{
"cells": [
{
"cell_type": "markdown",
"id": "b532b7a5-30e0-4157-817f-a644f18407b3",
"metadata": {
"tags": []
},
"source": [
"# Supernova cosmology: inference with MCMC and HMC"
]
},
{
"cell_type": "markdown",
"id": "489bdd98-33b0-4e62-baea-8e79e83d8bfc",
"metadata": {},
"source": [
"Florent Leclercq,
\n",
"Institut d'Astrophysique de Paris,
\n",
"florent.leclercq@iap.fr"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7f50a587-c977-4ace-be9a-b8fc518d17b1",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy.stats as ss\n",
"from cycler import cycler\n",
"from IPython.display import Math\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.lines as mlines\n",
"np.random.seed(123456)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "355c55cd",
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams.update({'lines.linewidth': 2})\n",
"plt.rcParams.update({'text.usetex': True})\n",
"plt.rcParams.update({'text.latex.preamble': r\"\\usepackage{amsmath}\\usepackage{upgreek}\"})\n",
"plt.rcParams.update({'font.family': 'serif'})\n",
"plt.rcParams.update({'font.size': 15})\n",
"dir=\"./plots/Supernova_MCMC_HMC/\"\n",
"!mkdir -p $dir"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7340c4bf",
"metadata": {},
"outputs": [],
"source": [
"# Plotting utilities\n",
"colorsDict = {\n",
" # Match pygtc up to v0.2.4\n",
" 'blues_old' : ('#4c72b0','#7fa5e3','#b2d8ff'),\n",
" 'greens_old' : ('#55a868','#88db9b','#bbffce'),\n",
" 'yellows_old' : ('#f5964f','#ffc982','#fffcb5'),\n",
" 'reds_old' : ('#c44e52','#f78185','#ffb4b8'),\n",
" 'purples_old' : ('#8172b2','#b4a5e5','#37d8ff'),\n",
" # New color scheme, dark colors match matplotlib v2\n",
" 'blues' : ('#1f77b4','#52aae7','#85ddff'),\n",
" 'oranges' : ('#ff7f0e','#ffb241','#ffe574'),\n",
" 'greens' : ('#2ca02c','#5fd35f','#92ff92'),\n",
" 'reds' : ('#d62728','#ff5a5b','#ff8d8e'),\n",
" 'purples' : ('#9467bd','#c79af0','#facdff'),\n",
" 'browns' : ('#8c564b','#bf897e','#f2bcb1'),\n",
" 'pinks' : ('#e377c2','#ffaaf5','#ffddff'),\n",
" 'grays' : ('#7f7f7f','#b2b2b2','#e5e5e5'),\n",
" 'yellows' : ('#bcbd22','#eff055','#ffff88'),\n",
" 'cyans' : ('#17becf','#4af1ff','#7dffff'),\n",
" }\n",
"defaultColorsOrder = ['blues', 'oranges','greens', 'reds', 'purples',\n",
" 'browns', 'pinks', 'grays', 'yellows', 'cyans']\n",
"colors = [colorsDict[cs] for cs in defaultColorsOrder]\n",
"\n",
"def get_contours(Z, nBins=30, confLevels=(.3173, .0455, .0027)):\n",
" Z /= Z.sum()\n",
" nContourLevels = len(confLevels)\n",
" chainLevels = np.ones(nContourLevels+1)\n",
" histOrdered = np.sort(Z.flat)\n",
" histCumulative = np.cumsum(histOrdered)\n",
" nBinsFlat = np.linspace(0., nBins**2, nBins**2)\n",
"\n",
" for l in range(nContourLevels):\n",
" # Find location of contour level in 1d histCumulative\n",
" temp = np.interp(confLevels[l], histCumulative, nBinsFlat)\n",
" # Find \"height\" of contour level\n",
" chainLevels[nContourLevels-1-l] = np.interp(temp, nBinsFlat, histOrdered)\n",
"\n",
" return chainLevels\n",
"\n",
"def get_contours_from_samples(samples_x, samples_y, weights=None, nBins=30, confLevels=(.3173, .0455, .0027), smoothingKernel=1):\n",
" from scipy.ndimage import gaussian_filter\n",
"\n",
" nContourLevels = len(confLevels)\n",
" chainLevels = np.ones(nContourLevels+1)\n",
" extents = np.empty(4)\n",
"\n",
" # These are needed to compute the contour levels\n",
" nBinsFlat = np.linspace(0., nBins**2, nBins**2)\n",
"\n",
" # Create 2d histogram\n",
" if weights is None:\n",
" weights = np.ones_like(samples_x)\n",
" hist2d, xedges, yedges = np.histogram2d(\n",
" samples_x, samples_y, weights=weights, bins=nBins)\n",
" # image extent, needed below for contour lines\n",
" extents = [xedges[0], xedges[-1], yedges[0], yedges[-1]]\n",
" # Normalize\n",
" hist2d = hist2d/np.sum(hist2d)\n",
" # Cumulative 1d distribution\n",
" histOrdered = np.sort(hist2d.flat)\n",
" histCumulative = np.cumsum(histOrdered)\n",
"\n",
" # Compute contour levels (from low to high for technical reasons)\n",
" for l in range(nContourLevels):\n",
" # Find location of contour level in 1d histCumulative\n",
" temp = np.interp(confLevels[l], histCumulative, nBinsFlat)\n",
" # Find \"height\" of contour level\n",
" chainLevels[nContourLevels-1-l] = np.interp(temp, nBinsFlat, histOrdered)\n",
"\n",
" # Apply Gaussian smoothing\n",
" contours = gaussian_filter(hist2d.T, sigma=smoothingKernel)\n",
"\n",
" xbins = (xedges[1:]+xedges[:-1])/2\n",
" ybins = (yedges[1:]+yedges[:-1])/2\n",
"\n",
" return xbins, ybins, contours, chainLevels"
]
},
{
"cell_type": "markdown",
"id": "6be697bd-8e04-417b-ade9-5402e44d0f56",
"metadata": {},
"source": [
"## Theory (two-parameter problem)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e3702ee7-3b5b-4fc4-88da-955a7c42ce8d",
"metadata": {},
"outputs": [],
"source": [
"def mu(z,Omega_m,h):\n",
" this_D_L=D_L(z,Omega_m)\n",
" if np.all(this_D_L > 0) and np.all(h > 0):\n",
" return 25. - 5.*np.log10(h) + 5.*np.log10(this_D_L)\n",
" else:\n",
" return 0. # or raise ValueError(\"Invalid value for D_L\")\n",
"\n",
"def D_L(z,Omega_m):\n",
" return 3000.*(1+z)*(eta(1.,Omega_m) - eta(1/(1.+z),Omega_m))\n",
"\n",
"def eta(a,Omega_m):\n",
" s = np.cbrt((1. - Omega_m) / Omega_m)\n",
" if np.all(s**3+1.>=0):\n",
" return 2*np.sqrt(s**3+1.) * (1/a**4 - 0.1540*s/a**3 + 0.4304*s**2/a**2 + 0.19097*s**3/a + 0.066941*s**4)**(-1/8.)\n",
" else:\n",
" return 0. # or raise ValueError(\"Invalid value for eta\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "72a7efd0-0956-4106-9fd8-922894ad3ba7",
"metadata": {},
"outputs": [],
"source": [
"zs=np.linspace(1e-3,2,100)\n",
"h=0.7\n",
"mus={}\n",
"for Omega_m in [0.2,0.3,0.4,0.5]:\n",
" mus[Omega_m]=mu(zs,Omega_m,h)"
]
},
{
"cell_type": "markdown",
"id": "c27fb09a-9857-48dc-878a-fc86af330bb4",
"metadata": {},
"source": [
"## Data and covariance matrix"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a50a5e8e-92d6-4088-bdab-86270f1aaa12",
"metadata": {},
"outputs": [],
"source": [
"zdata, data = np.loadtxt(\"data/jla_mub.txt\",unpack=True)\n",
"cov = np.loadtxt(\"data/jla_mub_covmatrix.txt\").reshape(31,31)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "16aff115-b91a-48bb-ae54-6bcdbe18fbea",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(14,6))\n",
"fig.subplots_adjust(wspace=0.1)\n",
"spec = fig.add_gridspec(2, 2, height_ratios=[1.9, 1])\n",
"ax0a = fig.add_subplot(spec[0, 0])\n",
"ax0b = fig.add_subplot(spec[1, 0], sharex=ax0a)\n",
"ax1 = fig.add_subplot(spec[:, 1])\n",
"\n",
"ax0a.set_xscale('log')\n",
"ax0a.set_prop_cycle(cycler('color', plt.cm.viridis(np.linspace(0.1, 0.9, 4))))\n",
"for Omega_m in [0.2,0.3,0.4,0.5]:\n",
" ax0a.plot(zs,mus[Omega_m],label=\"theory, $\\Omega_\\mathrm{m}=$\"+str(Omega_m))\n",
"ax0a.errorbar(zdata,data,2*np.sqrt(np.diagonal(cov)),ls=\"\",lw=3,marker=\"o\",ms=4,color=\"black\",label=\"data\")\n",
"\n",
"ax0a.set_ylabel(\"distance modulus $\\mu$\")\n",
"ax0a.legend(loc=\"best\")\n",
"ax0b.set_xlabel(\"redshift $z$\")\n",
"\n",
"ax0b.set_prop_cycle(cycler('color', plt.cm.viridis(np.linspace(0.1, 0.9, 4))))\n",
"for Omega_m in [0.2,0.3,0.4,0.5]:\n",
" ax0b.plot(zs,mus[Omega_m]/mus[0.3],label=\"theory, $\\Omega_\\mathrm{m}=$\"+str(Omega_m))\n",
"ax0b.errorbar(zdata,data/mu(zdata,Omega_m=0.3,h=h),2*np.sqrt(np.diagonal(cov))/mu(zdata,Omega_m=0.3,h=h),ls=\"\",lw=3,marker=\"o\",ms=4,color=\"black\",label=\"data\")\n",
"ax0b.set_xlabel(\"redshift $z$\")\n",
"ax0b.set_ylabel(\"distance modulus $\\mu$ (scaled)\")\n",
"ax0b.tick_params(axis='x', which='both', bottom=True, top=True)\n",
"\n",
"im = ax1.imshow(cov,cmap=\"RdBu\",vmin=-0.01,vmax=0.01,interpolation=\"nearest\")\n",
"ax1.set_title(\"covariance matrix\")\n",
"plt.colorbar(im, ax=ax1, extend=\"both\")\n",
"\n",
"plt.savefig(dir+'Supernova_theory_data_covmat_Omegam.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_theory_data_covmat_Omegam.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a6d87d23-9f68-41b2-8748-901689fa5b78",
"metadata": {},
"source": [
"## Log-likelihood"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5c6a4d2e-a47f-42ba-924f-b88b91bb4246",
"metadata": {},
"outputs": [],
"source": [
"def target_logpdf(theta,zdata,data,cov,Ncalls=-1):\n",
" Omega_m, h = theta[0], theta[1]\n",
" theory = mu(zdata, Omega_m, h)\n",
" ans = ss.multivariate_normal.logpdf(theory,mean=data,cov=cov)\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6c81a5ad",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle \\mathrm{log-likelihood}(\\Omega_m=0.3, h=0.7) = 44.513$"
],
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h=0.7\n",
"Omega_m=0.3\n",
"Math(f\"\\\\mathrm{{log-likelihood}}(\\\\Omega_m={Omega_m:.1f}, h={h:.1f}) = {target_logpdf([Omega_m,h], zdata,data,cov):.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "239d9d91-2e77-468d-8198-43167cb7f0aa",
"metadata": {},
"source": [
"## Metropolis-Hastings sampler"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d08cd23e-c5ec-4c59-a9a1-62b79241a90f",
"metadata": {},
"outputs": [],
"source": [
"def uniform_proposal_pdf(sigmaO, sigmah):\n",
" return ss.uniform(loc=[-sigmaO*np.sqrt(3),-sigmah*np.sqrt(3)], scale=[2*sigmaO*np.sqrt(3),2*sigmah*np.sqrt(3)])\n",
"\n",
"def gaussian_proposal_pdf(sigmaO, sigmah):\n",
" return ss.multivariate_normal([0,0],[[sigmaO*sigmaO,0],[0,sigmah*sigmah]])\n",
"\n",
"def proposal_pdf(sigmaO, sigmah):\n",
"# return uniform_proposal_pdf(sigmaO, sigmah)\n",
" return gaussian_proposal_pdf(sigmaO, sigmah)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0599d1a5-fa2a-478f-8487-48f07551be65",
"metadata": {},
"outputs": [],
"source": [
"def MH_sampler(Nsamp,theta_start,zdata,data,cov,proposal_sigma):\n",
" Naccepted=0\n",
" samples=list()\n",
" samples.append(theta_start)\n",
" theta=theta_start\n",
" sigmaO, sigmah = proposal_sigma[0], proposal_sigma[1]\n",
" for i in range(Nsamp-1):\n",
" theta_p = theta + proposal_pdf(sigmaO, sigmah).rvs()\n",
" # the uniform/Gaussian proposal pdf satisfies the detailed balance equation, so the\n",
" # acceptance ratio simplifies to the Metropolis ratio\n",
" log_a = target_logpdf(theta_p,zdata,data,cov) - target_logpdf(theta,zdata,data,cov)\n",
" u = ss.uniform().rvs()\n",
" if np.log(u) < log_a:\n",
" Naccepted+=1\n",
" theta=theta_p\n",
" samples.append(theta)\n",
" return Naccepted, np.array(samples)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7d8b764b-59bc-4109-abec-6ae5b6afaefb",
"metadata": {},
"outputs": [],
"source": [
"Nsamp=1000\n",
"Nburnin=100\n",
"proposal_sigma=np.array([0.015,0.02])\n",
"theta_start=np.array([0.5,0.5])\n",
"Naccepted, samples = MH_sampler(Nsamp,theta_start,zdata,data,cov,proposal_sigma)\n",
"fraction_accepted=float(Naccepted)/Nsamp"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "4d9808a5-5631-4e7e-a753-aa16cce3a128",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1) = plt.subplots(2,1,figsize=(10,6), sharex=True)\n",
"ax0.set_title(\"MH trace plot, acceptance rate = {:.3f}\".format(fraction_accepted))\n",
"ax0.set_xlim(0,Nsamp)\n",
"ax0.set_ylabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax0.plot(np.arange(Nsamp),samples.T[0],marker='.',color='C0')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"ax1.set_xlim(0,Nsamp)\n",
"ax1.set_ylabel(\"$h$\")\n",
"ax1.plot(np.arange(Nsamp),samples.T[1],marker='.',color='C1')\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"plt.savefig(dir+'Supernova_MH_trace_plot.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_MH_trace_plot.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "cb3d116f-b917-43fc-b4ea-c9f9e0ee02d6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.289"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fraction_accepted"
]
},
{
"cell_type": "markdown",
"id": "a63f926c-2a7b-452b-aca9-de10042fece5",
"metadata": {},
"source": [
"## Markov Chain diagnostics"
]
},
{
"cell_type": "markdown",
"id": "e6f2e968-eeff-495b-959c-87f1d6360298",
"metadata": {},
"source": [
"### 1- Step size"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d0fff197-5d91-46bf-925d-fff8e9027776",
"metadata": {},
"outputs": [],
"source": [
"Nsamp2=1000\n",
"theta_start=np.array([0.5,0.5])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "67c52e9e-9da7-466e-b87c-360ffafe8604",
"metadata": {},
"outputs": [],
"source": [
"# Suitable step size\n",
"proposal_sigma_1=np.array([0.02,0.02])\n",
"Naccepted_1, samples_1 = MH_sampler(Nsamp2,theta_start,zdata,data,cov,proposal_sigma_1)\n",
"fraction_accepted_1=float(Naccepted_1)/Nsamp2"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a5c30d9f-24e1-484b-b3f1-75291f110d02",
"metadata": {},
"outputs": [],
"source": [
"# Step size too large\n",
"proposal_sigma_2=np.array([0.08,0.08])\n",
"Naccepted_2, samples_2 = MH_sampler(Nsamp2,theta_start,zdata,data,cov,proposal_sigma_2)\n",
"fraction_accepted_2=float(Naccepted_2)/Nsamp2"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "265315a2-81a5-4424-82c9-3dae0e4fd620",
"metadata": {},
"outputs": [],
"source": [
"# Step size too small\n",
"proposal_sigma_3=np.array([2e-3,2e-3])\n",
"Naccepted_3, samples_3 = MH_sampler(Nsamp2,theta_start,zdata,data,cov,proposal_sigma_3)\n",
"fraction_accepted_3=float(Naccepted_3)/Nsamp2"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b88d61c6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ((ax1a, ax2a, ax3a), (ax1b, ax2b, ax3b)) = plt.subplots(2, 3, sharex='col', sharey='row', figsize=(15,8))\n",
"\n",
"ax1a.set_ylabel(\"$x$\")\n",
"ax1a.set_xlim(0,Nsamp2)\n",
"ax1a.plot(np.arange(Nsamp2),samples_1.T[0],marker='.',color='C0')\n",
"ax1a.set_title(\"$\\\\sigma_{{\\\\Omega_\\\\mathrm{{m}}}}={:.3f}$, $\\\\sigma_h={:.3f}$, $a={:.3f}$\".format(proposal_sigma_1[0], proposal_sigma_1[1], fraction_accepted_1))\n",
"ax2a.set_xlim(0,Nsamp2)\n",
"ax2a.plot(np.arange(Nsamp2),samples_2.T[0],marker='.',color='C0')\n",
"ax2a.set_title(\"$\\\\sigma_{{\\\\Omega_\\\\mathrm{{m}}}}={:.3f}$, $\\\\sigma_h={:.3f}$, $a={:.3f}$\".format(proposal_sigma_2[0], proposal_sigma_2[1], fraction_accepted_2))\n",
"ax3a.set_xlim(0,Nsamp2)\n",
"ax3a.plot(np.arange(Nsamp2),samples_3.T[0],marker='.',color='C0')\n",
"ax3a.set_title(\"$\\\\sigma_{{\\\\Omega_\\\\mathrm{{m}}}}={:.3f}$, $\\\\sigma_h={:.3f}$, $a={:.3f}$\".format(proposal_sigma_3[0], proposal_sigma_3[1], fraction_accepted_3))\n",
"\n",
"ax1b.set_ylabel(\"$y$\")\n",
"ax1b.set_xlim(0,Nsamp2)\n",
"ax1b.set_xlabel(\"sample number\")\n",
"ax1b.plot(np.arange(Nsamp2),samples_1.T[1],marker='.',color='C1')\n",
"ax2b.set_xlim(0,Nsamp2)\n",
"ax2b.set_xlabel(\"sample number\")\n",
"ax2b.plot(np.arange(Nsamp2),samples_2.T[1],marker='.',color='C1')\n",
"ax3b.set_xlim(0,Nsamp2)\n",
"ax3b.set_xlabel(\"sample number\")\n",
"ax3b.plot(np.arange(Nsamp2),samples_3.T[1],marker='.',color='C1')\n",
"\n",
"ymin, ymax = ax1a.get_ylim()\n",
"ax1a.text(200,ymax-(ymax-ymin)/10., \"adequate step size\",fontsize=18)\n",
"ax2a.text(200,ymax-(ymax-ymin)/10., \"step size too large\",fontsize=18)\n",
"ax3a.text(200,ymax-(ymax-ymin)/10., \"step size too small\",fontsize=18)\n",
"\n",
"f.subplots_adjust(wspace=0.1, hspace=0.1)\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_tuning.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_tuning.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4fcb55d2-f378-45f7-8885-6a0e1301bc60",
"metadata": {},
"source": [
"### 2- Multiple chains, different starting points"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "9262fcb8-fff7-465a-9667-2267f1041313",
"metadata": {},
"outputs": [],
"source": [
"Nsamp3=2000\n",
"Nburnin=200\n",
"proposal_sigma=np.array([0.025,0.02])\n",
"Nchains=5"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "912308cd-bc2e-42b5-891c-398c4cbc3ae5",
"metadata": {},
"outputs": [],
"source": [
"# Run Nchains different chains starting at different positions in parameter space\n",
"chains = [MH_sampler(Nsamp3,theta_start,zdata,data,cov,proposal_sigma)\n",
" for theta_start in np.column_stack((np.linspace(0.1,0.9,Nchains),np.linspace(0.1,0.9,Nchains)))]\n",
"chain = np.array([chains[j][1] for j in range(Nchains)])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "8f83693d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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EEAvzWDS/LGVuObvdXvJ6S0PFFx1don09Ptrb2zEajXkHqxFCCCGEEEIs3GMR1AF0dnbS29ubs9ztdmcFdKWud/8UzGWNS7QvIYQQQgghhMjvsQnqDh48SFdXV87yU6dOceDAgQWvtxBKnq/xyYbD0vQyj2eeeYbnn3+eZ555ZqWTIoQQQgghxGPhoQzqpqaKjx7Z3t7OkSNHspYdOnQIICtgczgcOBwOjh49uuD1FkKjaLP+/nTzERkkpYATJ07wzjvvcOLEiZVOihBCCCGEEI+Fh2qglMOHDwPw+uuvA7B//37sdjsHDx6ks7Nz3u3Pnz/PkSNH6O7uxmq1cv78eU6dOrXo9UoVV6PA7EApeq1p0fsSQgghhBBCiIVQVFVVVzoRjyqv14vFYuHb536J8srZoO6zq36HpoqdK5cwIYQQQgghxAOVig08Hg9VVVUP9NgPZfPLR91UsEcmIBdCCCGEEEI8EA9V88vHxZWp73Nl6nWebDgsfevmOHz4ME6nE5vNxrFjx1Y6OUIIIYQQQjzyJKhbNiofj31TJiCf40c/+hFDQ0O0tLSsdFKEEEIIIYR4LEjzy2X20ej/WOkkCCGEEEIIIR5jUlO3zEYDl5gK9lBjWrfSSXkonD17lng8jlarnX9lIYQQQgghxLwkqHsAJoI3Jaib0dTUtNJJEEIIIYQQ4rEizS8fgDrTppVOghBCCCGEEOIxJUHdA3DH/cZKJ0EIIYQQQgjxmJLmlw/AXe+7rK58hhbz7pVOyop76623CIVCGI1GXnjhhZVOjhBCCCGEEI88CeoekJ8OH5V564B/8S/+RXpKg3v37q10coQQQgghhHjkSfPLB0bl7NhxAtGplU6IEEIIIYQQ4jEiNXVLrK3qee563837mUoCX3T0Ez0Z+b/7d/8On8+H2Wxe6aQIIYQQQgjxWJCgbgl9pvnf0WLezRO1v8oPHf8KiGd9rqDBXNa4Mol7SPzWb/3WSidBCCGEEEKIx4o0v1wibVXPpwdCKS+rQavkxst7Gw59omvphBBCCCGEEEtPauqWwL5V/561DbvSf08Fe4ir4Zz1XOG+B5gqIYQQQgghxCeB1NQtAZupPevvoelzede7436DG1N//yCSJIQQQgghhPiEkKBuGZh01QU/uzj5l5/oETA3bdpEVVUVmzZtWumkCCGEEEII8ViQoG4ZtFTuKfKpii86+sDS8rCZnp7G5/MxPT290kkRQgghhBDisSBB3TIoL6vhyYZv5P3skz4C5oYNG9iyZQsbNmxY6aQIIYQQQgjxWJCBUpZJu3UfTRU7eav/FYJxF5AM6D7pI2C+/fbbK50EIYQQQgghHitSU7eMystqqDVtTP/d2fqfaLfuW8EUCSGEEEIIIR43EtQtszJtefrfvsgnty+dEEIIIYQQYnlIULfMJoO30//+cPS/8eHIH69gaoQQQgghhBCPG+lTt4ymgj14I/eylt31vst664vUmNatUKpW1u/8zu/gdruxWq383u/93konRwghhBBCiEeeBHXLaCJ4o8Dym5/YoO7P//zPGRoaoqWlRYI6IYQQQgghloA0v1xGdabNeZdPBu8wFex5wKkRQgghhBBCPI6kpm4Z1ZjW0Vb1PHe972YtH5z+gMHpD2irep6nm35rhVK3Mv7pn/6JaDRKWVnZSidFCCGEEEKIx4IEdctsdeUzOUFdyiexf9327dtXOglCCCGEEEI8VqT55TIb9ncX/XwiePMBpUQIIYQQQgjxOJKgbpk1V3QU/bzOtOkBpUQIIYQQQgjxOJLml8usxbybWuMGJkO3cz5rq3r+E9X0EuD8+fNEIhH0ej27d+9e6eQIIYQQQgjxyJOg7gHYv+b3GPKd55bzx4yFLgNQoW1gvfXFFU7Zg/dLv/RL6SkN7t27N/8GQgghhBBCiKKk+eUD0mLeTZN5Z/pvf3yMtwZe4Z3B31+5RAkhhBBCCCEeeVJT94AEolNcnPiLnOUjgQu8c+9VPrvqlRVI1YP39a9/HY/Hg8ViWemkCCGEEEII8Vh46II6t9vNq6++Sk1NDQC9vb0cPXoUq9U677YnT57k7NmzvPLKK/Ouv3v3bg4fPkxnZyd2u52uri6OHj3KsWPHsNvtS3Am2XzRkYKfjfi7mQr2fCL61/37f//vVzoJQgghhBBCPFYeuqBu3759fOtb36KjIzlqpMPhYPfu3Zw/f37eQM3hcPDaa6/x2muv5f28s7OTU6dOpdc9fPhw+jOr1cqJEyeWJaADMJc1Ff18InjzExHUCSGEEEIIIZbWQxXUHT9+HCAd0AHY7XY6Ojp49dVXOXr0aNHte3t7efnll9O1fJm+//3vc+zYsfTfnZ2d7N27l6mpKfbu3UtnZ2dJtYGLVV5Ww5MN3+DjsW/m/VymNhBCCCGEEEIsxkMV1J04cYI9e/bkLN+7dy/Hjh2bN6izWq151+nq6sJut2fVwtntdl5++eX7T/QCtFv30VSxk58M/h7e6GB6ubms+YGmQwghhBBCCPH4eKhGv+zq6qK9vT1nud1ux+Fw4Ha7i26f2Zwyxe12c+rUKQ4cOLBUybwv5WU1tFk+nbXMFx3mrYFXeG/o/1mhVD04zz33HOvWreO5555b6aQIIYQQQgjxWHhoauqKBWypZpEOhyOraeZc+frDHTlyJKvZZebxUs09ITkp9pEjR4r2qQuHw4TD4fTfXq+34LqFBKJTXJr8q7yfDU5/yKWJ77Gj7lcXvN9HRV9fH0NDQ4RCoZVOihBCCCGEEI+FhyaoczqdAEX7taXWKdXx48fZv39/wX299NJLWQFjakCWQoHdq6++yu/+7u8uKA1zFRsFE+C68west75AeVluv8DHgc1mIxwOY7PZVjopQgghhBBCPBYequaXhczX7LKQo0ePFmx2eeLEiawA0m63s2fPnrxNOFNeeeUVPB5P+r/BwcGC6xYy3yiYALdcP17wfh8Vly9fZmJigsuXL690UoQQQgghhHgsPDRBXarmJl8Al6qhW0jtzsmTJ4s21cwnNV9dIQaDgaqqqqz/Fio1CmYxN11/TyA6teB9CyGEEEIIIT55HpqgrpTpBBYyh1yxScQPHz5ccC47WHzNYKnarfv4Jfs3qda3FVznca6tE0IIIYQQQiydhyaog+Tccb29vTnL3W43drt9QfPIFRpJE+D111/Pexyn04nVal3W+epSystq2Nt4qODnUlsnhBBCCCGEKMVDFdQdPHgwb/PHhU5J4HA4in5+6NChvCNidnV1cehQ4UCrkPCgm7gvPP+Kc9SY1tFY/kTBzyeCtxa8z4fdH/7hH/If/sN/4A//8A9XOilCCCGEEEI8Fh6qoC4VUGUGdg6HA4fDkTOpeHt7O0eOHMm7n1RQV6gPXr7ml6+99ho2m23eCc7zcf/gBhPHzhK4PLrgbZ9q/N8KfjYeuLrg/T3s/vAP/5Df/d3flaBOCCGEEEKIJfLQTGmQkpovrru7G6vVyvnz5zl16tSC9mGz2bBarQX71Nntdg4cOJAOCt1uN1arNW+TzJKp4H2rB0NbNVqzoeTNystq2FL9y1x3/W3OZz2eLrbW/MpjO72BEEIIIYQQ4v4pqqqqK52IR5XX68VisXD7P76B2VgBQPVXt2FotS5oP2OBq7w9mH/+u8+v/g80lG+936Q+NN555x3C4TAGg4HPfvazK50cIYQQQgghlkQqNvB4PIsaJf9+PHQ1dY86pUy74G0KzV2noMFc1ni/SXqoSCAnhBBCCCHE0nqo+tQ9DtRofMHb5J+7TmFvwyFpeimEEEIIIYQoSoK6paSArtq0qE3brfvYXP3L6b/3Nhyi3bpvqVImhBBCCCGEeExJ88slVPXCugUNkjJXRUatnFYpW4okPXTu3r1LPB5Hq9XS1lZ48nUhhBBCCCFEaSSoWyLGTbWUP3F//d90GmP634/rxOOf/vSnGRoaoqWlhXv37q10coQQQgghhHjkSfPLpaIo972LyeCd9L8vT32PXvfp+96nEEIIIYQQ4vEmNXVLRI0l7mv7QHSKHs9bWcvOjh2nqWLnYzVYyi//8i/jcrmorq5e6aQIIYQQQgjxWJCgbokkQrH72t4XHQGypwxUSfDB8B+xpuoZWir3PBbB3R/90R+tdBKEEEIIIYR4rEjzyyUSHfQQuDy66O2Tc9XlNuGcCF3j3Pi3+aHjG9IcUwghhBBCCJFDgrol5H2rh7gvvKhty8tqWG/5QtF1Ph479tgOoCKEEEIIIYRYHAnqlpIKMVfwPjafr1+eii+6+NpAIYQQQgghxONHgrqldB+TjwM0V3TMewBz2f1Nm7DSfvEXf5FnnnmGX/zFX1zppAghhBBCCPFYkIFSllDZqiri05FFT0DeYt5NrXEDk6HbeT+36tfw4fD/D0XRUl++mTbL84/c4Cnd3d3peeqEEEIIIYQQ90+CuiUUHfTi/MtLGLfWY/35DYvax/41v8eQ7zy3XW/iCt0lrLrTn7kjfel/jwYvcnnqezzZ8A3arfvuM+VCCCGEEEKIR5U0v1wGoWvjREZ8i96+xbybz7X+n5Tr55/L7VEbPOXevXuoqsq9e/dWOilCCCGEEEI8FiSoWyaRIc99bT8V7MEVvlvCmjJ4ihBCCCGEEJ9kEtQtEzV4f5ORTwRvlLyuTllcHz4hhBBCCCHEo0+CumXi//DeouesA6gzbS553Zi6+OMIIYQQQgghHm0yUMoyigx5MW2qW9S2NaZ1tFU9z13vu0XXU9A8UtMc/Nmf/Rl+v5+Kigr++T//5yudHCGEEEIIIR55iqqq6kon4lHl9XqxWCzc/o9vYDZW5Hxu+dLGRQd1KVPBHvq8PwMU1lY9x1jgKpcmvzt7DN0q1lg+/chMb7Bq1ar0lAYyWIoQQgghhHhcpGIDj8dDVVXVAz221NQtgYpPtcL53BEo9S33/2PWmNZRY1qX/tsZ6s363BO7x+Wp78n0BkIIIYQQQnxCSVC3BCr3tKDoTPg/mq15qvrCukVPQl5IIDrFufFvF/z847FjNFXsfKhr7P7bf/tvBAIBysvLVzopQgghhBBCPBYkqFsiFU+vTgd12hoThrb555hbKF90ZJ41ktMbPMxB3Ve+8pWVToIQQgghhBCPFRn9cokoZRpQkv+OTwWZOHaWwOWlnT/OXNZUwjqPzqApQgghhBBCiPsnQd0SSUxHIHPIGRW8b/Xc17QGc5WX1fBkwzeKrjPiv7hkxxNCCCGEEEI8/CSoWyIxVzB3oVpg+X1ot+7jl+zfZHvNr+b9/OzYcQLR3EFbHhY+nw+v14vP51vppAghhBBCCPFYkKBuieiqTbkLlQLL71N5WQ115RvyfqaSwBdd2mafS2nz5s1YLBY2by59cnUhhBBCCCFEYRLULRGt2YCmKmO0SwWqXlj6ETBTCvWve9QmIxdCCCGEEELcnwca1P3gBz94kId74LQZQV3t/7qb8ieWL7jK379OYW/DoYd69Mvnn3+eF154geeff36lkyKEEEIIIcRjYVmmNOjr6+PYsWM4HI70MlVVuXDhwmM9pL2im42RNaayZT9eu3Uf/d73GQteAeDFNUepNrYt+3Hvx3e/+92VToIQQgghhBCPlWUJ6l5++WX27t3Lnj17spa73e7lONxDIzOoU6MJWJ6Wl1n0usrZf2sri6wphBBCCCGEeBwtS1D31a9+lV/5lV/JWW6325fjcA+NrKAulnggx9Qq+vS/42rkgRxTCCGEEEII8fB4oH3q7t69+yAP98BlBnU8oKBOlxnUJSSoE0IIIYQQ4pNmWWrqOjo62Lt3L3a7HZvNBsDU1NRj36eOjKAu5gmhqy1f9kNqNY9WTd1v/uZvMjU1RU1NDX/6p3+60skRQgghhBDikbcsQd2RI0d46aWXsFqt6aDO6XSW1KfO7Xbz6quvUlOTHMGxt7eXo0ePYrVaSzr27t27OXz4MJ2dndjtdrq6ujh69CjHjh3Lav55v8fJJ54x0bj7B9ep+sK6kkbAVH1OcI1DdT2K2bagY2Y2v7w+9fdsrfllakzrFrSPB+nUqVMMDQ3R0tKy0kkRQgghhBDisbAsQd3hw4fZt29fzvK5A6fks2/fPr71rW/R0dEBgMPhYPfu3Zw/f76kgMvhcHD48OH031arlRMnTuT057vf48wV94WJ9Huylnnf7MHQVl10rrrElZ+hnvpzQAUUlP2/gWb7p0s+7vD0hfS/h/wfM+T/mLaq53m66bcWegpCCCGEEEKIR9Cy9KlTFCXv8vn61B0/fhwgHWhBcnCVjo4OXn311ZKO3dnZydGjR3n55Zc5ceIEd+/epbOzc8mPM1cso5Yuk/PE1YLbqD4nalcqoANQUbv+IllzV4KpYA/uSF/O8rved5kK9pS0jwft0qVLjI+Pc+nSpZVOihBCCCGEEI+FZampO3/+fLopY6r5paqqnD59umifuhMnTuStzdu7dy/Hjh3j6NGj8x7bbrfz8ssvF11nKY6TaXRymrUmc97P4lNBQj1TlCmDcOss2JrQbH022czSNQ6qmr2BmiBx7QO0T//CvMedCN4o8tnNh7IZZqq5qxBCCCGEEGJpLEtQ9/3vf5+vfvWrOc0YMycjzyfV/20uu92Ow+HA7XbfV5+35TrOybdu85nVDRQKodw/PIeNf0SrBABIfPC3KPv/OcraraAouYHdB39L/O5ltL/6fxY9bp1pc5HPNpWcfiGEEEIIIcSja1mCuqNHjy64T12xQVRSAZbD4chqMlloP6nmlZCsNTxy5Ei6T939HCccDhMOh9N/e73e9L+vjE3TDuRteJqowMlLGLmIWXsRALXrz1H+19eg4wtw/o3cbUZ6ifdeRNu+s2B6a0zraKt6nrved7OWt1U9/1DW0gkhhBBCCCGW3rIEdfkCOoBdu3YV3MbpTPYjK1ZDllqnGKfTmR55E7IHQLHb7fd1nFdffZXf/d3fzftZUKvg3l5P9ZXxAntVCLGTRNyCRftusnbOPQ76woOo0HcVigR1AE83/RZrqz7HT+79BwCMWhvrrS8W3WYl/eM//iPBYBCTycQv/ML8TUyFEEIIIYQQxS1qoJS+vj6+/e1v85//83/m4sWLWZ95PB7+4A/+gG9/+9v09fUtQRKL167NdeLEiayAzW63s2fPnqwRMRd7nFdeeQWPx5P+b3BwMOtz6+5mzJ3tRfagEKGNaCLZr0wd7YO6VYVXX7tt3jQDNJRvSf87FHfy1sArfDjyxyVt+6B94xvf4KWXXuIb3/jGSidFCCGEEEKIx8KCg7p/+S//Je3t7Rw+fJiXX36Z3bt38+STT6ZHM7RYLPz2b/82qqrS3l4swMmWGlAlX2CVqjlLrbNQqfnq7vc4BoOBqqqqrP9StrTbaKqrxLhuvjQqRGkAQH3vb1D0psJrBnzz7Gsm3aHenGUP8wiYQgghhBBCiKWzoOaX3/jGNzh+/DgHDhxg7969AHz88cecPn2ajo4ODh8+zH//7/8dKG1OukylDEwyd665uQ4fPkx7e3vB0S9LHQBlvuPMVVdt4sXnkttozQaqvrAO75uFAiqVMsZm/pkA11jB/apdf4G6duu8E5IXGgXzYRwB8//6v/4vpqenqaysXOmkCCGEEEII8VgoOai7cOEC586do7e3l7a2tpzPu7u7OX78OOvXr+fIkSN515lPZ2cnvb25tU5utxu73T5vQPb666/z0ksv5Sx3Op1Yrdb09vd7nLm02uwKz/InGtHVVeD8y7lzsanouUuZZmrmbwV1YpCC1ESy3908QV2hUTAfxhEwDx06tNJJEEIIIYQQ4rFScvPL48ePc+LEiYLBWkdHB9/85je5c+cObW1tdHd38/Wvf31BiTl48GC6mWSmU6dOceDAgXm3P3ToEMeOHctZ3tXVlRVM3O9x5gqFY7z9UT8/+aifkYlpAPRNZqq+sC5rOEwdI8lBUtJUuJw9cuVcCc/kvMc36aoXtFwIIYQQQgjx+Cg5qLPb7SXXvu3bt4/f/u3f5pvf/OaCEpMKvDIDLofDgcPhyJlXrr29nSNHjmQtO3z4MK+99lrWstdeew2bzZa1/UKOUwq3L8zFmxNcuDnB9358kzfeS87HV/5EI5Zf2Jher0zJF6CpeZZleOtPif/lfyy6ii86UmD5aPF9CyGEEEIIIR55JTe/XIpJv0uRmleuu7sbq9XK+fPnOXXqVEnb2u12Dhw4kA72Un3o8jW1vJ/jzOd6r5MdG+tpqqtEZzWml0fUJqKJmozmlyUa7yf+9nfRfv6f5f3YXNZEskowO0C8MP4XvLh24UGqEEIIIYQQ4tFRclCnKHmn1V5yVqs1bxPKufIFapAM7EqpbSv1OIs1PDFNU10l4buu9LI4dbjVL2GI91ClfW9hO7z4Nuren8s7aEp5WQ3rLV/gjid7EnNX2MGQ7zwt5t2LOoflYLfbGRoaoqWlBYfDsdLJEUIIIYQQ4pFXcvPLQkFUIV6vN2cOu0+S5rpK4r4w0+8NzPlEIcy69Fx1C6EOF/4NVBJ5lw/7Lyz4OMspEomk/xNCCCGEEELcvwX1qXvllVeKrnPx4kW+8Y1v8NWvfpXf//3fZ/fuh6eG6EFKzVkXcwULrDE7V12W1cVHq1R/9E0SV36W97Pmio4Cy3cV3eeDtm3bNnbt2sW2baVNrC6EEEIIIYQoruTml1//+tdZt24dFy5c4PDhw+zalQwWHA4Hp06d4uTJkzidTr71rW/xla98he7ubv7gD/5g2RL+sNpst83OWVcWLrBWxlx1mQZvofzq76D2X4ez/wTRUO6WXX+ed+66FvNuao0bmAzdTi+rNW54qJpeArzxxhvzrySEEEIIIYQo2YImH3/rrbfYv39/zrD/qqpy6NChrNEuXS7X3M0/EXz+CD5/hDtnPsLdc4tmvR5rZC2zlaIqWsYJahVGtc1YEx7MCX/6MyUWQdn6LIkP/jb/AVS14Nx1+9f8Hv/g+NdMz4x62dn6n5b69IQQQgghhBAPmQUFdXa7ne7ubn7/93+f06dP43a76ezszJls/A/+4A/o7e3lt3/7t5c8wQ+7e2PTfOvkZcAEpp1cNMHm6Si7AvGZNRTiNBCLfYmLJh13jRo+73+XbeGbAKg6PYprvMgRFLDWF/y0XFeTDuriagSdYliaExNCCCGEEEI8lBYU1AFYLJZ5R5f8JAZzhZjiKjvTAd0sBXjKF2NEb+B0xfNcLtuMIRFGPTOFxmAkUflFLIlptoev0xifmN3wyZ/POwJmik4zO4VCLBFCp5GgTgghhBBCiMfZgoM6sTDmeIJCk0EoM58HtVomDI3JhT7AFwZDK0PAdeNmNodv8YL/J8ltLHVFj5cZxL1z7/9Gr5hIEMesb2SddT81pnX3fU7347d/+7dxuVxUV1d/IvtcCiGEEOLBifdehKvvgVYHqzagad9ZtHBciEeVBHXLzKfVoELewE6d+bwoReGGYSNPhK7SGJ9APZV/oJQUZ2h27jdXuCf974nQdRzet2mrep6nm35r4SeyRL73ve+l56lbrqDOFQ4wHvRRbzJTbShflmMIIYQQ4uGSDuAiIVDjMD4IkYyRyG+fJfH2d1H2/3M02z+9YukUYjlIULcEPvdUK2cuO/N+FtQqfGTW8aQvljV/hAp8ZNYR1JYwqbuiMKJrnGmGqaJe6EL5zEs5q00Fe9L96Qq5632X9dYXV7zGbrn808A1/q7/EpAMpH9t/VM819i+sokSQgghxLKKf/c/wdjdktYtNJK4EI+ykuepE4Vtba/FoNcW/Nxh0vHDGgMjGSH0Ty1lOEwlxtSqSlNsNlhTz7+F6ssNIieCN0ra3dD0ecYCVwlEp0o7/hI6ffo0V69e5fTp00u+b1c4kA7oIBk4f/fOx7jCgSU/lhBCCCEeDvHeiyUHdMDsSOJCPEakpm6JaDTFa9yCWoVJvZamWHLQlLKEWuKeVTaHb2UPllJgWoM60+aS9njNeZJrzpOAwpMNh2m37isxLfdv48aNy7bv8aAvZ1kClfGgT5phPkBxX5iYK4iu2oTWLAP1CCGEWGZ3ryxsfaX4SOJCPIokqFsiqjp/kFYVm13nmZnmmKnauioDWM0GElod8TiMTCbnrltVZ+KFmz/J3pGiyfswqjGto63qee563y011Xw89k28kRE2Vv8c5WU1JW73cArHY1l/G0IGTCET45MBNlpXJk2fNJ6uXoIXRtJ/G3c1Yu18PJv6CiGEWFmJEQfqpXdh+PaCtlM6f0OaXop59Q64uNozSSQaR02oWMxGnthYR1Nd5UonLS9FLSUaEXl5vV4sFgsej4eTp/txe8MF1zXFVb48Fc4aMCUB/LDGwI6OJp7duSq9PBiO8T/++iIAa1uq+KWRv4KJweSHioLS+RtFO/hOBXu4436L6cg4/ugkgfhYSefzZMM3Hmit3VL601tn+HB8tulF43gDVdNVKCioqBhqE/zWF59awRQ+/ib+4gLxMX/Ocl1DBbX/864VSJEQ4mElNfrifsXf+H/h+gcL33DvF9Hs/CyK2ZZstnn3CrRtR9u+c6mTmBaITjERvAVAZVk909Fk088608ZHvkD9cfW9H99gZCI3TwOwpd3Gi8/Z836WGRtUVVUtZxJzSE3dEqkwluUP6lQVFCXv1AYaklMatLVYs5bry2a7Oo5MTPN3mk/RbLjF5uhtqg7+azQt64umpca0jhrTOgLRKX7o+EbJ5/Dx2DGaKnYu2QMm30v7zJkzhMNhDAYDzzzzzJIcp883lQ7odDEdVe6qdEAHoKAQntTw5rkevrBHao2WQ6hnKm9ABxAb8xPqmcK4Tl5c+bjCAc6MObjjGSehqoTjUVAUDBodWkVhnaWeZxrs0oQ4Q2TER+SeB/0qC/om80onRyyQp6uH4IWZfuIKVL2wjvInGlc2UYs091q8PDXEFecQ220tPFHTstLJe2wlRhzzB3SVNpjOM4jd2R+ROPtjqKoB72Ry2eV3iDe1o/3V/3PJ09rrPs3HY98s+HlLxV4UNNiMdtosz0uQ9xDoHXAVDOgArvc62bGx/qGrsZOgbom4faHchRmVoPmmNkgA1S1VORfF9d7ZAUzCkQT9VNNf+TRn1KfYP6ayvcT3hC86Mv9K2QnGFx1dkgdK4PIo3rd6SJ106qV98ODB9JQG9+7dy9pmZGKaS7fG8frClJvKWNVopn11NeYKfdFj3fEkS7ws3ioaJhvSwVwmBYVr19w4x2/wqz9fWt9DUbqQI//or+nP7zolqMvjvdFevnPno6LrXHOP8sP+y/z6YzCSq88fweUNUV1lnPe+LsT19zcJ35pM/23cWo/15zcsVRLFMsup0VfB+1YPhrbqR67Gzv3j24SuzQ62cacpyl+uSb53fzraQ7mmjC+37eCJmlWfiEKZBzqd0FDPvKsou/ejbNiDOtyL+qO5QZU6G9CljPQS7724JDV2Pn+Eqz0T9I/fQ139zfzzWs0Y8p8F4J7/Iy5Pfe+RbjX1uLg75ClhHbcEdY+j0clp/MFYnk/UZP83kgOl3DBp2RKMpz7B0Wrmi3MCDJ8/wqkP+vMfSFHouuJl7cZISRkic1nTQk4DUDCXlVZaGohO4YuOYC5rygkC477wbEAHWS/tQt54z8H13uzA4Ha/m7c/GmT/s2vYvr7wpOstZTZskzZqvTV5A7pMIxN+egdctLcWTsujKBCd4t70OcYD1/BHJ1FQ0CkGFEVLffnmZS/9M9pthC4VbuYbd+Yp9FgiqXMPxdy0VO4uOl1HZMRH4NoYRFXKGisxrrOtWEbSFQ7MG9Bl+ss7H7G1uumRzBxOBXt4v/fvmPQPJBfEy2mpWc2e1i8saHqVyIgvK6ADCF0bJ7KrSWrsHgEFa/RViLmCOffig2oatxiREV9WQAewbkRHs62MYXMUgEAiyl/1nuOves89FoUyxbw7fJu/6j2X/vsra3fyhdVblvQYiRFHMphrWZf8bz7N65L95kzjlNzP6J3vEfc572uC8it3JtL5OFP9JawlzFyVaalbTYmFa2uxcPn2ZNF1Prw0irnCUDR/+qBJULcEhgtV0SqadPNLgEHjbFAXaK7kua/uyNnE5S2e+VUB19gEZvv81XXlZTXsrP01Lk7+5bzrAjzZcLikh0iyKcExUtVwc0fQjLmC5DxBZ17a/+pf/Su8Xm9WO+ORiemcgC5T1wf9rG225A1kkw/PQeqonTfdKX3DnscqqJuvacdo8OKyl/4Z19WAXgORRN7PowMeIiO+eTPeqaAr4QmTiMTRWY2U7yycYZ977tecJ2mrep6nm34rZ925peqhq2P4unqp+kKyFln1OcE1DtX1S9qBvlABSL7RWotRZ7apNpTjCge4NHUPbyTIEzWrWGt+eF/+H478MXc970IZmKyzy5308tbAOwV/r3wi9/KXnrrfuEXVp9ukNngJ3XL3cNP1HjpCKJp2ttg67vs6K1ajr6s2Zf0d/85/mO1LvoxN4xYr37WooNDqM6SDukyLKZRZiprtB8EVDmQFdAA/6LuIosALq2YDu/SgJt5xULTJycEVLRiMsPW5rMBd9TlJ9FwC1wjYGmHgBvR0zx5gy7NQXgUBb/5EbXkWTdNMn6fqBYxy6ZmEt7+74AnKUzVzAyM+hsam08s1ZdNFtipk6VpNicVpb61GUbIa3OVVLH+6EiSoWwLNdRV038zzgFcTtEcc9OjbQVGIZpTW2Crz1w5UVxmLH0xNUPX3R4lXmsBSN/tQVONQZgJrLcqmp9MPs801vwQoM4Fd4avTqrfjDg8wFewpWnIeiE5lBHQAKmfHjmeVKs19Oafoqk288sor6b9TL6zB0eKZW5Vk81ZzhT65zYiXyqkgiUCUcz2TyWBiAdY2Wxa0/sMs+XsUDugyLUfpX6o/2GjAy/4qHWWTkYLrRoY8RYM61w+vE76dnemL3fMSujqet4ldoXO/632X9dYXs67jfKXqKd63eigLXEfzwXeTC0oYjKhUxQpA6k2z34UupqMsWka0LEpMl6/WP9l6p95kzmmy+aPBazxd38Zvbszuo9rnm+KOZ5z1lvqimfHMDvxL3Wl/KtiTHI23SEl1vt+rEP2q/PduYjKE+29voGs2U/vPcgvLRK7MvmA39V7OTfTTWF7FMw12Tvb8GRXan6TKI1HV0/ygt5Vq04Gc62whCtXom3Y1ZdXSxXsvzgZ0KXOaxl2eGuL90V5C8eiC+p4uVaCU71pUURkw5x8wLbNQphQXb47z9kcD6b/na7GynAp9Z6nmln/j6M673Q/uXmRv3VqqDeXE/+F/wJ1zedcDoOcC8ZoWtL/xH0lc+RnqqT8rnqjrH4C1YTaoa5wJ4GqbUbY/PxvQLUA0UUOUBsoYo0wzhXrqz0qaoDyzZm6usHsd6qoz6XupNKW3mhLL48rtiayArqxMQzSaW2idmT99GEhQtwQaayvZ0m7Lrm1SVT7vf5dt4ZuMai9yZc0XqQ6awZnM9IZvTxG4PJrTOdxcoWf/s2sKN8FEob9sNdu8N3Pbg6cOfeE0gVWdhMqeQNFqaF29l1VtewjoXekHxUTwFpcn/prpWLL9vzviwB1xcNv946Il58l+etnBoUoiq1RJazaAXguReNZ6rjtjTNkN1JvMDPb56fow/zlWRxKsDUUBhT6jDrdeg06r4fSH/fgujvCUL0YqdHgRcBg0fGQp7YaqrzE9VLV0fb4pPhy7i0aBJ+vbFlwSvrB+k9mlf3FfmMDVMWJj0+gaKinf1jBvU8TMGiIV+PHgNarCWmwhHa7paurRgwbURG4+Xt9SOJj2/MSRE9BlmtvEzuePcPPcWSjw3ht0X8sO6grU8ADJWuT3T6NPJVhV8b/3Z0zVB1FMlYsOdOYrALnmSv52mX1BVVRCmhAJnUpEH8FT5SFsTGYSf219cvTW169cpN5bR1m0DENVL5aaqyS873Py8k95ctWXaLVtyRkN9klLG/vL1xO5MUF02Ie2Uk/9M61M2S7MCYwXP3elzx+hZ9BFIBjDvspCU10lZ8e+VdK2E8Gb8wZ1Pn8Elz9MsTs9Nuz7xA/KE4hO4fC8y0TgBqoaJ0Ecs76Rddb96e/Y+YPrRGbeVyoqQ7V+PlqX/PuNwY94uuYnWZlQRYFG4wDdzm76fBsWXWNnaM+fOS6rr8hecOts/h30XYX2nfz+hTfonzMARil9T396bpBz15JBpaJA5zOLD5T0TWa0NhNxZzC97GKtP28tXUpmQc5cmYUrJrWNtz8ayvr81Af9+ANRtq6rfaAZyPe7h/joSvJZlfmdvTfay1/e+ahos0YV6PVO0BGLFw/oUqaGiH/v92Gkt7TEuWcKCMoMaL/2O4XXc80/ybg3/hxh1pF8c6kY4j1Uad8j0XsJ7c7PFdyuaJcZIOZvRlUVFKX0gea3VH95SQrXpoI9TARvUGfavKBm7pkyC2731K15aAb/GfKdZ9jfTXNFBy3m3QvaNu4LExlKFgboW6py8j0+f4SuM9m/ab6ADpJXi9U8T2XMAyRB3RJ58Tk7OzbW47jRR/mVN2mL9mNOJJtlNsYnqN/WyNTfZZdQFuocvn19HWubLVzrneCDC8NkZY8VhbcrnmdNdDC9/3C8hRDrSaAlQRkJbNCvB1zJz28lB15JNjNLPigqY/XpgG6uYiXnhfrpmcsa083MyiO2nIAOIHK6n78eHWXCpGIfyF+K9pQngj2cGilUZVMogrPWxPd+fDM5LYQvlhUsKIA9nOB2JIFrnho7FZWzhpusHTXmvPQzM0LlZbasDNBymZvxPj18O2+NSzEL6zc5W/oXuDyK983ZjubhO0787w2gWA3oqgyg0aBfVZUV6OUb1KNjvIIvOWxoZgISgIAmzl1riK3OZEZNRWVolUJjgVq6uC9M8NzwvKlP1fRduTPBez/r40W/Sk8DOdGjqsJP31fot93h80+twVyhL1h7nKJltgmPY3WEc9tD4P4WuGG+QKdQs81CBSB//dEPKK920x+ewsIaGibXZ43UakqYIAIVkXKs0xYiRLBYDIwEolxw3mBNpBUFBduW76A3D6cz31HGeW/8HOWje/hwajUA5f5yapw2aq4plPluzgZE3giuH33Ex/v/ZM73l1vzXoq5JdUfXR5hw8ZpfNWOkravM20CCo9qeeXOBF1n+mkIxfn8PPt6FAblSTctu3cTfFMkR5OqgVUb7qsvT6Gm2BOh6zi8b1NtsLND+zWU3tnWEQoKOycr+LjBx7A5ikk7nbdWQVHAUjbJN6//lFUV1dSbKhdcEKXmeS9A9rswceVncPPD/DtwjvDBqCMnoMtUqJmjzx9JB3SQfE50nSnedMoVDtDrnQCgvaoua5+By6PEnMGs22ewQC1dyjXXSN6AM9/vZqp7keBEdq3zBxeH+eDiMKsbK3muY9WyD9LgGZtm8qMBdsVUvFoNw0YtXWf6qa7VpwM6XUxHub8cXVyHv9yfLoRK+fbN9/k/YtBW6kFLDegyRcPEv/f7hZvnVtdTrC1dNFGTEdABKIRZRzRxg7JA8QEz5usyU17fjUaTPK6qQsi9Cp3JSZkxUHCb666/JRh3ltwsPZ8PR/44a87izML6UkcPnvvO/2iij9aKan6n4+dy1s0X/KUKrY1BlY4pM1V+BePG2kU/n++ODTA41YdH/0Om48la7B7PW9QaN7B/ze+VtI+5eR8g3QUjfS7eUN7CCpvFiNOT/Xt3PrvmoamlAwnqlkRi9C6J22M0tKyj6TPbiN/5DoQz+tlteZaEvg7UOc1OCnQOD/VMEbkwzOrpMM+7w8QUBYdJx4hRm9xM0eDRWDAn/LjiP0+Meoq2b5qR+eKcCN4ouu7A+Z9S0Vidc/OVl9Vg0FQRTmS3Y+8a+Pf4YzPnpypsbP08zQPbstbRoHDoWiNvNvvJ90qujiQyArokBbBNBqm26ilDzXuWClAfjc8b1CkoGEMmvjPnpZ/zQg2Cw/v2gvr6FJPTjyAaIhiPYU/EGK5vYaBytgbrw/G7fK659JLw8rIadtT+My5NfnfedVN9JuO+cM5DLUV1h4m6ky/laJ8b/3sDVH1hHeGNVTkBXU0szFPBIBNNU1hcTRhDyZdDHJV/bHOlg7r+yhB/umqCfscFPt+yMSezFXMFKYW+xZIuFa2fmSKkwmPDb529mlQVghPbiPmb6fV76B28zJeaLZgvFp+rMaGa0CoBAsZEMqArEugkRhyoNz4Czzg4R5P/h5xmm/kCblUFY+1bqAq06mB1eS9BxvE4vpg3XQoKBgyEPDDomU4v01vuZAV06fUVCGjOYaGKqntbMUVMlMfhKV84594JVbjzPjbm1rzPp1BJ9T3PdSwlVorfcb+BpquT8M3cUS1TpaaqCiHN/M85Y9vCA6L5Sm7vV1YQ5xyGqTyFGKMOuH12wX15Ukppiu0KO3hH/U807NzMlosvpJdn9gULxiszu4LPnoMKnmgtvlgQVyQIruyCqGJ9UlP3THzSBTyRmzAVvM4hxqbOMDH+9/ifSqCPaVg3oKdlYjbDpA7e5CcX3oTKwrX+hZo55st8q2rhplP5CrFStYCpZ+jcq/EX7tq4Yw3hNcRn6nuyfffOxzkBZ6HfzWJ/k7CnjUQkd56rwdFpvvfjm0XnyipVoZqYwOVRAm/2MDu7awLVH+Mjs46BKTcqUO2ups5Zmy6UqnXXoCsbw2a4BoApFqUuHCQQCuWM/r3kioxcqZhtKJ2/UbBJZ5Q8pYMoyaaYPd3w7JcLHrZQlxmN3oup/jzmlo9n96iA0TrE5NVfo277d4qeTrHC9WID1UFGs/c8+9O+HSd0fSK9vNDowYUG8hrwu/jrnnP8T+v2pNf7655zXHQmRzOvCmvRXZhiPHydi9VezDEdzztsKIQJAaHrE4tqJv/Dc3+Nv/IHKFoVNZb9fJoM3WbIdz6nxm5kYpobjik8vjDRaBxDLMGTN105v/TcCpZ8v6miwK/s38AHF4e41pOsKNm1pT6npt/njzA4WqCf5wMgQd0SUE/+Z1Rj8qUQ3/Is1K9JdrYF+KV/nXzI+MLkPOWVZD+zuC+cDOQGPYQdLpip5tUCycerSms0ykQgRpfNgKImsCQ8hOMtJQd0M7tJB5F1piLD+qtQfr0K95nZPiqp6QY8Fd8hUZ57wfqjYxmFXCq3nngb2/iadEY/5cX/+nUmpp2UWWv4N7+b/VCrj8aLBm3jZdq8LwYVGC/TgqpijU7iLqvNzZGQrDEKGpMBxF/c/oh/s/1zRTNCC+nrU0ihfgQm4DngU1MjfFjTxHfss53JezwTCyr9bqncnQ7qTJpaTGU2FCCaCOCNJh+0qyuepqliJ1B6EJXifbOH0HUjv+qtYdAc5nJdkHJLLxvNF7jRPLOSChsv7aN5YBsJBWKa2Qs9PpMRf2voBu+OdPOLa1bzbMPu9Mso3O+ePxFGLYGLI3hXJa+ncNNVzqx7I+diiHmasgIkU1ylcp6ADmC81sq0ZRhNnKKBjuH03xWeG0lVUU/9Ge5mOx/4XfT7nFh1WR8D5DRrM9VdxT+2i5i/mVIZqh0F+2goCtSrPpSICQUFczz/fRXTRMl3QyloFtSfo1BJdcS3Knf/qctizjHvet6leqQRS0Z72lSTWxcqqpr8Leui+Wt6UrQNFXlLgeO9F+Hi2xAOQpkBtBpo3oBm67ME70ZyCjmMuxrRP1+Nw/Muo/5LJNQYFWW11JdvoaVyz4JqMUvqHzRHob48xQKnkptiKzC2+gYtd5/A4kl+35l9wcIJE47pbbSbr2YcGBJeC75YbpT+4fhdfsHrxvazv0muOKdwIzVBdMCY4EZjK9M736RuaD11E7PByHDrVW4F/2vyuliVWppgrCGEzany7Ae7UNQQqmJk52SMgSIVVKm+p5lGJqa5eDN/E7x8TadSGVprJMTeiWHWBHwMlFfxD5EQ7432sNpVxr48DYE1KGyKTaJrvos/6iGkluON1uGMNBFOmEig5gSchX43RVHRGd1E8gR1Kfnmygr1TDF5dYhhfZDohiq2rF5TsB9fvpoYu7mW/6P9+bxBqwI85YvxxuQA1S4rda7ZgC75uUI80sDnJ96jMT7BUvNpKhjWNqAo0BQbS7dWSptpnpuPZvuniY/chavv5nwWV/Xke1hF1HrKxsdgJljs803xzvBtQvEozza080RNC+YKPdvW1XC1Z3YqKlPdJSz2NwrUeKvozUO5H+RxZvRnDAdHSKCmj9fjPsXZseOpveVtRVKo0H507BI11xuylhUaPbjYQF4/GbnNF1Zv4ZprJOv6yWy5A7B1wjiTyuwvYqHN5O+ODeCv/Jv095nvex32X8gK6v626zZ3h7LzqvWR/O/CzLxxZMRH7MIwXwolcAUj+LUa+ow69ny2DXOFPut9d+H6OOFwLF2wkmqxEgouZnCcpSFB3VK7/gE0zwYBqc66WrOBqhfWZWUeql5YR/iuq2CtSSYFqIup7JsIUaEZwpgw4mcTCyr7UmYHMakxraOt6vmc0pyUgXXnqZ5YRcQY4PKbo1wcrUFXMUzttqv5jzh3oUYlWOHJCeompp2MeCaozrOTZNCWe9OpgD4BL7ojeT9zGDTpWjpPWQ3bQte4atrGXAoKYUMy43LdPUKfb4porHg7/0J9fSIjyYeSttKQNSx+5vD6dTemqbo1SUzdDmgxKIOUaaay9qMAT0+N8G5GjV2xfhf5xNTZwUlWVe1mT8P/CsC5sT/B604GdYP+Dxl0fMSTDYdpGN24oP0DGAdDbKKCTZ4Knpv08uH+C9m/uQK3diQD+QiGrKBON/PPRmMfG80XmPDDDx3f5smGw9SGnyLw4b35r+JQnNDVcfRXx9ld5WcoT0AHoLOMYN30HYhVEpjYhnnCPu++r3X8E+Mtt2cLXQqUHJS/fhyc8z+sB/72v/DDjbvYaD6fFdRB/peRooDVdI/G0VqCmmQTp6C2cKp1FcOUVfYV/FxVwWIaImzpIeJZn3eOzOs732Rs9c283+HehkMlBy2JEQdVV84Da5m7s9h0E4ZYNeEy10zCoHq8FVfDwNzdgAIe20g6yEiJDHmwKHfZ5Nexy1/ghZwhPuZn/C+6qdjehHGdDcZvwBt/kt1yIqXvGtH338SbeCkn7Y6pLm71ns5aPBW+zcD0B5wb/3Z6JFnP2DQj3UPEh73oYyqV5WXoZjbS6DUkIhE0o31o2YtRceTc/8Uk3v4rMFQka/jLTBCPwMBN8gVOsMCm2Bnft4qa0xcsGrCAOXt9bZWH7f6PuBJ4KmtX1kiI6rMzAR0kCze6/gJ17VbUaTdc/2C2SbNyHYCx1Tepcjax+/2XCBl93NpxOv+rTAGnLUxfbR11E22gKnSMqhjCAU5szP9ddlStYWTMj65Gh7lCn3e6nPmMB308OzHM1/pukGr/0eGe5JeGHXx37WYuVq3mczSnM68p5z/1OuW2EVCS3crBTZNpGFW9xC3fLsZCa2n0TiVrbVvWoWmyF/zdVFUhFrLOm9bhiel0UDf53UtEh33ogFZAvTbJ6/bbbP3Utpxmn4VqYhy+SXov9VIolFSAqWEXdb6mnMx6cgWFEV0jVWVjTFYnB32qdekoDyW/yYAxwVB9lIlGPSG9ijEQpW4SWsbLkuus3Q59V7J26dNU8I7pUzgMdlCUZL97Ncra6DiVRNDhw6Tcpmxt7ns/k2btZhIZQZ0KeNRWIuzMcy4KUdpwq2sxvDPC38WCWd0lLkzdw26u5ecrdmUFdBq9t2BAB8nncyxonbefnarCO6MBfLHB9PHWm420mL6XuVbeAdAKFdorrvyJyjeI2Xz5kF7vRNb1UxXWZgV0kBvMZVpIM/nLU3+Ooi2+TnPFrvS//+at2/SP5FY+5HsXQvI60FWbskbINs/8RzTBplAE7+VbnDWcYbryLFZrmIhvFaGpbVzvhR0b66ks1xftW/mgSFC3HDJLOLRl6X+WP9HI9AeDJHxhMGoxtFUz8c0CHcLzUIAGFYi34Kb0Uv308Z9aldWs6Omm38J6qZYLa/8mJ4M+2dzDZMtMsKl+jKV8G9FAXekjOKlg8uc2kamrTJYuWytt7JtMNnOLKRBTFPRq/putX6+wLVg4Q3fbNHsZq4qG1dEhrhm3oCq5zTEVVUGdeZD2eCaoN7iKnoPtp2fgy7+Qtdj9o1sMTnzEaOt1op4wZWcNtNfuQ23VZNf61UPDjs1suZhsphBUd6Y7X2elCWif9jBQacEaCVF76xzx0Ltga8S3eiNjWh11MQNld7xE73lRE4nkQCQaQKPBt3aC1BtYqxiI+8IM3O3ljv6f8jQjPMbTH/8mRgo/sD2WUaYa7qIkNJRFkiVtQZMHf5UTfagCVRsvkAFLBvIJfx0JBeKKilZVKEtoMOtcbDRfyLh+VD4eO078Q5VOFtbJuK7MyXCRWiqTNdm0zVhzG31TDTdcDfgrk5k6XcRIedBCw9AmLJ5GPJaR2YAOcmvTM3ywcZTOM8nM05QlRu/qCNOmOHFVx3SZgWi8AoY3oHGv4qlhF8Yd2cFLwXtHhdXKBG2qB6PfnG7i5DDlPp4t9h9hqrta9D5UFKisGqbC/APiUR2VvlpueG20DGyfOefRggGdqsKt69W0P1t4/ympGhgzsLP8WS6aMprTqCqbw7dQpmKEZ+K09Rc/S+2EnTM5/fiS34HFmZu51Tkvo7/yT+xKvJSVQQgZfQQr3Jj81pyCo8RYAN9YL76uHiqV9zFpsgO6aKKGkGpHRYdCjLmJKRpkzPh47Bihbgu28yGsmR94I6TqEmf/30YUCKpb0Sb6qNG8U3jHmXovFP5splY4szavvKyGzbYvc8P5d/PvO+P71uBm3HKLZt8aNriMTOsT6Fru5W6jgK1imF1lbzMZaWY8vIZwwkR9KIAy96ZRE+Aeh7GB/E2aFfDaRpioc6BLlBUvm1Sgd9t71P3EPvOnwlZXOZMDUX7Smp1xs3ir8Dn0vEEyc5UzgFkGU1xlbTCK92+vESnToiYgagkQaQlTZbXytb4bxBM1TKsbiGFOBw5f67vB/3eHjSljjLrQ7Pt9os6BdyagyzkFBTaZL/DrV5sxfPRnqDPBfXzLs5S/+L+w3vpz3HH/U8b3B7E7L+RtemmKq5jjCXxaDUGtQvNMQBfqmSI67JvzNSt8yWHjv1jOsbW6CV1MR8+gi3ujPryREOWJcgIV2X27DtyqxewqHASrQLm7kVChgidVhYbb/OO26dnvQoXV11djSXi5ml4+0/fOAvea4IIaZs+wnXbzRtS+KwzVRehbFcWjVOH0baF1uIpPuSPoVWiMpbpi1BEnea+F1Y0Yb5VjLTIVYPjqbULxvcSpIIGegGJDrxqLBh+gEHZWMtB7j7mvzQGXm1OXsjPyOqNr3uezIaZHvf0Cyvq3QKNCguR3osx+hePBNShTa2gIGtGgwWP24jbcpiWne7jKoOsazpF2Rt2jUHmRuHYMTZmNhC77d7xU/r2cpteQfxCzakM5zzbY+WAst190vtOzhXQ5hRzFGNtsxH1hYq4gcU+IyIgPo92WE+j9+O7/h4A2T0FgBi2N/GgwQCj+Ni3U0j9SeBTuAb3Cmsjs80oFPjbreH7CX3CE7JHWq9zaehqCUDEzO4bJdpeq1p/h7f8sPRMBLMaF58mXgwR1y0GX0SxDm/0Va4y6ZFAXTSy4GVy2BdTQzQh8eI+EL5JuPx36wV+iujX5ezDPeQGb6q6iufli/lqMBXjz33x79o+swYTUQnlpAlolN9OQkcy1oSgufTJYLY/FqY8m6PSdocv8TDKwy+ggoqizA3q8P9KDzZCgRp8nw63Cmns6ahyjWe30IyM+3rf9Ed72sazvYVLthbmt/HKaOWV0vs4osQ/FW9g6up4NEwk2BS5iyPisEjhn+wzmCTu59ZTJDGh/5dl0UBeYGGf8x2cJ1QzCp3K/LxWVYLkHYzB/UHd951uMrb5R/Dcu9EOpCia/BWtIz5d7bMRmgjpf4w06qt/J86JLEKzwoGJc0CVV7reWdB0qCkQtU4xas0v0XcBQ+yUaBjdj9przdaXIszNwVicYqotwrylG/6pYxnrRmf+mUWvHCPqaiTg3Yir1pBQYbb/KqP1qugnrU74YI2UagrrZggldxfC8AV3WbhXQ6WOEakYJ1YwytvY6DYObqfTWFvzuFAVGNd/jTP8tdjS/QOTOAO7bN7HWWLDsfDodQCRGHFnNUFdFh7lo2oFG78Vg7cFquknIPESocvYmv7PzHTSXtGy8tI9bT5wmXQWiQu3wupxaOo82gKOnlzrdJsyR2QQPt17l1o63QVGT/Xcv5fbfTX2x0+qz6NUhtEoy45o9wl1K9sUULNDXMJuK0teDMttWcF4KCnG1jZs6H5ti50verpjAX/8xP23fRzAWwdxaQ1vjpvRn5T4oD8BkQ+522qCRodYrMAAWTwNf7G0mSiMKCiGjjzPb85c4KwpYDB4sBg/2yhvc8u1ilflJuDUnAFU0YK0HnZ7pijxD4ULynmroZ03Pnnnv52Cli7vrPqLcX53uv/v8sIXzDX68hmT4rIvp0qPIphQK6OzBGE+lBt0K+IkCQ61XuG1/O5mOoMKWlj00DDyTTlgqcCDuY//dQFZABzDRcmfe4HTCMkXl5JdmC/euf4DPNUa8vBI2Za++LRAj6IlkjeycmW4VGLRb0rV0IYcThWShnKdmGMtUMxZPIxoUfql/hFuTP+SDcPa1v4oWgoYggy33KPeXs2HUxjZX4ay5Cnxk1hHSJm9ejd6LseYqevM9IAFxA5WTFu5smsjJQwxsSdY4FXx+KXCu2UHj2+P87FMBPJbUdeNC33Sa0fXJJv6NA9sKpE8hdG2ckbUWhlSVlvrKrGaprh9eIdzbmnX+hpIHpFTYN1jJ6dXTWTXaq7y5wUMsVJ23T2qaqtA5Uo4p1ECov5lghReT38JEUw89238KwPTkBrQTu2gJlaMpm8Zg7aE+WknUUwF5upOeGfpOshC2wZkxDUn+y3Fu02vj1vqCg6WsrqjO+rvZV5Yu+PHWZzfPdBpjqKg5AfLcZSpQ1mwmEYjmVGqELo2hNFQy/GQT3tAkCcs7eCLFAzqAmDpKIPI6Dv9OhpwhGsidlzDrnp9DBW582J83K1yskE9RoGrNO9xT3uFeVMFU94WcwY0eNAnqloMvo/ZnTlCn6GfqkOMq2qql7YwPECGISRdCt6aJuF9HbDS7uVjo2jiB1VUYawNEHWOYDFtKziBvxMVgtIyEfvahVvDhpUCwwoMhZCZcpFR9ziZ5l20KJoomcVNIRa9GmNBreMoXJcrnqIsn+PXo+/h1Ts6adjGgb03uT53dS8A7zpaJIWI7M3Y2c6AKPzx1eaYfQtdfEP/oHwGFu2VGvNvHchNT5EWV3axspvM1yUAjNdBNXSi5Ay9fgrgfHU5UtGiIsG1ibd4DJDO32Q+bAe2HhHd6sN98pmAzQpM/f8OaZA3OPAFdoXNVofX2nvTvu3OygqAmQcjoY3hLvoAuee3oWt/lQ2Mbu+5uwhgyEzT6uNXiQGseIl4WweJspmloc9Z1YwiZMffvwLf20jwJLZDWmeVjq29Q3f2Z0gsqFOhriTLUXKCmkuS9oDcPE5zaUPzFXmD/t3acTvdF/YLvDFeM9YQpI6Q1EWi8t8C5jnL3P7b6BgFnnlz+DFUFU3UffaE++np/gLvvRYKeHSjuBJ+//P+y/TNPo9n+aVTHpfSouwphErpgTj+SnJ52SrKJ7jOnfpNnuv4FZz7/p8m2uQpMNvcyPHE1HZypQHeFhRHjM5jiKr88lSzVz3nBKiq3njidt/9ukoY4VWgJ5BnhLiNhGUylFBqoEDJ6YAFBXepIfbqdtCRuYk74k2lSV6PRRDDQlw4+SxFMrGfa/Sl2nVeBMtRLHgZXvQ0dyc/XjugpDylM1odzziVeHmKs7Xo60N9ycX8641VaUDvzTjBfoK5yP7H6VnTjs5mvxHP/M4Gr00T6pjm/0QBqIO+zyDaW/N3sN57FsaVAX1VI3ntbPkxvZ7/+Kdb07sEW0qWDurJoWU6GUlcxjMHaQyJaSdi9Dst0JWtDUTaFkjU9E3UOJlruUBYs596G7qzr6voTZ7GMb59zXSlAFeuCCmNNtwAFi6sJZ31/svZ7Hn1bPsTZ2M/u9w+mC/fKhtwMf25OFwwFbj3xNk93raE6UoNLr8EUV7MypQrQetdD3BdGazZgtNvoVr4z+wyfae686dI+tnhH+FPtszkPJAUFU9jEmoFWDDEDrYEYk3V3cDb2YRtdm9XvEaCvcrYFQaF+Y/FaCmaA56XAz3ZO47Hk2cfM8zFgcrGqf2fW75L6HU2+aibPBLijSxY+bWm38aldq3A5ptDf9uRPWAk8lhESLbf5tCZMwlnOOxYzL/aPsNXl5U+tG5KFGDMSkSqC49spb7iSuyMVNl76PKaZtBtDVRhDyfexITw7rYe59jbmuts5/bALTYRtKHfnLCsWPGfmSeK+EJPfu4yigUQkWQin0WuIhGLUBAP8ZrSBqC5BU7CMirg2fY+pfS6+urON7xuTTVK9hjiXa/zsmJoNpFVUnPo4NZHZfHBIifPOVj+fe7Mnq8UFwGS9A5dtiEn/JGqFC6VwhVvOuTaYRqk3vsE93WZU55eyngVz7505XwdP+mK8qyjpTgQTdY5kSyxNmHC5r+hlk9n6KDW4EcGFzZ28lCSoWw6hmUBKq0OZ+xDVzzYM9r49z3DfegUiBe7iPFTgbauZL/v/AXOfH2fiF4DcOXi8b/QQrhjHxBjG0JO5JecFdt6/6aOs5hQGfxVBbQTFlGegBBUub/iYhPEdqJyaeckUK1UvbL7bQyE5rUFy5MxUAjXE4rtpUk9gMM4+GZpGm4grcWyREHt8vTRUDPLxzCbGAMS1EDUAmaPs+T0E4i6G6qPcWFOg1LmQOc3KVFRcehemGETyDnSjAJXESD4YCw0LUbD0SJktidt4ad+cdRT2XDFgDQ0TytNjwlMzvPhaWAXKIqaMP5O/RLEMoqKA0TJCyDLCmXUf0DC4OSeodDX107flTLoGy20Zpb/1ClFrxuiBi609ViCmj6ILQ6yUFqAqlOW21st7XuWNZ0nEtWh1xQf2yJcmT/UIqktFb77GZ6b7IbiFCBHermhEXVPgZb2AwNRnKzxwjDLnUswcge/tiudZc/q7VIX8OD/QEWd/+qAGxYvV/qclFAgkm+ia/BbQqlnLbz1xmnurL6MPVVAetLBhaBObphqJZjwA8l5PGrj01N/x1Lu/nl6U+VKuSIzTNqSheizfCHe5jCEzTf3bGFl7tfBKCtzq6GJk7TV2v//SvPtMSQ7qpGMs2s50fCNaKpJ3SgL8PMm07jbRstH8g0BkiKvlTKvPZp2PgkJ5dC2QTHdcC+e25wZ0c89jbsl9SUFtanMF3rz3ARWxEHtmlgW125h+RwEGmKhz4LO68gZ02pARfSRZcFY7ak8HdYYAhE1Fjq+AY8v7BMvd+AxrgGThaLQsmlUrYFn/A0y2O7PXtHoq+RxxJ98/5577Hr7q8cLH0cC9tousu5Hst+ixjDLcegWPbZhglTvrXZhK17yUVLPTu1RMJgv3xi3lhCryDEqhUelb/yFGswerVoPetYawf0N2kDkzwEOfK8Cl4UuEM5+fCrgaBjiz/0+xX2uE6fxvUgUFQ8yAgoJrz1/jrUq+B4bXXkn3e0wZmznZov3G7qfgCfAU62alwODGbgY3dLPx0j5s42vo/tSJ7Iy3eoYNQxuw3XmO8IUIJ29MUh+Ns7CZzGZd2/UG46tuZZ3XVhUaJoxUTenZGbzExfJdWdvEArM1RZUe0IcrqZrYRtPQloIF25p4RnZ85lj5Rje+b3PyJNGB3L5nqfHCksV/+SsfFBQ2X4yxcaNKX02IemOUWJkemA3q/CjcMRipicTSy/Sqhl0/CTPceiujxUV6pxn7XzhFgVWWGwTWx/De+Up6uTmeKLo/DRDXJBsEX/vU6wWbUc9//OTgRngWNyXNUpCgbjlpy3IWxaZmS2Ijvfn7c2kbKrDsX4e+yYz7x7cJXhuf9/pKDRji1OvwBJPTHSTU3OOnhP11mBTQ4KV5YBu28TWc6fyTwhFUnuAhXOFFEytwDAUSdYNzlqlZNRHzCRl9TNY7iBgD1Iy15TTPKpa8JA2+xKcY09al+0/URjWoaPBrDfQ+MUlfw+zwtiETyZwQcaJaLXG1HK0SyOjkP2+Sc1SPt2akW2XK6GTcqtAyARFWF0z5fIqWps+UxLXe3cVEgwNnU7Ik7XOuTuoGPyKi9BNSN+VsZplqWnyAlCd4LUsoTBcYYTFfmgvWEirJGp6Jxh6cDf056xgCZsIm3/zRf540D626SayUp6AK1R4N7YMG+lrz1DrMoTcVzpDP9324age5vueNmZedm42XNtA80Mpnh1Te31xJtHzOYC0qGP0WQhWekjOWpVIUlebmU/iHn8YVacGhW416ZoJm1maVhJZ87Jm+toWCM3/NBH4mkjNstl+i0tnA9vNfhGjyeREwevLuNlDlpH/tedb07ebsZ77LtGUyvX8PMNwMNucFdrz/ZNEvIPXTWFyN6aBOGzQSz1dwpcz2C5tbo1Fo3w6Dhg3BKFWR3XlSoVAR28jfWZ4gqIF9/nfYFs5f+xOninwXfEIz29w1qivQ/irPeXhsw7PNsUJm6ofXM95yZ/5tVdhovEK8rBpIzpk6Hd+T/tjZ2Ffwno6bQnR/5vs0DG5m9d3ZJkurx8uI6FQGVsXybDi7/UjbNbar16i6/RwVo5sYNIcZ0fvQRaqoaHk3O6Cb2SY1mJPPPFE8oJsxuK4bT9UwAYubmKHAO2Chz0sFRldfZ7QRYuUKYePt/PtQYbQtObCMCaB6kDNt76ULuGZW4btdV3FrDVgbbuRv8q2AY+soVT3nMUaNTPtXE4jPFuqlAmG95Q6aqoyCvTzXt6okuy8YrD1LE2AslpKstUv9e+5nvlW38bXcZuOlfbw4sI17ZQt7taViDK9lNCegSx3j3PYw8fEXGdPM6cSnqqzlWnrapg13q7AM/AbzvaA0iXlGAlkKKjQMbi6alyokVVAWJ57VL/2zQR+3apKFx969CsMZBfdlyuxAaSlaFIy6EBeyWlzc53llUBQot90hvuonmHQeTNppdAmFiwlt3pY/kOwJZIuqeIv0i81rzkWlqpQ0uNFykqBuOWmyb9LIiI+Et/jkpEA6oAOw/vwG3vEFaRj1sTZS8NnPmUodfeW69HQH0UQNar7G12nJZoA6nESwEDb4F/VyQhedd7VMPzx+k647f0xDbBX/++d/veB6c5sW9m/8eKaZULKD79wHdKHC0ggtrAnq2BbMnqfLUz7MaMO13EoybbJmJaKL0bVbR0JXhq/Wu/hAZ7KFkNE38xCJ8MN1w5ijtXxmYpgyBgktYARTj2WUsZZbgEr1RGvht1RGgKWNzA5lfX7YxE5tHTY1MadfXIIy+ljjvcqNAAQrWLByry3rRaGgcGvnW4wXGJAjr6I1CmregA4gXO6j2bEDfciExzaCq24QdIncFfMcL1idv2AFyP5+47D//Upu27agxM6ili2wBm7OcQv+dgmSwUT6ZZfdvLDSX41rJqizjq7GOrUq/ZKaqHMwuvo6HtsIUdP8gWep4o09GBt6WDe8mXcGvsRuXxQlu0NsyU0W7defwxgy4zNPzL++AtM1Y5zZ/ye03t6D1zqGu36w4LqO7e8x1dCXFdBlfu60hfn4U99DFzGARsUYsKQHj8k5Z+1sQLG6bwd9ma0U5u63oZ+6CXuyFk4zc1pKcgAoYxxqZu61XoPCHZMu7yi+GbujNhpn0KjjjPEzrAqHMKvjOc0ytXgJGb0ztZ6zzdpVzWy6jSGltJysSvI7yVDhrYVUUFdsHwqYTB76d3uovPQE9QOfzV45MU8aZgpzLFOzv4EmofDkJSMDLcWbPaW29254j639G9jksaECH9a6CK76sEAtUrKmuGCwmW//DaMlrJhHkefzZEvvvPdKsQKuCk8tCV0Uo9+KErdhj8Sxj5q5trbwdhXruwCwqFB76wUG3LtQUdEngkQVU/5pUhQYbexPB3VP+2JEtv6QeN38I3YvuxKujVQQXwv0tDgIW4eIGAJoYmXo4jri2hhRfQhdzEBL3xPp+9ijAWtintYriopq0vLZqRgTgThdtuQ9ZKq/jHPt7DXTvcPLRq7P20JJeQBBnW10LVsuvpAO0LQRQ8FnYKbzz/013urZbiepfulKSI9qzMiYzpnOSq8mmz5Cdv6l3F+9qPdTvmmB8lEUqFqVnB8wNvNfiNyWP5C81a6ZNOzyx7ht7yvpebkcwehSkaBuOYWmSVz5WXrY6ci9/KXMmeZ2Wh2ZmMYRijJdXkZbJH8ApQAGVQVVZU2kH3PCT4A1zPfWKGOM6MwomotqereIWp1Tf9WLc+wqTdY6fvWXv0Y8FKMxPGfy9XxNC5XZZkJVeR5AqXxy7vL8I2cWPN/UMi14mvKMALcQCvRtPUPfljO03t5D6+29KOFmhpQy/rpqNev9OtZESvsC5w5gMtR+CSWqQ9XPKc2eUxJnyKhJdahVDFR+hZ9zTWeMN6mip58q7btcbDUQzD+d0bzqh7MnL3VbRhYW0JWiSMZw2H6JZ079C2yTa3A19ueuo4IuaCJWXtrgRKoKq0a0uKsS+CtVNBo49XQIl+3DrHRog0Yq3bV4aoegrPSm0ihQe6+dkMnHtC2jxiBfYW5GM7C4dvYZsPPjX86qLaubsFM3YadfDxbTKCOtV/BYRwlanYvLQM5Jr7/5BtVjuxkON7AhlN2cxRgys+bWU8km2vkOocKa659iTW+yEVTQ7F5QsD+w4VxJafTU3yt6nfhrZufO8jDE2NrrWMZXURYzZGVwEtrZoL1iuoba4XWzowFnnViyX9jM7rln0nKrYvaeq1U8rK+8SNDsJjy5kXpXezp5IaOPkZZkEK4PVWRkrpR0p/4on8OJSqXyPmr5LaYrEpimK+hr0nFjy0xz13Sz9q3oNbfSxzZFNOy5YuTctlDxSgIl2ZTUXTeULjTTavvSH28+/yIxXYjxpjt4GgrMr6XAtR1XqBqf7VcbMvoYtl8p6Xebts7+Ltp4cr43Ja5D1RWprcvY3lM9gnHEjAJsVCe5VOiYMzXFttG1DK8tIW2lylPKWLD2vMRgsvBnKt2f+X76t6+/vo+O3q249fOMIpqx7+jGtyg/104gXkVUMYGiEHbZqWi4mJVhVlWIVswONuPY+D6JuiWqpVtsq5CFUFTutV1kcF33vMdyNfaj9TThv/xrGBMqn/VGsUw1Fw3OTX4LCsnppn5uPITL7KPfPme6nYzgslgLpazml/epUH9ufdTER5/9CwLm2SbRs/1qX8jdgJlRXavzjyOgmvJ0etOoXN/xBvWjG6gds7MmaM4dgG0Br8rZk0oWVk+rRhI1dxd/7WT8HmGDn+HWK4QqnZwHYppI8etSBYPfTLgy/xx+ioI0v3zcpebrUcw29KuK1JxpFGxfeyJnFKKh8WSpfKH5NSDVT0MLikKffi3njTt4InCPYk8jHUOUaaZQ48nSobwPr3kubsVXQ8I8tagHfEw3zZW9YZS+SwRVDdPWCYzTFqq8M4M4FAi48s1llfFxycsLPqwX+qIpMUM8sOEcgUo3v3n+izgMGi5XltEamb/WFgoMYKKQHdCpYPRWs+XiC1nfjzY+m8Fs1Q7xpLMGJWvSXIUIa3m36tOMbfvRol/W2kT2o2SsaRFt0u/nJa8kB+bxWQo0qVIgZiotoJuOVHBrei+tAyOY1vfgr4yT0IDLlltVHjeGaL/9Ke6UvYuvdgEl+iq09u4hog9w9el/mHf1wXUXqBteT8DkTi6IaWYCOpUoIYKY0r0kdaqC1dOI9UpjciTD/X9SNB1199YzsbqEpnYKWCoGuRdqJjkVwOxIe1VTzQQ9rUAyqIsHKjEGK9HGtZQ7W6kc2UKrb7avRdHMUoFjl7zeAvebGQimMjjlMx33Idksav21z+QGdSpoQ4Z0v7D0c3iGqe4SOvsb9KXSsvomeJpRf3owOUT2nIKrsbXXMfiraLz6POvGM+dXVLi92sKtHTNDwauB2XMFUs3a2ybuoNXNDsmtScDae3oaJnQM10XxVcQhUcF4lQlv/WjeQrMqVwO1Y3ZC2mogOSm2KViFxbWR2vEC01Gk95E9N2myiW0JuTcVnNWzBWjahEJMLQdlcRP4JkfHVYoeu27CDgkNaEuo0S9B5iVn8lSzeeY57LGMMtjWnby/liOAVFS8m08THmrFax1bUN9ac+NZAkP70rn/Bo2H2JxtFQU8dffwWEYxhCtKK1wp8RwsY6vwNBQphIHZERwXe0yVkgI6Zo4Rs4zgr+vF5VnPRCBGnacx2Vy8Mn+BvLO+n+aZ0TirAfRu+vO+f/LP25spVlZafmAujduGHwNKXI8poVDpbEY7XcdEYy8xk59YoBbzquQokxN1DuLGcN57P7NfbdY5llqrncHTMIynYZg76jvofZVEzNM5xyyZCmX+SjZe+Vy6JvViSx/ujh/eR35B5eaOLlz1AwvbhwLhfP1f02ktbW7J5SRB3XJLzddjtqFvMmPYUEP4dp5JUxMq2kp9zuKW+mRGKKhV+Mis40lfLKvQNdVPIzX5NorCe+XPsCHyHQzRnoKjvcVowRt/DpVkJsQQrsh9HxTKIKlgGV/Fro9+hTefOo2+vvRh1v/3//I0sUgcXZkWJfQWbO6fzfRknlSh4zqbWFjP9Ny+eQDDrVfQxHQkyrIDo4U+bLJKY1UoC5mI5gselOTcf96eUeyeRiZ1+efd0zIEqCgkiFFPyBjl7oYzJQWOoarcpoRT9XfT/w5s+gk3KkbzlMgpTOw6M/9vWORrT2Q0V1MBx/QajOrPCpZCWMZbCJhdWc0EbWNrcM7Usi145EhVwei3oInp7i9YV8Hh344vVs137NU8aZqkfGak0mIFDSHjAqYnyahNvbX97RIzHBml8wDaBOc/9Tq73z9InXKKG/pnqAonB0XyaWZPd96RDBUoi5U4Cq8KHv9q1geTtViXnvwhzoa+9LWvhGerebWmaWyTq7OutcwstsXTmHdgnBWRJ4PTODA7ea8mrkt+j3m2i5vC6X5hhhsvpp/DeQeSUADLMPdartFTYJCjcKWXe0/9A96MASqSLRd+kpGRz38OF2s2Uq4NkBp3tN9k5sfrNjJUYWaba5KnB4Zo8ZsJbNXjVfIUQChwZ8c73FHfTfavnaGdqUEwhsx5Bl/KMDOlSUreJrlz5uNKfR6yutOrXG3WczuyBVVTYiGJChbXbHqNITMVnhr81sm85zjefIf64fXoI0YiptJHGy0m83cOVLm4su4Kz55vTAZ23kYmlBIKTUqR7zmmUfFUjyQHmlnAvaRZdZ5n7zyBIWgmavTR+9Tb+VdU4Pb2n7DuxnPF919qobAKle562nqf5GJjgdYwKlS4ahkd+Qy73HqC9TeZqusnZC2xufzM3/rpmYCiRIoChuq7RDzr6bIZaArFqQxYk6Od5KycWwNXsBn6nHsjn4ihSD/sItoGt2G7u4uKOYdVh9biMGi4smF2FM64qUDgqMC1re9i8jRiCFgpn7CjD5pRFWBiLSy2VluBSNUCC2fmfn8KRCum04VnCrBraC3D2n3ceuLt5Dx/i8i7LTigy0hPoX1uvPR5to4a+EdjicN2LgMJ6padkpyvZ0b5rqb8QR3gPHGVun+RPUZTU11legJVh0nHiF47M+BHgpBGQ49JNxvQpQ+pMFK/mw2jPyWauEFItRNiK3PvlGTAl3yQBCoKTJhZKCNbfw+vZRTdrReZHN9FtbmHFtXD2EzH7kI27MoY2krtL7j/nOp5NTWXVQNBy1nGtnlxh/wkdFFIKCRmmuloYrqZyTyTyyLGAOHK2T5x/Rs/znte0WAlbT07ubftvflvdBVsw2tZ2/NUujTWYxvB4mxiZPV1Rux5hjKeOea1nW+gj5gIaqE7PJvWZB+fKoLuKsIaPZucbkLV3nknQZ67/8yaTI9lNNm/KOPzfCVy43W9JCqc+d+/KgQmNoF3Nfscq3HV92c8SGdLw8ea7lDhqqN2wp4sZIi0UBuspax8TsZqJqBJZfbPP/d9vLZk5s3ibEoHdSUFmBkZw6rrnbxjrOZpX4DawTYmV2c3z6gdXsdkc8+8mRKL00bTpA5n9cxXpp8n06eCGtETqfBk7zpfAJyAhv4tWX0YSm4GludFlxpFTz+xDVWdzTBsDM/ePPP2dVPB7GyEtiIjPc6spwtUYtT52emP0f3U32Q3dVRANWR8V3mutblJ2HLxBVruPsFY8y3GzR68xiDVujFCFWpp13zqXZ4nOAKSQ7gtppuKAsHy2UycJqHDGDAXrv1RYHT1DULmaayqBpQEqLqCz9O7WwsUdmSskzlARak1XtVxHd2mbZh4B4CfVW8gPraFhmE9hlA7fcSJWvTYRh3FrzlFTTZPnxHVzWYEmwe2Ue6zceHTJ7K3UWH9pc9l1UQ46/tz1mm4t5lKbw29295Ln+tcaqWPyLqPS74GUv00YbYAz2/JE9DNrN+77Wf0bn0PTXwRF4cKRHSgjxVMn6JApPk67t7t2NyNC6+VznfMYtsmYHBtd0nXSHZCVZxbk83kDBFT0e2nq8e5teWdooFavkKK9PIE1IzY0cX11A2tp27CTsjoy72nErD+8ueoHW/DGDLjUqBcBcNUA8P+q9zaebpgGjXBCtDESRhD6eMvJKCD5Psu7GpL/+1efRXmXsdZ55hdA2cMmWm7+TR3N3+YsdNkZj/d7zW16ZxdBSoLT/hejMXZlDHeZEbSgGbFw8DarpL2E64dJZxqbaK+g69nH9NTeyCxhYb4P6EppSn0UihSeJqZb0kN8Bes8HC9ZYDI2rN5NsxDBaOvilBV7qifpW5f6H4cabpGouUa671LU1i0GBLULYVVG2Hy7vzrAbpqU8HP4lNBQj1TGNdlj+n74nN2dmys5+2PBhibCnAjT43eXJpnfwFuxii7/gGqWkYokX9y3tTwsya/dWG1IzM3mc+7hpi/GVyN2ENTjK29UfrLZZ6Mzdy/7X1menf+CQOrpxf/giywnc44jd67iipnU/HRj+YEJZCsdbB4kk3dRtoKBHQzwhYPYZIZxrllfx6G0r/BxcU0O1GzR6DM228wz8PR2Xiz4O/uH3kS38DnqI/EMYWimDIepONNt5N9ZoCAZYqrT/8DcW8z4zeSA+BEvKvTQV10spUqnw3LyEbKPY0Ma5PvczVkBpIvkswXYfHJW5Mlva09yQKQKlcTb5bbeCbyUzZwk+nbT9Cnt1DZeDG9ybi/nVDPOkzrMmpPZprPVbrrKEsYaBzYQu1EG63aMONtCeLVfZi089fARSu8eQOLunvrmWjuSQfuGy/nTudRN2GnwtXEdPVI0fMt9KJzNvRTO/FZmjL6ZmaV1obMNF3Zx8j2PIUDKlQ5mzCF8s9bOPdYsYpp2P63vL/eRNQYzJ+Jm/N3sebSkLx3zJ5GrtUYCGoV9nl+iFLdx/t75xltVoWgy04iaqKi/lr+dTUsKjOtqhDQz452GdeGMYaa2Xjp8wWnflEUMFVnD+JS6BqOG0toZqXMDsBS6iA0w6uuYMqo8ar3mlk/UpnRpzgVxNjnf85lLL/4qb/JGljAZx3PWX3HmV/GNtmaSgqeIv2iG+68WOREZr4z43ThGveM9BkDZsq91cka74SGYful0t4riprVuqCYoKcBjapBFzMQGOugZXQtyhN/jaduuOA2igIu20gyqCtUK62CEimjytlAQhdLNt+er2A13/ehAV9d4WlKikk1kyvYOibjuMHqPEGHCjXDdpoGtiabkc85v20ffgldQo/Jb8lpepis+f38bCFhnmdkdUZWYrK+eB4rPjPi8KJjZxUi/lrKKkfQGnzEwmYs9jfm2WimIDlD9WQrd0m+y6pH17Dp8r6sc+81KFyp1LM2GKUhkqApBmGjj4H154sep9CJFXu+hkqcczKHApXr3ibg20AiUkUiWoVG5ySRmJntabFfcqny1Lpm5m1SUt9rZE2RgE4F/XQFEfNsTWjJAd3cCHyeeyQ1qFLAtLABBJfSQxfUud1uXn31VWpqkoFNb28vR48exWq1lrS9w+Hg2LFjuN1uHA4HVquVo0ePYrdnDzm9e/duDh8+TGdnJ3a7na6uLo4ePcqxY8dy1p2P9sv/O1x4A86/medTNd38EkBrNlC+p5nAufwvhNBdZ05QB1BZrmdsqvTov7nOjHbt/0Jix+fQnnsfbhbPFRhDZlZf6WRwe1dWphcKbKaC4mriyekwGjU5bK0xMfOQnpl7ZMFN6IpRoazsBgOrFze1wHwUBWJVw+x+/6X0KIJRbXhOTVrh0fKg9El750tH5v9LpuYOVVyon+TcqQemIoa8v5Wqgn80GThl9ulMPUiH5wawCmiqhjGv/THBiZ0oGYN6uO69wGTQlnwjVM9uUmudpCxj+/Q/lTyZYjW7bX1qYVR3jf/J90/peb1qtINUNAyQSVn/Fr4L38B34V9SW3kbe8JXcJqMmriRL/cr3NFH5/89FTCGyvOmdXVvB+uufzo9L1u+/hQqMHTj14nbelhbdQmNJkxCF8NvnZxtGlwk2LONrWHuhMuZJvUafqJt5muNr6KovQwPnWfaPZI12ttEnSN/06l8x1bIH9AVSF++F/GcVfjYrCOoVVDUBH5dBHeshYqxCaYb8gTLKijOVsaHnyfmb0Zv7qOi4Vr+nRdLY5FaPEWBSNVszfXlp/9+NqiJK9zq6Crp/O/r2afODsBiDCUDl4ClSNMzJXdgp2r7G9T4oih5Rt3b/f5LDLVc4/buEkrxldlmZgA9236as0pf+1kCFS5qx+wYQ2YShZ6FCvj22GC+PJUChmlzsv9Kxn7Cznbqrn8O76e+DRoIGQKzwcRCA/iZdYu9p1RVwdv7FRKR2YKP8bIEu3t246ktMriYClZnbfrPLRdfwDawibPtdygzTdEY1KfvPwBXzSAX636wgMRnn0O+4y/4u8gsiy1lexVab++l/dazANmB68z7aL6pPjJrWwo9IyFZAzvVVHxe3/vNaygK6CsmMVQmCyJLyr8okNDF0iM7Bk1uQuWzfa4MoYqcc2oPJ7hSqXKjUs8NwB6Isd7gLvpbVrrrqR2246odJFTuI2yevYGGW68WHFnTuIA5J3NObWbOtUikCkWTfJersUpC3b/GNuNNPLYhfJZxQpa5xdP3SQV9sIKIyZ91LS0q3zWzrUZVGDHPtCIr9btQoW64iq3XdjNUrxIxBjD6q0p+/q+Uhy6o27dvH9/61rfo6OgAkkHa7t27OX/+/LyBncPhSAdmKUeOHKG9vZ3e3t6sYM3hcHD48OH031arlRMnTiw4oEtRzNU5LQaTH2iyml8CVOxpKRjUGdvyj5rj8uaZJ6mA/c+uwVyRrM3TNNnRf8nOmPUKdR+60RS4GhUU1vVt5Z6/HU/zDXSmKUJTG1nVcIZg9ZwS3ZkbZbU79yZrHthG9fgaHFYvfe1XMNluJR+MMw+WYYePRDyBRquh2T7/XHWZHK0lZLIXS4XamQxoahTB+TeZnegWFjZp7/1SVQh5mjHFNTR4q/IGmzklxHkejgoKbufnMcZvoWQ0r1BV8DheTGdm5vbpLPQgVRSobLxCRcMV4uGMuZDiOkyJIEHtbL8rXcUwOlPhjKqiQNC9CjVSSW3AxKb+DVlpL2MAs+YMWjWQlSExmSZQ5tQWp19Q3lZ8E7tpmwoX/JkUoCWqUjnUwIV2iv+eCYXacTvj98bwrMr/PRfKqKjARzMBDZ71bL2zGhPJZrPdn/l+kYOSrmVLdhxPQIE7W6MmaF1Xx0brOmAdG6q/QGTEh/MvL6XXyTsSZSm1HfOkr9iLWEVlQt/HB5UbCOi0oCYIV/XzX9t3pNdpHAzTohtFp/egURLoPC1oXOtpiAex+j00xO/QGHTwzpYiaSpY2zM3FzvnFOfUjqSCmuahrYysvbboyWlLkvHbplS5mooHdfkoxUfdU8sW0JxKUQlUeFBQydcSw9NwD0/DPe6o76Qnhc733asqfDj2Ng2FG6zMrAhbz/88Yb2fa8/8Y3qx3uZgoHk9VQk9Gk0EdBlTiyzy91DV5LWQr1DL4/hCVkAH4NJr8HnWFa7tVGHNPR317koyJz5pcer5qeYFfJoyrMEYNb7Z73/J3x2LrJ1Z0PYKDGw4S0v/dowhc7o5daorQqlzoRlDZgwhc9FDLkWBadqc7zkzeMu8BkoJEpUEjKx9j7HmPKNDAqNrrqNq1KyWPQoKjRon3ZYEnxsd4WL5DoJqXcFnlf3Kc6zpSxauNg1t4cz+P81aJXMKgblMqX6wBVoYFKOqYLBdxWC9jaJJ9hFTEzpcWIiM7WLrwA7CqYG48j1jCxaUQMJnIZEwkNCq6Csncp63EZOfjd2dxPSRea+lwv0YYWN3J7ap1uKDhaUOGzCi99US00AoasUzuZOfGzqNOXGe6sEaguoG4piYrqtjaPXEQxvYPVRB3fHjxwHSAR2A3W6no6ODV199laNHjxbd/ujRoznrHD16lOPHj3Pw4EHOn5+t3u7s7GTv3r1MTU2xd+9eOjs7S64NzKvMmLtMUVA6/2cUc3agpjUbqPrCOrxvZo+mpms2562lA6iuyrP/Gb/wWTv/+E6yFKvaYmRtsyXrc1c4wP/gCk+0mfjlu7UFS/YVoNlXzsjIM0Ay4+XwrKep/DbGustAHJvfQuPMpJOFmEJmtoyaGQi1MVk9it48xBPBK/RvmuD3f/OnOMeC2BpM/PG7Xyy4j3yJG2mIL1vQZBtdu4gJOZWs5Bjv4wG6EKmAKzixg4pwnC2ewlX9Wy6+gNc6QrDKDSo0392e9XkCCCeM6GOVaHRu4nGF6XvPEZzahjonM5Pq01kbjaNq6oqWZCoKaA2zpYmfC53itOZXstbRm+8VfXGqKkwPfo6Yv5lnpkJY5kwNF2E1/kSYKu17Wcsr/Zo8L+7ZUakKDTqUlX7AWqTZFArp5kLGkJmOCy/gcZSSoVHxaKa4aWpk2KhNBnRAdSSRnmai1OlF1l39DJDArHzAoHYn1bHcnhXNUWi/VwNPzC7TN5mznj8FR76Fxd1rKlTPzIc0u7PsHSnAhugVWn1n8WgsfLdtDf3W7Pk0Ro0GJmPtVE5WYoga8FX6+MbP72ajtYH4H/1vEE02Yyw6bP/cGhw1OciTp36B05UoKtervewaMbP7/ZfoXf8BA5vOLs+LXYFIQuHszlNU3dvO2slGwsUmsy+6r/yj7oWMPu5sf6f0/agKN6jBFo1RdGRJJTkp9Nrrz4CzDWpmm8ypKvROb6W9skDNanrF2QKBkDF7pDlFUbHY3yQRLXFwn5n9FfudFEUlMLGReLgGNaElETeixkxEp1tyArqUjyx6qq/9GlbzbaZXXaJKM0pVJIw5qKN1uIwaj46JOT2dYjSw26fykWX2WdocjlEfiWOImqm52snUtjy1AJn34nIWGs65T0oN7FLXl95uxeIo3hwQmCmCytlNUaUGvfPWrs0UmHirR0Gjpuc9WwxVBXtvBY51+QM6AJT8/difmqggbOqmI9TLReMTVAUqaJqbd5i5D1IBHRQYUVZTfGTNVG3oZL0Dty05T5+qSeCtLV4wpZAsoE2dKySDOmPUwz2jB49Gw4aQhbrhdUzMHRlYgeop0MWV9I/iijcyGdxG2L0u676qaPkZVas/yNk+po+w+u7OjPzqFJCbP07lu27uOJ3VyqxhcDPNQ1tx1QyWdN1M9f88Ec/69A4+bbhDrL6OO14NECWsuYEWFctdE1X3VvHxmnrM+kmoXeSAK8vkoQrqTpw4wZ49e3KW7927l2PHjs0b1L3++us4nU5OnMjuxN3Z2cnJkyezltntdl5++eX7T/QMdfRu7kJLXXqOurnKn2jE0FZN4OoYcWcQ48baggEdgLlCz/5n13Dqg/6s5VvabaxvrU4/712eEN/+m8t0PrOG7euTo+GNB32owKWGILsnwrROG/IGdiowrJ9pk6Sq1OiukIhXYJjSonHtZHtgnPJoR852+ShAfTSOy99MfLqRLe4b+BqKRDoqlIU1RA2Jog/IIoXr98XZ2J+3GUMCFQXyfl+p5IxooTE+ExTPPEA91SO4agcZXlv6yKDzUmH17Q6mxzYzql8FgK6Et1JMPzMSkwYufOb1dJ/AVNO3kFZD1cykxWrMTGAk2ZzGVenCGNbQPB3Cpa8HRSGoVRjU6gArJseLuSP8Zchcfv3ZXkyOywQnZmtiIr5VBV/CqgrBiW3E/M1UR+JU55nrWyE52E80cYMyzezgQ+Wh5Pxc57eFUGf6VdXeWMda1zUmNdVcsTRzU2NiWK9n53SUtrBa8JJLlT4Pt14hWO7BGLBQN9qOLqHH6LdgyniRpvpWFqZioIcz1iacuuxHb310djTUkgZWUCBSexqbL7mf6tizhVYjdG2cyK6mrOlSdHWzM8znq9FtGmqnytnMrW0/W3gBhQKuxj48llGqPA0FCpEUojRgTlzHnPDz8p1hvrt2Mx/UNWetFdPFcNvc6b9/2HcJ++QwX47O1rTaB/U0Tui4tD7I4Op4TnC6sbuThDaWHv12tPU6HmWBQZ0K0aiPGFHKKKP9zrM4G/uZthaYQuM+heqGgWF8q6/T67Jjqs5+7pec6S4w6t5Caj5SNVZBjZV+o4LJ8YWi9z1Kcn7O9HD0mfsKVKMUaqChwppbT2Y1i8436qiiqCi6EvolZqSn2PelKFBed4vxC/+yYBA3m8bZB5ZLr8EV2kjTTQu/EDkN9asgkQCLhrC+Gkaz73EFBXs4we1IApdeQ1Cr0FteRm/5TAN0fweaC+sxWHspqxxAowsT8a1if6+Ljz97LZmZX+y1VkohTcZnrcoTDHC5hP0mr6+qL6yj/IlGApdHcwqr5ybjYoWWXf743Nu0aNLmHXmV5E9Toe/guaaD/Oji6+iqL+S9RstvfZbBMiuxCjdl5v7cgKKIzPdVxF9HREmAMk+Bi5Lbt1iDwi/eG8eg+GmOjTBe1khHRvCVelbNfZ8Y/ZbcQpWEgj9kIaCD5gLj9xhDZlYN7GDVwA4gNe+lj++t20xl69l5B8lLfV6hOvln3r9K/vGZlwg7xon17E72HZ/zg3bcKKfGk7wHfJoK/sT663lf9mF3O+qqD3K6L6Sa7o9u1LO2TYf77XcwRD6b9/yqBrcxntiAwdqLWeNjb39r+rubr0BAVSHia04GdGqCn5s+RfMXv4ql7WsA3Bzt5Tt3sudfPXznErbejQzo92MzfAeDeRHzPC+ThyqoS/Vrm8tut+NwOHC73UVr0/IFhA+C6nPClXdzP3CPE++9iLZ9Z97ttGYD5mdaSz7O9vV1rG220HvPRSAQo22Vhaa6Snz+SHZzeBVOfdDP2mYL5go99SZz+r32J9vGWe808MW7Nqqjs3OYqahM6DSMGLWgqmwO3+IF5/tZ90I0UYObXZRy9aok52xS1ASf97+LOeGn80wlBzrWMkSIcksZtknQJBQap3SsHTZQHtLwg2e3MGTsQ0eYGqMr91AZf1dPVJBIWHNGv1RMGgyNFsJ+H3FniARx/LXzVJcralYzBhWVnzV6ONvkp8GvY89oJfV+I7Y5I6YpwLBRSyCmYg8nJ2Q2hswYRsz0qxvxTn6a3WU38MyUkJFQiOtiqDY9GidApHAH+Zw0gj5SwYjdAveSv4whT7CTyWMZJZpnVEK/aRJdrJypUCsa17Z0m3lm5ptTUXHaXNgD42xzxfmZoSFn38GJHWj03tJeigpY7G8S9rSlM04xfzPBiW2Y6mYDX1WFWKQc9+1fSQ7Ao6psCk6ikJsxTe04QgM+jZdgZRWBWJRRUwXvV7aw6o6T/c7bmAMaykNjwBgqsEmx8P9s2YMhZMA32szFqJYvTEWoKHAEi6cRy5WF1uJm01QbsXy2kckf/RinNrf/w3iZFpVkRqek4f5VaHAF0Co6Imoj80VekSFPVlAXuefJ+nxu06m1L3YSaNDzwVs1bNXeYdReYDCSQhQ4236Lr1z4GK/6C3nSp1LGWObqfK3vBtctNtz6wq0Sen2T7BnpzUlKeUjDM1cqCDQbmdSOp/tkxqYbcDs3sTmoTW8TGQ0sbOJpNVkbuGrqNm42phfv/dmvcuZzf0bI7CmycbaKqVp0MQMkFKJVRqYiMUzVfQXXVxQwVjuKPgeLpTtz1L1MpdR8JPvU7sA/8iyJSBXVcScubTXBiR3EI+XYNv2gaIHV3M8UBWo8NtR6Jad5dDKt+3IK1Ux55pxLZqwXULqnwuab+3CZbjG6Jv+8aIoCzrUXUKdaqZ5qm7P5bDP7VeFBDGqYMGUYNDG2hG5hjw3AL/3rrPd85K07MJo7eEm6sHPuiNVqAhSFRKSK4PguguO7QFVZG+mnrPIsqlK44Gn+81cI9HwBLPfSz9r5arQGuMzO2l8jrsaZCNxgdNwNZeNgmJ2CBhXWX95M89px9E8kn4+ZhdXenilGJ/0oKoS1CuNl2nTrhIhG4SlfLL2rYuc2YAziMcW5ZKwjHvgsq8vfyUm7zfgMG6wv0GZJXj+f3vBzfDh5IXdnCjhrRwg4W8FbRSKuyw0oCn2NKgQnt1Bel+ybZaic4F4780ekam7f4gQqupmOpSHFgKtMg8OgwT4TfOXZBZerp/mw2U/Ct5NN5gugJFugeO5+gZ9W1EG5yhc917FE2sj/PlApow+z5mO0SgA1pMFXFsO8gAsrUp6g65lpOs9UgmeCkae/SORvrucUCgYmtqL3OUmNru7WWApecDF/M+rYVpSGa+ntM5vu198K80dlN/ktdZx3K7U8OR3PObsKFdo85TRv/xLnPh6kyjNb6JMuEJgzcqqqQmS6nul7z80EdCr7/O+yIeJAcTqgbR0AzzW2s7W6iTNjDno848RV0Otv0zn5Dn9S9us4r/86essdLLYrVKtBVG0MfemvhCX30AR1bre74GepQM7hcGQ1zZzr1KlTeZd3d3fn9JVzu93p5p4A58+f58iRI0X71IXDYcLh2YvF651pXuYuMHwyQN9VKBDULYa5Qs/OjdkZ7EL97f7m1G3++Ze3UW0o50BbByfudgNwxxZm6snV2P1GAn/7Bgn0nK+o5WpFsu/fQc/f0hxPvpCyCk+UsuQLtgS6jbV8vnYKy8ffTw9gAfDfO5NNO7HUwUcT2RspGg5s/U36UXl3+A7BxIeYlPcLH0QboPMjM8FEOxEa0ZDAxE0MX/kK2jU7AZj87iViwz7Of+r1+fvBpJsxVBLQuTm9Ntn0x2uIc8cWpm2ikt/oteWUMI6XablVoeF2JEFLOEZQo8FXY2Q8FKM+omP1yA5W53lQpwy3Xi2tyaYKZZp1/Oa+z3HlzgRdZ/qpiBefPHd6Y/7AeLou+d2X049p7c/SJblqvAwVFU+9k3U1tVSUG2nq+aBgLiBvKVsBmR2vUzy9P8+WuwlouE1Ur2IcaWHEu4dKgli4yKZwDzXRBC5+Me9Pp6LyV202LtR/hjWVNvqnkyO0PV2/lnuOS9Q7dVnbKYDd72Gra4Jr1XUMrBrEPtBGT7mWHYF5IuT7UPXZNgzrahje+iUYyj0Tl16Du76c6vFkAL7l4gusDTzDaOMNXNYBvAxlrb9mupkaT3K4bi1e8jdqmqVvyQ6K9atyg+R0TaOSHKW32mBg95a9hO/MMxVEHqoKUwkFg2aKysQHTKvPktmuyEBPVu0qM5/WhYJFgzqAq5ZaPjMxnLeV2lPmf8V0dZArUz9j0F/NtH41k5+OUntGoc6X7HdYN5Fn9Md5MmaWivX0tz2D1TG7UsjoIzR3/qpi+1EVnjj/ixhDZmy/toPBskk+mpy/tUjJNf0qGLxmjKEqqidbaRranBXQqcDFci2V8QRRLETvfAHd+jeL1pT7+l9Mb/2c/wzlapARXSNN7lH6K3X0ryo8tH/uPhWi0y14HF/AYn8zGZjNDHW/4dpnc4JPxWrAaK1C5/gUUfv7KIqKqiq4IjZshvzTAuWlQNMLn2ZH/CV+ePffEdTneSYCCW2cWCK3aEdBQUVl29Zq9huCqKf+LHuFpvacgluj3UboUm5Ql3pfZC9UMSYChLRzmk8rCq3Re4ysiS+qtYeqgufu/nRzt6B7A+p0OxprPyGNwmZrnqAnw6WJv+SLVzaz2RMGr5MfVn6Je9V6DNW9JCIVtI4r7HJ+CNwjMfJpNE3JvFO6sPqJRr5/Mn9tn0tbWvW/iso/tbsZNicLHV9Z/z8xOq1y1ztbiN5W9TxPN/1W1nYNVa2QL1umgs492xogX8FiPpXs4O7VJ6jd9p3sD1Kl5YVPgJbBBiyehoxFKl2tY/zqUIBRbR1ObbJ7zkcWPd7pKLvyvIcUYH38CmsGhmBAoSZRibdSz0BkPeXxchpiZ9gcvYM54SdEHz725UmMQpS1wMeowIc1TfTrG2iar8nqnIQ4qxMM1UVoWbuNu0MeLtsMNDm+SO3QTibrRpgIribmb8ZT+zHm8WSXJ2vCM1Nwkf939/Z+kc/d2oY3T/cFDQq6eAV/39rKjpH3+KHtMzRHEjw5Hc8qFHhyOkb9mmo2tdkY/9EtKvpnn82bNn+ZTfaDODzv4go5qFaaqHC1cXdKT2T0Gg3xd2mL9s/mVZvXZaWv2lDOz7fOFjglRgdQxwfZ53+H0xXPE/GsZ8KznglVZXNgih1Tt/7/7P13eJznfeB7f5/pM5iG3kE09ioWdVmNlGXFVRalo1hJ7N1YdE7KtZtzYlon25w3WYbO7jnvuylrUsmxndjx2lJsx7EdmaRkdYmSQLGIHRiCIDowmAZMn3nePwYzwGBmUEiAKPx9rosXMffT7ilP+d11lh/o/FsyQd3ISOphbLqauPQ6c3Hs2DFcLldOwDcyMsKTTz6ZFTCmB2QpFNgdOHCAr3/967kLnGW5aWmN+Uclmk+xWP6H0RFfmI4uDy0NxWwrq8sEdQAn+3pIjOqoMA9QHR9gwPgJADRqIhPQTaXJ+/CYRMsACjFUZz36ukos2yaaeqmb15PsOAXdFyEagtrVaDbcjWIrIXnmDdRjf5852dP9DxuBxrWlBGOr+WdX4aDOU6xybu0Imy8FgUkjMU4KpMu+sJVwu5u7L/7vDOuu0Fdxhnh/CHOvjc4N7+Y0YzCP2SnidX7YYgXKsz9PgzZVmjZeI6eSPfG7x6DBYxifbiKcqjmcPGpk2tTX6SabHeveYqD+Yv4LrArxgY0oG1Pt6zevLqfBbib49ycLfj4oUNN8O5fGjkzfdl6ZyJBKkob6IvY+tGviY7EUs/7ti5w3riWrSk1RZn1TTG2jMFqpMJb0oIvrsCoj/NveVC0uw+n+VF46zMc5XVxO5aiHqqAHNGBKXCZM65SmfCrJiggfVqT611wbnbg+1Fqc3GdyFGj4Bxt9bs4Wl6OP6VFQcOs1wNyDutm0gpvcV7Zu6xbouZB3vbonNmH0R1K1arUOqqptNJM6L4MxN92jHxCJe6mx7qDU3Eqy1oV64ThawKYrJvBu/uJB08aKrFo6SPWrM22sIHw2d3h6+yOtaG2pz/SuljWcD9xOn/pR/jea5wNQVUgqG3l801Nw5r9i1lzGoPYQSdaTxIRR6c4J6CB1ZRkyzTSCBpwtLsdV5KB5zJcVk71bWk25vZS1tkpqbdnzfbIV3vrpWbRXPMQUDYNnn2GsvIPGNZco7T6POarlfEu0YL+8kTu3YxpZj+q6kvkN5m3CWKgWJF1rFkn1ZzRU27AGr85f0+zxY0fso2w/vjcnQFJJDcrjMk+65Y9sQ/NhM+ayD7E3TEwnEhxaz1j/zlRN+bhqm0KzOzWibFUiVSBUddpCef3H+ICJgUwKmTzoSGhoKxFfEzqTl1qvjU3D5vz1Ct4IploH1ds/yQ87rJi1o4QSVoq0XooN7ryfsc0PATvZTcdQsOmr8GpNvOR7gApDJ+sc2U3zVBXGQhXUeyrIR0GhzxtAs/s+1MaNJM++DZ5+WLMzb0scU2spuhob8d7sPoHmjRV8bFM5v3jjCrH4eIGcouQGdOOZqor380ayHlV1zfhbmfy7SwflocHt4x+NykDlIBGTBuJNKMC9phjucOH5KVUFRseuYvGnfjOfGf1X+kPl9A1WUR13ZX4HAPS2Q3X2c5OtyMDtm6t470zuJPKTm5tPR0HBkEz9OjYX19BoK6XR9nusdj7KUOgC5eZ1lJpbc7az6Eu5vfIrvNf/zayCm8pr61nfX45qi2fOBZ/r19hU8Riq/X1iiRBl5jX4otcIxbxUWNbR5Lgfi76UK2Uf8m6+QHHSGwmPWRjTWNCocNtIlJbOOKW+EAnND4mpFShbHuBUSyVv9V5D1a9nfZ8+62JxzaTNG9RBkrrRLrRKutWNhpJwnFWcR7ENQGTi3pdUrNMEmgqvlG+grRy6rA5IwsXAbay15W+qWmAX9DcW0dCyjSa9h9OXhukzaemjAcanNVGAks/9NvzUC30d2JJjPDz2Gi8X3Z83sAtpYChSTOuV3Ob6SVRGTHE6HTWcc4QpHzuNmliL0p69H0WFuCeErcGJWm0jOB7UWW6vxTJek7yp7PGJDWqhaRMkXjoF5ybNr7zh7kwBRSFqT6qJ8abIBVbFrnFOvxqvzsnqiIvmeBeBp/4A/tNsPsz5t2SCuulMV4s3k3379vHVr36V3bt3Z6VP7XfX3NzMzp072bdvX8Eav+eee44//MM/zLz2+/3U19ej2EpQ9nwxtwQPUIKBnLT55gkU7l9w/HQPH5wbIBSNUh2sBq1KXBcn4rLQhgK2j4OqYlFTFwudWnhENJ0SxKq8TUC9G2V8EihrdR/mTRVoWrbmDAgDoNhK0G57ELY9mLNMszl1g8Q7CM6KnO0Dsb7p37gC51ujtHQZsIQnneBTAmlTaymm1lKKWcdqPgGNEHijE+MpS84cOWWR00TKw5wtzm6Co4vrqHRXcNyhcCmapCKWSDUvLbeAr/DIpOlBOWZqamIK29h48lH6eh8gUHEFnaUPBUjEzaDqiHhbiI/V0LKzeGKbSJzpZlEruqMOW30jRefKGdMOTbPmBH3REE7HS8CGTJpm8308YrGx5Wf/i059AxGNkZPmiZpHn+vXGBu4jaLqtzGXdhQMSldrP8GriRBUpHLtjIYp6s7uj5AA/m7NFrwGE6vaJyaOtWvfxJw8T1htJokRDWFMyhV07hGcdXfjNZiYXGf5T50n+UpFfaFBsTjrSAVZMX0MFZWArvAdrVB3FBUYrLPR4DQRH069J41BkymQVIx6LJsqsvrKVpdb2dBSwrmO7AKqzIi1RYacAAxSDylrij+elaapbs48SBUBpm0Rwu1uotd8JMZi6JymrAKWqZyPrSF6WzVjJ3tJjsYw1NmxbKrMBHRp67d9gq4LRxhRpzRdU6FRt401tU9x2XuE0eggNkMlrc49mQet5Ph1UasEsWgvZj63GKmbz+Sg7B8b17Oudh2bS2sZjUX4fscHefMN8N837GSjZ4g7h/sIanW8VVHLNauDA+bCI+re8+mN9A2NcqXHy20mPS3127AVGUgm3kA9+h1KPJqC8+OVm9dR2lrHB3Wd1HanmuPlaxoIGoY/+gL6ooGsflEMbqJ43RrKHyvPfL42fTUzF/XPkaIyaPWgJi0oQMAcpdeUJBAvJpyndiQZtaMms2tGLeXnaXBuxdNtRafVsHVtOS0NxSS+3wJ9HRMrVreweu1v4e4LZNWcpE0OMnydu7P60yajdqJRO1c04HUmedQbzXtdDJ8d5PbbtrJx59O8M+CiKzDCKlspamIYX3RS3y01NeLkHactXGiKcHp9BBRQkrCz+Bks+lKueVPNrweijSgBMg+yqpp6sF1vXkehqapVVNbUp85jxVaC9s5PFlhzQrpAMfhRPxqjPnMuhoZGJwK6Qsa7QFQnhuhJbscaG8Gu904z9QIMh2vR9W1Aqx/L3C/SeR81jxGZND/iM6vvYHvpx/ln11cKZkFRwRrM/s1UJYayg7m0mtzACuDe7XV4/BEuX/VkpU9ubj6d9AM9wDrnRO1Nqbk1bzA3WaP2XrRHo3n7qN0RiGNtLcFWbmVDa9n4aOG7pt1fwdq/SYyWIJWmR7mr+jMUGy0kOk7CpQ/QllShHy/MXhcJQu8HvF1ewyWTQunQxF2qIprvd6FiVd6eFNBNUAAC2fcSrVq47Z8KqDvvQhsZgNFUwVp/uBFPtBK7zk2N2YUzX4HJFLXbvgxAS0Mx1eVF9A1l38d3p+9nT/9fqc/g7FtsSiZYVXSVc+b1dI/qiCeSjCXC9ES8+Gx+LrYEefZMJTVjhkxgp6LyL80j+Mf7mXgNJrwGGIj0cYdSmzNmTLTHT/DDPiKXJgoNg+/1oCs2ZwK7qbSPpqb+orcdalpnDOiSfS7wTDyb2pJj3BE5CeOnl7Lni2iqmvJvfBMsmaCupCT1QJ8vgEvX0KXXma29e/eye/fuGQdYSWtubs5qkjmV0WjEaMw/6pZm830ky2pRv/9nWenqsb9HbdyYN+CZL7UVeUr5xvW7JwIOO+O1Z2QPxY+iECRVU6Jl+mGuzZrLHK02cMG2iqd33ENVdf6BYGZLsZVk5vCbyqavHs/pNA89CoxakhNBXZ6mMHn3fV8jWwNfou7s3fiHLmMbC1OsH0P7uUcZrqiHk9lzDqZrdCBdI5c63q9tq+bnr12Z9lizb2oCgYQj1Z+C23KWT56qAqafyB5AGS+J3FH/b3m9989nlQdFgeHEO7hD7Vk3TcUzmLmhBzRFnDRtzipxi4/VEAvUYynryNlnTY+W7Yn7eHf9ncBEkx+vwcQ/Nq7n6c7zaEkFdN9vXJ9pfldtLwPPRE2SXuNGT24NT6Eme4dGrvH/rL0Dw8WJTs4q4CpycLY4VQtbY7eiNISpu5B9KfQAYR30G7R0mnWYEiqN4RiWhIpGheHx9FU1Vrbe3zLdR5rj0Xub2bq2gis9XiwmPS31xVnf6/XS2owU3VZD0W01M688zlBtw1C9dsb1Hqn9j1z7539HZ02UhCaZGuWvz0j53t9BMZcUfMBKF9yka+uj8SjPa1TOFpfTMOpjk3cYv97AR8XleA0mfrd8FVtKawHQabQ5HdQnO1tcnvkeAX5j9R0UGy0F14dUUF1dnn29TOex3jtIo/pzOkPvZi1vst+feX87n76XzvZurp3tZERrJBp+EIP5V4CKgoZdlc9yeaiJcx014+dx+rhFNO2sy9pvqjZhH+8PHCY1LYXCasfH6fFdIEjntO+jcJ8ohddvM3E5kN1c93aHnbuNq3jvdD+jwYnRcjUGP/ZVr+bsxa3/IZ9++G+w6CcKJLTpB7TOj6BxU+Y6e2d1qubksvcIV/1vkxx/upmcv2SkUJ9Y0DN9f7Foj4/i6rqs5k9wgJ5AGy7fq+h8PlrevZoZlGHdFSMNfXpGLUlsO57CWvUYQFbf8vSDrFk7yl2VO/hS7XpKNTaeP5/bXFBFRVekcvfa2fd/T0sXKE7WM1godJxQF7nGI2O/QkVh2GTmsvdBWopOUWdxZdXGhRMORqIO+sPNBOLFOJJ2KnuyazuqKs3oWjU0JZtZZS1lS2lt5jzZUPw5zo38OG+J1br2KYWlhcxQs/GpB1roGxrl9KVBfIEIGkXBYNASHw6j78wOQNTxe72CQnLKA32rozxn39OJe0KZAUKmUoD71lRgbHDOen8WfSnbyp7h5PB3C66jKOCL/Bij5hHAkjpHpjyPDIYmCvqHbSol/iGUcDnmJNwxmu/5S8Wg9ORJL5AHTQIKlBk4Pt7KJzZU8QmgM+Dm+EAnw+EAkUQcRWlCq7uLZqcW1JN4w1fxRHPnBiwzrclqCfH0Y+vp6PJw6eoIJXbzpCA5ZfJn4ASmDunliQT567OvERwLcnjzAKtHjGx0Wxg2xzhdHsp8/5P5jQl6d1mpfS/7XBp7sytnXQD/kXaMTcU5BZZpkwtIZ9RTeCAgAMpqZ7efBbJkgrrZTCcwlznkvvGNb9Dc3Jw3oNu3bx8tLS0FR7+caUCWQpRYNDf8UJNZk48vhEKl/4XkHY1u/E4R0lj4yLiOTZH8TcRU4JzTjFJVRGP13AePePTRRxkcHKSiooKXXnpp2nUt+lJqrU/RE/jBeH+K/M2atNZmKCmDjffMKqBL09qMVNy5hYrJ470DjcCdFU28OzgRrG2uqsLfT9YQyIqSmuQ936ikk82mqUm6eVRIq1DqNFFVZsEXiFBk0lNbZcv74F9oaoy0dD+qWtsOykxrGA5fmiEXE4ZCF7If1Gsn/s7blEJVKRvREmskpzZnw+qvYKt/gNWB3IDs7fIazjlKKA+HGDKZM8HZfVWtVF8u3DQobbomeyrQdc9nWL19N9fe+QkD3gHeLavJCgTuqGzmwTVNDLW9n7WtA3jVYcxMORDSKngMuTeEC50eykv72bVpbudCvuBiKVNsJdRt/TK1eZpLz2bbdG29Gdje38HZy8fpsjpSTYDGNdvKMgEdZHdQP+/pI66qGDQ6VDWJomiIJmLotTrWO6u4s7JpxoBupjxiK+Eu1rEm1E6n/w1AodF+b07A2thaR2NrOkB7iGDsSQKxfmz6Kiz6Ulruha1rKzh9aZBINMHGljJaGopzjgnQ4nyY6qJtWds3Odo5cvW5gu16VRVGe+7EWvtuzvXw9sp9tDgf5rS7h7f7O7DojXysupVGWyqw2La2ko4uD2c7htEqCs6qEF35+tSRJBDrzwrqgLwPqUDmM7ri/1XePGv0hVus5GuiPtnU/qBptbYdqYfLOlAbRrKa+VtqV2MdrxlJKzZaeGb1HXzv8nskUYklLTzZ8gD3Vk0UyuS7lrc02/nsfTMXfMzWdIWwad3GegKhIuwP7+WT5TV87/J7dIxtpTu0huaiMDaDiW1ld2I1lPF/n5kYAMJn9zNmCWIZs6BL6Hhs41ruay1ca2DU2fJ/8AoYojPctYqrUB79tzPWbEDh6120L5BpKXDVFub7ulShYElYx4gpnnmg315Wn/kNz9a0hZ7KzIWi+ZSYZ1OAp+Y9d9IqprQmGCzv5/c/ep1uzWYUVuXZQkMCO1pya+oytj0EJ1OFS6k+1rlnVMkzW7NabaSashb6TFOhV7rZ/1DwLElVpdnxQG7TdlI1doWucTMpNlr4D9s/QWfAzZFr52mji8slM49uW1rihIJ161OMN80sFNTNSe30NcT0tsPqabpkLbAlE9RBauqBjo7ckn6v10tzc/OsA6309AWTA7oTJ05kBln54Q9/yJNPPpmz3cjICE6n8/rnqytODfue/eSfO/n4Qnj03mbqKmwceadwcDE7Ci9bH6Ahdg17MrtKPd1vpcvq4LnW6ZsqFPLRRx/R09NDbe3sSjPur/08/+2kwlD4GglVR62pnUpz9/jHrBBXdlPxxLPXlZfpfGntXTxYs4Z23xCtjnIabaWcMacGJ0kHl7vvStWcbV5djsWo459/lfvbhZmbmvirLJxzGkma9HxmvKnTbKVHG/P883nifRMXuKn9qPas+jN6Am1c8vySWHKMWGIMf7xw6V+5eV3Wa8XqzCqwSLcld+kaCGotNEW7qEoMcbx70uAJ483zyusfAFI3kanBMqSbVGTXtH3KaAVv/r6daekme4UG1lBI3UA1zkrUPb/F302pfYVU6W/cE8ppAacBbIkkIa02Z5up3mjrZl1TybzUti1lMzWXnq10sHbK3c0l7yAqKndVNmcFdGnpDurZtTQLazZNuyaz6EtzHuDmErRP3b7U3EqT4/68TRohde2J+psYHLyN22/3YbJ6sRlqqbXuyOxnS2lt3s8Tsh/AgrFiunIL41HQYNPPraBiKHS+4DJH8xGChgjOyD3YtCY0ikIgEiWUiGI3m+krtVB9yZNzjczXHzSf6Zr5T5b+7Q2GAlSYbTkFAekRpnuHAqAq1FRY5/28nlUhrKLQ+cC/Z9vmJu6Fgnn2RHIf9OO6OH5HahC3irLpCzrKzevzL1ChzFPg2jeHYG4mk1sKDHsH8J9JFTxOrZ15oHrNnPc9XaHn5H7Dc5FqMj0TZdpzp9ho4TdW35FpheA1mHi5voynrryLl3pyO/YmxwO1Aqpb0D70BdRdn0Dt7UAH2H0l+F/vy8R29kdaZ3UeTZVu9j+16f9CaLSV8uyGe/nWxXdynhGmurOiCefVGIU7vkxxnUF8PprqZhIb7oZzBUb9LtAU+WZZUkHd3r1789asHT16lCeeeGJW+zhx4gQulyunFu7YsWOZoO7ZZ5/Ne5xjx47x7LPXHyAothKU3b+Vd/CPmyFcYMCUuVP476vvYVugnZZRDwk0uE1mPiitosvq4M6KpjmXmqUZDIbMv9n6P7c9zj9cepc3B1xcGN3FleAmVhUpfLLxY6x1LtwJNLUkK33D9wbCOG2mrJt9S0NxwRu1x6DJGmBlMl2NjTVf2Mrcb1kTtDYjZc9sI9oXyAyyke8CninZHheMuTly9T8QSmR3FJjc3GziTeQOqGFLjrE1mv0gd8dpC61X4wwXJyjz6ijf+ztZy9PB8s86z3DG21v4PfXmedJMc5TBjkfRtmylZczD2wWa6D0zqTlevoAy/TtOEMnt2qTAll21uAJjdLj8+Wu3J/EGwis+qIPpm0vPRbHRwgM1a3ig5kZ++SvXndW/R731rrzNplVVIR524jRXcHfLQzd0nMyAEgOHmNx7dFflswVrGgopGCAw3qqh/nU+0/x0wf0mAqk+obH+URSDDvOG8ut6EJ1JsdEyba2urcjA2qLru7/NVroJ9oUrblxX3fiCue3lgkxMOVQoz8VGC4/WbeCl7nM5y9KFWtMpNbfSZJ9SgKDCKk8ppY5WMI/XmFhs4ChHWXfHvARz+RTKq4Iy4/soZPIUC/GBUXSV1rz9hme9v8z58s2C69xeuW/Gc2fqMPnRslV8uOVB1p0ZJNJuZXJvY2vZFbRF9aDRQHT8+zAYwWDOap2k2EpQ1qauzRbAuL6OuCeErtg8PzVUN8nkAvUKs43uMU+mpUa1xZFpeRDWuvOOMJvP9QbxhaT74am/eB58k56N0k2R/dME4QtMUdVZzF58E7W0tHDo0KHMwCYul4s9e/bk1OC1tLTwxBNPZAVnLpeLvXv38tRTT2Wt63a7OXHiRGYAFJfLxYsvvpgV+H3jG9/g0KFDeWsKC/H7/TgcDnw+H3b7xDDtamDkhkuzr0ff0Cjf/0X+ZpNzoaLSXdlDsChVCvjldfcwGovgj4bZUlp73QHd9fJEgjz33k9ymrb++e2fvaEmVwuhb2iUd0/3cqU796QuiSZ5rMqG4o2gMekouq162gnnb5Z03xSD1pI1yMVkamCE5N9+NbsWegbKni+i2Zy/z+X3Lr/H6/2F26Z/rWoNDf/yP/MvnDInlCcSzDTRUxTNtM3xOgPurNrXtODpfvxH2rNKNtMdq/+/v3qTRJcxM7T51ABPAX77iS23RFAnbq4O78tZAVdqFMlHCQ1t5cvz+JsLxtwMhS6iAGXmtXMO6NJ+de3/Q3+w8KTVD9X/FyotG68zlytTofv204+tm3Vt76Hzb3Bi+FpW2m+sviOrael03DM0Ob5Z3uzv4LuXj2cNTvXMHN7HzRKMuXH5XmMoeB5VTaAouqyRMm9EIhAh2pN6fjDU2pdVQHazpaesmkn5V3Yt2OeY7HPlDLJSKDa4GZZUTR1MzBd34sQJnE4nbW1tBUejnGrPnj24XC5OnDiRs2xyTV9zczNPPPEE+/fvByb60M0loJvOfJVmz1V1uZWqMjP9w7ljIqqoxJU4elWfZ8tsCgqGmIEgQRSgxV6+qMHTYCiQd6iUl3su8kRz7oAii6m63MrnHl7DS2+6cmrtdjzQRMXquXX2vhmm1uDlo9hKYNdj8N7PZ7VP5ek/nrZEd3NJbcGgTgGcDRsgXxOHPAPhzKWJXqF+BOkS3Xwlm//uwXv5yxOv0TE8gtPvxDZmzQrsdk8ZwEaI+ZLuc9fmep8zl4eIBmpRY/acQZNulEVfyir91CEM5u6Oqv99mhEVp2+WdqvK1xxzQ0vJnPrc7lt/H50BN6fdPTgM5qzBUGZjrk2OF0q6BqvDnxphc7GfPQqx6Euzh8efR1qbEfO6pfecsBSlR5j1HmmHsVjB9eatP10ecxpk5SZYcjV1y8liRuOFvPVhD8dP558KoKv6GnV9tWhmmOVaReVqTVdmCOTFrhHzRIJ87b2f5KQrKBy4/TNL8qIPZIZPn88RDhdT8oMjqK//YOYV1+xC+8nCQ2WnHTx5BFcgd4zoySXMyT4X6unXIBKc80A4860z4Oa13st4PRGcYTury8rY3FS57L9XsTwExqJ5m34vNanaxdzmabdXfoUWZ75JkQWk7he9Q6PULLNBlIRYbL5/vUToo9wuIgAoUL5v4Wrq8pGaOjFvmusceYM6FRVdTDdj3yAVFb/VnzWnzWAosKiBU7HRwp7adRydMmmzirroeZvOchvhcEYzjfo0TtnxyKzW27/tkcwofVqNljWOipwS5qVUCtZoK6Vx7eI3lxW3JluRYUkHc2np2kWX7zU8YRclpuZ5aZa20q24+4UQN4miLzCojzL//emWOgnqVph8TTlUVAbKBjBFTAWDulHDGFFTBL81kBXQzaaz9VwcPnyY0dFRrFbrnAalebh2Hcd6LmQ1w9TcQAdqMXczjvo0TrE6Z73P6UbpE0IsTwvZPE0IISZT9Hlan5l0lH/xtlsqoAMJ6lakyZMbh4jyI88HxHVxLGMWigPOnMBORWWgaoC4Lnfiy2dmMaHvXPzJn/xJZkqDuQR1U+cY0qDwhdW3L9laupVK++i/JWE0w4cvF15pgedlFEIIIYQAUHR5aurCcTw/vUDZF3Inn1/JJKhbodJNOS56B4gHUsFasChIyBjCHDFnAjsVlUTdGBvKKyk3Wyk2WOge81BlcdzwhL7zbaY5hsTNoay7E7VQUKcoN2VeRiGEEEKI0KWhvOnx3gDhdveSGGX8ZpGgboWb2jzxWm03RWMWPmbaSHVxERtay25qP41vfvObhEIhzObrmwhypjmGxMKbrhmmsvu3buo0HkIIIYS4NUX7AiTyjPieFr4yIkGdWDl80RAmrY5wIlVbp6Dw+LbNizbvyyc/+clFOa6YX5nJNy8ch2gYKhvRtGyVgE4IIYQQN0W02zftclPTrfVMIkHdCnXa3cM/tr+HJ5pdglFf5FxyE3mK5WkpjUwphBBCiFuLoc5RcJmusuiWqqUDCepWpELzfwF0jXk47e6REQeFEEIIIcSyZai2YdpYQfhs9jx1ptuqcO6e3TRMK4kEdSvM2/2uggFd2kcjvYsW1LndbpLJJBqNhtLSW6sERQghhBBCzB/nY2uI3lZNuMONtsiIqbXklpvKIE2CuhXkzf4O/uHy8RnX21RScxNyk9/WrVszUxp0d3cvWj6EEEIIIcTyZ6i2YaiWeYvzzNgnliNPJMh3ZxHQNViLpemlEEIIIYQQK4jU1K0Qg6EA6gzrPFC1mqdX77op+Slkz549uN1uaXophBBCCCHEPJGgboWYOh/dZLeV1PNU644lMb/bt771rcXOghBCCCGEECuKNL+8BTzasGFJBHRCCCGEEEKI+SdB3QoxGArkTd/grKbRJk0dhRBCCCGEWKkkqFshCjW//M01d9zknAghhBBCCCFuJulTt0IUGy2stldw2Z+agFEBnll9x5JrdvmFL3yB4eFhysrK+N73vrfY2RFCCCGEEGLZk6BuHrzZ185dxnWLHkDFkvHM3zONhLlYXnvttcw8dUIIIYQQQogbJ80v58ELV07wtfd+wpv9HYuWB08kSOfoSFba9y6/hycSXKQcCSGEEEIIIW4GqambR9+9fJyNxdWLUmOXb6CUJCqDocCi1yBOdv78eVRVRVGUxc6KEEIIIYQQK4IEdfNIhVkHUZ5IkMFQgAqzbV6CrnwDpWhQpp2/bjHYbEsrP0IIIYQQQix3EtTNI4XpJwFPe7O/g+9ePo46vs3nGrfRaCu9oQCv2GjBojUQTESBVED3hdW3L6laOiGEEEIIIcT8k6BuHs1mtElPJJgJ6CBVu/ejzpPAxIiV91a1zPnYnkiQ8HhAV6Qz8B+3PyYBnRBCCCGEELcAGShlnvzehgdmFYwNhgIFR6ZUSfXLm2lwk9PuHr53+T1Ou3uAVM3f1977Ccnx5WPxKIfPvzn7zN9EP/rRj/jud7/Lj370o8XOihBCCCGEECuC1NTNk0gyNqv1ZmqeqQJHrp2jxVFOi708p7bt4MkjuALDALze305DUTFdY56c/bgCw5x297CldGlNHfAHf/AHmSkNHn/88cXOjhBCCCGEEMueBHXz5G8vvEU4Eb+uppNTvdJ3iVf6LgHwG5OaY55292QCurR8AV3aRyO9Sy6oE0IIIYQQQswvCermiUpqXriZpjT4zqV357Tf707a59Huc3PadlNJzZzWvxn+9E//lLGxMYqKihY7K0IIIYQQQqwIEtTNo5nmhesMuDnv7Z/TPtXxfQJc8g/NertmW9mSrKX74he/uNhZEEIIIYQQYkWRgVLm2dVRN5AajfKidyBr0JPLvsE5708Zn2su3+Ti03l2/b1zPpYQQgghhBBi+ZGaunn24yunUFX4cefJzDx06WkKVjsq5ry/ZybNNadAwZEzp5rtJOhCCCGEEEKI5U1q6uZZEpUfjQd0MNHXzhMJ0mgrpdhgnvW+lEl/FxstrHdWzXq72UyCLoQQQgghhFj+JKi7CZKT+sWVTwq2nmzazp/f/ln+/PbP0mwry9luckDoiQRn3R9vNpOgL5a6ujoURaGurm6xsyKEEEIIIcSKIEHdTfKCqw1PJIgvEs6kPVS7lmKjhWKjhWZ7blAHEwHhdJOWT/bcto/Py7QKQgghhBBCiOVBgrqb5NqYl6+99xMGwv5M2rcnTW9g0ubv3phuSvmr3kvT7l8hNaddo610PrK7YLZv386dd97J9u3bFzsrQgghhBBCrAhLbqAUr9fLgQMHKC1NBScdHR0cPHgQp9M5r9vf6HHmw7uDV3iwZg2NtlLOjPTmXUcF/n9nXqEv5M+7/LOrtlJuttJiL1+yTS4n++lPf7rYWRBCCCGEEGJFWXJB3cMPP8zzzz+fqclxuVzs2LGDtra2WQVcs93+Ro8zX067ewC4OjpScJ1CAR1As72Mtc7Kec+XEEIIIYQQYnlYUs0vDx8+DJDVNK+5uZnt27dz4MCBedv+Ro8znxwG83XNXwcyyqUQQgghhBBiiQV1L7zwAjt37sxJ37VrFy+++OK8bX+jx5lPW0prr2v+Oljao1wKIYQQQgghbo4lFdQdO3aMlpbckRubm5txuVx4vd552f5GjzMXVWZ7wWW/MR6UNdpKubOiaU77vbO8cVmOcvn7v//7PPPMM/z+7//+YmdFCCGEEEKIFWHJ9KmbLpBK93FzuVwFR02c7fbNzc3XfZxIJEIkEsm89vsL93WDVPPIf7f5IXzREK/1XsYdHsVmMLPGUcGW0tqsWrYvrb2LB2vWcNrdw/HBKwxHxqbd947yVdMuX6p+/OMf09PTQ21tLX/5l3+52NkRQgghhBBi2VsyQd3ISGqgkOkGKUmvcyPbp5dfz3EOHDjA17/+9Zz0/61lJz/qP5eTnm4eWWy00Lh25qkGGm2lNNpK+XTjFk67e3i7v4NQIk5nYJhwMp5Zr9lWxpbS2hn3J4QQQgghhFj5lkxQN50bbQ452+1nWu+5557jD//wDzOv/X4/9fX13FXZzO0Nazjl7mYgGKDKYs+piZurLaW1WYHbaXcPH430sqmkZlkHdG+88QaJRAKtVrvYWRFCCCGEEGJFWDJBXUlJCZA/sErXnKXXuZHtb+Q4RqMRo9GYd1mx0cIDNWsK5u9GTQ3ylqumprn1HRRCCCGEEEJMb8kMlDKbueFm0x9upu1v9DhCCCGEEEIIsZQsmaAOYPfu3XR0dOSke73eWQVks93+Ro8jhBBCCCGEEEvFkgrq9u7dy7Fjx3LSjx49yhNPPDFv29/occT1e/XVV/nlL3/Jq6++uthZEUIIIYQQYkVYUkHds88+C5AVcLlcLlwuFwcPHsxat6Wlhf3791/X9nM5jphfzzzzDI8++ijPPPPMYmdFCCGEEEKIFWHJDJSS1tbWxv79+zlx4gROp5O2tjaOHj0679vf6HEAVFUFZp6vTkxIJpOZ/+VzE0IIIYQQK0X62TYdI9xMiroYR10hXC4XLS0ti50NIYQQQgghxBLR0dFx0wdeXHI1dctJeuqDrq4uHA7HIufm1pSeK/DatWvY7fbFzs4tSb6DxSWf/+KT72DxyXew+OQ7WHzyHSw+n89HQ0PDtNOwLRQJ6m6ARpPqkuhwOOTkWWR2u12+g0Um38Hiks9/8cl3sPjkO1h88h0sPvkOFl86Rripx7zpRxRCCCGEEEIIMW8kqBNCCCGEEEKIZUyCuhtgNBr5z//5P2M0Ghc7K7cs+Q4Wn3wHi0s+/8Un38Hik+9g8cl3sPjkO1h8i/kdyOiXQgghhBBCCLGMSU2dEEIIIYQQQixjEtQJIYQQQgghxDImQZ0QQgghhBBCLGMS1AkhhBBCCCHEMiZBnRBCCCGEEEIsYxLUCSGEEEIIIcQyJkGdEEIIIYQQQixjEtQJIYQQQgghxDImQZ0QQgghhBBCLGMS1AkhhBBCCCHEMiZBnRBCCCGEEEIsYxLUCSGEEEIIIcQyJkGdEEIIIYQQQixjEtQJIYQQQgghxDImQZ0QQgghhBBCLGMS1AkhhBBCCCHEMiZBnRBCCCGEEEIsYxLUCSGEEEIIIcQyJkGdEEIIIYQQQixjEtQJIYQQQgghxDImQZ0QQgghhBBCLGMS1AkhhBBCCCHEMiZBnRBCCCGEEEIsYxLUCSGEEEIIIcQyJkGdEEIIIYQQQixjEtQJIYQQQgghxDImQZ0QQgghhBBCLGMS1AkhhBBCCCHEMiZBnRBCCCGEEEIsYxLUCSGEEEIIIcQyJkGdEEIIIYQQQixjEtQJIYQQQgghxDImQZ0QQgghhBBCLGMS1AkhhBBCCCHEMqZb7AwsZ8lkkt7eXmw2G4qiLHZ2hBBCCCGEEItEVVUCgQA1NTVoNDe37kyCuhvQ29tLfX39YmdDCCGEEEIIsURcu3aNurq6m3pMCepugM1mA1JfnN1uX+TcLA8//OEPCYVCmM1mnnzyycXOjhBCCCGEEPPC7/dTX1+fiRFuJkVVVfWmH3WF8Pv9OBwOfD6fBHWzVFdXR09PD7W1tXR3dy92doQQQgghhJgXixkbyEApQgghhBBCCLGMSfNLcVN94xvfIBgMYrFYFjsrQgghhBBCrAgS1Imb6td//dcXOwtCCCGEEEKsKNL8ch6MhDoWOwtCCCGEEEKIW5QEdfPg5e6v827fXy12NoQQQgghhBC3IAnq5skV/2v0BNoWOxtLXiQSyfwTQgghhBBC3DgJ6ubR671/Tof35cXOxpLW0tKCyWSipaVlsbMihBBCCCHEiiBB3Tx7b+AQwZh7sbMhhBBCCCGEuEXI6JfzTiUQ68eiL13sjCxJd911F0NDQ5SXly92VoQQQgghhFgRJKibdwo2fdViZ2LJeuGFFxY7C0IIIYQQQqwo0vxynjXZPya1dEIIIYQQQoibRoK6edbpf0P61AkhhBBCCCFuGgnq5plKkkCsf7GzIYQQQgghhLhFSJ+6eaagkT5109i3bx8jIyOUlJRw6NChxc6OEEIIIYQQy54EdfOs1fGI9Kmbxs9//nN6enqora1d7KwIIYQQQgixIkjzy3l22fcSR6/+8WJnQwghhBBCCHGLkJq6BTAcvkRPoI1a247FzsqS8/7775NIJNBqtYudFSGEEEIIIVYECeoWyAXPv0hQl0d1dfViZ0EIIYQQQogVRZpfLpDB0DmZ2kAIIYQQQgix4CSomwd2XU2eVFWmNhBCCCGEEEIsOAnq5sF9dV/NSZOpDfI7cuQIP/3pTzly5MhiZ0UIIYQQQogVQfrUzQOLvoRKy2YGgmfGUxR2VT4rUxvk8W/+zb/JTGnQ3d292NkRQgghhBBi2ZOaunlSZl6T+fvOqt+nxfnwIuZGCCGEEEIIcauQmrp5olPME39rDIuYk6Xta1/7GoFAAJvNtthZEUIIIYQQYkVYtkGd1+vlwIEDlJammjh2dHRw8OBBnE7nnLd3u914vV727dvH9u3brys/eo0p83f/2BlKTa3S/DKP3/u931vsLAghhBBCCLGiLNug7uGHH+b555/PBGEul4sdO3bQ1tY2q8Bu//79HDp0KCttz549HDx48LoCu5GwK/N3u++XtPuOcHvlPmmGKYQQQgghhFhQy7JP3eHDhwGygq/m5ma2b9/OgQMHZrX9nj17ctIPHjyYE+jNRjA2gsv/ypRUlfcHDstcdUIIIYQQQogFtSyDuhdeeIGdO3fmpO/atYsXX3xxxu07Ojo4evTovOVntMB8dCpJmatOCCGEEEIIsaCWZVB37NgxWlpactKbm5txuVx4vd5pt9+1axeHDx9m//79WekHDhxg3759c86PtcB8dDJXXa5169Zht9tZt27dYmdFCCGEEEKIFWHZBXXTBWzpvnQul6vgOgBPPPEEu3fv5hvf+AYtLS0cO3aMffv2zThQSiQSwe/3Z/2D1Dx1t1d+JWf9Rvt9MljKFKOjowQCAUZHRxc7K0IIIYQQQqwIyy6oGxkZAZh2MJT0OtM5evQoX/3qV3G5XJn+dbt37552mwMHDuBwODL/6uvrM8uqi7blrH/F/7r0qZtizZo1bNiwgTVr1sy8shBCCCGEEGJGyy6om85MzS4nO3z4MF6vl7a2Nnbv3s3hw4fZsWPHtLV8zz33HD6fL/Pv2rVrmWVDoYt5tlALpN+6XnnlFc6ePcsrr0wdWEYIIYQQQghxPZZdUFdSUgLkD+DSNXTpdQo5fPgwHR0dHDp0iO3bt3P06FEOHTrEiRMn2Lt3b8HtjEYjdrs9699MlBnXEEIIIYQQQojrt+zmqZvNHHTNzc3TLt+/fz8ejycr7dlnn2Xnzp2Z2rqZ9jFVuXktqRBOnZSqUGZeO6f9CCGEEEIIIcRcLLuaOkj1fevo6MhJ93q9NDc3Txv4eb3egjV527dvZ/fu3XNqxplm0ZeyqzJ75MzbK/fJQClCCCGEEEKIBbUsg7q9e/dy7NixnPSjR4/yxBNPTLut0+lkZGSkYOA2MjIy7QiY02l1PoxOMQOgp4ix2DDuUPt17Wul+uM//mN+93d/lz/+4z9e7KwIIYQQQgixIizLoO7ZZ58FyArsXC4XLpeLgwcPZq3b0tKSMx/d888/n7fv3De+8Q2ee+65G8qbRqMFIMYYZ0de5EjXc7zb91c3tM+V5Dvf+Q5/8zd/w3e+853FzooQQgghhBArwrLrU5fW1tbG/v37OXHiBE6nk7a2No4ePTqrbZ944gmam5vZt29fpqmm1+udcZ66mQRjbqKJ3PnXrvhfY7XzUUrNrde9byGEEEIIIYTIR1FVVZ15NZGP3+/H4XDg8/mw2+1c9vySDwb/Nu+6t5X/FutKPnmTc7j0nDlzhlgshl6vZ/PmzYudHSGEEEIIIebF1NjgZlq2NXVLUSjuKbis3LzuJuZk6ZJATgghhBBCiPm1LPvULVW11p1506uLtt+0ppeeSJCL3gE8keBNOZ4QQgghhBBicUlN3TwqNbfSZL+fK/7XMml6LDxQd2ODr8zWG33tfLf9PSA1Y94zq+/g3qqWm3JsIYQQQgghxOKQmrp5dmf17/FIwwGU8Y/WYii7Kcf1RIJ8bzygg9QU6N+7/N6Sq7Fra2vjnXfeoa2tbbGzIuZJss9F8oMjJPtci50VIYQQQohbktTULYBScysGrY1Iwkcw5sYdal/w5peDoQBTR7xJovJ632Vqi5y02MspNloWNA+z8ZnPfIaenh5qa2vp7u5e7OyIG5R46e/g3NsTrzfcjfbRf7uIORJCCCGEuPVIULdAEskIADF1jCNdz1FvvZN7a/+PBTnWaXcPv+q9mHfZL66dzfz9G7NsjumJBBkMBagw25ZEICiWpmSfKyugA+Dc2yS3PoimunlxMiWEEEIIcQuSoG4BuEPtxNVwVtq10Xc5NfR9tpY/Pa/H+rMP/5Wu0cKjbk72D5ePs7G4etpA7Y2+dr7X/h4quf3y1MAIyfZTEPSiNG+9rgf3L3/5y/h8PhwOx5y3XW76hkZxdXspMutpqS/GVmRY7CwBkAhEiHtC6IrNaG3G699RT3v+9N52WMFBXWfAzSl3N06DmS2ldVLwIYRYUFLQKoSYDZmn7gYUmovi9ND/4uzIP+XZQuEzzf8Ti750Xo7//cvv82r/5TltUxa382jJVlpriqkut2Ytu9Q7zN+1vUfIFCJiStU0alD4r7d/BselNtSj387emTS1K+ilN12c6xjJSttz9yo2ry5fkOPNNlALnu7Hf6QdVAibA3juH8Rtd5FU4ziMdbQ698y6qXCyz4X6/T/LXbDxHqhsRNOyDcVWcr1vKfdYp16DoAdq1qDZePe87Tttps+wb2iUH508y9XIEGNFQeK6ODD7GvA0NTACnkECxhJ6g1oUFGoqrEsm6J/KEwnyzoCLy75BnEYL91evptE2P9ewhRDtCxDt9mGoc2Cots24/rwVcizyMZa6pRKY9ATauOR5CUVRWO38OLW2HYuWl9l4s6+df5jUX/7Rug18rmnbde0rUzDr6YOSqnm9RovlzR1qZyh0nnLz+ps2Wvt8SwQiBD8aIDESwrS2DFPr7O9TfUOj9AyOUlthzXk2nqvFnKdOgrobUOiLm24S8ofq/wuVlo03fGxPJMjX3vtJweXGsJGiYBEJbTzzAFo1UIl9zI6CAkClJUZlPAiKQrdqxB01oKCgoqLTD2AquoTL6uQ3q9ex9qW/G98qm/L0H9+0pnbph+GgXU8fXoYiOvQaJ2UmK5FEfE4PC9G+AOF2N1qrEa+ul/jl1ygGirY+hLZlW9a6p909nBnpYXNJLU2mcjz+MP0JL22+TsKJGEk1SZnZlnnY7Rsa5fu/uJBzzJJokseqbCjeCBqTjqLbqjMXnWDMTffoB4yEO9BrzDTa78OsK6Zr+F2Gujsx99RQ4VxP7Y6mnIfC4Ol+fEfaUdTUADnanZVUPLg65/iJQIShQ++DCr0NH3Fx68vk+1Kd+kbur/9a3sKHZJ8rVUNX24qmupnEt/8DjPSl9q9aSGBHix+tkhqgR9nzRTSb78vaR2fAzbsDV9AocHtFE4220mkf+BI/PwwXj+dm9PZfQ3vv45mg45ynD0VRWO+s4q7K5qz9eCJBTrm78UdDbCmto9FWmnn4j9ck8I1cRX11DFN4PAhwGtFZjRgbncRW2zl6upeeaxODDqmoDJQN4LP7UYADt392Vr+95Jk3UI99h48Ma3m56AFQJr6A+Qr6T7t7eKu/A4vecMMB2Jv9HfzD5YnPvmHUx72D3axSdNSv2ZUJrhOBCOF2N8mxGMaWklkFUzci3eQ8riazvm/vLy4RPjuYWc+0sQLnY2sK7mdyIQcK2B9pxbKlatb5SP+uLnkHCHijaAIm7EVG7lpdz4bKytxjAMb1ZdjvbyJiGqV79APCcS+11h2YdcUEYn0osVJ6+jT4w8OUVwRpLE9dXwOxPmz6aiz6UtTACG73CTq1l4jroNTUQq115w0XGAZj7qzj9A2NcuriIP5ABEWjoFUUaiptbGwtw5ocBc8gFFdkBQb59vHq+St86L/KWFGQhC7OM6vvwKLp4orvTSotTWyv+ETevAfGovQMBjIFH3FdnA7/EABWbQ9DwbcxaItyCqMm58EcVjL5PDby3xkOX8o6RplpDXtW/VlOvtPfb/q6pPEm6X6rk+RwkFGTFm9FEWs2VNLSUHxdn3Xf0CjnXW58gQixWAK9XovTZmRdc2nmoXLyfb5h1Mcudz8qEGjeyhN3P57ZVzqfkUScgZCf1Y6KnPM+eeaN3IJZJq7RwZiboVCqG0e5eW3e7yMTFA5cAaMJZd2dM97/A2NRPP4wxXbTtAVXiUAET+cQAyE/vfY4I7ooVRb7oreGmM3nMlX6WWXquZGWacWjxGiMXMU2eB5CfrA4oG4N4cZVXImfIhDtocF2NzU0kfzobeg6C4k4Aa0dl1pKj74O1V7GxrXVWb/DuRagvNv3V1mjtjfZ72e181Eue3/JaHQQk2qmzG+hdkCLRVc8q+/9esz0W0lf93r017BYaqhSNsP5OLFuPwl/mMTIRAs5FdBUWqn8zW05+5ja4uznr3VwsXOixduGlhIevXd27y9foWeJqpegbjkqFNQFY27+2fWVnPUVNHy6+W+u68abvgEEQzGKzHrMFQrf6n4za52ygEKN20wsWUYCIwoKxdEktZE4fk2CQZORsDY1KucdvijNkWTmmV4FXEYNxx3jJ5KqUhfpojXeSVPsKvbkWOY4CdVCKNlCjApwVoG1DMJ+1GAQXZmNoo9tmvVDXTDmpmPwX/GOXcJqrqfEsTHnwhmMuWk/9U+seu8dBsvjfLA5DAqoKjSc20hVVyPahA2/3oy5rIzKyjLMG8rRMYR6/jjBsWv0FA0RLrFTV/9r6I5bsx78QMWqvIVZcxkVGLA10L/xc6yylfD9sfN8FEs9RDj8diqHK8c/1wSVsSij+gTdJoUxnUJCSVCmNVCUNOLJbn2b83mnjqridsCFHV3Ein6SG2Cl28CO/115bT3rT+7Btj5B3Oanz74araEE6y8uoZm0sYpKsNJAy2/ekbW7K1depf3KS5DQMFx/OW9AN9m2smdYX/qZ1D4DI/T+6FtcGbNgUYM0x66C0YpX68CY7CJidMLoPZjCdnyOPjqa3sFXFIIkmJw2bFYHxeYaTnsdvDuY/eE028pI9HWw091PSThIo7GIYpMV1ATozQT7PqSnIkZXiY6Q1kR1TxEVwxacSR/hyhZ+qmvEFtVyqThEry2W2e9vrL6DjcXV/K/2Dxi8OkBDwEiXLUKvLcZeb5S47SOCVg8Rqz/1Waiw9tTD1HRtmvI1qFwwafjQbsxJ767sIaFN8GjxFm5bVT1tCZ8aGCH5t18loFj4V/PT1ERVeg1a+kxaIBXf/fbnt2D0RwieHUBRNJg3lGfOpdmUpB48eQRXYDgr7c6KJr609q7CX/Sk/E1+EJlacPTFjo/YNTLAqKYIr8aBM+nDlhwjvP6LBD5K/Zh8jn58pb2UOzbRtPuhVA3r+eOgqCTrd+EPKwyHugmXl1JvrYeOHvz9HTgtYeybdmY9KHgiwcwDfKkhwEj4PUDhlT4t7YGJngNGTQizdpQ7Neu56zULQ+UuRqo6KelvpGyome4SI8PFJjwGDSajnq1ry2lpKE4Vcnzz/UyeHe4aHP4qyvftImIapXPIhc9jpbGiPut77Qy4ebX3Ei7/EAPhUQDqRoooNfRjsHaj0Y+RiDixRlfxeV+YkSsbmHqy5RSqTDrXVRVCI2sxl1xEGb/OKUzaRagEneonbo4z5YKCQ9fI1sr/jVrbDvqGRrn0QTdFXT4s8SQGix5HtQPH1qqc6/OYt4OPhl/ElWhL7UhVCF57DF9v9rkw+WCO2AhF5quoFVfBHkPVR0EXRDF4MhkOX/sYnp47MplPF4a0rvoJVp0vU6ahAndUfoUW58OZI5y5PMTRt69mHbW/rB+f3c+O4pex6vyTy0QwaUupMK9FQcPV0TczO955xkTzNQM95VHe2hXOue6pKkTVzRiUM6n9qVDTfzejyk5+kexDG9dyd1cp94/opn7cHK/vJNL0EY5SMBudWA2VNNrvK3h+BsaifHChj3OXh9EEk9RE4lREE5gSENYq9FuDjFS5sJd2UlZpJKKp5xfd8HjXJUrM3QwXx0gqKvqEluRYM6dKPk5UH8UVHsIW0bJ5yEJpIkpH5QDWSjsNBg1D/aWo3VZah31olSBV6kdUJa9NZEpRuPL0p3nf9w9Zb66kayfevi0k0FCijbFZ30NVz3u5b2q8xU5Hl4crPT6aah20NBSngvn3r9E3NJY+DLvvyl9wFTzdj++X7ZNOB5U3a3o41pAEcltDpAtBh4NdJHHS4ryL6qK6vJ95WiIQIdrjB8BQa59VjXmH92XeG/hmVppdWYfVWIvNfBtNjs04o+HMdfMqKv3v/YIdp15FAySB99buoKpiM3W2RnS1Ffzywx4uXJnUikdV2Rlq457Q+wRNSU6tiXGtLpJ1bSjxaNj9jpWApoi3zLdz0bg2q0AQVKrLrTz68Cr+V/sHnBzppmnISJ2/iKqWUnbft6vgexy69irHxv56xueBdF7S51O+llqZ671vELRa2HhvppC8UKDbN9bNu/1H8HivkvCbCbk3YAhUs7HMgJdRdA1W7ly3GselNt4d+J9crYtlfTZT79mTr+d2XxWBjWWseWxdKn+TCjb6teVcNLQyZF9FTzy3YObpx9YxpPHxq96LKIrCA9Vr2FJaC6TuxZ3+17nqG+TioIYxXxNq1EFMH2WsKMgqk4X9d39KgrrlZroq1tyLgcLtlfsyN610yXb0mg81CZZNFQWrivM15QMVn9VPf8UAAJu77ERjlVkn+p2+KE1TArfjNh0erYZHvdG8McRLdW4iJT0YA07qwgoOv5OgfYjRmo8wxRK0Xi0lwmrclZ0YIhbKBponajfGhU1+Ehs1VN+3i6D/KoO9r1HWF6F01EBPvYnOcg9xJcFofICx2GDeYKZR+yjVVZ/l9d5/Qqcezdxsxz/KCUmFu459KScPoGKkneHGVzJBYHrfldfWs+HkI/gc/bgrr4y/jyaqIq8SURsIsZXJDyHHy0epCBgpihmIK+BIQJEKEVOAvtpzeEv6UMJFWHs3U+StIqnAqHOA3upOfBo95oRKjW6AmDEISYXkeLM9TVxHQhdntKx/1hfU1acfQIlrOVN/laQuhoEENT47tV2bcfiqJq2qEjcqBI1R1Eics3e/SNTqmd1xJh1PDTYR7tpF1F2OioWaaAJzEnoMGjx6DbZVv6Ko+v3M96PEdai6eMHjqCqMRZycGb2TSNIMwJMDbZjtvcT0Kk3demqHUgULCdXC5ToTp7d25jy8Gj3V1L73FA3RZKbmWUUlqrtKZ8kF3qyoxRitYNtgEdVBIyVRHQoKIZOf9+59gaR5NH8eVbjr6L/BFLYRNgUIFXkxjzkxhm2MaBV+WWrEovVjNbgZjZYSTKR/d6mdTS7hi/YFGPuwl4Qvgs5pIl7UR6DjZdTRLZjDVek4kiGdwrGS1APGU1YzWld2H1l9vZ2z9/4rPWMfZPLYMFLB9q5dJMo2EPGYUeMqvqIk5929lIaTaE2DDFQMcNZYzBWjnee2fZxGWynBmBuX7zUC0R4SrOGMx4xuzMedl09QPBzion4TWp0eU9koWqOBC7EoPZX9OLU9NMaGCGjt+BPlqHEL8bAD25iBu3tWYQ7bObftCAP15zMBcllvM9vatpMAYljRYc+0BBjRBSiJ28Zfw0mLhhreYk2jg7O3f5wL3gHe6E/12dxsOUFp0dWsoCcQs6PraqUlPkLf2s7MMfURS+o8G39tH6lmY9sn6Ks9x3DZNUYNCUKqEXQJLJhxBqN4Kq9m1jf6HegJM2qPjBccKfhcH6fScB+P717Dty6+w7uDVyjR91Fp6iSuGtAltFRYr2Q/Y43ns6a7hnUf7s1KD5sCvLPn/532XFRVcvY3ayokI3U0vraX5kiSiCnAcIWLoNWLZcxJ6UAzo5ZyLtRZicUSYHoLpe5o3mBntGcXyb6dVAfMVEQTWOKQ1EC/QcvA5iMYKz6a8X2Ehtcy1n878bEaAMyVx3E0vpr3/TkCXyLibUVNqnT2BTA4LmMuP4Oa1BIbrSfsbWW44RQbS9+e/eejwidfsXK+JUJHYyz/KlM/76TCmle+RLfiZESv4VFvLOdtvn/f9xl15r9/6cPbua3kK1jMes673PR7A4z4wkRDqVWaQ3HuCMSzNi3YeiLffW88z2qgEt+Z38Rq8HKfJ077xtcZrunI/J7T/5v8xWw4+QgOXxUqcMU0wh2xfwbA7Yjz8j3BvPv399yOwTKEoibRk8AcTVLvjpLwNNEwNkJVYoiApogXq38Lf1ilyNSLw9qFxleDO1xPSJu9U63Rz913j+L1DaC7UotjoAxjLEnJWDzPzyhJUPHRbTUQ1alsu2cLZetrePPM/8M1/dtZ+VVVCPd9AlPwTqy2ENYKF4q+k2QsgC1aTWI4STIQpGygCYevipApwNXWGOHiBog7UIzdRK3HCUR8+MbWEDRUU2YPYOAfc3KV9b1EdBT7FMKKBcVfjjvYyOd6zlKUUIkk64lRQZwSkhTD+LXvuE2Py5wqlDInVMpiCQwJlXj1CaLrXy14XzKeuZPOsY9hTkJNJD5+H9biMWjG95VkR+gi5iSEk7XURQ2Zn8H75UGsd/pQlPMkokMUaUtoGa6g1NXH2w3tdNcmCr/PqVlRQfPuZ7CP2qjQlmNMahi16fEaLmI2dbDK7afBN0IkUUuY1SQNNrCVone3kdT1cbLUTnelAQI1UHoVbfWHU+NTKq+tp/bKFnylvdjdNSTGStAXXaLtY/nOD4W7jqaeAc9t+yUD9Rcyv3vDqBVT0IGixDHpxyjrj9DUa+R17W66dKuxJVUCWk3O7xQg6YhwuXSiUMmoCVGh76fB2o5OM5qTZy5+nLqr6zAkFd609fN//vYTEtQtNzO1mz019I+cG/kxALsqn6UodhfnXW7Kr3gpuxbI+W3qamyUfWFrVlrf0Cgv/eQctZE4IY2GEb2GqmicsliSsEbhjYZhxgxBSgdbs+5KxdFkwcCtU6/QFMv92s/s+DnDNe05NwQgu0R5ymvHcA317TsoH2rGteYdrq59L3dbFZQE/Off/BW+4TCOMhP/5R8fzP/Bpo8TMaIaIzPevIvcZWiSqYukJq4DjQpJhbghwljJUN6bpMVfQtA+klPiU921keHyK/Q3nCOmiWT2NTkQQ6MSNQYJOaYESeMXI2Di4XYhTK7Bm3LsDScfyVn9/Xv/kdHiPJ/DHI7n6Gvltg9+baKywBTgQsM5PGvfvb6HTxUMPjuqIUrMnB10l3g03PPWbVwpq+ajO39W8CZX0bWWlov3ZAX0KipG7TFiiW0ETUbCRT7MY05MYdu0TU4nW33yQTRouLj1FVJtWhXWnnqI6q5NnNv4KoPNpzK/6fpTD2Pu3YQuCSgQV8BgiGBPGDGmuqXic/RzrfUEQzXjtaOqQvO5u9HG9HhLekhqk7jdWwh7m8cfHidqvQZqLxKw9eOv6M/5rZVfW039ldtw+Kqz8j/1xlbS3cTWviIC1QE+qLua9VnbPFbuevN+hpQaVMVCqK5wDdJ032XDpZ10rfkgJ4/bX38qq7Bh0iIUyATOpjEnF7RObg+/RJ/VwUjFVYJFfrTxYoabrhX8DQA5x8x5PXWdfBmZ4f2Fj+9jDAOKZgTThqOYiwYnfvfT7UMF63A5CqnaWE1cR9wYZqxkuMAG80SFNSd2o2jV3N/8+LVubGAL7eVDGG/77vTnsAoV19agoqJqk1R1bcAQtXDiYz+Y9TVFVSHsXosKmEsvFj6eClp/KVVnd+Ne9zrh4r6ch3dtUE+yKH9wVkhizErRQDXhpjwtFAp8f8V9q0hq4pnrvy5upLZzC+VDzfTWnuXi9mPTfu/hD5/B5K+kKRxHRaGvZBBv/Sn0Jjfl4Yl9wewC/ULHMfmLqehvpWvN+9Nvr4JjsI6yoSbs7hq64xHi1RfwrL9wXcetOPMwxv4mzlichHRaalf9C8mqc5nrji5owdm9DpIGgkV+QkWjJEu6ss4bbchE8XA9xZ5abN5KkrpY5nqd55C07foX/FWuvL8fVYWIpxFjcee0vy8lqkM1xDOFNtFANQZb70StsQqJmA6tPj73e5sK2oAT65gVDVocIzVU96zHFLZlapDs7hreURpYFUmwPpTIXAdn+v4NI5WYQ1aKvRVY/WWEbF7s7hrc4RqGDJqcQoK06QoLHF7wOZnz99/6/ieo61uT2Wzqs6OzvwFTuIiQxQ9JBTQq+oiFsM2XKQhJRx55P+Mpz46V19Zj9ZfRsemNvPnZ8P4nGCnpor/57Kyu54zZcQTs6JNGKrs24AqvyQTawHhh0mkU/QjFsSQ6RctoiXvG8ytdIOwPj7H2Pz0qQd1ykw7qel+/SMW2VTnV+ZP71kW6P81I93ru80Soi6kFfxtKmQlDaRGGeiem1hKu/MsFinomAsDcZxYVlznBcVt2s6+1YzF2jOUvfcl3D+tY+1buQ9lcqGDxlRJ0TP/D/737f87IQIiSSjN/9dqvXefBFogK5kAxIdsca7Sm7ANYuIBuhmNPfYg+ueuf8VR13nh+VKhxbaVksIGuNe/jL5ll7eJ1HksXMhE35zaVyrdu87l70Mb0RE1BSgeaGAxXUVT50aSgDAyBIqK2sVnlufbyNnpaT6W2TUuCktCi6hI5D8j2wSpUDejiRmzeCoL2EbRRI7Vdm+lY/xa+8u6ZHyRVUMJG7N5ykro4IZuXuHF2739yMO9z9Oc+bKtQcfZOBje+mzcfa0/sJqmNE7R66Wk5eX3fa4EH45YzH6Phym15N8l62FDB6LeBRploDruErH//E1j71tDZ3MbQxjeXXP7ymu5apCo0n7sH14breC8qENOAITl/+bmRdRdCoUBdBdOYg3CRb8a8WUcq2Pnm0yhMKWiZtC8lqsc+Unnjgf5sCicmrzd+vVFNkRu61xWNlGMec+JP2Ik2tt3Y9zW5ZtHnRB8zARMFqXFNlLGyGyicLHTYG6kVn9UBUi0G/CV9WUHK5AJYT+k1Tt7zo2n3kbfwSgVN2EjRaHFWgbY+aaSqawMAH935L/P+mZV3tQIKUWOQmCFM0OnOn7/5okJN+1Z6W0/NuiZ7LvsmqsMUKIOEjnBJP0zT2mg6hoAVY9hKxAdPfPKvJKhbbtJB3aU/eQmbqQj7x7M72V/xvca7/X8FgO/KHozXtuWtPStktr9VFRhWIKolU2OAChXJiW2z+o1MKTm/7lLCfBmZYR/7P30U71AIZ7mZgz/dc4MHXADzfTG6yYw+B4ZoqlljksTcboIzvffFftAqZHK+VVBCRlTzdT6sqKANm0iYwzOvO4u8AAv/eU0K5ruaT+QvzZyhNmlB8qjCpnc/xah9CF9JH0kSWTXevqo8we4SVeSuQJcw5A/Ql6tlfq1bNHMIoJz9dVgD5XSv/lA+61tZnqBscgHsvD2DTT0mrJzfnUqq1k+r5qYvsfcYHI3x2zv/eVGCOpmnbh75j7RjbCrO1NgFRid+fBp9gPXB3Hb505ntun5HP57ai4BKZc86HL4qwqYAPRUuvCU9eMq6iZtDWaVEzRfuoq/2HKPOIbRR4/ycFLPYx5IM5CZbYheHuYo4fETwzX1DVaHy6joGVk3TbHSpfjZK9t+qJXJD+0qYw9d/o1AK/L2QFPho+y8wjzqIGyKFS3XzWcCATonpFqSUeDGMlQ4uyYcH4PrytVTfy3Iw289NAW91N97q7gXNjlgGpv5mFLiy5l0MMTPlPaspH2qm+upG+hrPLtwxlzuFVE1kvnSRIUHdfFIh7gllgrorw6ch1YIAa+27GIaLoKvQaGLXJ2twAqCn5RRmfzEhe4EmhEqqv1dOn6/Fvskv9vGXioX+HPLtX4W1px6iyFeWCurm6TjppkVRyyghu3dpfr8xBfTL/0YRtQWI2gL5F073XhbqfSqk+q2sJHNp3nYzjRfWZf6e7TbzTa7hQsyOCp7qqwAM1F9AiWlR9bMfrOSmWko1fkshD0ucBHXzTFecavp25FcfMFb9RuY3qChwccsrlAyumjKww/X/Tn2O/tzgTKFwQDdpnVmlLRQV9EETpqATTVJL8XADJcMNdDedZLD+4rR5UWLTj6443TFTO7jeTM8DNXfQhHQbeDQqpqAD50jN9B3wJ+3remuSai9vI2ocI66PZnXk7mo+ccN9IszeEkxhW9YgAFCgr9diU2Ht6Ydn93nf6saDdNU4twEqlhwVTF4nYad3/r9zFcq6WxmubQfN3Lab3GTXPlyFktQSsYwStvqylk1Xi27yOwnbvPPTr+l6pIPLuWyvgn2wBn9F78xNv6epbS7uX4Wn6urincfzfX+ZqXZ9Po81G0vh/nk95qOgId97V8E6Uo42biBo8xAz544eOq2prUsMSzeg04fNxMyhxc7JDdGNWYhb5vgdTWcJnw8S1M2zxGiUwWPt1Hku466ZslCjEiryZYK6JODXgCN5fb8NX2mBG+FSLoUd72dTNtRMGAhpoGS8v73j5KO0XLiHK6vfob8pT42RCtve/jwKMFBzkZDFS0IXg6SCzxTHFs8OlBK61GhQltESaro24yvuwbV5DgMDjHcE10WNmb5AyaSCDk0mEPNV9My6BD/dOVoF2ixabgsm8vb5jWpVrmx5ufCDoQplZ+9l+HoGbFCh4cr2vKOLOdw11/895+n8PVlSF7v+38/4g65/tlM/zHKfldfWU9Ozkf66C/gq5tBX6mZf0Bf5BlLW00JD+04MkSLene9+H9O5kWtOgRrp5lMP09C1iRP3/HBi4IKp68+lM3N6vfHBEDZ/+GuEz6emEPCW9BDNM42JqlFRkkpmdLyS4QbCltT8WQ5Pdda56XP0465ITbuS0MdxrX8z/3VBVbjt3ce52tJGb3p01utQ1bkBY8TK1XV55iObiQqbzhXz0XrPRB4LfZZqagTircc/Oz4UefZ0GPmaqxX6PdS3b6f1/H0z72PK8fPmK896Rp+diGOawXtUaLi0C/OoY/YFRDPlr9B7UFMjl5YMruLSxldx17jm9judjTzNt0sGGtFHzfMzqrMKhqAV86gDX2XPDe/L5HOS1MeIWsZy8p0eRCto9aIkNETMAUYdQ/lbjkz9nFQo7W1mzdkHiBjHGKi5SEIXxearpHSwCVPYlvmahhz9DNZeJG72EjeECcznvepmUMEccBCy+TK/Pf2YlbVnHgRuYLAVNTV4SNSWZwqhm1izv+bc/Tg81fTVnsNTdo2kJkG4yD99MD7deaOkBkIaLc4zpckik6Buno1891QqkDA5QVXIHkFPwTzmyLy8Mj7Zd3U4QVM4hj4JxXEwM/PvX0XF7q6+KSfG9Y4OpQ0ZMUaKCDrGpw5QFd7/r0na+l7FanqPXZ/4Al0mHZ91RzJvwRS20XT5Lvobc5uHlvW20h+pZU04kelgrJKaNP2Cw4A5FOf2QDwz6edFk0KPScc1rYaLOmgcrMHa42a0dhY3pilBioqKquvDVHkZf0CHLlGC1RJkKGbgg9or014YSvobabx0R2aOoAFdCL8+yGWjjtWRibm7BrQKH9oMeMI70Xy4hpLqV9FVn8+dD6W/kcDQOtaeMnJxuuAvT17Wdn0sb0AH4PBVUXltffaNe5a/r9WnHqCua2ueQ6qESRCLGHPOh5zf1ZQHa13QQmnXVpqurcecnpJgyyv529VPR50YIUwXNWEJOansWZv5Dd12/HHeu/8QQfsMg6uoEPI0oHR+jJJ4Al/taeIWP6ga9EWDaA2hvPMpzvX8MfrsGKIWjCEbw6FVVPU1YElAsLiPsKML72yGbZ4vqsLqs/djDNtwGTV4XY/ibH5pzr+P2UiPHJb+jqy+Mkbtw4QsXpIalZhpjDHn8IzfUUlvI053Hf6SPnqtY/iNKs2ObWywPMKPw4NEjVF2vPUkQ+Uu+uvPoY0ZKe9vyQRedk81g7WXph8ZUk2NGqqPmhmpvErJwKpMzbQpbKOua2uB8wEGdXEq4lqUSTtPXxu8gFuXOk3iGjAGzWxvHyKpmgjTSm3Po3Q0XaW3NfscXXvqIUxhG2vPPsCqjh301Z7LDE4TKfITtvtn/gJUaOoy4Ij2cXUtc65x29ndSLN1AxVKPV3uMxgGYjgHV6Hq7fQ5J/KTHpkv/XmpqGw4+UhqXqqSPkImL72tp3Mf0M/cm1sol4S6K6nPecPJR6i5spnB0n7i1qH8/YPHfx+N7XfQvun17MB+fHlWrelINTveejKnm8Pk9ct6W2m5eDcq0NN4ltGp+8zzWdkv3Iem6DJ60wARnQ5/SZ4acCU1rcKQMUFSUagerGf11XWYx6/fm9s+he/yGIn7RxkxdeJP9uKPdmUHhGq6D/2d9NUex+P0oI3YiRtiRI0RSCooqhZ9yIZWSWKOGwhbvYxUdk7sx7cKc9dniOkN1JQ/RO/IGxTjJ2zxE3KO5H+vea6Bel8ZZn8ZRYOr2dCropi6eHlPT873WTJkQVEVQvokQY0R4no0ikJRTI+iAUPEgilkQ6vqKB2fdw7A5+hjoOYsSd0oJt8qKgdbMYdtqbcAOCZ9tWHTRMFL2BzITFdhiFpwV4zPwTseuEHqnE6fo516hVeL9JgMKjXRBL0GLX3GRhhuxJxQ2ToapabyzNzuzTciCQZfOUrUSFwDCZsHjNOM9JwneK0c3szWns/i0XXjtV2jeKweS7s9s0rW6J3pzcb3M/UebhizYh+ppnikLhP8np96/oyfW/7i/tT9vMB9ZNppD2a7rgqjo9U4wzYaO+6gqeOOzCKfo5/ehjOMWVPzQGsSOlRFxRx0UNu1mTHHcP7vUQUuP4zfqIPSDorMQaKKN3Xh1kQJBxYv0pPRL2/A1NEvp8oaiW68hG3yzPcq8JNSY87Eh8X4qNMOYvc7iZnG8NVcQMsYNd11VHgcqKYh4lYXwXA9p+68SMIyixv2HNn19awv+RThoI1jb/dStukf5hbYqVMncfZhHnNw93/8Lfp8Q1Q7yvmzv/gZHoOG5inBmEcL4dqPuJQ+mZLQcHknQ7334zLrUpN555l8E1KTedoSyYITSmqN8NAehbHocQbGzhBMTBpGWgVjCCoHTazqqsXqrSNOMVqDgvmh7Zg2r8v7VoMxN92jHzAw+BbxsUHMIyXo3LXoY+askvck4CvpZ435Igz3oMYjJFULCexo8TOkK+KMcR0RjYkN4Ys0x7sYtJjoqE4QqkpgTeho8VZTWrqdUGwto+8MZN2c0rUC6RpKTVyHzwA6g51tLfdQa92BbtjAyHdPTfmq1ExgGSbMQHkXkZJhLCEbSX0sp3Yg30S9+SeAT/nW+gE6HRGadF00FJ9AUdTc+YFUKO5vxDLqBAUqe9Zi81Xxz6Wp/qnr9Vp2NJXiMvoY6GjDve0XBR8mbINVJNCSSBqxhOw0XluLM89caWlW5U3Mmsv0lEd5b2uYmIHcoEWFIm0D64qeI+CNU1NuJRiKcfF8FyVJD+vX1RE59S2Gk1cp82gJG5J01sYY0djp9j6I1jiKo+lI3hvO1IfK1HljJaw7zymzjUGzlX6DHUvUgoLCRusJRjYcnfsDgwqMOUigRVuU52FsSl5UFYwX9mDr2Zx1nmn0fu7XXEATN6GJ6/CUXSNk8TJmHSFiL1CjoUJytJhYUo/BPpj3c5huTrsPi7TcNpbA7+jnWssJhmovZz+8jq9YeW09G698CuuuOiL1ZoZ0ESrMNoqNFgBeetNF3/nhgqMQa4pN2B9oItDhpsffz0dNP0BjHcx5cIld/jhrXOtZFS08PU2+9zGsG2WD+gKxZClhtZkkRhTi6Bghrhvhir6cAV0ZkGRz5BLViaG8+wqakgzv3IJ23R2UmddiDFsJfjRAtNNLMp5EY9DgCYfwjfZQpv+Qtz82w1xkKqzq1nHH6dTn5KqP8sGmcOb6W+JRGClRcx7AW6/oQHWy8ZE/xaIvLbh77y8uET47WHB5rymEqgnQHBzASB8nbuvhWp0/KzDZcPKRrIIdVYWK9nKqu6oxxSvx65K8Wqdl0Gii3mvAVv8e2inzomUX1MFwuYuhmssocR2GmIXquvWMGS/i73ufmt5SDIN3oWEVCkrmATBk8WGur8BuqaFedzudr8TxDo5lzhGr7TKOsjZUxwDq1GlJVLB6Tdz3bjG25Fjmu/zZQ/lrMupO/Drvx+ozSVWqysYkmFCwb62iekdd1ibBmJuO022oZ/oJW304Rqqx+ypRjAPY67owFlejrLsDTXUzB08eoWcogG3Uhn3Uhi6pw5KAxlAMY1E/wUY3W7bcQ0PJhpzv6/zfv4tzIMb5bUfz988fK+LOEyY6y61cKqoh4mtNTT6vqjw89iqbIheA1O+sbVMYVQNKEnZ0VNJ8OTzxhD7FUOKzqDgnFYikikKMDGBSLmHQuDPrtunvY0i7lkG9Fq8ePjPSjSVRzvWWQqlAr1PHq4bsApl8zAkVm9ZHtOZDTPXvXf+UCQULzSYufsMDGym/VkZEH4eie3APg66oF3P5SUzOK2iNo1nnwCrLfVSrt9HpfxWD2cG62scoNbfmHCF4uh//L9szr9OFYAklQSJh5VfWMqJJEyX6Pqx6DwlVT2JgNc6+zTSF4tgT0GXUYlZVbg/ECTj6Gai5iKpA6VALq+o24D7fQ6jIhyauI7ZRwxllkLFEDxr9GImIE01gJ0X1L5M0dhWez05JfR63V+4D4L2BQ6QjV1WFsWuPMjiyhoSaoDWg8qBXl/P9qajot5dT9vA6on0Bxk724usPMOgL47OMMbDt52jsfShKap+hoU34XBNTcn3mwRZMJ/+VH4ysBkUhHBrlj3/nQZnSYLmZKaiL6yK88dg3AXC4q9n+1pM567xh13PNpM28NpefwtH8y/EH31Ta5BOyxKNhpDiZOadV8pRM3KB6653cW/t/ZF6/9KaLK/5f4Wh+aXYT7gIbi34T7VvllHTFsk6g7X/2OH2+IapKKvij//vnmfTJwZjebqTBbsQZcRON9xOLlRAwl9M+ktuuu6rMgqpN0hkYRhvRYkiYpsmYytOPrae6fGJOP3eonU7/G6hjPhp+9SGlvjyV15/5fbQt2wq/2TxG37jE6LsTDzEqYHygiZJdtZm0RMdJRs++RV8sjCEaoXrMh8GfO1eRsueLaDbfl5UW7QvkBGeplaHkC1txD43SH0tQ1eDMer+Q+4AVrDTwmrGfLluEXttEifG/s+6kqjdJrDRKf/0FuqPn8EW1pCr4PwRSwZl+7CFaz2yiKv887/zywSSxIi1rHBWscZjRKD5s+ir6+jSc6zmFLeGi+pw954F+eGMZ12wG1qwqpqWhOJMeGItyofNntGu/n/MwUd39Sdyh23CrMeqrHNy7sQFO9DL2bu4IdMb1Zdjvb0LpfA/16HdI3wh6ymN07qjBWLwKu6GO0dgANUW3UWvbkft5T5HoOAln3wKThY9qV/M3I104/HYqhytxNv8Cc/lHWedQk+N+rvhfT71QFYqvPkAktg6TPUh1ZJh/iYfosqZq99P7UVAoxktzTScjRS4CZi9xnYLBYMKpN2HRGtFri7AbahkJu4glx/B7HfS2r0s9WAFr1o5Stuoco9FBzDoHFZaNlJia6Rs7zdBoOwa1DuW9IO+GtoAyOXpUqbYpPP34TsLtboIf9aMx6jGvtqAbvUyw/xQ9hl6GSpIEbVp0OjNVRVtoctzP2Ysx3mjrHr/GvZR13aoe3sy6tx+aOIpBIVBsQi0vQmko5mcfXMsq/AmbAgSLfCQ0UTxl1zIFAQ5fFc7PrcfUWjjA6BsaJXi0A8uk+T8BDE1OSp7IHsgqMBblmuccPrUNRRel1NRCrXUHiagNbyCMXdGgc/UTueomEdOiMRiIBqOEY0lMZj2KRkNwZJBwbBSHcoEqdeIhSQWumKwkNAqgMGIw0WF38lFxOV6DiVWjPv5A1WEe9YDBBI5yaFiPxmACZwWKrWTG36MnEuTElVN4Ij8iZurMpBsVO07jKoKJCMG4BbO/huorQzhDY1hNFsZW72Sk90Nqhs5gD2qwhDXZD+AqtHQ1UFfzWao33Vc4A5NE+wKM/NNZCGUPoKMC31szwOWSCM5omF1DfVRFxjhdZcHa6GRPdB26t/QkAqn7ZNgUILFRwbupnveH3IQScaKJGP5YhOHIaGa/9ZZidtc60CsXAYVG+73YvJWEO9yMqSqdkRiG4SAlsST2hmKc22syg5ypgRGSHacIB4Zp95VRcUGfamSggP2R7KmLIPWbOn1pkLFgjPZEH1eNg8R1cWw6D+XGLoyaIHVFxdxV9RlqaCLZcQq6L0LQD0V2XA0JPjC8mvWhNOjv5p6Wf09Hl4fOXh+NNY6s6+B0EoEI4XY3ybEYxpYSDNX5C9xOu3toG7pKlcVBTbyU3p4xSuxmNrSWYSsyFNy/JxLkf7z8czYPmzHrPETLOwiZffhMKp3xekZi1QDcPtTD413X6NdWggLV8YFMMEtZHZiKCBpijBapWJs+hq31YyTPvIF67O9BTZKeoWnyeRpO1BKlES0+TBoXWiWICsSMZgyRSc8IOiOBpA6fxoEj6cOWHMsUpiQoIokehSRJikhSMukouQ83GocR56fWYai28UrnZX750SWMISO6hI5am4MijYnewbG8n1W+6920VKgYXc/qNY9y2XuUwdBHWYtvr/wK1UXbCMT6semriCTNDIYCmcKrvqFRTl4eYDg8irFMZX1tgmj8NOlzIF8AV0j6dxS95mNsZBS/JsbYehutW1o46+nju5ePMzWAqBqsxDFqh/GCYr/Vz8daqql0JbCEExRvqaZ4U2Vm/3FPCF2xOXPu9Q2N0js0Sk25NfPs0hNo4/Wu/4mq9WUCK228lntX/QY6rQmbvipTqBSMuenynCUYjlHn2ECFI/Vb7Ay4ea33MhVXYmw7kx3WWe9vxHp7dgEJpK7/3kAYp81EVNPFkbbXGOovz9xHAarLi3j6sfUAnH7/PC+fGyUUGpOgbjmaKahTSfLqp/8SGG/G8eZEUJeuYblc2UvIGCMaqCPqb5y5RmwBmluWGddh1pdg1hUXPOn7hkY52X6JMU0b9hI/reXbiatRInEvRfoKBkPnCcW8VFjW0eS4P3OCpS8K8ZEQaDW8deY4yTIj1upiduy6m45uD919AaKxBLUVtmlvJmcuD3HsnauZmqLdd61i8+pyIHWT+dp7P6EkmOCOTj0uY0t2tKuq1FYaeOoTuU2i0hIv/R2cezs7sboF7dP/1xw/UTLvPdqTqkU11NpzJqfPJ/0wgacfiqvQtGwt+PCWr/R76lyJhUT7AkR7fBhqHRiqbRw8eQRXYCKgbLaVsX9b/v5xkLpwpm8q6e96+HuniPdmj8A42/ykP6tkKIbGrJ/V5xWMuXH5XsMTdlFias763eXbf/p3qCuxYGotydq/GhhB7e0AQKlpmdUD82ykP1ddXIfVb8Wp+LE4r6C1WPg3W5/Boi/N+1mmeSJB3hlw0e4bJKGCKalnvbmWHXV10z505ZPvZjkT77kPcZ2/Qg9lqPYyNq6tnvWDZT7pm6TRPIY3eZpI3EuNdQel5lbC7W7CV0YwNZVkBWWBsSh/+0+nUVWyaum3OS0kp/zedDU2yr5Q+ByfLNoXIHhuAAUN5g3lBR9850Oyz4V64Th4h0BNQO1qNBvu5ioqxwc6Oe/toy+U3eLiN1bfwb1VLfOWB3eonaHQBcrN62b9YPeDk8fwdJ6hLBKkJhjAWaSn+LadOBrvnbZmbjpD3zpBYjiYea2rsTH66Tpe672MOzyKUaun3Gzl9opGGm0Tx5h6zcrHEwlmPeDOl3wPn9M57e7h7f4OtJpUYdaW0toZ85Nu8TH5nFjK3uzv4B8uH89KqzE7uKuqiX+6cjKT9rWBHhq6LmRvPMN9VQ2MgHeQ92MhXr54nO3uPkrDIeocZZRvfwTFYke9cJzISB8RQLvxHuzr7iDZ54LedqhpRbE6ST7/RzO8CwW2PUgioiGiawFzJVrjKPGrfcRCdrRlTizbqnN+b/l+Z4GxKGc7hugdGMNq1tPS4GTIG6SrN4Cq9WEse5+Q+bWCz282aqgJb6O57CGctasy6e5QOz2jbZh1xdRad1z3ebcQPJEgHf4hrgbcDIVGWWUr5c7KJsL+JO29HvR2lbU1ZfN2Ll7oO801z1nqizeyrnrLde/nep7N0jq6PJy6OAgobF1bnnM/DIxFudY7yMY19RLULTczBXUAr/3aX5HUJjCN2bntrScwpfsGbX055+S+3r5rM2my308g2sdw+FLOsm1lz7C+9DPzf9AFMrnkZOpD7Zv9HXz38nHuGuplXb+Bty13oioaUJNUWYf49Sd+rcBeJyT7XKinX4NIEDbeM+caupst2hcg3OFGW2TMCVTm6rS7h49GetlUUsOW0tqZN8gj3O4mdHEIXYkFy6bKG8rPSpF+wAsl4lh0eu6qbL7uz/dWVahAJ91URo0ksWyqmLaGbqnrDLg57e7BYTDPKgi4WToDbtp9Q7Q6yrOCrBtRKIAXy0u60Gkg6GdH+arMdW1q0HMj99UbCdRTtX7fyd+cc/P9aO785LwV4M3G1ILIqqItxNVI3gI9sXylYwMJ6paZ2QR1r3/ib0jox5u0qQoNl3bQteaDmzLQQaVpE1srvpAp8esJtOHyvYpG0VBh2bjkSn3mQ7rkyOfuJX6ti2TSRPOaDaxtWr3YWRNC3IDpCnSEECKfdK0fzopUwvjfNzOYE7eWxQzqZPTLBRQ2BVJD7qcp6oIHdNvKnqHE3Jq35KfWtmNW/YKWs2KjhZ3lq6B8Fay7a7GzI4SYJ7YigwRzQog5UWwlMDmAk2BOrGAS1C2gYJE3N4Bb4Bq6Vfbr7+twM1y5coVEIoFWq6WpqWmxsyOEEEIIIcSyJ0HdAhqOFS/IwCbTCcT6l3RQd99999HT00NtbS3d3bkjEgohhBBCCCHm5mZMjXhLUoGz+lJiYce87dOurys0fcs4BZt+5pEGhRBCCCGEECuH1NQtABU4btMR0ioUqdoZ15+NRxoOcN6n8J77B6y1fZh3lMzbK/ct6Vo6gM997nN4PB6Ki69/WHQhhBBCCCHEBAnq5kHxU5vQdowSHglx0hui05wK6ABQYtNvDDM20by98itoNDV89/JPUGnEE62kRN+HwzDERmc5tdYN087RtZT85V/+5WJnQQghhBBCiBVFgrp5YKiyYV9Ty/f+5SwD8XgmXVfUi84UmGZLUgFdAc32h9hc9iQWfSkXvQOZVSNJM32RZvoizTzW+DBrnZU3/iaEEEIIIYQQy5IEdfPkR0cvMTASykoz2LrzNpMsM62nxfEg0eQYvP1zPlw9nHefVUVbM7VvRm3+r6pQuhBCCCGEEOLWIBHBPOgfHqWz15+THg2kBjaZGthtr/jNzITggeEjfNhKnuaXCuXmtZlXkUR86grTpgshhBBCCCFuDcs2qPN6vRw4cIDS0lRNVkdHBwcPHsTpdM5pP/v376e0tBS32w3Ac889N+d9nLwwmDc9PlZDaGgTloqPMmlN9vszAR2AZTTBzjMmPtgczgrspg56UmG25exfg5I3fSn79Kc/zdDQEOXl5fz0pz9d7OwIIYQQQgix7C3boO7hhx/m+eefZ/v27QC4XC527NhBW1vbrIIyl8vFvn37OHjwYGYf+/fv58tf/jIvvPDCnPLS3uXFZLbmXbaleB/NDaMMhS5Qbl6XFdCpqgrRCM3XDFQl6hh57FMoQJl5bc6gJ8VGC03WEq6MjgCgoPCF1bdTbLTMKa+L7cSJE5l56oQQQgghhBA3blnOU3f48GGATDAG0NzczPbt2zlw4MCs9rF371727duXtY8TJ05QUlIyb/m8b0ctuzZVUWpuZV3JJ7MCOgD19GukR0qx9A5SfzVBg/3ugqNYajQTX9fvb7ife6ta5i2vQgghhBBCiOVpWQZ1L7zwAjt37sxJ37VrFy+++OKM27/44ou4XC6eeOKJrPSjR49y6NChOecn32wETz+2jl2bqgtuowZGUF/+h+y0o99BDYzkXf9bF9+hwz8xoMr/OPcqb/Z3zDmvi627uxtVVenu7l7srAghhBBCCLEiLMug7tixY7S05NZSNTc343K58Hq9025/6NChvEHh9dqxsSrr9Z67V1Fdnr85Zpra254vFbU3N1DrDLh5d/BKTvp3Lx/HEwnOKa9CCCGEEEKIlWXZ9ambLmBL96VzuVxZzSqn+uCDD3jyySc5duwYJ06cAFIDrUxtjjlVJBIhEolkXvv9qREvayutfOQaBWDr2nI2ry6f+Y2o08w2PsVlX/6BWFRgMBRYdv3qhBBCCCGEEPNn2QV1IyOp5onTDYaSXqcQr9ebqdH76le/mklramri5ZdfLhjYHThwgK9//es56f7R6CxzP0Gpbckz77iCUpNbA7naUZF/H+QfFVMIIYQQQghx61iWzS8LmanZJaRq8dL/T+5T53Q6efLJJ9m7d2/BbZ977jl8Pl/m37Vr1wD41XtdmXVOXRzipTddM+ZDsZWAPbtGT9nzW6n0Kf6x/f28+3hm9R3Lrpbu29/+Nn/913/Nt7/97cXOihBCCCGEECvCsqupS49OmS+AS9fQTTeCZXpZvtq4lpYWDh8+jNfrzVsTaDQaMRqNM+bxXMcIW9dWTNuvLvHTvwb/0Iz7Ou3u4epobs3jb62+k7urmmfcfqn5D//hP2SmNPjiF7+42NkRQgghhBBi2Vt2NXWzmYOuublwsDPd9pP75N2o3qHRgsuSfS5oP5GTrh7LHf3yzEhP3n10Btw3lkEhhBBCCCHEirDsauoAdu/eTUdH7iiRXq+X5ubmGQO/7du3563pS6dNFxTOVs10o1/25Bv5ElBV8A7CpCaYm0tqeb0/d/1NJTU3msVF8T/+x/8gGAxisSyvZqNCCCGEEEIsVcsyqNu7dy8HDx7MST969GjO3HP57Nu3j/379+ekv//++2zfvn1WtYHT2dBSMv2UBrWt+dMVBZzZg6JsKa1Fi0Ji0rAqzbYytpTW3lAeF8vjjz++2FkQQgghhBBiRVl2zS8Bnn32WSA1X12ay+XC5XLlBHstLS05Adyzzz5Lc3Mzhw8fzqSdOHGCY8eO8fzzz193vppq7Tz92DoevbdwTZ8aGEF95ft5lym78w+UYtCmYm+TRs/vbrif/dseue48CiGEEEIIIVaWZVlTB9DW1sb+/fs5ceIETqeTtrY2jh49Ouft9+3bl5V2I00vr/T4aV1VXLCWLnnmDdSj386/8Wd+H03LtryLYskEAOVm67KtoRNCCCGEEEIsjGUb1DmdTg4dOjTjevn63qXla8J5o469c5XGGge2IkNWuhoYKRzQAQx0Qp6gLqEmiatJAAxa7fxldJEEAgFUVUVRFGw2mWNPCCGEEEKIG7Usm18uZaoK3kA4d4FncPoNLY68ybFEIvO3QbNsY/CM9evX43A4WL9+/WJnRQghhBBCiBVh+UcJS4yigNNmyl1QXJGbNommZWvW69PuHt7q72A0NhEgRpOJqZsJIYQQQgghbnES1M0jRYHdd63KaXoJoNhKUO79POqb/5S7bM8XswZIOXjyCK7AcM56Hf4hvnXxHb609q75zfhNdP/99zM8PExZWdliZ0UIIYQQQogVQYK6eXTv9lo2ry4vuFxZtXEiqHNWwvY9aFq2ZgV0p909eQO6tHcHr/BgzRoabaXzlu+b6Xvf+95iZ0EIIYQQQogVRfrUzaM3T/QQGIsWXK5eOD7xwjuAotXlTGFwZqRnxuO0+4auO49CCCGEEEKIlUWCunlUcJAUxke/bPtldtrR76AGRrLSNpfMPGVBq6NwbaAQQgghhBDi1iJB3TwqOEgKoPa250tF7c2ecmFLaS0mbeFWsXdWNC3bppdCCCGEEEKI+Sd96uZRoUFSANSu87PeT22Rkw5/ql/dOnsFKlBmtvGx6tZlH9B96Utfwu12U1payre+9a3Fzo4QQgghhBDLngR186S1wVlwkBQ1MAJnXs+7TKlpyUmLJVOTjWtQ+Pdbd89fJpeAo0eP0tPTQ23tzM1MhRBCCCGEEDOT5pfzpMisL7ywwMTjys6P5wyUAhAfn49Or9HOS96EEEIIIYQQK5fU1M2TSDReeGFxBaAA6qREBeW2/LVw6aBOp1l5MfepU6dIJpNoVuB7E0IIIYQQYjEs6pO1z+fjL/7iL/jbv/3bxczGvLhwxcNLb7ryLlNsJSg79mSn7fmtvLV0MNH8ciXW1JWWllJeXk5p6fLuGyiEEEIIIcRScVODuv/23/4bzz33HD/+8Y/x+/04HA7+6I/+iL17966IwO5cxwh9Q6N5lyl1ayde7HwUzeb7Cu4nrq7cmjohhBBCCCHE/LppUcOTTz7JkSNHaGtr4/Of/zzFxcV8/OMf58c//jEOh+NmZWPB9RYI6tRYJPO3YnVOu490TZ1OWXk1dUIIIYQQQoj5ddOCuubmZo4cOcKRI0dIJpP88pe/xOFw8PnPfx6tVktbW9vNysqCqim35l8wKahDl3/ag7SVPFDKz372M1544QV+9rOfLXZWhBBCCCGEWBFu2kApu3btynq9e/dudu9ODRTi8/lWRG1dZamF6gJBnRrwTPwdjxXch6qqxNVk+tV8Zm9J+MpXvpKZ0qC7u3uxsyOEEEIIIcSytyA1dbt27eJ3fud3+NWvfpVJUxQFv9+fd/2VENABPHRHQ9705Jk34N2fTiS8+v1UWh6v97dn/r425uXN/o55zaMQQgghhBBiZVmQmrqOjg5UVeXQoUMoisL27dvZvXs3hw4d4vDhw6xatWohDruoNrSU5K2lUwMjqEe/nZt+7DuojRuzRsD0RIJ8v/39rPW+d/k9NhZXU2y0zHueF8N/+k//idHRUazWAs1UhRBCCCGEEHOyIEHd7t27+eEPfwjAsWPHOHbsGC+88AIul4vm5mZ2797Nnj172L17N9u2bVuILNxUTzyyhjXNNXmXJTtO5t9IVcE7CJOCusFQIKfBZRKVwVBgxQR1zz777GJnQQghhBBCiBVlQZpfpgM6SAV4f/7nf057ezsej4cf/OAHNDU18c1vfpPt27dTWlrKU089xSuvvLIQWbkpqsqmqXUa6S+wQAFnRVaKUZs/xi6ULoQQQgghhBA3dSI0h8PBE088wTe/IpVREQAAHbFJREFU+c1MkHfgwAFUVeXgwYM3Mys3RfL9l+Dky/kX3v5YzuTjkUQ876qF0oUQQgghhBBiUauAHA4Hzz777Ipskpd4/yV444X8C6tb0N77eE5yhdmWk6ZByZsuhBBCCCGEEHCTa+puFWpgpHBAB1CRf5TMs56+nLTbKxpXTH86SM1XaDQaaW5uXuysCCGEEEIIsSJIULcQPIPTL2/clLtJJMg/XD6ek358sBNPJDhfOVt00Wg0808IIYQQQghx42QEjoVQXFF4WcUqtC3bcpIHQ4G8q6srbPTLTZs2UVFRQUXFNJ+REEIIIYQQYtYkqFsAiq0E5b7Po77xT9kLtj2E9qEv5N3mV72X8u9rhfWpe+mllxY7C0IIIYQQQqwoEtQtEKVp60RQV7cWzSd+O2e0y7TOgJsP3dfyLnu8aeuKqaUTQgghhBBCzD/pU7dQYpHMn0p5XcGADuBI97mCy1ZZS+c1W0IIIYQQQoiVRYK6hRILZ/5UVbXgap5IkLbh/LV0CvmnORBCCCGEEEKINGl+uUDUyx9OvDj5CsnyBjSb78tZr9AAKQC7a9evuKaXf/RHf4TH46G4uJi/+Iu/WOzsCCGEEEIIsexJTd0CUAMjqKd+lZ127O9T89dNMV1N3MO1a+c9b4vt+9//Pn/3d3/H97///cXOihBCCCGEECuCBHULwTMITGlyqSbBmzt/Xb4JxwF+Y/UdK66WTgghhBBCCDH/pPnlAlD1hvzpOgPKpNeFJhwH2FhcvQA5W3wvv/wy8XgcnU5+ekIIIYQQQsyHZftk7fV6OXDgAKWlqdEhOzo6OHjwIE6n87r29+KLL+JyufjqV796w3lT3/5J3nQlHs163eEfKriPlTTh+GRr1668JqVCCCGEEEIspmUb1D388MM8//zzbN++HQCXy8WOHTtoa2ubc2Dn9Xr58pe/zHPPPXfD+Ur2ueDq2dwFigLOilntQ0a9FEIIIYQQQszWsuxTd/jwYYBMQAfQ3NzM9u3bOXDgwHXvbz6obb/Mv2D1zpy56lrs5XlXfbxp24qspRNCCCGEEELMv2UZ1L3wwgvs3LkzJ33Xrl28+OKLc9rXsWPH2L1797zkSw2MwKUP8i5TdjySk5ZvkJTbSut5pG7DvORnKXrnnXd49dVXeeeddxY7K0IIIYQQQqwIyzKoO3bsGC0tLTnpzc3NuFwuvF7vrPd14sSJrBq/G+LJHd0SgFUb0VQ3Z69aYJCUk+5uPJHg/ORnCdq7dy8PPvgge/fuXeysCCGEEEIIsSIsu6BuuoAt3ZfO5XLNal/f+MY35jQwSiQSwe/3Z/3LUpy/z5zmkS/mpBWadFxFnXZCciGEEEIIIYSYbNkNlDIykprAe7rBUNLrTOd6augOHDjA17/+9TltQ9YkBhMKDYSioKzoQVJ+93d/F7/fj91uX+ysCCGEEEIIsSIsu6BuOnNpdvmDH/yAgwcPzmn/zz33HH/4h3+Yee33+6mvr59YIW/zSzU16fiUQVKKjRYeqVvPke7zmTQFeGb17St6kJT5GGFUCCGEEEIIMWHZBXUlJangKF8Al66hS69TyOHDh68ruDAajRiNxsIrFFeQCs3UiTRFk3cqA08kSCg2MW/dekclv7X2rhUd0AkhhBBCCCHm37LrUzebOeiam5sLLnO5XJSUlFz3JOXTUWwl0LJ1cgrK7t/Mmcrgzf4OvvbeT3hjoCOTdt43wE86T817noQQQgghhBAr27KrqQPYvXs3HR0dOeler5fm5uZpAzaXy8XRo0c5evRozrY/+MEP6OjoYM+ePTzxxBPXl7loeNILNWdxoVEvAd4dvMKDNWtotJVe37GFEEIIIYQQt5xlGdTt3bs3b3+4o0ePzhiM7d69O++8dIcPH+app56a02iYU6mBEbh2ITvt2N+jNm7M1NbNNLJlu29oRQd1O3fupL+/n6qqKj74IP+cfkIIIYQQQojZW3bNLwGeffZZIDVfXZrL5cLlcuUEey0tLezfv39W+3W73TeWsXwDpajJ1EAp44za6ePoVkf5jeVhievv76enp4f+/v7FzooQQgghhBArwrKsqQNoa2tj//79nDhxAqfTSVtbW06TytnYt29fZl67w4cP4/V62bt3b97avJmoekNu4pSBUiKJeMHt76xoWtG1dABVVVVZ/wshhBBCCCFujKKqam7HLzErfr8fh8OBz+fDevUU6tFv56yj7Pkims33ZV57IkG+9t5Pctb73Q33s6W0dgFzK4QQQgghhFgok2ODmz0n87JsfrnUqIGRvAEdgGrJnki82GhhU3FN5rUC/MbqOySgE0IIIYQQQlwXCermg3e48LLOj3KSKszWzN+/s/5j3FvVshC5EkIIIYQQQtwCJKibD86ywssaN+UkRRKJzN9lkwI8IYQQQgghhJirZTtQylKidl3Iv6C6BW3LtqwkTyTI0KRpDWYaDXOlOXDgAH6/H7vdznPPPbfY2RFCCCGEEGLZu7UiigWi/up7YMod+VLzya9kvX6zv4PvXj6eNSV5KBYF0wJncAn567/+a3p6eqitrZWgTgghhBBCiHkgzS8X0qT56TyRYE5AB/CnJ1/izf6Om5svIYQQQgghxIohNXULRVGy5qcbDAVyArq0714+zsbiaoqNlpuTt0X0wgsvEIlEMBqNi50VIYQQQgghVgQJ6hbKrsdQbCWZlxVmW8FVVVJB360Q1N11112LnQUhhBBCCCFWFGl+uUCUKaNa+qKhwusyfdAnhBBCCCGEEIVIULdQalqzXl72DRZYEZ5ZfcctUUsnhBBCCCGEmH/S/HIhVDaiqW7OSlrtqMi76u9uuJ8tpbU3I1dLwsWLF4nH4+h0OtauXbvY2RFCCCGEEGLZk6BuASgPfSEnrdFWik7REFeTmbQ7K5puqYAO4OGHH85MadDd3b3Y2RFCCCGEEGLZk6BuvtWvy6ml6wy4ebXnUiagK9Lq+YPND9FoK12MHAohhBBCCCFWEAnq5pnSvDXr9f978W2OD3ZmpY0lYvyq9xJfWnvrjQT59NNP4/F4KC4uXuysCCGEEEIIsSJIUDffJg2Q0hlw5wR0ae8OXuHBmjW3XG3dX/zFXyx2FoQQQgghhFhRZPTL+bRqY1bTy+lGvARo9w0tdI6EEEIIIYQQK5wEdfNI88gXs15Xmu3Trt/qKF/A3AghhBBCCCFuBdL8cj4oGpQ9X0SxlWSSjnSf45+unCy4yZ0VTbdc00shhBBCCCHE/JOgbh5ofvPraGobM69/ee0cP+o8WXD9W21uuskeffRRBgcHqaio4KWXXlrs7AghhBBCCLHsSVA3DybX0HkiwWkDOgCj9tb92D/66KPMPHVCCCGEEEKIGyd96ubZYCgw7XIFqDDbbk5mliCDwZD5J4QQQgghhLhxt26V0QKZKWB7ZvUdFBstNyk3S4/L5VrsLAghhBBCCLGiSE3dPCs2WnioZk1OemNRCX9++2e5t6plEXIlhBBCCCGEWKmkpm4BtNjLeaX3EgDrHZV8tmmbjHQphBBCCCGEWBBSU7cAIol45u/byhskoBNCCCGEEEIsGKmpWwDR5ERQZ9TIRzzZ4cOHGR0dxWq18uyzzy52doQQQgghhFj2JOJYAJFEIvN3NJmYZs1bz5/8yZ9kpjSQoE4IIYQQQogbJ80vF8B5T1/m739sf483+zsWMTdCCCGEEEKIlUxq6ubZL6+d44JvIPNaBb53+T02Flff0lMZpH3zm98kFAphNpsXOytCCCGEEEKsCBLUzSNPJMiPOk/mpCdRGQwFJKgDPvnJTy52FoQQQgghhFhRpPnlPBoMBfKmK8w8KbkQQgghhBBCXA8J6uZRhdmGkif98aZtUksnhBBCCCGEWBDLtvml1+vlwIEDlJam5oDr6Ojg4MGDOJ3OWW3vcrk4dOgQXq8Xl8uF0+nk4MGDNDc3X3eeio0WPte4LasJ5uON23ikbsN173OlcbvdJJNJNBpN5rsTQgghhBBCXL9lG9Q9/PDDPP/882zfvh1IBWk7duygra1txsDO5XJx8OBBDh06lEnbv38/LS0tdHR03FBgd9k/mPW6N+i77n2tRFu3bs1MadDd3b3Y2RFCCCGEEGLZW5bNLw8fPgyQCegAmpub2b59OwcOHJhx+4MHD3Lw4MGcNKfTyd69e687X50BN2dGerPS3h28QmfAfd37FEIIIYQQQojpLMug7oUXXmDnzp056bt27eLFF1+ccfsf/vCHfPnLX85J3717NydOnLjufP3DpeN509t9Q9e9z5Vmz549fOpTn2LPnj2LnRUhhBBCCCFWhGXZ/PLYsWM5NW2Qqq1zuVx4vd5pm2DmCwhvVGfATXfQm3dZq6N83o+3XH3rW99a7CwIIYQQQgixoiy7oM7r9RZclg7kXC5XVtPMqY4ePZo3/cSJE9P2p4tEIkQikcxrv9+f+fu0O3//sFXWEhptMiCIEEIIIYQQYmEsu+aXIyMjANPWxKXXmYtjx45lRsQs5MCBAzgcjsy/+vp6AN4ZcPHza2fzbvPrrbvmnBchhBBCCCGEmK1lF9RNZ7pavJns27ePr371q+zevbvgOs899xw+ny/z79q1awD8oOODvOs328qklk4IIYQQQgixoJZd88uSkhIgfwCXrqFLrzNbe/fuZffu3Xn76U1mNBoxGo056WqB9a8EhvFEgjLx+CRf+MIXGB4epqysjO9973uLnR0hhBBCCCGWvWUX1M1mcvG5zDP3jW98g+bm5hkDuuuhAoOhgAR1k7z22muZeeqEEEIIIYQQN25ZNr/cvXs3HR0dOeler5fm5uZZBX5AZvqDyQHd9UxpYNYa8qYrQIXZNuf9CSGEEEIIIcRsLcugbu/evRw7diwn/ejRozzxxBOz2seJEydwuVx89atfzUrPt9+ZhBLRvOnPrL5DaummOH/+PD6fj/Pnzy92VoQQQgghhFgRFFVVC3UJW9JaWlo4dOhQZmATl8vFnj17cmrwWlpaeOKJJ7Jq41wuF3v37uWpp57KWtftdnPixImCUx5M5ff7cTgcfPFfn8dQlB28/Vr9Jj7duOV63poQQgghhBBimUnHBj6fD7vdflOPvez61KW1tbWxf/9+Tpw4gdPppK2tbdbB2J49e3C5XHmbWs62pm8mW0qlz5gQQgghhBBi4S3boM7pdE47p1xavr53+dLm0/ayepnKQAghhBBCCHFTLNugbinbUdaw2FlYsn70ox8RDAaxWCw8/vjji50dIYQQQgghlj0J6sRN9Qd/8AeZKQ0kqBNCCCGEEOLGLcvRL5e6Fnv5YmdBCCGEEEIIcYuQmrp5tqd2vUxjMI0//dM/ZWxsjKKiosXOihBCCCGEECuCBHXzSAEerl272NlY0r74xS8udhaEEEIIIf7/7d3Pb+N2esfxj5MCRg+doeXutkXGQUNh2zvttLvAHnKg/wPKOTSHXkY65UrBpxwN+pqTlEMv3YslIECuYoAA2UNbm/wDuiAP+YEUi9piZoEuckjYw4CMaf2wJFOiaL9fwCAxRUtfPQ/JZ54h+SXwqHD5ZYl42DgAAACATaOpK4n11wf67d82qx4GAAAAgCeGpq4k4f9+rd//z3qffwcAAAAAd9HUleh3f/gvjX/4v6qHsdVevHihnZ0dvXjxouqhAAAAAI8CTV2JflKqP/75T1UPAwAAAMATwuyXJXpDO/rlX/5V1cPYapZl6eDgQL/4Bc/yAwAAAMpAU1eSHUn/8qt/YvbLe3z22WdVDwEAAAB4VGjqSvKv//Br/fpvzKqHAQAAAOCJ4Z66kvzbf/8Hs18CAAAA2DiauhL9+x/+k9kvAQAAAGwUl1+WKJX0xz//ifvq5vjwww81Ho+1t7enjz/+uOrhAAAAALVHU1eiHYnZL+/x6aef6ttvv9Vbb71FUwcAAACUgMsvS/TBr/6Zs3QAAAAANoozdSVovXOo3/z9P9LQLeDLL7/Ujz/+qDfffLPqoQAAAACPAk1dCX77d009o6FbyDvvvFP1EAAAAIBHhcsvAQAAAKDGaOoAAAAAoMa4/BIb9cUXX+iHH37Q7u6u3nvvvaqHAwAAANQeTR026oMPPsgfafDNN99UPRwAAACg9mjqHiBNU0nSq1evKh5Jffz000/5f4kbAAAAHovs77ZZj7BJNHUPcH19LUk6ODioeCT189133+n58+dVDwMAAAAo1fX19cb/nktT9wCNRkOS9NVXX9GgVOTVq1c6ODjQ119/rWfPnlU9nCeJHFSL+FePHFSPHFSPHFSPHFTv+++/19tvv533CJtEU/cAb7zxevLQ58+fs/NU7NmzZ+SgYuSgWsS/euSgeuSgeuSgeuSgelmPsNHP3PgnAgAAAABKQ1MHAAAAADVGU/cAu7u7+uijj7S7u1v1UJ4sclA9clAt4l89clA9clA9clA9clC9KnOwk1Yx5yYAAAAAoBScqQMAAACAGqOpAwAAAIAao6kDAAAAgBqjqQMAAACAGuPh4ytIkkRnZ2fa39+XJEVRJM/zZBhGtQOrsTiO1ev1lCSJ4jiWYRjyPE+maRbWOzw8VKfTkW3bMk1Tvu/L8zz1er3CuuRoeWXHlhwsZzgc6vLyUqenp/fGiP2gXGEY6uXLlwqCYOrrZW/z5GXSfTmgRqzffTmgRqzfvBxQI9Zr0WPMVteDFEuzLCsNgiD/OYqi1DTNdDweVzeoGouiKG2324VlruumktIoigrLDcNIJeV/DMNIR6PRxHuSo+WVHVtysBzP8wrxv/vHtu18XfaDhxuPx2m73U7b7XZqWVY6rxyWvc2Tl9cWzQE1Yn2W2Q+oEeuxaA6oEeuzzDFmm+sBTd2Ser1ealnWxHLHcVLXdSsYUf212+2pG69hGBOxdhwn9TwvdV03HQwGU3+PHK2mzNiSg+W12+3Udd3U87yJP5ZlFQoL+0G5sr8sTVP2Nk9eppuXA2rEZszLQZpSIzbhvv2AGrEeix5jtr0e0NQtybbtiW4+TV/viKZpVjCi+jMMI3UcZ2K54zgTB7dFNnJytJoyY0sOljcr/qPRKB0MBgutexs5WNy8v0iVvc2Tl+nm5YAasRn3NXXUiPWblwNqxPoseozZ9nrARClL8n1fzWZzYrlpmorjWEmSbH5QNXd0dFTq+5Gj9Vk0tuRgeZ1OZ2JZkiQajUZyHGfp9yMH5Sh7mycvy6NG1Af7wfpQI9Zn0WPMttcDJkpZwrzgZjc0xnEsy7I2M6BHYjQaTV0ehuHUG1T7/X7+cxAE6na7+XrkaHVlxfZuzmatRw6KpsWt2+2q1+tNLGc/2Iyyt3n2jdVQI7YDNaJa1Ij1WeQYU4d6QFO3hJubG0k/B3veOngY3/cVx/HEjnZzc6OTk5PCBn94eKggCGSaJjl6gLJim71ODh6m3+/r+Ph46mvsB5tR9jbPvlEeasTmUSO2CzVive4eY+pQD7j8siRP6TT1JnQ6HbmuK9u2C8sHg0FhBzBNU0dHR1MvS7iLHM23idiSg8V5njfzkhr2g+qVvc2Tl+VQIzaPGrFdqBHrNesYM8221AOauiU0Gg1J04OdddPZOlhdq9WSbdvyPG+h9bNnsEjkqGyrxJYcPNxwOFz6shf2g/KVvc2Tl3JQI7YHNaIa1Ij1mnaMqUM9oKlbwiIPApx3jSzud35+LtM0p14j3ul0dH5+PvN3kyQhRysqM7bk4OHuPiD2NvaDzSl7mycvD0eNqAY1YrtQI9Zn1jGmDvWApm5Jtm0riqKJ5UmSLJwkTDccDiWp8C8jYRjm/39xcTE19tm1yVnsydHyyo4tOXiYWTNiSewHm1b2Nk9eVkeNqA41YrtQI9bjvmPMttcDmroltVqt/PT1batOKYvXwjBUHMdyXbew/Has2+321H+d9X1f7XY7/5kcLa/s2JKD1cVxPPd19oPNKnubJy+roUZUixqxPagR67HIMWbr68HST7ZDappmOhqN8p+jKHpyD2osUxRFqWVZqed5hT+u66a2bRfW8zyv8LuzHtBIjpazjtiSg9WMRqNU0sTDZDPsB+VzXXfuQ5fL3ubJy6R5OaBGbMZ9OaBGrN99x6I0pUasw6LHmDTd7nrAIw1WkD3vIwxDGYahIAhmPuMC9zs+PlYcx4VT3Jnb/1JhmqYcx1G325X083Xh005dk6PlrCO25GA1jUZDhmHMvJae/aA82UxwFxcXkl4fi0zTzG+Sz5S9zZOXny2SA2rEei2SA2rEei16LJKoEeuw6DFG2u56sJOmabrSbwIAAAAAKsc9dQAAAABQYzR1AAAAAFBjNHUAAAAAUGM0dQAAAABQYzR1AAAAAFBjNHUAAAAAUGM0dQAAAABQYzR1AAAAAFBjNHUAAAAAUGM0dQCAJyUMQx0fH2tvb0/dbrfq4ayd7/s6PDzU3t6ezs/Pqx4OAGANaOoAAE+KZVkajUZqNBpVD2UjbNtWEARVDwMAsEY0dQCAJ8k0zaqHsFFPpYkFgKeIpg4AAAAAaoymDgAAAABq7C+qHgAAoL5831cYhjJNUzc3N5Kk0WikwWCQrzMcDvPXoijS/v6+XNfNXw/DUN1uV1dXVzo9PZVt27q6ulKSJBqNRup2u7JtW/1+P3+POI71ySefyDCMfBye5+XvYRiGkiTR9fW14jhWp9ORbdsLfac4juV5ng4PDxVFkSTJ87x7f+++7+F5nizLKqx3cnKiXq8nSTo/P1ev11McxwqCYGLdVWNz1+18BEGgTqcjy7KWioPv++p2u/lnSdLl5aV83+f+PQCoQgoAwArG43Fq2/bcZaPRaGId27ZTx3Em3s80zdRxnHQ0GuXLBoNBKint9XrpeDwuvEe73Z54D8MwUtM00yiK8mVRFKWGYaSDwWBiHK7rFpYFQZAahlH4LNd1p453llnfwzCMifXufocgCFJJaRAEC73nMrExTTO1LKsQm2z53dgsGgfDMFLHcdIgCPI4331/AMD6cfklAGAlV1dXiuO4sMwwDB0fH+c/J0mSn1nKtFot+b4/8X6GYSiO48IZtewMUpIkhTNPlmVNfY9GoyHHcQqToJimqdPTU718+bIwjmlarZba7Xbhs05PTzUcDie+6yyzvkeSJArDsLDeXbMmbykjNtLrmTDvfobneROxWTQOjUZDSZLIsiyZpqnxePzkJqABgG1AUwcAWEnWYOzt7anT6Wg4HCpJksKllY7jaDwe55dDhmGoKIpmNldHR0eFn7MZG+9eHri/vz9zXNNecxxHSZLMbHak15cbxnGsd999t7DcMAwZhlFoyO4z63s8xLpikzWcWWyWjcO0SzcBAJvFPXUAgJUFQaCzszP5vp/f19Xr9dRut/N1svuvGo2GWq2Wms3m0p/z0KYo+/15Z9uyZuXy8jK/5yyT3Q+3jcqOzbJxmNdEAgA2g6YOALCSOI7VaDQKk4icn5+r0+no5OREhmGo3++r2+1qMBjkZ/aGw2ElY5XmP5sue+34+HjhSVXKdreJ2uRnZt9/G+IAAFgOl18CAFYShqEuLi4Ky1zXlW3beRPV7XbzWRsztxuXdTR419fXE8t835dhGHObFMuyZBiGRqPRxGt374crw7QzbIvet7eqabEJw7AQm03HAQDwcDR1AICVzZrq//Ylencbiex+uiRJ7j0zNe/1Wa/dbRTjONbZ2dnENP83NzcT9/Z9/vnn6vf7E83V2dnZgyYAmTZWy7ImPidrpBY5Y7dKbOI4LnznJEnU7XYnYrOuOAAA1mMnTdO06kEAAOrH9/28ScgagiRJZNt23tSFYZg3AtnEG47j6Pz8XFEU6fj4WKZpqtfrqd/vyzAMnZycyPM8XVxcaDAYyPd9WZal999/X67rqtPp5J/tOE7hGXTNZlOO46jZbKrRaCiOY0VRpG63mzcjYRhO/bzsO2TPZ2s2m/kEL3dngpxm1vvO+h6S1Ol08s+RXk8+02w2ZZpm/r3Kik2325Xnefm9j0mSTMTmtnlxyPI6HA7zcc163h0AYP1o6gAAj0az2VSn0ynMwAkAwGPH5ZcAAAAAUGM0dQCAR2XaZCAAADxmNHUAgNoLw1CtVktxHGs4HKrT6VQ9JAAANoZ76gAAAACgxjhTBwAAAAA1RlMHAAAAADVGUwcAAAAANUZTBwAAAAA1RlMHAAAAADVGUwcAAAAANUZTBwAAAAA1RlMHAAAAADX2/1eQcvFU+MrpAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1) = plt.subplots(2, 1, figsize=(10,6), sharex=True)\n",
"\n",
"ax0.set_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"ax0.set_ylabel(\"$\\\\Omega_\\mathrm{m}$\")\n",
"ax0.set_title(\"Trace plot for different chains\")\n",
"for c in range(Nchains):\n",
" ax0.plot(np.arange(Nsamp3),chain[c].T[0],marker='.')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"ax1.set_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"ax1.set_xlim(0,Nsamp3)\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.set_ylabel(\"$h$\")\n",
"for c in range(Nchains):\n",
" ax1.plot(np.arange(Nsamp3),chain[c].T[1],marker='.')\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_different_starting_points.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_different_starting_points.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "736edfc0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1) = plt.subplots(2, 1, figsize=(10,6), sharex=True)\n",
"\n",
"ax0.set_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"ax0.set_ylabel(\"$\\\\Omega_\\mathrm{m}$\")\n",
"ax0.set_title(\"Trace plot for different chains\")\n",
"for c in range(Nchains):\n",
" ax0.plot(np.arange(Nburnin,Nsamp3),chain[c].T[0][Nburnin:],marker='.')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"ax1.set_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"ax1.set_xlim(0,Nsamp3)\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.set_ylabel(\"$h$\")\n",
"for c in range(Nchains):\n",
" ax1.plot(np.arange(Nburnin,Nsamp3),chain[c].T[1][Nburnin:],marker='.')\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_different_starting_points_dropped_burnin.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_different_starting_points_dropped_burnin.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "21a907da-0a12-4524-9ad0-7e4567cac723",
"metadata": {},
"source": [
"### 3- Gelman-Rubin test"
]
},
{
"cell_type": "markdown",
"id": "30af3cc8-a0c2-4056-91b7-c3cef2ca1a28",
"metadata": {},
"source": [
"Gelman *et al.*, \"*Bayesian Data Analysis*\" (third edition), p. 284-285\n",
"\n",
"**Parameters**:\n",
"* $m$: number of chains\n",
"* $n$: length of chains\n",
"\n",
"**Definitions**:\n",
"* \"between\" chains variance:\n",
"\\begin{equation}\n",
"B \\equiv \\frac{n}{m-1} \\sum_{j=1}^m \\left( \\bar{\\psi}_{. j} - \\bar{\\psi}_{..} \\right)^2 \\quad \\mathrm{where} \\quad \\bar{\\psi}_{. j} = \\frac{1}{n} \\sum_{i=1}^n \\psi_{ij} \\quad \\mathrm{and} \\quad \\bar{\\psi}_{..} = \\frac{1}{m} \\sum_{j=1}^m \\bar{\\psi}_{.j}\n",
"\\end{equation}\n",
"* \"within\" chains variance:\n",
"\\begin{equation}\n",
"W \\equiv \\frac{1}{m} \\sum_{j=1}^m s_j^2 \\quad \\mathrm{where} \\quad s_j^2 = \\frac{1}{n-1} \\sum_{i=1}^n \\left( \\psi_{ij} - \\bar{\\psi}_{.j} \\right)^2\n",
"\\end{equation}\n",
"\n",
"**Estimators**:\n",
"Estimators of the marginal posterior variance of the estimand:\n",
"* $\\widehat{\\mathrm{var}}^- \\equiv W$: underestimates the variance\n",
"* $\\widehat{\\mathrm{var}}^+ \\equiv \\frac{n}{n-1}W + \\frac{1}{n} B$: overestimates the variance\n",
"\n",
"**Test**:\n",
"* Potential scale reduction factor: $\\widehat{R} \\equiv \\sqrt{\\frac{\\widehat{\\mathrm{var}}^+}{\\widehat{\\mathrm{var}}^-}}$\n",
"* Test: $\\widehat{R} \\rightarrow 1$ as $n \\rightarrow \\infty$"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "c0167624-6bd5-47d9-a263-7fe7c99b7d93",
"metadata": {},
"outputs": [],
"source": [
"def gelman_rubin(chain):\n",
" # between chains variance\n",
" Psi_dotj = np.mean(chain, axis=1)\n",
" Psi_dotdot = np.mean(Psi_dotj, axis=0)\n",
" m = chain.shape[0]\n",
" n = chain.shape[1]\n",
" B = n / (m - 1.) * np.sum((Psi_dotj - Psi_dotdot)**2, axis=0)\n",
"\n",
" # within chains variance\n",
" sj2 = np.var(chain, axis=1, ddof=1)\n",
" W = np.mean(sj2, axis=0)\n",
"\n",
" # estimators\n",
" var_minus = W\n",
" var_plus = (n - 1.) / n * W + 1. / n * B\n",
" R_hat = np.sqrt(var_plus / var_minus)\n",
" return R_hat\n",
"\n",
"# The input array must have dimensions (nchains, nsamp, npars) = (m, n, npars)."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "01971851-534d-4b0e-9615-c71df63c07d3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.02327119, 1.00829373])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gelman_rubin(chain)"
]
},
{
"cell_type": "markdown",
"id": "c554a844-1093-4194-8d1c-beb958d02ab1",
"metadata": {},
"source": [
"## Likelihood surface"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "38440aa3-c004-410f-9c71-8224db8cb478",
"metadata": {},
"outputs": [],
"source": [
"# Remove burn-in phase\n",
"chain_burn = np.array([chains[j][1][Nburnin:] for j in range(Nchains)])\n",
"chain_burn_flat = np.concatenate(chain_burn, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "7adfd5cd-5793-4f39-acf0-673031026841",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.29600337, 0.70307885])"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Means of parameters (h, Omega_m)\n",
"chain_burn.mean(axis=(0,1))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "5c9b28b6-576c-46bf-abd7-388b40ddce62",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.02955513, 0.00708013])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Marginal standard deviations of parameters (h, Omega_m)\n",
"chain_burn.std(axis=(0,1))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "2f45ebdb-fc5b-4c56-8371-cb0ba869f104",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 8.73602717e-04, -1.24126013e-04],\n",
" [-1.24126013e-04, 5.01337667e-05]])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Covariance matrix of parameters (h, Omega_m)\n",
"np.cov(chain_burn_flat.T)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "ed8c8778",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1,figsize=(6,6))\n",
"ax.scatter(chain_burn_flat.T[0], chain_burn_flat.T[1], color=\"black\", s=2)\n",
"xbins, ybins, contours, chainLevels = get_contours_from_samples(chain_burn_flat.T[0], chain_burn_flat.T[1])\n",
"nContourLevels = len(chainLevels)\n",
"ax.contourf(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1], alpha=0.5)\n",
"ax.contour(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1])\n",
"ax.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax.set_ylabel(\"$h$\")\n",
"\n",
"plt.savefig(dir+'Supernova_MH_likelihood_contours.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_MH_likelihood_contours.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c0649e9f-4b1e-4f1e-bb1d-1d75c9ea710f",
"metadata": {},
"source": [
"## Importance sampling"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "4c9f3b67-ff8c-48c0-aa9f-eb0eb1432af4",
"metadata": {},
"outputs": [],
"source": [
"def prior_pdf(theta):\n",
" Omega_m, h = theta[0], theta[1]\n",
" h_mean=0.738\n",
" h_std=0.024\n",
" return ss.norm(loc=h_mean,scale=h_std).pdf(h)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "6d4ba94f-477b-4237-8aab-d6925ed8f85c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"12.54739300645018"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prior_pdf([0.3,0.72])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "23cda2c9-31a2-48aa-967e-170d8f033d14",
"metadata": {},
"outputs": [],
"source": [
"weights=np.array([prior_pdf(chain_burn_flat[n]) for n in range(chain_burn_flat.shape[0])])\n",
"weights/=np.sum(weights)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "2ad2ccce",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1,figsize=(6,6))\n",
"ax.scatter(chain_burn_flat.T[0], chain_burn_flat.T[1], c=weights, s=2, cmap=\"magma\")\n",
"xbins, ybins, contours_posterior, chainLevels = get_contours_from_samples(\n",
" chain_burn_flat.T[0], chain_burn_flat.T[1], weights=weights)\n",
"nContourLevels = len(chainLevels)\n",
"\n",
"cs0 = ax.contour(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1])\n",
"cs1 = ax.contour(xbins, ybins, contours_posterior, levels=chainLevels,\n",
" colors=colors[1][:nContourLevels][::-1])\n",
"ax.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax.set_ylabel(\"$h$\")\n",
"\n",
"# Create proxy artists\n",
"proxy0 = mlines.Line2D([], [], color=cs0.collections[1].get_edgecolor()[0], label=\"likelihood\")\n",
"proxy1 = mlines.Line2D([], [], color=cs1.collections[1].get_edgecolor()[0], label=\"posterior\")\n",
"# Pass the proxy artists to the legend function\n",
"ax.legend(handles=[proxy0, proxy1])\n",
"\n",
"plt.savefig(dir+'Supernova_importance_sampling_posterior_contours.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_importance_sampling_posterior_contours.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "561d9605-4057-4735-b87b-1422de22a0c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.29600337, 0.70307885])"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Mean Omega_m,h with a flat prior\n",
"np.average(chain_burn_flat, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "a9ada7d8-d98d-45e0-a998-673e6dfd55c9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.28921288, 0.70584513])"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Mean Omega_m,h with the Gaussian prior on h\n",
"np.average(chain_burn_flat, weights=weights, axis=0)"
]
},
{
"cell_type": "markdown",
"id": "f469d8a2-4489-4601-af02-d576fbbfec9c",
"metadata": {},
"source": [
"## Hamiltonian Monte Carlo"
]
},
{
"cell_type": "markdown",
"id": "a485999c-c5ba-4763-b85e-f132fedc5384",
"metadata": {},
"source": [
"### Potential"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "39d603c6-b5b9-4688-b2fe-ca82a35d3c9d",
"metadata": {},
"outputs": [],
"source": [
"def psi(x,y,Ncalls=-1):\n",
" # psi(x,y)=-ln(target_joint(x,y))\n",
" ans = -target_logpdf([x,y],zdata,data,cov)\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans\n",
"\n",
"# To get approximate derivatives, we approximate psi\n",
"# by a bivariate Gaussian with mean and covariance\n",
"# estimated from the MCMC result:\n",
"# psi = 1/2 * (theta-theta_m)^T C^{-1} (theta-theta_m)\n",
"# dpsi/dx = C^{-1} (theta-theta_m)[x]\n",
"\n",
"theta_m = chain_burn.mean(axis=(0,1))\n",
"theta_C = np.cov(chain_burn_flat.T)\n",
"theta_P = np.linalg.inv(theta_C)\n",
"\n",
"def approx_psi(x,y,Ncalls=-1):\n",
" ans = 1/2.*(np.array([x,y])-theta_m).T.dot(theta_P).dot(np.array([x,y])-theta_m)\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans\n",
"\n",
"def dpsi_dx(x,y,Ncalls=-1):\n",
" ans = theta_P.dot(np.array([x,y])-theta_m)[0]\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans\n",
"def dpsi_dy(x,y,Ncalls=-1):\n",
" ans = theta_P.dot(np.array([x,y])-theta_m)[1]\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "8fb1680d-ec6c-4f3b-a4d1-d1081c7b12cf",
"metadata": {},
"outputs": [],
"source": [
"xmin=0.15\n",
"xmax=0.55\n",
"ymin=0.65\n",
"ymax=0.74\n",
"x=np.linspace(xmin,xmax,100)\n",
"y=np.linspace(ymin,ymax,100)\n",
"X,Y=np.meshgrid(x,y)\n",
"Psi=[[psi(xi,yi) for xi in x] for yi in y]\n",
"APsi=[[approx_psi(xi,yi) for xi in x] for yi in y]\n",
"dPsi_dx=[[dpsi_dx(xi,yi) for xi in x] for yi in y]\n",
"dPsi_dy=[[dpsi_dy(xi,yi) for xi in x] for yi in y]"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "be76d11d-eb91-401d-a547-a68f9a17bce4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1, ax2, ax3) = plt.subplots(1, 4, figsize=(20,5))\n",
"fig.subplots_adjust(wspace=0.2)\n",
"\n",
"ax0.set_xlim(xmin,xmax)\n",
"ax0.set_ylim(ymin,ymax)\n",
"ax0.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax0.set_ylabel(\"$h$\")\n",
"ax0.set_title(\"True $\\psi$\")\n",
"ax0.contourf(Psi,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n",
"ax1.set_xlim(xmin,xmax)\n",
"ax1.set_ylim(ymin,ymax)\n",
"ax1.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax1.set_title(\"Approximate $\\psi$\")\n",
"ax1.contourf(APsi,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n",
"ax2.set_xlim(xmin,xmax)\n",
"ax2.set_ylim(ymin,ymax)\n",
"ax2.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax2.set_title(\"Approximate $\\mathrm{d}\\psi / \\mathrm{d}\\Omega_\\mathrm{m}$\")\n",
"ax2.contourf(dPsi_dx,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n",
"ax3.set_xlim(xmin,xmax)\n",
"ax3.set_ylim(ymin,ymax)\n",
"ax3.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax3.set_title(\"Approximate $\\mathrm{d}\\psi / \\mathrm{d}h$\")\n",
"ax3.contourf(dPsi_dy,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='inferno_r')\n",
"\n",
"plt.savefig(dir+'Supernova_HMC_psi.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_HMC_psi.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c1570af6-814b-4927-b9ac-58da3cdf03ba",
"metadata": {},
"source": [
"### Autocorrelation diagnostics"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "ca739058-8a2d-4431-9d66-b7606d572b25",
"metadata": {},
"outputs": [],
"source": [
"# Based on python code from the emcee tutorials, https://emcee.readthedocs.io/en/stable/tutorials/autocorr/\n",
"\n",
"def next_power_of_2(n: int) -> int:\n",
" \"\"\"Smallest power of two ≥ n.\"\"\"\n",
" return 1 << (n - 1).bit_length() if n > 0 else 1\n",
"\n",
"# 1D autocorrelation function\n",
"def autocorr_func_1d(x, norm=True):\n",
" \"\"\"\n",
" Compute the 1D autocorrelation via FFT in O(N log N).\n",
" If norm=True, normalize so acf[0] = 1.\n",
" \"\"\"\n",
" x = np.asarray(x, dtype=float)\n",
" n = x.size\n",
" nfft = 2 * next_power_of_2(n)\n",
"\n",
" # real FFT\n",
" f = np.fft.rfft(x - np.mean(x), n=nfft)\n",
" ps = (f * f.conjugate()).real # power spectrum\n",
" acf = np.fft.irfft(ps, n=nfft)[:n]\n",
" acf /= 2 * nfft\n",
"\n",
" # normalise\n",
" if norm:\n",
" if acf[0] <= 0:\n",
" return 0 # or raise ValueError(\"Autocorrelation function is zero or negative at lag 0.\")\n",
" else:\n",
" acf /= acf[0]\n",
" return acf\n",
"\n",
"# Automated windowing procedure following Sokal (1989)\n",
"def auto_window(taus, c):\n",
" \"\"\"\n",
" Return the first lag k for which k < c * tau_k fails.\n",
" If none fail, return len(taus)-1.\n",
" \"\"\"\n",
" k = np.arange(len(taus))\n",
" mask = k < c * taus\n",
" # find first index where mask is False\n",
" idx = np.argmax(~mask)\n",
" return idx if mask[idx] == False else len(taus) - 1\n",
"\n",
"# Following the suggestion from Goodman & Weare (2010)\n",
"def autocorr_gw2010(x, c: float = 5.0) -> float:\n",
" \"\"\"\n",
" Estimate the integrated autocorrelation time following\n",
" Goodman & Weare (2010), with window parameter c.\n",
" \"\"\"\n",
" acf = autocorr_func_1d(x, norm=True)\n",
" taus = 2.0 * np.cumsum(acf) - 1.0\n",
" window = auto_window(taus, c)\n",
" return taus[window]\n",
"\n",
"def N_eff(x) -> float:\n",
" \"\"\"\n",
" Effective number of independent samples in x.\n",
" Accepts input as either a list or a 1D numpy array.\n",
" \"\"\"\n",
" x = np.asarray(x)\n",
" tau = autocorr_gw2010(x)\n",
" if tau <= 0:\n",
" return 0 # or raise ValueError(\"Autocorrelation time is zero or negative.\")\n",
" return x.size / tau"
]
},
{
"cell_type": "markdown",
"id": "2663a068-d058-4c62-a5db-0517b55fadb7",
"metadata": {},
"source": [
"### Sampler"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "021c4807-2aaf-459a-b94f-ca5e14f8fc25",
"metadata": {},
"outputs": [],
"source": [
"def leapfrog_move(dpsi_dx,dpsi_dy,Ncalls_psi_current,InvMassMatrix,dpsidx,dpsidy,x,y,p_x,p_y,epsilon):\n",
" # Kick: make half step in p_x, p_y\n",
" p_x -= epsilon*dpsidx/2.0\n",
" p_y -= epsilon*dpsidy/2.0\n",
" # compute velocities\n",
" p = np.array((p_x,p_y))\n",
" v_x,v_y = InvMassMatrix.dot(p)\n",
" # Drift: make full step in (x,y)\n",
" new_x = x+epsilon*v_x\n",
" new_y = y+epsilon*v_y\n",
" # compute new gradient\n",
" dpsidx, Ncalls_psi_current = dpsi_dx(new_x,new_y,Ncalls=Ncalls_psi_current)\n",
" dpsidy, Ncalls_psi_current = dpsi_dy(new_x,new_y,Ncalls=Ncalls_psi_current)\n",
" # Kick: make half step in p_x, p_y\n",
" p_x -= epsilon*dpsidx/2.0\n",
" p_y -= epsilon*dpsidy/2.0\n",
"\n",
" return dpsidx,dpsidy,new_x,new_y,p_x,p_y,Ncalls_psi_current\n",
"\n",
"def Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,Neval,stepsize,Nsamp,x_start,y_start):\n",
" from math import floor\n",
" InvMassMatrix=np.linalg.inv(MassMatrix)\n",
" Naccepted=0\n",
" x=x_start\n",
" y=y_start\n",
" samples_x=[x]\n",
" samples_y=[y]\n",
" Ncalls_psi=[0]\n",
" Ncalls_psi_current=0\n",
" Neff_x=[0]\n",
" Neff_y=[0]\n",
" for _ in range(Nsamp-1):\n",
" # compute potential energy and gradient\n",
" old_x = x\n",
" old_y = y\n",
" old_psi, Ncalls_psi_current = psi(old_x,old_y,Ncalls=Ncalls_psi_current)\n",
" dpsidx, Ncalls_psi_current = dpsi_dx(old_x,old_y,Ncalls=Ncalls_psi_current)\n",
" dpsidy, Ncalls_psi_current = dpsi_dy(old_x,old_y,Ncalls=Ncalls_psi_current)\n",
"\n",
" # randomly draw momenta\n",
" p_x = ss.norm(0.,1.).rvs()\n",
" p_y = ss.norm(0.,1.).rvs()\n",
" p = np.array((p_x,p_y))\n",
"\n",
" # compute kinetic energy\n",
" old_K = p.T.dot(InvMassMatrix).dot(p)/2.\n",
"\n",
" # compute Hamiltonian\n",
" old_H = old_K + old_psi\n",
"\n",
" # do leapfrog integration steps\n",
" Nsteps = 1+floor(ss.uniform.rvs()*Neval)\n",
" for step in range(Nsteps):\n",
" # draw stepsize\n",
" epsilon = ss.uniform.rvs()*stepsize\n",
"\n",
" # call leapfrog move\n",
" dpsidx,dpsidy,x,y,p_x,p_y,Ncalls_psi_current = leapfrog_move(dpsi_dx,dpsi_dy,Ncalls_psi_current,InvMassMatrix,dpsidx,dpsidy,x,y,p_x,p_y,epsilon)\n",
"\n",
" # compute new energy and Hamiltonian\n",
" new_x=x; new_y=y\n",
" new_psi = psi(new_x,new_y)\n",
" p = np.array((p_x,p_y))\n",
" new_K = p.T.dot(InvMassMatrix).dot(p)/2.\n",
" new_H = new_K + new_psi\n",
" dH = new_H - old_H\n",
"\n",
" # accept/reject new candidate x,y using the standard Metropolis-Hastings rule\n",
" if(x<0.):\n",
" accept=False\n",
" else:\n",
" if(dH<0.0):\n",
" accept=True\n",
" else:\n",
" a = np.exp(-dH)\n",
" u = np.random.uniform()\n",
" if(u < a):\n",
" accept=True\n",
" else:\n",
" accept=False\n",
"\n",
" if(accept):\n",
" x=new_x\n",
" y=new_y\n",
" Naccepted+=1\n",
" else:\n",
" x=old_x\n",
" y=old_y\n",
" samples_x.append(x)\n",
" samples_y.append(y)\n",
" Ncalls_psi.append(Ncalls_psi_current)\n",
" Neff_x.append(N_eff(samples_x))\n",
" Neff_y.append(N_eff(samples_y))\n",
"\n",
" samples = np.column_stack((samples_x, samples_y))\n",
" return Naccepted, samples, np.array(Ncalls_psi), np.array(Neff_x), np.array(Neff_y)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "fbd25b47-c1f1-446f-84bf-c5a0c50925b0",
"metadata": {},
"outputs": [],
"source": [
"Nsamp=500\n",
"Omegam_start=0.40\n",
"h_start=0.60\n",
"Nburnin=20\n",
"MassMatrix=np.array([[60, 0.], [0., 80]])\n",
"Neval=12\n",
"stepsize=0.12\n",
"Naccepted,samples,Ncalls_psi_HMC,Neff_x_HMC,Neff_y_HMC=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,Neval,stepsize,Nsamp,Omegam_start,h_start)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "9bdeda81-4d16-4cb8-94ec-8d43a740d515",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.652"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fraction_accepted=Naccepted/Nsamp\n",
"fraction_accepted"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "9a21a92b-eac5-43a6-8572-e514eef51165",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1) = plt.subplots(2,1,figsize=(10,6), sharex=True)\n",
"ax0.set_title(\"HMC trace plot, acceptance rate = {:.3f}\".format(fraction_accepted))\n",
"ax0.set_xlim(0,Nsamp)\n",
"ax0.set_ylabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax0.plot(np.arange(Nsamp),samples.T[0],marker='.',color='C0')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"ax1.set_xlim(0,Nsamp)\n",
"ax1.set_ylabel(\"$h$\")\n",
"ax1.plot(np.arange(Nsamp),samples.T[1],marker='.',color='C1')\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"plt.savefig(dir+'Supernova_HMC_trace_plot.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_HMC_trace_plot.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9a332622",
"metadata": {},
"source": [
"### Tuning the Hamiltonian sampler"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "9d56586e",
"metadata": {},
"outputs": [],
"source": [
"Nsampb=500\n",
"x_start=0.35\n",
"y_start=0.65\n",
"stepstd_1=0.01\n",
"N1,samples1b,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,Neval,stepstd_1,Nsampb,x_start,y_start)\n",
"fraction_accepted_1=N1/Nsampb"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "e639f0af",
"metadata": {},
"outputs": [],
"source": [
"stepstd_2=0.1\n",
"N2,samples2b,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,Neval,stepstd_2,Nsampb,x_start,y_start)\n",
"fraction_accepted_2=N2/Nsampb"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "f5a39d70",
"metadata": {},
"outputs": [],
"source": [
"stepstd_3=0.5\n",
"N3,samples3b,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix,Neval,stepstd_3,Nsampb,x_start,y_start)\n",
"fraction_accepted_3=N3/Nsampb"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "3260c1a9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ((ax1a, ax2a, ax3a), (ax1b, ax2b, ax3b)) = plt.subplots(2, 3, sharex='col', sharey='row', figsize=(15,6))\n",
"f.subplots_adjust(wspace=0.1, hspace=0.05)\n",
"ax1a.set_ylabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax1a.set_xlim([0,Nsampb])\n",
"ax1a.plot(np.arange(Nsampb),samples1b.T[0],marker='.',color='C0')\n",
"ax1a.set_title(\"$\\\\epsilon = \"+str(stepstd_1)+\"$, $a=\"+str(fraction_accepted_1)+\"$\")\n",
"ax2a.set_xlim([0,Nsampb])\n",
"ax2a.plot(np.arange(Nsampb),samples2b.T[0],marker='.',color='C0')\n",
"ax2a.set_title(\"$\\epsilon = \"+str(stepstd_2)+\"$, $a=\"+str(fraction_accepted_2)+\"$\")\n",
"ax3a.set_xlim([0,Nsampb])\n",
"ax3a.plot(np.arange(Nsampb),samples3b.T[0],marker='.',color='C0')\n",
"ax3a.set_title(\"$\\epsilon = \"+str(stepstd_3)+\"$, $a=\"+str(fraction_accepted_3)+\"$\")\n",
"ax1b.set_xlabel(\"sample number\")\n",
"ax1b.set_ylabel(\"$h$\")\n",
"ax1b.plot(np.arange(Nsampb),samples1b.T[1],marker='.',color='C1')\n",
"ax2b.set_xlabel(\"sample number\")\n",
"ax2b.plot(np.arange(Nsampb),samples2b.T[1],marker='.',color='C1')\n",
"ax3b.set_xlabel(\"sample number\")\n",
"ax3b.plot(np.arange(Nsampb),samples3b.T[1],marker='.',color='C1')\n",
"plt.savefig(dir+'Supernova_HMC_tuning_step_size.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_HMC_tuning_step_size.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "67542827",
"metadata": {},
"outputs": [],
"source": [
"Nsampc=500\n",
"Omegam_start=0.35\n",
"h_start=0.65\n",
"MassMatrix_1=np.array([[60, 0.], [0., 70]])\n",
"stepsize=0.1\n",
"N1,samples1c,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_1,Neval,stepsize,Nsampc,Omegam_start,h_start)\n",
"fraction_accepted_1=float(N1)/Nsampc"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "510aa430",
"metadata": {},
"outputs": [],
"source": [
"MassMatrix_2=np.array([[0.6, 0.], [0., 70.]])\n",
"N2,samples2c,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_2,Neval,stepsize,Nsampc,Omegam_start,h_start)\n",
"fraction_accepted_2=float(N2)/Nsampc"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "7c8df6b9",
"metadata": {},
"outputs": [],
"source": [
"MassMatrix_3=np.array([[60., 0.], [0., 7.]])\n",
"N3,samples3c,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_3,Neval,stepsize,Nsampc,Omegam_start,h_start)\n",
"fraction_accepted_3=float(N3)/Nsampc"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "3076fe4b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ((ax1a, ax2a, ax3a), (ax1b, ax2b, ax3b)) = plt.subplots(2, 3, sharex='col', figsize=(15,6))\n",
"f.subplots_adjust(wspace=0.21, hspace=0.05)\n",
"ax1a.set_ylabel(\"$\\\\Omega_\\mathrm{m}$\")\n",
"ax1a.set_xlim([0,Nsampb])\n",
"ax1a.plot(np.arange(Nsampb),samples1c.T[0],marker='.',color='C0')\n",
"ax1a.set_title(\"$m_{{\\\\Omega_\\\\mathrm{{m}}}}=m_h$, $a={:.3f}\".format(fraction_accepted_1)+\"$\")\n",
"ax2a.set_xlim([0,Nsampb])\n",
"ax2a.plot(np.arange(Nsampb),samples2c.T[0],marker='.',color='C0')\n",
"ax2a.set_title(\"$m_{{\\\\Omega_\\\\mathrm{{m}}}} \\ll m_h$, $a={:.3f}\".format(fraction_accepted_2)+\"$\")\n",
"ax3a.set_xlim([0,Nsampb])\n",
"ax3a.plot(np.arange(Nsampb),samples3c.T[0],marker='.',color='C0')\n",
"ax3a.set_title(\"$m_{{\\\\Omega_\\\\mathrm{{m}}}} \\gg m_h$, $a={:.3f}\".format(fraction_accepted_3)+\"$\")\n",
"ax1b.set_xlabel(\"sample number\")\n",
"ax1b.set_ylabel(\"$h$\")\n",
"ax1b.plot(np.arange(Nsampb),samples1c.T[1],marker='.',color='C1')\n",
"ax2b.set_xlabel(\"sample number\")\n",
"ax2b.plot(np.arange(Nsampb),samples2c.T[1],marker='.',color='C1')\n",
"ax3b.set_xlabel(\"sample number\")\n",
"ax3b.plot(np.arange(Nsampb),samples3c.T[1],marker='.',color='C1')\n",
"plt.savefig(dir+'Supernova_HMC_tuning_mass_matrix_1.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_HMC_tuning_mass_matrix_1.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "b5f9898c",
"metadata": {},
"outputs": [],
"source": [
"MassMatrix_4=np.array([[6e-1, 0.], [0., 7e-1]])\n",
"N4,samples4c,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_4,Neval,stepsize,Nsampc,Omegam_start,h_start)\n",
"fraction_accepted_4=float(N4)/Nsampc"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "442ece40",
"metadata": {},
"outputs": [],
"source": [
"MassMatrix_5=np.array([[6000., 0.], [0., 7000.]])\n",
"N5,samples5c,_,_,_=Hamiltonian_leapfrog_sampler(psi,dpsi_dx,dpsi_dy,MassMatrix_5,Neval,stepsize,Nsampc,Omegam_start,h_start)\n",
"fraction_accepted_5=float(N5)/Nsampc"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "6d4547cb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ((ax1a, ax2a, ax3a), (ax1b, ax2b, ax3b)) = plt.subplots(2, 3, sharex='col', figsize=(15,6))\n",
"f.subplots_adjust(wspace=0.21, hspace=0.05)\n",
"ax1a.set_ylabel(\"$\\\\Omega_\\mathrm{m}$\")\n",
"ax1a.set_xlim([0,Nsampb])\n",
"ax1a.plot(np.arange(Nsampb),samples1c.T[0],marker='.',color='C0')\n",
"ax1a.set_title(\"standard masses, $a={:.3f}\".format(fraction_accepted_1)+\"$\")\n",
"ax2a.set_xlim([0,Nsampb])\n",
"ax2a.plot(np.arange(Nsampb),samples4c.T[0],marker='.',color='C0')\n",
"ax2a.set_title(\"both light, $a={:.3f}\".format(fraction_accepted_4)+\"$\")\n",
"ax3a.set_xlim([0,Nsampb])\n",
"ax3a.plot(np.arange(Nsampb),samples5c.T[0],marker='.',color='C0')\n",
"ax3a.set_title(\"both heavy, $a={:.3f}\".format(fraction_accepted_5)+\"$\")\n",
"ax1b.set_xlabel(\"sample number\")\n",
"ax1b.set_ylabel(\"$h$\")\n",
"ax1b.plot(np.arange(Nsampb),samples1c.T[1],marker='.',color='C1')\n",
"ax2b.set_xlabel(\"sample number\")\n",
"ax2b.plot(np.arange(Nsampb),samples4c.T[1],marker='.',color='C1')\n",
"ax3b.set_xlabel(\"sample number\")\n",
"ax3b.plot(np.arange(Nsampb),samples5c.T[1],marker='.',color='C1')\n",
"plt.savefig(dir+'Supernova_HMC_tuning_mass_matrix_2.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_HMC_tuning_mass_matrix_2.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0b52c8fc-46d9-4b53-9979-522eb6940568",
"metadata": {},
"source": [
"### Comparison to MH: effective sample size per function evaluation"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "46d531c8-3f42-4e2d-828b-7e8fb6244327",
"metadata": {},
"outputs": [],
"source": [
"def MH_sampler_count(Nsamp,theta_start,zdata,data,cov,proposal_sigma):\n",
" Naccepted=0\n",
" samples=list()\n",
" samples.append(theta_start)\n",
" samples_x=list()\n",
" samples_y=list()\n",
" Ncalls_psi=[0]\n",
" Ncalls_psi_current=0\n",
" Neff_x=[0]\n",
" Neff_y=[0]\n",
" theta=theta_start\n",
" sigmaO, sigmah = proposal_sigma[0], proposal_sigma[1]\n",
" for i in range(Nsamp-1):\n",
" theta_p = theta + proposal_pdf(sigmaO, sigmah).rvs()\n",
" # the uniform/Gaussian proposal pdf satisfies the detailed balance equation, so the\n",
" # acceptance ratio simplifies to the Metropolis ratio\n",
" current_logpdf, Ncalls_psi_current = target_logpdf(theta_p,zdata,data,cov, Ncalls_psi_current)\n",
" proposal_logpdf, Ncalls_psi_current = target_logpdf(theta,zdata,data,cov,Ncalls_psi_current)\n",
" log_a = current_logpdf - proposal_logpdf\n",
" u = ss.uniform().rvs()\n",
" if np.log(u) < log_a:\n",
" Naccepted+=1\n",
" theta=theta_p\n",
" samples.append(theta)\n",
" samples_x.append(theta[0])\n",
" samples_y.append(theta[1])\n",
" Ncalls_psi.append(Ncalls_psi_current)\n",
" Neff_x.append(N_eff(samples_x))\n",
" Neff_y.append(N_eff(samples_y))\n",
" return Naccepted, np.array(samples), np.array(Ncalls_psi), np.array(Neff_x), np.array(Neff_y)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "e781baf6-9556-4683-bd8f-09f24ef328ce",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.51575"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Nsamp=4000\n",
"proposal_sigma=np.array([0.01,0.01])\n",
"theta_start=np.array([0.5,0.5])\n",
"Naccepted, samples, Ncalls_psi_MH, Neff_x_MH, Neff_y_MH = MH_sampler_count(Nsamp,theta_start,zdata,data,cov,proposal_sigma)\n",
"fraction_accepted=float(Naccepted)/Nsamp\n",
"fraction_accepted"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "3f5a4af3-e990-4f2f-9a69-cb8e6895ca4e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,6))\n",
"plt.plot(Ncalls_psi_MH[2*Nburnin:],Neff_x_MH[2*Nburnin:],color=\"C0\",ls=\"-\",label=\"$\\Omega_\\mathrm{m}$, MH\")\n",
"plt.plot(Ncalls_psi_MH[2*Nburnin:],Neff_y_MH[2*Nburnin:],color=\"C1\",ls=\"-\",label=\"$h$, MH\")\n",
"plt.plot(Ncalls_psi_HMC[Nburnin:],Neff_x_HMC[Nburnin:],color=\"C0\",ls=\"--\",label=\"$\\Omega_\\mathrm{m}$, HMC\")\n",
"plt.plot(Ncalls_psi_HMC[Nburnin:],Neff_y_HMC[Nburnin:],color=\"C1\",ls=\"--\",label=\"$h$, HMC\")\n",
"plt.xlabel(\"Number of function evaluations\")\n",
"plt.ylabel(\"$N_\\mathrm{eff}$\")\n",
"plt.title(\"Effective sample size versus number of function evaluations\")\n",
"plt.savefig(dir+'Supernova_HMC_ESS.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_HMC_ESS.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.legend(loc=\"best\")"
]
},
{
"cell_type": "markdown",
"id": "cf261ad3-3449-4f45-80c9-375578bd8a02",
"metadata": {},
"source": [
"## Three-parameter problem"
]
},
{
"cell_type": "markdown",
"id": "3a23e278-7f51-4e19-9592-300c6494a4e2",
"metadata": {},
"source": [
"### Theory: exact calculation"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "a4529dd3-0703-4fb1-b9eb-4c54d4a7d3b3",
"metadata": {},
"outputs": [],
"source": [
"def mu3(z,Omega_m,h,Omega_v):\n",
" this_D_L = D_L3(z,Omega_m,Omega_v)\n",
" if np.all(this_D_L > 0) and np.all(h > 0):\n",
" return 25. - 5.*np.log10(h) + 5.*np.log10(this_D_L)\n",
" else:\n",
" return 0. # or raise ValueError(\"Invalid value for D_L\")\n",
"\n",
"def r(z,Omega_m,Omega_v):\n",
" from scipy.integrate import quad\n",
"\n",
" Omega_k = 1 - Omega_m - Omega_v\n",
"\n",
" def integrand(z,Omega_m,Omega_k,Omega_v):\n",
" return 1./np.sqrt(Omega_m*(1+z)**3 + Omega_k*(1+z)**2 + Omega_v)\n",
"\n",
" z = np.atleast_1d(z)\n",
" I = np.array([quad(integrand, 0, zi, args=(Omega_m,Omega_k,Omega_v))[0] for zi in z])\n",
" return I\n",
"\n",
"def S_k(r,Omega_m,Omega_v):\n",
" Omega_k = 1 - Omega_m - Omega_v\n",
" if Omega_k>0:\n",
" return np.sin(np.sqrt(np.abs(Omega_k))*r)\n",
" elif Omega_k<0:\n",
" return np.sinh(np.sqrt(np.abs(Omega_k))*r)\n",
"\n",
"def D_L3(z,Omega_m,Omega_v):\n",
" Omega_k = 1 - Omega_m - Omega_v\n",
" if np.abs(Omega_k)>0:\n",
" return 3000.*(1+z)*1/np.sqrt(np.abs(Omega_k))*S_k(r(z,Omega_m,Omega_v),Omega_m,Omega_v)\n",
" else:\n",
" return 3000.*(1+z)*r(z,Omega_m,Omega_v)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "a0fee47d",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle D_L^*(h=1., \\Omega_\\mathrm{m} = 0.3) = 4632.178$"
],
"text/plain": [
""
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Math(f\"D_L^*(h=1., \\\\Omega_\\\\mathrm{{m}} = 0.3) = {D_L(1.,0.3):.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "015f109a",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle D_L^*(h=1., \\Omega_\\mathrm{m} = 0.3, \\Omega_\\Lambda = 0.7) = 4628.562$"
],
"text/plain": [
""
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Math(f\"D_L^*(h=1., \\\\Omega_\\\\mathrm{{m}} = 0.3, \\\\Omega_\\Lambda = 0.7) = {D_L3(1.,0.3,0.7)[0]:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "b0e936ba",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle D_L^*(h=1., \\Omega_\\mathrm{m} = 0.3, \\Omega_\\Lambda = 0.71) = 4647.173$"
],
"text/plain": [
""
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Math(f\"D_L^*(h=1., \\\\Omega_\\\\mathrm{{m}} = 0.3, \\\\Omega_\\Lambda = 0.71) = {D_L3(1.,0.3,0.71)[0]:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "6762ed14-23cd-4ecd-b5e0-1ab6a76c2471",
"metadata": {},
"outputs": [],
"source": [
"zs=np.linspace(1e-3,2,100)\n",
"Omega_m=0.3\n",
"h=0.7\n",
"mus={}\n",
"for Omega_v in [0.6,0.7,0.8]:\n",
" mus[Omega_v]=mu3(zs,Omega_m,h,Omega_v)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "173b0bbd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(14,6))\n",
"fig.subplots_adjust(wspace=0.1)\n",
"spec = fig.add_gridspec(2, 2, height_ratios=[1.9, 1])\n",
"ax0a = fig.add_subplot(spec[0, 0])\n",
"ax0b = fig.add_subplot(spec[1, 0], sharex=ax0a)\n",
"ax1 = fig.add_subplot(spec[:, 1])\n",
"\n",
"ax0a.set_xscale('log')\n",
"ax0a.set_prop_cycle(cycler('color', plt.cm.cool(np.linspace(0.1, 0.9, 3))))\n",
"for Omega_v in [0.6,0.7,0.8]:\n",
" ax0a.plot(zs,mus[Omega_v],label=\"theory, $\\Omega_\\mathrm{v}=$\"+str(Omega_v))\n",
"ax0a.errorbar(zdata,data,2*np.sqrt(np.diagonal(cov)),ls=\"\",lw=3,marker=\"o\",ms=4,color=\"black\",label=\"data\")\n",
"\n",
"ax0a.set_ylabel(\"distance modulus $\\mu$\")\n",
"ax0a.legend(loc=\"best\")\n",
"ax0b.set_xlabel(\"redshift $z$\")\n",
"\n",
"ax0b.set_prop_cycle(cycler('color', plt.cm.cool(np.linspace(0.1, 0.9, 3))))\n",
"for Omega_v in [0.6,0.7,0.8]:\n",
" ax0b.plot(zs,mus[Omega_v]/mus[0.7],label=\"theory, $\\Omega_\\mathrm{m}=$\"+str(Omega_m))\n",
"ax0b.errorbar(zdata,data/mu3(zdata,Omega_m=Omega_m,h=h,Omega_v=0.7),2*np.sqrt(np.diagonal(cov))/mu3(zdata,Omega_m=Omega_m,h=h,Omega_v=0.7),ls=\"\",lw=3,marker=\"o\",ms=4,color=\"black\",label=\"data\")\n",
"ax0b.set_xlabel(\"redshift $z$\")\n",
"ax0b.set_ylabel(\"distance modulus $\\mu$ (scaled)\")\n",
"ax0b.tick_params(axis='x', which='both', bottom=True, top=True)\n",
"\n",
"im = ax1.imshow(cov,cmap=\"RdBu\",vmin=-0.01,vmax=0.01,interpolation=\"nearest\")\n",
"ax1.set_title(\"covariance matrix\")\n",
"plt.colorbar(im, ax=ax1, extend=\"both\")\n",
"\n",
"plt.savefig(dir+'Supernova_theory_data_covmat_Omegav.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_theory_data_covmat_Omegav.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "97dad8ed-85b5-444c-8928-ac5b6b57b9a4",
"metadata": {},
"source": [
"### Theory: interpolation"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "03586e13",
"metadata": {},
"outputs": [],
"source": [
"from scipy.interpolate import RegularGridInterpolator\n",
"x = np.linspace(1e-4, 1., 100)\n",
"y = np.linspace(1e-4, 1., 100)\n",
"xx, yy = np.meshgrid(x, y)\n",
"z = np.array([[D_L3(zdata,xi,yi) for xi in x] for yi in y])\n",
"f = {}\n",
"for n in range(len(zdata)):\n",
" f[n] = RegularGridInterpolator((y, x), z[:, :, n])\n",
"\n",
"def D_L3_interp(Omega_m, Omega_v):\n",
" point = np.array([[Omega_v, Omega_m]])\n",
" return np.array([f[n](point)[0] for n in range(len(zdata))])\n",
"\n",
"def mu3_interp(Omega_m, h, Omega_v):\n",
" return 25. - 5.*np.log10(h) + 5.*np.log10(D_L3_interp(Omega_m, Omega_v))"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "b631000b-91e8-45b7-bc8a-032309af1249",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"true mu3: [33.17899561 33.57864895 33.9171205 34.21080835 34.5895509 35.01182182\n",
" 35.28357467 35.67467887 36.06979813 36.40696897 36.79180118 37.16065082\n",
" 37.51289302 37.87719862 38.26747049 38.64645833 39.03004103 39.42588432\n",
" 39.82324253 40.2154906 40.62846866 41.03998394 41.45925523 41.89000936\n",
" 42.32139557 42.76532817 43.2096594 43.66388846 44.12157076 44.57965953\n",
" 45.04117174]\n",
"interpolated mu3: [33.17899561 33.57864896 33.9171205 34.21080835 34.58955091 35.01182183\n",
" 35.28357468 35.67467889 36.06979816 36.406969 36.79180123 37.16065089\n",
" 37.51289312 37.87719875 38.26747068 38.64645858 39.03004139 39.42588483\n",
" 39.82324324 40.21549157 40.62847003 41.03998586 41.4592579 41.89001309\n",
" 42.32140073 42.7653353 43.20966909 43.66390154 44.12158811 44.57968205\n",
" 45.04120034]\n",
"max error: 2.8596597665853096e-05\n"
]
}
],
"source": [
"print(\"true mu3: {}\".format(mu3(zdata,0.2,0.7,0.85)))\n",
"print(\"interpolated mu3: {}\".format(mu3_interp(0.2,0.7,0.85)))\n",
"print(\"max error: {}\".format(np.abs(mu3(zdata,0.2,0.7,0.85) - mu3_interp(0.2,0.7,0.85)).max()))"
]
},
{
"cell_type": "markdown",
"id": "e47ebd71-5bce-4362-856e-952b9feb159d",
"metadata": {},
"source": [
"### Log-likelihood and log-posterior"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "921e4fe1-cb62-45f9-87dd-71c32e7098c3",
"metadata": {},
"outputs": [],
"source": [
"def target_lh3(theta,data,cov,Ncalls=-1):\n",
" Omega_m, h, Omega_v = theta[0], theta[1], theta[2]\n",
"\n",
" # Likelihood part\n",
" theory = mu3_interp(Omega_m,h,Omega_v)\n",
" ans = ss.multivariate_normal.logpdf(theory,mean=data,cov=cov)\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans\n",
"\n",
"def target_logpdf3(theta,data,cov,Ncalls=-1):\n",
" Omega_m, h, Omega_v = theta[0], theta[1], theta[2]\n",
"\n",
" # Prior part\n",
" theta_mean = np.array([0.3,0.7,0.7])\n",
" theta_cov = np.array([[0.1**2,0,0],[0,0.1**2,0],[0,0,0.1**2]])\n",
" ans = ss.multivariate_normal.logpdf(theta,mean=theta_mean,cov=theta_cov)\n",
"\n",
" # Likelihood part\n",
" theory = mu3_interp(Omega_m,h,Omega_v)\n",
" ans += ss.multivariate_normal.logpdf(theory,mean=data,cov=cov)\n",
" if Ncalls>=0:\n",
" return ans, Ncalls+1\n",
" else:\n",
" return ans"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "5844329e",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle \\mathrm{log-likelihood}(\\Omega_m=0.3, h=0.7, \\Omega_\\Lambda=0.7) = 44.687$"
],
"text/plain": [
""
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h=0.7\n",
"Omega_m=0.3\n",
"Omega_v=0.7\n",
"theta=np.array([Omega_m,h,Omega_v])\n",
"Math(f\"\\\\mathrm{{log-likelihood}}(\\\\Omega_m={Omega_m:.1f}, h={h:.1f}, \\\\Omega_\\Lambda={Omega_v:.1f}) = {target_lh3(theta,data,cov):.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "f1a44770",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle \\mathrm{log-likelihood}(\\Omega_m=0.3, h=0.7, \\Omega_\\Lambda=0.8) = 41.202$"
],
"text/plain": [
""
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h=0.7\n",
"Omega_m=0.3\n",
"Omega_v=0.8\n",
"theta=np.array([Omega_m,h,Omega_v])\n",
"Math(f\"\\\\mathrm{{log-likelihood}}(\\\\Omega_m={Omega_m:.1f}, h={h:.1f}, \\\\Omega_\\Lambda={Omega_v:.1f}) = {target_lh3(theta,data,cov):.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "8b6b0e73-0e10-4d69-b5a9-764108f3bfec",
"metadata": {},
"source": [
"### Metropolis-Hastings sampler"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "da0d4da0-eeb0-408c-90f2-9c9f2d1a2c32",
"metadata": {},
"outputs": [],
"source": [
"def proposal_pdf3(proposal_cov):\n",
" # We introduce correlations or anti-correlations between parameters in the proposal covariance matrix\n",
" return ss.multivariate_normal([0,0,0],proposal_cov)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "457fc892-3ec9-4c28-9dbb-7b810fd8c881",
"metadata": {},
"outputs": [],
"source": [
"def MH_sampler(Nsamp,theta_start,zdata,data,cov,proposal_cov):\n",
" Naccepted=0\n",
" samples=list()\n",
" samples.append(theta_start)\n",
" theta=theta_start\n",
" for i in range(Nsamp-1):\n",
" theta_p = theta + proposal_pdf3(proposal_cov).rvs()\n",
" # the uniform/Gaussian proposal pdf satisfies the detailed balance equation, so the\n",
" # acceptance ratio simplifies to the Metropolis ratio\n",
" try:\n",
" log_a = target_logpdf3(theta_p,data,cov) - target_logpdf3(theta,data,cov)\n",
" except ValueError:\n",
" log_a = -np.inf\n",
" u = ss.uniform().rvs()\n",
" if np.log(u) < log_a:\n",
" Naccepted+=1\n",
" theta=theta_p\n",
" samples.append(theta)\n",
" return Naccepted, np.array(samples)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "57957dc4-f63f-4748-bc6b-04d688c65fc4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.4556"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Nsamp=10000\n",
"Nburnin=150\n",
"# proposal_cov=np.array([[0.02**2, 0, 0],\n",
"# [0, 0.02**2, 0],\n",
"# [0, 0, 0.02**2]])\n",
"proposal_cov=np.array([[ 7.93310918e-03, -7.96384748e-05, 3.26106044e-03],\n",
" [-7.96384748e-05, 4.91425771e-05, 1.48500330e-04],\n",
" [ 3.26106044e-03, 1.48500330e-04, 3.20024093e-03]])\n",
"theta_start=np.array([0.5,0.5,0.5])\n",
"Naccepted, samples = MH_sampler(Nsamp,theta_start,zdata,data,cov,proposal_cov)\n",
"fraction_accepted=float(Naccepted)/Nsamp\n",
"fraction_accepted"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "62399077-25d3-440a-bf0c-72f620ec21e2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1, ax2) = plt.subplots(3, 1, figsize=(10,9), sharex=True)\n",
"Ntrace=2000\n",
"ax0.set_title(\"MH trace plot, acceptance rate = {:.3f}\".format(fraction_accepted))\n",
"ax0.set_xlim(0,Ntrace)\n",
"ax0.set_ylabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax0.plot(np.arange(Ntrace),samples.T[0][:Ntrace],marker='.',color='C0')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"ax1.set_xlim(0,Ntrace)\n",
"ax1.set_ylabel(\"$h$\")\n",
"ax1.plot(np.arange(Ntrace),samples.T[1][:Ntrace],marker='.',color='C1')\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"ax2.set_xlim(0,Ntrace)\n",
"ax2.set_ylabel(\"$\\Omega_\\mathrm{v}$\")\n",
"ax2.plot(np.arange(Ntrace),samples.T[2][:Ntrace],marker='.',color='C2')\n",
"ax2.set_xlabel(\"sample number\")\n",
"ax2.axvline(Nburnin,color='black',linestyle=':')\n",
"\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_3params.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'Supernova_MH_trace_plot_3params.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "d9ee1280-8111-491c-8598-a345174d0ea8",
"metadata": {},
"outputs": [],
"source": [
"# Remove burn-in phase\n",
"samples=samples[Nburnin:,:]"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "064326e8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10,10))\n",
"ax0 = fig.add_subplot(2,2,1)\n",
"ax0.scatter(samples.T[0], samples.T[1], color=\"black\", s=2)\n",
"xbins, ybins, contours, chainLevels = get_contours_from_samples(samples.T[0], samples.T[1])\n",
"nContourLevels = len(chainLevels)\n",
"ax0.contourf(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1], alpha=0.5)\n",
"ax0.contour(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1])\n",
"ax0.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax0.set_ylabel(\"$h$\")\n",
"\n",
"ax1 = fig.add_subplot(2,2,3)\n",
"ax1.scatter(samples.T[0], samples.T[2], color=\"black\", s=2)\n",
"xbins, ybins, contours, chainLevels = get_contours_from_samples(samples.T[0], samples.T[2])\n",
"nContourLevels = len(chainLevels)\n",
"ax1.contourf(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1], alpha=0.5)\n",
"ax1.contour(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1])\n",
"ax1.set_xlabel(\"$\\Omega_\\mathrm{m}$\")\n",
"ax1.set_ylabel(\"$\\Omega_\\mathrm{v}$\")\n",
"\n",
"ax2 = fig.add_subplot(2,2,4)\n",
"ax2.scatter(samples.T[1], samples.T[2], color=\"black\", s=2)\n",
"xbins, ybins, contours, chainLevels = get_contours_from_samples(samples.T[1], samples.T[2])\n",
"nContourLevels = len(chainLevels)\n",
"ax2.contourf(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1], alpha=0.5)\n",
"ax2.contour(xbins, ybins, contours, levels=chainLevels,\n",
" colors=colors[0][:nContourLevels][::-1])\n",
"ax2.set_xlabel(\"$h$\")\n",
"ax2.set_ylabel(\"$\\Omega_\\mathrm{v}$\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "48bf4e45-f3bb-47ec-8375-60ca63153e53",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 8.12849232e-03, -1.31937137e-04, 2.90047850e-03],\n",
" [-1.31937137e-04, 5.00041374e-05, 1.41300112e-04],\n",
" [ 2.90047850e-03, 1.41300112e-04, 3.07007640e-03]])"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Compute the posterior covariance, which can be fed back to the sampler as proposal covariance\n",
"np.cov(samples.T)"
]
}
],
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"display_name": "base",
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