{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MCMC: Metropolis-Hastings algorithm and diagnostics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Florent Leclercq,
\n",
"Institut d'Astrophysique de Paris,
\n",
"florent.leclercq@iap.fr"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.stats import norm, binom, beta, multivariate_normal\n",
"from matplotlib import pyplot as plt\n",
"from scipy.integrate import quad\n",
"from cycler import cycler\n",
"from matplotlib.ticker import NullFormatter\n",
"np.random.seed(123456)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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/MCMC_MH/\"\n",
"!mkdir -p $dir"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## One-dimensional Metropolis-Hastings algorithm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this section, we consider a Bernoulli experiment (a series of $N_{\\mathrm{trials}}$ independent experiments, each with its own boolean-valued outcome). The target parameter is the success rate $\\theta$. The likelihood for this problem is a [binomial distribution](https://en.wikipedia.org/wiki/Binomial_distribution) and the [beta distribution](https://en.wikipedia.org/wiki/Beta_distribution) provides a family of conjuguate priors for Bayesian inference."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"groundtruth = 0.38\n",
"Ntrials = 100\n",
"Nsuccesses = binom(Ntrials, groundtruth).rvs()\n",
"Nsuccesses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analytic solution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If the likelihood is a binomial distribution with $N_{\\mathrm{successes}}$ for $N_{\\mathrm{trials}}$, and if the prior is a beta distribution with parameters ($\\alpha$, $\\beta$), then the posterior is a beta distribution with parameters\n",
"\\begin{equation}\n",
"\\alpha' = \\alpha+N_{\\mathrm{successes}}, \\quad \\beta' = \\beta + N_{\\mathrm{trials}} - N_{\\mathrm{successes}}\n",
"\\end{equation}\n",
"(see for example https://en.wikipedia.org/wiki/Conjugate_prior#When_likelihood_function_is_a_discrete_distribution)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def target_pdf(theta,Ntrials,Nsuccesses,lh,prior):\n",
" if theta < 0 or theta > 1:\n",
" return 0\n",
" else:\n",
" return lh(Ntrials,theta).pmf(Nsuccesses)*prior.pdf(theta)\n",
"\n",
"def target_logpdf(theta,Ntrials,Nsuccesses,lh,prior):\n",
" if theta < 0 or theta > 1:\n",
" return -np.inf\n",
" else:\n",
" return lh(Ntrials,theta).logpmf(Nsuccesses)+prior.logpdf(theta)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"a = 10\n",
"b = 10\n",
"lh = binom\n",
"prior = beta(a,b)\n",
"posterior = beta(a+Nsuccesses, b+Ntrials-Nsuccesses)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"thetas = np.linspace(0, 1, 200)\n",
"plt.figure(figsize=(10,6))\n",
"plt.xlim([0,1])\n",
"plt.ylim([0,12])\n",
"plt.xlabel(\"$\\\\theta$\")\n",
"plt.plot(thetas, prior.pdf(thetas)/quad(prior.pdf,0,1)[0], label=\"prior\")\n",
"plt.plot(thetas, lh(Ntrials,thetas).pmf(Nsuccesses)/quad(lambda theta: lh(Ntrials, theta).pmf(Nsuccesses),0,1)[0], label=\"likelihood\")\n",
"plt.plot(thetas, posterior.pdf(thetas)/quad(posterior.pdf,0,1)[0], label=\"posterior\")\n",
"plt.axvline(groundtruth,color='black',linestyle='--',label=\"groundtruth\")\n",
"plt.title(\"Analytic solution\")\n",
"plt.legend(loc='best')\n",
"plt.savefig(dir+'MH_1D_analytic_solution.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_1D_analytic_solution.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Metropolis-Hastings sampler"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def proposal_pdf(sigma):\n",
" return norm(0,sigma)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def MH_sampler(Ntries,theta_start,Ntrials,Nsuccesses,lh,prior,proposal_sigma):\n",
" Naccepted=0\n",
" samples=np.zeros(Ntries+1)\n",
" samples[0]=theta_start\n",
" theta=theta_start\n",
" for i in range(Ntries):\n",
" theta_p = theta + proposal_pdf(proposal_sigma).rvs()\n",
" # the Gaussian proposal pdf satisfies the detailed balance equation, so the\n",
" # acceptance ratio simplifies to the Metropolis ratio\n",
" # for numerical reasons, it is better to use the log of the ratio\n",
" log_a = min(0, target_logpdf(theta_p,Ntrials,Nsuccesses,lh,prior) - target_logpdf(theta,Ntrials,Nsuccesses,lh,prior))\n",
" u = np.random.uniform()\n",
" if np.log(u) < log_a:\n",
" Naccepted+=1\n",
" theta=theta_p\n",
" samples[i+1] = theta\n",
" return Naccepted, samples"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"Ntries1=2000\n",
"Ntrace=1000\n",
"Nburnin=50\n",
"proposal_sigma=0.1\n",
"theta_start=0.6\n",
"Naccepted, samples = MH_sampler(Ntries1,theta_start,Ntrials,Nsuccesses,lh,prior,proposal_sigma)\n",
"fraction_accepted=float(Naccepted)/Ntries1"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,6))\n",
"ax.set_xlim(0,Ntrace)\n",
"ax.set_xlabel(\"sample number\")\n",
"ax.set_ylabel(\"$\\\\theta$\")\n",
"ax.set_title(\"Trace plot, acceptance rate = {:.3f}\".format(fraction_accepted))\n",
"ax.plot(np.arange(Ntrace+1),samples[Ntrace:],marker='.',color='C4')\n",
"ax.axvline(Nburnin,color='black',linestyle=':')\n",
"plt.savefig(dir+'MH_1D_trace_plot.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_1D_trace_plot.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.4535"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fraction_accepted"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"burnedin_samples=samples[Nburnin:]\n",
"plt.figure(figsize=(10,6))\n",
"plt.xlim([0,1])\n",
"plt.ylim([0,12])\n",
"plt.xlabel(\"$\\\\theta$\")\n",
"plt.plot(thetas, prior.pdf(thetas), label=\"prior\")\n",
"plt.plot(thetas, lh(Ntrials,thetas).pmf(Nsuccesses)/quad(lambda theta: lh(Ntrials, theta).pmf(Nsuccesses),0,1)[0], label=\"likelihood\")\n",
"plt.plot(thetas, posterior.pdf(thetas), color='C2', linestyle='--', label=\"analytic posterior\")\n",
"plt.hist(burnedin_samples, 20, histtype='step', density=True, color='C2', linewidth=2, label=\"MH posterior\")\n",
"plt.axvline(groundtruth,color='black',linestyle='--',label=\"groundtruth\")\n",
"plt.title(\"Metropolis-Hastings sampling\")\n",
"plt.legend(loc='best')\n",
"plt.savefig(dir+'MH_1D_posterior.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_1D_posterior.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Markov Chain diagnostics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1- Step size"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"Ntries2=1000\n",
"theta_start=0.6"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Suitable step size\n",
"proposal_sigma_1=0.1\n",
"Naccepted_1, samples_1 = MH_sampler(Ntries2,theta_start,Ntrials,Nsuccesses,lh,prior,proposal_sigma_1)\n",
"fraction_accepted_1=float(Naccepted_1)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Step size too large\n",
"proposal_sigma_2=4\n",
"Naccepted_2, samples_2 = MH_sampler(Ntries2,theta_start,Ntrials,Nsuccesses,lh,prior,proposal_sigma_2)\n",
"fraction_accepted_2=float(Naccepted_2)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Step size too small\n",
"proposal_sigma_3=0.003\n",
"Naccepted_3, samples_3 = MH_sampler(Ntries2,theta_start,Ntrials,Nsuccesses,lh,prior,proposal_sigma_3)\n",
"fraction_accepted_3=float(Naccepted_3)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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zL/sjSfcc+yM99kfJ9UctLS26Zbu6uqRgMKg75yXaxyRyX5NOPkmSJBcTAikJnZ2daGtrQ0VFhTJHQKZUa+ns7ERHRwcqKiqUNHZRem5zczMaGxvx1ltv6YYINDc349ixY8pElkCsAo7f78ezzz6rSTXevXs3uru7lcmEnaivr8fIyAh27doFIJbOHAqF0NzcjI6ODuzevVuTJt3e3q68t2AwiJGREeH8JnaXk0txmy3X0NCAzs5OvPXWWzhw4ACKi4sRDofR19eHpqYmw9RquQ3V1dUA9BOO2nnve/bswYsvvojOzk5Eo1HU1tYq+19eTh4aUFVVpZuPxM39YCQcDiv7SG5jMBgUfl8S/byN9mGybZ9vdr+bu3fvRjgcNkxD7+7uRmNjo/L99Pv9CIVC2LVrl+697969G9Fo1LSKH+DsO0/Jy+Q+BrB3DCbaN7BfyPx+AWDf4IQbfYOTaz875/pAIGA6FDIYDGZlBUi3ZfK53o37CSfrcbpsQ0MDgNgwx5GRERQXFxuef9kf6bE/Yn8kkmx/1NzcjOHhYeV7GQwGsW/fPt1xmGgfY/e+xisY4KOMFY1GXatY5TVyh5BxY/6JiNIsW/sG9gtERJmF/RERzbecdDeAKFHhcDhjqtkQEdH8YN9ARERewP6IiOYbA3yUsY4fP55U6WwiIso+7BuIiMgL2B8R0XxjgI8yltkY+kyXze+NiCiVsvX8ma3vi4goW2XreTtb3xdRNmCAjzJSa2urZycKTUY4HMbu3btx4MABdHd3Y/fu3ejs7Ex3s4iIMkI29g3sF4iIMg/7IyJKBxbZICIiIiIiIiIiymDM4CMiIiIiIiIiIspgi9LdgEw2MzODgYEBLFu2DD6fL93NISIiAUmScOPGDZSVlSEnJ/2/a7HvICLKDOw/iIjIqXT2HQzwJWFgYAD33ntvuptBREQ2XLx4EevWrUt3M9h3EBFlGPYfRETkVDr6Dgb4krBs2TIAsQ9u+fLlaW4NERGJjI2N4d5771XO2enGvoOIKDOw/yAiIqfS2XcwwJcEOTV++fLl7GSJiDzOK8OZ2HcQEWUW9h9ERORUOvqO9E8mQURERERERERERAljgI+IiIiIiIiIiCiDMcBHRERERERERESUwRjgIyIiIiIiIiIiymAM8BEREREREREREWUwBviIiIiIiIiIiIgyGAN8REREREREREREGYwBPiIiIiIiIiIiogzGAB8REREREREREVEGY4CPiIiIiIiIiIgogzHAR0RERERERERElMEY4CMiIiIiIsogg/2jONF5AYP9o+luChERecSidDeAiIiIiIiI7On421O4+smE8vfm7asR+mZlGltERERewAw+IiIiIiKiDHHuw+uav08fvcpMPiIiYoCPiIiIiIgok105ywAfEdFCxwAfERERERFRBitaVZDuJhARUZoxwEdERERERJTBRocmMB6ZTHcziIgojRjgIyIiIiIiymCH28/ih98+gp7DA+luChERpQkDfERERERERBlOkoBDr/Qyk4+IaIFalO4GxItGo2hsbERJSQkAoK+vD01NTfD7/Y7W09DQgJKSEgwPDwMA9u3bp1mHW9uh+dPQ0ID29naMjIzgrbfeQlVVVbqbRERERCkWjUaxe/duhMNh+P1+dHV1pbtJRJ4lzcSG6xYG8tPdFCIyYdS3sc+jZHgug+/pp5/Gs88+i71792Lv3r1oaGhAdXU1otGordeHw2Hs2rVLWUdTUxMA4MUXX3R1OzT/mpqa0NbWlpWfUXd3d7qboOG19jhRUVGB+vr6dDeDiOYZz1vu8OJ+9Pv96Ojo4A97RDb4clhwwykvnvfsYv+RuYz6NvZ5lAxPBfhaW1sBQHMwB4NBVFVVobGx0dY6du/ejfr6es06uru7UVxc7Op2KD2CwWC6m5ASLS0t6W6Chtfa4xQzcYkWHp633OHl/bht27Z0N4HI8x7/agWz9xzy8nnPDvYfmc2ob2OfR4nw1BDdtrY21NTU6B7ftm0bWlpalGw8I+3t7QiHw6itrdU83tHR4ep24h157Swe21mB0vIiR68j57zSgbktHA6nuwkaXmuPE319feluApEtHX97CtLkIty9O4PcRTlYnJeLu1PTSf0tzUhYvqIADz25dsH1STxvuSOT9yMRAaPXJtLdhIyTyec99h9EpOapAF9nZ6cwuBYMBhEOhxGNRk0DPC0tLcLAndvbiffxby6j72gUm7evRuiblbZfRwTEAtNe4rX2EGWrcx9eR8GSpa6vd+DTUfQeubqg+iSet9zB/UiU+U79dgA1XylnFp9NPO+5g/uRyBs8M0TXbF41Odhm9avA8ePHEQwG0dnZiebmZjQ3N6O+vl4zH0Ay25mamsLY2Jjmf2qnj17FYP+oaRuJ1MLhsG5+yHTyWnuIsoFV35EqC6VP4nnLHdyPRN6TUP8hxYpskDWe99zB/UjkHZ7J4BsZGQFgPgRTXsZINBpVMvD27t2rPLZx40al6moy22lsbMR3vvMd0zZcOTu64IZF2RWNRtHa2qrs+66uLt18iWqdnZ3o6OhARUWF8tiePXtMt9Hc3Kysv6+vDxUVFairqxOuu62tDX6/HyUlJQgGg6itrUV7e7syH2M0GsXTTz+tZHSqKxg1NzejpaUFIyMjaGtrQygUcvxeW1tb0dHRgeLiYhw/fhy7d+9WnmtqatLNN2j3vRkJh8PK+xsZGUE0GkUwGMSxY8fQ1NTkanvC4bBS/ammpgZtbW3K3JfDw8OIRqNoaGhwNKeiVfsBYNeuXcKKUz6fT/mM1cdTS0sLwuEwIpGI7fdG5JSdviNVMr1P4nlrfs5bTvejPCWK3+9XfjiVr7tEnC7vlJ0+V/357tmzRzl+gNhULvHTubS2tiIajWJ4eFjZl/LybW1tmuXZZ1CqJNp/XOwdwdrNgRS0KHOw/2D/IbPal/GfX0dHh/L59fX1obu7G01NTaiqqkJ3dzeOHz8OINbXVFRUCNvj9L6XyDWSR/T19UkApJaWFt1zbW1tEgCpo6PD8vXBYFD3XF1dnfJ4MtuZnJyURkdHlf9dvHhRAiD9p3/xc+m/178l/ff6t6Sr56J23/KCs3fvXs3fkUhE8vv9wv29d+9eqa6uTrd8XV2dBEDq6urSvaaqqkpqa2vTPFZbW6vb7t69e6VgMChFIhHlsb6+Pqmjo0Oqra3Vrbu2tlaqqqrSbU8+lozab/e91tXVSaFQSPd4Iu/NSCQSkWpra3WPt7S06B53sz2hUEiqqqrSfd+6urokv9+vW4db7Y//vETnha6uLgmArg3J7mvyntHRUQmANDo6mpbt2+k7UvW/TO6TeN6a//OWnf1YW1ur2zd9fX1SVVWV1NfXl/TyZpqamoT9sZM+NxQKSbW1tVJTU5MkSZLU0dEhAdC0Rf28JMU+M7/fr/lbxj4ju3m5//irf/mWdPLQRcPz/42RCUmSJOnGyIR0sXdE+XshYP/B/kPmZF/W1tZKoVBIamlp0dwntrW1SX6/X+rq6tL1K8FgUBhXcNIvGfVtRo+T96Wz7/DMEF25yq1oCK2cUaeuhGv0elFUvKKiQsnsS2Y7eXl5WL58ueZ/apu3r87oTIlU6u7uVn6Bkfn9ftTV1aGhoUGzbGdnJ1pbW3WVmPx+v2EZ+ObmZgDQFVhpampCc3Ozsl15+HZHR4cmi1Oef1E0f4RRBSOjX+GcvFc77L43M52dncLjuq6uzvR7lWx7qqqqEA6Hdb8CVlVVYd++fXjxxRdNh80n0n71L5VA7LsuOm52796Nuro6zftwY18TxbPqO1Il0/sknre8d95qbW0V7ptgMIj6+npdm50unwinfa6cgSFn3odCIUQiEaVP7+zsRHt7uyYjo66uDtFoVLlGkN8P+wxKNaP+w5cD7HxuCzZuXWH42v6T1/Hh2xfxg31H8PpfnsAPv30EPYcH5qvpacX+g/2HzMm+DAaDOH78OGpqajT3iaFQCNFoFC0tLbpRW6FQCG1tbZrH3L4XJHLCMwE+O0UtzNKazV6vnlsv2e0Y+cw/L18wk5knwu/3Y2RkRNdRyMFXtYaGBt3JU2b02TQ0NODZZ58VLu/3+9HZ2alZt2g9Rtt0ysl7tcPuezMTDAZx4MABzXyUMnUqfSraY/SZyTdMcgq8mWTaPzIyogv8NzQ0YGRkRBdEdmNfE9kVfHQFSjcuw4r1S1EaXIZ1W/xJ/V20em5C9aovb8j4PonnLe+dt4y2BcSm0Ojs7NRsz+nyiUikz43fv+prw46ODuHnX1VVhVdffVXzGPsMSpc//v98FpU7ylAYyMeGh8UBq+jVW/jtgTPK35IEHHqlF+ORyflqZtqw/2D/IXOyL0tKShCNRnX7T+4j4oOp8nPx03u5fS9I5IRn5uADYgEWUalveZy8VXBOnjdN9Hpg7oSb7HZElq+4x/FrFpJgMKiZ70HOqFTPFyHr7u42PKGLyCfKvr4+wwpO8ufd3d1tOG9DIoFdo/XYfa9WnLw3M1VVVQiFQqiurkYwGEQoFMKuXbtQW1vrKLDpVnuAWOfn9/tx7NixlLY/GAxqPls5izP+83DzvRHZEfrmg65m85165zIOvXIaAFC0ssC19aYLz1veOm/JfZnR/EHytZOcHed0+UQl0uea9fcVFRXCuZjla0T1dgD2GZQe6gq52/7ZRpz/SH/MSj7966SZWAGObK+wy/6D/YfM6b406x/szp/n5r0gkVOeCvDt3r1bmTRUraOjQ5c6LFJfXy9Mez127BiqqqqUk0Gy26HERKNRNDY2IhqNorq6WjnZHjhwQFlG7mycBFnl1+zevVt4opY/U3m5kpKSRN+CbXbeqx1235sdbW1tSnEReRh0MBhEW1ub7Q7LzfYAc0Oj7XCj/UCs7Xv37tW9xu33RpRWUrob4A6et2K8cN6y857VN69Ol0+G0z7XbIiePBQrHA4rN3ry3+ofH9lnkFeUlhdh8/bVOH30qubxk29f0i3rywGKVmX+D0B2sP+IYf/hbF8mkugj4ta9IJFTnhmiC8zNaaJOtw2HwwiHw7qAXEVFhS6YV1dXh2AwqEl97u7uRmdnJ15++eWEtmOblCV3UykSDoexceNGVFRUoKWlRfmsRHMfAOI5Eo3YfY283PDwsP2GJ8DuezUj/5KWyP4wahMQu3FpaWlBX18fIpEIqqqq8PTTT897e9TtspM5mWz7Zbt370ZxcbHmey5/991+b0TzzecTpGtkMJ63YtJ93nKyH9VZbk6XT5Qbfa5aMBhEXV0d6uvrlf384osvoqWlRXMjyD6DvCT0zUosX2mdlbfxkZVZn70HsP+Qsf9wb1864Xa/ROSEpwJ8QKyEdFtbG5qbm9Ha2oqmpiZ0dHQ4en1fX58y+WZLSwu6urp00flktxOP4T1zu3fvVi6a1eKHwXR2diIYDDpKCZeHVZv9iqMepi2ag0G9jF1Gyzt5r0bPyZ2Rk/dmRjRPhd/vR1tbG4qLi3W/lKW6PfJy0WjUsIhJMu0XaW9vR3t7u3AiXMDd90aUblIW/OjE81Z6zltm+1H9dzz5cXnfOF0+UYn0uWai0Sh27dqFtrY2dHd3o7u7Gy+//LJwonf2GeQlN6NTlsuET1zDiTfPz0Nr0ov9B/sPmRv70im3+yUiJzwX4PP7/WhpacHevXtRV1eHlpYWYXS+r6/PMNuuqakJLS0tyv9Er7e7Hdsy/14qpYzmSOjq6tJ0HnIWpVH68vHjx4WPNzU1GU5a293drbyuqakJnZ2dwg7LaJt+v1+4vNFJ2cl7BWLZqGYdqN33ZiW+g5fFB7/dbo/RuhobG+H3+w3nRIxnt/0i0WgUL774IpqamnTLHzt2TPlFza19TZQW2ZXAB4Dnrfk+b9nZj/GTtMva29tRVVWlGdbldPlEOO1zrRw/fhwjIyPw+/2ora1FbW2t4ZAt9hnkFedOXsP0HXs3I+/+tG9BFNpg/8H+Q5bMvkyE2/0SkROeC/BlqixIlkipUCikC4iFw2Hs2rULQKwj6u7uRk1NDWpra7Fnzx7dEOxoNKqcoON/Aamrq0MoFNKVTI9Go+js7FROsrW1tairq9NVTQqHw4ZZg3v27FEmR1WvV25D/MnZyXuVl1evv7u7W9Ph2H1vVkQVpNSZjer2u92e+Ml7u7u70drairfeestW2520X/24TP4lLf6iKjpbzUy+eXNrXxORO3jemt/zltV+lOdxiu+fu7u70dLSoruJcrq8HfH7yWmfq+6/RWpqatDU1ITu7m4l48YI+wzyivMf259+RpJihTayHfsP9h8yu/tyeHjY9JxvN6PRab9ktm6nWZREPikbxvGkydjYGIqKivCf/sXP8c++VY0HnihLd5M8rb6+HiMjI8rJTa5k1NzcjI6ODuzevVuTytze3o5jx45pSpLv2bMHgUAAfr8fe/bs0f2y09raiq6uLlRUVCAYDGJkZESXHi1ad3FxMUKhEAKBgHBId2dnJ1paWrBt2zZNp+jz+eD3+xEKhTQdTSLvtaOjA9XV1cq649l9byLt7e2aiX3lm5toNCr8JdGt9jQ0NKCzsxNvvfUWDhw4oKTCyxm4dieytdN++ddKOUMzFAqhqakJ4XBY2d/y+4lGo+jr61OyNtWVruy+N8oc8rl6dHTU1aq1XmtPz+EBHPxRLwBg53Ob8eDn17q27nTgeSs95y27+7Gvr08pWjU8PIx9+/YZ7huny8eL30+1tbWor69Xbj7t9LmhUEj5bOV1BINB4WiQ5uZm3U2l3+9Xgn/x1wjsM7JXpvQf505ewy/++iN7K/EB3/juE1k9Fx/7D/Yf6jY53Ze1tbV49tlnUVtbq/Qj8jRSVVVVaGtrQzgc1vUpTvulPXv2CPu2mpoa0z6PvC+dfQcDfElQB/i+8r9Vo3IHA3yZLBqNGgb4KDFyx8ey8JROmXKDlix1gO8Lf7IZDz2Z2QG+dOF5a2FraGhARUWF7sY0HA6js7MTDQ0NePnll1kld4HIpP6jvfk4BsNj1itJcYBvPDKJ6NAE/KsKsjqIKML+g4iA9PYdi+Z1a0RERJQSWVZEl2jetbe3K3MBx5MnTC8uLkZjYyMDfOQ5tXtrcO7kNVz4eBjLVhYgx+fD3TvTeO/1c9oFZ4fopiL49u7PzqL7jQvK348/U4GqL21wfTtERCTGAJ9bmAdJRERElLFGRkaUyeeN+P1+y2WI0mXj1pXYuHWl8vd4ZBLv/fyc5j7FlwMUrSpwfdu/bDmJ8Inrmsfefa0PPgCPMchHRDQvWGTDJRzpnPnMJt2mxHBiWKL5xBQ+N/C8tXDV1dUhHA7rJsiXydl9ogw/Ii8qDORj7f0BzWP3f2a169l7g/2juuCe7MgCqdoLsP8govRjBh8R5ubMAIAXX3wRNTU1hqXZyVr8xLO7d+/m5LBE84k/OjnG8xYBQEdHB9rb29HQ0ICSkhJlInf5xr2trc325O5E6TYemcTlT7UFFU6/dxXb/yDoapBv4Oyo8ZMpHBLsFew/iMgrGOBzCe+lMht/jXdXMBh0VL6eiJLHOfiSw/MWyWpraznHHmWF6NCEfhohCej8wScIfeMB14JuZZuKTJ9PxZBgL2H/QURewSG6REREWYY/OhERkd8gsHa5N4If7DuCnsMDrmyntLwIBcsWi5/kj09ERPOGAT638G6KiIjSiTdRRESkUhjIxyNP32v4/KH9va7MjzcemcTEjTviJ2eH6BIRUeoxwOcSxveIiCidGN8jIqJ4j4aMA3ySS8G3qMU6zhwfXDCFNoiI0okBPiIiIiIioix0c3TK+EmfO/PjGQ0Flp16ZwA//LZ7Q4KJiEiMAT6XMIOPiIjSSlVlg30SEREB5hVuHw2td6XQxrs/67NcRpKAgy4NCSYiIjEG+FzDuykiIiIiIvIOswq3ZfeZV7+1Y7B/FJ++N2hvYQn48O1LSW+TiIjEGOBzCbMliIjIO9gpERFRrMLt5u2rhc/94q8/Quf3e5Jav1mGoMiHnReYxUdElCIM8LmF91JEREREROQxoW9W4iv/6mHhc6ePXsVgv7MgnWywfxSDYWevdauwBxER6S1KdwOIiIgoeaop+JhVTkREGovzjG/7rpwdRWm5s+G6b7R+hL7uawm1xY3CHkREpMcMPpdIvJsiIiIiIiIPMqt0u8Zknj6Rd3/Wl3Bwz8h4ZBKXTkdcGb7r5rqIiDIJM/iIiIiygSqDj9NGEBGRWmEgHzuf34xD+09rHi8NLneUvTcemUT3G+eTasvo0ISmeu+p317WtOupF7agckdZQuvuOTyAQ/t7IUmxzPadzye+LiKiTMMMPpcwgY+IiIiIiLxqw4MluseG+sccZbq9+TenbC33O996EBsfXSF87ko4qmxzPDKpCzoe3N/rOPtuPDKJM8cHcXA2uAfE7s8O7u/FmeODzOYjogWBGXxuYYCPiIjSyKdJ4SMiItKKCopbSDP6jDojg/2juGKjaq7PB6yuKMKmmlIc/0U/3vt5WPP8e6+fw3uvn8NTL2zB4rxc/Qok4GrfKDbVWLcJiGXtHfxRr/hJCXjze7Gg5OPPVKDqSxtsrZOIKBMxg88lEiN8RERERETkUf5VBZqCTLKh82O2Xj9gI7iH2WGxcsCw+neNA2qH9vdi8uYdw/XYMR6ZNA7uxXn3tT6ceDO54cVERF7GAJ9bGN8jIqJ00lTRZadERERahYF8bP9ahe7xIz/tszWEtcykGMfGR1bgd158EN/47hOaOe98oojiLEkCCpYuFj53Y9jekNojPz1razll+dfsvVciokzEAB8REREREdECsGrDcv2DEvDh25csX1taXoT8Qn1A7vFnKvCVf7kVm6pLdUN9B/vNs/7OfzwsfPxdG0HH7jfP48z7Qxat1jv2i37HryEiygQM8LmE2RJERERERORld6buCh//oOOCZUCt8/s9mByfG1K7ckMhvtH4hOm8dv0nxQE8We/Rq8LHJSk2N6CIXFDj3df6TNdtpOedAQ7VJaKsxCIbREREREREC4Co0IZMVNhiPDKJ6NAE7kzdxem4YNy18+O4OTplWqDjnqIlCbe1aFWB7jHTghoOvPvTPty3TZ9xSESUyRjgcwkT+IiIKJ3U8xyxTyIiIhGzefTiC1uc+u1lHNp/2nR9V86OorTcZG6+rSvwmx9/6qSJigs9I5r5/MYjkzi4P/ngHjCXIcgAHxFlEw7RdQtvpoiIiIiIyMNKy4sQfGyl8LnrF8eVf49HJi2DewCwxixgiFhhj6de2OKskbMO/qhXM2w4OjTh6j2XKEOQiCiTMcDnGkb4iIjII9glERGRgd+tfxirK/SBua43zitz013pMy+OIVtalGe5TOWOMnyj8Qk8umu9s4YCOK4qiLE4j7euRERmeJZ0CYdDERERERGR141HJnHVIIB35LVY9dpLp0dsrcuoEEa8wkA+dvzhJjz5x/fbbicAnHpnQMniuzM14+i1Vuy2nYgoU3guwBeNRtHQ0IDm5mY0Nzejvr4e0WjU9uurq6vR2tqKcDgMAOjs7MSuXbuUv50uR0RElAlUU/BBYgofEREZMCu0AcQKUPS8c8VyPT6f82Gu+UsXO1oeAK6GY8FIv5tDahNoOxGR13muyMbTTz+Nl19+GVVVVQCAcDiM6upqdHV1we/3W74+HA6jvr5e+dvv96OtrQ3BYDCh5eySZngzRURERERE3mYVKPv0/UFb66n68gbHRSrWCIYGW7nUG8Gm6lIc/Vmf8PmCosWYGL3jbKW8dSOiLOSpAF9raysAKME9AAgGg6iqqkJjYyOampos1xEKhbBt2zYMDw9j27ZtCIVCwsCg3eXsYh9BRERppa5+yE6JiIgMFAby8eiue/FBx8Wk1nPvluKEtv3UC1twaH+vMsVR1Zc3YOW6Qvzqe6eEr+n57QA2PFyC0++JA4+TN+6g+nc3oPuN88Jpk5avysfY0KTu8bd/1Ivf/38+6vg9EBF5lacCfG1tbaipqdE9vm3bNrS0tNgK8AWDQezdu9e15WzjzRQREREREWWAR76YXIAvkeG5ssodZVhfWYzRoQkUrSpQsgBvT03j4I96dctLEvDbA2cM1yfNxIKNDz25VlnntYs3cOHjYax/qAQr712GH+w7onvdxZ4RDPaPorTceVYhEZEXeWoOvs7OTlRUVOgeDwaDCIfDjubiIyIiWkh8mhQ+IiIiY3IWX6IqP1fmeHhu/PbXbg5o1lG5owxf+VcPC5cfu67PwJP5cqAECuV1bty6El/4ky3YuHUlCgP52PCwONvw2D/1J/weiIi8xjMZfGbBO3nobDgc1gzfNVqPPNQXALq6utDQ0KCbW8/ucmpTU1OYmppS/h4bG1P+LbGMLhERCZj1HUREREZS3X8kk8W3bkvA1bbI7t52VinX5wN2PrfFMti44aEVOP+RvjLw+Y+HMR6ZTCpYSUTkFZ4J8I2MxE64ZvPgyctYrWfPnj2aoKBcpEMdvLO7nFpjYyO+853viDfM+B4REQmY9h1uUlfR5Y9OREQZL9X9hzwf3sH9vc7uZXzA6qA3hrX+YUO1rSG2G7euwG9+/Kn+CQkYHZpggI+IsoKnhugacTI0t62tTRMkDAaDqKmp0VTMdbKc2r59+zA6Oqr87+LFuV+8eCtFREQiZn0HERGRkfnoPyp3lOEr/1I8LFZj9kcknw946nnrjLlEOamy+8QzFbbnzysM5OPxZ/RTQSGJuQSJiLzGMxl8xcWxeRFEwTw5c09exqlgMKgZjpvocnl5ecjLyxM/yQgfEREJmPYdREREBuar/4gOTZg+X/vn1VhalKcripEKSlahoNiG2v2fKcVjX9rgaN33byvFu6/1JdM8IiJP80wGn9nQXJnZ/HgAUF9fj+bmZsPn5eCh3eWcYYSPiIiIiIgyS9km4yw4OUtOVBQjVdZXWid1PP41QTaeBWEgc3aILhFRNvBMgA8AQqEQ+vr0v6pEo1EEg0HLIOCBAweErx8ZGYHf71deb3c5JzjdERERpZNPMwdf+tpBRESZpbS8CJu3r9Y9/vgzFY6z5NxglVH4xDMVCQUa/asKNH0lAMAHLMrz1C0xEVHCPHU22717Nzo7O3WPd3R0oLa21vL1dXV1aGlp0T3e2dmJuro6x8s5wpspIiIiIiLKQKFvVqL2z6tR85VyPPnH9+MbjU+gKg3BPQBYbBFwW7VheULrLQzk43N77tM+KAF/39SFnsMDCa2TiMhLPBXgk4Nr6iBfOBxGOBxGU1OTZtmKigo0NDRoHhMNvW1ubkZxcbHm9XaXc4LxPSIiSitNCl/6mkFERJmptLwIn/39IB7+wrq0VpW9MzVj+JwvyaIYD39hne4xSQIO/qgX45HJhNdLROQFnimyIevq6kJDQwO6u7vh9/vR1dWFjo4OW68NBoOora1VAn/RaBR+v183HNfuco5wPBQREaVR/KgjIiKiTGSWwRd8bGVSwUdfjnFvefwX/dj53JaE101ElG6eC/D5/X7h8Nl4RsG4YDBoKwvP7nJ2MbxHRETewV6JiIgyk1kGX/jENYxHJhMO8p07ec3wuVO/HUDNV8rTmr1IRJQMTw3RzWi8lyIionRiCh8REWUBv8kQXCnJqrfnPx42fpIVdYkowzHA5xYG+IiIyCM4awQREWWqwkA+qr4sLvCR7Bx8Gx4qMX0+mXUTEaUbA3wukRjhIyIiIiIiStrjX61ARdVK3eM7n9+S1BDajVtXYsX6QsPnb45OJbxuIqJ089wcfBmL8T0iIiIiIiJXfLnuYQz2j6L/5DDuKVqCjVtXuDI/3rPf/gz+/j8dx9W+Md1z/SeHcWdqBv5VBZyLj4gyDgN8LmF8j4iI0snnm5uEj0N0iYgoG5SWF6G0vMj19X5u931of6lL9/jxX/Tj+C/64fPFsgUrd5S5vm0iolThEF238GaKiIiIiIjI80rLi7D+wWLD5yUJOPRKL8Yjk7bXOR6ZxKXTEUevISJyEzP43MJ0CSIiSid1FV32SURERKbWPVCMC6dGDJ+XZmJVda2G6o5HJvHh25fwYecFpfu97zOlWFNRhPyli7GmoojDfYloXjDA5xLeShEREREREWWGsk3WQ3/NquqORyZx5Kd9OPP+oO65M+8Pah5/6gUO9yWi1GOAzy2M8BERURppEvjS1goiIqLMIA/TNcriW7Yi3zDzrufwAA7+qNf2tg7+qBfrK4uZyUdEKcU5+FzCmykiIiIiIqLMse4B43n4blyfxGD/qO7x8ciko+CerP/kdcevISJyggE+t3C+IyIiSiem8BERETniNxmCCwAfdFzUPXalTx/0s2Po/FhCryMisosBPpfwXoqIiIiIiChzLM4zn7Gqr3vItaq4nxy5is7v97iyLiIiEQb43MIIHxERpZFPk8JHREREVvyrCuAz6T4lCbjaN4rxyCQunY5gPDKJNRXWxTmMnD56VTjsl7xD/VkTZRoW2XALh+gSERERERFljMJAPnY+vwWHXumFNCNe5lffO6X5e/P21Ult88rZUZSWJx4kpNTpOTyAQ/t7IUmAzwfsfJ7VjymzMMDnEob3iIgorVQZCBJ/dCIiIrKlckcZ1lcWY3RoAicPXkT4A/NiGKePXk1qe0UW8/4BsSyy6NAE/KsKWHnXRWb7dTwyiYP7e5Ube0kCDr3C6seUWRjgcwvvpYiIiIiIiDJOYSAfhYF8fHp8MOXb+uX/+Mg0M+zo633o+uV5AMwic5NVdt6Hb1/U3dNLM8Do0AQDfJQxOAefSxjfIyKitGIVXSIiooSNRybR885A8ivyAfdtKzV8Ws4Mk+d4U8/51vWrfiW4J1qWnBuPTOLM8UEc/FGvMquW6DMQVUwGgEV5DJlQ5mAGn1s4HIqIiIiIiCgjRYcmEn7t/Z8pxcatKwAfsDoYm1/vzDHjbEBpBjjbNYSbo7fxQccF03UziyxxPYcHNMNu1dT79chrfYbrOPWby1halMf9TxmBAT63ML5HRERpxAQ+IiKixPltzI1n5PGvVegCQE+9sAUHf9Rr+JrD7Wdtr9/OvH2kFT+nnsjF3hEUrSowDcZ+cuQqPjlyFU+9wKHS5H3MN3UJb6aIiIiIiIgyU2EgH4/uutfx6554Rh/cA2LFO576+hY3moYLPSOurCfbDfaP4ujPw/jo15dwpW/U8ia965fnY8vZcGg/h0qT9zGDzy2M8BERUTr51GV009cMIiKiTLWpepXhXGxGlpUYD92sfKIMx/7xHMZHppJq18H9+mqu45FJJTi1pqJowQ8h7fx+T0IVjqdu3rG1nCRxqDR5HwN8LpF4N0VERERERJSx7kzNOH+RxW3gl+seQvtLXYk1SLWND9++hB1/uAnA7NxyccN/F/IQ0sH+0YSCewBw+n17r/P5OFSavI9DdN3C+B4REaWRT/MXOyUiIiKn/KsKNAnxdqyuKDJ9vrS8CJu3r06iVTEfdFzAeGQyNrecYG6/gz9auENIB87aG2YrcrVvzNZy279WgejQxILdx5QZGOBzCYvoEhERERERZa7CQD52Pr8FPpt3yY/uWm9ryGbom5XY8HBxkq2LZfGZVfvtP3k96W1korJN5kFWN7z7Wh9e/8sT+MG+I+h+83zKt0eUCA7RdQsjfERElE7qKfjYJRERESWkckcZ1lcWY3RoAren7mJ0aAJFqwrwy//xkbZ/9QGPfHGdrXWORyZx/iPjQhlLCnJxe2Lacj0fdFzApuqVhs/fGrtt2obo0AT8qwqybh650vIi5C9dhMmbd+dle+++1gcfgMe+tGFetkdkFwN8LuG9FBERERERUeYrDOTrgmA7n9+CQ6/0QpoBfDnAzue22A6UmWXdAcCdqWnU/nk1+rqHcOJN8yIfJzouwr+6ANGr+nVueLhE+Jr4Ofsef6YCVVkWnMovXDxvAT4AOPJaH+7bVpp1wVLKbAzwuYURPiIiSiPNnEHsk4iIiFylzuwrcpgFJ8/tZ5RhL80Ad6dm8MQz98FfulQ4x56sr2vI8LnuX13A79Y/rPwtV9o9uF+7vndf68PtW3ex/asVtt+Dl41HJhEdNA+ipsLV8Cg2VTPAR97BOfhcwuFQRERERERE2aswkI+1mwOOs7as5vbz5cxVaK3cUYYn//j+hNoXPnENv/nJaQDAqd9exg/2HcGb3zsl/OGv643zOJGCueTGI5O4dDoyr8UoPnjLPOtRdm+l9TyI6ysD8ZXLjDEGQB7DDD7X8NtNRETpNHc1yh6JiIjIW9QZgEPnx/Duz/oMh/tu3LoCv/nxpwlt56NDl7EkfxG63rAO3h35qbvDTE+9cxmH/u40IMVGFux8fgsqd5S5sm4j45FJfNhpI8DnA774whZcu3gDv/jrjwwXe+qFBwAAh/7uNM5/NGy6yhsjrKhL3uK5AF80GkVjYyNKSmLzB/T19aGpqQl+v9/W66urq1FfX49QKIRgMIjOzk40NTWhpaUFwWDQte3o8G6KiIiIiIiIDMhz+63dHMB920oNh/sWBvJRUb0SfV3XEtqOneAeAEACRocmXAnwjUcmceiV03OrloBDr/RifWVxSueps5rfUPbU87Eg6hmTIc4Pfr5Maevmz662DPC5HSAlSpbnAnxPP/00Xn75ZVRVVQEAwuEwqqur0dXVZSv4Fg6HUV9fr/zt9/vR1tamCe65sZ14jO8REVFaaebgY69ERETkZaJCHmqP7VqfcIDPidtT7hSmEAXapBn3AohG/KsKYtdAFpc+JWuXAgDKNhUZLlPzlXLl38tX2GizBHz49iXs+MNNNlpKlHqemoOvtbUVAJSgGwAEg0FUVVWhsbHR1jpCoRCampqwd+9etLW14dy5cwiFQq5vR4f3UkRElEZ2p4shIiIi7ystL8K9DwRSvp1P3xt0ZT1D58f0D/qAWzdup3Q+vsJAPko3Lrdc7srZUQCx/Rp8bKV+gbgLqTtTM7a2/2HnhXmdb5DIjKcCfG1tbaipqdE9vm3bNrS3t9taRzAYxN69e9HU1ITa2lphNp4b24knMVuCiIg8gj0SERFR5vvi1x9I+TbOdg0pAapEC2SMRyZx9Kd9+ick4M3vncIPv30EPYcH3GiucNuDYUFwMc4aVebewzvX6ReYHa4skysfW5HiXkeUTp4K8HV2dqKiQl+qOxgMIhwOIxqNZtR2iIiI5o2dq1AiIiLKGIWBfDz1wpaUp+lf7RtFz+EB/PDbR/D6X55wHJD78O2LprODyPPxpSLTzc4cfPdWFqO0fC7AJwreqSsZA9aVj+deqH0dUTp5Zg4+s6CanIUXDoc1w2qN1iMPwQWArq4uNDQ0KHPwJbOdqakpTE1NKX+Pjc39UnBnatq0XUREtDCZ9R0pwxQ+IqKMl5b+gzxHrr578uBFnHhTXy02sOYeRK7cSmobkzfv4Dc/+VQJ0kkScHC/eYGM8cgkrvSNYvLmHXzQYV3FNlXz8fltBNe++MIWzd9y8O7QK72GlYyBuX1/tmsIh9vPCtf94OfKWGSDPMMzAb6RkREAMC1wIS9jtZ49e/ZognVy8YxgMJjUdhobG/Gd73xH+Nyl3gh6Dg+kvAw4ERFlFrO+w01M4CMiyi7z1X+Q9xUG8lGwPE/4XMVjq3D8Sn9S679+aVyfgScoIDEemUR0aALXzo/hyGuCIbkWFuW5P4CwMJCPotICjA6qMvlmi24YBe6AueCdUSVj9fo3Va8yDPCpC3MQpZunhugacTJktq2tTRO8CwaDqKmp0VTWTXQ7+/btw+joqPK/ixe1v1SkKu2YiIgyl1XfkRLM4CMiynhp6T/Is4yqv5ZvLUFFtaBohAOnfisejvtBx1wBiSM/PYsf7IsN4U0kuAcA7S91ofvN8wm3U6Tn8IA2uAfg8a9V4Kt/9hi+/hdPmCbgFAbysXZzwDIDz2io9MZHVzB7jzzFMwG+4uJiAOIgm5xRJy/jVDAYRGdnZ9LbycvLw/LlyzX/U5PTjomIiGRWfQcREZEI+w9SKy0vwubtqzWPbd6+GqXlRXhs1/rkVi4BqyvEAcT+k9fxy5aTOPGrC8ltY9a7r/XhhEtBvvHIJA7+qFf3+NGf9plm5SWickcZvvHdJ7BOVdn43AfXU1Y8hCgRnhmiazZkVibPo2ekvr4eFRUV2Lt3r/D5aDTqynaMxE/MSURElA4SU/iIiIiyTuiblXh451pcOTuKNZuKlMIRcvDv9NGrpq/3+YDtX6vAu/EZeD5g9Jp4Hr9f//hTV9qu9u5P+3DfttKkA3BGBTbkyrapyK671BvR/H3oFfO5Conmk2cCfAAQCoXQ16dP941GowgGg5bBuQMHDmDPnj26x0dGRuD3+5XXJ7sdI0bj+4mykTyxLgCsqSjisU+UbpyDj4iIKOuVlhdpKsLK5ODfBx0XcbZraO4JX2zIaumG5UpW2+mjVzEycHNuGQmYGLszD62f3ZxLATijAhu+FFW2jQ5N6KZBSVXxEKJEeCrAt3v3bjQ1Neke7+joQG1treXr6+rqhK/v7OxEXV2da9sxcuq3l3GlL4qHnlwrPOkSZYuewwO6dPinXtjCIjNEXsEEPiIiogWntLwIv/NiEXbUTuJq3yjgA1YH9T/EL1qc/pm63AjAFQby9ZmLPmDn86lJvPGvKlAKeCib4yg+8pD0f7NV5CCcPF8eEKuCGw6HdQG5iooKNDQ0aB6rr69Hc3Oz5rHm5mYUFxdrXu9kO04MnbuB3iNX0f5SFzq/35Pweoi8zGiui0P7WWSGKJ18TOEjIiIizFZ+rSnFpmr9MNjxyCSGzt9IU8vcV7K2UPn3AztW4xvfNS+skYzCQD6e+NomzWMcxUde4qkMPgDo6upCQ0MDuru74ff70dXVhY6ODluvDQaDqK2tVQJ/8px7ouG4yWzHjtNHr+Lhnczko+yTjrkuiMgZJvARERGRiNG1vNsqP1+GnneMC1C4dd9w+dO5OfE+OXIVq4P+lI4qevDJMhx57SwAYOWGZRzBRJ7iuQCf3+9HS0uL5XKioB0QC/LZycKzu51kXDk7ygAfZZ35nuuCstd4ZBLRoQn4Xa5ytmAxgY+IiIgsLM5L/SA+nw+o3LHGOMDn0n3DeGQS5z8anntASn3RizPHBpV/Xzt/A91vnkfVlzakZFtETnkuwJdN1mxicI+yT2EgHzuf24xDr5zWPJ6quS4oO/UcHsCh/b2QpNhF4M7nOYejq5jCR0RERAJ3pmZSvo1HQuvNt+PSdYooGzGVRS/GI5P49d9p74Hefa0Pt2/dxfavVjha12D/KAbOjqJsk7hoClEiPDUHXzbZvH01v6iUtR54Yo3m751/spnBGbJtPDKJg7PBPSA2vPvQK5zDMVk+ZvARERGRBaPROPHu/2xpYhvwAY98cR38qwpMr00+fPtSYutXEb2XVBa9iA5NKNeval1vnMeJN8/bXs8brR+h/aUuHGk/y/n7yVUM8LngS996EKsrlit/b3i4BKFvVqaxRUSpFd+v3bk9nZZ2UGaKDk3oDiL511Zyiejqk4iIiBa8wkA+Hn/GOtsssPqehNZf/eUNKAzkx0b9PL/FcAqRDzouJP3j7oWeEe0DvtQWvTALjr770z5b7+fIz86ir/ua5rHTR69isH806fYRMcDngvKHVuCp5x9Q/i4oXJzG1hDNg7jYweH2s+g5bDyJLpHafP/aSkRERERz7t9mnZ3nX2kQ4LMYMZC/dO5euHJHGb7x3Sew4eES4bL9J6/j0ulIQoG+8cgkDu3v1T2+vrLY8brsKgzko+rL4vn25IKDZsYjkzjxxgXhc1fOMsBHyeMcfC7RpB8zcYKy3PiIvhNO9YS2lD3ijxFfTmp/bV2I2A0RERGREatKuj4fsLqiCE+9sEWZMxkAHn+mAvdvK8Xo0ARuT93FL/76I91r4+ehLwzkY8NDJdpiGLN+/eNPle05nY/5w7cv6gcsSKmbf0927wPF6H5DPBzX6sdqs/0+efNOUu0iAhjgSwneWFG2iw7d0j2WygltKbs9953tKDL6lZhs83ESPiIiIrLBah6+x79WgcJAPip3lGF9ZTFGhyZQtKpAuc6X/7t5+2qcPnpVeZ3RPPTqrD4RyWH12/HIJD7ouCh8blGKqwTLcwuKZkP59NigaUXd8x9fN3yu+1fn8dCTa3kvRUlhgM8lmhsrRvgoyy0XBGM4xJISVejnhYzr2A8RERGRgcJAPp56YQsO7u/VXTM8/kwFHlMFqeT59ERC36zEwzvX4srZUawxqQa7psK6+KQ0A5x6ZwAPfr7MMshllgl3N8VVggsD+dj+tQq8+1qf7rl3X+uDD9DsP5lZUBJgsgS5gwE+InKs0J+ne4xDLClREqNRRERERPNKzs672jeKyZt3kF+4GKuDRY6v50vLjQN7MiWg+CP9nHlqx3/Rj+O/6EfVlzfg4S+sRXRoAn5V5qDs4icjBmtIfQYfAKzasNzwuSOv9eG+baW6NlsNiwbmp+2U3RjgSwHerFK2k+Jy0su3ljiaM4NIg6dM13GXEhERkZXCQD421czPD/ROil90v3Femecufn6+8cik4Rx4QOoz+ADrIc5Xw6PYVJ2Pwf5RnDs5jKVFS1AY0CdIxJuPtlN2Y4DPLSyyQQuYaA4KIrt4/LiEU/ARERGRR9nJYBORJODg/rn5+a70GVeb9fnmZ8qgwkA+tmxfjV7V/IMaEtD5/R7N/IR2MIOPksUjyCWaKfh4s0pZLv4YHxuaSKi8PRGgzwglF3CfEhERkYdYZb2ZkmJZcQBw7qRxoYqdz8/flEEr7l1m+FzukhzHwT2AGXyUPAb4XMPUCVpA4oIHkcFb+MG+I+g5PJCmBhERi+gSERGRVxUG8hFYoy/UZ9fw5ZsY7B/FmfcHDZdxMgw4WTdGjJMbTr59yfH6WLCQ3MAAn0s0N1bMnKAsNx6ZEj5+aH8vM/nI0sx03K+TPGW6jruUiIiIvGQ8MonIlVsJv/74L/rR/lKX6TKjCQ4Ddmo8MokP3zKuiHupN+J4ndu/WsGChZQ0BviIssB4ZBKXTkfmLbg2el3ceUrS/HWspDUemcSZ44M4c3zQ80HW6Wlt+InBKLeo54pIXyuIiIiI4pnNneeG+cyAS3Q+wXi+3Ll/H/1pH0dDUdJYZCMFeF9F8+nUO5dx6O9OA5K+ylSqLC8R/7o0XxPbklbP4QEc/FGv5rGnXkj9cZCombvaDD5phmdNIiIiIkqMzwfsfG7+5t9Laj5BFWla9W8JOPijuWIiRIlggM8trKJLaTAemcShV04rf0sScOiV1HcMS4vEZd7nc2JbihmPTOqCe0BsuLRXLxCm7/IkmQqcKoISde7kNXx06BKmJu5icV4ucnN9WLPJjy3b13jyHEJERJlnTUWR6fMr7i3E9YvjCa37S//bg9hUU5rQaxNRGMjHUy9swcH9vQnf+9/7QAAXP9EP5f3F//wIX/nTh9n/UkI4RNclPtWdFe+ryA12ht2K0sOlmdQPkxUd4zuf2+zZjLFsZjREwMvDpU8fvRL3t/MqY0Tkjvam4/jFX3+Eiz0RDJ27gcu9UVw4FcF7r59j8SQiInKNHBQT8eUAFVUrE1uxD1htETxMhcodZfjGd5/A1qfWOX7tU1/fgi9+/QHhc9fO38APvs3+lxLDAF9KMMJHyTn1zmX8YN8RvP6XJ/BDkxO8KD08XRWYluQzITgdjIYIeHW49HhkEkd+2qd57HD7Gc/PG5hp2AuRHedOXsPguTHTZQ6yeBIREbmkckcZvtH4BB78fJkyAs6XExteu2X7moTW+eDnytKW7VYYyE8ouFhUYnGNLrH/pcQwwOcSH4fokkvGI5OxOfVmycNuRSf4+M5M7iBT3clJghS+6fjKqDQvCgP5eOIPN2kf9Hl3uHR0aEJ3jvRytiFRNjv/8bD1Qvx+EhGRiwoD+dj53BZ847tP4Kt/9hi+/hdPoHJHmZLhp7mvtqHmK+UpaaddVkOP48k/wlsWHZGAD9++lETLaCFigI/IY4QBEJvDbl/4j4/PzzBZQRB7hvOqpc3927RzjvzRv/+MZ4dL+1cVaOcshXezDTMOf2gihzY8VGK9EL+fRESUAoWBfKzdHND8IF25owxf/+4T+J1vPWhrHQ9+Pn3Ze7LCQD6qvrzB3sIOf4T/sPMCs/jIEQb4XKOagy+NraDMl8yw2/nq4ERz8E3fZQZfusR/Hkv94iIoXlAYyMdnfm+j5rHHn9mU9ouzbOCLj5wSWdi4dSWW5OeaLvOUR7OBiYgoOxUG8pG/bImtZdOdvSd7/KsVlnMIVn4+Nmef/CO8ncw/jnIhpzhplks4RJfcUhjIx6oNyzB0/obymO1htxJ02VGpoT/IZ6Z54KdPfMpnelphV/DRlXj/H84pf9//mfmrerZQePwQIA9ZVb4cl3pjVfxWli/D2LWbmLoZ+8Hmj/79Z1CyrjCdzSMiogXIaI5ptade8NYPUF+uexiD/aO4cnYURasKsCRvERbl5eDu1AyKVhXo2qpU4v1Rr+E63RzlMh6ZRHRoAn5BWyh7MMDnFlVQRTQ/GZETy1cUKAG+/GWLPTfckhl83iZ5PLwTf/xIPHTcwQQ+StJX/1+PoeNvTqH/o9jcfPcU2cugICIiclNhIB+FgTyMR6Z0z1U8tgKf23O/J4NUpeVFKC23Pydf5Y4ylKxdivaXuoTPr3+w2JX32XN4AIf290KSYkHDnc9v8dz9JbmDQ3SJPEgdAMnNtf81na+wjrDIBgN8aZNpATP98ePtgGRG4g9NZJP6UPH5fJohCTyMiIgoXXJyxb9cPvY7GzwZ3EtUaXkRHt11r/C5C6dGkp6DbzwyqQT3APMCjpT5GOBziY8XxOQm1UHkqJLUfB18oiIbHKJLNkkz2mOF50x3OK06RxSjjvBpjyOOSCAionQY7B/F2HV9AGrDQ8WOMuQyxSNfFAf43JiDLzo0IUwG6D95Pan1kjcxwEfkQZl4SzUxfjvdTaBZXr8p93jzsgP3Mdmlje9pfrAkIiJKh4Gzo8LH120pnueWzI/CQD4ef6ZC97jdQotmjOYz/PWPP8U//LcPklo3eQ8DfEQepM5wcnKzlc4huqd+M4CewwPz1AJS83pAL158ezOt/URZTZ3B5/Hh/kRElJ3KNomz9NYYPJ4Nqr60Aesf1AYw7//MamU48nhkEpdOR5ShtfF/GykM5GNTzSrhcxdOjeAf//sHyTeePINFNlyiraLLm1VykQeTKYwO8UOv9GJ9pTuTwZIDGTalnS5o4PH2ZiLuUrJLcz73xQ/15pFERETzr7S8CJu3r8bpo1eVxzZvX52Vw3Nl45FJXOwZ0Tx2+r2r2P4HQZw5Nogjr/XFHvQBmz+7Gp++d1Xpwx9/pgJVX9pguO7bk3cNnzv/8QgG+0ezet8uJAzwuUX9i3f6WkEJGOwfxce/vozbk3ex5fE12Lh1ZbqbFDfpuZMXut4UR9uRZmLzRDDAl15e/41Bn8GX+LoG+0cxcHYUZZucVS3LRhxaScnyxQbpKn97/VxCRETZK/TNSjy8cy2unB3FmgVwnSeaKw8S8Ob/6sGVM1HNY+rAJwC8+1offAAeEwT5ut88jwsfj+geV7tylgG+bOG5AF80GkVjYyNKSkoAAH19fWhqaoLf709ofe3t7QiHw9i7d6/m8erqatTX1yMUCiEYDKKzsxNNTU1oaWlBMBh0vB0fI3wZqfP7PZoTZPjEdZQGl6N2b00aW4XEI3xpPvbcmCeC3ODxk5BLVXQ7/vYUPn1vUPl78/bVCH2zMomGZRGPHwLkHZqAuy92Hhc+R0RENM9Ky7M/sCczmitPE9wz8e5P+3DftlJNosV4ZBLvypl/JiZv3rG1DfI+zwX4nn76abz88suoqqoCAITDYVRXV6Orq8txkC8ajeLFF1/Evn37dM+Fw2HU19crf/v9frS1tSUU3AOgzeDj9XBGGOwf1f36AQCD4TGcO3ktrZl8cSOmPMfopm/nc1uYvZcGuspYHj8HzcQN0U2kvYP9o5rgHhD7NfPhnWsXzIUgket8cX2Ox88lRERE2aIwkI9Hd92LDzouJvR6SQKu9o1iU83cvdixX/Tbem33G+fx0JNreR+XBTxVZKO1tRUAlOAeAASDQVRVVaGxsTHh9YmEQiE0NTVh7969aGtrw7lz5xAKhZw3mjKWUXUmALjw8fA8tkRAnVCR46TIxvzcjYkCMptqVqFyR9m8bJ8ymy5AnMBha/T9vWLyvV5I5utcQFnIpx6iy+OIiIhovjzyxXuTev2vvndKKXo42D+KnnfsFUCUpNg0S5T5PBXga2trQ02Nfmjktm3b0N7e7mhdnZ2dpgG7YDCIvXv3oqmpCbW1tQkPARbjBbEdg/2jONF5AYP96bkhN6rOBADrHyqZx5boef6mStC8xUty578dNCvDqtLqMvict3chVlez5MV0X/I+7QhdzawQXj+VEBERZZPCQD42PJzcfejBH/XixJvn0f5Sl6PXLcrzVGiIEuSpT7GzsxMVFRW6x4PBIMLhMKLRqO11dXd3azIBU01bRXfeNpuxXv+vJ9D+UheOtJ9F+0td6Px+z7y3obS8CCvWFeofDy5Pf6ENjxfZYHaQt7g0pd28STYAOR6ZxJ2p+FK82V9dzRGPHwPkHdoquj5tsRYeR0RERPNq7f0B5d+PfimxjL4jNubdi9f+Uhe63zyf0PbIOzwzB59Z8E7OrguHw7aCds3NzbqiGqLtqYfwdnV1oaGhwXQOvqmpKUxNTSl/j42NzT2pHtJi2cKF7R/+2we49ElE81i65s4q37oC1y+NK38XrcpPf4ENxE967sG0HMFBzuOe7JqZSbyKbs/hARzc36s74IKPrvRsgQ3TvsNFXjxVUGbRZ/DxzE6UTvPVfxCRdwxfnrs3/eDNiyhYvhgTY+4WwXjgidX45Ih+LnqjaryD/aMYODuKsgVQzTjTeSbANzISK91sNlRWXsaM3cy9kZER7NmzRxM8lIt5GAX5Ghsb8Z3vfEf4nHZSal4QGxnsH8WFU+LPMR3luaW4QEP+0iXzun0jXi+iy0PcYzKsyIa+vfYaPB6ZxCFBcA8A8gsXu9Cw1DDrO1LF88cAeUjcwcIhukSekY7+g4jSZzwyidPvaQNvbgf3AGDkyi3D5468pq3G2/m3p3BaVdgu+NhK/G79w663yQiDi854aoiuESdDc1999VVbxTLa2to0wcRgMIiamhpNZd14+/btw+joqPK/ixdVFW54QWyLWWGLdMydFR9Y8OJn58UhuuIUPu/tvMH+Ufzm1U/xzoFP0zbXYzp4Pesm0SIb0aEJw8MsPivQS0z7DlcxhY+c0w7RBYfoEnnI/PUfROQF0aGJ1Pe9PmDwnHk28Jv/KzZ91mD/qCa4BwDhE9dw9HXnQ4AT0fm3pzTTev2y5aN52W4m80wGX3FxMQBxME/O3JOXMdLa2op9+/Yl3IZgMGhaeTcvLw95eXkJr3++eDnKbTQx/oaHitPS1hn9NF6eIMXfcXmMMMjisRvBzu+fwumjcx3SybcvoWTdUvzev34k+0vAO/wsxiOTuNIXC4CuqShK+f6REvze+VcVGD43M+3RLzMyp+8g8vl8cT9YeuzETrTAsP8gWlj8qwpi/XCKul9fDvDI0/figw7zHwuunIni6Ot9yFsqHiHT9cvzeOjJtSm9ZzALLm7/A33dBorxTIDPThVbs/nxwuEwiouLba2nvr4eFRUVhvP0RaNRl6vqzp+Ovz2FT1VfhM3bV3tqXqrS8iKs2VSEK6pMvmUl+fi9//3RtLQnfoiuZ7LQEozvzdvNmEd2k5HB/lFNcE82fOkmfrDvCJ56YQsqd5SloWWpkczn3nN4AAd/1Kt5LNX7J9HM2cJAPjY+ugLnPriuX+e0xw/KecA5+MgNPh5IREREaVEYyMfa+/24fDrq7op9wO9860GsDsYSaqwCfEAsiLfl8dWGz1/tG8WmGncDfOORSUSHJuBfVWA48q/rjdQHFzOZZwJ8ABAKhdDXp0/3jEajCAaDpkG3cDiMjo4OdHR06F776quvoq+vD7t27UJtbS0OHDiAPXv26NYxMjICv9+fUHBPfUGcrhjRYP+oJrgHpK94hZmHnlyrCfBVPJa+irVeHdbn+RobgoPcS3vSbCg4ABzc34v1lcVZ2zE4mdMuPrgHAIdSvH/0zbN/9JSWLxcG+GYY4NPyyo8V5Hm6Q4UZfERERGkxHpl0P7gHABJQULhEubZ//JkKvGuj0m7vu/pCHAqX71HjC+kFjWIEEjA6NJG193HJ8lSAb/fu3WhqatI93tHRgdraWtPXhkIh4dx7ra2tePbZZzXZenV1dcLtdHZ2oq6uLoGWI77KRmLrSJJRUCMdxSvMeOl+IT6DzyttU99UZUw2hUf2HWA8FFzBjgHA7DwfAlKK94/ue+fC6FqvBuuJPE/ub2a7Gi/8YElERLQQGV2bm/HlAH+4txrv/iyMy70Rw2WKVFPdVH1pA3yIFdRI1I3hyYRfG288MqkJ7gGx4bgi8e+FtDxVZEMOrnV2diqPhcNhhMNhXUCuoqICDQ0NttY7PDys+bu+vh7Nzc2ax5qbm1FcXCwM/NnhgfieYVAjHcUrnEjn/YNuiC7Z4vWbvtLyIvhLTU78vuzoGMYjk7h0OoKbo1Oax+1+PkZz2vlSvH+SyQoyCngzg0+Le4Oc8sX9FwAPJCIionnkX1VgOXrriWcq4JuN4vhygJ3PbUFpeRFC33jA8DWPf7VC98P9Y1/agG80PoHf+daDeOAJ46G4Rt79WR/GI+4E+d7+4Se2rzmyeRSWGzyVwQcAXV1daGhoQHd3N/x+P7q6unTDbu2or69HOBwGEMvii0aj2L17N0KhEILBIGpra5UAoTznnmh4sG0eqKJbWl6EVeXLMdQ/VxVn8/bVnsreA6DfQQb7Sz0Gf74yibxCndHkySq6oiK6HroT7Dk8gOig8S9gTz2/JeM7Bk0ae/wx4mBOu+ovb0DXG+fnHvQBO1O8f3SnABdOmszggxfr8VAmme1sfByiS0RElBaFgXzsfH6LLptN9uiu9XjsSxtw37ZSjA5NoEh1n1wYyMd920px5ph+HvJFebmG29tUk4/VFUX45IjJcFwBacadET+D/aO4+Ik481Dk/McjOPHmeTz2pQ1JbTdbeS7A5/f70dLSYrmcVTDOah3BYDDhbD0v2/zZ1ZoAn5cKbMjsTL916reXceiV04AUu9nY+XxqJv3X19jwxs3M7ck7yr+nHWQmzVt8T7SfvLHrDOeVk/3Rv/8MStYVzmOL3DcemcQhdcevi5nb/zDKH1mhCfB947tPzEMVXfcPlpvRKRz6u15seKgEG7emb15Pz/DI95G8Tz8HH4foEhERpUvljjKUrF2K9qYuXeHFR764DkAsMCe6Xl++UjwC59bo7VQ0FYvykh8QajV3usiR1/pw37bSjE/YSAVPDdHNZD6PpE7E3zi/8fJJfPTrS66lz6ZCfDAiFrw4rZzQJAk49EpvSt6DFytvdn6/ByMDt5S/hy+No+fwQBpblFms5q4oWL5knlqSOtGhCfMbbyeHddyy89FR6qroujAH38jATZz6zQB+8dcfob35ePIrzEAZM18neZIyRFd9GHmviyQiIsp6peVFeOr5LZqhuHZGIG3cWiJ8vNzgcVkic/8BQMf/6lH+LU8d5PSe3XLudAPv/jSJ0ZdZzHMZfBnLI0Na4rfd13UdfV3X8Zsff4qnXkhNFpyZwf5RnDs5jKVFS7Bx64rYScli94hOMG6lAMfz2rC+wf5RnD6qT4+2XdV0no49YQKfR3al0bxysmyYq02en8Mr+9wp/Sh9B2/ERgxrMDyGcyevLehMvkw9Nmj+SXFFNrxyPUNERLSQVe4ow/rKYt1QXDOl5UXYvH215n7SzpRdVvdPRkaHJtBzZACXeiM4835saLDT0XfDl28mtO1P3x/E41/Tzy240DHA5xaPJE4MXxo3fM52kMglv/rexzh7fEj5Ww4y6rJM4u4fRCeYVFXL0WUSpflexihFOdVVTR1L944yURjIx+f23IffHjgjfH5mxoV0sTQrDOTj88/ej9/85FPh8x7+eAAIhug6iu/ZO9le+Hh4QQf4iBxjFV0iIiJPMRqKayb0zUo8vHMtrpwdxZpNRbbm4y8M5OPxZyrwbgJVdQ/+UDs1kjz6zk7cwWpqJSueuj/2CA7RdYlXqs5FBm8ZPicHiebDYP+oJrgnO7S/F5M3tXMAxO+u+C+pzxerDpSKL28ygYZUMEpRtlvVdL5uxrx+03f/Z0qVf6+4dyk2PrpC+durhVWcuv+zZtWuHMzbmIbdkdQ2bf6Ysv4h86EI2S87jnNKA80QXR5HREREmaa0vAiPhtY7KrZZ9aUNsQq98g9+OcDSosSmNpJmgLNdQ5bDde0ODV4dXC58/OInI47blu2YwecWj/zi7S+9B4PnxoTP2Q0SucEsE+3WWNwknxb766mvb8EDj6dmaLHXhmuWlhdh1YZlGDp/Q/N4qquaOufhMbrQzulWGChAXv7cqc5rn3mizAKVjj6KNHxu8W03ei+iIf52pplbub5wQWbvcQo+SsTcCF25iq43rmeIiIhofokq9J47eQ0XPh7G+odK8M6rn+LG8JStdR1uP4vDf38WT5kM111so0jHE89U4LEvbcBr/1cXrsTFGLreOI+8exah7H4/Bs6OosxmxmI2Y4Avy/hL7zF8bj6DRGaZaAXL4n4JsLiDuGd5nlvN0tFvOv13M/d/ZrUmwLduiz+huRPHI5OIDk0oQ57lfxsdA+rlrY4Tr9/0qYde+3yAL3fuhjVbAnym78PBW0zH3tDPwaf35t+cwpljg8rf8hB/O3b84X1JtC5LZMdhTvNBPlaUIbqiJ4mIiGghiB8WvHHrSuWH87u3Z/Dm907ZX5kEHNzfi5K1S4WBtztTJlMn+YDHvxYL7gFAcdlSXYAPiFXUVVv/YDEe+9IGW/e02YgBPpdoEyfSeEEsiLz4coCv/8UT83qAl5YXYVlxHm6MaCP8O5/f4nj3pDIrRZdJ5IF7mfh5AXMX5Tp4cew/H79zGb9+5bTuaaNJT3sOD8zNf+CD6S8t6u1YPJQ26s81J8eHnNy5X4e8VlglUeYZfN6O8FkNjR/sH9UE92SH9vei+nfLLdc/X5nK3sMUPkqcqIquGxWuiYiIKDssX5FAPEEC2pu6NPeX45FJXOkbxeTNO8KX/M6LD2J1sEgTv1i02N7schdOjeDCqRHHxT6yBQN8btFUnUtfM0Tbzs3NSUv0urisUBPg+/pfPI5lJQU49c5lzXJWu0tXlMNFXpyPLT4A5bSK4XhkUhjci61LP+npeGQSh/arJje1MTGqsEUe2pXqfejL8SEnRzXkzIOfeTw72ZTuBSrTMERXd0xr/zYb4j85flv4nGzVhmUL8te6eN4/ysk74o4W9RDdeW4JEREReZdpxp2Z2Uy+9ZXFOHNsUJd1p7Z5+2psqi7VPX5z1PweQLdJB8U+sgkDfC5JZRDKCVHwIl0Bx9uTdzV/LzX6Ylm0L5W71pPZXPHJTY6SsSTLyUqlGW3FoejQhH7I5Ix5VSKnQcdEjUcmce7kdUSv3oJ/9T3KPGxW1Fkn8QE+Lw/RHY9M4sO3L+GDjguxB0yyKc3eh52PRw4iWgXMUkF0vKk5GuIfZ1nJwunA43mkG6IMo3wffZr/zD7n3fMlERERzS9/MqNkJOD1/3oC0avm96qfvn8V2/8gqLnnG49MCgt4Wm7S4p42GzHAlwJey+BL1wX6jWFt1ZxPDg/gwc+v1S3npQw+L9zLxH9eTjPOrE68vhztEEb/qgL4fNr3Hr+MvpGCh1zed5phw7PkedisUq0lTQZf3Bx8XgzqQvx+zbIpTY8Li7fYc3gAh/b3xj4zB1+vwf5RVyaw1X3v4p5fWiSed/Pxr1VohlsL1+3Nj3f+cT+QU7N9rS9HPSQhTW0hIiIizykM5OPRXffig46LCb3eKrgHiINydqvtiiy0qXsY4HOTD2m/GBbe9KehTeORSYxHtPPv/frHp7HhoRL9DbjFHbnP3nD7hOiCPR6IDsRnMzmriBo78a5cX4hrF8aFi+x8TltspTCQjy88txmH9p82XEa0HZsPJmQ8MqkPds06tN861VodJM3xxQ3RnecMPjvDbXXDpFWMfnkyzeAz+SzkbSm7yObu+NX3Ptb8crZ5+2qEvllp78Xx7dOl8Gn/NurEV21YjuuXxcf13LoSalJ2YAYfJUF0+DCDjzKdPBLg8ukIxiOTuHt3BrmLcrA4Lxd3p6Yt/56cvpXut0BE5CmPfPFefNh5MXW3zT59UE6UkGLXlb5RrKmI/dtuQclMxgBfKrh0tCeSLeOVDD7RDbocqIh3Z2oax395DpGrt7CpepVSpUeR0gy+lK06YVbBD/PXxv67vKRACfDl5Po0waD47LfxyCSWl2hPopYZcimOopj9SiNJ1qnWms81x4ecNFXRVWfKmU30KhomLTPKpjT9Xps8ZbYtI4P9o7q0+NNHr+LhnWsdZ/IN9o8i/OF1zWPxzRFlofpmO/vhAfMAHwMSMV7aD+dOXsNHhy5hauKu7Ztqu38XFC5G0cp7cP9nSpPKKl3I4g8VTZfrncOIyDFhZrxDE7dvutQaIqLsUBjIx87nt+DQK73KPdd920qFBfISUf3lDbr7PHmbB/f3Or42ia/6m+3FNxjgc5GbCXyd3+/B6aNXlb/tZsuIburScZ9ndoMeuaq9WPr0/bmTwafvDaI0uDzudSkM8HnoJljO9JqKqyaUdBPjdt94ZFI5aZ58+yLeOXDG8SpFbZoYu61ZdzLMhhn7BL/qxNNm8GmHnM3XEN34TDmziV7NfpUyyqZMNFDpX1Xg+GRlVPTiytlRR0GV+POarPtX53HvlmLl78JAPpaV5GuG+X82bi4OIx76ShOAH/+f72FkINU3yCM4+falpLJKFzT5SyMoo8vvE2Uqs5EARESUnModZVhfWYzRoQnlvsytAN9DT+qn9FJv88hP+3Dm/cS3le3FN1I4+HEBmr0oTvaCeLB/VHcTfProVQz2i2+y1Yy2nepA1mD/KE50XlDaWBjIR+4ibWTpyT+6H4WBfMv9Mxge0/ydqvjeYP8oRq9rh16k62am5/AAfvjtI3j9L0/gw7cvxbUpyUbFvfyH3z6CnsMDGI9MJhTcE60TiAWB5HUnqzCQj6de2CJ8bufzFsOHYV5Fd74CfGbFS+LJv0qJGP26ZPY+zA6ZwkA+qr+8weS1+hcbFb1YY/C4iOi8Jrv0SUR3fisoXKz5u+KxVbP/sjghLOCIhFeKPcnOnbw2D8G9OXb7SRITxPc89SMYkRPJzNdERETWCgP5WLs5gMJAvjI3nxtE90rqbVbuWJP0NozuybIBM/hc5FYGXzLZMoYT78dNpm9nXjC7DLMNfdo9svnxxL6MqbhpNcokmpq4K1g6tXRzosVJdhhxfCBI/tVi1//jwYTXaXTT5+YvIpU7ynDo73ohTcf+9uUAX/+LJ2xW0Y0L8KmG6I5cuYnB/jEsLVpiuypvIoRZrCbFSyp3lDnKNjAvsmF+Jtr4yEp0/fK8wWuhi6Fdv6gfFrt5+2pH2XtG5zWZ1fnNbqCB8QjvOP/x8Lxv02lWKanIRTY4RHfBOnfyGj45cgW3J++6OpQ+lX8DEC6j/mGPiIhSz425+eyM1Jq4ccf0ebuytfgGA3xumr2WSPYX72SyZTRDE3N8SnBHfc9ud14wO4yyDR/6Qhmm78ZXi5Db6GwbbhfZMMskcnOYqV1Wc6LdvTNte13CY0/00Ezq5uN3tRy5NBckzsnNsb1OdVA0PsB39Kd9yr/tVuVNRGEgHxseLsH5j+aCHGbFS5yeN8yLbCQuPr43HpnEr//utG657X8QdLReo/OazOr8Jn+mVvF+ZhzFeGE3bHioBKd+k3xGrxNOskopRnesaIboeuBAonnxk//4PoYvWRQxIiIiMhA/N58vBwg+thJ9XdfsrcBnb6TWpV7xD8irg8txNW4k4ELEAJ+bXIqYlJYXoWD5YkyMzUWn7WbLqK/Ffbk+QA7wSbHbdifzgtlhlm0YH2Wwe6NQGlyuG6brphMdF0yfdy04ZZNVVaDrF8fRc3jA1SCULwdYXZH4jbDZR2mWpeZ4O+osNQf3mfFVdM3mhLBTlTdRK9YWagJ8pp+hw/to06HGLt6TGwWgnX5PSsuLUHZfEQbO6M8Z67YEdOc3fa0ZZvBlmo1bV2JxXi7uTNn/kSIZTrNKSUuO62mH6KanLTS/zp28tmCCe0Wl+chfuhiLl8TOTdPTs1mBBn9PzeSmu8lERBkjfm6+m6NT5gE+H/CFP7of+YWLsTpYZHlvMR6ZRM9vxYk6FVWrULx2KXreuWKrrfN9zz9fGODzqOLVS3F5LAoAWL4y3/7E4XFDE+ceB5BrPi9YIge4UVbOqg3LhY/PbtHwmfxli1G7twZ/9advO26LHeORSctfEeY7XVepCmQyPNPNiUB9PvNMMltM7vqSXre8ibgA1szMDC6djtgaVq5+7a0bUxg6f8N4WRtVeRPl5ObY6X20ZFpkw3xtpllwkjaHT1iUw0b6vMjDO++dC/Cp1rl2c8Ayc1apA2D1Q8oCjkh4bAo+AMCKdYW40hf7zFeVL8OSfHs31Xb+nhq/ixsjUwCAmq+U47O/7yyrlGLig+eaaTEW7tdpQUnHcPp0eejz6/BoaL3t5cfGxoBvp7BBRERZRp6TT/735u2rhaPnfDmx+0YnSSxm86uu2VSEpf48WwE+O0OBM1VCAb7+/n4UFxdj+XKzIM7C45u9Y3Xl/lJ1fb04z/7HpI6JqOcfkWav0kXZYslkXJWWF2HNfUW4osrK2bx9NUrWFuoXtjFENzc3tXVfrCZdLihcnJZIvtX8a7aDsDaOvdo/r7EIwFoz+wzdyjSciduINAO8/pcnAB/wlMWwcvUN683R26bbSeUJ3ijrTDQH5uC5qHDZwX7xnGLx+0e7XedtVV4b93dhIB/b/yCIoz8LK4/dV7Mqoe+Jen/k37MYk7MVo997PYz3fx42nS6AGXyZSZ1pWttQ4+qcqh//5rIyfHxZSfb9AjvvfHH/xdy1A2W3dAynTxcO4yciml+hb1bi4Z1rceXsaCwIV5SnZPg5vZ8wGvlWUbUSpeWxddtR+bmyrMzeAxxU0T137hy+9KUvIScnBxUVFQgEAsjNzcW2bdvw7W9/O/YL10InXxS7cT2c4Dri5+Cbezz2X1G1zmQzrh5+cp3m79A3K/Xz76nbZvLeZqZFr0u4aTqiwgdqiwu8mdTqNAhrtsvuWb4k+QbNA7OCMYde6cV4ZNLwtTOqw2hZsfmxbWeuh0SJ3sPJty/iB/tiFZPVVYev9InPoVcMhsGbZfAl9Z0RvHZTdanm79KNCd4gSYZ/KNMFyJ+rLqAn/2kRIFrQc4ZpiiN4Yz/I3wGfz/2CSeq5NU2LzpC5uF3ng3q/znNbKC02bl2JJQXZPxSVw/iJiNKjtLwIj4bWo7S8SFN91yk5lqGeo7/qyxvw5bqHleefemGL5aiWdZsDjredKWxHM1pbW9HU1IRgMIiRkRGEw2F0dXWhtbUVL730EpqamlBbW4tvf/vbeOSRR1LZZs9S58uljXqIbq54mE18tliyGVeiX/hFBQDs3G9O303tvisM5GP7V7XZSPABi5bEqq955aY4nt0grJ3m21nGKGtsbh2p309mN5ZWGY3qm/3CQJ5havg3Gu1V5U1U/G4aj0zinQNnNM/Lw69XB8VZlUbZBuZz8M0957hitnC1BsE2h9TnClHzzT5X0/frQtsoNeTPTdMfucTn0/+IRc4psfPZqxi3C1tRZlgd9OPCqdhQ3TX3FWHm7owrQ+lT/TcA02XgA4rXLMWDn1/L4B4RURaIn+cv/r5B/XzfiSF8dOiybh03RowTRTKd7QBfRUUFHnvsMQBAUVERNm7ciKeffhrhcBj/83/+T7S3t+PAgQN47LHH8Kd/+qf467/+65Q12rOUKrrurcsp9ba1GXwpvPsRrHr6jnF0xqwtM4LMP7dv2Dc8tEIJ8K2934/Qv6jEge8eiwX4PMhfWuBqgQ07x8KVs+YBvvkIophl5FhlNEpxc1HKqeEf//oyzhwfwvSdGSwpWJR0cG88MqnML7amQjAxbNxbEA0Rl4Naq4Pi/W30OdwyGXosb7bn8AAO7u8FJPsVsy99OoKSskLNe7Fb8MLJ/sgVBHzMPlcO0bXm88bPTBrydzEnBRME5qgCUczgS4IywaXoKe7XhUL9Wf+zf/UI8jw6ooGIiEg9z5/Z82s3B7AkfxG63jivef7dn/Xhvm2lWTlM13bvffbsWXz44Ye67Dz5F/Ta2lrU1tYiGo2isbER27Ztw7Fjx9xtrdelaoZzJxP1S+rAhvpxF9uj26b+sWnBUFs772PatHCAPedOXsMnR64g755FeOhJ7S+245FJfHRwropuwfIlnvhim91E+XKcpFPYSeGzXsRqjpr5uOczy9iyymhUv1YOdJeWF6G0vAiD58YQuXor6TfRc3hAN2/iUy/EAmhy1tzUxFwlbJ9PPERcDmo5meuq5/AAfv3j08YLSLFjXQ7uAdpsQbO3/o//7aQ+GKgL8InbZLQ/RK8TZfmqP1fdNuQYhMVpVpIkjEcm0Xv0CobO38CqDctQVrnU/EXZyCNxGXm4fEoy+FQ/YtnO8CRDc1V0WWRjIdL8MObBgj1ERESJWPdAsS7Al0yRUa+zHeDbt28fnn76afzxH/8x/u2//bfK4/GBCb/fj6amJnR3d2Pfvn1obGx0r7ULSmJXV+phjeoMvvmO8J09PqRfbPZOwawp0oyky8RwEvhoazymqZjae+QqNm9fjdA3K4UBiLPHh5C7qGduW+m6mTHbrsuNspOR4YVhLGbttMxoVL3UaN6vZPbqeGRSWBTl0P5eTN28g3d/2qf72Hw+n74TUVU0vnvbXgap0bY1pNlswfjA3GxnlrvEPGisDgYKOz7B0GOj/aFZh2qnTN26q1t+fWWx4TbsZmjdjN7GD/YdUf4+98F1TLTdtPXajOfBm3Ilgy8ntQE+ZvC5SHPpwP26UBjN4UxERJTJjApzDJ0fw9osnIvPdmpQUVEROjs78atf/QolJSX4z//5P6O/v9/w5rmqqgoVFRWuNTQTKDU2BDe/H/36Et77eRiD/eIJ883Zv8DWXKCpKtLO5wjd8cgkjv+yX7fczciUrfXpMntstv3cyWua4J7s9NGrOHfymmFQ5PTRq3PbTNO9jNlNlJPPzskcfGZFKqzXkd45+KzMaIboxj0pn7NsvoXB/lG89YMe/MN/O4HjvzynZOeJSBJwRBDcAyA82259ap0SrLS7R60qQcfWJZlmC9pK9JwNBgL6zzs+6G62P0ZVz1ltdtTkvdk95MauW++fhcArcRllDr5UBPh8zOBzg+jHCKPnKHup+1y3C+IQERGlS2EgH9u/po9LHXmtL6n7Ya9yNMGG3+/Hm2++ifb2drz00kv4d//u38Hn88Hn86Gqqgo1NTUIBoMAoBTh+Na3vpWShnuSIMIXnzV2/Bf9SkaZ6apcmIPPZ3MOPmlGSu7mSzTPmGBzo9cnsOLeZZZ3+cLhvTac/3jY8Lkjf3/W9LVy9d6piTt47+dhlG8tmdcsNqusRnc3Bpz67WUc2m8yxNPGOlItmfetPt5vT2oz45zE9zq/36MpznHhVATvvX4Ojz9j8uOFwYpFN0xL1HMc2Xy7VpWg5XUVBvKx7oEALn0SUR6WswVvDFt3ZqbzHMa11ahNPl/cOizeo3Z7cUHF2c+UN56ZRa72nIoAXw4z+Nwh77rZ75bmK8YI34Ihmf0wRkRElMGWFYuH4h7/RT92PrdlnluTWgl14bW1tTh+/DiOHz+Ob33rW/jJT36Curo6VFVVIRAIIBAIoLGxES+99JLb7fW0+NsXo2Frp49eTTCTz5rhEAuTa3TRXFiJbhOYvdkX3MstLymYbYr59mZsVtIdj0zizPFBnDk+iPHIJDY8VGK4bHTQPKtHfgu3J6Zx/Bf9aH+pC53f7zF9javMAnwu32DdjE7i0CtJBPfgbNi0yHhkEpdOR0x/NUkmI+diz4jy7+43zqPn8IB+IYv9Otg/Kqy8CwDv/rQPn/39oKM2ieJS2vtoe++3MJCPJ8wCjJg7nFasLdQ8rmQL2tiW2Xx48a8vDOTj8390n3ah2Xn8tMU6jLebuzjHvLDHjDzEnwEHe7yxn+TPKyVDdHPVAT7XV7/gyHuTU/AtTNo5nPlDChERZb9Tvx3Iuiy+pEpkVVVVoaWlBS0tLQCAc+fOAQA2btyYfMsy0exVsXyNZDaUzqhK6WD/KAbOjmJqYm5+KkdDNNXFBXLtDbOZnp5B7uLEf66NX3dhIB+Phtbjg44LmsfvKVoy+wLz9V09pw1+OpnQPycXmDGYyiw+m0kWfGwlwieu6R4/ffQqchfnYNtXylM+AWeiQ3R1QydtHCxjw5NJ37V9+NbFhF/70a8v4Tc//hSAeWXXRDNyxiOTOPVbbUBPPZ+ccvNqsfqBsyZBeAkoubfQ+HkBNzPPNtWU4shrfcYLxGXk6J62CIYE1tyj/Ux0AT79a7ZsX4N3fnJG+fuZf1eFNUG/5etkoqq6dl9LMV5MbpxRMvjcX7cmEMUDJGG6H2x8DJwuRHJBHPiYKU1ERNllTYXByDwp+4ptuHrJvXHjxoUb3IP+5spsKJ2oSunr//UE2l/qwpH2s7gmmEvOjkSG6CabwSdilk1n5Z/+6qTp82YT+i/1G38576spVf69NLAED+xYjdo/r8bDO9cZvqbnnQH8YN8RcQaYi5wE8bRPOnwcQKFBirJdg/2jGOpP7Pgcj0wqwT1grpiD6JcTs/dtlgFrVlwixt6NS5lZJWEfsMyfZ2s9ykusNmvwdp3uGzeez4mr3KwLAIheHvfY0uXO9o/VWUhucyJxnNq91c5flOk8Eu9KZQZfDqvoukP5QWD2PwycLkjyj2oM7hERUbYpDOQLp1gynZIoQ3GWjRQqDORj53ObdY9v3r5al7032D8qzC5zSpPBZzBEN/6CPekhuoIbK9FNgZwJ4PiGIW55swn9jbK+Nm9fjeI1S5W/Nz1Wii++UInS8iJbc5od3C8OQrkloSCe6Ckbu/aeZUsQWHOPnWYJmWa2WRB9dtrgm/ZxI2ZDqEVDxEUnb6tdVVpeZHjCf+r5LcgvXGKxhvg2WGSoGTz+w28LAswWjY8M3sTRn4dx/aI4EGudlWMV0BN8v61WaXuh2UWNsgYTCDjkLV3s+DUZyYM35jMpnIOPVXTd5b2jh+aTMs8p7wyIiCgLVX1pA5av0Ca63P+Z1VmVvQckOUQ3FaLRKBobG1FSEssA6+vrQ1NTE/x+f0Lra29vRzgcxt69e1O6HTVJkpShtqUbl2me27y9VFhgI5mgiXbbc/9WX6SpA0jx98epyOAT38gntp34V5lN6J+7SH+LIhc1udKn2seqfVMYyIcvxyLoker0XbMgntmNawLBDkmScM/yJYhcueX4tYBFZhuAdw58ivs/Uyocgm5a2TWOVUbO6aNX8fDOtbrtFAbysWX7GvS+e2V2A9r55OaK4ZiuHgCwZpNfF3z8k+9sR6D0HmG11sf/sALv/r3B0FnLDD5xg+QsR3mIcewx88YfaTcZvmvj9VaHlfB5gxfJ58KyTUUJB7IB9Rx85suJTN9deOMMvRLukj+3lMzBxwCfu+QiG9yvC5LyXfXgDwVERETJGo9MYuy6NmHn0/evYvsfBLMqyOe5AN/TTz+Nl19+GVVVVQBi1Xirq6vR1dXlOPgWjUbx4osvYt++fSndjmL2mujW6G20v9QlXOSeZeJha2ZBE0c3tOoiG0Zz8Oky+JK7+RXf7NtcLgGFgXw89cIW3TDdnc9vwYk3L+iWX1oU2+eaCnFxF7B25hlKZfpuwnPwJbSt5IK6peVFKFi2GBM37gifP/n2JZx8+5KwWnRhIB+LluTg7u25Ha4JvqnbaePG0mguyzWbipQA3/avBjXzyc1V0bWxDwRtWLo8lrknChr5VxpnRk5bFI8xr6SsDTAnOy+W0wCe1d9Gy8RXIS4sNh62q08StDEs2KaFEuDz4m25HKhPTRVd9XZcX/2CEf9VY3xnYZKPAxbYICKibGQ2kowBvhRpbW0FACXoBgDBYBBVVVVobGxEU1NTQutL9XZkvtnbqztTBlUeYBzIEQUpEqG+yckxmIMvvgW9715B5efKXD2wzYInjgN9guXXVxZr/n7yj+9H5Y4yYYBPXoGmQlwC1683R6dS9uV3aw4+W/vWZCiz2nhkEtGhCfhXFejet7/0HkzcMM86NcqwW7Q4VwnwBR9dKSywAdgbyi2ayxLQvr8Co6G0NvaVqAmXPo1g1fplwiCpWZvvTk0nPMw7Pssx2XmxLF+ve16Ke1oU4dP+ef3SmK4K8fjIlOEmrX5oSGYOvvMfDTt/UabzyNxpcjA6x6KISiJ8qggfM82SIA/NVD6iuc+q+83zONM1iLtT07h7dwa5i3KwOC/X8d+5uT6s2eTHlu1rsuoiOpvMzcGX5oYQERGlgHAUoC/75uDzVICvra0NNTU1use3bduGlpYWR4G3zs5OhEIhNDY2pnQ7GjYuilJekU4dxFKnN2gy+LQvOfZP/Tj2T/146gVxNVPLTYpurIQZPpLhc2qrNxXhqsmQ5VPvXMahV05rHlu8JFe7DU375O3PPab+hdpu0MUoW8wNiWbwJZLVJEmSZbZLz+EBHNrfC0kSV7q1ezNttc8W5+Uat9OijaK5LEXtix8a6JtL4bMk+lx++T8+gs8HVP/uBsF2zdcnmmtw7sXih305xlmOibL6/HTJc/HvS/iV1z446LAQy8xdCeORScP3OdcG5wf9+/94zvFrMpIHb8xnUjhxv2YaCgb4Eha/5z5Rzfk5dm0SY9fcmX/2wqkI3nv9XMLXGpRaqcy2JSIiovnhqal0Ozs7UVGhr24SDAYRDocRjUZtr6u7u1uToZeq7ajZuX9JdUW6m2NzGTLqjBj1ZgfPiYNnh1wsJCF8l5Lps4r44N6v/24umDcemdQF94C5922WWGSUwWdUtCOeUbaYKxLM4NNnSlofX9KM9c2wHNyLbV9f6dbuYZzMPrOag080l+Xca+f+bXSzYivZ0WAhSQK6fnle/7hFm81+ITLKev36XzyhuxlO9RDdxFaq/bN0/TLxcibUAVD9kN/EM/gWIi/sJ0mS5ub1SkEGXw7ninOXLzZnpma+2hRIddEqSozEAB8REWUx4T2/ZJGAkYE8E+AzC6rJc+KFw2Fb62pubtYV1XBjO1NTUxgbG9P8z6lU3nS1Nx/H8KWbyt+XeiOq7c5t2OjiXUrwALc7B5/p8iZGrtzEuZPXABgH48YjU8Yrlx9TB31UET47VXTNssXckHCWnmEAyjwoODUhnj/PqD3xlW7t3Ezb2WemQ7mTuGHXzLcYd5ZTPno7B6LDzEqz/Z53zyLzLDyDl8pzSNrdjh3WRTbMh+SKK2dr/y5Ztwwr1i3VLWfGNAAqzQ4bH0ysOEw6udF3ZCJN1nQqMvhU62R8LwmqfedWwS+r7WXbxXQ24Bx83rRQ+w8iIrf5VxXoE7JSMER3PDKJy2ci1gumiGcCfCMjIwBgWuBCXsaMWeZesttpbGxEUVGR8r97773Xsj3xEroxt/GacyevYTBs0umrVrE6KA66+BI8wIXDYoWPOV614sLHsTm0jIJxS/KNR5tbZfBZDX1ckp9rmi3mBreKbNjZx8f+4ZzjIVfxc8BZZddVPLbSeJ+pT6xm7y2ZAJ/ms3Y/gy+2Xv1j6qB6vMX5xsORzbYl2tfJ/lBgmQFosX5hTF/QqKovlxuu44EdazR/+3J9pt/Fi70j+MG3j+DjX182b5wHudF3ZCLNUPmUzMHHDD43yHvOB59llXRXZOF8N9lgropumhtCGgu1/yAiclthIB87n9+ifVACLvRYx5js6jk8gB9++wj+6a9OurZOpzw1B58RJ0NmX3311YTn0LPazr59+/Bv/s2/Uf4eGxvTdrQ2MhRSlcF3/mPzSeTVN9+rNiwXLrPz+QTn+bKdwZf4ELv1D5UAiH0xV6wrxPVL45rnFy3OMV63aqipzMkv1LmLUx8HNwu4OCmyYSdqZeckVrKuEMOqfRw/B5zVZ5i3dDGAWOD5kyNXcHvyLvIKFmHL42tsT+CdTJaaZJCtOfvA7ELJtaF0YxGuhrXZLp/MVu61apMTMzMS4kODie6bwf5RDJwdxfQd40JAovVb1NywtY5467YE8Mnhuf2VE1/ZOu71Pe8MIFNZ9h0uUR/rQxfG8LP/0p10cYRk/s5dNHfunLx52/33q6miywBfwpTUrVjBr83bV+sK5LjpqUSvNSilOETXm+ar/yAiWgjiC3UCsalD1lcWJ31tMtg/ioM/6k1qHW7wTICvuDi2s0VBNjmjTl7GSGtrK/bt25ey7eTl5SEvTz9cTmbnkihVc/Ctf7AYp35jfAOs3qyoDd9ofMK1C25JEg+8VAIcDvdBYM1SbNy6Uvl7+coCXYBv4sbszaNg1dGrN3Hm+CDuqoIaTkaLiaqlJkId7NJXFEwwg8/gyRvDyc1vtLwkXwnwLfXnCeaAM98nM3dn0N58XJdVGj5xXTdk1nAdSex39X7RF9lwsiLxw0v9ebrgntnyQKyKrummDD5LSbQfEtw17S91JfZCg/nwzJYxXG6Wz+qMmUXxGqu+wy29qgDz7VvTuNwbTfk27RoZuIX25uOo3asvcJUozsHnLvncGPpmJR7euRYf//oyxoYnkJPjw52paUxPzwZyl+Q6+vtm5LYyjYa/NB+fHruKnt9eZpVdj5G/QqkYTk+Jm6/+g4hoIRBOVSYB/Sev46EvrEt4vT2HBzwR3AM8FOAzGzIrCwaDhs+Fw2EUFxdbrifZ7Ziyc02UopuQ8ZEp8wUkg38jdlGfzAW17iZegqupik/+0f0AZuffGprA9B19KtRHhy5jxb3LhHO6nT81gvOn4rLWHFzAupEZIgp2yRUFH3+mAsvM9r/D7Y9HJnUB0GTEB8gA7S/9ohvr6PUJwyHjdjPZ7CwnZ6SVbSrSzPc3YzIHn2YbkqTczIxHJpWT/pqKIhQG8g0P40Tuf6Ym7qLnsPMsNPEQ3dQGM+L3ve57JQzmCf42a2bcPjSbj5GsjUcm8ZuffJruZpgaDI/h3Mlrmh9sksEhuqlTWl7k2ryzr373fSXAFx2cRHRQ/AMUq+ymmST362luBxER0Tz79U8+Rc6iHN31h+j+MP7x5SvycXC/N4J7gIcCfAAQCoXQ19enezwajSIYDJoG58LhMDo6OtDR0aF77auvvoq+vj7s2rULtbW1SW3HjL0MvoRWbWo8Mol3DpzRPV6+tQT9J4dntzu3YdG8bT//v09gqT8PDz251vFFvajapVkBAse7QJLw7s/OovuNC6aLHXqlFwXLlthapShoZbj5JG8creZHfPc1/bGo2b7Z5kUZiy5MXq7+BV8UeJmbjFsciLsVsQg4x61H5L1/MC+q0/n9Uzh9dFD5e/P21cq8f9oiG9aftehXl6de2GIYSFuUlxP7wsc9HXx0BcIfXDfczqFX4k7+6kihwb6wU9DCbVYBPfF+0T52+fQI+k4Y7wuLl+t2x5qKopRX98xkbnzv58OFj4ddC/Cpz+Pne4bR1nTMdNjwPcuX4OEvrHNt+9kileeTwf5RXL/g7Acnt4bKkDMzHKJLRERZbk2FQZxDit2nqa8/jO4PAXgmW0/EUwG+3bt3C+fP6+joQG1trelrQ6EQQqGQ7vHW1lY8++yzmqq6yWwnWYlk3li9JDo0Ic6oUQVeNOsQrPBiT6w4QO+Rq5pAib0Gxv1p9RYd7oL3/vEcrtqo7CfNOBjW6WSIrkWAzyiyL7OaH9GKeUVc/bJ2qgJbsiiEMTcZtw8zggXyChcDSQwTHuwfxeA580px6uBe7O+reHhnLEBtFuDzxb238eik8CR9aH8v1m4OCLe9aHEuKnesQc9vtXPurdtSbBrgM59rUfx4OjL4Eiuyof37Nz/R/+igphsGJvrlQeUeQTVhM4HSexDJwIq7iXLlez8P5PlU3XC2e0j599T4XQyN3zBdfhg3cfFUBKXB5a4OFc548lctBUMzE6rKK8Wq7DLAN7/k/olDdImIaCGSZmLXHzdHp3D6vUF8dPCSbhkvB/ZknkrEr6urAwB0dnYqj4XDYYTDYV1ArqKiAg0NDbbWOzysDbA42Y4jdopsJDjRvhn/qgJdwMqXA+Tdo47fqjL4LG7eTx+9isF+/UX5YP8oTnRe0D03NqLNHJEkydYQPrvsBPeA2Hu2+8uzkwtYs8+s5/AAfrDvCN783im8+b1T+MG+I7phmBuSvKE1DTAKdurRn5lnBNphtXfkAJPPoDJmwdLFyFsq/v3AzvCfhG4KAZz/SM5YVW1P10R1dqJx5pMkAXcM5s3LyfGhbJNf8Brzgzz+vWvbJn6tMGg9z6MR7RTZcBp0FH0FxyOTuHQ6gvGIPjh8Z+quo/WXP7ICq8rFBYWyUWEgX/lV0atKg8tdy54bj0xaZj8bkYcKU4ycsZuKsE5CVXlZZTctWGSDiIiyndWIl/f+MYz2l7qEwb1M4akMPgDo6upCQ0MDuru74ff70dXVpRt2a0d9fT3C4dgQv9bWVkSjUezevVvJ8nNrO2p2Ykbqm+DB/lF8/OvLuDU2hTWCYIFdhYF8VP3OBnS/cV55bOdzWzB0fi6bQROksnEffuXsqGao7i//50lNZpKc5ffm/zqFM+9rM6mkGYP5tGYfSlX20c7ntuC9n5sP65Q5+YFampE0c7XJxiPGmV/q9N6NW1diSUEubk+YF1kwbkBsW6JshvhdOXzpBk6/N6hbzjH1yFHBxyUHHY2GOk9Pz+DeB4px9viQ5vHitUsxMXYbEzfumG4+oZtCAPcsjw3Rtp/BZ5zx6PMBi5aIo5G+HJ94GLpFAH/nc1sMf/kx+loIh+imeL4xfUBPivvThaBj3KEzMyPhB/uOxJ7yQRcgvhA/j6aFiRu3437kyH6VO8qwvrIYp49ewcDZKGampaSKI7j1d97SRXjoSXeHxiY7JNnNocJkLJGqvKyymx5KZr6nfvonIiJyj9WIlytnMn86IM/d/fj9frS0tFguJ5pDT81qHXa34zb5vjg+MHbhVCSp9ZY/vEIJ8D2wYw0qd5Th2oXT4jbYuBNfowqwDPaP6oYdnj56FWX3+3XBPXl5cXxPjvBZbt6xiqqVqNxRhvdeNw7wPflH9yuT0DsdgiLNSLpsNbPMr/jhRSvvXYbLn0YBAEvyc3B70lkqZ3Tolq0bnqEL5kPU7NLsH5NgjtF+nLkrzuIsWLoYE2O3LbdfWl6EwuI86+Ixccq3rog1T11FN76NcdPeFQby8bk99+G36nksfcDO57egr1sboFTWmesTBrnMsi3XbQmgckeZ49RuUQZfqhP44t+bbnsuNMCsiq4kAZPjzjL24vW+exVLi+zNyZlNCgP5qP7djahOd0NSLNkhyW4OFc54yhDd1KzeqipvZOCm0if+8X/4LIpXL01NQ8jU3Ny6zOAjIqLsVBjIR9WXtYlRTgQfW4nwCW+PAvFcgC+j2czgG+wfFQbGkqK6Ic8riH2smkIJ6ht2i5vzzdtXa7L3jIZLnvtAfHBfPTcG/8p7BG20tXmd5SvyMXZ9bsieKBtu0ZJcy3Wrs3mcVomTZgDkah8zy/yKH140fXcuoFd2XwD9Hzmbl69ohcHNbNwbXrl+maP1GrKZwWc0RHd6WlxoxUlF4lUblmN8xPgEunJ9Ia6pJm9/6oW5rI8ZVfzU9GZltjn3f6ZUE+D7vX/9CDY8VIKzXQYBPsMMPuP3l7vY/KAzymwV7rMUz8E3fWdGmzVqY57N8aizYGyqgglqN0etg8mUmeQhyYnMheLmUOFsksq518yq8v78//4AF3tiGbpLHc61Se5RhuhyDj4iIspij3+1AsOXbuD8x85GBwHwfHAP8NgcfJnOLCNFJs04n1/MzpBWzSLyxZk6SGNUcCPO/Z8t1RXYMBouufFR8Q1S6Ybl5m12GJso3ajdfkD06768TrOCFJp52ZxdwIqCLIWBfGz/alD74GzmV3y23fTdubltchc5/9ot9YtveuKzMUvKlmHVhuSDfJZz8FkM0b01NoW7t/UZWDPTkv3x0RbHybISbdBTXdbcfIiuvnJt/NBaORhsFLDz5fgMqtsmcdw7GqJrsa4kTd26ix9+Wz2fpHWE78awsyGTJw9eTLB1evf4l2BxPruzhaZyRxm+0fgEtv/BRpTdX4TS4DKs2+JH6cZlWLF+qeZvWX7hYhbYiJPqmj1WNKfkFE8/QMZm5Ll1Gd8jIqIs9+iuDeluQsowg2++SZLj+cXu3rZzN68KaPi0/409qy6yYXwBXbBMP6SttLwIuYt9mL4z97rN21ej8okyfHToEq6rsqiA2HDUi736iHjCNxG2ApzWy6iHOjq9gDW66dhUXYqjP5sbFrzzTzZrAk1z2459hrm5PuQYZL2Zbt/o7Qke31RTqpl/MVmiTc8N5RG/ZnxkSji81naVY1h/pmY3gtoAn8k6Zt9d/Lam78zMPi5+XWyIrmi7JttK8PgXDtGdhztySZorFx+/OdHWlzmcM+vy6ajhc74cYEnBIkzdtDdMd/rODPIKFuPOpMMsQsp4ypDk391outz3G36Lm6O3scgik5bm30LPGBuPTKL36BVc6BnB7cm7sfkr83Jxd2oad+/OzNPfOcqJfWrCfI5cIiKiTOdfVQCfL/0/cqYCA3xusjVEFxi+fNPRaqfvWBdnUAcW5hL49JlKVowCMIvzFmH6Tuyi797KgJLld191qS7AZ1xFV0mzE28jPxd3JvXv1c4XT17GNIHKJKvLivHQUu3jh145jf6Ph/GFP7pfk8UnZ/DlLMoxHNZqxiigow+8SO4Efyzm4LPK4DPiZIhuMusyy9bUFtmY/U/cuuaGVIu3kZNABt/d29O4dDpiq81qovc5X52RXC7ezvbvcXFo3Z/8h+14/b+csB3gm7p5V5maQG1p0RIO06WY2S9+Nl7IJS3NmVva7mZhfUA9hwcSGmaeSqNDk2hvPs5MVyIiylqFgXxs/1oF3n3NvK5DvHsrizF4bjTx4pnzgD9lu8jOxfGdqbs4tN/ZxVzu4lzLZTSXxHJDVJ+uJhhhFgQzCPDNqOaQW+o3z9SJxfdEEb6550VKy5cbrE/7AuF+ViJ8xu1SB0oSKbIhclMw71j/h9fxg33q4Y2qDL5FPuTkOv/a2b7nkeBOAQSrGhvyXD0OA3y6/WhzSLWtdRk8pwtCCuLe8duanv0eGGXkGVXRNQs6DpyJ4vW/PGH4vNEH53gosIt8ObH5JHVbEwV9XWzTUn8e7t5xNg5Z/eNETq4PtX9ejZJ1Ls1JSRlPPqcttACSHWnfI+r5glM8/YCXjEcmPRfckw2Gx3DupPfnGSIiIkrU4jzrGEu8S5+M4O5s8tWSpc5fPx8Y4Jtnt6emHWcQ2BlSpL5pkS+VNUU2DJaNNzM9g8H+Ubz1gx789P/Xhbd+2IPB/lElAw2A5RBTaUacwSdsjIrRevXN1S83F98ze2/qtC6T9oleaxC4Matae3B/L8YjseIgSgZfbo7jrDfAOJgl+izdyeBTr1C03dh/HWfwTUv2d73F+zAb7juj/j7ovj6iOfiMhugaZPDlijP4krlTNszgE73Peboj3/ncFgDAtQtj2s2rtj8emcSl0xHcGnU2PHZ1RZHhczdGJpXPwK5FS+Y+6Lx7FhlO6E8Lk9Ifpj2a5UHyPklTCt9CzeCLCrKjveTCx86KgREREWWSWwmM8pEkYGZ2gNHtm4IsPh/wxDMVjgt6uolDdN1k4+J40eKc1Iz3Vq9PX2NDs0GzbV/4ZAQ9h68ofw98OoreI1c1y1gWYJDEFVTlC3ejzRtlg8UHUm6N6b+MV8/NFi6xO0TXaZENg2CSzyKQOTo0gcJAflwGXwI3UQ6OF3fiezaCuHBzqLNgG1bPm2X/mXzWoo9eNwefnLFqsInpuzPC7Sc1BNljQ3TzCxcDAH747SP67c0+0HN4AIf298b+dHhYl29dgat94oJDY9cmkLs4Rzhk36it6sxYuWLxAp/ai9SYwedZC3UOPv+qAuuF0mj9QyXpbgIREVHKlG8twfFf9Ce9Hjm245sttlm5owylmwvw//6b5NuYCAb4XGTnEvXO1DQe/1oFjjgc721Fk8E3e7GsjhzbvacRFUbQb0u8XdvbMljA6CI/fvGx6/pfvcdHpjDYb16deMZm4QVhGwwCNyvuLTR+kS82vBGYy+DLXZSDu7edj9k3vCkVPexyBp8oK1KptmcS4Fu0JEcpECNXnTUaAi5kOUTX7Dn1Z23cRiXoHLeum7PZaEa7sv/kMHIX6dOyU1EBUrTP5iNI4cvxzQXv4reP2eFl+3tV45ydrb/Qry/oI1teko9cB0PZlxQs0pw/FtmY1oAWlrkhuulthxelOYEvropuetqQDoWBfNR8pdyVmwu3lQaXY+PWleluBhERUcqUlhdh/YPFuHBKXxxUtuY+P66ciZqu58k/uh+B1UtRtKpAmYO/0GHxQTcxwDfPhvpv4Nr5G7qqtGZsLSXI4NPMa2MRlHNCssgGjA3RNQ78GWbwGdxc2G3vlbOjcwEWn35DSWXwGQRuzAoLPPX8FuXLLc9hmJObgztTiQT47D0uiXe9Y9rsT8F2Z2/CTIfoql6Xk+vD9IzkLIMviSG66ptEO8OI47f17mt9yF+62LQNfd1Dgu0mvvONtpWuDD4fxJm48vajQxNJDXcUVeyWqb9X+csW4/6aUoxev4XzH4k7YB+0Qfvpu9NzTxCBQ3RNpTvquUCH6ALAxkdWKAG+guWLsdS/JFbVdkku7kxNY3p6Zl7/zlu6CA89uY7BPSIiWhD++f/xKP7xv3+A8x8L7jF8wH01qywDfACwdnPA/cYliAE+N9m8mZQk2A7u2SWqGqqZRk0T4UtuW+c+vA68YLwuwyCTRaaP4dBVm+1ds6lIWTTH59PMwwZoA0JOMxWM58ATL//luodQUbVK+fuuqiqrWWDDcPuGNz0pCv5YFdmwUXVRvf9zcn2YvhMLVllM72fzSasquuovhPY5URXdcUGxlEOv9KK4zCRDU7hdR4vbcnNM37ZUZArGW7QkF8Ad8ZOSlPTwMrMgu6Q6iSxalIPPP3s/AOCv/vRtg5UBkcFbyp83hqfQ3nwc+UsXJ9VGyh5yJu9CCyDZIv8ulrYMPvWPkQvr81H/GHVfdalyriMiIqL58Xv/+6MY7B/FBx0X0dc9FBtumxObi3z6rvXQAnlaI69ggM9FKbvptnHBqx2iO/tfdeaSJoMvueZMjt/BuZPXsHHrSsMiD+JhfeYbNpyDL25lhYE8jEemdI+VlhfNvc8cAHHfR3kePMC9DD6jt6T+op9657Ky3PDlmygsdp6yazRsSb+fJVdukHw+4whfLPgyu5zZ8Fd1Ft1s8FaaluBbZG/fW72L+KHOkiQp7TavoqsvPnNjeFK//Rlg+o6zbMvkMvjEjx/8UWwYbOWOsoTXnYhFS3KxOrgcV8NjuuckSZB6LsiaNWWW/DnjbFV3pqYxfVv7JRkMj8G/On3p8eRNCyx+lBFEP7osFKLpVYiIiGh+lZYX4XdeLMJ4ZBKjQxPKcNszxwfNX+gDVgeL5qeRNrGKroumncwv5jZNBp/gac1dTfLtlKurGWfqGUzcZbJ5u3PwLSnQx6VX3LtMs2rRumZszssm8s6rn+LcyWv6thm8GTnQMx6ZxK//7rTmufMJVKazG7STJLhzg2SSwWcaPNO0ZW45eT41dZDVilWwbGTgpuHyM6rNxH/WouIzS/36oda+HGgKN9iRVJDfJEnz0CtzFZmB+clyycn1oWjVPYZtivfZf77R0frNvoFmGZgiRsPeb0YNMhBpwVG6BEb4dFQ9Y3oaYDCdyEKgeb+8IiciIkqrwkA+1m4OKIkMayrMg3cPfq4srfPtifBywkWLbGYmAbFqqm7SXhPPDtFVbeLWjbnKs25cQCvV1QQru35xzGBY5+x/DSIZRoUv4oMmwiCKsnLjoaPqjDKnP5RfPh3FL/76I7Q3H49bqXh5uTnRoQlBBVJn2zbfjiCD0oVM0gGTuQY0sRcHc/ABgkxIF2/mbgxPYrB/FCc6L2BifO541wV7BcHLewTDpnc+t0Vpd84iH3Y+t9myDcl8t8wyXKWZWEVm9d+pljNbGEXYHkFblxQ4TE83+xI6DFQvyRcX1Vjq91bKPKXP3BDdNDfEi5RfxtKzeW3C+ML6gJjBR0RE5F2FgXxUfn6N4fPrtnhn7j0Zh+i6yEm2jy83B7jrvNiCEUlQIfb6pXHlsbe+/wlm7kqxYX5JXj/nFy5SJmAWXYv/6ns9KA0uFzRSifAJGWWDxV/wi4orKIsocwlZZPAleCE9GB5ThiebkdvsX1WglM6e2zgcfwaim57xyCROH70St6A7N7CaYFJ8WzT70d765EDZ9PSMUnAEMG+r0/dx6O9O41JvRPe4PnBsfmwAQOXn1qByRxlOHrwUe4XPZ2s+vgufOM/OVJi8X1/OXEVmYP4y+AwDfIIAo9M2mcb3JEkVc7A+yJbkL0JhMB+DquHEpcHlKChcguhV/fBrWrgWWgDJDvnb5oU5+BbaEF1IzvtTIiIimj+VO8rQ884V4XNeG54LMMCXPim+yRiPTMaKYSjbiw3zW19ZnPQNzr0PlMyt1mBdg6J5u+L+G89wDj7dXHrGAb65IbqC9ahfl8SFdO+RK4gOTaBsUxFyF4kzh+Q2Fwby8bln78M7PzmjPLepehXOHtdXYDUTv5t7Dg/E5mYTL+1o3U43nshQZzn4LU0Dkzfv2t2wzeViRME9QB84Fs33FH8cK5+rKiPUzs3X2LUUBJN8sWxCTfr3PNwESzPaoc7WL3C2fvMAn3pBeyur3VuDcyev4cLHw1j/UAk2bl2Jf/rrk84aRVlLmZ9zoQWQMsCCzuDTjCxghI+IiMhr7kyJb4ge3bXec8NzAQb43OXk4szBNayt613NHHw+RFUZWMoiM8BvXv0Ui/PEQSn77VFtzMm1uNUcfHYz+EyH6BqvK5k5+NTCH1xH+INY8LT84RLhMuo2b/7sGiXAt+Y+f0IX8epMqvHIpGFwb3hg3PXhm2ZDjCfGbc5x5hN/6PGFMjSbcel96D5rTbKIJNyWXDFJee8+X8qHrxl9zx//aoWuwMZ83AQP9o8JK/jONkDwkLM2TdwwPnakmcRSUTduXWmZXUsLk5LJu7DiR/ake5+oztELLL4nLJBGRERE3mE0Iu+RL65LW5vMcA4+F6UovmdvfXGT0vtVw/nUzn1wHZ++Z1ENxnJj6u3af9nEjSlcOh3BnUlxBleO0Q6M24YowDcXO5QzrvTrSmRoqZX+j8RDMjUBuZG5rK6ZuzM4c8z5/h+PzgVaRMFb2fVL464Ef9TDQeP3/+v/5YTy72HVMHAzRll7RsUR3GQyBZ9hBp8S4JtRZfClfIIq8ecmKiozXzfB4yPiAJ/oc3MakFUf07p1aX6wsF4Xb4zJylwG3wKLINlhMrXFfNAkVS+wz8f2nLZERESUFoWBfOx8fovyY7EvB3jq+S2ezN4DmMGXPikcRenz+VAYyEdF1Sr0dZsPBV1dsRxX+/TDac23JQn/rVa6cTkGz2nX+8bLpyzmGbM7B58+kqAE1GbkdenX48YcfHbJTY4fShu/T+z66X/uxlPPb0HljjLD4C0ATN26gzynxQ4E7t1SjNGhy7rHz528hqHzNxyvb9IgW8ssm9TpjZ7omAOAm2O3kXePap9YBH+BuQDf3EvSl8EnGpKe7jSX25OCAJ/DNhUW5+t/DUtwXUYY+KN4Cyx+ZEu6d4lo2oSFwmnFcCIiIpp/lTvKsL6yGKNDEyhaVeDZ4B7ADD5XOcvgs38Ve9sg402zPsEwD6uyzgAwaXeIpWZb6j/0z2+qWYUt21cLXmi+XsMqunGvk0QBj7hNCItsqAKDqb7xl2Yk06G0zlcYm0NxPDI5+yuCuKLr6Xev4vaE3TnuTAiGsQLA+Y+TKCIh5N7d3ObPCo45AD/+D++h5/CAeOuS9r+y6TvaIbp25+BLisGuEBW6SHeQQjjHpcNGLV2+BDuf3yK8qT3y92cdvUejz+bGMAtsUIxyjKT7y+NhaQuIL+ghunP/5hx8RERE3lUYyMfazQFPB/cABvhcZTZ0UsfBRezUzbsYj9i/UZUvEuXKpWYKA3n2GyLTDNHVv5Gly/MSukg3uriND3AIh+jGRWpEq0pkDj5fDlB2n3GgdMPDxcLHJcnh8WCDNDNX3faBJ8rEy0ixLL5kafaOKpltw0PiOQcTZTZE1+mQT2Gm26yD+3tNv0P6DD5J87jVjdeX6x+y20zHxEVl0nsXLJwHMwGVO8qwRRCYPffh9blqy7ZuevXLjEcmNZXEaWGTz/kLLYBkS5p3ivr8mu5z23xLxdQhREREtHAxwOeScyevKVk/dji9hh21CBaJLortBLGWr7wHT72wxVFbtEN0Bc8nmpVlNAWfjTn4lLnU5FUJ3rs688/0QtonryNWvfRze+4XLrb9q0F85veC4jbPSKZDaRPhy5mbG0+U1QXE3teSfBdG3qtvuFQPb9y60tWbEPOCL86OI7MAH6S575CoYqPhHHxKCp95kG9pUQKB8vgmGpwUZgSlbOfjHrj80RWGzy1eov/cHBdFmd2dkwYB6enZz9PW4SZYyO0AO2WPhRZEspLuvSGaF3XBYAYfERERuYgBPpc4Hrro8AajyCpYpJmoOfZfO0M1fYhl0Tzz76pst8VqiC4SK4Bpsj3tykRDdJVFlAiffj0XT0eUf5sNTf78nvvw1T97DF//iydQuaMMS/LFQaiilfcYvk9JklAYyMdn/vlG3XP3f7bUcNtqeUvnAnU+XyzYKKcEGwX4qr68AYuSrJKsEzfnonwTkrc0F1/5Vw/bWkVg9T3CxxcJAkWCzdoSGbxp/KTP/DsUH5yKLwRjdd/ly/GlbIJ04RBdlzLozNyzdDGKy5YKn8tdrO86nAZN5OOoaIX4c8lxcBiLPh+54hUREBc8WWhBJCtzc1ukZfOiH10WCs30KrwiJyIioiTxcsIlTocuOrmEzVu6yHKst/aaOHa1PHnTxlDN2Svr5QY32VYbE12MS6r/d8Lo1kI3B5+NSflzBMEWdaGHX33vlOG8bPmFizXj6899eF243KXekbjAqirrbTYAE3xspeY1azYV4Ytff0C4vnj3LFui/Pv3/o9HUbljbliu0T3Qxq0r3bl5NbgXHrs2oWRQLgsUxLZnw1K/QYabi/dynxy+YvicutKR6EY//vgZOn8DPYcHlMCfVZGNnByf8JhzwlGRjXkgwfhzE38Hna1f/hiWr9QHf8u3rkBOjlyqytl6ZfEVr2hhUx8HCy2IZBfn4Jt/nIOPiIiI3MRbH5ds3LoSq8qX2X+Bg4tY0XA4/fr0w0+XFi0xWHhO5Eos68ksk8pkU+KL8UQz+GzOwSdeKL4anfWFstG8bOqL7PHIJA63nxW+/tQ7A7g5NqX8nSO4SYnPDFu0OMd2vEIdMCxYpq2Ma7ZPXL95nV1dz+EB7P//HlUevn5pHJ3f73F3W+rNJpmltigvB5/9g434RuMTmuCoJng5u4lbY7d1rz/0Si+mZwuz+CyG6MIH+GzMeal7mY3qkeI5Jx1vyjFJMvkMRIH9BBuVI+iFPvv7c5mvydz0Vu4ow9f/4gn83r/emvA6KDto53lLY0NIhxl8sxjfIyIioiQxwOeir/0b+8NcnbBzvSuKbRUstw7wDZyJYjwyiUWL7B8KklWET5ISysyym8EncvfOTNxcNjY2KFnPbWg1j9fNyFyAT50hIgdldAESn892wEJTJMXOPISIzX+Yivsjo4rAp49edX9jLlleUoCa392oy37V7v3YzroZnUI8aQaYmS224cvxmR5TPp8LGXwGX5p0DdGFJBnebAsfdZzBJ092KZgv0+F8fmbfqcJAPsruCzhbIWW1hRZEMuOFfeEzShlfANTnOh8jfERERJQkBvhclLI5uGxcgGsWkavoilJjBEaHJpCzyEHbreJ7SPCmIYkI393b09DuAhvvx2BeNvVrrQplLFVVIdYEeAyGfkKSbP9Kr80IjJuH0HDyv9TcsKWjYEGyb8PwEBBk8KmHQyuL5cD2GdLnEw8Ld8Qwg0+w6Lxl8Bk9KXjIadBxdneJ9psk6QPVTiqJE8XTDNVeYEEkU05/GEsFzfDpNLUhTTgHHxEREbmJlxMuSvoG38D0nRnLm1vNRaKqCqwdRasK4PP5hBPnW21LGExye4SojfXlLs4R7gMz6nnZjBQG8g2rDD+wYw0KCucCQ+oAr5xhJ8q0SySDLz7QYprh5ML+j29hshWBp0wKvgz2j+I3r36Kdw58isH+0aS2o2Ejwne1bxTjkUnkLV2sW2rnc1uQM7sOqzn4fDm+hIbo2iEuKpP6u2DJLIPPcO5N+8zOU6KMZLMgM6euIiscomtHuopsGP+YlfU4Bx8RERG5aJH1ImRXqjL4pm7dxQ+/fQQ7n9+inUtM5drFG3PtUDL4rNuzTlVMYtHiHEzfsR4bpxmhK3oeid1AGV3b2skMysnxGRa8UCsqzceW7WuwZfsay+CerHJHGdZXFqPjb3sw8GlUeXzt/QHNG9UOqZWH6NrahJDPLIMvxXPwDV0Y0/wtBzrjh+lu3r7a1jDdG8Pi4Mxg/xjaX+pS/j759iVs3r4aoW9WJv0+jI4n9eNv/s0pwAfd92qpPw+VO8pw9Gd9sdfkmA+fciODz7DIhuizno97YNM5+ESPOQ7xxf5fNERX0k/kmWyQmUi24IJIJrywJ7RzkXqhRfOHc/ARERGRm5jBlyEkKTbpvyiT79X/+D4+PnRZ+bvrjX4A9gKOJWsLlX/fnjLOstK2RXVBKgw+JDYHn9HVrdHN2KoNy7Qvsfgl3L/6Hjz/nSeE87JZKQzk494txfENMxwWLA+rTGautJzcua9n/C4wmoNPtKzIQ0+KA8Wyq31juscqd5Qhf2nsN4HF+bmo/fNqhL5Zab0xAJPj4mNrPKKf++700asY7B9N+j7PKOB298609gEJuorK8kcpV7CdmYF5Bp/Pl/TwKqPjXPRZf/yby4IlrZVtLkJgjb1AmSDGpnpONC+gs7bMZfAJdqzDU8h0mioNU+bwCaZQIGi+5OlKIPPpfxtbMFhFl4iIiNzkuQBfNBpFQ0MDmpub0dzcjPr6ekSjUduvD4fDyusbGhqwe/dudHd365arrq5Ga2srwuEwAKCzsxO7du1S/k6llesLrRcSkGZiQwpl45FJvPm3H+P6pXHNcmPXJ3Hu5DV7GUWzi5w7eQ3StPmicw1R/dNoDj4Xq2wYXfAXFucrQyhjMUXzuWwW2RyCbCQnbgimFHujwuflAIh+7rzEtmc3g0+yOQff1i/ea78harP7u6BwMUrLixJbhw0f//oyxkeSm/fPKMB9e1JwoAsCqCffvoipW7HA5PjIJMInhky2lWgGn3XQQZrWRs4G+0cRHbzleEuPhO7F1/6sGmWbbBackCTT40z/WGJz8AmH6M5o7noBmA/RnbmbRKosLQgLuVKrGc2eSFd8aSEPn/ZAgJWIiIiyh+eG6D799NN4+eWXUVUVq0gbDodRXV2Nrq4u+P1+09eGw2G0tLSgqalJeay1tVV5vbxOedn6+nrlb7/fj7a2NgSDQXffkIDPZvELkV/9zSncnpqGJEk4tP+04XIXPh5GsGqVjcbE/nP+42HbbbAaogvJ6AlbTRFsT7wyHxALUc/IQ/pUzwmulJP9dTz+9bFmScLnJaMqug5oi3ZIGOwfxbmTw1hatAQla5eKX5Rw9qRDDvalLwezxT/sr7733eSr894xyEhdkp9r+drp29N458AZzWPv/8M5w+V9Pp8m4zIx9jL4Bs4mNk9h+UMlAOx/DyTJPFNUtLwTPtMhutDtDrMhunbnD6WFi3PweddCDr5qMvhSNM0LERERLRyeuitqbW0FAE0gLhgMoqqqCo2NjZavb29vR2trqybjb8+ePQCAlpYWzbKhUAhNTU3Yu3cv2tracO7cOYRCIRfehbVkgj6QgIM/6jUN7gHA+odKbGUUyUtsmL35t9UEO0N03WS0Op9PCRLEx7VEMQy7MSmj5eIz+ABtpU9frv4GMpk5+NTbO/z3Z9H+Uhe6ftGP3/z4U/z0/zph+Do7uz/hYGcigdscH3Y+v2XesxNGBm6h8/s9uscX51n/rjE1oc/yM9uvvhxf0jdndufgK9uUYObk7Adw6XTEZnv0lWxld29bZ0Fat0dulkEVXXmx2aeVgjeC3Zy7yFNdGXmRwXQOC54H9oXmHLDAknGdFgcjIiIiMuOpu6K2tjbU1NToHt+2bRva29stX19VVWWYgTcyMqL5OxgMYu/evWhqakJtba1ldqCbUv0L9eL8XGzcutJWwEG+sN64dSVKg8vtbcBiiG7scReH6BoERH0+1QVxXMaP6L3bDsAYLBZf4fXyp1HtEF11UQy5im4Sn7V6fUP9N0yWnCMhtceXHHZxch/i8/lQuaMMtX+u/27HK7nXIDMxQfJ8fql2a2wq+SraBh/b7bgKxKXlRVhSYJ2FGM8Hh8N7TYpsXA2P6eYtdHqsy99d0X4zWlXljjJ847tPYE1ckJM3xmRlQVdqNeOFOeA0MxUsrM+Gc/ARERGRmzwV4Ovs7ERFRYXu8WAwiHA4bDkXXygU0g3l7ezsBADs27fPzaYmJakMPhsqd6wBYHNOMNUitXtr8JV/9TA2f7YUn/2Djaj5SrnwJeqbI9HFeCzI5KTFs00xuLg1XJcPSvtj2Ubmv4Qnc+08HpnEmePaOdhOv3cVt27cnlu/oOptMp+1T5cxaI+trMFE94WSVmX/JfKidgqblJbbDDI7cCVuSGsq7qHaX+rC1MSdpNZhdKT0nxzWBdOWFuU534DP2fBesyIbQKzoj2b5RAtdiGpsmGy8MJCPolX3WK+ESGUhF3Iw44WA2kIePq2dbzR97SAiIqLs4Jk5+MyCd3LALhwOa4bvWuns7ERjYyPa2tp0r4tGo8qQYADo6upCQ0OD6Rx8U1NTmJqaq/o5NqavNGrHTIqHoKzaEAuS6IeU6sUHOzZuXYmNW1cCAD5866LwNZo5+ETvJcE5+IzMTIt32N3b04ZBQeEcfElkWEWHJvTvSQJuqqoaq6dWlFypoptAe+PmBTSSbJDLUaaBSTGFeIFSdzP4AOiyvVJ1EzU+oq8I7IjJne2hV3qxvrLYcfVnNZ/P2fBeyaTIBqD/7jvNipIXF/4QMQPlMBYG6+P/9viNsVt9B7mDGXxinqiim+IfQL2GGXxkhf0HERE54ZkAnzyE1myobPwwWyPd3d3o7OzEsWPHEAqFhHPrjYyMYM+ePZrgoVyMwyjI19jYiO985zu22mBm+o7dcrWJkS8S7V0sOr+g1NwbCW6UJNX/O2LQlGmDzKA7UzNzGXwzcUU2REN0k7h49q8qgM8X93Z9wD3+uUwqcQZfwptMeMinnXvXs13GFWGTXbeOg+NxZlpC7uIcTN9xJwq+eftqXbVfn0fTJMx2rTQDjA5NKAG+RD+H0vIibN6+GqePWhcxkUyG6AKxgK36+HZ6Yy5/R0TfVSn+ixa/bV2Ez9Gm551bfQclTnOcLawYkjkP7IsFHdhSjzzw1Jga8gr2H0RE5ERGXE5YDc2NV1VVpRTPqKiowMaNGxEOhzXLtLW1aYKJwWAQNTU1msq68fbt24fR0VHlfxcvijPcrIxdn7ReKBny3FYJZPBpnjM6OjRDdMXPJxKACH9wTdwOgzYuKchVbgxiI/rML5RtF9kQRAsKA/nY+bx2gv81m4pw5v1B5W/hHHxuVdGNs/HRFcLHu37ZbyvQ8t7rYctlhOSgTAJDdO0ELKfvzriSXXP/Z0tR++fVCH2z0rhBDgUN9rlrTIt4AEWqKrKJ7CP5bYe+WYnaP69GzVfKsWmbSaXtuGHv8R770gbN344PdTlDT/BdtSwGnWHVJt3qOyhxC7lSqxnNnkjX12oBD59mBh9ZYf9BREROeCbAV1xcDEAczJMz9+RlnKirqwMA7N6923LZYDCozNknkpeXh+XLl2v+ly7+1fko21yEz/7BRnyj8QnNc0oGn8M5+HRP2ZgTz3CIbgJGLt80aonw0cV5uYbzKgnbnuTFc+WOMuyo3aT8feXMKPo/Gp5bvSaDT/6vwc6w0ZScXOOv59r7A8LHL/SMYGLcei64RG+ikkjgs/WeZ6YlV6oolj+8Qpe5p7TH5HVGQfGv/dvHsGP3fabb9JcWmD5vyWTn7nxui3Z4blIfRKxQx2d/P4h7txifUyWYZ6B2v3Feu3yCwWyjKrpm8z3Gv8brN8Ze6jsWqoU8z5spD0T4FvYQXVbRJXPsP4iIyAnPBPjsVLE1mx/PTE1NDbq7u5XgYX19PZqbmw2Xd5oxmA47/+QBfO3PqlHzuxsN5+UKnxBnxKmZ3RgbPaUJWhkM0XXzBsooSOaDTztEV/2c+/E9AEDB0sWGz6mLLMjtSSZTxKzIxoxJQYOpm9YBvoT3hRJ0cZLCF1t2PjP4TAM+Jk8VFou/S6Ubi4TrzLtnEZ784/vxjcYncGvstuCVVswL1gBA2X1+VO4oM3iVfeLvhPHOkGacHb9mx6Rw/UoGnyjAN/fvVH2XaYFhBp+l9M3Bt3CHT6t/RPH6DxVERETkfZ4J8AGxKrh9fX26x6PRKILBoGUQsKKiQpipp55nDwAOHDgg3M7IyAj8fr+tYGO6mWXn+XJiVV/f+4cEh2EqK7KRwSe6GHc5wmeYBOebuyCOry0hulC2Paed2WImF+C3b91V/q1k8OkKEVhvQmbWXrMsh7yl5lNr+nKA7V/TV6s2Mx7RDitPIL5nK6N05q47NR1N22fy5KLF4lNi7FjTP77Un4eHv7AO1y7ewO0J53NrauezFC+Tu0iwYZe+X6ZzPlkU2dAvntgY3QunhnXPXDg1bFrdU5/B53DTtOAs5CCSGS8EOzXZlQvsw9Hsf57HiIiIKEmeCvDt3r1bOES2o6MDtbW1lq8Ph8PCYbzd3d0AoFTSraurQ0tLi265zs5OZUiv15kFf3zwiau+ipY1HaJr8IR6Dj5hBl9il+gr1hWKnzAKMqiDLlLcVlOU9mO2ivzCJcq/lQy+FFXRNcqWureyGEvyxVmGObnAV//sMXz9L57AfTWljtryg31H0HN4IKlbLzsBvunpGd1xuzgvN4GNOX8JAIwMiIeJx9puvNLzH+uDVE4Z7VvR/XdiRTYED5ll8MHZvHrOi2zEAscn3ryge+7j31w2Xx9vhMkhzsHnYZohuulrRjpwDj4iIiJyk6cCfHJwTR3kC4fDCIfDaGpq0ixbUVGBhoYGzWNNTU26IhmdnZ0Ih8OagJ5oiG5zczOKi4t120k1O4UwRKyGIMpVX22syPgpg4CMvQw+G9uOs26LeF45w0IVqrQqKW6bwiIbbhztJvt0qaqi7qfvX8VP/uI9vP9PBlmUNj4csyDuzLT4LqjqdzZoPpT1lXMB78V5i7B2cwCFgfyEYp2H9vdCmkng7kvO4LOxzbPd+uq+i/JydfNMPrRzrfkmzY5r62YI12c2xHXDQyUJrNVeBp/hd8wh0T4x+0xilakdZPA5PDRujd6O/RAhXNncP221m/fFZIFz8Bmw+F1sPizk4Cvn4CMiIiI3mY/lS4Ouri40NDSgu7sbfr8fXV1d6OjosPXavXv3or29HS0tLfD7/YhGowiHw+jo6EAoFFKWCwaDqK2tVQKE0WgUfr9fOGw31XJyfI7nrgKsg1WFgXxs/1oF3n3N/D0lckGpDUro2x4dmsCyEvFcZmYmb4nnjjOeg2/uvl6Kq9wrDgq4kcFnvI6b0am5f4/exs3RROZkU23LLIPPJLtJvb9y1UNONatzvi8kaS6I46yK7mzRF9/snIkmh/vkDf0x4PNBN89kXr7FMGTTIbqmLzVelyjAN7t7N25didLgcgyGx5yt3CIbNn4Z5aEEInxO5+ADzI+zys+tQc9vr9haVuQf/+pDPG40VNziONG3m3fGZEF9iCysGJJ9aYowLejh08zgIyIiIhd5LsDn9/uFw2fjGQXjamtrbQ3nDQaD856tJ+LL9QHWNRH0rzMb7jh7wXj/ttX6AF/cjXP83GqaRY2rbCj/vHNHP+/YUP8YSsuXGbfPQP7SJfD59PEM8zn45IWs12/32jnRa2yj4Z1qtydi8/RZxC8AWGXwGQeDjPeXT/Vvi40LXw/VTbL9FaiD0Tk+H2YcZmgIt2S1eRcz+OzedNXurcGpw5dx6EenHW7BnFsZfEJmpxFJMs3KW1qUp/nbceaNBBz9WR+eeKYCR37ap3lP920rxZljg4Yvjf9IeF9MVhZylpgZL+wJdR/BOfiIiIiIEuepIboLke3CDw5eJ18wxt/0rtlUhJK1SzWP9fz2Cjq/3yNcj1GWoPp69M6kOAIwefOu8HEzefcsws7nt9gfShs3RNdqqIudOeCsN5ncOtSVdq2YDd82zHaEcUBUUg/rTeBt7Hx+i5KNl+iNSEKfQQLZmIkW2RAunqPKQLRoR/CRlY7WLRn+oXpYlMHn2hBdk/OIRRXd+GcSmW9SmgFWbViOb3z3CWzevlp5/Mz7g8oGJsf1mbDMdPn/t3f/wW3f953n3yAlkZQoEqQsUT8smQIdS2YsxYGkxLXaRK6hdpK7dtsuKV9bO/XMjcVtb2ZnNjdDRt2Z62XmUh54O7Nz17mbI723693YtxeRs2m37TYJkUbN1okSCUii2LJkC19JliyJkkiAEiWR+kHcHxRAfL/fz/cX8AXxg8/HjBPiiy++3y8+APkRXnh/Ph94xRBdC/n9ZtkuIu+1WW5z8OV3yz78GwUAACxvBHw+mrgw7f1BBX7SsPuHYO6Qhl3q6gIyedlcZXb2+DXltVt9iM7/0G+16mjDau/FoYGASPf+zfKVb7won4lszTuh1QP0i2w4DXV5pKg2LOQai9HQ9LhdXBynrs761/ODvKGRJnmvz42Pb+d+nrv3yDLMdfIb/323dO/fnKuu8NQO+ZWDBfzFUZ6rmNfB4rErG+tk67PmeSC9LESzYpXHBUEyyh917qqGei/FKrriENoZK20LCPgCdSKtG5qkua1RUtfUFbC3p+bMqzgbrvueIgQEdKjgU9I1RQXMwbfc0lfm4AMAAH6quCG61ezKOe8Bn9fhilluKviMZu9YV49dPTctHZ2tum0uRujq53h7bMNTa2VV42LQ8cXff0buTN+Xn33vojx66Px8m9sapa1jteN+gdz/ZCv4jHfqXXxvSk6/e0W69292OLBdomN91/bnn5DzP79pe+hVTe5/5QpagCUj8vD+YknATGpOd/fZ49dk14Etsra9ydNhVzWtzB3fq6I/s6iqMZ0eYrvKtFpT8ypZpZrbL1fBpzqYfqNV4G1F+8UN+fxvh2TiwrQkvntBuc/0jXsyk5rVzUPo2whduwo+m+HeKl7XXwnUiRz4w53S3NYoExem5fqF25b7Tl+/p3v+F36pX7V48vIdGRs6KT39e71dBJaNZT3Pm2tlmoMv7+/1if9yXj44flUezj2Shw/npX5FnaxsqC/odkZE2jetkee+sMX075tKwSq6AADATwR8Ptr8tPd/QNavqrcc5mrHtvLm8T8Yjf9YbGxeafmQTYprdzMHn6pqZ+26Jt0/Wts2rZHO3U/Iyf9ywfqaC7CwsunjIbp5/yti/THl2DtnZFt3u2nRBt1x7c5pc29HZ4t84ZVn5Ozxq/LxB1Ny59acTF+zmOPQTQVfAQFfMnFdJi7YL/Rw9dy0rP2ct4Dv0YPH71GL95atx7uefveKLnx0/3Dl6hBuTmlxp/reuvo6ZTAYyFUtqoa4Gm97e82mPrkjf/W//0wuf5Cy3c8YcBXyvYAq+LdfRde+Ks94PC8VfF/+412yftva3HNy+nKkdcPi+3XiwrRyvssJ7ZacP3VDtu/2NkwaywNz8FWuMz9erEifvj4r09et5wb26vr523LmR9dkxwsbJfJ6t2/H9QsVfAAAwE8M0fVRR2erbh4pN1Z5HdL3mFPljUrjmlXK69vxwkb1t9suKvjUpzIOl11YWdeJfhEIF//SNQzRdTPUKDO/EJYUzHa4ZkCa2xplz5e2y+9+dY986fBuxQV4OFUB8/G8/1+vOO6z6elWzx8kHj1cCOYK+VgcCARkJjUrx94+Y7vfS6/tlOb2BvMd3vM92/eP1T2BgLrNH8zNy+l3r7i6DrtFa6w4hXsi+oBLRHwbxvaLv79sc2+mZEN0Nz/Tpgss7b4caWxeodvXLgz8+L1Jy/uwvDEHnwVDX73UJi5My8R5j6uPF8BqKpKyo4IPAAD4iAo+n0Ve75azx6+53r+uvrCM1c0cfKqVJiOvd8uuA1vkw59MiAREnvlch+XQFTdz8FlFPrqtgYAEN1hXzKlP7nKXvEU23BwgO+dXoTwVrtmGTAFxissKXYDFTjbM9TpnWTbgK0Q24LX7UB3saJLu/Zsl/p2Lysd7ZvdrZXG8QF3Ass2PvXNGOjpbFNem399NkO3V2vYG24pTt4yT109cmJZPzlqHi3P3Htq+Zsa75j0EfMbXNPvliOpvZ+t6/XB9uzBw23PrXF8Dlpm899z4v31f6lYEihr+WQ23RcRxn7q8X8a7t+eMrVZyhUxtUijVVCTlpvtihK/cAQBAkQj4fOa1gqfQVdPcraJrTPgW/q+js9XVP3Itg5X8Cj5V7mNc0VYW5tVb09Ygd1I+foAILA7eXJgvzGkV3cU5v+yPa39Ot48r9st4NwtStG1aLR3bW+TMj6xD5V0HtkjLE02y6enF19047DVQZ796YS7gs1ih2UlwQ5MEAtaVM/UrFp5svWpYsouhsab7C7ivrj5gvXL0vMitSUV4ZzhY0GN43PJEo9y6af83o7F5lfl6fBii6/TBOnX1rsMBDTc9BXzmVyH75UPsrfclbTW0XazDwI5QC8NzYenymcUw2/G9vUzduDiz5HNZFjK1SaHe++Fl+Sg+UfZQNf/29I3Fv3WzM9bzJAMAALhBwOczrxU8Ngul2rINBi1W0fWaN1lX8OX/bP5Qn8m/hoUDiYjImpZV9gGfxwvMH1L58P4juXEpb5J+w7E+8/JWeT6ytehKKPt8zxiamXe+Mz2nvD71uZx32rCtxfE5vfcPn8hX/vxF/X6GQ3/lGy/K+L99X658pA59ihmiK4GFgPfAqzvlB9+0GKb7+Lmq58Cz3t/ylAWkq4FAQK4m1c8/UGeuJFOdp7mtUXYdeFJ+ecxu6Ouip/dskA9PTMjMlPn3Ihu6Kn/HCkj4jA8p9oP1xHl9W3m6JIuXp6OzVZ769HpJX7tk+/BsGPjeP3wi92cfys5f2US4B0sTF6YlPUGo58ZSz2VpV73rt4W5/fyb389v3/s378uDuUfOC4EBAABYIODzmVOlklEpK/jMJ/OaoKk33599IN8Z+aXcm7kvNy8p5s7JiHJen2yVlvXp8ufgc3d92cDs0YOMfOf/fs/y0ts2rvZlmKPT9eS7e8s8DDY9cc91laebNqhbYbfsx4JMxrxIg1FzW6M0rVXMf/dYeuJxcJ0Lj92/l7JX2L1/syS+e1E5B2L2cMqFRQqYg6+QKswH9x9Zzs8Y/s2npDlobh/VobZ1t7sO+C6cmlSGe52718mlD1LyaH5e/bfE5u9L+De3ydy9h/L+D/XzMRor7Ir9YP3Jh2n98T0kfHfScxLcoF4p2/g30eq1dluJDCzlMNBa8PF7k0samOcH9rcm70ldXUAezD2SR48eV7utqvd0OxAIyLVk6ef1K4UfvO28EBgAAIAVAj6fOVYqGRQ+B5/1fVZz8Hk/h0UQMjsvycQNm/NnJKNIIObuOQw/8Xi9d6fvy4PZRxbHKs1k1XaBrGnBhSl1kDd9/Z67p+riObh5/wQC5nkHlUOYbU73y2OX5f7sQy+Xtrhv3iWubFAvKpOthLutaLNCq/Gs71Rvfnjf4r0kIo1rVqof53abhamr5tVgRRauP3cYj9V67Zub5cOfmkM7VQCX/WD97tg5uVpkCDL/yP11vvM/HZeXXtuprFRhnnn4bSmHgdaCcsxl6Wdgf/lsSv7qX//Ml2MtORdfyAEAAFhhSt8S6N6/WbY//4Srfb3MW5XP3RDd4j4pF/rwh/cfGYboLvzf3L2Hyv1V55u9Y7+viMjdaevhvuYFRvxJDbwcpWW9ej42t4t8uJmDr74+4PhCHXhVMe+gMuGzP5cfQ6isqjgDgYVhdHOK1/3RA3Pw5vR6FpDvScNq6+87NlkEBKVa9fDRg3mRx7/jqnzP7u/G7J0H8vH7U6btKYswsaOzVZ7c2V7Yhbq8JpVjb59RVrOa25TED8UpZIX75aoW5rL0OhdqRVF8IQcAAOAWFXwlYlWpZDT/qLDVSe1X0X28EILxMZ7nuCvsg/X9uUeGfG/hOKtbGuROyt3qrfduO++3ao3N27eIjKCQ6i/V45qD5m/gWzc0LYRtebs++WybXP7AvJqpm/ZXDmmVhbDq8/8kJNt3P6GsBCg2MvH01sjb2TLgqwtYDqN7cF/xO+I4RNf7a9i4eqVyyGqgbiEgeKCo8CtVtdnDB/O5YysDPpvHqoaGi4j8w3/8UOpW1HmumrN6fxpNT3qb48xq6Lhq9W+gWPnDQFPX7hQ8/LOabouI68esalpRM3NZNrc1ykuvuR9JUUleUn0hBwAA4BIBX4k4z4y2oJDVMEVE6mw+9c7eeZC9CONFeVPgB+uVq+qVFXwt7Y1y4+Jt5WOMVreYVw41ql9hHaK6bX+vvISeqgq8Na3medyaFKukioiyms2obkWdMgBZ3dogu774pM3Fudpkw8scfIvqV6gfFwhYD6NTheVOr6+XxVBy2+sCuRDgu2++J7cnFypEV6ysf/w4dyfyo6rv/uzDxeN4TPjWtFr/7hx7x/v8Tr/+2rPyH/70R477zXtcAFI1dFyk8HlJASfM27h8dO/fLNu62+XCqZvyyYcpuT01W3Ghavb2qqYVsnVnu+x8YRPhHgAAKAoBX6m4/Iz6qNAKPovKLRGR43+pSdPaVfKpvR2GS/IY4RT4OXvFyjpdKJFbQMFpkY38E7o4d71NG5hWEPZUcebPffaVgM4LivzDfzxrc7IFVhV8hbx2Tlnzjs93yNmfTHg/ft6+Vu+B+UcZy0UfVAGf03DvQl7D7MI1HZ2tsn5bi9yeXJhnMjf01O28hT7kUzcvzciKVQtt5bWCr3HNSnliW7Pc/HjG/Lh5d1Vz+VaucleN7JVy6LhI8V9MAIAsVPI998Un5Tm7L7sAAABqCAFfibj9TNq0ZqVMi3rlTtvj551ANY/VsXfOyKang4VdVO4c9g9Yt2W1NK1dJXX1AXli61pJfOdjEXm8iK5uFd2F4+SHUSsa6uXhnPWiBlbDDPPN28z5paircjyeG3ZHmTg/LSJbF/d1O8NlEZdWX1+nXDzBqQpK+drapEaNa1bIr3/l2VzAV+iQZ6shutcv3pbT717JVdD99V/8IlfBqLrU+N9dcH1O850Wm/PaLP+9mlu0RvHAhw/MAb1fedTDx0OTlavT2s13FxBpbm2Qm2IO+AJ13ud3+uRD83x+hfidr35WLp9JyerWVZZDx0VKN68hAAAAANQyAr5SUXxGbXmiUW7d1IdxjRbDM20PHdB/CE5fNweEmXmR2zf12z2P0HV4wIE/fFY2hhaGO83OPMgFfJJRZ0X5h1PmT3nb1rgYotu4ZoUEAhbDnEuUEdiFDx+dvC4v/t5sLriw2zeg+7nwi62rDyhXL3XMSFT5ns148boVdY4VfpanyjuXXSj7g7cXho92dLZK45qVeUOUA8oQ2+05TfdZbbcM+Kwr+K58mJbT717Rz2vn83vPawVfQCzeE3UiB/7Qan4n64v+zsj7zhfpQsf2FtnyTJvjfuR7AAAAAOAdq+iWiuJT6mbFh1urIZZ2MqKv2gtuaDJPTF+nWMXV5wq++pV5b5+8XTMZkbu3Fle4vft4wYz8cCfjEBe5CT5XNa2UX33lU+o7DdfuW2hgd5zHiwbkdnU7l1gxFXyWq9I6VPCpNtq9JBmH+23M3V0cTvtIsVBF/jmy7Wccrq0Kse24HR6dr04X8C22q90QXZGFalmvAaQnHhO+y2dTpqH/L722U77yjReVC2yIiCR/dr2YK3TFbZBtfO2o6AMAAAAAZwR8JaL6SKoK8woJ+CQj8u+P/EhOv3tFRBbmmTnw6s7ckNBspc7aIidrdhpiumKleofJy7fl/M9v5m7/zV/8Qk6/e0Wunkvntj2YNQ9tXBji6uH6ROTZX1kMLBqbV+Z+vnHxlm7fKx+lxS3b6dsc5nbLH/7otK+b8zmZSc8qj+AYLnobobtwn2LYtRt3b93PBWC2QV1e++VffyCgDrFtFVTBt/izeoiuWnZeu8XjF/6KZp9joE5kZWN97vimc9pUW55+94o8MAx/P/b2Gfn4tHqo7cSFabl5yTyc14uVDQF5ale7NLastN7JZW/jemg7AAAAACCHIbqloviMX68IXYqpTjn29uKKmNkV46av35PWDU3S3NYojx4akgGv5/JQwZe/651p8/x5P/jmGcfTGYe4Ol+f/rz3ZxcrxSY/uaPb9YMfX5XP/db24leos2mTZ/Z16I6vem2VwYxht8//9nYJdqyWhw/m5ftvfWB7OT8fvyRPPNns5TIfn1JxbXbzumUyjlWXdqav35M703Nye9K60u2lvEUXdAV8gUAuxD72zhnJzIv10OzcY7xfY36oqPpdtTqoaV67IhLbV/+XX5HbN2eldUOTjP6vJ+XB7CN1uzuksXN39EvaZjLWK+heOeccrAcCIl/6411y+UxKTv39ZdP9TS2N8t/+D8/LsXfOyPv/9Yr6GI5nyZ6Lij0AAAAA8IqAr0SUU8wpqvVuTXpfYCMrk9GviNnc1qj/8G4ctuvx+E77z915KLIuu7MPH8rzno+bwwUCAd1Fzj+0C6jUq4eqD1zQXaZFTewqkXTHMTzZJ3e2y8ZQq1x8f9LmbItuXlYspuCc8JnYhW8iYqjgc3FheVo3NMlHcethoE1rV+qGj6oqEPND7EeP5uWv/49fWB6voEU28lc2VvyuWh3SNK9dEb8KLeuapGVdk/56POZ7EhCZV1X9Waygu/npVsfrOvDqTtm+e72saW1QBnxunrLb4M48RNfVwwAAAABgWWMwVKkoPpXWKUKLCe2WaZuXU9itiGn6QO21gM9hmOfRPz+RGybsy2dwh+ej2t91tY/XY1sex/0zLbYSqZiHOw5zNBx7JjWrDAqzMsaFUzxc25pggzS3NdoGScb3mr6Cb/Hn5rZG2bKjTVa3NLi/AOO5LK49f1hu/hx8i49TP9A4r51v0z1m8z1VZeXj8sWGNebvaD79q5ulfoVq2Lb6d6Cjs1V2vLDRtH3LzqB84fefkT8atJ67b/Hg9ne73kcU710CPgAAAABwRAVfqSg+lKpCg2KOf+BVqxUx1Zfg+XOyiwdkhwmvarJ/K734e10yeeWOnD1+LbetI9SiCzg/tTdviKvh3E/tbpdbN2cldeWu7vLchmDd+ze5Hp5rN4eal7Ub7Ofgc77wYgLCu7fMw6R1xzbcdlzEwrTIhv21Na5ZIbOPV8HNzo3Y0dkq2z/zhJz/xU3zAwwZlioM153dqUDR7QSI+VstVtEtG+sCvtzw5Nb1q+WJPc1y+oeLw2LXtjeK8Tnar6ArEnm9W3Yd2CIXTk3K6tZVsn33E8p9rdrVzXu10Ao+AAAAAIAzAr4SUX1E9Ss02LKzTSJ/9KxzYGVK+Lyd380H7eww4fVPrbXdb8NTLfLZ33hKdh3YIlfPTcump1ulo7NV/s9/9ve5fewqvF783U/Jyb89rwv4JBBw/Zy27GhztZ8jD03oehVd42Ry2YUWXD68bdNqSV29q9s2ff2ezKRs5jM0HDzoUN2YkYxu/kCna8uGe8Z9f/XQp5QBnynEyh8u67Yd8x9ul6VbVfDlbbcMGAPivJqwTwFV9vfPaa7B1if0r93xv9JkRcNiAzyxtVn+mz/Z7fj3oqNz4XfS/qKsr8M3pmMR+AEAAACAE4bolopqiK4i4Nv8qdbFMMLl59iVK+tcVaMtxRBRp2HCxn06Olvl+cg2dZCQH+oYK5AU5Xp2+d7Lrz+r39enkMC+us94fYVVArp5vIjIxq4W6fnaHtkYUocy0zZVecYjN7c1yvpt5sU6cgpfX0On3qqK1ZBiObZPMcOXLbbfswglvZ7W7yG6xrYxBq1303Omxz6cW5yE7+alGcsVdAu+Jgt+vE2Ygw8AAAAAvCPgKxG3FXxtm5rlK994UX7nX3xWegb2uPowa1odt5iLstvdcDGNzeaCz+wwYbswymkosfrk5msxVmUFbObgM60s6+G535uxHt5aSGVYPuVrZyrgWziQ0yIbT336CenobJWmtauU99sGr4prbXlite35CpWfT7mtYs1/WVWvh1NgW8giG+d/fkNib51e2MWygs9NMuu8i5XsnJb558oY3jIZw1Dp21MOi6PIwgq6Mynn/ZyVvoSPQA8AAAAAvCPgKxUPc/BlFw7o6GyVA6/udAwILp1JFfRh3evnZmOYFdywWnq+tkf2frnTPPm+4uDP7t/kboL+7PnsMpk6VWgT0P2f/liFpwTj/+60Pmjx0fULt03HVlU9zaRm5Wff+9j2WCtWLbxADYr5D9s3r7Gfn1HRPnbhZcYwB5/Ta2UVLroN+G5+cif3860bszI2dNJwEocD2M6VaH3n2ePXZOLCtGg/u6Hbngv+FI8xvp7FBFT5QdziIrqGd4ihgq91o3Mwm11Bt1iWlY0+hnKFDMkGAAAAgOWOgK9EXM/BZxh+171/szz/8lb7g2cK/LDu+VO4echpR2erfP63Q7Lri0/qAiTVkZ/69DrvlXtWVxIImC/fOt/zFBKYwtKMdcVTscNuRRaOnT/MUpXwOS56ISIrVlr/+q5d573dbUPRjCFmstg3/Jvb5CvfeFHWtC6ucjt390HuZ6uQO785zp+6IQ/nHunun9BuyflTi6FbcYts2PvwJxOmFYWzwd+8YkI8N9Vx27rbcwGqbTPnBXGBxYRPv0/+jYBI2wbngM8udPVDauKO804ueVqsBgAAAAAgIgR8paP4VFrvsnppZUO9w7EL+7DuOd6zCNTcHryYShxTQKMYjpu9qQpzjIsk2AU+qjDNsuLJ9im5e76ZefuFEyTgvOiFiEj9ynrL0xYScNlW8InoK8cs9mvbtFA5eOPS7dy2mam5XAWeZQVfXntcfE89NPlji+0qd2+Z56XLKbD67+fjl5RhrPm9Yj7AE1sXh+L/1j9/3vrUeUFcLt+bt074AoGAKTTt+doeeem1nYuBosMKup5YvXyPRP7yXydsJ+FzWxVLBR8AAAAAeEfAVyKqfEX1wVX1edgU/hge9twXthT2Yb3IOfhsq9cUB/eaMdlXx5kr+HL7K9va/XmDG5rMx7aoeLIdmury+QbqROrydjYNwZSFYdsvvbbT9jgP7z+yvK+Qqif7Cj7D+9Jm1/OnbsiDWXUFnlXAl98GTz23TrnPtrztTgHmf/rfEpaB0vmf31BuFxHZ8cJGeeZzHcr7zsWvWz4uf9VaddsEckPxV7eo50w0BXHZOfgM+2UMfyCMbdrR2Srd+zfnAsWvfMP9MHkndnMffnI2LXdvW89f6XYeQPMXCwR+AAAAAOCEgK9U3M7Bp0j45g0VO3/05y/qbm8MtRRzZa4ZQ7J7Nh/efakic5o3zaKyRzmfnIeVOJvbGuXAq+4qngpZvEG3y+NjB1xUc3bv3yyf/+3tlvf/8Fsfyul3r6jDVYcqKGP4dfrdK/ZDR81nUO4XEPsKPDfvie2710uH4T3eEWqR7bvXOz4237G3zYHSxIVpmfxEPZz0pa/slMjr3dLR2So7Xtiou2/rs22258pftdYi38tJqgLGgJiCuFwFnynhE90+VisTZwNFv4bJZ6/Tzr1p678RbucBNP3uurowAAAAAFjezLPzl1k6nZbBwUFZt26hWieZTEo0GpVgMOjq8ZqmyfDwsKxbt04mJydF0zQ5cuSIhMNhX8/jRBW6uJmDT8Q8JO/j01O627F/94E8epjxXJXj9YNyMqEPIlLX7srY0Enp6d/r7uBFfDJXVdSphu1anccUcDlcS/f+zbKtu12mr9+T1g1NBYUiTk/3t/75Z6T98RDWH387uXiH4S2QH6SubmkQS4/nCgz/Rqf5WmwuZiY1K8fePqPbduydM9IV3mBzroy7RTYCAXnquXXy/g/N1XPbLCrzFo6vv9nTv1fOn7ohH783KdueW2cO91y8tzKP56rMfy2vnJu23P/+3Ye5nyOvd8uuA1vk6rlp2fR0q6xpbZB/f+RHyscFPAyZn0nNyom/Pq+4WJE703P6eS2zjWz4e2CaC3EJEzCnfLapZaX1Y13OA0jBHgAAAAB4V3EB38svvyxvvvlmLpDTNE327Nkj8XjcMXzLhnvRaDS3bWRkJPf4/JCvmPO4oqzgK2yI7g++eca0z7G3z8i27nZvQZSHT84zqVn5yX/WTNuzQy2NgUuxC104UQ7RfXxW1dMyzcHnIgVpbmt0bk+bw3zyUVp2vLDJ8v4tO9py1VZ2L8Xf/l+n5KVXd0r3/s1St8L+ujPzIrN3zVVTTnMOGt9jmXkxDavV72AYSmxzWdkKvAntVm5bIRV423evt3yMm7eyKnjb/HSr5f6bDPd1dLZKR+fitpde26n8XTzwqqHaU1VR+vj/7RZPuXpuWne+7IPMr5V+FV3jkN1y2fHCRtt5Rl3PA2gV5AMAAAAALFXUEN2RkREREV0QFwqFJBwOy+DgoOPjx8bGZGRkRNLpdG7boUOHRERkeHjYt/O4ovhQajWUzujm5duO+2Srk4q9Jit2QYRysQPVQhceS3F0u5vm21MM3avLu9N4rBJN1G8XnH3wo6u2c4xZtcd9w4qx+av4Or1nAnUiTc3mOd3snr/VnIMNq63z/kzufx7vb3U9j+/o6d8rX/6TXfLcFzbLl/9kl7rqM//4njMq59f3V363yxQoqYbfiiyEU7pwTaF7/2b5o8EX5Yu//4x85teflC/8/jPyR4Pm+e2UL/PjbXaLpxgDxsVFdO0bJzNve7ev7N7/kde7bR/rtuLYPH8mCR8AAAAAOKmogG90dFT27jUHAfv27ZOxsTHHx4fDYQmFQsr7pqYWh7kWex43pj6ZMW1TD9HV35xJzcrlD1KOx/cyLDD3GA/72gURqqGWymN7fnd5W2Rj8T7FNsO5/apyss0sHUJXq9BNVTmXna+sfoV1IwYCC1VRqmCukDkHVzXZFPQaF9lwYfvu9fLFP9jprnLP48HdZMcbnlLPVRl5vVt6vrZHdr/0pOz+9Sel52t7HMOprOa2Rnnui0/Krx56RnZ98UnXFbTZYMxq8ZT6lQFTwLg4RNews2GodKVU8PmlkBWgAQAAAGC5q6iALxaLSVdXl2l7KBQSTdN0lXkqkUjENMQ2FouJiMiRI0d8O4+TmdSsXFKEdHP3Hjg+1q5yLiegGBbohofPzVZBhOVQSx8W2cjf3TSkVlXB9/i2smDKsO+SZCAFhK4i2fkFzdtaNzTZDtH9nf8xbFkV5dT2qlVWPVU9Wqat7g+Rr9iXx+0qyFkdna3ya688I7926BnHyj3vF2N/d/f+zXLgD3botimrMHNDdBdbZ+LCtBz7/87mbj96mJHLZ/RzdFqtHuyLJcjevCyQAwAAAABYUDFz8NmFatnATtM002IZdmKxmAwODsro6GjuccWcZ25uTubm5nK3b926ZdpHxDqkS1+7a9pmDDaywyfzA6lAncg/7d8jt2/OigRENoZa/V0Z00J24Ymzx69KauKudIU32MyJphgm6/WDud0Q3bqAZRytCqaMc/D5V8Fn/aS69292/bo8fLBYlnX5g5TseGGjfPjTa5KZF90qvqmr5vdMVusT1gGWeZijmXHOQftVdN21n5u5Dn1hOM2BV3fKsXfOmNqvYhiud02bfvEU5fvq8bbsWzf21mk5e/yabpcrH6Xlykdp3bZj7xQwP6dLSxG2md67NRDwue07AADIR/8BAPCiYgK+7BBauwUu8ofZ2kkkEhKLxeTEiRMSiUQkEon4cp7BwUH5+te/7nh+q+GtJ//uonmjIXjKDp80hhXGCf8LUUj40tzWKHu+tL2w8/mYBgQCIh+/r39dPjxxTT7z8lZXq+j6NozR5ik9ubPN9qEzqVlpbmuUmdSsaVjuhz+9Jv+0f488nJvXreJbv9L6hPUrswt2qMJV721v+5iMvg2tV9G1P4fVHIXGlaOdGK/Vj1WQ/eLm9yz72uUeowhk85/itfNpU7hnJTu8uzRtUPq0rRaH6LrtOwAAyEf/AQDwomICPjteh8yGw+FcBd7IyIhs375d4vG45fx8bs9z5MgR+epXv5q7fevWLdm6datpv+a2RtkYapFrmotv2RS5RsnCilJ/bg6Ifn4wjwtd2O19/eItSV29o9924bZMXJhWBiqmwMSvfK+INvwPf/ojOfDqTmlRVN5l5kUezs3Llh36kLDOZpGNFavs5+fzyml+QTemb1hXHIpYV7d6zPeU1+pqFeSloAqcDbdXrDAGfPYh7dWPpt2f3mF4cjGc3ld+/JrV4iK6bvsOAADy0X8AALyomDn42tvbRUQdsmUr6rL7eHH48GEREent7S36PA0NDdLS0qL7z4rbgMXqA3FzW6Ns2dHmb2CxxJ+UvQ/RDah+FBGRifPqsPTquWl19ZOpgs/jtViwqy4y3mesVss8Xh13ZYP5gq1CGbtFNu7dvm99oQWsImwXyJpW0bVoh5/81XmJvXXa8jiqFXxFRAKeo6HKjX3Uq+jqNxor+IxDyo0P2dhl/bcmf9+KHJ7skem9VQMVfV76DgAAsug/AABeVEwFn92Q2SynCjwre/fulVgsJul0uqTnybdu61q5miysgq9UlriAz9ehdpu61MOTNz3dKvJd8/Y60yIbS7/SqKpaLVup17BmhczdeZjbbhXKnP/lTcvjf/Nf/lgOvLpT+cIan78bk4qVn3MyGX1I+vjwExfMlWVnj1+TXQe2KIeUG4egLx6u8AVZqoHxeo0B34M580rK+U2yobNVOra3KIPul17buXTDk5ei3avstQUAAACASlAxFXwiC6vgJpNJ0/Z0Oi2hUMgxnOvq6spV6uXLXzzDj/O4YRVIlVWpUxHj6pce31264Z2GY3Vsb5VQeL1hW4t0dLaq56AzVkT5lO99FJ+wvM94GcENTYrFQhYq9RqaFrP1J3e2KVfDnUnNyom/Pm95vmxF4Nxd8+rMXl/qmdSsaY5D3bny/ldk8WldOaceOnrVYrvI4gq+nbvWGY7vQZWHQBdO6YPbmdScjA2d1G3Tva/nRZ75XIfpOIHA4uIuvlf8KtiF9n6t3ut1aD8AAAAAoMICvt7eXonFYqbt4+Pj0tPT4/h4TdOUw2sTiYSISG5evmLP44ZxaOXn/8l2+b1+88q8d2/PmbZVK+PHcq8VfCf+5kJueKf5WCJfeOUZ3badv7JJeWJVQOBHBd9MalZ+8pea9Q6G0za3NcpLr+7MBZ35wyfz59azGoZrNV9dvsy8yL3b5oDP6xBdx3NlRFnBt/lpm8pKG81tjbImP4xa+gLLknFaUXomNSvHFe+jCe2WnD91Y/ExeW+LTCYj84/MjVRJzXbsnTOmxWMKUYMjdAEAAACg5Coq4MvOl5cfvmmaJpqmSTQa1e3b1dUlAwMDum3RaFT6+vp022KxmGiaJsPDwwWdp1D5ww9FRPZ+abtcU1Q1XTqdsp2zzE8l/5ysqFazYzW8U7U9EAhIvWHBidy8Yy4qB/0YoZu+fs/2OKphptlqtd/5F5+Vr3zjxVylnq44y2KFCavVmHXnrBO58lHatP3eLZv5+SzO5S1IWdi5o7NVdrywUXfPjhc2ulrxOf90GY9RVTWvtGoXpn783mTercXnGP/uRbk3owhylzjhs11oeV5kyrAQTmHnqN7XFgAAAADKpWLm4MuKx+MyMDAgiURCgsGgxONxGR8fd/XY/v5+GRsbk+HhYQkGg5JOp0XTNBkfH5dIJOLbedy4dEY/3DHxvYty/NvmYcEi9nOW+WopJuHLv+nwQd1ueGewY7Xp2HX16uMZT6Ocf86HICQbglmFfKnr6hVkVau75lcZZiwCvua2RnnptZ3yg7fPKK8/UCfy2d94ShLfuWi671z8utSvPC2R17stno35XKq58fJZVUFGXu+WXQe2yNVz07Lp6Vb372N9wlc7lG/TxY12we225xaHLd+4uDjf3sm/veDDhfnB5nc6IDJ1xY+Ar+hDAAAAAMCyU3EBXzAY1FXbWVHNoSci0tPT42qYrdvzFGImNSun/1E/H9WPv520DTGunpsuecBX8in4jMtsOJzPbnincdhpIBAwBXy5kGyJhug2tzXK/t5PyT8e/Uh5//FvJyV19Y6rUC3/uaiGXmZ1798s27rb5VpyWn75w8ty5cPFUPSF3+myna/Ma3CcPdf/+z8flwdzipRPt4qu/q6OTg/BXvYYFsd29dgKDoHUq+gu/pgLbr95RrdLR6hFtu9emGfy/Kkbct+H4a5+Uw2fzWQWwubPvLxVfj5+qehzXDTMBXl7atZiTwAAAABAVsUFfLUgff2eObDIiHmZ2TxOc5b5o+QJn/6mQwqTHd559vi13Lbs8M4LitVj6yzmqjMOjVUHfLaX4tqzL26yDPhE3Idq+W3jFD42tzXKxi6R7/6b93Xbj/9lUr70z3bZPtZrcNzc1rjQzoqATzUHX1Hy2mDe6wtUwQGfivFXIRumnj1+VVITd6UrvCEX7omIXNQN1a0ghufxB19/Qe6k5qT1cVXiL2KXivpdm0nNys9jH+u23bw0IzOp2ZIvIAIAAAAA1YyArwRUQzkDdSJ7v7xdTvyNeVVUt3OWFW1p8z1XVVZWwztV4WCdIbjLzcFnyP2Uc/BZDIP1ymqYcD43oVr+cdxcm2retsy8yKqGFRL67HrRfnZD8ajCgmOrYDY/iPTjraSbry2zsAqrajVhFdV8h5XD3bU1tzXKni9tV9731HPr5P0f+rMqrZ+M7421bY0S3LA4nD5/mLfdcHYryi9HRGT6+j0CPgAAAACwQcBXAsb5zLKrpz4d3qAL+DY/E5QXf69racK9peBiqKxKIcM7lSd8zBgE+qmu3nldGjehWn5QYjdEN8sqNG7d0CRf6tsl/+lfxeWqYU7DQoNjy2A242Ynd2ZSs/LJ2ZRu27F3zsi27nZ3QU4F53t+DB/evnu9dIRaZEK75bxzOVlUJk5fvyeB+oB8+18lPB0uuKFJWenc6mLBGQAAAABYzgj4SiT/g27rhiZpbmuUB3P6ObU2bi802CpM6VfRNVbYFXFGFw/NVuoZz6OqGvJjDr6Fc+lv168MyKMHi8d2G6rpKvhcXJpVaJwNw7bsaNMFfD1f2+P7e8uvNhSxrkis1UqtQn4Xevr3yt/8xc9zc9K1b17jyyIWxTA9DcXTyi4qc+um9WrBVprbGmXflzvlRN6iIuu3NdfkewIAAAAA/ETAV0LG1VNNQ0eXugqpAofouj2W7T6GnWdnHsjpd/XDG/3KprKLfWSr7hpXr5Qv/fEuzyvI5r8X3FTwiahD4yzjMN+iwj2rIbrzjru4ZleR6EYlL7Lhp2DHmlzA52O+Wjgv82wW+Bo9vbdDF/C1PEH1HgAAAAA4IeBbQsYhq0ue75V+GV39zRIOlV04wcLxVXPYHXtHv0Kp11Va7dTVLQZ8EggUtoKsh0U28hlD49wxFIveFspyhK4ujSvuHE4Vic4XWcEJn8Mqup4OlVfpeSc9V9hBfGRa0MZu3wJfo/oVLsoEAQAAAAA6BHxLqM74gbfGPrf6WcHnpW1UFXDGwMvP4aV19QGRBws/F/oc84fouq3gs+Pn87Nqe32+V/yb164i0Ukl/+qo2qbQ9sqfT/L+vYcFX5NvPGRvhf9uOM9zCQAAAADQI+BbQqYKvqWuQir16Yxz8BVRwecmELk1eVdEROpXmgOBQJ0+5Ju94184kl9VVXBlVl7b+LHCr1+rBIu4rODziVVFYjVL/uy6advtqdmCjuVm1eZysvsbVngFn/73uZKLNQEAAACgUlAqsYwscb5X8gDzp//5gsTeOm0KBEQWhnvmi//dBdO8fIXKrzDyozLLj+DMzyG6lomKbhVdH89XQ2ZSs/LTvJWys3557LLE3jrt+XiVFvB5+pX2obq1mOMAAAAAwHJCwFdGtV6Z4vcQ3YkL06ZtZ49fk4cP9KsTt21aLdu62037HnvnjMykCqukypcfzvlRwef7EN0i31eW+V7eOWr8rVuw9PV7lvM9nj1+TfketlPyeSy98vBL7VcFHwAAAADAGZ+kymnJh+gu7fn8ruC7ck4djjyc0wd8K1fVLwQtBpl5kWnFdq/yK4wKnmcsL7h59LD48rv8IbqlqpzMUMHnKOiwCvBVi/ewlYqr4FuCc9QZFtmorBYAAAAAgMpEwFdGNZfv+bj4ZeJ7F3W3Y2+dls1Pq1eqXdlYr7tdVx+Q4IYm85DhOpFWhwDGjTofqqpuTS5WEt67/aDo4cP5U/AFiv2tdlHBV+7y0zPHr+pu+zX8uljNbY3y3IEtlvdvsngPW3HzXlvS5+7hZS/0fWh6zrVe6gwAAAAAPiDgg2+M89EVGoRNXJiWyx+kdNvOHr8mIiI7Xtio277jhY2yqnGl/rz1ddLc1igHXt2ZCxkCdQvz8vmxoIOuqqqA8GEmNSvXL9zSbSt2+HB+BZ9ptWaPLOcV9G8UcFFmUrPyj0c/0m3za/i1H7743+2Q9duaTdt3vLBROjo9BnwuKvgq6bnnK3R+yiVffAgAAAAAagCr6JYRFXxqVkNxr56blsjr3bLrwBa5em5aNj3dKh2drXL0z0/oT/s4WOzev1m2dbfL9PV70rqhybfVWnVDdAt4vN3w4UKvUVddV2yFoWUFn/M+SyF9/Z4Y1yUptv38duhPPyfnT92QMz+6Kg1rVsinf22L53BPxF1IvpTPnfANAAAAACoTAV9ZLfWH5dKezzwktrDzWQ3FzQ5v7Ohs1YUlxvPW5wVwzW2Nvgcf+avoFtKk2eHDGcOw2mKGD/ua71X4IhulaL9S2L57vWzfvb6oY+jeaxaW9LmX4YWfSVdedSIAAAAAVBqG6JZR0XOlVbhCi306OluVQ3EtK6AMJyr1wgT5weWjB94XyCjF8GHdIhulWnm1QubgK+Xw60pj9VqW67mX41W/+tG0jA2dLMOZAQAAAKB6UMG3nJR8iK5h9csigibVUFyXpy1dwPXYrZuLQ2xnUnMSe+u0RF7v9nQMv4cPZ4xjVothEd5lil/s1zelGn5daazC6q9848XyPHcPv1pnf3JNd/v0u1eke/9mx8edP3XDtG1CuyXnT90ouiISAAAAAGpVjdeQVbalns+q1KczHv5Oeq6o43V0tsrzkW2Oc5cZn5ebYY2FmrgwLbMzD3Tbzh6/JhMX1PMG2mlua5QtO9p8CWjSE4uh49zdh0WtrGr1NtGvolvw4X3jZ/tVKquAr1zP3e3CGTOpWXl3rLCFUC6+N6nc/rHFdgAAAAAAAR989PDBI93tb/7LHxcVNLllDEpLOUTXbgGQcvF7VV6rCsgKWWNjWSl0JeqScXk5dguhOHnquXXK7dsstgMAAAAACPjKa8lX0S3dCWdSs3L/3iPT9mNvFx40uWaq4Cvd83RaAKQc7Fbl9VX+EF1WU10SpR5u7pnLy8kuhKJ7qMvFQLbvXi8doRbdto5QC8NzAQAAAMAGc/CVkdvhbtVAFTKJLKzLMH39XkmHEi5lBV9HZ6ts/lSrXPlosWLPdgGQJeD3qrKVvorucnLqB5fLfQk6bl/37EIox945I5l574uB9PTvlfOnbsjH703KtufWEe4BAAAAgAMCvnKqoZQkaBEmBQKFB02FKvWwxs+8vE2ufPTL3G2vC2z4rdgwxa0MY3SX1MSFafnkbKrcl6HnoXKz2IVQtu9eT7AHAAAAAC4R8JXRko9yLOH5lB/eAyIHXvU/aDKdxjDQvJSLbCwcv/LSLV9XlbVaRZcKviVlNd9jOXl93ZvbGmt6ERQAAAAAqBQEfGW05KvoLnEsE3p+vXTv37wEZ9I/r3sz90t6tkoM+ET8C1Osh+i62Am+sZrvsax42QEAAACgIrHIxnJSwg/nExfM1Ubaz24ot/vtxkX9CrLnTl6X2FunS3a+ilvZdIlk5vMn+SvfdSwXHZ2tsuOFjeW+DJ2l/lICAAAAAOAOAV85LfkquqU7ttVwwqslHmZ4/tQNuT9rXr337PFrJQsXSz0EuNws3yfke0su8nq3coXm0+9eKcPVAAAAAAAqVW0nFRVu7u6Dcl+Cb6yGE6rCCT9dfG/S8r5ShYuVOkTXP85z8GHp3J6aM237wdtnZCY1W4arAQAAAABUIgK+MjrxNxdqphJHNZxwxwsbpaOztAHfU8+ts7yvVOFirQd86Rt3ldtZRXfpTVyYlpkpRZCXEbmmVd4iHAAAAACA8mCRjSWkqrj5wdtnZFt3+5KsNFnq+bMir3fLrgNb5Oq5adn0dGvJwz0Rke2710tHqEUmNP08fKUMF2t5iO75Uzfk0f155X35i5cs9YIty5XtSroUVAIAAAAAHqu4gC+dTsvg4KCsW7dQmZVMJiUajUowGHT1eE3TZHh4WNLptGiaJsFgUKLRqIRCId1+e/bskb6+PolEIhIKhSQWi0k0GpXh4WHTvn65mlR8WH9cifP0ntIHfEuho3Npgr18Pf175fypG3LmR1elYc0K+fSvbSnpNdRyBZ/dkOe703mrE9duE1QUu5V0N3ZV4Cq7AAAAAICyqLiA7+WXX5Y333xTwuGwiCwEdnv27JF4PO4Y8mmalgvpsgYGBqSrq0uSyaQuuNM0Tfr6+nK3g8GgjI6Olizcs7VElTi1NOef0fbd62X77vVLcq5aXkX3qefWyfs/VA8bb1q7cvFG7TZBRckOfT97/Jpu+0uv7VySql8AAAAAQHWoqIBvZGRERCQX7omIhEIhCYfDMjg4KNFo1Pbx0WjUtE80GpWRkRHp7e2VeDye2x6JRGTfvn0yOTkp+/btk0gk4rpKsFCbVBU3gaWrxDnxtxekub1RuvdvXpLz1aparuCzGvIsItKwejHgq90WqDzZoe8XTk3K6tZVsn33E4R7AAAAAACdigr4RkdHZe/evabt+/btk+HhYceA7+jRozI1NSWjo6O67ZFIRMbGxnTbQqGQ9Pf3F3/RHjS3NcpLr+2UH7x9ZqFqLyDy0qulq8RRzfl37J2lm/OvVtXyHHwii0Oek/Hrcv3SjKSu3BERwyq6JZ7PEXrlGPoOAAAAAKgeFRXwZefBMwqFQqJpmqTTadsqO1U4WGm692+Wbd3tMn39nrRuaCpp0Ja+fs+0LTMvMn39HgFfEWq5gi8rO+T5e//P+4sBX97aG7XfAgAAAAAAVI+KCfjS6bTlfdlQT9M03fBdo/HxceX2RCJhmlsvnU7nhgSLiMTjcRkYGLCdg29ubk7m5uZyt2/dMg9jdKO5rXFJArbghibTtkCdSKtiO9wL1HYBnyV9BV/5rgOoNn71HQCA5YX+AwDgRcUEfFNTUyIithV62X28iMViommaKfybmpqSQ4cO6cLD7GIeViHf4OCgfP3rX/d8DeWiChEP/CGT8xfrw59O6G6ffvdKzc5ryEhcoHjV1ncAACoD/QcAwIuqqEWyq+5z0tfXJ/39/RKJRHTbR0dHdWFiKBSSvXv36lbWNTpy5IhMT0/n/rt06VLB11UOz+7fVLNB1FKZSc3Ku6Mf6bYde+eMcr7DmpAX8GXmFyv4CP4A96q97wAAlAf9BwDAi4qp4GtvbxcRdZiXrdzL7uNWb2+vRCIRx8U5skKhkG7YrlFDQ4M0NDR4uoZyq6sPyPyjhWCmfkVV5LkVLX39nuSPVBWp7XkNA5ZjcUn4lqPT714x3eZLA2fV2HcAAMqP/gMA4EXFJD52Q3Oz7ObHMxoaGpJQKCTDw8Om+/r6+mRoaMjyscVUDFaa+pWLL/GjB/M2e8KN4IYmU/VaTc9rmPdcf/79j3M/35meU+yMWjaTmpVjb5/Rbavp6lUAAAAAqCIVE/CJiEQiEUkmk6bt6XRaQqGQqxBQRGRsbExERFe5l0gkcj8fPXpUeZ6pqSkJBoOuz1MNVuQFfA8J+IrW3NYoB17dmVtoI1BX2/Ma5meZ6WuLqzKfPX5NYm+dXvoLQtnYVa8CAAAAAMqrYoboiiwMqVUNpx0fH5eenh5Xx0gkEqJpmvT39+u2x2Kx3Aq8hw8fVp4nFovJ4cOHC7jyypU/LPfRQwI+P3Tv3yzbuttl+vo9ad3QVLPhnojIbZvqrLPHr8muA1uko7N1Ca8I5ZKtXtUtplzL1asAAAAAUEUqqoIvG67FYrHcNk3TRNM0UyDX1dUlAwMDum2apskbb7whIgtDdLP/DQwM6FbRVQ3RHRoakvb2dtfz9VWL/IBv7t6DMl5JbWlua5QtO9pqOtwTEZlJ2w/FvXpueomuBOW23KpXAQAAAKCaVFQFn4hIPB6XgYEBSSQSEgwGJR6P68I5OwcPHhRN03TDcbPyKwBDoZD09PTkAsJ0Oi3BYFA5bLfaPbz/KPfzJ2fSTIoPT9a2Ncj0hPUQzE1PU723nCyn6lUAAAAAqCYVF/AFg0HlwhhGqjDOS0AXCoVqrlrPaCY1K3em7+u2HXvnjGzrbueDOVxZu65JRNLK+3a8sJHhuctQc1sjfz8AAAAAoMJUXMAH/6QVk99nJ8XnAzrcMCwYLB2htdK+aY18+teYew8AAAAAgEpBwFfDmBQfRQvoI76e/n1luhAAAAAAAGClohbZgL+YFB9FM5bwAQAAAACAikMFX41jUnwUg3wPAAAAAIDKR8C3DDApPgoWIOIDAAAAAKDSMUQXgCXiPQAAAAAAKh8BHwBrJHwAAAAAAFQ8Aj4Alsj3AAAAAACofAR8AKzlzcHHdHwAAAAAAFQmAj4AljKZTO7nQB0JHwAAAAAAlYiAD4ClzDwBHwAAAAAAlY6AD4AlAj4AAAAAACofAR8AS/N5AV8dAR8AAAAAABWJgA+AJQI+AAAAAAAqHwEfAEuZ+cWfA/y1AAAAAACgIvGRHYAl5uADAAAAAKDyEfABsJQf8OUP1wUAAAAAAJWDgA+ApYkLt3I/z95+ILG3TpfxagAAAAAAgAoBHwCliQvTMpOa0207e/yaTFyYLtMVAQAAAAAAFQI+AEpXzqmDvKsW2wEAAAAAQHkQ8AFQ2vx0q3L7JovtAAAAAACgPAj4ACh1dLbKjhc26rbteGGjdHQS8AEAAAAAUElWlPsCAFSuyOvdsuvAFrl6blo2Pd1KuAcAAAAAQAUi4ANgq6OTYA8AAAAAgErGEF0AAAAAAACgihHwAQAAAAAAAFWMgA8AAAAAAACoYgR8AAAAAAAAQBUj4AMAAAAAAACqGAEfAAAAAAAAUMVWlPsCjNLptAwODsq6detERCSZTEo0GpVgMOjq8ZqmyfDwsKTTadE0TYLBoESjUQmFQr6eBwAAAAAAAKgEFRfwvfzyy/Lmm29KOBwWkYXAbs+ePRKPxx3DN03TJBqNyvDwcG7bwMCAdHV1STKZ1IV8xZwHAAAAAAAAqBQVNUR3ZGRERCQXuomIhEIhCYfDMjg46Pj4aDQq0WjUtC0YDEpvb69v5wEAAAAAAAAqRUUFfKOjo7J3717T9n379snY2Jjj448ePSpvvPGGaXskEpFEIuHbeQAAAAAAAIBKUVEBXywWk66uLtP2UCgkmqZJOp22fbwqtCvFeQAAAAAAAIBKUTFz8NmFatk58TRN0w2rNRofH1duTyQSufn3ijnP3NyczM3N5W7funXL8lgAAIjQdwAACkP/AQDwomICvqmpKRER2wUusvt4EYvFRNO0XPhXzHkGBwfl61//umk7nS0AVK7s3+hMJlOW89N3AEB1ov8AAHhVzr6jYgI+O8UMme3r65P+/n6JRCJFn+fIkSPy1a9+NXf7/Pnz8vzzz8vWrVsLvj4AwNKYnJyU1tbWJT8vfQcAVDf6DwCAV+XoOyom4GtvbxcRdciWrajL7uNWb2+vRCIR3cq6xZynoaFBGhoacrefeuopERH5+OOPy9LpV4Nbt27J1q1b5dKlS9LS0lLuy6k4tI8z2sge7eNsenpatm3b5rkP8Qt9h3e8r53RRvZoH2e0kTP6j+rD+9oe7eOMNnJGG9krZ99RMQGf3ZDZrOw8em4MDQ1JKBTShXt+n6eubmGNktbWVt7YDlpaWmgjG7SPM9rIHu3jLPs3u9zoO9zjfe2MNrJH+zijjZzRf1Qf3tf2aB9ntJEz2sheOfqOyuitHotEIpJMJk3b0+m0hEIhV+GciMjY2JiIiC7cSyQSvp8HAAAAAAAAKLeKCvh6e3slFouZto+Pj0tPT4+rYyQSCdE0Tfr7+3Xb84/rx3kAAAAAAACASlBRAd/hw4dFRB/GaZommqaZhtp2dXXJwMCAbpumafLGG2+IyMIQ3ex/AwMDuVV0vZ7HTkNDg/zZn/2Zbm4M6NFG9mgfZ7SRPdrHWaW1UaVdTyWijZzRRvZoH2e0kbNKa6NKu55KRBvZo32c0UbOaCN75WyfQKZc675bSKfTMjAwIF1dXRIMBiUej8vAwIBpXryuri7p6enRBXJdXV2iaZryuD09PTI6Our5PAAAAAAAAEAlq7iADwAAAAAAAIB7FTVEFwAAAAAAAIA3BHwAAAAAAABAFSPgAwAAAAAAAKrYinJfQDVKp9MyODgo69atExGRZDIp0WhUgsFgeS+shDRNk+HhYUmn06JpmgSDQYlGo6ZFSdy2zXJpw7GxMdE0Tfr7+3XbaSeRgYEBWbdunUxOToqIyJEjR3TPa7m2Uf7zmZyclHQ6LX19fRIOhy33E6nt9kkkEvLGG29IPB5X3u93W5SqzWrhtSgE/Udh6D/U6Dus0X/o1UrfUepjVyr6jsLQd1ij/1Cj7zCr6v4jA8/C4XAmHo/nbieTyUwoFMqkUqnyXVQJJZPJzOHDh3Xb+vv7MyKSSSaTuu1u22Y5tGEqlcoEg8FMNBo13bec2ymZTGYikYjuefX392d6enp0+y3XNjL+rmUyGVN7ZTK13z6pVCpz+PDhzOHDhzPhcDhj11353RalarNqfS2KQf9RGPoPM/oOZ/Qftdl3lPrYlYi+ozD0HWr0H/boOxbUSv/BEF2PRkZGRER0iXYoFJJwOCyDg4PluqySikajEo1GTduCwaD09vbmtrltm+XShtnnabV9ubZTb2+v6VuhRCIh7e3tudvLtY1GRkbk4MGDpu3RaFSGh4d1+4nUdvsEg0EZHh6W4eFheeWVVyz387stStVm1fxaFIP+ozD0H2b0HfboPxbUWt9R6mNXKvqOwtB3qNF/WKPvWFQr/QcBn0ejo6Oyd+9e0/Z9+/bJ2NhYGa6o9I4ePSpvvPGGaXskEpFEIpG77bZtlkMbxmIxiUQiyvuWcztlhw309PToto+Pj+s6keXaRslkUsbHxx33W67to+J3W5SqzZbDa6FC/+Ed/YcZfYcz+g9vqqXvKPWxKxV9h3f0HWr0H/boO7yr9P6DgM+jWCwmXV1dpu2hUEg0TZN0Or30F1Viqjecitu2WQ5tmEgkTPMWZC3ndhoeHnb1flqubbRv3z4ZGRmRgYEB3fbBwUHp6+vL3V6u7aPid1uUqs2Ww2uhQv/hHf2HGX2HM/oPb6ql7yj1sSsVfYd39B1q9B/26Du8q/T+g4DPA7vGzU6AqGna0lzMEhofH5fR0VHT9kQikZvo1m3bLIc2HBoaMk1sm7Xc2+nkyZMSCoUkFovJ0NCQDA0NSV9fn+7b2OXcRj09PRKJRGRoaEi6urokFotJX1+fbljBcm4fI7/bolRtthxeCyv0H97Qf6jRdzij/3CvWvoOkeXbf9B3eEPfYY3+wx59hzfV0H+wiq4HU1NTIrLY2Hb71LpYLCaapuVKet22Tfb+Wm1Du2/PRGin9OOV0NLpdO4fIul0WrZv3y7f//73JRwOL/s2Gh8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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, (ax1, ax2, ax3) = plt.subplots(1, 3, sharey=True, figsize=(15,5))\n",
"ax1.set_xlim(0,Ntries2)\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.set_ylabel(\"$\\\\theta$\")\n",
"ax1.plot(np.arange(Ntries2+1),samples_1,marker='.',color='C4')\n",
"ax1.set_title(\"$\\sigma={}$, acceptance rate = {:.3f}\".format(proposal_sigma_1,fraction_accepted_1))\n",
"ax2.set_xlim(0,Ntries2)\n",
"ax2.set_xlabel(\"sample number\")\n",
"ax2.plot(np.arange(Ntries2+1),samples_2,marker='.',color='C4')\n",
"ax2.set_title(\"$\\sigma={}$, acceptance rate = {:.3f}\".format(proposal_sigma_2,fraction_accepted_2))\n",
"ax3.set_xlim(0,Ntries2)\n",
"ax3.set_xlabel(\"sample number\")\n",
"ax3.plot(np.arange(Ntries2+1),samples_3,marker='.',color='C4')\n",
"ax3.set_title(\"$\\sigma={}$, acceptance rate = {:.3f}\".format(proposal_sigma_3,fraction_accepted_3))\n",
"ymin, ymax = ax1.get_ylim()\n",
"ax1.text(200,ymax-(ymax-ymin)/10., \"adequate step size\",fontsize=18)\n",
"ax2.text(200,ymax-(ymax-ymin)/10., \"step size too large\",fontsize=18)\n",
"ax3.text(200,ymax-(ymax-ymin)/10., \"step size too small\",fontsize=18)\n",
"f.subplots_adjust(wspace=0.1)\n",
"plt.savefig(dir+'MH_1D_trace_plot_step_size_tuning.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_1D_trace_plot_step_size_tuning.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2- Multiple chains, different starting point"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"Ntries3=100\n",
"proposal_sigma=0.05\n",
"Nchains=5\n",
"Nburnin=20"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Run Nchains different chains starting at different positions in parameter space\n",
"chains = [MH_sampler(Ntries3,theta_start,Ntrials,Nsuccesses,lh,prior,proposal_sigma)\n",
" for theta_start in np.linspace(0.1,0.9,Nchains)]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,6))\n",
"ax.set_xlim(0,Ntries3)\n",
"ax.set_xlabel(\"sample number\")\n",
"ax.set_ylabel(\"$\\\\theta$\")\n",
"ax.set_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"for samples in chains:\n",
" ax.plot(np.arange(Ntries3+1),samples[1],marker='.')\n",
"ax.axvline(Nburnin,color='black',linestyle=':')\n",
"plt.title(\"Trace plot for different chains\")\n",
"plt.savefig(dir+'MH_1D_trace_plot_different_starting_points.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_1D_trace_plot_different_starting_points.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3- Gelman-Rubin test"
]
},
{
"cell_type": "markdown",
"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": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0005243864838748328"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"psi_j = np.array([np.mean(chains[j][1]) for j in range(Nchains)])\n",
"psi = np.mean(psi_j)\n",
"B = float(Nchains)/(Ntries3-1)*np.sum((psi_j-psi*np.ones(Nchains))**2)\n",
"B"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.008361513718283262"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s_j = np.array([1./(Ntries3-1)*np.sum((chains[j][1]-psi_j[j])**2) for j in range(Nchains)])\n",
"W = np.mean(s_j)\n",
"W"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.008361513718283262, 0.008451217317650124)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var_minus=W\n",
"var_plus=float(Ntries3)/(Ntries3-1)*W+1./Ntries3*B\n",
"var_minus, var_plus"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.0053497665518722"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"R=np.sqrt(var_plus/var_minus)\n",
"R"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Two-dimensional Metropolis-Hastings algorithm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The target pdf"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def target_joint_pdf(x,y):\n",
" return x*x * np.exp(-x*y*y -y*y +2.*y -4.*x)\n",
"\n",
"def target_joint_logpdf(x,y):\n",
" if x < 0:\n",
" return -np.inf\n",
" else:\n",
" return 2.*np.log(x) - x*y*y - y*y + 2.*y - 4.*x"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"xmin=0.\n",
"xmax=2.\n",
"ymin=-1.\n",
"ymax=2.5\n",
"x=np.linspace(xmin,xmax,1000)\n",
"y=np.linspace(ymin,ymax,1000)\n",
"X,Y=np.meshgrid(x,y)\n",
"Z=target_joint_pdf(X,Y)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nullfmt = NullFormatter() # no labels\n",
"\n",
"# definitions for the axes\n",
"left, width = 0., xmax-xmin\n",
"bottom, height = 0., ymax-ymin\n",
"rect_pdf = [left, bottom, width, height]\n",
"\n",
"plt.figure(1, figsize=(2, 2))\n",
"ax = plt.axes(rect_pdf)\n",
"\n",
"# the 2D plot:\n",
"ax.set_xlim(xmin,xmax)\n",
"ax.set_ylim(ymin,ymax)\n",
"ax.set_xlabel(\"$x$\")\n",
"ax.set_ylabel(\"$y$\")\n",
"ax.imshow(Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='YlGnBu')\n",
"ax.contour(X,Y,Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='viridis_r')\n",
"\n",
"ax.set_title(\"Target pdf\")\n",
"plt.savefig(dir+'MH_2D_target_pdf.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_2D_target_pdf.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Metropolis-Hastings sampler"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"def proposal_joint_pdf(sigma_x,sigma_y):\n",
" return multivariate_normal(mean=[0,0], cov=[[sigma_x**2, 0], [0, sigma_y**2]])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def MH_sampler_2D(Ntries,theta_start,target_joint_logpdf,sigma_x,sigma_y):\n",
" Naccepted=0\n",
" samples=np.zeros((Ntries+1,2))\n",
" samples[0]=theta_start\n",
" theta=theta_start\n",
" for i in range(Ntries):\n",
" theta_p = theta + proposal_joint_pdf(sigma_x,sigma_y).rvs()\n",
" # the Gaussian proposal pdf satisfies the detailed balance equation, so the\n",
" # acceptance ratio simplifies to the Metropolis ratio\n",
" # for numerical reasons, it is better to use the log of the ratio\n",
" log_a = min(0, target_joint_logpdf(theta_p[0],theta_p[1]) - target_joint_logpdf(theta[0],theta[1]))\n",
" u = np.random.uniform()\n",
" if np.log(u) < log_a:\n",
" Naccepted+=1\n",
" theta=theta_p\n",
" samples[i+1] = theta\n",
" return Naccepted, samples"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"Ntries1=1000\n",
"Nburnin=50\n",
"sigma_x, sigma_y=0.5, 0.5\n",
"theta_start=np.array([1.5,2.0])\n",
"Naccepted, samples = MH_sampler_2D(Ntries1,theta_start,target_joint_logpdf,sigma_x,sigma_y)\n",
"fraction_accepted=float(Naccepted)/Ntries1"
]
},
{
"cell_type": "code",
"execution_count": 31,
"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_ylabel(\"$x$\")\n",
"ax0.set_title(\"Trace plot, acceptance rate = {:.3f}\".format(fraction_accepted))\n",
"ax0.plot(np.arange(Ntries1+1),samples.T[0],marker='.',color='C4')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"ax1.set_xlim(0,Ntries1)\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.set_ylabel(\"$y$\")\n",
"ax1.plot(np.arange(Ntries1+1),samples.T[1],marker='.',color='C2')\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"plt.savefig(dir+'MH_2D_trace_plot.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_2D_trace_plot.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nullfmt = NullFormatter() # no labels\n",
"\n",
"# definitions for the axes\n",
"left, width = 0., xmax-xmin\n",
"bottom, height = 0., ymax-ymin\n",
"rect_pdf = [left, bottom, width, height]\n",
"\n",
"plt.figure(1, figsize=(2, 2))\n",
"ax = plt.axes(rect_pdf)\n",
"\n",
"# the 2D plot:\n",
"ax.set_xlim(xmin,xmax)\n",
"ax.set_ylim(ymin,ymax)\n",
"ax.set_xlabel(\"$x$\")\n",
"ax.set_ylabel(\"$y$\")\n",
"ax.imshow(Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='YlGnBu')\n",
"ax.scatter(samples[Nburnin:,0], samples[Nburnin:,1], marker='.', color='black', alpha=0.5)\n",
"ax.contour(X,Y,Z,extent=(xmin,xmax,ymin,ymax),origin='lower',cmap='viridis_r')\n",
"\n",
"ax.set_title(\"Target pdf and Metropolis-Hastings samples\")\n",
"plt.savefig(dir+'MH_2D_target_pdf_and_samples.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_2D_target_pdf_and_samples.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Markov Chain diagnostics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1- Step size"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"Ntries2=1000\n",
"theta_start=np.array([1.5,2.0])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# Suitable step size\n",
"sigma1_x,sigma1_y=0.5, 0.5\n",
"Naccepted_1, samples_1 = MH_sampler_2D(Ntries2,theta_start,target_joint_logpdf,sigma1_x,sigma1_y)\n",
"fraction_accepted_1=float(Naccepted_1)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# Step size too large\n",
"sigma2_x,sigma2_y=5, 5\n",
"Naccepted_2, samples_2 = MH_sampler_2D(Ntries2,theta_start,target_joint_logpdf,sigma2_x,sigma2_y)\n",
"fraction_accepted_2=float(Naccepted_2)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Step size too small\n",
"sigma3_x,sigma3_y=0.03, 0.03\n",
"Naccepted_3, samples_3 = MH_sampler_2D(Ntries2,theta_start,target_joint_logpdf,sigma3_x,sigma3_y)\n",
"fraction_accepted_3=float(Naccepted_3)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 37,
"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",
"ax1a.set_ylabel(\"$x$\")\n",
"ax1a.plot(np.arange(Ntries2+1),samples_1.T[0],marker='.',color='C4')\n",
"ax1a.set_title(\"$\\sigma_x={}$, $\\sigma_y={}$, $a={:.3f}$\".format(sigma1_x,sigma1_y,fraction_accepted_1))\n",
"ax2a.plot(np.arange(Ntries2+1),samples_2.T[0],marker='.',color='C4')\n",
"ax2a.set_title(\"$\\sigma_x={}$, $\\sigma_y={}$, $a={:.3f}$\".format(sigma2_x,sigma2_y,fraction_accepted_2))\n",
"ax3a.plot(np.arange(Ntries2+1),samples_3.T[0],marker='.',color='C4')\n",
"ax3a.set_title(\"$\\sigma_x={}$, $\\sigma_y={}$, $a={:.3f}$\".format(sigma3_x,sigma3_y,fraction_accepted_3))\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",
"ax1b.set_xlim(0,Ntries2)\n",
"ax1b.set_xlabel(\"sample number\")\n",
"ax1b.set_ylabel(\"$y$\")\n",
"ax1b.plot(np.arange(Ntries2+1),samples_1.T[1],marker='.',color='C2')\n",
"ax2b.set_xlim(0,Ntries2)\n",
"ax2b.set_xlabel(\"sample number\")\n",
"ax2b.plot(np.arange(Ntries2+1),samples_2.T[1],marker='.',color='C2')\n",
"ax3b.set_xlim(0,Ntries2)\n",
"ax3b.set_xlabel(\"sample number\")\n",
"ax3b.plot(np.arange(Ntries2+1),samples_3.T[1],marker='.',color='C2')\n",
"\n",
"f.subplots_adjust(wspace=0.1, hspace=0.1)\n",
"plt.savefig(dir+'MH_2D_trace_plot_step_size_tuning_1.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_2D_trace_plot_step_size_tuning_1.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# sigma_x large, sigma_y adequate\n",
"sigma4_x,sigma4_y=20, 0.5\n",
"N_accepted_4, samples_4 = MH_sampler_2D(Ntries2,theta_start,target_joint_logpdf,sigma4_x,sigma4_y)\n",
"fraction_accepted_4=float(N_accepted_4)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"# sigma_x adequate, sigma_y small\n",
"sigma5_x,sigma5_y=0.5, 0.03\n",
"N_accepted_5, samples_5 = MH_sampler_2D(Ntries2,theta_start,target_joint_logpdf,sigma5_x,sigma5_y)\n",
"fraction_accepted_5=float(N_accepted_5)/Ntries2"
]
},
{
"cell_type": "code",
"execution_count": 40,
"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",
"ax1a.set_ylabel(\"$x$\")\n",
"ax1a.plot(np.arange(Ntries2+1),samples_1.T[0],marker='.',color='C4')\n",
"ax1a.set_title(\"$\\sigma_x={}$, $\\sigma_y={}$, $a={:.3f}$\".format(sigma1_x,sigma1_y,fraction_accepted_1))\n",
"ax2a.plot(np.arange(Ntries2+1),samples_4.T[0],marker='.',color='C4')\n",
"ax2a.set_title(\"$\\sigma_x={}$, $\\sigma_y={}$, $a={:.3f}$\".format(sigma4_x,sigma4_y,fraction_accepted_4))\n",
"ax3a.plot(np.arange(Ntries2+1),samples_5.T[0],marker='.',color='C4')\n",
"ax3a.set_title(\"$\\sigma_x={}$, $\\sigma_y={}$, $a={:.3f}$\".format(sigma5_x,sigma5_y,fraction_accepted_5))\n",
"ymin, ymax = ax1a.get_ylim()\n",
"ax1a.text(170,ymax-(ymax-ymin)/10., \"adequate step size for both\",fontsize=18)\n",
"ax2a.text(200,ymax-(ymax-ymin)/10., \"$\\sigma_x$ too large\",fontsize=18)\n",
"ax3a.text(200,ymax-(ymax-ymin)/10., \"$\\sigma_y$ too small\",fontsize=18)\n",
"ax1b.set_xlim(0,Ntries2)\n",
"ax1b.set_xlabel(\"sample number\")\n",
"ax1b.set_ylabel(\"$y$\")\n",
"ax1b.plot(np.arange(Ntries2+1),samples_1.T[1],marker='.',color='C2')\n",
"ax2b.set_xlim(0,Ntries2)\n",
"ax2b.set_xlabel(\"sample number\")\n",
"ax2b.plot(np.arange(Ntries2+1),samples_4.T[1],marker='.',color='C2')\n",
"ax3b.set_xlim(0,Ntries2)\n",
"ax3b.set_xlabel(\"sample number\")\n",
"ax3b.plot(np.arange(Ntries2+1),samples_5.T[1],marker='.',color='C2')\n",
"\n",
"f.subplots_adjust(wspace=0.1, hspace=0.1)\n",
"plt.savefig(dir+'MH_2D_trace_plot_step_size_tuning_2.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_2D_trace_plot_step_size_tuning_2.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2- Multiple chains, different starting point"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"Ntries3=500\n",
"sigma_x,sigma_y=0.5, 0.5\n",
"Nchains=5\n",
"Nburnin=10"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# Run Nchains different chains starting at different positions in parameter space\n",
"chains = [MH_sampler_2D(Ntries3,theta_start,target_joint_logpdf,sigma_x,sigma_y)\n",
" for theta_start in np.column_stack((np.linspace(0.1,0.9,Nchains),np.linspace(0.1,0.9,Nchains)))]\n",
"chains = np.array([chain[1] for chain in chains])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"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_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"ax1.set_prop_cycle(cycler('color', [plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]))\n",
"ax0.set_ylabel(\"$x$\")\n",
"ax0.set_title(\"Trace plot for different chains\")\n",
"for c in range(Nchains):\n",
" ax0.plot(np.arange(Ntries3+1),chains[c].T[0],marker='.')\n",
"ax0.axvline(Nburnin,color='black',linestyle=':')\n",
"ax1.set_xlim(0,Ntries3)\n",
"ax1.set_xlabel(\"sample number\")\n",
"ax1.set_ylabel(\"$y$\")\n",
"for c in range(Nchains):\n",
" ax1.plot(np.arange(Ntries3+1),chains[c].T[1],marker='.')\n",
"ax1.axvline(Nburnin,color='black',linestyle=':')\n",
"plt.savefig(dir+'MH_2D_trace_plot_different_starting_points.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'MH_2D_trace_plot_different_starting_points.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3- Gelman-Rubin test"
]
},
{
"cell_type": "markdown",
"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": 44,
"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": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R_x=1.0039427862280446\n",
"R_y=1.0139088174924749\n"
]
}
],
"source": [
"R_x, R_y = gelman_rubin(chains)\n",
"print(\"R_x={}\".format(R_x))\n",
"print(\"R_y={}\".format(R_y))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 4- Effective sample size (ESS)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"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": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"N_eff_0_x=34.78578611937627\n",
"N_eff_0_y=41.11624283948651\n"
]
}
],
"source": [
"# for the first chain\n",
"N_eff_0_x, N_eff_0_y = N_eff(chains[0][Nburnin:,0]), N_eff(chains[0][Nburnin:,1])\n",
"print(\"N_eff_0_x={}\".format(N_eff_0_x))\n",
"print(\"N_eff_0_y={}\".format(N_eff_0_y))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"N_eff_x=364.4860722819409\n",
"N_eff_y=164.34975425737005\n"
]
}
],
"source": [
"# for all chains\n",
"N_eff_x, N_eff_y = np.sum([N_eff(chains[c,Nburnin:,0]) for c in range(Nchains)]), np.sum([N_eff(chains[c,Nburnin:,1]) for c in range(Nchains)])\n",
"print(\"N_eff_x={}\".format(N_eff_x))\n",
"print(\"N_eff_y={}\".format(N_eff_y))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 1
}