gj1vWKQyxCyOAD2W1F4v8TayhuRQUK41LLW1nKo0hDNNPy2YlAl4iR4r9L7Gm6ga7DsOWUrSk6h4XTpBtf3Fu6Vv96b0WgXj+zvob50ymraYlQnT4w5ypth+44S2sRQfrVFvX4zQtHFUNma3Gl1FANJGa6juBnwiSNOaVhLLI6U19FoFmbbUQRJqSVE3ApwKTiYdhBMXAnitHX2d87Wf+Yz3n97AHrbQMmpiZallfNBl5/Ypma55ErrIWcx6hsZg80L2RAqow1LML1QVoq6jIj5cKqk2VPWFGvNiU6v0CiQiIOcVQUl8oig2FP3P5+Q7Ga2DYmVzHZY4TVEuAvVLDDI4z+o0gc7yscU6cZWECXHcCQ9mXLE3a9NPIzh40WxQpLKmrcoGFpFEFiqgpF9mZpSMGNuuKbmWTnjiBpEE4xXWK0qvObZdNpI5Y5tROoX1ktNpm43unMprtvSEic/4bL7FnXTYXILk0Wydmb2OEIFEOTbTGROb8mi8jlGO273RS/XaXhrwvPfoNv/aGx/C3wHrFDMSpAjc2hox7qY4L/nsaIvefcnZT0Wp7twltD5KOeu3mB10aBEn4MWk3EsKRMvFuSBXtI2lnxRsmQm77TNeax+xrccRoJSWLBykVSn46MEuYqKpBxU6cREYGgQnrsPEtbiejfnqrac8Gq9jnaKoNUp5CqfxCNREnU/Ol3Ez0GR9ms7wnGrlFUCoK7E3EpKV7IwPiHnB+BvXsZ04qDd/XCCL+vxzlzomLqp3Ztn5560GPc3fAgiLwbaK3wkeIRbbpJVsVJN5EkXN6aQNu+dvmXjJtgpsyxoQUVAyeI58o78Q/DLzUvgFVbHmI3stKloHHT1OZODj6jrPqgHbvfFSYVUKTyot23pCJixTX2IQ9GTR3B7BQMIvZU/JhFwanPakZqSnfCPdowiSRHg2/iaMub/ldvR4nbffesL+tz3CS2ZOoo1D78yoqnjvT457bD6AcqvpuzPJ4GM43FEkJ4oQq37NJCpoZyVnaQfbjaXfNK3pZSVVrZn3PaHlkVmNLxU+bQIeBaoMdD/XpKeR/eMNiBpcEuOBIk8QmaO850iSmqLWuFrFUhbNfGshJI0WTNlgeaS8UAoSIiowR0ZHE1SEQPCrwVEMEES4uCEQdUObNSoGFU1fV4Vjtqsixbsj6DzzTYZrgdWJhxDOI6yL57UoRcPys58zUmxKcFeBMXGLx6JaMxJ8olisHUGC7UZbjnq7ImlbMhODmhAExTglOEltQYiAkFCVBpF4fM+BlTG71mS6APRUYiZEivECuxHib5dFjJa1keXkJQ3t3NNpFUxvZ5EZk1r6qWXQyplWCbVTlLXCAKn+f2f++7fRHjza5ptv3efp3w04L6msjjYm1yYUlUGKwN7JGt1HglGj5TcvEvqfScbrGn2ULO8LABLWs5z9zFOLOH56pqaXlmwnUzY6c653xlxLJ7SURWU1npidUyXkn3fJRgK7FvA6loK9l5zYSF5JM0tyuyaE6C9XVhpMWGZ8ZCnOy0S2fq4cJeSKrYmU5yrGwCoL6kLm5IL+jkdIf44pazKRsnKUWxnZSU2xlcVS1uXMDrDUANIrGc/LpbdV+IVfgWos2mJjU7u4eZYybjaURFaO+TSlHsimEqA4q1usmxlbekoqLX2Zk4mUA792wbBTCcfEZ2jp6emSvXwNHyR+aQ4deDxb57Ro0dmolirmPgiU8gyynI6qmPu0uaxoNyFEJLW8098nazJKa2rOtp5w4rrMN2LwZYRjS49f2FdfGvCEg4wPtncoas3+g02yrZzJPEXKQF1LzsZtwighcyBk1EspvSI5g/GjHtJzrkngYaHfEWoJPnZQI11UNhWWymsKb3BE1PZue8ytZIjZKGC/S3d9zpQ2Athen5BXhlQ69up1bicnPCojy+vo8To37x1T1Yo3to6RItBRVTSTUzIKSS060iWdHaFkBEQLQRArgcZKcBJWJt7LacRQO8RqwAO4zR6j1xXCwcaHDjOcE9TzAvyhrs8j7+eCoZWOf3nhl3IZ+S9ryiu77hACQmtEZbF5B4dk7lNuqxJEYOhFdPkGRl7jmtl6W5ZUIVCGSEOE2AE7ouJB3V9+r1JH77IHxRbPyjUeZNsXBoEUgZ4seGrXeS+/hyJic3b0GaOixX99+G2+2b3Pu8keO8ozCYLPq4SZ73FdT/iw2qEjS3qy4Jf5Ylt6oHm8M6CqNP5+B7dtyXMdO4MTTMcJehTNPJGRqSAcpGeO1iMDTelJucb0cpGlqAWybsaEimKOMcMjlps0oQO2E2i1S4rNFu0jqAYB2WRQy/XI2qkHjpby9DsFJ8MuoVTUjzrw7hzvBOn1mI5OdI2zEfQYhIgBgQgNdbsJJiRxQvQrTECIZa6FgvFz0gkX75mofWR2LV8DQUvqLOJlVBWQdbhSVV5Yv1RKvjwmrnSNXrzv8mZmQUhAXaDiitpT5rGvCgduLeC7Nf31Od2s5GjUpT5pIQsRN+PrFrzAOwm1AB1QmUN0LO4kjd9niFlpADODZByouzHLF3WOYlDqWgE9leiDCAnIcvj49jZlYTjZy/A6EDYs21sjMm2Z2wTnJd205GwyoK4UE395FvnJN3NouL+zSWE18/t92C4jMF7GoPhgmiDPTJQ6UCHanThJOgqYR/GehaYcKxzn/cc1WKcAWjlSFfVXrJdLm4KWsnTaJTvZhPc3Hdmhoh7UiKY+5tZrqCSZCDzL19huTRnO2syLhHqvTe+tEu8k2ztnSBHItEVVYpntWGT7X7Q5jnaEl/pnU6Z6Dv6waIvNsdEXqgRBR+NfnTemy43Vy+VvWNQr2NK/TvV/ta2sE0tMzwWygYg2LNbhZ3FMzH3Cup4t1YwhlrE+qNaRhCVRaZEJOnOtZVlJS8ekyiIlXUYTZR8ER7Mu41nGs1affJGZa9JxmbKclB1+c/x15tZQWE0qa05mbf7p/V9gLSt4tXfM17uPMMLx2G5wWndYUzkfzq7TURXHuvvCW/DSgMev1awlBc5HGe/E1OR5QistKYsWHKWkZ43Whgw8qjb50fF16i7IIk68YRLT8gvp7EQ6sIvUMgzSnL4umfuUo7zL7dYpExexQ2ObIfFsD6YMRZfpSRs9NHgTeCYGvHbzaHmuhTc8ztd5craGHkXRI+8lWkbBtZOyQ3Z8RcdtsjKhmRDjtleBdNFmwkdGGL5xLacpfa1mTxbgr0VHXhwHQAmm9zqoEvQ80HkwjSwwJc79vISIkXZlz8HKF1KUKyW41edW1WQX/3dR3u+C3cRCl8HWMI5feRUUP7ZruCC5Z0ZYBPPGyXZDVnSkoAowbB5LhSMTnpmLHXRYd5HCs60nMYIXsbwoGyVTiB47qbQcix4OwXHd5y/Ht5dAt6/1YV4ZfufRm/xZdpfX1k74mbUH/PHpa/xU/wlPynW+2nnM9yf32EhmvJYdfuEBT7XuWM9KJkEw70Rp+7rQJJ2Kapqgh5rkTODSAEnMLpqJIN+MAa/tBcw0YtgW5ZNEu3O7BQHdtKJjKs7yDD0XVKnAWwVOoApwTlJ3Y5DQOhS0jjzexJV0etuD8XRbJZ2k4tj2EXOFnkmM9CjtaaUVtjGyTEfE7MvqztSFpaaTWEglND+iGStxUTrPPi4zPo2f14VWRzrvkgkmwHYl7UNPORBkpx6vBHIRBAbieAvhHKx5qZT83DJ/eXFpygXCRwmHKDmxMvYbHJLwAT/XkflmAslIUnlN+2bFepZz4PsE02RwiMG7LxVLYLaJVhAmqfEua4K5ldOS8XqFjb8XnmggCBrUVJANY+nOzOG4MPixYeuv4pw5u57yML+GOVXYaxaRK4abJeJJC1PG433Rza47Bq2cES2mbU+a1lS5IUlrylmCHJmI5TQglOfEdrCnKeUgBry259GzOCZ0c5+09JH1SPx/PynpmpK5SxjPM9aznFmdYkPMKEnhEesViBbmVJMdL/SoDPWNMpZAZI0WntJqqklCOomZA0Qg0zUuCOY2IT2hgRQ05cJV089F2VQ0eDDH0opoCV5W6jxokyyB/kscHMS5PjFxrWkecx1D6yCn3MxIj3N8qqNGVVmfY9NciDg6OAcgL9pV+DZgqTV3IdvUrBOrWh+L99UONVE4Lym84aP5dWZ1yjf79wF4Um0wdSlbZsqanlN6w7DuoPDLkte4zlAikNdmyZhemEUvLmVUtBqT73j/Z2VUZx6VLfaG/ZiNtpKj9S7zWcZkbDgKcH9ti8+vb/FkOOCVrRPOyoxX+kM+Gl6jnxXc7Ixe2FdfGvDcuDHk46Nt9B/32TwLTH9dc/fakM/3tvja3Sf84PRVZAVnbzp6/ZyTqksnsXR+5RltExH0nyfXoJT0PtWIzLGbnXH9zpDxPCOfpfR0SUtV9FTO22sH3MuOeSPdZ7+OlLO5T/kP7/1L/tfW18m05c/+8nX0ROHODJ+FbbgFO+kO753e5vOjTcpxSlqKZR1xf9ZfKj52n15K8S1qogsNnoXY32pzLqYOFzvbJoW5pPOtavQsWmUhPcfUZMeW2Y5i48c5sqgIRjG706djIz0+Cro1eg5p8nx2Z7Vd2CmsBEJKXQRsXqYZA3hP50lc6Ca+hRJRKdkGeQEQXHnJnlPRB0qU7LsembTMG1zOQM6xQbGuCgpveGCja6xtFC4XqcVMWq6bEU+rdRLh2DFnfKP/KL42KG6YEZ204qubexjhuds6jpRFXTZmgdGkcycds6bnJOKLxyu0bk45OFxj/Y9TeuPAwW9Idq6POHg24O1X9/hwegeEYPR2YLA55XZnxPTbUa287RRVrZi019AzwfqHgrrrWc9yDm8X2IlBlpK2qUhklGU43XRRj6dl467ZG8rCYF6bspd08NqTjAVm5klPJXjJ5FVNYTXDURdKibQRgJvqyBYqrY44N+XpHsQ+JFbxaNDsUuWVFNyFHs7lJkI4f+nKscQCy7NiCdHeKzh7rU3rxOO1QNpA2ZekQ5afJ4saUVnCImN6GRS6eq4Qd9xL9qJ8/vXiEnhUCKg92Z6hfKXEJ+CUj9gdHzWiFk2quDAGJzDdirrU6LajtrHPr3fn7GVtit1YpkJ75Fgvy1eIGAh5Ez3RhBcEE6gGnjo7B0tf2xxz4Nc4/oZEVoJ6YEEHgo709uAFSVKT913UUWp/8SWtrVsjHh6t0/qTLtujwOmvK25dP+XJsw2+8dpDvv/+qzCWjL/k2FyfoUTg5qvHyNfivFw6xX5nEzmXrH0i8C3PZjqjd2vMfJ5STw0dU0ZvM51ze33EzfYZr7SOObSRtVt7xW+89WP+oPMaHekppxskY0jOBMKnzHXgrNfik0mXfJIicoWsRFwbZGBSxBKK0Y7OfizzhKBiNWC1zzRj4lzDrel8q4ze1bHUbCSeY1CFEPv2IuviA+bpiOLVTcy4WpZw7VqCGc7PKxAL3Z8kOQ92Lgc+cLEisDomFuuEb9LLVxk7O0f3saD8mmZoO4yqFlo6bNDMfcLIthlW8aelost5X+cc2t5SJVkSSFWcr6OJqObpPK7p1imCl9GoVQSk9AzSnLM8Q4pAPy3w6xGu4oPgVnvEx2ab/s05QgS2OzMyVdNKIyg6rw0dXbLbG5PImuoltlAvDXj2nq2DlWyfBLpPK/zvdjH/9gmv3ziia0rufmkfvhQR97WPF32rO6KlLLvZGe+d3qbVL2ilFeXDLa5di2nDSZ5hbWQftFTFtWTMbXPCQbbGth7TkwXGnPAPrv8ZX0n32JCOd+48xQfJP2sP+a3Pvkx90gInOZm1+T37Bs5LBt2coRdUmyrW3EvD5HEfM5LYNc8rJ/a8g7ygXcWCek7xeHW3uTqxy5jMi2WtsGSCqbll7b6KHdfWlDf7cdc3LxtNoEAoGrf0SyyvF7YF3kjKleCLcyDcCrNrmcZ0gc6e56jq8jtn76CFY93Mud5/j7a0fC+/x5lr86DYZGRb+CD5u+sf86wasJuM+CTf4V52zHY2pvCGH05v4xFo4eiqkqlL6eiSj+Y7dFXJL/U/picLuqqg1whWOQSntoMNilvJEOejbL+WjqflenQwRtBVRWO26cidoacks6au+0W2+UEHYSXZ0NN5WuB+t43+dzw3bg7pJwWvvLsH78K4yHBecLd1sgTfp6rmzw9vMxlUhG2PfdRC7BZo6fF5dC8PqrE4SCN477DTRyeOxMTJo3wFrm1M2GrPOOnF0tR+Z53uxwnpSYhGnFPB9GkfOjVmvaRuawpjUMLjvcQ+6JIOBcWmZ2saA5ogRMTrXJUSf25MNIvAVZiqBYNrtQSsokSCCBG8LJzHp5pk6pF1ZHmVPUlr6FB5vE5Z+3Ng5mUz07+urRIJFhnTy2N45dRbh4HijiA7EeAjKyu8LuiZAjcxtB4bVGUi8NxBvhtIC0E18JiJoNqO9GHRAIoREey80E6yHYEqY3XGbntC5rBeQ8/irQQ0wjZCpO0pJ6ZLrQMeELWECoIMJC1LbTz9dkEuWwTjr0in/eTb8WEfrGB9GOjuVbg/aNH6+8e8dvuQNVPw9peewJdgmLexTrKdTLjXH5LKmp10zJ+d3MMMCpJrDvd4jc61qDmT50nUR2psP7bSKbvmlN32mI1kRk8VGFnzq3c/4p32HjfNkNfbB9ig+E77yzz84DrpiYIAbqb5/NkW2jg6awVFklA0LNHaasZPOiQjyXjdc/e06XcvmoeFeF77LITnN7+XqwCXj7HI8iCXJS7VlLOCklRrhtbeLGZ0FmtO0ejgvGgNe1FJ6/I6ASyxqivjZQH67z51jIuU7x3cYV4aUlPzld5TjHB8cLbD0bRDUZjlW9/YOeJ43qGXlhxPO9wejHi1ewzA4/FanHecwiiHtRqT1IwmLbT2vL59TD/J6aQd1pOc3BkmVYprAqKeLhAiZsIT5ZhWKUPXJgRBS1l6SUm3ocr7IJYA9qvaSwOe9c2opNx+u2JqU8Kkx9GsS14Z6hCDDSWiPL4xjifFgPee3kIIsJXGnRnWb50x+nSDcMMxe7rObDtlPkmROjqd93VB1ogXfTq/xpaeMFcpVYhO3EeuAzQS78HwG/0f8ua7+/xXf/JvgBOcnnSp1gqK+z38VhXF2lLPWZ5hD1skwxjB6rmM4mWL71qIc8yAvwI/sEiFLzpC02kutNX0+aJThUDwdSxRNZ1JH4zQR5KgJG6rx/iVhM4zh6hsfJ0QkQKfvCQ/fbmcBcvsVAyS5HmafZXZtchGNUrQycSTSsd2MmFN5TgERYg70QO7xg/Gt5jXCaWLLDk7UGTSclp3WNdzruszFCFmb9IztnS06bBB86DYxCEZmJwtM2HclCZ9kHxW7ZCImttmyN3kmKO6H1lgIvB6+6Cht7uo3BkU23qMzRQDNWPTzFjXM45t72Xd9SfSks2Cjf4M87bjtEo4HQtE469V1ZrJPI1A+XmCSWse5pv86dO7eC8pxin6xKBvzxGftpndhLCXUe7oCKgnCqy1dUUqa2ovCeMEN6iwyuNqiRCBSZ6SqKhJUVjNxs6YcbtN9n+30EUgOxR4Lckepsxua0LmIfUM8zblYZvWaewoeh4zK8smL4GBrwAEXyj9cgm/w0qWp5lcgwIRIlZGWBcB0lIgy5psCHVLU7ckPgEzuZStsPVLvbpe2BaA6waMiVwpZ62c+2JDkEwCQnvqdiyvBAk3WzmZqpG5IjsO8f0ilhzrVix/BR2wa4F0I2ejNee406cUKqr4Jj6aikq1FIZ0HU9IHTJxuLZE+Mj0EtdqlPK4WrGdTUnSmrofPQpV6pAyarps9mdYp9hozRn2OngfhQ2/6DbYnLLTrBMTm1FPuhzP2xSVwTrF8bSDEIH5LMUkNY/yDf78ye245heacJrQuT2h+HiNcCPgn3aZXUuw4wR0QGaOTjMmipDwaLoega06icQJPIe2TyYqFIG51/zytU/4pHPG937v7ajDM9RYQO61mF2vI2My9YznGeEgJR3G+VPPBcquBDOXA5irAoqF2fRq4LDafFOnXX2+MaoWto4ZTCEQeYk5EbhuSt1NEC4gT8aEdhbneucjI8z8DeuYl2ERq+tE8LGcdXn8usWYcFTK00vLyMDyklMb3ehHecakwZ2hAgSB3YrA+0mZkiWWvokbeCkCvbSim8SApPaSo1mHEAS6FY+vhUOJQMdUzOoELR2v948x0jG2GWsqR2vH9c6kEZuMGb3KK9ZMjiTQ1SVdXZKqmiezwQtvyUsDnl+88Tn/xwdf5j//6X9OW5b8+fQVnswHfHBwnaPfvoVLwKbg7lQY43ilfcIfTd6k9XmC0SA6gfEn66RDiZlBua4Yv5uRtGxkWLnohr5Qb5TCM1BzpPDYkPDHkzdY13NuJUPOXHv5fCYtnUF+Xg4tNfJGzq+89jGfT7b49JNIQ+o8VOiCSGkN4Bf1ygWmZYHFWXhSLY04/TLTE5w7T/dfRQG80FvOd5FLufEFs8XHCP7s9XZkxigaRpiIiHsArZ8vqS3aYpdwgbUVng+ALr9n0ZrXmYnjzGZ8PnmNV3snbCcT/sX0Xbb0hBPbYWpT/v2b/4on1SZ/ePIGU5fxtBw0qUvBUd1DCY8Niv1yLZa2GvO4VNY8KQZsJHNumBFPqg3+dLLJv/jsTexpFlVYjeffevcv+O7xXf7h3d9nPM/4nx/+DAC/cfPH/Hrvr5DC80l1PZY27YAPZzvAo8lT0AAAIABJREFUDtvJ9Op78xNsX7v5lO+9/xp//2e/S1tW/MXoNnvTPkf7a/j/bZO0HTME/l70DrrbOuF3Jl+i9XFKxzVeTJ+2yYYCMw6U6429RstHe4paNoZ7Fi09BJAqMoVcLZF7GXkn4ekgieB/EZDGI6WnGjSqtGmcuOfXPa+9s8dw3uL0wTq2VnQ/UySTBsMiidL1q21B916d3C/3s6WtibhICYemvwPyfIKPmaNowiilP6fl2+ieXa5psqGnWtO0ijqCW62LirWJubipgIsbj1XzxgUzxZ1vNrg8qfvlP8tfZh7PPR1CEJK6Hfjs8TUOBl3wULcFky9XiFyR7SmQIWZedGTV2VLzbNJDlApVSBq1gai63fXoqYwA5a0COzeEUcLax4rWicS2I7vu9Kct5shg3nTMxxnZpymyhtkbFbduH5OqmnGVcq0zZVS0sOMknkP6xZe0/s6N+3znx+/yH3/jj2jLih90bvMs7/Pp/jaj//0GIo0gbX/PQlJzr3XC70/fovVZQhagbgfKD9bIRgIzCZQDxfwrkWEIEGqJFJ6sER2SItDRcc2YuIzvHd+lm5Q8bG9y1vgodXRFS9mogN54qIlCUlyv+fo793k263PwyRYhCHr3Jao615PyWj4fvCygAqvjYvEYsNTleVl2fvW9i9fV7qIWjq2RpcJtZ7Tvn+F2BshZvFZR2cjOXS1nXXXsVT9FmqrF4rnlGvGCSkJzDXoaS98nwy5py2K040+OX2EtKaKfZRC8/dYT8trw+HCDykfLKSU9SgamNkU2N/Qsj+KCC5hLoh1nsxadrGK3PeYo7/J4vM7wkw0ejWQjWRO4+1N7PD5a50vv7jM7a/GXo1sAvHV3n5/fvI8Rjr1ywJ3WkKOqx/3xBrVTS8zQVe2lAc/3ju7gS8X/8Okv0k0rHj/YgiC4fveEw5/SyEZGHw/FcQv5ZoBKUm34CMbcnUXdnJMO1RpUd0uMdLTSaDgK0JZVpJnheLV1zE19Sk9W+CC5ZhbZA0XhDWVDgd7QU5SM2QGtPIPBmO1syo+GuxwM+6h+RWpqig7onDixNxkdsQD6suh3K/5Z8NzkHup62WGeC0Yuo/e9j4DORUblUtqzuLeObQt0Ad1Pz5ZZl2AtQuu/vpy1pBn6c5S9byi4q0HbKnh6cZ7NNei55cPja/za7Y+YupT3Tm8zSHM2kjmvtw5JBzVzHzurlo5j26WrSt5s7TNybT7Mdzmue9yfb9EzBU/ydWQr8Fb2DB8kY91iL19jmHX5dH6Nj0bXsLkhe6ZBRE2R+/c2eXK0TnHb0G8XlFZTe8lfjW9wUPWZ1gktZfnp3kMSEVOpD/Mturp88b35CbUf7t1A5pLf/PHXSVJLdb8XmVV3Zpx+TRG0R5/FEoU7aGHfUYRCUQ1CTK3vVAQvSE8Tyg3B9NWaG6qGtBHbU6G59562rgidmjStCUFgS6KgXQBfqQj+DwLnPLJlIyBWgk+g3HBkN2bcP9jEzTVizSKlp2xDMokBt9eiATtfwvDIQKBhMzYTeZTVb/BvVYVwDZvriixQLO1exPAsGFFB+iURUVqY3jaYaaDOBL1HZYwUfKMzcnl3vcoKW+CfFxbxtYvnWLtYUl7MbIsx2gQ6QsR7dk4rBj33MDFMXvXIQpCcCaxPmMwVDGqmqsHiaI9ryfhxPYcaVPhaEmaGSR1FIl0akKXEtTyt9ZwyN9jEICqBNg7rEtQs6vlkJzXZMH4Ho7cV6VAwthlCxUBXeFCnmod+O/4/dYTtiE9sb83Jpykm+eIDnr84uUnINf/j+79A1qqYPlwDEejdGXP2VYPQAc4MOEF11EZ9ycd1Yj1mrvxOSXCC9DSlXBfMX7FkymKyeplxTGWNaZD9dzqn7CYjMmGZ+4RBluODYFYnTG2K9YrKabazKZhA8CGKQA5qrm2M+fBwh/wsg17MrNkuqBPOdZiMbLSaaGwbGkPohfbZFS3YOo4XiJhPuDDvnpNkVuZwiBn4VRuUEKg222T7c+xmB3M4WWZ3KMq4RsgrzuMSC+wCNKOxxwihMQVebAIur3uLfYSUyLJmPOxw7/YRZ3nG6LRDURpO0jabnTl6N66/iXQo7ShqTS8rudE9Y2pT9mc9ZnXCcN4iMzWjPLK1dttjjkSXqlbMioTCaY7nbUajDrIUtPdDQ+aQ7L/Soz5scfxmF6E9oZnzHp8OOCvfpqoVman58sYzjPDc7o04nPdom+qFffWlAc/hR9vQcZw+XWM6KNm5fUppNf/mrR/yve5dpjYluen4q09vxQ4lPMhItXRpwH/eRb46RX/rlNksI8x0rM/NMqSM4oFdFVNf85DysNjkpNUhEzWZsGyZCQqPETXoyAxyCKqGBiGlJ9FRXfGHBzeYP+mydveMySze3GKnxkz1Uq1z+eUvOmPTFn89h99ZdISFMehV7TKgUzTihWHlfUIQWin5VqQvt45rRH6+eIfKIpR8cXZn5bOW0XqThYqdeAWr01zHi44lSsfktI29pfBBcjjtoqXnZjbiUbnBveyYD/IbKDxPp2to6ZnXCaO6zbjZPT2ZD/hKfw8lPEZE9dPvDL9CKqO4F8Bx3WUjmfHNrYfsD/sIl4KMekrf/+4b+LbnzHXoJBXfuvYQHySbyZRX0iPul9t8NN3he+NXMNLRUTGNeVK9mG74k2r+sy5kAfkwI1836Js5rpZ8+959ftS7TmE1etczejCI4NWm6Wks75jPUorXSopvTbHjCJ4snUbMFLKUBBPo6jhgK6cRE03Z0mgdGVY29aBCpPwmAcqIUViKdArwKoCA8kmXZCiRb8+orUIKKK45krNYZomBCM37IvZrCQlpFGqfK6NC7Ne1ezG2JgRoGFvLh5pskPCNi7oSuCyOB+nAjB2yYWSJ1YDnb4JnW11UFhnbIJe71ctlt8tNVh491tT9SL3XeczEoWMmTG0X0SokCMxUELREWKjLDNUYiQqvsBtxZ+kbO4rycTcysrK4oFWVRrZq3K6jHmYxaGwA2zt/Kql6cWesE0fxRkmwEpnVbAxmzIuU4izl8KiPkAFlYrbU+ytwVD/h9uyja5B4wuM2kw1D+9aEulb86u2P+EH3FnNrMLuex/e3CSo6vqMCeiYJMmA+zShfK6i/NaGYJlAoKq+pZo1lCiwtCeY+4clswK3WKdfMmDWVM0jm0d5AOvpJwahs4RGUDYkCCUIHhPTs7W1g9g3m1Rk2j/YF4x2PmUU2cQzkmwuT4kI/Ap7rk2HlubAi1fBce5GP1SL4WWQkE4MqYzZUj4tm46pi6ausns9YvqitWkqsrhOhASovzvOKYwUZvbzUqUbeiUmFkGu88WSmZlYlbHVnHM66SBGoRikjGaitYlYmVHXE0A7HbW5sjBEiLMtiP3h2E6U8rSR+n5Mqo5+VdK5Znh7vLK1ZhAvU31vD9AKV1yRpzSs3D5jbhG5Scqdzyt58jaeTNX403I0bRFNhlLtANrjcXk5L7zjStYLqsE141Ob0XryJhY9S0VIEfnRwPVIz08Bv772DHmnq13N8LWBikI869N8+4fr1Ix6fDlgzOS7XiFaNTiwdWTJQM2zQDKtoPlYEzYnv8KDYIpU1b7eeYpsgZ0PNmPsUWze8f2twmWT+rIs5k4w/G+DXagTw01/5nO/zKsmJwrUC/YcrM/CiPLQIIhZlpcsdYMV4LUieDyRWKeOLplQ83spg8P0W6cghvKL1aLJSU10Cb172VTwftTefvTyfhWAiXA1oaz5LFhVCpbSU5a32PhvJjHdbT7imJxHP4xMeFFvsJme8MThiI5mTO0PpNBvJjDdah7w3ucOPJrv0mozLte4YJQKzOiF3Bh8E3xveXXY8e5bGjtacvplIqo3z9PST+YDjvMu9/gmpqFlTsS7b0SVtWfGHB69zo3u2NI37IpsdRNaUfJDReaiZ3YuPz+qEtrEkyrG3vx6DEeP553tfQp8pqjdy/MxgThXp/ZTwbsXG7hmjUYd+WqDyWFv3Oi4Ii0BSWtEkDCW20Oixiqal7Rp8TNXLNCo4SxtjFD0X+FSSDiONvfisTdiOnlFf+spjPvJ3SE+ic3s2fNEETaSE11cYJV5In3ORxdK0VcZWECJ2Tde8twmUfCLJji3FliEZ2Ub75JyKHl4AzFxQ4EUDxL9YbjvPeIil7QpXBz3NeaiixicmGnVulEw2NN3NOXf6E4x0WK/4rN5GyECxHa1yZCWiO3oS8L06YrNO9dJGJ7Q9BIUsJFRNFu1JiwaOQzoMUXelKe+ZuWd2PY4XIQLBStRY4WSgqjXtrKScJejEoY2jfNzF92v4G6x9f9stpB7Vs4gzRfYoIdfxHuQ+oWMqtPB8frAFOmKbvrP3Lmqksa/l+LlGn2qShynqyyU3d085HHUjBqSQYALCeNqyWm6OpzbBBcncJxzbHk9nA4x03O0OsT4CXfumoPYqaiUJCFZRA8kzgxkL7Gcd2HAIEXj9K0/4RNwiPZHUbejuixeD962NYq8NO+uiREk4l3Z4bh25dLzFeuEiaWXRF4OUmGcj7O4As3e6VHrG1k2w8tIle5nJiQfzy8cunMciyLpqE98EXqK0+CSwluS83j/iYWvO3e6QgckpvabymvfKW3SSimwjEpMqFTP17dSy053w+fEme8M+SZOFvLl21mj4KaYuWvHcP9qIQXsQJCMJjQK6EKBnkF8PEeOjPMfzDqNxm83BlL4p2ExnHMy79NOCTFne39tl0Mtfuk689O7pE40bdtEe6t2KRDvyZ13+cPN17v94F5XLKLDVCohBtIh41omprk6/ZDY29O5Lxncyhmcdwn7GZDejtxlByBvtnJlP6ckcI2put07pyHJp9z51KXOfsGfXObY9cme4lZzgyKhrifexfj47aUcvoZQYIc5ipPmjyS5kns33JfMdSXJWXqyhLmi3V0Tfiw4TVil8Xkah8IXq7FWdZUFxFyLieIwBKVBHZ6i1lMEPzyI6HyL1sSjjsRZskufO4fzchBDnysruPFgTqx38cuB0KXUpigp5lPCD4S0m/Yyf633Kk2qTz8qdJRanLSuk8LzSPmHXjGIJkUARDDOf8k53j3/6wS9QnERvnO/u3CGfpxFAaSWiahbqOu5+W5PIUqHpz3oO8pOU/2X3G5zOWzz46Ba6EBy+04XbcKd1yrxOeO/49tIi5Fo6XdaEv8iWDBXyQKMKyHc8aE+6Z3h/f5f64x6qEhgdqcdhs45aLp24yol2jTzQDD727N9OKU8zkmPNbDeJkvuFRHRrxnWKlg4tHOFayVo3x9aKulqIZEJwkmCbiSKtl/RoAFkTNadCBMtKK5CzWGP/dNzGZ57N9wPTG4r0rF4GoqFJ2Yt6sRu8qmTlV3aP58FH/ODFaxbPX8Ld1PXSagIpSU5y5re6dJ6W54uE94hqsVloFG2vGBditSywPJ9msl8VDF2UIlZLz5fwGbJymKnErdcI6Xn9lQMmZcqkTOmlJWWtaXdLQoB8W6CTmlZm0SqqvVe1pupUpO91aR3GgGZ+PcXMQBUh3n9HZKQt9MjGDlU6/CLoygW9x44fPrxJyBUb72nMNHD6tiHPUmQn3ud6mEXb5CSayP7/gaWVHCnEgUZWkN+skdoj9zK+t3WH0w82UWVcp0UrINKSQZaz14pq16prESea/mdwfDdlPs5QhwnT3RSzXkacZ6ti7hPWmGOE42b3jA09I5WW2kuKWmOFYmIzRlU0Jm0py5nNEFVkeclKIMcNgDwBUQvUTFJUhs+nW4TMsfV+YHpdYcZuWdK60Fxj7OwvCfYtsZ0rmcWX4XkuP27tEscjT0a4m1vog7OLfXYhSvsidtaLNurhUrDzorWuYfYuWY22xowkD0YbFD3DN9Yf86QYcFq16egqboBbc7T0bPenDLKczXRGR1V4BLkz6G3PD3/wCvoobuY+vtFB5lFuQVXxOzCWpRODmTTjoxm+ZhbofS753TtvMh9nhI/WaM1h/+0UdS9wvTOmtJrPJ5tIGTDGsdGa/38PeK791AG7nTEfHO5QTzI6WcWNt/cw0mEmEjUXFLuezo0Ja62Cn914wNs/v8/ItvmTJ/f49jd/zB+V7+L324ReTXJzzu32KY+ydSqnaJuKgZqhhGfiWuQuYb8eYIxjW034e+vf58R1OaqjDszItjmu+6ypOXe3T6l9ZIrNVUrIBK4vCIVCtmvuDk4pnObj2XWe/aojXZvh32/AXotJdIEtSAyhFixN4V7UFgHFSkR+perxYgDUdfxJE4JWpM8miMk8dm6Ik3G5oBm+mG3xXIkqxB1GWAhQCR+DK3RTRljxbVlldzXKmvJGzj+88/sM5JxHdgMlPFOb4oJkx4z5avsxRTBkomag5rxmjrBBkYkaR7TyeGXrLT621yCIaAq4yANrT1ACl7J8rB4AxsfdaC0QpUTUEcQ2EhlBB8ptz8/dfMKbnUMOqx5aOpT0VE6x2xkjheeN1hfvpdX5ypDNzpzP97YIZwmmW5F8dYZRjnwmUBZmNwPZzSkb3Tm/sPk57/7CMx7n6/zZx6+w9bP7DKvrJPsGu+6xNytudkbs9daojCZrV0twdqIcWbviWifuaOR2oLinmdcJc5swt4ZpnrLRndMxFR+/sxtZE1VUaF5mXwLQrbmzfkpeGx5Mr/Hk18BsTOk/zGLQ0kx0wRMnv0YHRFxFv21+L8DCy5IwFwMJEcLzKsy1a9haAp9pkjOLLGt8EvusdCt0dCHiOLtqtxxCFEVctGWms8kOBRElHxbWC5dT+KvBmQtUr+f8Z1//vaX328i2GJbt6M6c5NzrnzBvMCKDNOdue0jpdczEBcHItvnd/C3KQTSBVSXYbqSkx89lOR5EgCAkQUfDVuFZOrRn7Rl5lVH1BMWGQL41YXdtwlmeobIaFwAr0f2KVqtit/9iGf2fVGt/9ZSt7oz7+1swMbTaFb2vjDHSM53Gzc5819O6NWHQyfnm+kPe+vkDnhYDvvvZPV771mMelXdQz1LqjZpwK+dWe8TD9jpFZehkFTtmHM0kXdRqKbxhTc35WucRr7aOmLqMs7rFKGmzn/cw0nG7dcoHd8aEICjyBJurRrk5GvGGjuP2+ojSaR7Ot3jyawEzmDH4LJqhRqv1OHdGhX6J0IpQs1wnLmfdl6WjBc7mRcyt+OJldUFoDUYTOi3krIzabM1GVdQuBloLh/OXtSuCmuUmWURAf/SHXDnOqnTD4hhAfa/gP3r9X9KWJU+qTfq6pPIaFwTXsgnv9J4xcRmTdsaGmfFm9gwbNJ2GhLRfr/HZnU1mqgeemO2U4LOAz4hYPQ+i2RgV2ywzpBGGEktr/cSSqwSfQN4L3Lh3zKtrxwzLDlr5iMOyikEvwinudYcvvD0iXAlcie0f/8W/ixEOG9RyYEcGSd14KrmlpPQns2t8o/9o6ZyaNDichST14hiLmwEgG5rEQgBvYTmw+A3EY+FJhSMRHgl0VqLcIgRW5z0j4GHd5rHd5Bdbj0mEQAL/0/gdfus/+GXMk5OLHfGSH1aoLHhHqCyhKCOFtt0+V9psdo/PUfoudcRQ2RjMJAbR67J01ZVyGc2HvCDM89jZE3N1Zw5h2dnj+TZBWV3jZ/n5uSgVjUuVAiWbzJJcAW02QZGU/Pi/vM17v/HfY64oo0kkSghscMyDW7qmGyFxUZi/8dty2CuCQ9ukC1wIOKAMUAWJEiEKSSGYBU0RDHOf8shu8may/1z2pvCGIhg8EiPqZUnz7732F8/fo59g+0++/++hhaMOaimyBUShQFlH2fzmsfvzTb7Zf0gqI8OtCGYJvFx4xCgCbVlGnBqs3CeJxJMIR1uWDNQc1YwXR/S4AZZjrNO83whPJgKrxFUHfGTXeGw3+YXWfUy0n+W3pl/mt/7xr6Bn9nxnB9G/ysUMiigdoqxi4GPrOCaCh/U1QppcSP2vgomBuGNcCX5EVS+1R3wnjcdvqOo+UVFWf1wgp0U8H6UImbk64HErWaiFv1dZEWZRmwilluMqaBUXE6POMT2SeFwXFXI//Ec9/q9f/+8omvnM4FfMdCVFUGTNd7f43myQjHzMcrZlSSbc8vEiaCrU0mIlWXnvzKfL79cjcY1f0di3OHMtHhcb3EyjWqwLEo/ABUnpdfPdC1JZL3Fb/83XfvNv0HP/9to/eu8fXFgnFi2VTZ+UDtf0189nW3x97dFy8+SDJJV2KVEBkIlqychShJWx4ZfyFQAJ7rl1woj4Y0PU9zo/xnnX9EARBJ/bDR7ZTX6p9Skd6XEB/tnkq/z2f/pt9GkeS6srHliidjGgriyhdst1YrHBFa3snHyy2lb77xXZnVBWcf5vt2IJ2dp4DKOj4GRRRZ02IaN0yYsyR82mNizgFADOXVwnjInHkCqyiBfHu5xJDYEf/xc7/O6//t9iBCRC4EL0V4zfRbyfiji/rFa2502/NM1a4In93ga5nDNt0x/i44oiGKqgIg6YKHOygFhMfMbDcotX0sPleFnevqCY+/RC3OCD5J+8+50rb9HLMTxBUP4/7X1rjyTHld2JiMys7Kp+Tfe8OCNyhpREcbniSpC8tleGIcB/YIH9p+sH/MXYL2t5YS1Ey6tdSUuKo3mzp3t6pl9VlZWZEdcfbtyIyKxHN2lKMxDqAo3uqq7KqsyMG/d17rmUQSt2WBwxg6KzCk7zjyx0HRaXC06QJQ2jHLTfPDQc6mT6aqGi09NQBqtkQ0fY0A0IWtuw+TgAYxf/rsjAQoUNqhSDC803gwg1gP988BfIxkmXj7BTijfusy4K4GyPBxID8N68Xo2zWUQuJej6pp0vD6TZnRWA5W59eMlC98j90K0VWlgSjz3tTJv6+wOC88fX/rUWFg0BjghDxct5TA4jAOfkMFQKE7IYO8LE38thssk1YIZMQKHxm7OFCmUTWeCNv2/ynE3WDB/HwPnzGLtBWA9vWgrdeiB9tztGKwprX3RC1qwBZwaHqo5Oi9KBQyRXPCOo8INZxQkqYEPAUCobNgkZtmehvIPDhlaukCUAyYbkwvMaxjs7GsB/O/gEZtoGp4SzDT5zIl1RGQEuAykL1bQ8a84PCA3t4FcBUYooFbI8vC7Bx3L+Z1p7nE8Wu2IWODwLeYLSj0kzm32nDAit88p/Bz0xsMT7SAN20HcFEgeHc2fhAAwVUBFQkcZQtwCmGOoWFZng7NTQYW2LyL7XJEhul3iHMhBRMhjsBFDQF+f3UgBhfzUKnc3/TYnogjg4EhiLLogdECZ2gClIfNtsODfRjag37OwUygbnkI+vgxMkjhPA+4j2e0nYd/xxaiIYRUFPZC6U86MNrF+K/+XLTzAYdye6h/0z6ETGnYitYjCxkPr1m0iAeZuwSLSKjQC+K1hWj2otaMoOy8JsZ/odAdAqvTAyR466gUkvsyN/m4kOPKLhEJJI9XuMAbCrM1RkMSG+thOXYaDYGS3Fpvv7IY6P7P8SvIV7mKxn659n/8EHIORgky9voZErC+0dncvkEgQUgtdt4OaaMmRImAahdQandiNGsH6TZ8hLXMwNZZ1FnE7VTg2JLG553JD20z/kwlMwBJJByEEwyYKQZdsQ8MVv7+Cj6VEPw4OY1fEOThg5IW18skD4Yvi3Lll4nYWu/Pm70HZORMDmkFOTF93szKJNvZN8I8eeoP9fyPRI2jMFPysdowyvrNQDV1tuPJ4/By8WhMZneORxKZgHcCat9BFW473rxcdRnd+pIwvw5p0ucueNRUNZWPCsEG9+Ywfipp5GpCKS9ZS/Ae4qkQgWQAgAykSvtI9cU50A/DUjDeM3D9u7zrnXHdlMRCfy5LZGHcg4MEGMzn73u9v4sK0ArUBQ0emo2zilWXAwFHUCQNjoJVAgKT/1pAP+TErJqvE4CedgyxKkFcykDuWDDu4mLREkTlIIAsQgCaVEvzzcKytE3h7/vFEghZBBNiCPWeN/yzVrSOGc4DdsjdzfU8kKNcl6lYxkuJe9NZ4+Jw5/5fIkcEz2Ot+jLlk7iZItaeie4/0mRRydzI/1EeE1T8j9QMWJHaBULXS43qxL0vUpTv+8nXDh+TTgSCsD8licJp38vUz49QAIePj5LXxUnbHTEkb1+DJrkjkRO0F9ALAjkLPLcZ59ZySFVzS+M9ERaJPnEarxlANmrXhdt8n0dpnfmPLDCWQj2LGuneDXJa/v/5bvoxlQz3t91B9LHDCJqlcEWNfCge1sruADAYTgqiYdgl8RcXgNLGoFWJ/dSfXEKIcCFhVytgX+/fI6TmowVEICZtGVZbLS4Uk3dDm4zKWS/y3yyHgB6oB5MdAYuyxEskymHTd2/qIubDR8UjaeAKLBBOJGL58sXmSZrC9LKnjtJ67A3qc6pCTJOR705rMi7Ew4rs2KyILJTQQGywZ7hYiWmZwVrwI/j0vlOdeCJxUvboDTlKuO53qLEuhy7KT12pQ4cVZH4JpSEfCmFGjgkCsNAwW5rI4olKwA+N8UUpkNsTOZLqVcAdorABDvkZRlVgkveHZ40qjXemMhTg8QI9q3QQy6yiQbr2zWaWlOg+YUWLKdchyeOVb79Rx1Io3o+bHq/J3qpvOZHtGJUOL1b2mIMwxyPXPwRrX7TzmUm4L3CBswMaE7y7kuhsevO2budn6jja2/K/XC43nCpPLW+pS9d4AvauiaSQdJqzghfYEs6qDpDGakXlwqmJ/GxuhbqVDiEp0YKN4vJOvZEHz2OH5ek0SjktVxSfQq0WpYB7In9jZzyfiIMy9lzH7gEDZwnw1pkjlBZsXG/qZE1qlkPHMdgwDjn3fJXh6cnRAQS/bKd3EmOiHOTmonRIqFAUjXTvBx/R8LfKAJGez90rBtsM6P/YnOPoi4XLRAJ/zJR2Pr9HLahlS0D1Bty9iazDCmVCuoSQVqkmxT2N8XfPlFz6Uzv1I7IYE4KahZwlmjFHMIZVxepgEFm2qgYADU4GxYempC1q7931IyB1h/5H6H+xP2J3dpVkb2SyAfjfhbAAAgAElEQVRm/tiviL6H85lrufarjrjS4TFwc5F1yPiorsMizzviNFgurwFv8rm2YVHzMzqkJq2frGe9EeTjxXH06QYfs0rdi86PVfi2qVf/Py7+HHu/nsSUpHNxIfXrrekikdENi9KAl4nyHjk8cDnLgEEBdXrBjlbTYCXq/hJZCL2SkhsRYNvoySsdwcxG4933jzBUBSZUh839X5sBHrd7uJ+/xK6usZec6/+t9wEAPyiOAcSarTiU/Jy61MkJr+tdSJsYd8nwiCKw4yqR8JvP8kg5KRXZ0NM1K68FeP06b4DTTKY4QIA4i8t1ovHvBRCM7FV0QsT1rt3fTb6Dvd/O+CYa8OiHqonrsd+FkmyYEgBI2/eVS1oanLmxHHgoo0FZBnNa8Revu1iib+R2p6zkNoloknIZGYV33z/CSGmckwsOzYNmDw/r6/igOMSumWBX1/5QCr+o7gEAflg+BoCOsyPrdFmqXiRd4/3708cyhq8t0a3H9rwNskgnZK/XoLA++bVxvVsyvvRqQ8AgGU+RP4SdWOYm/t34I+z9porOfN1E7ExgQ/ZHSO2EUhFOQOrq+uDfq4zmYLupQXoAlWVQJ+dsm+omVguufEwN0IrMX4IHJXmdt0UhmNAatz54iaE2aMiF6sqDdhOfz27jfnGEXT3Fno4O06ezOwCAHw6eA1hsE9JS4yqxUHM6I5PVjaJenM+OU6pvy2SlwzN1BS9Yxd6zhQ6rZUKF/7Ak9ZosZg0FDZ140m0occklylULLSelHNdePUhVo5vVAYG9Oig0xOBYTelncxZiSysfAbhQavnvX/45hscXYSErrZmiW7x1w3VZ6X5KUdBkXWgtB7A6G5MKMaMlGcNRQdsCVQW1s+2jZ/Jp+6+wkFMyKbdAbQMuSRRRx+flb2Pw72485JIjELI6pWpx05zj3JWoKMdQXYTsjtTLUxUSZ6fy4F0A0ZPvpeP75ax4DF6kFeVhnbjEuUmVpaIrzo/5A8vU5jHDSQ5OqRCVNtZAJgWLRJ1gwJ6BRp36qj6V7qDR4JvXCRM2fjYkDRRKEP728IcojqdA6xDax7XitQnEtDYko5KuvWQyNLCY42aRODDeQWsuibUWuqrhtodAy9kkyhaUd4EYwfaXfUr3H7Kw4Cxuh0nWzZW2wqGNxl9efxQ2dUsKhWJs1V52gQkN0FiDUp348jthpGe8RnsbrIVG5fJOKUuCQ9nAU2TEnPMPnhA98+UtRzo4AI66gE3Wnzfv9ExtEWyEAZezJGtrnZSwu5lPQIJjgoNDLabI6wNntbK49r9BnQA4C6F9Vqj2AOf/evAJ8uNxzOwoBeFUo5bhBwx70B07QZ7DTQ0GMbF41UCWKDSa0KyFalvQbAa1teVLaG4x5EHem/4OzycO2SI7kb4OiM5OCl7ODH58/VEIiAX3V8BiP7vA2A3QUIaheo1CAjEfwKX3w/nMZ3VJlr5jJxKdcCH7qVBRkWxDPpDoYYAaP3x6mazm4VF2ZU+7VjxEUkjiAAQAkTgdUpuVNL545BLZSreCnHTqsS/ChcylfFVaBuu+VjzCR7+/gY+nX/KT/cVhLd/4vAg1UQVEzMvXlVBn9S3CkuWRz5TOKlGqvvghjaSR1GUTl0OwFMmAxI6kj5UKjynPcLPgVlZHhHNHyBXBIsNQz3BktzBSNQwYHN50Fm83zS+bzdiP/NhJOvAEiX/iNkIq2kLz2Apw95GUrs7tBkqPczmx3ApcKh9NI+J33gbgcqYjHm2Rbmh4nVCupxMUsp1G+XUeSlwxYgW+WZ1II1oDx06kIvzzwzv4aHbOZZ1EJ6SEJV1SvLYolkZTHp6vIkqxMVAcpZNz7PQYzrgyJmiFkbA0X8oSBz84Q7FcleLslIsOWwcf5Du2KDe4WZyH6zUjEzAy27rCQbuDPSNcVAYVZaEkKx2oNQxK1aCEQ6O468SSxq7hrjHnS1KVy3HuNrxTJTivQcj4iVQuD+vowpYBH5br1jsKUip4G3TCol/qTcXAYaBbGOUCizgTa1LHUdJwHRuRZkC/SZ3ofzcxkJ89vI2Pq5fxn1ox9tLbCCLfFr7ITgjJZUpZchVJ8DjpkGdoxcfOsuiQ9Mu8Um5LRSugTYLeZXai8z7vgKd2IuOp9vLfE8dOooXClp7iqN1GaS6YcJay0FDhoAPGjUHLgsFdrBPSyXjihqFpg0klebxRsBOkcWHLgIc8tYxxGuhY8msSvV0mKx2eRZ0oYXEqWZDRoeHXRP8sXcjh0noQZjim3/AlnZl+Zh+kGd8TEfcpQJNriNSpoecKKA4zvsF55r31+Bm8mDWUsYDOglevAL/Ju+Ug5auIMYD29Vm0vqWxjdidftSZeuXKz3NZVHB2TIqotPYt8kk2Jz0ewK2SSgUj89n4Nk53/gm/qrcxUjXGVODcbeBO9toTQVb4vN2EI41SNTh3G9jVEzxph2goQ6kanLkS9/MTPG93oOHQwOBxu4ePihcAgBNX4nlzDTeyMxzaLRgQxq7A3fw1TuwIY1fg1I7wbHYNdzZPmM/BlbiVneKV3YTRLmSWwv19CzALHbCk4Ha8DoiEDRsx8kk7UASvJtJX0G9SJwAG2/ZLJuZgALgzhNZsKe9o5q9RMm9KnoMBjIvYsxUdUktFusFMxPIoIqDx7b4BMNk7AbcYtzP3PYhiMLHgOKFcpng8hOCEVGPx2fgWTrcJ/1LfRKEsxm6AEzvE7fwk6kRzAwBn4Sb+uSftHmoyQU/u50d41lzzGWeDJ80+PvIp/mO76XXiHK8sj0mZ2AFu5ac4dyUubIlzW+JwtoW7A9aJCzvAO8UpTtsNbPoRK6m8DTieZR2LfRuRlrdMB5vjOjYEiIB9Od9vUickO+0QS+k5gPwFD6qlPIMSYEpmoGzGEASbtM2InXAUMjwrsymXiPKkf2wnwKUsa9lOpAD+UKJd4OwsErETQtMw98Eq2qIsC8dXrcPn45s42XX412YfQz3DxOvEjeyMdcJM8XmzD+vtxJktsWsmeNLu9nTiJZ6110JwIDphofHKbuKZ2Il2GwYOEzfArfwE53YDEzfAqd3Al9UO3tk+CTpyKz/Dy3YT2q+JNBhepRMrwwOJrFOQcl9iTVmhcQYzl4e2Y/Hqzt0Gzm0Zeu0ZyNT9aAHvVZSHNszud1Gh/td4L7ImjbHjn4oUZh7rIOBMgDMS5SsVJ9JmWXQQkowLyQLzmyYFUCZWt/pdRZKyVeyW+poOVIr7ofgdkWzm0J6PRzq2QrcLAdMKf//oA3zebGBfT3DihsiVxXG7iYYMdvUER37h5arFsRvhR4OD4BRZKDxrr6FQFr+c3UGpood9OzvFQbuFhngh389f4qDdhSONf55+C/eLl3hY38BIzzgdqmf4T9u/xotmBx+Xz/Bu/gov2h18NPgyePBvm0gqVTbwRSLpWQsdBt/WlKH2nVKsEyXOvE40PnUf3p9Er3KMr6sT/NugJhMAoxbA4LUKjgHlBmQ8UDh0m7BzDOc4ahXduEr761UkDSCsm3/uqx7L4yiIqHM8BkArzuykvFQh++OgqwY/e/w+Pm/2sW8ucGKHyFWLV3aEhjLsmgmO2i3GIqoWJ3aEH5WPMXYFzizPl3veXEOuWvyyuhc4ZADRiV1UlONVu4n7xUu8aHbgSOM343dwb/AST+s9DHUNSxpDXeM/Xvsch/UW/mzjOd4pTnFYb+HDjQOc2o14yd6CbKdIClReZieks4wzvyase+kerFyOc1vizG2gcnnI/vZ5V74JO1FR1In4PtYJCjrhjX+qE5ZxPSGrGMpGS0pLX1WSTP//t52QjBEfLH63RXZCnks6HtV0hp8/uofPm2vYS3Ti2G4mOrENA0KhLF7ZTfy4fIKJG+DMeZ1oRSfe69qJ/AQH7S4aMjhuN3G/OMKLZheOFH49uYN7xRGe1vveTjDz/093f4vDZht/Vj7DO8UJXjTb+LA8wGkb7cRVdGJlhmdRC27fYwcAKBdInvj1sUYrLbe5arl13LcalqrpIPDT16fHkZp5TNFHlL/85kVOvtWa31/4WURjypBNqFNiAmVQ4AnUKs+YsVimm5PrODt9CRwJ0vq3SuQzs4yR/4Gl2cxnjfqRavJ5c/9f9n0kGggK2mOZ1bzw3e82Uf2Yif0+Lo5hCRiVj1F5R7GiPKSNP85f4kGzjXO7gTv5azysr6PUDWoyOGq3cTs7RQFgX49xZLdCLXWoZnjc7uHd/BjnrsT3N57iYX0dd/PXOGy3cDs/weez26iaHNezMzyob2LsBriRneNZc43xCxDyvXZlyvyPKUEnkq4suVZAUosmjYFuPQaOUPhULcDRqvDuhMgVlh+n2SBZ8ypyW/V1QqLYFO8kdfNQfyeOgKVMOCPATBlPI+3kjOTi7Ahlxnc0ynRx70TIGBaPEVi6/lfpRaqHaUuu9qWmq8iizpNFn6kTJyc5dp/9WbUO7otN2B8pHNtNfDJ4jsZHrRMaAPA64e/TnxfP8aC5jnO3gbv5azyY3cRAN2gow8tmC7ezU0C12DcXOGy3gjM71DM8a67hXvESx3YT3x89x9N6D98qXuFFs4Nb+Sm+qG6iIYP9fIzfz25gYgvcLM7xotnpUB5oc3mHyx9LRCckowOgYyPCHk8aWZrdT/BtxutEmsERosEA7PdlQQQ8D5AiPvp6scxOiMjxAeDcaWQTxL3SePxa03KwnGUx6wJEO2G72a3A2SaSZu6XScjeGCjVztsJef+yAdap9FmWF5R7F5bIOjQm7NCpB0PgL4FXdhOfFIeM//NZG4DLrrJ/fTz4El80+zhzG3gvP8YX9U2UyuuE3+8BrxN2K6zdLTPFs2YP94ojnLsNfDx8jifNPu7kr3HQsk58Vt1G5XJczy7woL6JiR3gen6O581up2FEAo1VwOVLiQcFrGwpPpdrLgNxt44KbKLzHV0Jr0KariSNCnmo2bKRkE1ehY1fpCEd+EQWdcGE7wsVMCeykB3xAEUAYeOmxnMqOGJnRGnQbMZMxIFsMAVVCG7BAqRAUvICIm03f6HO95FHAl6GVl1wWHp8Eerx7/THXaQYClEMR93UZ/ojCuliaW54wHXOUjcolYJWwKvkI4TX5YaehXJ0TQbbasabOZhAbeKKTgdFGjGJFLDY12McEkPepExVuSJkLnbNBJVvt819OQFgx8BBo6bMR21vfoMXUHJwXkjDKeZI0cqFbp3K5Ynj4gJoWJz+UjVJOt3OpWH7TpTx7biyoUsbdH8TX5Z1Kn03hfw/8yQziohr/q2DqpvgfFCGwK4s64g8iJKp6VdkeC4LBBy6hqC/Zq8iSSCgrGOwdWp8NDtugdU8JW2j5NwdP9445P8xjoDJHI9dxFYJYPh2dhb2nYYMtvQUt/LT8HjiCli/h6XUCik3TK5a3M5OcNRuoyHD8wN1E9b3zGXYMhVmjhtDhrrGucfxCNFen6jzTYo4LI4UHEk3YgyGnefamnkdX9TRJRilfmDD7Luqg/uUEla/NFx3mmSirRC96UsOZjEHWK9NFdcUWt+WXvGcN6W5o1A6DFdiJoF5uMIqALGUkTIDant2oi9paWuV3ZCXG8NjTKynYsmyeGzdCzrSBgDnUHqdYN4joAThKDk2h2saN/VFuNaiE8FOiE6QXqwT/j6WqkFpGhxhG5XNPaaTGBztmLpkJ5ugcgWYhsNi5psDpKTlELsll8mlDk+6ODPNberW6Q5wkx0j11ms8th4kKYAiDl97wI7M9ODuw7rMn82P+pxXnYea7gO/wIbotj2JqynpvE3sWlBVeXp8f3iMCbSdaedHF46wzkXiQAnF6Qe07ZFSRsuxANdmila3WbYYVgmCmydIQpPsz9EKE4JDQwKsnjS5oEef+QzAIWyGKkGD9sdjFSNXT3FgbI4cRt4ZTcx1DM8qm9gS1coVYNDu4WGMmzpKR7UN3HUbmOkZ8iVxbP2Go7tJgwcds3EpzIzWDShpiss3vI3ICC34q1xdESsd/QB3iQHPnOTttZzdkolgP2I3wk8Ir4UbHwmy3mnXhMD9axyKKiLW5I2z1U6EbNCUSfkexvFLMIgQDfe4NetZz5uk/Kodxa04v8DYSMMUa0VLAFBaQJBdZ2XS5yhwE4LLMbt8AVeLkqhY92SjZrfK1laDzBtKW7qfIE4cPHP5WeEyhUodY0n7TZO7MiDLvnq5spiW1d42FzHSM+wq3mQ5bHdxKuWdeJxvY8tU2GkZzhouIy1ayb4/ewGXrZbGOoauWrxpNnHaTuEUQ47ZoKDdgeVy33GkNA6HQg5uXwT+agq3yDwNjg6IintAuAByQlLP+ChD9BzZa9OYwtccJ4iE7uB8Z2iRikGis/phJnTCQCdILlE29EJ58tlJgQpPAcPzjs6s9rjdjjrD2OCs0BNy5g2IK7dMGA6lnw7Dos4GIucnpQUtm8n5jqwltsKpdRCvKcSIHKwE8wtF4J+mRHpHSGxW8UZ2wkDh6ftBk7c0DesxEzjlp7iYbuPoZqF/f3YbuLYbmKkZ3g0u45N0QlfxtrSFR7UN3DkdaIQnbBDaOXtRLODijLk1AYfQ0qYfTsxc/mljo7IpW3plroHkig18x65hUbtMjQuUupbKBiK6XgeRNlAWqED0RwBjffqG+ElIYdKccYo9epTEa+uIMAqgrQiChGYSEUZTtwQgxNOz1PdeNZKHW+s4+dVUSxv5XN+0cv3dsQ8YH5hXnqdE+cqPE6izb5nHlKNRLFLa5U4TzRYN/H7+3OR81RFAQwKQGnkU97c97OxR91X+N+T7+AHG4/QwHCa0e7gg+wVJpRhTDmGeoZDu4V382NUlOO7gwPUxEDlb+dHsFB42FxHQxnuFy/x6+oufrDxCABnF352/iH+w9Zn2FVjGBD+cfo+cmVx3o4w1DUqythj907QaTtE47KEiOztKGlNbQ6ZZwQgGCmtqMO0PHEFWse058ygSzDkUIGjklQn5h2YFoYIjWqDHtXJdVgI0PTBQxjHnehEIzNqiB+fU4HBqZt3dALWyzFo0xgeLdE0YY3ypoqYWRRJ1OMqaXwhAKQlZax+kEFJ54uyS44dsBTMLM7suDY6OqlhIQLKIvydTzlrJk7/rhnjf158D9/feMqbtJnicbOHD4sXGFOBMRUY6RmO2m28Wxyjcjm+PXiBhjI8qffx3cEBKsrxsL6BhgzeK17it9M7+IvhEwDASM/wD2ffxl9tf4FdNQEy4Bfj+8iVxYndQKYdZi5D60yYz3bWlmjIoHURW/k2yNQWvjsm3iMeJUTIPPGgtNrzjCsbjJd0u82Qo1K5z3TJ+knHEJnQtaN7M/yW6gT49VAtamgUnrCuomSsDWlMXI4xFRicWs4WVrNI3Co4SCnnZhk3kiyAPZBnJA9XIV2jV8lcyvFSO5GKAPvDiXfZ9BfrRO87CtGgECla2+0ULopAl5JPOUGxq7mraldP8PeTD/Fx+QwNGWzrKZ40+/igOMTEDTBxA2z7Dq73vJ34TnnAOtHs47tFohMuw73yJX4zvYsfDB8DYJ34X+ffwU+2foetrMINnLNOaIuzdoihLVG5HFObh5Elp+0GZ4D6mcUlstrhsXnAIIijI4vYwCHTDgMwzfdMRW++T/sNoGO4UvbEdDBcOmoCwJyzkzJuptmklOCooozfr1rUMDi2m8imNjotxoSyVWBPDh9ggLr2KUvfNk7EHr0j31abcBZcUVg5/GcN8vm67yrpOzuKm8HJ9p0w13WcfNlN+d8kGKVMw8wcRnqGM1fioN3BtqnwSfkEJ5a7sPbNBXb1FL+q3wnO7lDP8GF+iH+p74Qy1PfyQxy5IX41+xYA4E72GqPBDA/r6/he+RzPmms49ZHyv918gGfNHl42W8h1izv5CX4/i10vkrLfMlN8Nr0NrQg72SQC4C/hV/hjScpNlSsb2tRzzd1agj0wih13WbNF0nHWIRsk3Vn7AEIElZa1CnnvXOkr6kQuM7V8RCTYnQacvbOKg5dju4ls4uImqVR0PHpRpTKaQ2WhRsgzqLSbRKv5oaFXETEOjkCF7gYBX0eUiuBMAVm3LeAW4ClE/6VcpzV0Q9jVE5y5Ek8aBkx+f+Op1wmDvewCu3qCX1bvhYxjqRp8tzjAr2d30ZDBjpnio8FzHLXb+HR6HwBwJz/BSM/wuL6ODzcO8Ly5hlO7AUsaP956hOf1NRw3I2hFeKc4xePZHh9bN5jaHJm2GJoZHk2vQyuHHTNFo2NTyNvBw5PP2QjRDwkEtKbgxC2yE7Kua8pQqDbYiJSRHMCcjZDnUlnGzJzaCZ7zxZ9Tg/GI+QUzjAeYgjS1GNPdh7MMsJFwT2XcBUxN6zMzvQ7cKwq5JXbiKmDo/mu0YgQGEXdp5TGY6ei378wSm0htC4UMyDSyygXMzrPmGrbMFJ+UTz1w2WDPXGDXTPCr6t2gEyM9w3cHB/h1dRcNZdgxY3w0+BJHdgufTt8HANzJX3P2p76O75Vfsp1oh3BQ+Debv8fz5hpeNpvQinB38BoPq+sAeA2cOg4GNk2FB9Mb3k5MEzthVlYEVjo8I1PHtsDO7B8fzcomj2Rhz4E4+Tfz9cTUfsqomdLqpws5zJxJarb9Fsi+Z2+Fu8GT2r1qN5Gd14HfQFq0oXWXLdMRl7ukxdBaqO+9z3T7XzxiTzi/dPTYciEHNSgw+84t6Jnlqe1te/n7/HsBoENSKNEHsFwhtGYDVZb8WXUDkMPw6RgP6+v4m63PUBevAXCArnHGdVDixz8ePJs75E/KR6goTj/f11Pslo/DxltRhtGA181WUaFyXMstlMVuMcHd/BUAjqzeK14GDpJ7g5eBcfZ++TJu5IrLm9BXvFZ/YBmZWUcXRAfiHCDWgZy8bmhOyXYo0hNgfdSJLj+VUcJHws/Xvb1TomMGI7dBRwTj023x5dq59vp0YocozhoeTCggd8F/pd1XjoBZ03Gk3Qd3AeegH345v+6+qsNCBBrkGH97F7p2KL+8COMtLntf+OwOnQOFbi1FxFmeTlk5AS5vDDjDVbHhGj2f4Xl7DT/deIBv58IoHjt+JGUuzMqp/GT4uQf6c0lm31xgd2Mcyk4V5RiWMxgQ64Qn0cxVi10zxp2CMWuWNO4OFCaWdeJ+eRwyEfc2XnYy7c5/t1y/+SzPKOvqBBA7tgI2x+uE6Ezk0unal1LVHT3p8O0oN6cnqUiTgzg6fIxoi1IJ4ymUC0FAflYDguMsNhY3lTgHqtpu5uQ77zG1w4PHsYnk60rfTjx5eWU70YFQJDosJa2VrezGzNuJJ2N8Ud/EX2/+Bt/zOtFA4V72OmmMUPhx+WjucD8ZfhEqLhYK+3qM3Y3fB2ekclw1MMphy0xRZRzSsU5McCf3OgGN9wavMHFMbvne4FXQiVQ/csDPliPkalGBk+WSLi1BPeu5hbxqcGJf0tcKIFkG7PHwrzgYjz8vkgdF1L8vY/nNe9HxF0U7/3DyAcyrCwC+VCSjJWYz0LQKXjT1sz3kcPhX1zA6sBg9zpl/xBGQzWd3Lsv2yD7l9rZQHF4w2VvCl9N/92Wkh0znr6EL3QVN+/epwpMoWsu4JVS8mJUCtS3MixP84vw+/mbrs/BWDQRnR4Dfwl8hZIP+01Eq5/FVCXV+AqJdtMGEkkxot/addLLG0nQ4UmeONz2bpLffpPQnQnc4Rnrnnet2hU7E16bToLlmzmVaeW86tgBIwZgxiu5n9FP267C5ex3+2dl3kb3mNDWMAQ14G1CNhZrOItsyyewg/7htcfDvtzA6sNh5msU0f455Z2eVTmgK67+9NkR5VMHJXCv/vfvszZc6QlJyKwr+zj5SltJzcOo8wFlNZ6BBwdxc1iI7OsenF/fw040HncPKmk675NLSPX82d3S5hHCNr70OrdWLSi4C3owZP41StXA6BnrymXxyCUaSlreA/7GlrxNA5OLpl6LT2Vp9SbP2kpmRay/DJlM+HYcFOqEcZLhoH9MR955FduLb0K8v/AkVscQzq0GTaZdrJ3EayFoc/tUuNg8sRo9MJLJVJoKCU7lkRhyhZycWlbBEVlUKXIRKqKLgDH/439XtxKdn9/DXm7+JXwEU9n0hG2SdcJ21DwJKX8pMdUX2sZQDKZWgE9LBRxoDX+bsj46QNcEn4zwecrUtvlLKoo+cl4UcWg59u6CDQuMyGE0YLMFc1GRgFnDwNMjQUOT1AWK5S1p2gZjtWUZCJ7VhARz+6vAdvEdjz1jpAWYt2KPdHAVnhWY1aDpNSkV8WpObBqMwjdanHBd0fABYuskrAJRlULM2OjoygXpVe/oikZZgraDKAdebxfB4ZlDk/lwlJZsAQlWWgWY1Pj28C9zx1z85vIe0hY0eFCm/U0C4SzYauSeRAIwj3crlcJhXcFnwtQdmCnA3FQEru7AW3p6p0MB8rThEnhKRqphlbMjAIINRzZwuAbETJRUn/DveARKHUdhI0xKWGJpFRhXg7hXhBSpVjU8P38UNYoI1yrMI3lUONCyTNzZQY8dH9bQKohM7jgDlsQNJZZWU6mZVlonnOlGti+tTMjehEyVcjNUiAH2toAYFwogYKfkaA/iBjMgRBpQCCKSKqm7wj0fvAVxlDdErwPtTVycSDAg8iD3hhJHXMs2+YYdG+e5UyhfOnBNG8XRQrks3c1AAK4vuve060Q8IRCes1wlN3o4scNykuSUV6fBpEDs4gcROJFPU0wzoIqlhQmCd6wb/dPgO3nVToMg5CMg82D3zdgLgAGBW83wta4PjQFphfNNgJAdPM5B8IWJJeJX4PbtjJzzGswPwl8+4TPy8OjUYALNZ5Jf7Cnbi//TsRHRcVE8n5oNfEOZ1wgev2tcULBQq39nYFyf8fgt0Ip3JloL4L9OJlZV3qYulNTGtKKTxAQQFrFyOxi2Pwvl1OixS6eAK/09AZAAbkELZgGdIUdiLFrIj5Tf2rhc4GQ9i9xURe+zjMS+AtgW1LdzJKdxkIifIv5XGzZ+fwWSmADMAAAi9SURBVBay+eqOMxSkvxBXyatT0CAHrFccn3YPCpIu4v5MrAAopeitKx3qywI+C/ODjIEqB/xTcLqQKLKCvnq6C0sEA14E8pN7OMZcqdDPM5mRCR5+WNjoRk0BtwWDsRtg7AaBcFI2LZnezZQHccFKZwqfakTkLyIZexPSx07IZt6flC6t6asmvYtOyN/hBzJ/Jg/XKnxWr2QMIDg7/ZZ0Ge/hkmsKAGfjMpDzKfJTxCezCPAlghpPGfQrZWCfIbn18zFcET9DNS23u35FEZJDc16hHeaABjs/i6R/2yVI6BmFoCeDAW/ixgSwPmXe6RkOuJxVcE5ZJVwqB0/2FvpW/eBKnEdxyOU+93UideJTjFZFBc8FAiJDPeJYBfkJ4yT8z1DXgasm/XnT0teJMCk9GZchlP+zpBFhkcjsJEvxGst1lmsd9g7qXl8AnbUeM5tRJGOUGkkDh8m4jGUqa3mK+NkFd/S2LQP3z85Bk0kHn6OUwq2fn8EViR3o4y7dgv19mSgNdXoOVxaQjtvOjKvwOl+ilYyRdHaFgNpGOyEOjvxtDMMzNOu2GpZL7cTrpztwiM5OGvTK9bRQSVDlaTloiU4suGfcus6g58Z3IS7b63WyB5oF+y4fd/l1XpnhackEoiitKMxDAWKEL5Iubjlp7VsRBW+SjpmQshZHtzTHRZIH4FoydC850VQcKVSUoYbpRGPJC/wgNt9Wm4LRZrMA8AViWhGOoB8dwPxoGwCnLhXA3V7Kdem+LytphcgVUE9feAOiQ8qx38K4sPPLgrtPfDZHGQ03mTBpIgCzOQI2ytDhRU3DyppMxoXj1CUAmAvjy0qx3itbpwmVhQj04+FtsQMvTQ/305Ui0rZeUe55d9hoy4YFIMliuLmNUEup03/uqo3yjyWt08h0xNkMPF8EEJVZVnGu2+Q6+WGooVQHH7lHkbVeuWKOdA2YB+sDq52dKgQsKuBLghDz1xA8MFn4apSCqhvOvgj41xFHfI6QPz2GrjmWJevYMOTiEPlsZprlWSRpS7lSGHx5xkN2tV76PjIqXFgZgxGMiDQFaAWaTn0goIGtEdxwEI1TYzl6dhEwLVOxAUCPTXff6FxnF6LYNPNYUWyJTec+pQGcYEs0HLb0NNGJPOgEINABmuvaSx1c4XvqG+03Ka0zyHS0EzJfEZjnCUqDZUcaVukuRpFiJ3AqFTFvW5noGyCOYi/b2sP+iHAQkQUW59S2APAORsJbFkgIDXc3GcMBJUmhGIC10I9eQP9oKx7Dc1aFlfQ1wPj6+VEMNFKIQ9/pIYLM9kISPAeIRm5A40mwNXpzFEtZYDuBKs5A7NuJ7MJgVTVZbG1ngGfCkt0ZfNvTCZEtM0VJDSrHZLiNz4oaRb4c7EJn9/y9JkBZGE2ByuFrDw/l1KsBCKiRham4QDd1FD1qh0rnKKnBqS9VpEBO+YLyXjFgubIY6AaFJ2ST1zbImPNHOeRo0VCGKgE312TmoqhUxjTAcDRjzI6LkVyohXqa8JAVEeegBsgx4+Xkpoopc6Ugs3qIEvKmq85Q0f56XqVtN1nYne4rj6intvVzwAh6NILa2uTzbG0cnUEuejEpRinPoBtmFxU8TlqWAmJGR+qyFWVh+BuQbNLByM/X0wGEeySZnbEd4MKWnYxdKvF4au65t0EsNOCAVkpOzizsOkknx3NHiMUpNsL6z1XkBZESsaT65VgczbNOFMqiJsyVtppkbYghlA2Hj91dY2MU2B5VnNlwDnCK13OYK9WGshIZjy8zCBsgjMb0FiHS1XtW5tzxMb7q5h6yNeECL5fgK6oupscTtWHGGVsYAz3ahtv0oxgkw+sNhLKu6ywBQJZB1wrnCadHWrYC4qYt11fIM9P9L329gPABdEj1ok7w/Z7ZPJCzLdqspSzUGbFwCVbhjykOCq0zaGEwc8BU5Yt1IskAzVyGgW5xajdChjQNEMRhSQOdXFmUrgm6IddTgidh8a89DYM4ipfpxLnbwHBUcTArk8+TkRLUMIg3snV7Xak5EIZWmN5UvP9Kc4x1IENMvyDTzq+S4QFituYqurQMRqG8XjdtyPSY7U2o4TBkjoTJuVO5WGQnKBJGplkcIGY7xdlo0M2+9e1Ev1Ijwu9RYQ+sKGd+nSU68XXtxKWjJVq/qTtSGJjWlz1iOy6fKHv5TikMwHT6A113jiUnOfHsiINeahboOiw1GSbA80yY/TEUFeXB60+7u9LXGBB+cOs5Xhc7IYoDedZMx2j4IKnz4giumgHXtpkKwngcQJ6HDhCOKC+9vnPyVdrZVwl5dmXt05EQxWo9/86AU6LkEffRqHjle3+CInF2OPuw/PNSR1VkkbMDYM4RBdhAF37T582dGTj7Y0oum3b7pmWg20AM55yGzmbQiOvYhOg7OkMl2Ikf9K6fGIAJMW5GjlEkWIRuJs0gB+tEihdK08jCeg4kgP8UIA2Lv7z1GA8H70JNKsazOAIKxaXWQbIlKAXyg0UVsZPjtodRJ4S5NZwQvpZO9AHKX0eU8ozTSkFvjkBlwQYoN1AtAE1wRYYwtNT6LJEYMa2QfXDB4Evv9PTbW/vZnzgyIX1N19kJhI8+k9l5PxwKzWNTKsfF+4ktQklInAZhtH9bpdAtWmdC+XSgW+hkb9d+kKoAWNk+tD6L2dtT/HlObFcnJEgAunu8BBMjPZuzBQBC1kAkbYJJn/vhrWc4LvYA4alRFEDuUurhNybQAiLQbAa1s8UZec/vxm3qPuv4dYHlK8DNX0nIQWkFPRxyqZf8ebVgmzEo2DkLvENdO+Hen3LWkfScswNgTkeEEiZ1LRY5O0B0clJhHFYLTTFjE3TiG7ATihbxUa9lLWtZy1rWspa1/AnJ2xtKr2Uta1nLWtaylrV8Q7J2eNaylrWsZS1rWcufvKwdnrWsZS1rWcta1vInL2uHZy1rWcta1rKWtfzJy9rhWcta1rKWtaxlLX/ysnZ41rKWtaxlLWtZy5+8/D/Brq2x1MXhQgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Taking the first frame of the non-watermarked video\n", + "rnw,bnw,gnw = FrameCapture_extract(\"original_video.mp4\")\n", + "\n", + "# taking first frame for plotting out of 300\n", + "lst = [rnw,gnw,bnw]\n", + "name = [\"non-watermark red frame\",'non-watermark green frame',\"non-watermark blue frame\"]\n", + "fig, axs = plt.subplots(1,3, figsize=(10,10))\n", + "c =1\n", + "for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(1,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [5] Applying DWT And SVD On Non-Watermark Frame :" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "#Applying DWT twice on the non-watermarked frame\n", + "HHNWR,HHNWG,HHNWB = DWT_extr(rnw,gnw,bnw)\n", + " \n", + "#Applying SVD on the non-watermarked frame\n", + "unwr,snwr,vtnwr = SVD_extr(HHNWR)\n", + "unwg,snwg,vtnwg = SVD_extr(HHNWG)\n", + "unwb,snwb,vtnwb = SVD_extr(HHNWB)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [6] Subtracting SVD Value Of Watermarked Or Non-Watermarked Frame :" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Subtracting the singular values of watermarked and non-watermarked frame\n", + "red_logo = uwr - unwr\n", + "green_logo = uwg - unwg\n", + "blue_logo = uwb - unwb\n", + "\n", + "lst = [uwr,unwr,red_logo,uwg,unwg,green_logo,uwb,unwb,blue_logo]\n", + "name = [\"U-red_watermark\",\"U_red_unwatermark\",\"diff_of_svd_value_of_red\",\"U-green_watermark\",\"U_green_unwatermark\",\"diff_of_svd_value_of_green\",\"U-blue_watermark\",\"U_blue_unwatermark\",\"diff_of_svd_value_of_blue\",]\n", + "fig, axs = plt.subplots(3,3, figsize=(15,15))\n", + "c =1\n", + "for k in range(len(lst)):\n", + " fig.set_facecolor(\"white\") \n", + " plt.subplot(3,3,c)\n", + " plt.imshow(lst[k])\n", + " plt.title(str(name[k]))\n", + " plt.axis('off')\n", + " c =c+1 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [7] SVD Value Of Original Logo/Watermark Image :" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "def Original_logo_USVT():\n", + " logo = cv2.imread(\"LOGO_1.png\")\n", + " b2,g2,r2 = cv2.split(logo)\n", + " # 1-level dwt\n", + " LLR3,HHR3 = pywt.dwt(r2,'db1')\n", + " LLG3,HHG3 = pywt.dwt(g2,'db1')\n", + " LLB3,HHB3 = pywt.dwt(b2,'db1')\n", + " # 2-level dwt\n", + " LLR4,HHR4 = pywt.dwt(LLR3,'db1')\n", + " LLG4,HHG4 = pywt.dwt(LLG3,'db1')\n", + " LLB4,HHB4 = pywt.dwt(LLB3,'db1')\n", + " # computing svd values \n", + " _,sr,vtr = svd(HHR4,full_matrices=True)\n", + " _,sg,vtg = svd(HHG4,full_matrices=True)\n", + " _,sb,vtb = svd(HHB4,full_matrices=True)\n", + " \n", + " return sr,vtr,sg,vtg,sb,vtb,LLR3,HHR3,LLG3,HHG3,LLB3,HHB3,LLR4,HHR4,LLG4,HHG4,LLB4,HHB4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [8] Applying Inverse SVD And DWT to Reconstruct Watermark :" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "def InverseSVD_reconstr(u,s,vt):\n", + " m,_ = u.shape\n", + " n,_ = vt.shape\n", + " Sigma = zeros((m,n))\n", + " for i in range(min(m,n)):\n", + " Sigma[i,i] = s[i]\n", + " B = dot(u,dot(Sigma,vt))\n", + " return B\n", + "\n", + "def IDWT_reconstr(a,b,c):\n", + " temp = pywt.idwt(b,a,'db1')\n", + " temp2 = pywt.idwt(temp,c,'db1')\n", + " return temp2\n", + "\n", + "#Get SVD values from original logo file\n", + "ur,vtr,ug,vtg,ub,vtb,LLR3,HHR3,LLG3,HHG3,LLB3,HHB3,LLR4,HHR4,LLG4,HHG4,LLB4,HHB4 = Original_logo_USVT()\n", + "\n", + "def Watermark_extraction(r,g,b,sr,vtr,sg,vtg,sb,vtb,LLR3,HHR3,LLG3,HHG3,LLB3,HHB3,LLR4,HHR4,LLG4,HHG4,LLB4,HHB4):\n", + " \n", + " r3 = InverseSVD_reconstr(r,sr,vtr)\n", + " g3 = InverseSVD_reconstr(g,sg,vtg)\n", + " b3 = InverseSVD_reconstr(b,sb,vtb)\n", + "\n", + " ir = IDWT_reconstr(r3,LLR4,HHR3)\n", + " ig = IDWT_reconstr(g3,LLG4,HHG3)\n", + " ib = IDWT_reconstr(b3,LLB4,HHB3)\n", + "\n", + " res = cv2.merge((ib,ig,ir)).astype(uint8) # merging reconstructed watermarked image \n", + " return res" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [9] Reconstructing Watermark :" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# Reconstructing the watermark\n", + "result = Watermark_extraction(red_logo,green_logo,blue_logo,ur,vtr,ug,vtg,ub,vtb,LLR3,HHR3,LLG3,HHG3,LLB3,HHB3,LLR4,HHR4,LLG4,HHG4,LLB4,HHB4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [10] Saving Watermark :" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Watermark_Extracted image')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Saving the watermark\n", + "cv2.imwrite(os.path.join(location , 'Watermark_Extracted.png'),result)\n", + "\n", + "fig =plt.figure(figsize=(15,4))\n", + "fig.set_facecolor(\"white\") \n", + "plt.imshow(result,cmap=plt.cm.gray)\n", + "plt.title(\"Watermark_Extracted image\")" + ] + }, + { + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 9c3a431414b4e6ea99fe411e063422f3292a2896 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 21 Apr 2021 11:52:02 +0530 Subject: [PATCH 29/30] Delete project.py --- Project/204102314_SonuKumari/project.py | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Project/204102314_SonuKumari/project.py diff --git a/Project/204102314_SonuKumari/project.py b/Project/204102314_SonuKumari/project.py deleted file mode 100644 index 8b13789..0000000 --- a/Project/204102314_SonuKumari/project.py +++ /dev/null @@ -1 +0,0 @@ - From c5a0099e9020dc644b613c1d002dfa4af45ee502 Mon Sep 17 00:00:00 2001 From: Sonukumari97 <71590865+Sonukumari97@users.noreply.github.com> Date: Wed, 21 Apr 2021 11:53:40 +0530 Subject: [PATCH 30/30] Add files via upload --- .../204102314_SonuKumari_Report.pdf | Bin 0 -> 846826 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 Project/204102314_SonuKumari/204102314_SonuKumari_Report.pdf diff --git a/Project/204102314_SonuKumari/204102314_SonuKumari_Report.pdf 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