Jet.ipynb
1.01 MB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Impact of the parameters: Jet opening angle\n",
"\n",
"Here is studied a more realistic case:\n",
"* z=0.1\n",
"* source spectrum is generated assuming a powerlaw spectrum (between Emin=1MeV and Emax=100TeV)\n",
"* EGMF (turbulent magnetic field): 1E-15 Gauss, L_B= 1 Mpc\n",
"* EBL model: Dominguez\n",
"\n",
"This part shows the impact on the halo effect if we play with the jet opening angle."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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qoG4B2bt3rw4ePKhp06b1ery+c8rwnDlzAju3HycuVT9o0CC9//3v1w9+8IOI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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd2367d450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YntqqukcCJwJdoyX3KsWRYCJ+Z6n6eREpOx3nUqJSnFxLvBQndHJuZh8ADgRm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\n4oUXXmDVqlX85Cc/YdasWRttt/XWW1O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kERt2drWISJF8+9vf5jOf+QwLFixg0003ZeHC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\nUQ0NDakOLdJoU/wi3/4xjz0AIJLq6uq0YMEC3X777Ro5cqQ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"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd227fc990>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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PArBs2TK+8pWvsHLlSs4666wO+0yePJkhQ4Zwww03dPm4FRUVrF69OlCWOXPm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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd21e4a810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import src.distribution\n",
"simus = [\"theta_j=90\",\"theta_j=15\",\"theta_j=5\",\"theta_j=1\",\"theta_j=0.1\"]\n",
"colors = ['k','b','r','g','c','m','y']\n",
"src.distribution.drawSpectrum(simus,colors=colors,yrange=[1e-3,2e-1])\n",
"src.distribution.drawArrivalAngle(simus,colors=colors,yrange=[1e-5,2e-2])\n",
"src.distribution.drawTiming(simus,colors=colors,yrange=[1e-7,2e-2])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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3V/Pwnx7m15t/zT8T/knLxBZ2HNnBx3UfhzymKLuIWSOdYGDmyJnMGjmLKXlT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OAAAg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fbd22cb1c10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from matplotlib.pyplot import figure, show, setp\n",
"from matplotlib import gridspec, rcParams\n",
"from numpy import loadtxt, sin, arcsin, size\n",
"from src.analytic import distance, lambda_gg\n",
"\n",
"label_size = 20\n",
"rcParams['xtick.labelsize'] = label_size \n",
"rcParams['ytick.labelsize'] = label_size \n",
"\n",
"fig1 = figure(figsize=(12,12))\n",
"gs = gridspec.GridSpec(2, 1, height_ratios=[1,1]) \n",
"fig1.subplots_adjust(hspace=0)\n",
"ax1 = fig1.add_subplot(gs[0])\n",
"ax2 = fig1.add_subplot(gs[1],sharex=ax1)\n",
"\n",
"theta_mean = loadtxt(\"Results/theta_mean_vs_jet_opening.dat\")\n",
"dt_mean = loadtxt(\"Results/delay_mean_vs_jet_opening.dat\")\n",
"Redshifts = theta_mean[1:,0]\n",
"i=1\n",
"for z in Redshifts:\n",
" p, = ax1.plot(theta_mean[0,1:],theta_mean[i,1:],'-*',linewidth=2)\n",
" #ax1.plot(theta_mean[0,1:],abs(arcsin(sin(theta_mean[0,1:])*lambda_gg(1e5,z)[1]/distance(z)[1])),'-.',color=p.get_color(),linewidth=2)\n",
" ax2.plot(dt_mean[0,1:],dt_mean[i,1:],'-*',color=p.get_color(),linewidth=2,label=\"z=%1.2f\"%float(z))\n",
" i+=1 \n",
"\n",
"ax1.set_xscale('log') \n",
"ax1.set_yscale('log')\n",
"#ax1.set_ylim([5e-5,1])\n",
"ax1.grid(b=True,which='major')\n",
"#ax1.legend(loc=\"best\")\n",
"ax1.set_ylabel(\"$\\\\theta_{avg}$ [degre]\",fontsize=label_size)\n",
"xticklabels = ax1.get_xticklabels()\n",
"setp(xticklabels, visible=False)\n",
"\n",
"ax2.set_xscale('log') \n",
"ax2.set_yscale('log')\n",
"#ax2.set_ylim([5e-1,5e6])\n",
"ax2.grid(b=True,which='major')\n",
"ax2.legend(loc=\"best\",fontsize=label_size)\n",
"ax2.set_xlabel(\"$\\\\theta_{jet}$ [degre]\",fontsize=label_size)\n",
"ax2.set_ylabel(\"$\\\\Delta t_{avg}$ [yrs]\",fontsize=label_size) \n",
"\n",
"show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Halo effect is also depending on the source jet opening angle. Figure shows\n",
"the photons mean arrival angle in the GeV band versus the jet opening angle of the source assuming\n",
"that the jet is oriented toward the observer at different redshifts. Size of the halo appears to\n",
"increase with the jet opening angle but also with the distance. Indeed the ratio of the halo size\n",
"between a collimated jet ($\\approx 0.1^\\circ$) and a isotropic source ($=90^\\circ$) is 4 - 5 at \n",
"z=0.1 and 2 at z=2. Thus the halo of a far source is less influenced by the jet than a close one.\n",
"\n",
"\n",
"## Misaligned jet: Impact du $\\theta_{obs}$\n",
"\n",
"* รฉtude en considรฉrant un jet d'ouverture $\\alpha_{jet}=5^\\circ$\n",
"* on jouera sur $\\theta_{obs}$ angle par rapport ร l'observateur"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ngFAIys6dcE2dCuOSS+ixHD0KNTcXiEQAnw92q1a0jRMn6LHpOnlpO3eGbNEC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NAAAg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\nTkT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QPvkE5coV2c7ytRRF5coohw9neq66di1mnz4ox49j69pVtnHxEaMKFVCOHZO/r1qF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c6bh7p8OcqqVdFuZ6dcORElWrYsyiefIG/fjl2z5iVVHwEoXFj4rj71FKGMhvcZECvBKi2s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\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MU6aAquIfMgSzb9/w84e0kP+k69a1jD+SDrZnzx769OlD3759eeCBB/KO2V+LPLKaWxCy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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9bd68c0bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"degre = np.pi/180\n",
" \n",
"def test(tobs=0.5,tjet=0.3):\n",
" # Plot a sphere in the observer spherical coordinates\n",
" #----------------------------------------------------\n",
" fig = plt.figure(figsize=(12,9))\n",
" ax = plt.axes(projection='3d') \n",
" \n",
" u, v = np.mgrid[0:2*np.pi:40j, 0:np.pi:21j]\n",
" x=np.cos(u)*np.sin(v)\n",
" y=np.sin(u)*np.sin(v)\n",
" z=np.cos(v)\n",
" ax.plot_wireframe(x, y, z, color=\"r\")\n",
" \n",
" r = np.arange(0,1,.01)\n",
" x=r*np.sin(tobs)*np.cos(0)\n",
" y=r*np.sin(tobs)*np.sin(0)\n",
" z=r*np.cos(tobs)\n",
" ax.plot(x,y,z,color='b')\n",
" \n",
"\n",
" # Circle in the spherical coordinates associated to the jet\n",
" #----------------------------------------------------------\n",
" # Number of points\n",
" n = 100\n",
" # Azimuthal angle Phi0\n",
" pmin = 0\n",
" pmax = 2*np.pi\n",
" p0 = pmin + (pmax-pmin)*np.arange(n)/(n-1.)\n",
" # Polar angle Theta0\n",
" t0 = tjet*np.ones(n)\n",
" \n",
" # Circle in the spherical coordinates associates to the observer\n",
" #---------------------------------------------------------------\n",
" # Polar angle Theta\n",
" st = np.cos(t0)*np.cos(tobs) + np.sin(t0)*np.sin(tobs)*np.cos(p0)\n",
" t = np.arccos(st)\n",
" # Azimuthal angle Theta\n",
" sin_p = np.sin(t0)*np.sin(p0)/np.sin(t)\n",
" p = np.arcsin(sin_p) \n",
" cos_p = ( -np.cos(t0)*np.sin(tobs) + np.sin(t0)*np.cos(tobs)*np.cos(p0))/np.sin(t)\n",
" p[cos_p>0] = np.pi-p[cos_p>0]\n",
" \n",
" # Plot the circle\n",
" #-----------------\n",
" x = np.sin(t)*np.cos(p)\n",
" y = np.sin(t)*np.sin(p)\n",
" z = np.cos(t)\n",
" ax.plot(x, y, z,marker='.')\n",
" plt.xlim([-1,1])\n",
" plt.ylim([-1,1])\n",
" ax.set_zlim(-1,1) \n",
" plt.xlabel('x')\n",
" plt.ylabel('y')\n",
" ax.set_zlabel('z')\n",
" plt.show()\n",
" \n",
"test(tjet=0.2,tobs=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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bkt4n6WmShurdIOnVrTwwj2j/NGGS6f9KepmkVZIGJK2W9HLgZ/H5T8cdjAgC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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb3b7a0d550>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OAp4hIv8N/JFfLcowjKEnjfR2KseivNtWFLFO6yFyHSK9RX8DlKUPEZ2sLDlB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\nEREREREjLkF7RERERMSI+382vya/4AaBiQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb3b2f10f10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YsaPM/r8KsGPHjono/6TVo/vZ3S4i72k0GjQajfTzL3CqpoXH27FjxyWTcD1Wt7rVh9eP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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb3b298dcd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from numpy import *\n",
"from modules.read import ReadProfile, resultsFile\n",
"from modules.analytic import degre, yr\n",
"from modules.distribution import distribution\n",
"\n",
"from matplotlib.pyplot import figure, show\n",
"from matplotlib.colors import LogNorm\n",
"from matplotlib import rcParams\n",
"label_size = 20\n",
"rcParams['xtick.labelsize'] = label_size \n",
"rcParams['ytick.labelsize'] = label_size \n",
"\n",
"def select_events(simulation,Erange=[1e-3,1e6],delayrange=[-1e8,1e30],powerlaw_index=1,tjet=180.,tobs=0.,generation='all'): \n",
" # 0 - generation\n",
" # 1 - weight\n",
" # 2 - energy [GeV]\n",
" # 3 - time delay [s]\n",
" # 4,5,6 - theta_pos, theta_dir, phi_dir [rad]\n",
" # 7 - source photon energy [GeV]\n",
" results = loadtxt(simulation+resultsFile,unpack=True)\n",
" Dsource,redshift,n_phot = ReadProfile(simulation,[2,3,4]) \n",
" try:\n",
" gen_select = int(generation)\n",
" cond = (results[0] == gen_select)\n",
" except:\n",
" # select photons only\n",
" cond = (results[0]%2==0) \n",
" # energy selection and time selection\n",
" cond = cond & (results[2] >= Erange[0]) & (results[2] <= Erange[1]) \n",
" cond = cond & (results[3] >= delayrange[0]) & (results[3] <= delayrange[1])\n",
" results = results[:,cond]\n",
"\n",
" # Apply source spectrum\n",
" results[1] /= n_phot \n",
" if \"simple case\" not in simulation: \n",
" # compute intrinsic luminosity \n",
" powerlaw_index = float(powerlaw_index) \n",
" results[1]*= results[7]**(1-powerlaw_index) * log(Erange[1]/Erange[0])\n",
" if powerlaw_index == 2:\n",
" results[1] /= log(Erange[1]/Erange[0])\n",
" else:\n",
" results[1] *= (2-powerlaw_index)/(Erange[1]**(2-powerlaw_index)-Erange[0]**(2-powerlaw_index))\n",
"\n",
" # misaligned jet & jet opening angle selection \n",
" results = append(results,zeros((2,size(results,axis=1))),axis=0)\n",
" phi_dj = 0\n",
" results[8] = phi_dj\n",
" results[9] = cos(tobs*degre)*cos(results[4])+sin(tobs*degre)*sin(results[4])*cos(phi_dj-results[6])\n",
" tabi = results\n",
" Nphi=200\n",
" for phi_dj in linspace(-pi,pi,Nphi-1):\n",
" #for phi_dj in 2*pi*random.rand(Nphi):\n",
" results[8] = phi_dj\n",
" results[9] = cos(tobs*degre)*cos(results[4])+sin(tobs*degre)*sin(results[4])*cos(phi_dj-results[6])\n",
" tabi = append(tabi,results,axis=1)\n",
" results = tabi \n",
" cond = (arccos(results[9])/degre < tjet)\n",
" results = results[:,cond] \n",
" #if tjet < 90:\n",
" # sigma = sin(tjet*degre)\n",
" # results[1] *= exp((sin(arccos(results[9]))/sigma)**2) \n",
" results[1] /= Nphi * Dsource**2 *(2*pi*(1-cos(tjet*degre)))\n",
" \n",
" return results[1],results[2],results[3],results[5],results[8],results[7],results[0]\n",
"\n",
"def test(fileId,tobs=0,tjet=180,borne=[20,20]): # degres\n",
" weight, energy, time, theta_d, phi_d, Es, generation = select_events(fileId,Erange=[1e0,1e5],powerlaw_index=1.2,tjet=tjet,tobs=tobs)\n",
" fig = figure(figsize=(12,5))\n",
" ax = fig.add_subplot(111) \n",
"\n",
" steps_by_degre = 5\n",
" philim=float(borne[0])\n",
" thetalim=float(borne[1])\n",
" bining = array([int(steps_by_degre*2*thetalim)+1,int(steps_by_degre*2*philim)+1])\n",
" limits = [[-2,2],[-2,8]]\n",
"\n",
" #H,xedges,yedges,im = ax.hist2d(theta_d*cos(phi_d-pi/2)/degre,theta_d*sin(phi_d-pi/2)/degre,bining,weights=weight,norm=LogNorm(),range=limits)\n",
" H,xedges,yedges = histogram2d(theta_d*cos(phi_d)/degre,theta_d*sin(phi_d)/degre,bining,weights=weight,range=limits)\n",
" lim = 1e-3*amax(H)\n",
" H = select([H>lim,H<=lim],[H,lim])\n",
" im = ax.imshow(H,norm=LogNorm(),extent=(-2,8,-2,2))\n",
" cbar=fig.colorbar(im, ax=ax)\n",
" cbar.ax.set_ylabel(\"Surface brightness $dN/(dSd\\\\Omega_d)$\",fontsize=label_size)\n",
" \n",
" #th = linspace(0,10,100)\n",
" #phi_max = arccos(sqrt(1-(sin(tjet*degre)/sin(tobs*degre))**2))\n",
" #ax.plot(th*cos(phi_max),th*sin(phi_max),linewidth=2,color='k')\n",
" #ax.plot(th*cos(phi_max),-th*sin(phi_max),linewidth=2,color='k')\n",
" \n",
" ax.set_xlim((-2,8))\n",
" ax.set_ylim((-2,2))\n",
" ax.set_xlabel(\"$\\\\theta_d$ $\\\\cos(\\\\phi_d)$ [deg]\",fontsize=label_size)\n",
" ax.set_ylabel(\"$\\\\theta_d$ $\\\\sin(\\\\phi_d)$ [deg]\",fontsize=label_size)\n",
" ax.set_title(\"$\\\\theta_{jet}=$%1.0f$^\\\\circ$, $\\\\theta_{obs}=$%1.0f$^\\\\circ$\"%(tjet,tobs),fontsize=label_size)\n",
" ax.grid(b=True,which='major',color='w')\n",
"\n",
"fileId=\"Simulations/z=0.14/EGMF=1e-15G\" \n",
"#fileId=\"Simulations/simple case/EGMF=1e-16G\" \n",
"test(fileId,tjet=3.,tobs=0,borne=[5,5])\n",
"test(fileId,tjet=3.,tobs=5,borne=[5,5])\n",
"test(fileId,tjet=3.,tobs=10,borne=[5,5])\n",
" \n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IGTXGCEJcIAhxAeTDzJkz9fnPf15z587VOeeco5kzZyY9pLKRJABAChUKklnP\nF0rlAWTJ+vXrdfnll2vmzJmaMmWKdu7cmfSQQps5c6aeeeYZ/f73v9euXbv0wgsvaO7cudq0aVOn\nx73wwguqr6/X0KFDJUknnHCChg8frh07diQx7IqRJAAxq6+vT3oISKGe4iJkmXzoxyEbOF8gz9av\nX6/Jkydrzpw5mjt3rsaOHavZs2cnPazQ5s+fr3Hjxmnw4MEaOHCgPvzhD2vv3r16z3ve0+lx7n5Q\nudDevXurOdRIkCQAQIq5d30JgxkJAGmwe/duTZ48WVdccYWOPvpoSdKxxx6rhx9+OOGRhffe975X\nl112mc455xzNmDFDK1euDExyRo0apaVLl+qNN96QJK1bt05btmzRoEGDqj3kXumb9ACAvCsWi3w7\niE4KBWnx4qKk+tiPxYxEtnC+QF4tWLBAr7/+ui644IKO25qbm7Vx40bt3btXffr0SXB04YwYMUK3\n3357qMfOnz9f8+fP186dOzV06FBdf/31MY8ueiQJqEnlLHsI7K/0Ab/nxzU0SE1NwfeFDb2wW3CE\n2devu5mH9uf39Drd/UwA0JW3335b8+bN07Rp09S3758+eq5Zs0aStG/fvkwkCeWoq6vLZGKwP5KE\niDU2Nqq+vp5vglKumhulEQvZETYBCGPx4p4+dNeHLhnqSkND+IQlitchr44f5wvk0X333adt27bp\nvPPO63T7008/rSOOOEL9+vVLaGTl2b17t+bOnautW7fqkEMO0csvv6y5c+dq5MiRVR1HsVisykpo\n7JMQIfZJyA7WPUeQMN/ISz1/ox4m2cjat/Lt/za1+CvD+QKVYp+EkrPPPluPPfaYzjjjjI7bWltb\nVSwWddppp+mJJ56I9fiXXnqpVqxYUdZzFixYoAkTJnS67QMf+ICeeOKJjkbl//iP/9CMGTP061//\nuqPPIgpp2SeBJCFCJAnZUc03fWqM06GcWYJq/BpnLS6iSqCyiPMFKlVJkmBzYvvM1y2/Np743rt3\nrwYPHqxPfvKTuvfeeztuX7JkiQqFgq655ho1NjbGcuyouXvH+UAqlUkNGjRIn/3sZ7VgwYLIjpOW\nJIHVjQDUhKj7AGpN2H8XSpIA7G/Tpk3avn27xo4d2+n29rLfKVOmJDGsitgB35Yccsghete73qVF\nixYlNKJ4MZMQIWYSsoPygdpTy+Uy1ZLXf2POF6gU5UbSf/3Xf+ljH/uYHn/8cU2cOFGStGfPHr3n\nPe/RSSfj/n31AAAgAElEQVSdlJldxttLj5588slOtx9zzDHatm2bdu3aFdmx0jKTQOMyAAAAYtG+\nmtGwYcM6bluyZIm2bNmiBx98MNRrLFy4ULNmzdIDDzyg008/vewxXHbZZVq5cmVZz7nppps0fvz4\njusrV64MbFDeunWrRowYUfaYsoCZhAgxk5Ad1BjXnrR9y53HuEjbv3FUOF+gUswkSG+++aaGDBmi\ntWvXdnzIrq+v14knnhh6z4GWlhYdd9xxeu211zotoVpNU6ZM0R133KGjjjqq47aVK1fqz//8z/W1\nr30t0p2j0zKTQE8CcqdQKMjMur0AAID4DR48WOPGjevYE+Huu+9Wa2urbr311tCvUSwWNX78+MQS\nBEn60pe+pOnTp2v37t2SSl8a3HzzzRo3bpyuvvrqxMYVJ2YSIsRMQjqETQIaGhrUlLdlWNClvH7L\nnSZ5/TemJwGVYiahZM2aNbr66qt1zDHH6LDDDtP8+fN16KGHdnpM+4duqbQR2Zo1azR//nyZmaZP\nn65XX31V55xzjp588klNmzZNp5xyiiSpqalJr7zyigYOHCgz00UXXRTbz/HUU0/p1ltv1Tve8Q5t\n375dH/rQhzR79uyDfpbeSstMAklChEgS0oE39NqTtuVNa1Xek4Se8MUDDkSSEN7UqVN1/PHH68or\nr5QkXXzxxWpoaNC5556rUaNG6a677tKYMWPU1NSkO++8U4sWLdKOHTs0fvx4rVq1Slu3btWFF14Y\nerPUNEtLkkC5ERCzrKzckGVZXN6UuMiOsDuvR/HhhLhALXr++ef10EMP6Qtf+ELHbdu2bdPGjRu1\nadMm7d69W2PGjJEkbd68WVu2bJEk9evXT83NzRo9erTmzZune+65J4nh5xZJAoBUKxRK31B3d2nn\n3v2FL3lRiaamJrl7txcAlVu2bJkmTpyofv36SZJ27dqlp556SpMmTdLy5cs7rTL06KOP6qyzzpIk\n9e/fX2vWrNGcOXO0YsUK3XLLLYmMP69YAhWIGSuVdK2cMqGepGmWIAziAkGIC9Si4cOHa8CAAR3X\nb7jhBl1yySUaPXq0tm7dqrq6OknSunXrtHr1ai1cuFAbNmzQRz/6Ub366qs6++yz1draqjfeeCOp\nHyGX6EmIED0J6UBPQnaEXWiqoYFZgCyIcuGwrP2fc95BEHoSwnF3zZo1SyNGjFBLS4v69++vqVOn\ndtx31VVX6ZRTTtHy5cv11a9+VcOGDVNLS4tuu+02vec979GuXbvU0tKi6dOnJ/yTRCMtPQkkCREi\nSUiHtL1Zs+551/La6BpGHuMiypkhKVtxEdV5J49xUctIElCJtCQJlBsBACIR1Tf/bGUCAMljJiFC\nzCTEr1AohF5BhP+L9KvlmQR0LYtxkbYZTKQDMwmoRFpmEljdCJkSNkEIu2Qh4lPOqkQAACBdSBKQ\nST0tR5imDY1qdd3zLO5dUE21GhfoHnEBIC3oSQAQK2baAQDIHnoSIkRPQvyo+02Hclax4b8K5aIn\nAXlBTwIqQU9CTjU2NjJdjNyjlAgAgGQUi0U1NjbGfhxmEiLETEL8svhtXdbWPWeWoDqyFhfVVMsz\nCcRFvjCTgEowkwAglZglACpnZl1eCoVC0sMDgNCYSYgQMwnxy+JMQtZk8Vtc5EsWYzDsHi6cu2oL\nMwmoRFpmEkgSIkSSED+ShPhl8QMa8iWPMci5qzaRJKASaUkSKDdCahQKhW6n6tvfZLMmTY3sbHCW\nHmmKC6QHcZE/Pb2vceFy4CUt2CcBqcFuyvGj3wBZ0tN7ZUODlKJ9E4GDRDWLQEM7kkC5UYSMcqNe\nac+e+TeMj+WwjAP5k8cVtji/AYiaGT0JmUGS0Du8icaPJAF5kbVY5vwGIGpxJwn0JAAxo8YYQYgL\nBCEuEIS4QBJi70kws+MkfVDSIElbJW1w93VxHxeoNeWUaAAAAHQntnIjMzte0g8lnSTp95LeljRQ\n0lGSXpB0nru/FMvBE0K5UdfCriEuMR1fqbALItDsiTyg3AhArctsT4KZ3S7pLknP7//J2cz6SjpD\n0gXufkksB08ISULXwi7p1dDQoCY+wR4kj42cQG+QJACodVnuSXja3Z878FOzu+9x98clLYvx2Egp\nd+/2kscEIYpaUpYuzR9qjBGEuEAQ4gJJiDNJ+KiZHR10h5kdK2lcjMcGcsm9+0sOcywAAJCAOMuN\nPirpQUk7Jb0paZckkzRM0hBJn3H3pbEcPCGUG3WNqfbeyVppBRC3rP1OcA4EELXM9iRIkpkdJmmC\npOMkvUvSHyS9KOkX7r4ntgMnhCSha7xB9k7WPhABccva7wTnQABRy1xPgpmNMrNvmlmDpFZ3f8zd\nv+vuX3f377j7sjwmCEBXqCVFEOICQYgLBCEukITIkwR3//8kXS3p/ZJWmNmtbaVHAABEyqz7S6GQ\n9AgBIJvKLjcyszHu/kzIxx4t6SlJ73f3PhWML1MoN+oaU+29k7XSCiBuWVsWmHMggKilsdzo38I+\n0N1fl/RPKjUsAwhQKPT8bSiAzpqael7tCwBQuUqShEHlPNjdfyFpfQXHAXKhp1pS9kCoTdQYIwhx\ngSDEBZJQSZLwUTO73swmmln/kM9ZX8FxkBGFQkFm1u2lls2cGW6WgD0QAABAWlTSk7Bvv6u7JT0v\n6cm2y1PuviPgOUvc/azeDDQLarUnIWwS0NDQkMsdlXsS5p+noYEkAIhamnp56EkAELW4exL6VvCc\nFyVNVWn/gzMkjW27fEnSXjP7jUoJwxMq7YfwpuhJqAm8+XWPfx4AAJAVlZQbrXP3J9z9a+7+15Lq\nJJ0m6cuSHpP0AUlfkPQjSW+Y2QuSPhbVgIHsKSY9AKQQNcYIQlwgCHGBJFQyk3DO/lfcvVXSr9ou\n88ysj6TR+tNMw3hJR/RynAAAAACqpOyehLIPYNZX0m/d/c9iPVAK1HpPQi3+7GGkqS4aqCVp+t3j\nPAkgamncJ6Es7r5H0oa4j5MWjY2NTAsCAMoWZqU4M1OBbaSBmlYsFtXY2Bj7cWKfSZAkMzvB3dfG\nfqCEMZNQez97GGZFSfWp+DYT6VEsFlVfX5/0MHItazMJ5SwXzfm2tnC+QJDMzyRIUi0kCKhN7JYM\noBxh9pNx9y4vAFAtoZMEM/s7M/uxmU0xs8PiHBSQFeF2S65nt2QchG8Fa0tDyJNA2MehtnC+QBLK\nKjcysxMlfVpSQdILkv5D0mPuvq/bJ9YIyo1q8Wcv/VmDPzqQenn8/azl8y2AzlJVbuTuL7r7Ne7+\n55K+JalB0koz+6aZjY1lhEhUmEY6dI9GdgQhLqqnp5LANPUBExcIQlwgCRX3JLj7cnf/gqSPSHpE\n0mVmttLMrjOzkyMbIRK1OFw9DVPkAFIn7Gkp5GkOAGpKpKsbmVl/lUqR/kHSeyU9JOmH7r4xsoOk\nWB7LjZja7l4eyxmAWpK132HOyQDaxV1uFNsSqGZ2pKTJks6TdJik+yTd7+7bYjlgCpAk1J6sfcAA\n0FnWfoc5JwNol6qehHK4e7O73+3uH1dpZqG/pEfM7Kdm9mkzGxDXsYEoRLW8KbWkCEJcIAhxgSDE\nBZJQrX0SNrv7Le5+uqTpkj6g0swCkFph65RpxwAAAHlTdrmRmX1E0mvu/lo8Q8ouyo3yJWtlCADK\nl7Xf81o+JwPoLHU9CWa2T9JbkpZJ2iTpR+7+n/vd/16VkojWKAeaBSQJ+ZK1Dw8Aype13/NaPicD\n6CyNPQkuaYy7f9Ld/3n/BKHNkZJuMbO5Zjay90MEso1aUgQhLhCEuEAQ4gJJ6FvBc15w99Vd3dl2\n3zQzGyHpG2b2Tkm3u/v9lQ4SAAAAQPVUUm70qLv/TdvfD5c0VtIv3X1XF49fKOlCd+/T28GmXdbK\njQqFQujN0rL0c0Ula2UIAMqXtd9zyo0AtEtjudHe/f7+R0lDJBXN7Bkzm2dmhbZN1dp9WdK+3gwS\n8ajl3ZSjWt4UAAAgj3q1BKq773H3H0r6hKRTJa2TNEDSu/d7zOa225FS7t7tpampKekhRq6ay5tS\nS4ogxAWCEBcIQlwgCZX0JByUWLj7NjNb5e53dfGczRUcB4gdM/YApJ5nDxsapBx+XwIAXaqkJ2GH\npJsk/VzSM+1LnZrZEnc/q4vndHlfnmStJ6GWa1uzVocMIB6FQviZxTScL2r5vA2gs7Tuk9DuLUm/\nlFSU9ElJZ7j77oDnkCSkUC2/2ZAkAAgrTeeLWj5vA+gsjY3LL0qaKOlaSb+SNE7S1yR9TFKzmf3C\nzK43swYzO7LtObSBomZRS4ogxAWChI0LM+v2UigU4h0oqorzBZJQSU/CS+7+hKQnJH3NzPpJ+qik\nCZLOkHRa20WS9pnZGknHRDFYAABqWUNDQ6iV6cKuXgcAXamk3Kjbmhoz6yNptP6UNIyXVMc+CemT\n12nrrNUYA0i3NJUbhZHXczuAzlLXk1D2Acz6Svqtu/9ZrAdKAZKEdAi7xwGrlQAIgyQBQBqlsSeh\nLO6+R9KGuI8DHMi9+0u1EgRqSRGEuEAQ4gJBiAskoewkwcw+vl9DclifL/c4AAAAAJJRSU9Cs6TD\nJf1apaVPi5KedPfmAx43QtK/Stoi6TZ3fzOC8aYa5UbpkLXSAADplrVzSl7P7QA6S11Pgpn9t6Sb\nJf2lpHpJ75O0T9IqdU4atrc9fqik69z9/4lq0GlFkpAOWXtDB5BuWTun5PXcDqCzNPYkPOLu33H3\nS9x9hKQRkv5F0gmSzpP0iKRtZvacmd0g6RxJ749sxAilUCj0uI42qoNaUgQhLhCEuEAQ4gJJKHuf\nBHe/8oDrG8zsZEkj3X2zmR2n0gzDGSolDQMkXdHrkaIsYdfIbmhoiHkkAAAAyJpIlkA1s3nu/qWA\n2w+T9C1J33D3tb0+UMqlqdyolqebs1YaACDdsnZOqeXzP1BL0lhuFOT9ZvbeA2909z9KulzStIiO\ngxpXKJTesLu7AAAAoHeiShK+I+l5M/t0247LHdx9r6Q9ER0HNS7sTsppqqKilhRBiAsEiTIueupL\nKxQKkR0L8eJ8gSSU3ZMQxN2XmtlMSfdI+qaZPSrpV5L+V9LxkkZGcRygHbPoABCsoaEhVF9a2N41\nALUpkp6Ejhcz+7Ck6yR9Qn+apVglaYq7vxzZgVKKnoT4Za02GED25fG8k9f3CKCWpG6fhFAvalYn\n6QOSmt19XeQHSCmShPjl8c0aQLrl8byT1/cIoJZkpXG5E3f/g7s/V0sJQjWxB0K2UEuKIMRF9vS0\naEIUJf7EBYIQF0hC6CTBzP7OzH5sZlPaljZFgMbGxth/mdkDAQCqJ+yplBJ/ANVQLBbV2NgY+3HK\nKjcysxMlfVpSQdILkv5D0mPuvi+e4WVLtcqN8jpNXCiEf5PN2Y8OIOOyVpIUdsa5oaFBTU1NMY8G\nQCVS25NgZn8p6R9V2l35SUk/cPdfRTe07CFJ6J2wVVINDRLvWQDSJGtJQqFQCD0rnbf3GiAvUtuT\n4O7L3f0Lkj4i6RFJl5nZSjO7zsxOjmyEqDnu3V+yliBQS4ogxAWCVCsumpqa5O7dXpAenC+QhF7v\nk9C2Wdpjkh4zs/4qlSLNaduB+SFJP3T3jb09DgAAAIDqiGUJVEkysyMlTZZ0nqTDJN0n6X533xbL\nAVOAcqPeydp0PQC0y+P5K6/vNUBepLbcqCfu3uzud7v7xyX9g6T+kh4xs5+a2afNbEBcx0b6FAo9\nLx8IAACAdCg7STCzq8p9jrtvdvdb3P10SdNV2mjtvnJfB9kVdtWiPK7aSi0pghAXCEJcIAhxgSRU\n0pNwqaQbKj2gu78k6d8qfT6yjVlrAACA9Cu7J8HM9klqlPQdd98Sx6CyKqqehLBL02WpTjSP9boA\n0C6P5zh6EoB0i7snoZKZhD9K2i7pS2Y2TFKzpF9KesLdfxfl4GpVmASB3ZQBAAAQl0oal59p6y+4\n0t0vkPRlSb+XNM3MfmBm3zWzS83sA9EOtfZ0t341O2BmB7WkCEJcIEga48LMur0UCoWkh5h7aYwL\n5F8lSUKnr7Ddfbu7L3b3L7v7pyX9i6T1kr5hZpvM7D4zuyyCsQIAgCoJO2MddudmANkS6T4JZtZP\n0rmSpkoa13bzi5Juc/fbIjtQSkXVk5DHOtA81usCQLtaPcfl8f0KyIo09iQcxMxGSPpnSf8k6V2S\n9qi02/K33X1ZFMcAAAAAUB0Vb6ZmZoeY2d+a2WJJL0m6WtJuSXMkvc/dp5AgANSSIhhxgSDEBYIQ\nF0hCJZupHW1msyW9ImmRpE9IKkqaolJyMMfdX4t0lEg1dlMGgJLuzoP09wLIkkr2SXhL0mEqLX36\n7yqVFK2NYWyZU6s9CWGTgIYGiUWZAORRoRBuZ/mMnNZDy9r7FZAncfckVLqZ2suS/lXSz939rTgG\nlkW1niRkZLgAUHV5PU9m7f0KyJO4k4RKehJ+JWmypPdJ+q6ZPWRm15vZ35jZ4UFPMLN/6s0ggSyj\nlhRBiAsEIS4QhLhAEipZ3Wiju/9G0m8kfUuSzOwESeMl/YOZDVJpn4SipF+4+3ZJsyTdHcWAAQAA\nAMQr0n0SOl7U7H0qJQ2nSxoraZS794n8QCkTptyoUCiE3ngmK9O3eZ1GB4Co5PU8SbkRkJzU9SSU\nfQCzd0t6yd0DS5HyJEySYCG7fBsaGtSUkS7fvL75AUBU8nqeJEkAkpPGnoSytC2H+lzcx8kad+/2\nkpUEAT2jlhRBiAsEIS4QhLhAEmJPEtqcX6XjAAAAAOilSpZA/bikZ9y9OZ4hZVc55UZ5mprN6zQ6\nAEQlr+fJPL6nAVmRxnKj+yW9aWbPm9mNZva3ZnbkgQ8ysxFm9k0zu8bMBvd+qEgCuykDAADUnkqS\nhNclXaHSEqifkrRIpaThOTP7hpl90syOcPdX3P0KSbdLmhvdkFFNIRdiUkNDvOPIMmpJEYS4QBDi\nAkGICyShkn0SHnH370j6jtSx3GlB0jxJR6u0E/M+M1slaZmkdZLeH81wkRRmkgEAXelp5b4srdgH\noCSSJVDN7FuS/l9332xmx0mql3SGpEmSBki6wt1/2OsDpVweexLyWkcLANWU13NpHvf+AbIiE/sk\nmNk8d/9SwO2HqbQr8zfcfW2vD5RyJAkAgCC1fC7N2vsekBVpbFwO8n4ze++BN7r7HyVdLmlaRMcB\nModaUgQhLhCEuEAQ4gJJiCpJ+I6k583s02bWZ/873H2vpD0RHSdTzOygCwAAAJB2kZQbSZKZXapS\nsrBD0qOSfiXpfyUdL6ne3f82kgOl2IHlRl0lBVlq4KrlKXIAiEotn0spNwLikYmehI4XM/uwpOsk\nfUJ/mqVYJWmKu78c2YFSKkxPQtbU8hsbAESlls+lJAlAPLLSkyBJcvdfu/snJb1L0l9KOsHdP1IL\nCUIWsVFadVBLiiDEBYIQFwhCXCAJleyT0CN3/4Ok5+J4bUSHjdIAAAAQJNJyo1qXtXKjWp7+BoBq\nquXzLeVGQDwyVW4EAAAAIPtIEoCYUUuKIMQFghAXCEJcIAkkCQAAAAA6oSchQvQkAACC1PL5lp4E\nIB6p6Ekws+Fm9vdt+yC03/Y+MxtjZgPjGhwAALUizLLUZqXHAUDcekwSzGyCpHWS7pe00sxuaLtr\ns6R3S2qOb3hA9lFLiiDEBQ5UWpa6GPJxqCWcL5CEMDMJX5F0kaQ6SaMkDTOzue7+R0m/ksSWWwAA\nRMS960uWmVm3lwJTJECq9NiTYGaN7t54wG2XStonabGk19ydBmjRkwAACFbODvbdnZOzeN4uFApa\nHHL6I0vvoUDS0tCTsL1tIO9vv8HdvyfpDUmk/QAA9CDszvV53OG+qalJ7t7tBUD6hEkSnjazr0t6\nyczGtN/o7k2SXpa0M67BoXJhGuBQHdSSIghxUVuamrovI2q/XHVVMemhIoU4XyAJfXt6gLs/a2ar\nJf3Q3X9jZh9RqcToNXd/Yv8Vj5AeYRvb8vitFQAAAHqn7H0SzGyfpLckLZO0SdKP3P0/97v/vSol\nEa1RDjQL0tSTkMW6VQBA9/J6bmcvBaB8cfck9DiTEMAljXH31V3cf6SkL5nZDknfc/d1FY8OAAAA\nQNVVsirRC90kCHL31e4+TdIdkuaa2VIzO7fiEQIZRy0pghAXCEJcIAhxgSRUkiRsbv+LmR1uZn9t\nZgMOfJC7v+LukyVtkPTDXowRAAAAQBVV0pOwxN3Pavt7X0lTJH1RpX0TnpD0pKTH3f3ttscMk7TR\n3ftFOfA0oicBABCnvJ7b6UkAypeGfRK65O573P2Hkj4h6VRJ6yQNkPTu/R6zue32zDGzL5vZf5lZ\ns5m9YWaPmNkHkx4XAAB5xK7MQHpUkiQc9Bx33yZplbvf5e4PuPsrBzxk84HPyYgzJH1L0lhJfyVp\nj6Sfm9k7Ex0VMoVaUgQhLhCkVuOiIeR63GF3bs6bWo0LJKuS1Y3GmdkcST+X9Mx+S51u6+Y5f6zg\nOIlz90/sf93MPiOpWdI4SU2JDAoAgJxpaur5LdXYBRSoqkr3SWj3lqRfSipK+qSkM9x9d8BzOvoY\nsszM3q3S3hCnu/svA+6vSk9CoRB+szTKOwEgP/LakxAGfQtAZ2ncJ+FFSVMlTVCpHGecpElt9zWb\n2XOSfiHpKUlPu3uzpLyk/wskrZT0qyQHwW7KAAAAiFMlPQkvufsT7v41d/9rSXWSTpP0ZZV2Yf6Q\npJmSfirpTTNbLeljUQ04Dmb2j2a2Y7/LaQGPuUmlhGhyWpYwcu/+EmL2FlVALSmCEBcIQlwgCHGB\nJFSSJJy9/xV3b3X3X7n7PHdvkHSUpL+QNEOlRGG4pCN6O1Az+3sz+6aZ/cLMtpvZPjP7vz085xgz\nu9vMXjWzt83sFTO72czqDnjoIkkf3u/y/AGvc7Ok8yT9lbuv7+3PAgAAAKRZ2T0JZR+gtJfCb939\nz3r5OqtUmqXYoVJfwImS7nX3C7t4/PEq9UsMkfSwSmVSH5M0UdJaSae1rcrU03EXqLQXxER3X9vD\nY6syyVDLNakAUMtq+fxPTwLQWar3SQjD3feotOtyb02XNNLdj1SpJ6In31YpQbjC3T/l7rPcfZKk\nmyWdIOm6nl7AzG6TdLGkf1Sp32JY2+XwSn8IAAAAIO1iTxLafL63L+DuRXd/ue1qt1lT2yzCmZJe\ncffbDrj7Wkm7JF1gZgN6OOxUSQMlPS7p1f0uM8ocPmoYtaQIQlwgCHGBIMQFklDJ6kZl66lMJwYT\n2/58NGAsO83saZWSiDGSlnb1Iu5erSQKAAAASI28fgg+oe3P/+7i/nVtf46swljKViiU6k67uiBb\n6uvrkx4CUoi4QBDiAkGICyShKjMJCTiy7c/mLu5vv/3AVY567eKLL9Zxxx1XevG6Oo0ePbrjl7t9\nurCn64sX17e9WrHtz4OvNzSEfz2uc53rXOd6Pq63vx+kZTzV//l73nm5oaFBV111VSrGy3WuR3m9\n/e/r169XNcS+ulEczKxepTKhwNWNzOxOSZ+V9Fl3vzvg/utU2tfhy+4+L8JxRbK6US2vXpFHxWKx\n4xcdaEdcIEhPcVHL7w+FQkGLQ+4mmsXPNt3hfIEgmV/dKCHtMwVHdnF/++1/qMJYAACIVHclqWal\nstW8aWpqkrt3ewEQnbwmCS+2/XlCF/e39yJ01bMARIZvfxCEuECQnuKioSHc64T8wh0ZwfkCSchr\nT8Kytj/PtANqgMxskKTTJLVIeiaJwQEAUImmpp4fwwIXAKLQ65kEMxtlZlea2b1m9isz+62ZrTWz\n5WZ2n5l9ycz+PIrBhuXu/6PS8qcjJE074O45kgZI+r/u/lY1x4XatH/DEdCOuEAQ4gJBiAskoaKZ\nBDM7RNKnVWr+PUbSLyW9oFKZzzZJ+yQNbruMlzTTzLaotNvxne6+t4JjniPpnLarw9r+HGdm97T9\nfYu7X7XfUz7XNq5bzWxS29g+ptLSEGslzS53DAAAAEAtKHt1IzN7v6R/l7RR0i2SnuvpQ39bUvHn\nkv5F0ockfcbdf1Pmca9VabfkAwfcPrG63t3ff8BzjpH0b5I+oVLC8qqkH0ua4+5dLY9aMVY3AgAk\nrZbfQ9qXR6WJGbUg7tWNykoSzGy0pPmSPufuL1V0QLMRkr4taZ67Fyt5jbQKkyQUCuEbyjjHAQDK\nRZJAkoDakLYlUM+R9LeVJgiS5O6vSPo/kiaaWZ9KXyerwiYIYVewQIx62vo65FqDxTFjanO9QnSL\nGmMEIS4QhLhAEsrqSXD3xqDbzexkd/9tGa/TqlLpUO40Njaqvr6+x+XK+JIjYeVM6fSkp9d59tne\nvwYAAIBKSWM1EsdIdlw2s69Lanb3ufvdVqdSc/At7r6p1wfJgDDlRrU8DVw1USYADQ3drzkY5j+0\np8cQFAAiVMunFMqNUEtS1ZPQ7QuZ/ULSBkkXuvu+tttOlPRTSWe5+7pIDpRiJAkpEXaR8J4SgCiP\nJZEkAKiKWj6lkCSglqStJyGQmY2S9L+SHlFp5SNJkru/KOkxSfdEcRygLO7dX3qbIEihmkeKIR+H\n2kKNMYJEGRe0QuUH5wskIZIkQdIPJG1w9/slLTOzb+9330ZJoyI6DpAuTU09JyPLlkWTkABACGG/\nk6AVCkB3oupJ2CLpVnf/Wtv1qyUNcvevmtl3VNrDYF6vD5RylBtVQR7XkA0TFGF/7ihKqADkXl7f\niyg3Qi3JRE+CmX1W0mckTdyvH+Hf2u7e7O7f7vLJOUKSUAXV7DeolnKan8MguAD0IK/vRSQJqCWZ\n6Elw97skfUXS8fvddo2kfZL+NopjAJ1Uo98gIpHWknb3MyNTqDFGEOICQYgLJCGqngS5+y8OXMGo\nbV+FO8zs1qiOgxwLs3lZntXqzw0AAFInsiVQuz2I2UB33xn7gRJGuVE3qrl3QdZE1W9Qs8EFoFx5\nPV1QboRakomeBJQcmCR09wVwzf2z57GXIG3y+q4PIHJ5PV2QJKCWZKInAX/S2NjYY+1gTS+Zn6Fe\ngvD5DA4AACAASURBVKhQS4ogxAWCEBcIQlxgf8ViUY2NjbEfp2/UL2hmp7r7yqhfNyv2/0/jiwwA\nAABEqb6+XvX19ZozZ06sx4m83MjMVrr7qZG+aEaE6UmoWXmd204T/o0BhJTXClDKjVBLKDdC+tX6\nqkQAkDHsygygJyQJ6L2w7yI12oxBLSmCEBcIUq24aGrquUUM6cH5AkmIvCcBNYx3FQAAgFygJyFC\nNduTQC18OuS1yBhAIrJ4aqcnAbUktfskmNlwSf32u8klmaTFks5q+7sOuP9Vd99T0QEzgCShBn/2\nNClnwzr+rwD0IIundpIE1JJUJglm1lfSt9U5SWj3fyQ90sVTb83z8qgkCTX4s4dQLBZVX1+f9DBK\n+L9KjVTFBVIjTXGRxdNFXpOENMUF0iPuJKGinoS22YDLgu5rKze6pFejAgAAAJAYehIixExCDf7s\nWcP/FYCQsni6yOtMAhCEfRIAAAAAVBVJArrHRmm9xvrWCEJcIAhxgSDEBZJAkhCxxsbGfP0ys1Ea\nANS0nr4nKhSSHuHBzKzbSyGNgwZCKhaLamxsjP04cfQk3OPuF0f6ohmRy56ELBalomv8fwIIKYur\nKhcKBS0OO+geNDQ0qIk9ZZBiqVwCFcFIEpB6/H8CiFAWTynlJBK5e09HrtC4DGRcKsvPslg/kDOp\njAskjriIX1NTk9y920vaEBdIAkkCUEvC9o5ENF0PAACyiXKjCGWu3CiLBaeIXxbrBwAkIq+nC/Zb\nQBZQboT4sHIRAAAAApAkoPQVUHcXVnfoFWpJEYS4QBDiAkGICyShKkmCmX26GscBAAAA0HtV6Ukw\ns6Xu/lexHyhhmetJyGsxKXqHuAAQUl5PF/QkIAsy35NgZu+QNCru4wAAAACIRtlJgpn9xsz2tl32\n9XDZK6lF0uDohw5kA7WkCEJcIAhxgSDEBZLQt4LnjJH0hKQ9ktaGeHx/SedWcBwAAAAACaioJ8HM\n/kLS59z9kpCPX+3up5R9oIyhJwG5QFwACCmvpwt6EpAFqexJcPf/kjSkjKdsquQ4WdTY2Mi0IAAA\nAGJRLBbV2NgY+3EqXt3IzE509xdDPnaIu2+p6EAZkqqZBHZTTo1isaj6+vqkhxFeXr8aTJnMxQWq\nImtxkdfTRdpmErIWF6iOVM4kSFLYBKHtsblPEFKH3ZTRW2bdXwqFpEcIAABiEnomwcz6SvqMuy/s\n9UFLKfoX3P2W3r5WmqRqJiGvX+8gfsxCAQgpr281aZtJAIKkZibB3fdI2mlmC8ysf6UHNLN3SnpQ\nUuiZCABV1NRUesfv7gIAAHKtrHIjd39A0iJJT5rZv7R94A/FzIab2TxJT0q6wd1/Vt5QgWyikR1B\niAsEIS4QhLhAEsreJ8Hdl5rZmZJmSXrJzF6R9EtJqyX9oe1yiKSjVNpE7WRJEyQNk3SbpDHu3hLN\n8AEAQNKsh4KHhobSJCWA7Kh4dSNJMrPDJRUknSlptKTjJB0pyVVKFl6R9JSkn0n6hbv/sZfjTTV6\nElAziC8Aym8LEz0JyIK4exJ6lSSgs6olCXk9KyM7SBIAhJTF0wVJArIgNY3LSBGWN82UXNeSskxq\nxXIdF6gYcYEgxAWSUHZPAlKEbziQlIaGcMlq2IQWAACkCuVGEapauVEW525Re4hTAMrmqYByI2QB\n5UYAAAAAqookIY0Khe7rvJEp1JIiCHGBIMQFghAXSAJJQhqFqeOmKRkAAAAxoSchQpH1JGSxgBM4\nEHEMQNk8FdCTgCygJwEAAABAVZEkADGjlhRBiAsEIS4QhLhAEkgSItbY2MgvMwAAAGJRLBbV2NgY\n+3HoSYgQPQnAfohjAMrmqYCeBGQBPQl509PypixxCgAAgIT1TXoANSfM8qZS7pY4LfygoMXrev7Z\nG0Y2qOnTTZk5VhjFYlH19fWxHwfZQlwgCHGBIMQFkkCSkJQcTWGG/VAexuJ1i2VzqjObEtWYAQA9\n62mivKFBaor/exsAIdGTEKFQPQlZLM7sQdgP9T19cx9lstHTsdrH7Nfm5/8hdXIY6wDKVyiEn0RP\ny+mCngRkQdw9CcwkIDK9/cBdjdIfAEB1hZkdoB0PSB8al4GYsSQughAXCEJcIAhxgSQwk4CaFkX/\nQ7UaoAEAAKqFnoQI1XpPQpbq+6Psf5Cy9bNXTQ5jHUA80na6oCcBWUBPAhCDqL75r9ZKTAAAANVE\nT0Kc2CgNopa0x80DC4WkR5iImo8LBCIuEIS4QBJIEpKQs43SgEBh4zzs2ogAAKBq6EmIUKiehIwp\np3b//2/v3qNlqasDj3+3IDqgImYEJoqLh1c0RMUwM4KCHCAQpk9MiMEQNUsQYRxkDJPJ6ETGeA9J\nTIwrIzEoGkhARZKV8Qnx3ijjQBvllcQIEiJ4h8cIQZGogERewp4/qprbp6k+p+85XV3V3d/PWrX6\n3q7qrl+fs7tP7f7tXTWPdfnT2I/RKm0rRJbUiLZ9FNiToGlQd0+CMwla0agJQmeDsyOSJEmzwsZl\njcRvyteu2+2ysLDQ9DDUMsaFqhgXqmJcqAkmCXNs3KcBlSRJ0mywJ2GMpq0nYdTTd3qxsOHsSVin\nthUiS2pE2z4K7EnQNPA6CaqdB7iSJEnqZ5IgjcGKszK3AHut/Hhna+aPNcaqYlyoinGhJnh2I2kd\nxnVWJ3tDJElSm9iTMEYRkRs3bmRhYWEqMn7r6dthrn8PbStEltSItn0U2JOgNut2u3S7Xc4444xa\nexJMEsZoWhuX5/LgtEXm+vfQtiMDSY1o20dBL0lYTafTYdMmS0XVDC+mJk25brfb9BDUQsaFqsx7\nXESsvCwuTmYcnc5opaSbN0+mVHTe40LNsHF5RnkNBE2V1b6163TAb+ukmdXpwCjH2xM6Jh9pdmDU\n2QZpWlluNEZtKjfyGgjTY67LjRYXR/+r35L3lqRmtLUkqS1/9zV/vE6C1mUuDzw1PUaZHfDbOkmS\nJs6eBKlm1pKqinGhKsaFqhgXaoJJgiRJkqRl7EkYozb2JFhu1H7+rlbRtkJkSY1o20eBPQlqmj0J\nehzPXCRJkqQ6WW40hUZNEDobRjvPs+plLamqGBeqYlyoinGhJjiTMMUsT5EkSVId7EkYo0n1JFjD\nPlv8fa6ibYXIkhrRto8CexLUNHsS5pA9B5IkSWqSPQktNEqCYL/B9LCWVFWMC1UxLlTFuFATnElo\nMctPJEmS1AR7EsZoXD0J1qjPl97vezWdDR02vXZTzaNpobYVIktqRIxYed3pwKYJfFTak6Cm1d2T\nYLmR1LBRS8fsU5E0zzojVtlu9qNSGgvLjaSadbtdFhYWhq4fZXZg1NkGTY/V4kLzybgYbpTZgVFn\nG6aNcaEmmCRMmGcu0nqslizMbUmSJDUkVshMOp0OmyZR+yTVwJ6EMRqlJ8H6c63FtiSXM9fLYk+C\npBFN8uNicXGRzSPUNnmcpbrU3ZNgkjBG25IkzNyBnBo3s7FlkiBpRG36uLCxWXWzcVmacp7fWlWM\nC1UxLlTFuFATTBIkSZIkLWO50RhZbqQmzWxstal+QFKrtenjwnIj1c1yI0mSJEkTZZIg1cxaUlUx\nLlTFuFAV40JNMEkYs6WlJd/MUh0iVl4WF5seoSRJtet2uywtLdW+H3sSxmiwJ2GlayLMXN24Gjez\nPQmLizDCuciBdhQiS2qMPQmaJ3X3JHjF5QZ0NnSaHoI0PUa5WukKVzyVJEnbziShRjP3ja7WpNvt\nsrCw0PQw1DLGhaoYF6piXKgJ9iRIkiRJWsaehDEa5ToJUl1mtidhFG0qRJbUmDZ9FNiToLp5nQRJ\nkiRJE2WSINXMU+KqinGhKsaFqhgXaoJJgiRJkqRl7EkYI3sS1CR7EmhHIbKkxrTpo8CeBNXNngRJ\nkiRJE2WSINXMWlJVMS5UxbhQFeNCTTBJkCRJkrSMPQljZE+CmtTrSVhNZ0OHTa/dVPNoJqxNhciS\nGtOmjwJ7ElQ3exIkjaSzoTPSdpu3bK55JJIkado5kzBGziSoSrfbZWFhoelhADN8BqQ2fX04ojbF\nhdrDuFifNn0UjHMmwbhQFWcSJEmSJE2UMwlj5EyC2s6ZBEmzrE0fBfYkqG7OJEiSJEmaKJMEqWae\n31pVjAtVMS5UxbhQE0wSJEmSJC1jT8IY2ZOgtrMnQdIsa9NHgT0Jqps9CZIkSZImyiRBqpm1pKpi\nXKiKcaEqxoWaYJIgaXZErLwsLjY9QkmSpoI9CWNkT4LabmZ7EhYXYfPm0bb1PSrNLHsSNE/q7knY\nvq4nlqSJ2bRp9W2its9RSZJmjuVGUs2sJVUV40JVjAtVMS7UBJMESZIkScvYkzBG9iSo7Wa2J2EU\nbSpWllSLNr3N7UlQ3bxOgiRJkqSJMkmQamYtqaoYF6piXKiKcaEmmCRIkiRJWsaehDGyJ0FtZ08C\n7ShWllSLNr3N7UlQ3exJkCRJkjRRJglSzdpYSxpnxIrL4p8tNj3EmdfGuFDzjAtVMS7UBJMEaY50\nNnRG2m7zls01j0SSJLWZPQljZE+CZsHM9i20qVhZUi3a9Da3J0F1sydhyiwtLTktKElSgyJWXhat\nqNQU63a7LC0t1b4fk4QxW1paYmFhoelhqEVMGlumJUcPxoWqGBfr0xmtopLNU1ZRaVyo38LCgkmC\nJI3NrB49SHrMpk1FqdFKi6TR2JMwRvYkaBbMbE/CKNpU0CypFpN6m9uToLrZkyBJkiRpokwSpJpZ\nS6oqxoWqGBeT05L2pJEYF2qCSYIkSZobtidJo7EnYYzsSdAssCcBexKkOTeOjwJ7ElQ3exIkSZIk\nTZRJglQza0lVxbhQFeNCVYwLNcEkQZIkSdIy9iSMkT0JmgX2JGBPgjTn7EnQNLAnQZIkSdJEmSRI\nNbOWVFWMC1UxLlTFuFATTBIkSZIkLWNPwhjZk6BZYE8C9iRIc86eBE0DexIkSZIkTZRJglQza0lV\nxbhQFeNCVYwLNcEkQZIkSdIy9iSMkT0JmgX2JGBPgjTn7EnQNKi7J2H7up5Y0nTrJQvDdDZ02PTa\nTRMajSRJmiTLjaSaTVstaWdDZ6TtNm/ZXPNIZtu0xYUmw7hQFeNCTXAmQdIyo8wOrDbLIEmSpps9\nCWNkT4Lmxcz2LdiTIAl7EjQdvE6CJEmSpIkySZBqZi2pqhgXqmJcqIpxoSaYJEiSJElaxp6EMbIn\nQfNi1MblqTtNqj0JkrAnQdPBngRJreNpUiVJmm3OJIyRMwmq0u12WVhYaHoYEzeVZ0Ca4EzCvMaF\nVmZctEPbZhKMC1VxJkGSJEnSRDmTMEbOJEhbOZMgaVqNcyZhNZ1Oh02bpqh3S63hTIIkSdKU6XRG\n7N3abO+W2skkQaqZ57eeQhErL4uL696FcaEqxsXs2LRpE5m54jIq40JNMEmQpJ4Rv/nDb/4kSTPO\nnoQxsidB2moqexJGYd+CNPMm9Tb3WgpaD3sSJEmSJE2USYJUM2tJVcW4UBXjYj5FxIrLgQce2PQQ\nNYdMEiRJkhow6hmQrr766ppHIj2ePQljZE+CtJU9CZKmVZve5vYtaBh7EiRJkiRNlEmCVDNrjFXF\nuFAV40JSW5gkSJIkSVrGnoQxsidB2sqeBEnTqk1vc3sSNIw9CZIkSZImyiRBqpk1xqpiXKiKcSGp\nLUwSJEmSJC1jT8IY2ZMgbWVPgqRp1aa3uT0JGsaeBEmSJEkTZZIg1cwaY1UxLlTFuJDUFiYJkiRJ\nkpaxJ2GM7EmQtrInQdK0atPb3J4EDWNPgiRJkqSJMkmQamaNsaoYF6piXEhqC5OEFUTEqRFxbUTc\nUy5XRESn6XFJkiRJdbInYQUR8XPAg8AWioTqBOBtwAGZeV3F9vYkSCV7EiRNqza9ze1J0DB19yRs\nX9cTz4LMvHjgrndExCnAgcDjkgRJkiRpFlhuNKKI2C4ifhnYCbii6fFoelhjrCrGhaoYF5LawpmE\nVUTEC4ErgScB9wG/kJnXNzsqSZIkqT72JAAR8TrgQ313HZ2Zl5frngjsAewMvBo4GVioShTsSZC2\nsidB0rRq09vcngQN43USShFxbEScFRFfioh7I+LRiLhglcc8OyLOi4g7IuKBiLglIs6MiKcPbHoR\n8OK+5Su9FZn5cGbenJlfzczTgWuAXxvzy5MkSZJaY2qSBOAdwKnAi4Dby/uGptURsQ/Fwf4JwFXA\ne4GbgdOAKyPiGb1tM/O+MhHoLQ+sMI7tgB3W80I0X6wxVhXjQlWMC0ltMU1Jwn8BNmTmzsApI2x/\nNvBM4C2Z+arMPD0zjwDOBPYF3rXaE0TEuyPi4IjYMyJeGBG/BxwKXLj2l6F5c8011zQ9BLWQcaEq\nxoWktpiaJCEzu5l5U/nfFeuvylmEI4FbMvMDA6s3Aj8EfiUidlxlt7sBHwNuAL4AHEDRr/D5bR2/\n5tfdd9/d9BDUQsaFqhgXktpiapKEbXRYeXvJ4IrMvA+4nOJUpgeu9CSZ+YbM3DMzn5yZu2XmUZn5\nv8c/3Mmpcyp7HM+9lufYlsestu161k9zmcA8x8Uo281jXNQ9buNitHG0jXGx+nbGRTuf37jYdrOa\nJOxb3n5jyPot5e2GCYylVeb5YHCUbet4E996660rPmcbzHNcNPXh3va48I/+6tsZF+18/lmMi7Yz\nLlbfbhrjYipPgRoRC8ClwMcy8/UV688BTgJOyszzKta/C3g78PbM/P0xjmv6fpiSJEmaSnWeAtWL\nqY1Rnb8oSZIkaVJmtdzonvJ25yHre/fbISZJkiQNmNUk4Ybydt8h63u9CMN6FiRJkqS5NatJwmXl\n7ZHRu555KSKeCrwc+BeKi6w1IiLeXF4B+v6I+LuIOLipsagdIuIVEXFxRNxeXlH8+KbHpOZFxNsj\n4m8j4p6I+E4ZI/s1PS41JyJOjYhry5i4JyKuiIhO0+NSe5SfG49GxFlNj0XNioilMhb6lztGeexM\nJgmZeTPF6U/3orhKc78zgB2BCzLz/kmPDSAijgP+EPgdYH/gCuCvImKPJsaj1tgJ+BrFVcHvZ4Ur\nimuuHAq8HzgIOBz4EfCFiNil0VGpSbcBbwNeQnH9nkuBz0TECxsdlVohIg4ETqb4e+LfEUFRYbN7\n3zLSZ8XUnN0oIo4Bjin/uztwFHAz8OXyvrsy86192+9NcfC9K3ARxQ/opcACcCPwssz8/kQGPyAi\nrgauycw39d33DeATmXl6E2NSu0TED4BTM/OjTY9F7RIRO1H0Xf18Zm5qejxqh4j4LvAbmXlu02NR\ncyJiZ+ArwBuBJeC6zPzVRgelRkXEEvCLmbnNXyJM09mNXgy8nq1ZcVLMFOxd/v9W4LEkITNvjoh/\nC/wWcDTQAe6g+Ab/jMzsNTdPVETsAPwU8J6BVZcAL5v8iCRNmadRzAI38iWH2iUitgNeTTETeUXD\nw1HzzgE+nplfHCy31lzbOyL+CXgQuBo4PTNvWe1BU5MkZOYZFKVC2/KY24ET6xnRmv1rYDvgzoH7\nv0MxQyJJK3kf8FXgyqYHouaUpUVXAk8C7gN+ITOvb3ZUalJEnEzxxelry7umo1REdbsKOJ6iomY3\n4B3AFRGxX2Z+b6UHTk2SIEnzLiLeSzHjeHBOS62o6nID8CKKU3q/GvhoRCyYKMyniNgXeBfFZ8Mj\nvbvLRXMsMz/X999/iIirKMr1jwfOXOmxM9m4vF4RcWxEnBURX4qIe8tO8AtWecyzI+K8iLgjIh4o\nz1x0ZkQ8fWDTfwYeocjm+u0GfGuML0NjVnNcaEpNKi4i4kzgOODwzLx1zC9DYzSJmMjMhzPz5sz8\natnLdg3wa3W8Ho1HzXFxEEWlwvUR8XBEPAy8AnhzRDwUEU+s6WVpnSZ9bJGZ/wJcDzx3tW2dSaj2\nDopvaH4A3A48nxWm7SJiH4pa0GcCn2Frk/RpwNER8fLelE5mPhQRX6FovP5k39McCXx8/C9FY1Rb\nXGiq1R4XEfE+im+LD8tMr+/Sfk18VmwH7LD+oatGdcbFp4G/6X84cD7F9aB+NzMfHu9L0RhN9PMi\nIp4MvIDirGgry0yXgYXiDEj7lP8+FHgU+OgK23++3ObUgfv/Z3n/Bwfu/yWK5pE3lr+o9wH3Ans0\n/dpdGo2LnShOibs/xXU8frP8t3HR4mUCcfEBirMZHcbyU9jt1PRrd2ksJt4NHAzsSXEqw9+jmKH+\nmaZfu0tzcVHx+C5wVtOv26XZuAD+gGJWaS+KZOKzwN2jHFs0/sNp+1L+8ob+woB9yvU3Vax7CkVD\n2Q+AHQfWnQLcAjwA/C1FHWHjr9elubjoe85Hyz/4vX+f1/TrdWk0Lgbjobe8s+nX69JYTJxPcUa/\nByhOgnEJcGTTr9Wl2bio2O4y4I+afq0uzcYF8OdA78xGt1NUrTx/lPFYbrR+h5W3lwyuyMz7IuJy\nilKiA+mb2snMDwIfnMgI1YRtjovM7GKf0KxbS1wYE7NtLTHxhskNTw1Z07HFwHaHVd2vqbaWz4vX\nrHVn/vFZv33L22F1wlvK2w0TGIvaw7hQFeNCg4wJVTEuVGWicWGSsH47l7fDLs7Wu9+z2cwX40JV\njAsNMiZUxbhQlYnGhUmCJEmSpGVMEtavl7XtPGR97/67JzAWtYdxoSrGhQYZE6piXKjKROPCJGH9\nbihv9x2yvlcX5rnN54txoSrGhQYZE6piXKjKROPCJGH9Litvj4yIZZc/j4inAi+nOOf9VZMemBpl\nXKiKcaFBxoSqGBeqMtG4MElYp8y8meJUVHsBpw6sPgPYEbggM++f9NjUHONCVYwLDTImVMW4UJVJ\nx0WUF1pQn4g4Bjim/O/uwFHAzcCXy/vuysy39m2/N8UlsncFLmLrJbIXgBuBl2Xm9ycyeNXGuFAV\n40KDjAlVMS5Upc1xYZJQISI2AhuBwR9Ob2rn1szce+AxzwZ+Czga+DHgDuDTwBmZOexUVZoixoWq\nGBcaZEyoinGhKm2OC5MESZIkScvYkyBJkiRpGZMESZIkScuYJEiSJElaxiRBkiRJ0jImCZIkSZKW\nMUmQJEmStIxJgiRJkqRlTBIkSZIkLWOSIEmSJGkZkwRJ0lSJiG5EPNq3HNf0mLZVRBw78Boua3pM\nktTPJEGSNK2WyuW6qpUR8YyI+I0yqfhORDwYEfdGxD9ExHkR8bPr2XlEvKs8wP/9EbY9p9z2tPKu\n68uxn1H+P9czFkkat8j0c0mSND0iogsckpnbrbDNzwEfAXYGbgG+CHwL2AF4LnAo8HTgE5n5S2sc\nx57ATcCdwHMy80dDttup3Pf2wI9n5t0D6x8Fupl5+FrGIUl12L7pAUiSNE4RcQTwSeAh4I2ZeX7F\nNk8CfgU4cq37ycxbI+IL5XO8Evj0kE1/GXgKcOFggiBJbWW5kSS1QES8NCI+ERHfLstivhkRH4qI\nf1Oxba8mf7uIOD0itkTEA+Vj3h0RTxyyj+dHxIcj4rZyH9+OiAsj4nkV23643MdeEfGWiPhaRPyw\nv3Y+Ip4XEZ+MiO9HxH0RcXlEdCLihPKxx5fbbVfu857yW/WqsZ1VPuZVa/8pFvsCPghsB/xqVYIA\nkJkPZuafAq8b8jyviYjLIuLuiLg/Iv4xIv5HROwwsOk55e3JKwyrt+6cFbaRpFZxJkGSGhYRJ1Ic\nQN4PXAzcBjwPOAl4ZUQcmJm3VTz0z4GDgc3AvcAi8DZgV+DEgX0cDXyK4uD5L4H/C+wBvApYjIjD\nMvOrFft4H3AI8NlyeaR8vucDV1CU7HwW+BqwD8W36ZvLxyZAZj4SEedQ1N+/BviTgbH9K4pv9b8F\nXLTiD2t1CxTlRN8Ezltt48x8ZPC+iDgPOIHi9/Bx4G7gIOC3gSMi4si+x10E3AUcFRF7DP6eIuIn\ngX8P3JiZX1rja5KkiTNJkKQGld/ifwi4GTg0M7/Vt+5w4BKKA/Wqb9j3An6iV8ISEe8ArgVeHxFv\nz8w7y/t3oUgo7gNekZk39O1jP+AqigP3Ayr28RJg/8z8fwP3f4AiQTglM/+47/mOZmuS0O9c4DeB\nNzGQJADHUfQOvL/qoH0bvby8/WKuoekuIk6gSBA+BbwuMx/sW7cR2AicCvwRQGb+KCLOp0jOTmRr\nI3JPbxbh3G0diyQ1yXIjSWrWKRRf2JzWnyAAZOalFN/6v3JImc5/769xz8wfAhdSfLb3H/C/nuIg\nfGN/glA+5nqKg/aXRMQLKvbxnsEEISL2AA4DtvQnCOXzfQ74wuCTZOa3gc8AB0TETw2sfhPFDMU4\nDqR3L2//qWplRCwNLBsjYue+TU4DHgZO7E8QSr8DfJfHlyidSzFr8oaIiL599foeHgQ+vNYXJElN\ncCZBkpp1UHm7EBEvrVi/K0WJ0L7A3/fdn8DfVWx/e3m7S8U+9o+IpYrH9HoSXgB8fWDd31Rsv395\ne2XFOoDLgZ+uuP9s4FiKpOBNABHxQuClwObM/OaQ5xund1L87KLvvvOBeyJiR+DFFOVD/7XveL/f\nQxQ/p8dk5k1lr8bhwM8AnytX/SLF7+EvMvN743wRklQ3kwRJataPlbdvXWGbBB43k5CZ91Zs2zsN\nZ//pQXv7WKm5tnIfwLcr7ut9837nkOeqvD8zuxHxdeA1EfHrmXkf8B/L1X9c9Zg16I33WUPG8NgM\nekR8ma0JFGxNrJ5JkUwMU1XGdC5FknASW5OEk8pbG5YlTR3LjSSpWfdQHHQ+LTOfMGTZbp1Nr/eU\nty9aZR8XVDy26oC4l5zsNmR/w+6Hov/iKcDr+hqWb6dofh6HL5e3h8aQqYAB/dv0fk5/v8LP6QlD\nrs/wKYpSpFdGxK4R8VyKJuotmenVlCVNHZMESWrWlRQHqq+oeR+McR+9syAdNORA/OAVHvsR4IcU\nMwi9huU/XUuT8RBdijM3PQd4w7Y8sJzZuB74ybLZe1se+zBF38ETgeOBN5arBpu0JWkqmCRIUrPe\nT9Eoe2ZEbBhcGRE7RMQh69zH+RSn8dwYEf+uYh9PiIiFUZ+sPM1nF9hA2VvQ91xHA0es8Nh7dErW\nMAAAApxJREFUgT+jOGvSb1OUR43tzD+Z+Sjwn8rnPau8ZsPjEpnyWhI7VjzFeymuynzeQENz73G7\nRMRLhuy+9zpOpkgUHsKGZUlTyp4ESWpQZt5YXifhPOD6iPgcsIXiG+nnUFyj4E7gJwYeOkopTW8f\n34uIYymuYXBVRPwf4B8pSon2oKjL34Xqg+ZhTqVoUD47IjrAdcDeFKdqvQj4eeDRIY89m6Je/1nA\nxZl5xzbsd1WZeWn5ej9C8XN9Z0T8NXAH8GTgxykaq59BccrY/jNEnR8RBwBvBm6KiM9TXC/hGRSn\nnD2kfM43V+z3G+V+ejM2n8jMu8b52iRpUkwSJKlhmXlhRFwL/DrFqUWPorimwR3A/wL+YvAhVPcK\nDF1XHji/CPhvFGfgOYTi1Jx3UJyy9JPbsA8y8+sRcRDwuxQNu4dTHHAfA+xHkSRUNVaTmdeUr/fF\njK9heXAfF0fEPhRlTf8B6FBc1+F+ih6IvwQ+npmPu6ZDZv7niPgrihmJny4f912KC7S9B/jYCrs+\nhyJJSGxYljTFYnxloJIkQURcSHFl5X0zc0vF+qdSJCf/nJl7reH5u8AhQxqIp05EPAp0M/Pwpsci\nST32JEiStlkUdq+4/wiKhuTrqxKE0ikUp1s9e427z3IIj5bLcWt8nsZExLG98Tc9FkmqYrmRJGkt\nngTcFhGXAjdSNArvBxwJPEDRs/CYiHgaRR3/sygae+9g7UnCh4H+04pet8bnadL1wFLf/29tZhiS\nVM1yI0nSNouIJwB/SNGL8GyKpue7gL8G3p2Z1w5svydwM0UC8RXgLZl5zQSHLEnaBiYJkiRJkpax\nJ0GSJEnSMiYJkiRJkpYxSZAkSZK0jEmCJEmSpGVMEiRJkiQtY5IgSZIkaZn/D4YobuoHLjjUAAAA\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1ec0c09710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OzrlZ5CfTLctyZznnDm9j1w7Ax4EhQFSnfI0GVprZUufcqUBDkf1/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\nv0YvwzOA7ZjwnEdJukjSTcrOHrtT0lslbUr9fqp+IW/ybvqFzMm7LRe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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1e9f04c290>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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SNhbS2GNQS6X0NFS75kGkEWmWJEml008/nQEDBjBz5kyuvvpqmpqamDZtGgAj\nR47EzLj55pu55pprmDdvHr1792bfffdlwoQJ3HHHHVx//fX8+c9/5vzzzw/8Tupf7HNZK39YMecv\nJ3upo/ir8QdwDOe+54ZSvsu9AZZUSCSG898T5W8s6mGQVDIzvvOd73R731VXXQWw1QxIu+++O5dc\ncklN8omIQHlDjGTHemoo5fOw7cyYqnkQqQ7VMHTDzC4AxgAHtu16FvgPd+/yfw2qYZBq0nUjtZLN\nZhOvetuI12iSP1A1ZKZ6ktQ8qIZBYqMahnR5EbgEWEJh6NY5wN1m9n/c/emQwUREqiVpY6G5wQfZ\n629NEalnqmHohrv/zN3vc/c/ufsf3f0bwFpgaOhsImkS+zhQ5e9aqXN0J12ELU3nv9gVkt/e8qEj\nlyVN5z4J5Q9L+RuLehiKYGa9gJOB3YFHAscREZEq0AxGIiJdUw1DD8zscOC3wDuAdcDn3H1uN8eq\nhkGqRteN1Eojj+euxZz/Ul2qYZBGEKKGoeGHJJnZGWa2ttN2TKe7nwM+CPwT8J/Aj8zs0CBBRURE\npCilDC0DB+7FzIrestls4HcoUltRNBjM7LNmdp2Z/cbM1pjZW2b2Xzt4zEAzm2VmL5nZRjN7wcyu\nNrN+2xx6D3BEp+2J9jvcfXNbDcOT7n4psBC4uMJvTyRqsY8DVf6wqpm/1JqEUunch9VV/uTDw0pr\nACSdHKCzejz/MYk9f63FUsPwDQrf9K8F/gy8n8JXAl0ys4Mo1BrsB9xNoafgKODLwCfM7Bh3fx3A\n3ddRGG5UjF7Argnfg4hIzZUzTWrskrxt1SPELUnt/dvDmIobkmRJWpcikYuihsHMMsCL7r7UzI4D\n5gO3uPtZ3Rx/H3A8cKG7f6/T/mkUegh+6O7jdvCak4F7KTRQ+gCfozDNarO739fF8aphkKrRdSNJ\nJfnjprm5OfGsR2mimgQpRqnXiWoeJLQQNQxRNBg6a2s8zKObBkNb78IS4AV3P2ib+/YAXqbQO9Hf\n3Tf08DqzgRHAAGA18Adgqrv/spvj1WCQqtF1I0k18h83ajBIMdRgkNio6LkyRrT9vH/bO9qGHz1M\nYXrUHtdTcPdz3f1Ad9/N3fu7+8e6ayyINLLYx4Eqf1gx5485Oyh/aMofVuz5a60eGwwHt/18vpv7\nl7T9HFyDLCIiIiIiUYul6LkUfdt+ru7m/vb9286WVLZzzjmHAw88sPDk/foxZMgQMpkMoJaslC+f\nz293PaWYpHEGAAAgAElEQVThdiaTSVUe5d/++PZ9acibJH8+n2fiRHj00fb3k2/7WdztNL1f3S7x\ndjZLvq16vXBvEZ/+UUfB5MlFv16p18u2UnW+dLsuby9cuJA33ngDgGXLlhFCPdYwzAS+CHzR3Wd1\ncf+3ga8DX3f3KyuYSzUM0qPVq1czbdo0Nm3axF577cXFF1/MrrvuWtRjdd1IUvUy3jrpxDTNzclm\nzpGUSPrBl3C9q4ZBYqMahspo70Ho28397fvfqEEWkQ4TJ07k3/7t35g8eTInnXQSEydODB2pItq/\nDYmV8odVan730rZqNhYa7dyXrdSFMTo3Frr4cPPz52+/PyK6fsKKPX+t1WOD4bm2nwd3c3977UJ3\nNQ5SY8uWLWPs2LFMnDiRk08+mXXril0WI7yJEyfyu9/9jr/+9a9s2LCBZ599lsmTJ7NixYqtjnv2\n2WfJZDI0NTUBcPDBB7P//vuzdu3aELFFRGov6XogWhxDJLh6HJL0PuCPwAvAP3QeJ2RmfYC/UJhW\ntcnd/1bBXD5p0iQybWNyezhO3ZidLFu2jNGjRzNnzhz69+/P9OnTWb58OTNmzAgdrSg77bTTdrdb\nWlq47LLLttr/zDPP8Mwzz3Daaad17Lvyyis5//zz6dOnzw5fR9eNQHmLsMV+/WiK1JTJZpM3AKr5\nISYcwtRKMydQSndUK+6lrQ4tUq58Pk8+n6elpUVDksrl7n+iMKXqIOCCbe5uAXoD/1XJxkK7XC7X\nY2NBtrZp0yZGjx7NhRdeSP/+/QE44IADuPvuuwMnK9573vMexowZw0knncT48eN58sknt2ssABx2\n2GHMmzePV199FYAlS5awcuXKohoLIu2SNhaa9Q2tVFpaewsSPn+WUt+PGgtSe5lMhlwuF+S1o+hh\nMLOTgJPabg4APgb8CXiobd9Kd5/Q6fj3AY8ATcA9FIYpHUVhCoTFwNHu/tcKZ1TRc4mmTp3KjBkz\nWLZsGTvvXJiw64YbbmDMmDFs3ryZXr16BU64YyNGjGD+/PlFHfvGG28wZcoU1q1bR1NTE5dcckld\nFD3nO82+E6OY8ndVbBlT/nZbfzmd5+35bXYsTb8GMZ77zsrKn4Iun4qd/xLfS6XeekNfPykQc/4Q\nRc+xTKt6BHAWhaFEtP0cBLyv7fYyoKPB4O5/MrMPA98CPgE0Ay8B1wAt7t7dlKtSIxs3buTKK6/k\nggsu6GgsACxatAiAt956K4oGQyn69evHFVdcETqGSHBp/XJaRES6FkUPQwzUw1Cam266iS984Qs8\n88wzfOADH+jYP3ToUJ577rmO+YbT7phjjuGTn/wkq1atYqeddmLp0qVMnjyZwYMruy6grhuB+pnO\nMQVfTku56ulDDNTDIJKUehgi117DEGsXVy3ddddd7LbbbowfP75j3+bNm3n88cc55phjqv765513\nHgsWLCjpMTNmzODYY4/dat8rr7zCmWeeybvf/W4A/vu//5vhw4fzhz/8oaMuQ0RERKRc7UXPIaiH\noUKq2cNgLTVtRHbwSdW5NrZs2cI+++zDCSecwC233NKxf+7cuWSzWS6//PJgRT2lcveOb32hMJSq\nT58+fPGLX6zoTE9p7mGIeRwoxJW/XmoYOn9DG2P+djFnB9UwdFANQyLKH44WbpOGsGLFCtasWcOw\nYcO22t8+A8zJJ58cIlYits0UfjvttBP77rsv99xzT6BEEpNsNouZFb2lVanrcUkK6UMs+r07xr2a\nJUkajHoYKkQ1DMX7/e9/z1FHHcUDDzzAiBEjAHjzzTd597vfzSGHHBLN6ovtw5MefPDBrfYPHDiQ\n119/nQ0bNlTstXTd1KckjYDm5mZaq7l8cQJJ/n5sbq7uKsxSokb+EJOuKaF/kyUQ1TBIQ2ifFWnA\ngAEd++bOncvKlSv58Y9/XNRzzJ49m0svvZQ777yTj370oyVnGDNmDE8++WRJj5k+fTrDhw/vuP3k\nk092Wdy8atUqBg0aVHImaVz10hisk7fR2BrxQyy10VOvPSwiPXF3bRXYCqdyx4o9rp6tWrXKzcyf\nf/75jn3HHXecf+lLXyr6OdatW+f77ruvb968uRoRi/LZz37WX3vtta32LViwwM3M/+M//qOir5Xm\n62b+/PmhI5QlZH4KU0SX9RxpOP+FvzKTPTYN+ZOKObv7NvnL+RADCXb+K3Su6ur6iVDM+dv+v1HT\nv3NVw1BBuVwumuE0Ie2zzz4cffTRHWsuzJo1i82bN3PttdcW/Rz5fJ7hw4dvtYZDrX3ta1/joosu\nYtOmTUCh8X311Vdz9NFHc8kllwTLJSIi1VdK/ZGZkc2q7kHKk8/ntdJz7FTDUJpFixZxySWXMHDg\nQN7xjncwZcqU7VY9bv8DHAqLni1atIgpU6ZgZlx00UW89NJLnHTSSTz44INccMEFHH744QC0trby\nwgsvsMcee2BmnH322VV7Hw899BDXXnst73znO1mzZg0f/OAHueyyy4pewblYum7qk9ZVkNTQh1i8\ntnOVZGBS7L/rkg4hahjUYKgQNRgqb9y4cRx00EF89atfBeCcc86hubmZU045hcMOO4wbbriBoUOH\n0traysyZM7nnnntYu3Ytw4cPZ+HChaxatYqzzjqrY/almOm6qU9qMEhq1MmHmL01y5wlpf+b3zy4\nmdbPFVnLkOBc1cvvuqSDplUVafPEE0/wk5/8hC9/+csd+15//XVefPFFVqxYwaZNmxg6dCgAL7/8\nMitXrgRgl112YfXq1QwZMoQrr7ySm266KUT8hhL7MDzlDyvm/DFnh/rMn6SxUM7jylGP5z8mseev\nNc2SJKk0f/58RowYwS677ALAhg0beOihh/jWt77FY489ttVsRffffz+jRo0CYLfddmPRokXcd999\nXHvttVxzzTVcccUVQd6DSIySzjApUg099hi8APy667tKWXg01OKoIjFRg0FSaf/996d3794dt6dO\nncq5557LkCFDWLVqFf369QNgyZIlPP3008yePZvly5fz4Q9/mJdeeokTTzyRzZs38+qrr4Z6Cw0j\n1pUy2yn/1pI2Fpqbkz0u5vOf2uxFtvoy1U9Sth6/+e9m9urmwQkvxhKVNruqA1sPeUrt9VMk5W8s\nqmGoEDPzSZMmkclkerwINRa9OO7OpZdeyqBBg1i/fj277bYb48aN67hvwoQJHH744Tz22GN885vf\nZMCAAaxfv57vfe97vPvd72bDhg2sX7+eiy66KPA7qQxdN+mXzWYT18uk6bOtk6HsjS3pOgEpXIit\n/dv/UnoMkr5GKZqfhzm3lp5Jv1dSjnw+Tz6fp6WlRUXPsVLRs1RTmq+bfD4f9Tc1lcqfZNVmKH/l\n5kqf/1o3GGK+flKbvcgPMbX5O+mpwVCp/EkLpUsa9tTFRxLD+e+J8oejlZ5FRCKX1oadiHSt6NmR\n2qjmQRqRehgqRD0MUk26btKvXqZN1JCkOlBHH2IthiSVqiNTrrTHtdJM1tM15EvipB4GERGpKM16\nJGmRdOhPvcjSuO9d4qd1GESkLLHPZV3v+ZM0FpLOeJREzOc/5uxQ+/xJGwvdzXoU/Py7F791IXj+\nMil/Y1EPg4hIA6iD0SmNq866idI0vEhEiqMahgpRDYNUk66b9EtrDUMdDWdvXElm4GrQKVJrIdH7\n0C+iVJBqGCKXy+V2uA6DiIhIIvpjU6Shta/DEIJ6GCpEPQxSTWm+bmKeyxq6z590IbZaf047Ov9p\n/2Iz5uunZtmr9CHW+txXuoch1LWTdFrV5ueh9b/ffu8xX/ug/CGph0FEJCWSNBaaa1ktLBJQI894\n1Dy4OdF7n/OPVQgjUiPqYagQ9TBINem6qb201iSUKu09DFKEFH6Iib9lH9xc8kJp9aBe6jckHdTD\nICIiUs8045GIREjrMARgZtq0lbSlWexzWceUP5stfNm89ZbvYt/bW9rFdP63lSh70sZCFYa7xXzu\nQflDU/7Goh6GGkvr8IaYi39izg7x55faSdHfmlKulP6/QESkK6phqBArsoZBROLQ3rOTpt9rS99Q\ndilVnXyIGpNfGp0vqSSz2tcwaEiSiNS9bDZbV8PAREREakkNhgrK5XLRjomLNTfEnR2UvxaSTJEK\ncUyTGsP570nM+WPODsofmvKHFWP+fD5PLpcL8tqqYaigUB+iiBSnq+FFqiEREZEYZDIZMpkMLS0t\nNX9t1TBUiGoYRNIrjfUISdTJ8PfGVicfosbkl0bnSypJNQwiIg2k62lS450iVUR2oIRf+N83ZUOn\nFemgBoMAcY7laxdzdlD+0ELmT1JasW1Zhc5/ODFnh63zZ2/NYi1W9JYG0Z//Hdz/kZXpXuAv+vMf\nef5aUw2DiEhgkY9OaWx1snLznCWlv4fmwemfFCBtLNfpxgvAoO6PbX4eWqucR6RYqmGoENUwiKRX\nWmsY6mQ4e2NLMlasuRla0/WnoMbYV1fTxU2s7Ley5Mfp85CuhKhhKKqHwczeAsq9alvc/VtlPoeI\niEj6qNUnPXj16ldLOj4tw75E2pVSw/C/wG8SbrryUy7msXwxZwflD035w4o5f8zZQflDU/6wYs9f\na6XUMMxO2kPQ1kMhIlK2bDabeCE2ERERKV1RNQxtf/DnymwwtLh77VeaqBHVMIjUhiWcX7S5uZnW\ntI0bVw1D/OrkQ1QNQ7ro85CepLaGAWgC1pfxOuU+XkRkK2qgi4iI1EZRNQzuvsrd/5b0Rcp9fCxy\nuVy0Y+JizQ1xZwflD61S+UtdhK1SC7Hp/IcTc3ZQ/tCUP6wY8+fzeXK5XJDX1joMFRTqQxSR8JKW\nVWy7EJuIiEhXMpkMmUyGlpbaj/DXOgwVohoGkdrQmgqSKnXywWvMfLro85CehKhhKGVa1aKZ2c5m\n9h4ze081nl9ERKTiQo0rExFJuao0GIB/AJZRWPhcIhDjWL52MWcH5Q9N+cNKVf4Sx5Xl2/8j0nFl\nqTr3CSh/WMrfWKpVw7CZwkJv6ksTEZG4FDu8KJ+HTKaaSRLJ3pplzpIiGj8vAL+uehwRqQOqYagQ\n1TCI1IZqGKRq6uRDbB//Xqrmwc20fi5da5U0KtUwSE/SvA7DVszsbOBJd3+qh2MOB4509x8lDSci\nIiLJ6I9NEamUpDUMs4GTdnDMiW3HSQRiHssXc3ZQ/tCUP6yY88ecHZQ/NOUPK/b8tVatomeAXlV8\nbhGpE9lsFjMrehMREZHaSlTDYGZvATl3/1YPx9wCfMLd9y0jXzRUwyCSTJJGQHNzM62t1R1rnc0m\nW4xN/wxErM5qGDQkKV76DKUnqa5hMLPZFGY9ag94kpkd2MWhvYD3AsMBVU+JSFHS1uBO0liIdHZN\nSbmiZz0SEamSUoYknQ2c0/YTYEjb7W23M4FjgUeBiyuQUWog5rF8MWcH5Q9tR/ndi9+q3OnRpXo/\n/2lWq+xJGgvNg3fceo353IPyh6b8jaWUWZLex9s9DH8CZgDX8HaPQ7stwF/dfV1FEoqIiIiGp4hI\nMElrGHLAfHfXki9tVMMgkozWVZDUSOmHrvHsjUefufQk1TUMnbl7rsI5REREREQkhSoyraqZ9TGz\nA8xsz0o8X6xyuVy0Y+JizQ1xZwflr4VstvDlcddbvsv9sYjh/Pekqvl7/uDL/tB17sNS/rCUv/by\n+Ty5XC7IayduMJjZLmb2dTNbCrwBLAP+amZ/bNufqPciZrlcjkwmEzqGiGwjyYxHoFmPoqeprkSk\njmQymWANhqQ1DLsC9wHHAW8BK4C/AO8CBlIohP4NcLy7b6pY2hRTDYNIMrWoYUjp0HSpthR+8OVM\nkarx7I2jvYahVM1v7Efr1a9WOI2kTYgahqQ9DF+h0Fi4FzjE3d/r7kPd/b3AwcDPKKzDML4yMUVE\nROKXtLFQzDSpUj8+/Px+iR43p9/KCicRKUjaw/AUhV6EIe6+pYv7ewELAdz98HJDxiD2HoZ8Ph/t\ncKqYs4Pyh+5haPTzH1pV81e5hyFJ9jTNfqNrJ6ye8ie5dGt9bdXz+U+7mHoY/gGY01VjAaBt/9y2\n40REREREJFJJexhWA7e4+wU9HPNd4Cx3b4iZk2LvYRCphGw2y5yEFcaqYZCKS+EHn6YeBkmvRDO1\n5XRtNYqYehj+AHzWzJq6utPM9gU+23aciDSIpI2FZs1MIyLSSWvoACJbSdpg+C6wH/CYmX3RzN5n\nZu9s+/kF4DGgqe04iUCM8xG3izk71Gd+dy9pa20N9z/Hejz/MYk5f8zZQflD6zn/CYDhTtFbrdX3\n+ZdtJV3p+Q4zGwJMBGYCnS/V9i6SKe5+e5n5REREREQkoEQ1DB0PNhsGfAH4ENAXWA0sAGa5+28r\nkjASqmEQqc2MR0mkcCi71EIKP3jVMEgxkvxbqmurcYSoYShrNea2RkFDNQxEJKxsNvnKzSIiIlK6\npDUMUmdiHssXc3ZQ/lIlbSx0V1et8x9WzPljzg7KH5ryhxV7/lpL3MNgZhlgAvARYC+2b3wY4O7e\nK3E6EZFupGiUiYiISF1Lug5DFriHQiPhxbbtzS4OdXcfUVbCSKiGQST8qs0iW0nhxaJx5lIM1TBI\nT2KqYcgBm4ET3f3+ysURERGJR/bWLHOWqKhGROpb0hqGw4Db1VioHzGP5Ys5O6Q7fzabxcyK3mKU\n5vNfjIbJn80WegxK2aosn88naiw0D07HQoUNc+2kVDH50/zvbyOcf3lb0h6G9cBrlQySVmb2deDb\nwPfc/cLQeURqKcnKzVq1Waqi0tXuFaZhIFJJzc3Nif79FamWpDUMtwHvcfejKx8pPcxsKHArsAZ4\n0N3/bw/HqoZB6k4a11VI4bB0qYWUfvAaNy5poWuxcYSoYUg6JGkicJCZfdNiHYewA2bWF7gFOBf4\na+A4IiIiIiJBFNVgMLPZZjarfQMuB54FWoClZvbTzvdvc2ysZgJ3uvuvKUwRW9diHssXc3ZQ/tCU\nP6yY88ecHZQ/NOUPK/b8tVZsDcPZPdx3YNvWnS8UGyYtzOxfgfcBn2vbpf49EREREWlIRdUwmNmB\nSV/A3ZclfWy1mdkZwA867foEsAr4DfBRd3++7bg88HRPRc+qYZB6VIsahmw2WT2rft0ajGoYRHqk\na7FxpHYdhpB/9JvZZ4HjgCHAEcAewH+7+5k9PGYg8C0KDYC9gb8AdwMt7v5Gp0PvAX7b6fZLwGnA\nvsCzncozegHDzexLwO7uvrkCb01ESNZY0ERMIiIitZO06LmWvgFcAHwQ+HPbvm6bz2Z2EPAEcA7w\nO2A68Cfgy8BvzWzv9mPdfZ27/6nTthG4i8I6E0e0bUOAx4H/Bwyp18ZCzGP5Ys4Oyt/OvfittbUi\nLwno/IcWc/6Ys4Pyh6b8YcWev9aSrsMAgJn1AT5N4Y/qvsBq4EngLndfV348AC4CXnT3pWZ2HDB/\nB8d/H9gPuNDdv9cp6zTgYgprKozr7sHuvprC++hgZhuAv7r7/yR7CyIiIiIicUq0DgOAmZ1CYfx/\nvy7ufgP4krvfWUa2rl4zA8wDbnH3s7q4/yBgCfCCux+0zX17AC9T6J3o7+4bSnjd+RRqGLQOg0Qr\nm80mXgiomtd2SoemS9rU4ELJ3ppNtHIzaNy4hKcahsaR2hqGbZnZ8RQWNHsLuBn4NYU/xgcAGeAM\n4FYze8Pdf1mZqEUZ0fbz/m3vcPd1ZvYwcDwwlELDoyjuPmLHR4mkW9LGglZulkaRtLHQPFi/IyJS\n35LWMFwObAKGufu57n6Tu/+i7ec5wDDgzbbjaungtp/Pd3P/krafg2uQJSoxj+WLOTvUPr+7l7S1\n7qBgQOc/LOWvPJ/kRW3zj5uPT3JaP1fBopoaSuO5L4Xyh6X8jSVpDcORwO3u/kRXd7r742Z2O/DZ\nxMmS6dv2c3U397fv72oYVdnOOeccDjzwwMIL9OvHkCFDyGQywNsXZlpvL1y4MFV5dLs6t9ulJU/7\nbciTz6cnj26n9DZU9fnbxf77pPxx3K50/ko/X9per5HzL1y4kDfeKEzyuWzZMkJIVMNgZq8D/+nu\nl/VwzHco1DHs3d0xCV43Q881DDOBLwJfdPftVpk2s28DXwe+7u5XVipX23OrhkFSrRZrKiShGgYp\nSg0uFI0Bl5jp+m0cIWoYdkr4uAeBY3ZwzNFtx9VSew9C327ub9//Rjf3i4iIiIhIJ0kbDBOBD5rZ\nlWa2e+c7zGwPM5sCHA58rdyAJXqu7efB3dzfXrvQXY1Dw9q2iy4mMWcH5Q9N+cOKOX/M2UH5Q1P+\nsGLPX2tJaxi+BjwFTAD+1cwWAK8A/YEPUagReBD4WqfVkgFw9y8kTrtj7Ws0HG/bjBFqWzPiGGA9\nhQXdKi6Xy5HJZDrGnYmIiIjUUvvQpGI0D26Otmi/EeXz+WANnaQ1DG8lfUF3T9qrscMahrZjfgF8\nDPi/7v7dTvunU1gE7gfufn7SDD1kUw2DpJpqGCRqqmEQ6VH2DGPOP5b+OF3v8YlmHQbgfRVN0QMz\nOwk4qe3mgLafR5vZTW3/vdLdJ3R6yPnAI8C1ZjaSwjCloyhMsLEY6LZQW0TKk81CwuUeRESkDK23\ntv1HkY3qUnoiRBJ92+/uy5JuCV7uCOAs4EwKi645MKht31nA6G2y/Qn4MHAThYbCV9qOvwYY6u5/\nTfKe613MY/lizg71lT9pYyHk2nD1dP5jFHP+mLOD8odWtfxmxW1l0vlvLEl7GGrG3VuAlhIf82eg\nmrUSItIDDS+SHqkrSqTiWmkmi36vpDoS1TDI9szMJ02apKJnSa1a1DCoHkGKkvTbzeZm2MHK4+VQ\nDYPErNR/f3W9x6e96LmlpaXmNQxqMFSIip4l7dRgkNRI6YWiP6AkZmowNI6YFm6TOhPzWL6Ys0Py\n/NlsFjMrequWRj3/aaH84cScHZQ/NOUPK/b8taYGg0ik5iQYA94csrpYREREoqQhSRWiIUlSa2lc\nVyGlI00kbVJ6oWiIhsRMQ5IaR6rXYTCzGcBPgQf1l7GIiKRd9tYsc5Zo1hgRkXKVMiTp34D5wCtm\ndqOZnWBmu1YpV5RyuVy0Y+JizQ1xZwflD035w6pm/iSNhebBxQ/b07kPS/nDUv7ay+fz5HK5IK9d\nyjoM+wMnAp8GPg+cC6wzs7nAXUCru6+tfMR4hPoQRapF0+VLPdCQC2kkRc9xkatmCqmG9qn7W1pK\nWp6sIhLVMJjZnsAJFBoPnwB2B/4OzKPQeLjH3VdWMGfqqYZBaq2W06SWospT5Us9qFENg8ZoSyMx\nawWyxT8gp9+PWEUzraq7r3H3W939ZGA/Cj0PtwFHATOBv5jZg2Z2kZm9t3JxRepTqVOkVnOa1K64\nF7+psSAiEsIJgBX9b7VIKcqeVtXdN7r7z939XKA/MBL4PnAgMB14wcwWlPs6Ul0xjuVrF3N2KORP\nMkUqpGOa1Ho4/zFT/nBizg7KH5ryhxV7/lorpYZhh9x9C4XC6Plm9mXgwxSGLZ1UydcRqVca1iYi\nIiJpo3UYKsTMfNKkSR0FKSKlSOOaCpDa6fIldqphEKm4Uv8/ot+P+OTzefL5PC0tLTWvYVCDoUJU\n9CzlUINBGooaDCIVpwZD40ht0bOZLTKz85O+SLmPl+qLeSxfzNlB+UNT/rBizh9zdlD+0JQ/rNjz\n11qxRc8HA/uW8TrlPl5ERNIqmy30GhS7iYhIVIoakmRmbwH5tq3k1wAmATl3/1aCx0dBQ5KkHBqS\nJFFL6YIdGnIhjURDkhpHiCFJpcySlGnbktLXSiIBadVmqTq1LEVE6lKxQ5L+uQLbTRXMLRUW81i+\nmLND7fInbSzsaKkHnf+wlD+cmLOD8oem/GHFnr/WiuphcPd8lXPUhVwup2lVJfX0JbCIiEh82qdV\nDUHTqlaIahikHLWoYVA9glRNSi8ujdGWRqIahsaR2mlVRURERESkManBIEDcY/lizg7KH5ryhxVz\n/pizg/KHpvxhxZ6/1tRgEBERERGRbqmGoUJUwyDlUA2DRC2lF5fGaEsjUQ1D41ANg4iIiIiIpEpZ\nDQYzO7+LfQPNbEA5zyu1F/NYvjRmz2azmFnRW8zSeP5LofxhFZs/e2sWa7GStmprlHOfVsoflvI3\nlpIaDGZ2gJnt2mnXJ7s4bC0wxsy+WlYykYjNSbBKWvOOVkgTaWBzliRbebB5sH6vRETKVVINg5m9\nBOwF/A54kMIKzv/i7n/v4tiPAMe5+1UVyppqqmGQzmpRk1CqlA4zl3pQg4tL461FeqYahsYRQw3D\ncODrwOvAWOAYYLWZPWhm/25m/2JmvQHc/fdA/4qmTblcLqcuLhERERGpuHw+Ty6XC/LaJTUY3H2p\nu1/j7qPdvT/wGPBl4CXgX4H7gTfM7FEzuwMYVvHEKZbL5chkMqFjJBJzQyfm7KD8oSl/WDHnjzk7\nKH9oyh9WjPkzmUywBsPOZT7+r+7+Q+CHAGZ2KDCCQk/ETsB2RdEiIiIiIhKPstZhMLNT3P2OCuaJ\nlmoYpLNa1DBks5Cgtlo1DFJ5qmEQCU41DI0j1TUMZvZxM+vbeZ8aCyLhJGksaCImEZH61gjTeUvt\nlVLDcAfwmpk9YWbTzOyT2zYgAMxskJldZ2aXm9k+lYsq1RTjWL52MWeH8vO7F7+1tlYmc2eNfv5D\nU/5wYs4Oyh9apfPXempunf/GUkqD4RXgQuAp4DPAPRQaEI+b2VVmdoKZ7enuL7j7hcAPgMmVjywi\nIiIinbW2tuLuRW8ipSi6hsHMrnL3r3a6/V4gC1wJvAG8G3gLWAjMB5YAp7r7yEqHTiPVMEhntahh\n0LoKkhqqYRCJjn6n4hWihqHoWZI6Nxbabi83sw8Ag939ZTM7EMgAxwGnAr0p9EiIiIiIiEikSl24\nbVvr3f1lAHdf5u43ufu5wGDgLmBBuQGlNmIeyxdzdlD+0JQ/rJjzx5wdlD805Q8r9vy1Vm6D4X1m\n9p5td7r73ymsBH1Bmc8vElw2my161omks09ks4VRHaVsIiIiIrVQ7joM/wzcTmG159vdfcs29093\n92iCKa8AACAASURBVK+UFzEOZuaTJk0ik8lEu9qzdC3p9HPNzc20FjktUdIGQHNzdWY+kgaWdIEP\nUA2DSET0OxWffD5PPp+npaWl5jUMZTUYAMzsPOA/gbXA/cBvgf8FDgIy7v7JckPGQEXP9UsFzNJQ\nUtp61R83IpWl36l4pXrhtu64+43ARyg0FE4GrgF+CpwBXFTu80ttxDyWL+bsoPyhKX83Slngo4xF\nPmI+/zFnB+UPTfnDij1/rRU9S1JP3P0PwAlm1g/4B2C1uy+pxHOLiIiIiEg4ZQ9JkgINSapfGpIk\nDSWlF6OGT4hUln6n4pXKIUlm9mkzu8vMTjazd9QilIiIiIiIpMMOGwzufhfwdeBw4BEz+5GZfdzM\nyq5/kPSIeSxfzNlB+UNT/rBizh9zdlD+0JQ/rNjz11pRf/S7+3Pufrm7/x/gu0Az8KSZXWdmw6qa\nUEREREREgklcw2BmvYB/Bj4HDAHmAP/t7v9TuXjxUA1D/VINgzSUlF6MGm8tUlntv1Olah7cTOvn\ntABQSKmsYeiOu29x91+6+7nAMGAB0GJmj5rZJWZ2QMVSioiIiEjFND+f7HFzliRc2FGiVpE6BHff\n6O4/cfeTgY8Bq4AbzCxvZmPNbO9KvI5UT8xj+WLODsofmvKHFXP+mLOD8ocWOn/rreC5Qq9dsVtn\nofOXK/b8tVbxwmV3X+3us9z948BpwG7Az8zsXjP7nJn1rvRrioiIiIhIdRRdw2BmE9x9auIXMvsH\nCvUOH3b3TyV9nrRSDUMcstksc+Yk605VDYM0hJRejKphEKmwBL/r+j1Mh7TXMJxXzgu5+x/d/Vv1\n2FiQeCRtLDQ3N1c4iYiIiEgcSmkw/KOZXW5m+1UtjQQT81i+JNndvaSttbV6M0LEfO5B+UOLMX/2\n1izWYoXtHHv7v3vY0ijGc9+Z8oel/GHFnr/Wdi7h2L8Da4CvmdkAYDXwCPBrd/9zNcKJiEj9STrL\nSvNg9fSJiIRQSg3DfHcf0en2nsBHgeHAe4H1wO8oNCD+WIWsqaYahjjUYk0FgGwWkox+0iUkwdWg\nhkHjoEVSQDUM0QpRw1BKD8NWX+24+xoKi7XNATCzdwJHA1eZ2UeA3wDz3H1mhbKmXi6XI5PJkMlk\nQkeRwJI0FlQmISIiIt3J5/PBhlIVXcPg7n/r7j4z2wX4DNACfAp4F/BBYJdyA8akvcEQo5jH8qU5\nu/uOt/nz87hDFcskqirN578Yyh9WzPljzg7KH5ryhxVj/kwmQy6XC/LapfQwbMfMBgFfAr4A7Au8\nCfwE+L67zy8/noiIiIhUjZUwsiVXtRSSckXXMHQ8wGwnIAuMAz4OGPAScD0w093/UumQMVANQxxq\nVcOQ0qnsRXZMNQwiDaHVsmQpbfys5Qo/9bsbVqprGMysP/BFYAxwQNvu+cD3gbvdfUvl44mIiIhI\npZ1AYRxsSd8NpHSKY6m+UtZhWAb8O7AncB1wiLuPdPefqLEQvxjH8rWLOTsof2jKH1bM+WPODsof\nmvKHFXv+WiulhuEdwFLgK8CveiqCFqmVbDabePVmEREREdmxUtZheJhC3cKxwFDgncBiIA887O7r\nu3jMF9x9VsXSpphqGMKwUoq12jQ3N1d15WZQDYNETDUMIg0hya+6fnfTIdU1DMCL7v4U8BTwXQAz\nO5jCwm2nmVkfCsOW8sBv2tZpuBRoiAaDhKXGmoiIiEh1lLIOw2ld7Fvs7je4+xfc/WQKDYm9gClm\n9gdgUOWiSjVpLF84sZ975Q9rh/mz2cJXicVuNRbz+Y85Oyh/aMofVuz5a62sdRi25e7LgeXALWb2\nLuCPlXx+EREpkZYdFxGRMpW8DkNJT272a3c/rmovkCKqYQijFusqZLPJ/uYC1TBICqSwoEbjoEXC\nUw1DvELUMBQ9JMnMPm5mfUt8/tNLPF4kdZI2FvQlrYiIiNSDUtZhuAN4zcyeMLNpZvbJrhoQZjbI\nzK4zs8uBv1csqVSVxvLtmHtpW7ETMcV+7pU/LOUPJ+bsoPyhKX9YseevtVJqGF4Brgb+CfgMcDHw\nlpktpDAzUh540N1fAC40syZgMvCvlQwsIiLpkr01y5wlWg9FRKRelbIOw1Xu/tVOt98LZIErgTeA\ndwNvAQuB+cAS4FR3H1np0GmkGoYwalHDkMIh4CLFq+G6CqVoHtxM6+equx6KiHRPNQzxSvU6DJ0b\nC223l5vZB4DB7v6ymR0IZIDjgFOB3sCFFUtaY2aWAy7fZvfL7r5/gDgiIqmnPyJE4lPSbMq5aqWQ\ntCulhqEr6939ZQB3X+buN7n7ucBg4C5gQbkBA3sOGNBpOzxsnOrRWL5wYj/3yh+W8ocTc3ZQ/tDC\n5y+vhy98/vLEnr/Wym0wvM/M3rPtTnf/OzAWuKDM5w9ti7u/2ml7LXQgERERkfKdAFhJk3lI4ypr\nHQYz+2fgduDLwO3uvmWb+6e7+1fKixhG25CkCRTqM/4OPApc2lbU3dXxqmEoUzabZU7COUxVwyDS\njRrWMGhIkkg8ktQA6nc9HVJdw9AVd59nZhOBm4DrzOx+4LfA/wIHURiaFKvfAWdTGJbUH/gG8IiZ\nHerurwdNVqeSNhaateCBiIiISNWUOyQJd78R+AiFhsLJwDXAT4EzgIvKff5qM7MzzGxtp+0YAHf/\nhbv/2N2fcfcHKPTd7UShEVF30jSWz91L2iZMmBA6clnSdO6TUP6wlD+cmLOD8oem/GHFnr/Wym4w\nALj7H9z9BGBfCus0HOzuH3L3pZV4fjP7bNticL8xszVm9paZ/dcOHjPQzGaZ2Utm/7+9ew+T5Srr\nPf59CaAkhASRm4InCcagKIRDPImgMAGjOOOjERQVJEYBBWLkoig3zWwUUVQSCYhcDIEgHMALCHuj\nqOwRSVAkhyCKQCB7KyQKKOyQSIJC3vNHVZPOZHqmLzW1as18P89TT093dVX9uqZvq2u9teL6iDgQ\nEedGxNHr7vpm4D5j06UbrS8z/wv4J+DrO3hIkiRJUhUWqmHoSzs43L2Ba4ArgXsCr8nMMybc/x7A\nJcAdgTfRdCs6GTgV+DDwgFm7FUXEVwIHgBdn5q9uMN8ahgX1MabCPKxhUNWsYZC0AWsY6lWihqGT\nIww9eDLNeA9HAU+Y4v6/S9NYODszH5aZz2wHkDsXOAF47lYriIjfiogHRsSxEXEy8IfAbYBXzf0o\nVNzKSvP9aZZJkiRpN6uiwZCZa2Pdmzb9CtceXTgNOJCZL143+xzg88CPRcThW2z2a4HX0Ryd+CPg\nOuCUzPz4rPlrUHNfvlmyz1lXzXbWVde878H8pZm/nJqzg/lLM39Ztefv20JnSRqoU9vLt6+fkZnX\nRsTFNA2KU4B3TFpJZv7o9sTTENi9SJIkaTpV1DCMi4glmi/6G9YwRMRvAj8H/FxmnrvB/BcBTwSe\nkJkv7TCXNQwL6qOGwXoE7TrWMEjagDUM9bKGoRtHtZdXT5g/un392ZIkSZIkrbNQl6SIeGJm/u66\n2+4GfDEz/32hZBU688wzOeaYYwA4+uijOfHEE1laWgJu7Cs31OvnnXfeIPKOzLL8+LJbr7/s41s0\n/xCvm7+C/M2N25aHA9zEbtn/6x9D6TzmH1a+oecfmef1vtFruPT+rG3/z3L9sssu49ChQwAcPHiQ\nImYZIAu4O3Drsetv2+A+RwG/DPz8rANwTZlhCbgBePWE+b/Zzn/KhPkvauf/dMe5smb79+8vHSGB\nnGc/zpK96Zcx8ya21RD2/SLMX9aW+Xt40rNKsjrfNmre/zVnzzR/aaXzz/OZO/5aL51/UTXnb/9v\nnX/H3myaqYYhIq4Cbg/8LfBO4MHAd2bmFza477cCD8rM35q++TJVhiU2r2F4DPBy4GWZ+fgN5v85\nTdHzQzJzf4e5cpZ9qZuzhkHaBtYwSNqANQz1qqGG4TuAZwCfAR4PPAC4OiLeGRG/EhHfOTpdaWb+\nPXDnTtNOZ9QIOC3ipmfRj4gjaTL/F02jR5IkSdImZmowZObHMvO8zHx4Zt4ZeA/wJOAq4HE0pzI9\nFBF/FxFvAL6t88RbZ7yizXEscNa62XuAw4GLMvO6rre9urp6s76Btag1N9SdHcxfmvnLqjl/zdnB\n/KWZv6wa86+trbG6ulpk24uOw/DZbE5N+lKAiLgXzTgI30HTGHniguunXe/pwOnt1bu0l/ePiAvb\nvz+dmU8bW+SJwCXACyPiITSDr51MU//wYeBZXeRar9Q/UZIkSTvb0tISS0tL7Nmzp/dtLzQOQ0Q8\nIjPf0GGeSds5h2aU5vVhR12ODmbmceuWuRvwHOChwB1ojoL8CbAnMyedcnWRjNYwLGie/pQrK/ON\n3uy/SruGNQySNmANQ71qqGG4ic0aCxFxp4h43iLrH9vOnsy8RWYetm66RTsdt8Eyn8jMn8zMr8nM\nr8jMYzPzqdvRWNDGVlZWiIipp3nM01hYXp5rU5IkSbvSQg2GjUTEHSLi+cAVwC90vX5tj+3oy7dv\njm/zy3N9m1/jxnNHbj3t3TvHJrZRjf0ox5m/LPOXU3N2MH9p5i+r9vx9W7SG4csi4vbA04CfAW7b\n3ryrjlmtrq5+uX+ZbmRXLakj8/bBkyRVb21trVhDZ6EaBoCIOBp4Ks3Zko4ErgV+B/hG4GGZ2flR\njCGyhuHmHFdB6ticXfdYXt7WQ2v2a5bqYw1DvUrUMMx9hCEibgc8BXgyzejO/wU8H3h+Zn4mIl7R\nTURJ0k3YQpYk9WjmX/8j4rYR8SzgAM2Zi24NnAscl5lPz8zPdJxRPai7L99a6QALqXvfm78085dT\nc3Ywf2nmL6v2/H2b+ghDO4Lz2cDP05ym9AvA+cDzMvPftyeeJEmSpJKmrmGIiIPA1wH/DVwAPDcz\nr9zk/q8AfnI31TCcc845Fj2PsYZB6thAn/D2a5bqYw1DfUZFz3v27Om9hmGWBsP3Ac8F/gJ4emb+\n9xb333UNBoueb8oGg9SxgT7h/RIh1ccGQ70GPXBbZv4pcG/g74C3RsQTI+JW25ZMvaq7L99a6QAL\nqXvfm78085dTc3Ywf2nmL6v2/H2b6df/bLweeChwNbAvIh4XEYdtSzpJkiRJRS00DkPbUPgx4FHA\na4FXZ+YN7Ty7JO0gKysrc43cDHZJkjoz0Ce83RSk+tglqV5VjcMAkJlfAl4VEX8AnAG8LSIuomk8\naAeZt7GwvLw89X0dxFYqb+W1K+y73BeiJOlGnfz6n5lfzMwLgO8FDgf2AfcFbIJWYtq+fJk507R3\nhtFl520snHzydNmHqvZ+lOYvq+v88zYWlo+f/seBcTXv/5qzg/lLM39Ztefv20JHGNbLzP8BXhYR\nFwKPBZ7e5fqHbnV11dOqdmDW3ha+5qXu2eVAkoZldFrVEhaqYdhy5RG3GNU07HQ7vYbBU6RKA9DD\ni8Q+ytLuYA1DvQZ9WtV57JbGgiRJkrRT7YozGGlrNfflqzk7mL8085dVc/6as4P5SzN/WbXn75sN\nBkmSJEkTbWsNw25iDUMX26DdxrZtQqqbNQySOmINQ712XA2DJEmSpLrZYOjQ6upqtX3ias0NdWcH\n85dm/rJqzl9zdjB/aeYvq8b8a2trrK6uFtl2p+Mw7Hal/omSJEna2UZjfe3Zs6f3bVvD0BFrGLrY\nBu02tm0TUt2sYZDUEWsY6mUNgyRJkqRBscEgoM6+fCM1Zwfzl2b+smrOX3N2MH9p5i+r9vx9s4Zh\nl1pZWWHfvn2lY0iSJGngrGHoSG01DKO+i7NYXl5m796925CmYQ2DtAVrGCR1xBqGepWoYfAIwy5X\nUyNHkiRJ/bOGQcD29OVbWWl+EJ12mlft/RDNX5b5y6o5f83Zwfylmb+s2vP3zQZDh2oeuG07zFMi\nsbzcfQ5JkqTalRy4zRqGjtRaw+C4ClJFrGGQ1BFrGOrlOAySJEmSBsUGg4C6+/LVnB3MX5r5y6o5\nf83Zwfylmb+s2vP3zQaDJEmSpImsYeiINQwbbYN2G9u2CWl3sYZBUkesYaiXNQySJEmSBsUGg4C6\n+/LVnB3MX5r5y6o5f83Zwfylmb+s2vP3zQaDJEmSpImsYehIyRqGlZUV9s0zShrWMEhFrazMN8Kh\nNQySFmQNQ71K1DDcss+NaXvM21hYnmFY5Xm/10jahMOhS6rQqOEwreXjl9n7yL3blEZ9sEvSDpKZ\nM01799744t2qL9+8jYU+vtvU3g/R/GUNIn/m9NPem37oDiL/AmrOX3N2MH9pNeZf/sjYlQPTL7fv\n8uH94ljj/i/JIwwdWl1dZWlpiaWlpdJRto3diyRJ2p32vrb9I5O1tbWpvu/MejRCk62trRVr6FjD\n0JGSNQyOqSBVaoAvLPsoS7vDXN8d5njP8j2le47DIEmSJGlQbDAIqLsvX83Zwfylmb+smvPXnB3M\nX5r5y6o9f99sMEiSJEmayBqGjljDIGlmA3xh2d9Y2h2sYaiXNQySJEmSBsUGg4C6+/LVnB3MX5r5\ny6o5f83Zwfylmb+s2vP3zQaDJEmSpImsYeiINQySZjbAF5b9jaXdwRqGepWoYXCkZ0mSpF1q1HCY\nhl/5dy+7JAmouy9fzdnB/KWZv6ya89ecHcxfWun8y8vLCy1fOv+ias/fN48wSNIOtvLaFfZdvq90\nDEkDs3fv3tkXmuFohHYWaxg6UlsNw8oK7JvjO4RPF6lDPdQwjPoPz2L5+GX2PnKOLxOSdjZrGAbB\nGgb1Zp7GwoJHLyUV5Ie1JGle1jDscpnNtH//2pf/njTNc/SyD7X3QzR/WeYvq+b8NWcH85dm/rJq\nz983GwySJEmSJrKGoSMRkeeccw5LS0ssLS31vW1gthqGAZ7+Xdp9eqxhsEuSpIVZw1DU2toaa2tr\n7Nmzp/caBhsMHamt6NkGgzQANhgk1cQGwyCUKHq2S5KAuvvy1ZwdzF+a+cuqOX/N2cH8pZm/rNrz\n980GwwCtrKwQEVNPkiRJ0naxS1JHJnVJWllZYd885zCd0fLy8kyDsNglSRoAuyRJqoldkgbBcRh2\noHkbC7M2ACRJkqTtYJeknmTmTFPfjYWa+/LVnB3MX5r5y6o5f83ZwfylVZ0/grWI5ojDVtNAVb3/\nC7DBIEmSpC3tZbl0BBViDUNHJtUwzHPK0z5YwyANgDUMkioyz1uW70Hd87SqmsvKynRHBSs4QihJ\nkqSBscGwA8x7EqblsSOLNfflqzk7mL8085dVc/6as4P5SzN/WbXn75tnSdpB7F4kSZKkrlnD0JGS\nNQzWI0iVsoZBUkWsYRgGaxgkSZIkDYoNBgF19+WrOTuYvzTzl1Vz/pqzg/lLM39Ztefvmw0GSZIk\nSRNZwzBBRNwV+HXge4AjgSuAJ2TmOyfc3xoGSbOxhkFSRaxhGIYSNQyeJWkDEXE0cDHwTmAZ+DRw\nHPCpkrkkSZKkvtklaWO/AFyZmWdm5nsz818yc39mfqh0sO1Sc1++mrOD+Uszf1k15685O5i/NPOX\nVXv+vtlg2NjpwHsi4vUR8cmIeF9EnFU6lCRJktQ3axg2EBHXAwm8AHgDcF/gfODpmfniCctYwyBp\nNtYwSKqINQzD4DgMPYuIR0XENWPTA9pZtwAuzcxnZeb7M/NC4IWARxkkSZK0qwy+wRARPxgR50fE\n30TE5yLihoi4aItl7hYRF0TEVRFxfUQciIhz22LmcW8G7jM2XdrefhXwwXX3/RDwdR08pEGquS9f\nzdnB/KWZv6ya89ecHcxfmvnLqj1/32o4S9KzgXsD1wCfAO5J011oQxFxD+AS4I7Am2i+6J8MPAl4\naEQ8IDM/A5CZ1wLXbrCai9vtjPsG4OAiD0SSJEmqzeBrGCJiCfh4Zn4sIh4E7Adek5lnTLj/nwOn\nAWeP1xtExG8DTwFemplP2GKbJ9E0Ola5sYbh5cAzMvMlE5axhkHSbKxhkFQRaxiGwRqGDWTmWmZ+\nrL266c5pjy6cBhzYoDj5HODzwI9FxOFbbPO9NGdKegTwAeBXgGdPaixIkiRJO9XgGwwzOrW9fPv6\nGW33o4uBI4BTtlpRZu7LzBMz8zaZec/MfFG3UYel5r58NWcH85dm/rJqzl9zdjB/aeYvq/b8fdtp\nDYYT2suPTJh/eXt5fA9ZJEmSpOrVUPQ8i6Pay6snzB/dvv5sSZ0488wzOeaYY5oNHH00J5544pfn\njVqyS0tL23Id1lhbW2T55rbtyred15eWlgaVx/zDyjfo/NBLfg4M9/Vd+/PH617fbddhjbW1Ge5/\ngJsonb/G65dddhmHDh0C4ODBg5Qw+KLncW0B9DuYUPQcES8DHgs8NjMv2GD+c4Fn0BQv/0bH2Sx6\nljQbi54lVcSi52Gw6HlxoyMIR02YP7r9UA9ZqjJq0dao5uxg/tLMX1bN+WvODuYvzfxl1Z6/bzut\nwfCh9vKECfNHtQuTahwkSZIkjdlpXZKOAz5K02Pu68f7CEXEkcC/0Qz6dqfMvK7jbJ11SVpZgX37\nZs9Q0b9SEtglSVJV7JI0DHZJWlBmXkFzStVjgbPWzd4DHA5c1HVjYWR1dXWDQ1xvBZIIpp7maSws\nL3fwACRJkjRIa2trrK6uFtn24I8wRMTpNIOoAdwF+C7gCuBd7W2fzsynjd3/OJpRmu8EvJmmm9LJ\nNCck+TBw/8z87DbknHCEYb71LS/D3r0LhprB2tgZVGpTc3Ywf2lF88/4c93Ka1fYd/m6XxQO0PxE\nsoWh/rpX8/On5uxg/tJqzD/+ljVt/qEeYahx/4+UOMJQw2lV7wOcQdOViPbyWOC49vpB4MsNhsy8\nIiJOAp4DPBRYBq4CzgP2ZOakU65uq4G3yyQtat6+hDO4WWNhSsvHewhSkjS/wR9hqMVWRxjczdIO\n18PhxKH+Uidpd7CGYRg8wlC52PALgy8QaVfx1wFJ0g6zo4qeNb+az0dcc3Ywf2nmL6vm/DVnB/OX\nVnP+5iQta1OdyGWoatz/JYuebTB0KDNvNkmSJO0MPZ6NRTeztLTkWZJqZw2DtMs5poKkHW6esaV8\n3+qe4zBI0lCsrEw/eMqQj7tLkrQgGwwC6uzLN1JzdjB/aRPzVzKC4o7d/xWoOTuYvzTzl1V7/r55\nlqQOra6usrS0VO1AIJI2YH9CSdIArK2tFWvoWMPQEWsYpB1mgC9e+wJLKskahmGwhkGSJEnSoNhg\nEFB3X76as4P5SzN/WTXnrzk7mL8085dVe/6+2WCQJEmSNJE1DB2xhkHaYQb44rUvsKSSrGEYBmsY\nKre6uuohLkmSJHVubW2t2EjPNhg6NDqtao1qbujUnB3MX5r5y6o5f83Zwfylmb+sGvMvLS3ZYJAk\nSZI0PNYwdMQaBmmHGeCL177AkkqyhmEYrGGQJEmSNCg2GATU2ZdvpObsYP7SzF9Wzflrzg7mL838\nZdWev282GCRJkiRNZA1DR6xhkHaYAb547QssqSRrGIbBGobKOQ6DJEmStoPjMOwQjsNQRs3Zwfyl\nmb+smvPXnB3MX5r5y6oxv+MwSJIkSRokaxg6Yg2DtMMM8MVrX2BJJVnDMAzWMEiSJEkaFBsMAurs\nyzdSc3Ywf2nmL6vm/DVnB/OXZv6yas/fNxsMkiRJkiayhqEj1jBIO8wAX7z2BZZUkjUMw2ANgyRJ\nkqRBscHQoZoHbqs1N9SdHcxfmvnLqjl/zdnB/KWZv6wa8ztw2w6xZ88qp566RARfniRJkqRFlRy4\nzRqGjkREwsb7cnkZ9u7tOZCkxVjDIEk3YQ3DMJSoYbhlnxvb6Qb0vUKSJEnqhF2SBNTZl2+k5uxg\n/tLMX1bN+WvODuYvzfxl1Z6/bzYYJEmSJE1kDUNHJo3DIKlS1jBI0k1YwzAMjsMgSZIkaVBsMAio\nuy9fzdnB/KWZv6ya89ecHcxfmvnLqj1/32wwSJIkSZrIGoaOWMMg9WRlBfbtm325WQdEsYZBkm7C\nGoZhsIZBkrYyT2NhkeUkSdrlbDB0aHV1tdo+cbXmhrqzg/nnljn9tAn3f1k15685O5i/NPOXVWP+\ntbU1VldXi2zbkZ47VOqfKEmSpJ1taWmJpaUl9uzZ0/u2rWHoiDUMUk/mqS3oa5ltZl9gSSVZwzAM\n1jBIkiRJGhQbDALq7Ms3UnN2MH9p5i+r5vw1Zwfzl2b+smrP3zcbDJIkSZImsoahI9YwSD1ZpB5h\nHgN6XdsXWFJJ1jAMgzUMkrQdlpf7XU6SpB3EBoOAuvvy1ZwdzN+LvXsnjtGwtn//5PEbZhkZupAq\n9v8mas5fc3Ywf2nmL6v2/H2zwSBJkiRpImsYOmINg9STAY6P0Bf7AksqyRqGYShRw+BIz5JUyMpr\nV9h3+b7SMSRJ2pRdkgTU3Zev5uxg/tJK5p+nsbB8/E0Lsd3/5dScHcxfmvnLqj1/3zzCIEmFeahe\nkjRk1jB0xBoGqSc7qIbBvr2SamINwzA4DoMkSZKkQbHBIKDuvnw1Zwfzl2b+smrOX3N2MH9p5i+r\n9vx9s8HQodXVVZ+AkiRJ6tza2hqrq6tFtm0NQ0esYZB6Yg2DJBVhDcMwWMMgSZIkaVBsMAiouy9f\nzdnB/KWZv6ya89ecHcxfmvnLqj1/32wwSJIkSZrIGoaOWMMg9cQaBkkqwhqGYbCGQZIkSdKg2GAQ\nUHdfvpqzg/lLM39ZNeevOTuYvzTzl1V7/r7ZYJAkSZI0kTUMHbGGQeqJNQySVIQ1DMNgDYMkSZKk\nQbHBIKDuvnw1Zwfzl9ZV/pXXrhB7YqapC+7/cmrODuYvzfxl1Z6/bzYYJKkD+y7fN9dyy8cvd5xE\nkqRuWcPQEWsYpH6sPCrY9w2zL7d8/DJ7H7m3+0At++lK2umsYRgGaxgkaQvzNBZg/iMAkiTtdjYY\nBNTdl6/m7GD+eeU5OfW0Gfd/WTXnrzk7mL8085dVe/6+2WDYQEQcjIgbNpjeWjqbJEmS1CdrGDYQ\nEXcADhu76WuAS4EzM/OiCctYwyD1YJ7+sH30obWfrqSdzhqGYShRw3DLPjdWi8z8z/HrEfE4XGdS\nlAAAE6pJREFU4GrgDWUSSZIkSWXYJWkL0TSnHwO8JjO/UDrPdqm5L1/N2cH8pZm/rJrz15wdzF+a\n+cuqPX/fbDBs7TTgGODlhXNIkiRJvdvVNQwR8Sjg98ZuemhmXrzuPm8E7p6Zp2yxLmsYpB5YwyBJ\nZVjDMAyOw7CBiPjBiDg/Iv4mIj7Xnq1ow8LjsWXuFhEXRMRVEXF9RByIiHMj4uh1d30zcJ+x6dJ1\n67kT8H14dEGazsoKRMw+rayUTi5JkiYYfIMBeDZwFnBv4BPtbRObqRFxD9ozGgF/C7wAuAJ4EvDu\niPiq0X0z89rMvGJsun7d6s4Ergde181DGa6a+/LVnB12WP59cw6ONu9yHdhR+79CNeevOTuYvzTz\nl1V7/r7V0GB4MnB8Zh4FPGGK+/8ucEfg7Mx8WGY+MzMfApwLnAA8d5qNtsXOjwX+b2Z+fr7o9bjs\nsstKR5hbzdlhh+bPnH4qbEfu/4rUnL/m7GD+0sxfVu35+zb4BkNmrmXmx9qrm/bXao8unAYcyMwX\nr5t9DvB54Mci4vApNr0E3INd0h3p0KFDpSPMrebsYP7SzF9Wzflrzg7mL838ZdWev2+DbzDM6NT2\n8u3rZ2TmtcDFwBHApgXM7f33Z+ZhmfnebiMO08GDB0tHmFvN2cH8pZm/rJrz15wdzF+a+cuqPX/f\ndlqD4YT28iMT5l/eXh7fQ5aq1HxorubsYP7SzF9Wzflrzg7mL838ZdWev287baTno9rLqyfMH92+\n/mxJnRidbqxWNeevOTvswPzzPJ4Zl4nV2bcxaZku9/88uRbe5k57/lSk5uxg/tJqzT/KPUv+Eu+N\nW6l1/5ew0xoMxfR9PlxJkiSpDzutS9LoCMJRE+aPbrfSRZIkSZrCTmswfKi9PGHC/FHtwqQaB0mS\nJEljdlqDYX97eVqs65gWEUcCDwD+i2ZAt0GIiGe0o1efXzrLtCLirIh4f0Rc3U6XRMRy6VzTavf5\n37fZPxURfxoR9yqda1oR8cA28yfa586Pl840jYh4Yjvq+nUR8d6I+PbSmaZV6z4f2QHP+arfc8ZV\n+p6/2mYen64qnWtaEXHXiHhV+9y/LiL+KSIeWDrXNCLi4Ab7/oaIeGvpbNOIiMMi4lci4op231/R\nXj+sdLZpRMSREXFe+3/4fERcHBEnlc61kWk/p+b9LN5RDYbMvILmlKrH0owOPW4PcDhwUWZe13e2\njUTEKcDjgH9gk9GrB+jjwC8A9wXuB7wDeFNEfEvRVNN7EPAi4NuABwNfBP4yIm5fNNX0jqB5zjwJ\nuI4KnjsR8cPAecCvAicClwBvi4i7Fw02ver2+Tq1P+drf88Bqn7Ph+YI/l3Gpir2fUQcTXNK9QSW\ngXsCPwN8qmSuGdyPm+73/03zWF5fMtQMfhF4InA2Te+PJ9F8P3tGyVAzeAXN+F5nAN9M8x3zLyPi\na4qm2tiWn1OLfBZHDmCk1c1ExOnA6e3VuwDfBVwBvKu97dOZ+bSx+x9HswPuBLyZ5k3uZJqB2D4M\n3D8zP9tL+E1ExFHApcBjgFXgA5n5s0VDLSAi/hN4emZWN9BdRBxBU//y/Zm5t3SeWUTENcBZmfnq\n0lk2ExF/B1yWmT89dttHgD/MzGeWSza7Wvb5Zmp+zo/U9p5T83t+RKwCD8/MKhoJ4yLi14DvyMzv\nKJ2lCxHxLODngLtm5hdK59lKeyTk05n5E2O3vQq4fWZ+X7lkW4uI2wCfAx6WmW8Zu/29wNsy85eK\nhdvCpM+pRT6LazjCcB+alt2jaVp5SXME4Yx2evj4ndujDCcBF9I0FJ7a3v884JQhNBZaLwPemJl/\nzRYjWA9Ze7jxR2hatpeUzjOn29G8Foby3NhRIuLWNL+KrR9Q8e3A/ftPJCp+zlf8nlP7e/5xEXFl\n26XkdRFxbOlAUzodeE9EvD4iPhkR74uI9T0QqhARQdPgfE0NjYXW3wAPjogTACLim2gG2d1XNNV0\nbgkcBqzf19cD1XSpHVn0s3jwp1XNzD003YlmWeYTwE9uT6LFRcTjgOOAR7Y3DfswzwbargDvBr4C\nuBb4gcz8p7Kp5vY7wPtoHo+699U0b7qfXHf7p2iOGqp/1T3na37P2QHv+X8L/DjNEfs7A88GLomI\ne2XmZ4om29pxNF1iXgD8Gk23tvMjgsx8cdFkszsNOAao4qgaQGb+RkTcDvhgRHyJ5nvnr2bm7xWO\ntqXMvCYi3g08OyL+keYz7EeBU7hxIOCaLPRZXMMRhmpFxKMi4pqx6QFtK/u5wKMy80ujuzLAX5w2\nyj82+0PAvYH/A7wEePXQiii3yD+6zwtoWtYPz4H1z5smvzSrIT/ntzD495yN1PSeP0lm/llm/mFm\n/mNm/hXwvTTfH2oo/r8FcGlmPisz35+ZFwIv5OZ1jjV4HPCezPxA6SDTao8GPprmi/Z9aXqGnBUR\ng/1Rd51HAzcAn6A5svAzwOuor9G/uMzc1RPwg8D5NIfNPkfzxLhoi2XuBlwAXEXzBDoAnAscve5+\nt6X5dWM0fSVwZruN/xmbbgC+BPw3cKsh599knX8BvGLo+3/d/HOBK4FvqOX5s8G6rgHOGPjr4Nbt\n8/zh625/MbB/0ezbnX+79nmJ/F0850vv/7Hl53rP6Ts/Hb/nD2j/vwN48dCzAweBl6277dHAtUN/\n7qxb5k40XWMe00XuHvf/x4Gz1932LODyGvKPLXMb4M7t368H3jLUrO1yN/ucYsHP4s6edLVOwGXt\nP+1q4IPt36/e5P73oDmccwPwxzSHOP+qvf7PwFdtsb2jgG8am+4FvAd4DfBNQ8+/yXrfsdl2h5af\npkvGVcAJNT1/NlhfVw2GbX0cNF0aXrruto8Az100e9//h672ed/5u3rOl97/Y+uY6z2n7/x0/J4/\nhP1P8+PXvwHPHnp24A+Ad6677VeAf6xp39OcJexq4PAucve4//+Dpvh2/LZnAB+tIf8Gy9+epvbr\nsUPOyoTPKRb4LO7sSVfrRHP2pHu0fz9oin/gn7f3Wf8C+O329pfMkWENOL+W/MCv0xT8HENzar3n\n0fxa9t2V5H9x+4I9lZueru6ISvIfQXM6tBNpxhX5pfbvuw/1dQA8gvbXMeAbab68fm6RzD3n73yf\n95y/s+d8ofydveeUyL/B8mvM+Z5faP//FvBAmhOInAy8FTjUxfO/h+wn0RzJeSbw9cAPtdmfUMO+\nb+cFzZe6l3aRuef9/0qaowzL7ev3B2j6zP9mJfm/C/ie9rl/Gs2X/kuAwwaYdcvPKRb4LO70iVf7\n1P4zJ/4DaVp7NwAf22DebWkK8a5hxl8AaAace2Et+ds3gIM0h8c+SVNhf1pF+UfdAW5YN/1yJfmX\nxjKPP44LFv0fbOfjAJ5Aczj1euDvgW/vIm8f+bd7n/eQf1ue8z3m35b3nD6f/+vu18l7fo/7/3U0\nXdm+QNOX+43APWvI3s5bpvmidx1NLczP1LLv23mntq/fk7Yj9zY/d25L04XmIPB54GM0YwDcupL8\nPwR8tH3vuYqm/uXIgWYdrXPTzynm/Cwe/FmSBubU9nL9KanIzGsj4mKaFugpNIfLp5KZp259r050\nkj/Hzqfcs67ylyr27yr/GmVPWDDX48jMl9AUq5Y2c/4B7PNx8+QfSnaYL3+p95yNLPw67vE9fyPz\n7P8f7S/epuZ979nHME7jOW/+/TRntyltnufOtcBT2qm0efK/kaaB3Ldt+5ya97N4SB8iNTihvfzI\nhPmj02wd30OWeZi/rNrzj9T+OMxflvnLqjl/zdnB/KXVlH9wWW0wzOao9vLqCfNHtx/dQ5Z5mL+s\n2vOP1P44zF+W+cuqOX/N2cH8pdWUf3BZbTBIkiRJmsgGw2xGLbqjJswf3X6ohyzzMH9Ztecfqf1x\nmL8s85dVc/6as4P5S6sp/+Cy2mCYzYfayxMmzB/1JZvU56w085dVe/6R2h+H+csyf1k15685O5i/\ntJryDy6rDYbZ7G8vT4uIGJ8REUcCD6A59+3f9h1sSuYvq/b8I7U/DvOXZf6yas5fc3Ywf2k15R9c\nVhsMM8jMK2hOcXUscNa62XuAw2mG+b6u72zTMH9Ztecfqf1xmL8s85dVc/6as4P5S6sp/xCzRjuI\nw64VEacDp7dX70Izqt8VwLva2z6dmU8bu/9xNKP83Ql4M81ho5NpBsz4MHD/zPxsL+ExP+bvRO2P\nw/zmX4T5y+WvOXubx/zm33FZNzTPCHU7aQLO4cZR8can0Qh5V2ywzN2AC2hG/fsCzYh5LwCOMr/5\na8q/Ux6H+c1v/jrz15zd/ObfqVk3mnb9EQZJkiRJk1nDIEmSJGkiGwySJEmSJrLBIEmSJGkiGwyS\nJEmSJrLBIEmSJGkiGwySJEmSJrLBIEmSJGkiGwySJEmSJrLBIEmSJGkiGwySVFhEnBkRN0TEj5fO\nsqiIWGofyzkLrmdQ+2Qsz2h62zZv76R12zuwnduTpM3csnQASdpJIuKGGRf5CSDHpp2iq8cytH3y\nJuAy4KPbvJ0rgdX276cwvP0gaRexwSBJ3drDTb/cBfBk4CjgPODQuvu/DzgIvBv49x7yaTFvysxX\nb/dGMvPfgOcARMRPbvf2JGkzNhgkqUOZuWf9bRHxE8DtgPMy818nLPq5bQ0mSdKcrGGQpMIm9deP\niIMRcSAijoiIcyPi4xHx+Yh4X0R8f3ufW0bEsyLi8oi4LiI+GhFnbbKt746IfRHxHxFxfXv/50fE\nUTNmvnNE/H5EfHIs0xlbLPNVEfG8iPjndplDEfGXEXHaDNs9NSJeFhEfjIir2/V8ICJ+OSK+Yt19\nn9fu1w1zRcT92vl/Ou32J6xn2u28Zey2C9vbjo2IsyPiH9rHsn+RLJK0HWwwSNJwrO+nnsCtgL8A\nHgr8CXARcA/gjyLiwcDrgccD7wBeDtwWOD8iHrF+5W0h8tuAbwXeAvwOTV/8nwcujogjpwkZEV8N\nXEJTf/Eh4Fyafv2/R9PffqNl/hdwKfCLwCeBl7TZvxH4s4h47DTbBn4B+E7g/7Xbeznw3zT9/d8W\nEeOfa78H3AD81IR1/fTY/RYx7XZessG836HpevR+mi5r71owiyR1zi5JkjRcAXwNzRftB2Xm/wBE\nxEXAO4E30nzhv1dmfq6ddy7Nl/inA2/48ooiTgXOofmivzy6fzvvx4FX0tRfPHWKXL8GHAucm5k/\nN7aeF9HUYmzkVcDdgR/JzPFcRwFrwAsj4k8z81NbbPuJmXmzMwZFxHOAZwM/SPu4M/Nf2rMZrUTE\nvTLzn8bufyTwo8C/0jSi5rbgdu4LnJiZ/7JIBknaTh5hkKRhS+DJo8YCQGa+i6ZQ+mjgF8e//Ldf\npi8B7hURMbaen20vHzd+/3aZV9H8wv2orcJExK3a+32OG8/iM1rPpcAfbLDMfYAHAn803lhol7m6\nXc9XAg/favsbNRZa57WX37Xu9tGv+j+97vZHAkcAr8jMLs5ANO92nm9jQdLQeYRBkobt0IQvyVcB\no24+611J05XpLsC/tbd9G/A/wCPWNSRGbg3cMSJun5mf3STPPYHbAH+fmddsMP+vgfVjJ3xbe3l0\nRKxusMwd28tv3GS7AETEEcCTgB8AvoGmC9b44/nadYu8DTgAPDoifjEzr2tv/yma/fGKrbY5pXm3\n856Oti9J28YGgyQN29UTbv8iwIQv7V9sL281dtsdgMNouiVNkjRfwDdrMIyKoz85Yf5Gp4a9Q3t5\nWjtN2vYRm2x3dHTjHTQ1GB8AXgd8muYLedA8tpsUPmdmRsRLgV8Hfhi4MCLuR9MV6E8ys5NT2S6w\nHU+lK2nw7JIkSbvD1cBnMvMWm0yHZebHp1gPwJ0nzL/LJsv87BbbfswW2/5+msbCKzPzPpn5+Mz8\npcx8DvCyTZa7APgCN3YXGl2+dIvtzWqe7Tggm6TBs8EgSbvDu4GviohvWnA9/wxcB5wYEbfbYP7S\nhG1DU8ewiK9vL/94g3kPmrRQZv4H8IfAyRFxf5oi5Csy8+0L5imyHUnqmw0GSdodzm0vXx4Rd10/\nsx3r4eStVpKZXwReQzMQ3eq6dZzEBoXTbTH03wAPawexu5mI+JaIuONG88aMajlOXbfsccBvbLHs\nqCj59TRdn16+xf3n1dd2JKk31jBIUj82KjTubZ2Z+Y6IeDrwPODyiNhHc6al29IUTz+Q5kv98hSr\neybwEODJbSPhYuCuwCOAvcD3bbDMI2nqD34/In6Wptj3EHA34N7AvYBTaGoSJnkLzWlknxoR30Iz\n9sPXASvAW4EfmbRgZl4SEe8H7kMzbsMFUzzOmfW1HUnqk0cYJGn7JZv3VZ80f55lJs7LzOfTNAz2\nAg+gOdvQw2m+7L+UZhyDLWXmf7bLv5LmrElPovnS/3huPJKxfpkrgfsBzwK+RNOAOJumkXCQ5mxC\n/7jZY8jMzwMPBl5L08A4G/hmmoHPHj1F9Avbyzdn5mYNk0VNs52tnhOSNBjRzemnJUkatoi4EDgD\neEhm7p9x2TNpjhb8RDtuxbZsZ8L6DgI3ZOZxi65LkubhEQZJ0o4XEXen6bL0wQW/xL8yIm5oR3be\ntu1ExEntdm6g6XYlScVYwyBJ2rEi4pE0A7z9CM24FL8056reB+zhxm5EH92m7YxcyU2Lyg8tuD5J\nmptdkiRJO1ZE7Kep2/hX4NzMfGHN25GkEmwwSJIkSZrIGgZJkiRJE9lgkCRJkjSRDQZJkiRJE9lg\nkCRJkjSRDQZJkiRJE9lgkCRJkjTR/wdhE01+cY0i+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1e9eeb04d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import modules.distribution\n",
"simus = [\"tobs=0\",\"tobs=3\",\"tobs=4\",\"tobs=5\"]\n",
"colors = ['k','b','r','g','c','m','y']\n",
"modules.distribution.drawSpectrum(simus,colors=colors,yrange=[1e-3,2e-1])\n",
"modules.distribution.drawArrivalAngle(simus,colors=colors,yrange=[1e-5,2e-2])\n",
"modules.distribution.drawTiming(simus,colors=colors,yrange=[1e-7,2e-2])"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Un truc pour Renaud"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.00033358195 1.59955366441 3e-16 100.0 0.23 962.441225774 10000.0\n",
"1.00001954219 1.59998205914 3e-16 100.0 0.23 962.441225774 10000.0\n"
]
},
{
"data": {
"image/png": 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PTU1l4MCBFbb9/e9/57e//S2//OUv6devX73OF47UU+AH9RSIiIhITRrSUxBNScG4ceOY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\npJazKJAkSZJa7v8BxShnUNM739MAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7763933350>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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K7SUlJdx33321jp8yZQolJSXk5uZWlh5VVVRUxKZNm8JuV1lZGaWlpZSVldX7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"text/plain": [
"<matplotlib.figure.Figure at 0x7f7760c097d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from modules.read import select_events, ReadProfile\n",
"from modules.distribution import distribution\n",
"from numpy import histogram, log10,logspace, shape, arange, pi, sqrt\n",
"from numpy import append, zeros, sin, size\n",
"from matplotlib.pyplot import figure, show\n",
"from matplotlib import rcParams\n",
"from modules.constants import degre\n",
"from modules.analytic import Analytic_dNdtheta\n",
"\n",
"label_size = 20\n",
"rcParams['xtick.labelsize'] = label_size\n",
"rcParams['ytick.labelsize'] = label_size\n",
"\n",
"def test(fileId):\n",
" weight, energy, time, theta_d, phi_d, Esource, generation = select_events(fileId,Erange=[1,1.6])\n",
" B, E0, Ds, zs, N = ReadProfile(fileId,[0,1,2,3,4])\n",
" print min(energy), max(energy), B, E0, zs, Ds, N\n",
"\n",
" ax = figure(figsize=(12,9)).add_subplot(111)\n",
" theta_range = [1e-6*degre,90*degre] # degre\n",
" nbBins=150\n",
"\n",
" theta,dndtheta = distribution(theta_d,weight,nbBins,theta_range)\n",
" #ax.plot(theta/degre,dndtheta*degre,color=\"k\",drawstyle='steps-mid',linewidth=2,label=\"all gen\")\n",
" for gen in [2,4,6,8]:\n",
" cond = (generation==gen) \n",
" theta,dndtheta = distribution(theta_d[cond],weight[cond],nbBins,theta_range)\n",
" ax.plot(theta/degre,dndtheta*degre,drawstyle='steps-mid',linestyle='-',linewidth=2,label=\"gen=%1d\"%gen)\n",
"\n",
" ax.plot(theta/degre,2*Analytic_dNdtheta(theta,fileId)*degre,'--b',linewidth=2)\n",
"\n",
" ax.legend(loc=\"best\",fontsize=label_size)\n",
" ax.set_xscale('log')\n",
" ax.set_yscale('log')\n",
" ax.set_xlim([1e-6,10])\n",
" ax.set_ylim([1e0,1e7])\n",
" ax.grid(b=True,which='major')\n",
" ax.set_xlabel(\"$\\\\theta$ [deg]\",fontsize=label_size)\n",
" ax.set_ylabel(\"$dN/d\\\\theta$ [deg$^{-1}$]\",fontsize=label_size)\n",
"\n",
"#test(\"Simulations/z=0.23/EGMF=1e-16G\")\n",
"test(\"Simulations/simple case/all approx\")\n",
"test(\"Simulations/simple case/z=0.23\")\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fijQTn7tsOthAcsY+0aGnfEdts/X6s8iv3uIthaOYh6V4h1Vt8dZMvERRLTPx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\nkiRJ6pj/D9z6Hh53bQtFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb5a80dc710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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oenr/NDc3s3HjRgBWr16d9fXVsHj2MuAc4Bx3v6KH/VeT6X7zNXef349xaPFs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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb5877b6610>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import modules.distribution\n",
"modules.distribution.drawArrivalAngle([\"simple case EGMF=3e-16G\"],plot=\"generation\",yrange=[1e0,2e7])\n",
"modules.distribution.drawArrivalAngle([\"EGMF=1e-15G\"],plot=\"generation\",yrange=[1e-5,2e1])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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QLcJMCbZVYGcF6o+HE2Zh5yzMVKAiUAIKChKDRhD3oNuBdgihec/HR33cBhi5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\nh8BTmrQjS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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1e9eece1d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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VcCMoXUMt4r3K5y7/CPBbwGsHPZ6Z/W3+xNDXA09nYYrxG/J83/q6vGb2fkmf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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1e9ae22d50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"from numpy import loadtxt, select, log, sin, cos, tan, arctan, arccos, exp, sqrt, pi, size\n",
"from numpy import append, zeros, linspace, shape\n",
"from modules.constants import degre, yr\n",
"\n",
"from matplotlib.pyplot import figure, show\n",
"from matplotlib.colors import LogNorm\n",
"from matplotlib import rcParams\n",
"label_size = 20\n",
"rcParams['xtick.labelsize'] = label_size \n",
"rcParams['ytick.labelsize'] = label_size \n",
"\n",
"def test(fileId):\n",
" resultsFile=\"/results.dat\"\n",
" # 0 - generation\n",
" # 1 - weight\n",
" # 2 - energy [GeV]\n",
" # 3 - time delay [s]\n",
" # 4,5,6 - theta_pos, theta_dir, phi_dir [rad]\n",
" # 7 - source photon energy [GeV]\n",
" gen, wi, E, dt, theta_p, theta_d, phi_d, E0 = loadtxt(fileId+resultsFile,unpack=True)\n",
" theta_d = theta_p -theta_d\n",
"\n",
" fig = figure(figsize=(12,5))\n",
" ax = fig.add_subplot(111) \n",
"\n",
" steps_by_degre = 5\n",
" borne=[5,5]\n",
" philim=float(borne[0])\n",
" thetalim=float(borne[1])\n",
" bining = array([int(steps_by_degre*2*thetalim)+1,int(steps_by_degre*2*philim)+1])\n",
" limits = [[-2,2],[-2,8]]\n",
"\n",
" #H,xedges,yedges,im = ax.hist2d(theta_d*cos(phi_d-pi/2)/degre,theta_d*sin(phi_d-pi/2)/degre,bining,weights=weight,norm=LogNorm(),range=limits)\n",
" H,xedges,yedges = histogram2d(theta_d*cos(phi_d)/degre,theta_d*sin(phi_d)/degre,bining,weights=wi,range=limits)\n",
" lim = 1e-3*amax(H)\n",
" H = select([H>lim,H<=lim],[H,lim])\n",
" im = ax.imshow(H,norm=LogNorm(),extent=(-2,8,-2,2))\n",
" cbar=fig.colorbar(im, ax=ax)\n",
" cbar.ax.set_ylabel(\"Surface brightness $dN/(dSd\\\\Omega_d)$\",fontsize=label_size)\n",
"\n",
" ax.set_xlim((-2,8))\n",
" ax.set_ylim((-2,2))\n",
" ax.set_xlabel(\"$\\\\theta_d$ $\\\\cos(\\\\phi_d)$ [deg]\",fontsize=label_size)\n",
" ax.set_ylabel(\"$\\\\theta_d$ $\\\\sin(\\\\phi_d)$ [deg]\",fontsize=label_size)\n",
" ax.grid(b=True,which='major')\n",
"\n",
"test(\"Simulations/test\") #lambda_B = 1 Mpc\n",
"test(\"Simulations/test2\") #lambda_B = 100 Mpc\n",
"\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}