{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "053f7eb7-2d24-4d49-9e5e-db5ea3a8d3fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymc as pm\n",
    "import numpy as np\n",
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import norm, beta"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f295e918-0765-44f3-92ac-8023a45695cb",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "# 1. Coin tossing (Beta prior + Binomial likelihood)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "648a9ae6-6f14-4864-8aea-d5c7c36028ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [p]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [p]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 2 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [p]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 2 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def run_coin_inference(n, observed_heads, alpha_prior, beta_prior, text):\n",
    "    # Calculate theoretical posterior parameters\n",
    "    alpha_post = alpha_prior + observed_heads\n",
    "    beta_post = beta_prior + n - observed_heads\n",
    "\n",
    "    # PyMC model\n",
    "    with pm.Model() as model:\n",
    "        # Prior for p with specified alpha and beta parameters\n",
    "        p = pm.Beta(\"p\", alpha=alpha_prior, beta=beta_prior)\n",
    "        \n",
    "        # Likelihood for observed data (heads count in n flips)\n",
    "        heads_observed = pm.Binomial(\"heads_observed\", n=n, p=p, observed=observed_heads)\n",
    "        \n",
    "        # Sample from the posterior\n",
    "        trace = pm.sample(2000, return_inferencedata=True, progressbar=False)\n",
    "\n",
    "    # Plot prior, posterior from sampling, and theoretical posterior\n",
    "    fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "    # Posterior plot from sampling\n",
    "    az.plot_posterior(trace, var_names=[\"p\"], ax=ax, hdi_prob=0.94)\n",
    "    ax.set_title(f\"n={n}, observed_heads={observed_heads}, alpha_prior={alpha_prior}, beta_prior={beta_prior} -- {text}\", \n",
    "                              fontsize=18, fontweight='bold')\n",
    "    ax.set_xlabel(\"Probability of Heads (p)\")\n",
    "\n",
    "    \n",
    "    # Overlay the prior distribution for p\n",
    "    x = np.linspace(0, 1, 500)\n",
    "    prior_pdf = beta.pdf(x, alpha_prior, beta_prior)\n",
    "    ax.plot(x, prior_pdf, label=\"Prior Distribution (Beta)\", color=\"blue\", linestyle=\"--\")\n",
    "\n",
    "    # Overlay the theoretical posterior distribution\n",
    "    posterior_pdf = beta.pdf(x, alpha_post, beta_post)\n",
    "    ax.plot(x, posterior_pdf, label=\"Theoretical Posterior (Beta)\", color=\"green\", linestyle=\":\")\n",
    "\n",
    "    # Display legend\n",
    "    ax.legend(loc=\"upper left\")\n",
    "    plt.show()\n",
    "\n",
    "# Parameters to compare\n",
    "parameter_sets = [\n",
    "    {\"n\": 10, \"observed_heads\": 7, \"alpha_prior\": 1, \"beta_prior\": 1, \"text\": \"Flat prior\"},\n",
    "    {\"n\": 10, \"observed_heads\": 7, \"alpha_prior\": 10, \"beta_prior\": 10, \"text\": \"Stronger prior\"},\n",
    "    {\"n\": 100, \"observed_heads\": 70, \"alpha_prior\": 10, \"beta_prior\": 10, \"text\": \"Stronger prior but more measurements\"},\n",
    "]\n",
    "\n",
    "# Run the model with different parameter sets\n",
    "for params in parameter_sets:\n",
    "    run_coin_inference(**params)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5920bd7d-38f6-496b-97ee-ae41c96fdccd",
   "metadata": {},
   "source": [
    "# 2. Measurement with Normal error (Normal prior + Normal likelihood)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2741adb2-c33a-4681-b372-b59fb7ac5e8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_bayesian_inference_normal(n, true_theta, sigma_prior, sigma_x, step=None, text=None):\n",
    "    np.random.seed(41)  # for reproducibility\n",
    "    observations = np.random.normal(true_theta, sigma_x, size=n) # Simulate observed data based on true theta\n",
    "\n",
    "    # Calculate theoretical posterior parameters\n",
    "    prior_mean = 0  # Prior mean for Theta\n",
    "    prior_var = sigma_prior ** 2\n",
    "    likelihood_var = sigma_x ** 2 # assume all measurements have the same sigma\n",
    "\n",
    "    posterior_var = 1 / (1 / prior_var + n / likelihood_var)\n",
    "    posterior_std = np.sqrt(posterior_var)\n",
    "    posterior_mean = (prior_mean / prior_var + np.sum(observations) / likelihood_var) * posterior_var    \n",
    "\n",
    "    # PyMC model -- Here we do the Bayes \"magic\"\n",
    "    # This part does not see true_theta, it only infers about it from observations\n",
    "    with pm.Model() as model:\n",
    "        # Prior for Theta with specified prior standard deviation\n",
    "        theta = pm.Normal(\"theta\", mu=prior_mean, sigma=sigma_prior)\n",
    "        \n",
    "        # Likelihood for observed data given Theta\n",
    "        x_obs = pm.Normal(\"x_obs\", mu=theta, sigma=sigma_x, observed=observations)\n",
    "        \n",
    "        # Sample from the posterior \n",
    "        if step==\"met\": # We use the Metropolis-Hastings method \"original MCMC\"\n",
    "            trace = pm.sample(2000, step=pm.Metropolis(), return_inferencedata=True, progressbar=False)\n",
    "        else: # otherwise we use the default the more recent method \"hamiltonian MCMC\" \n",
    "            trace = pm.sample(2000, return_inferencedata=True, progressbar=False)\n",
    "\n",
    "    # The rest is image creation\n",
    "    # Plot posterior with prior, observations, and theoretical posterior\n",
    "    fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "    # Posterior plot for theta\n",
    "    az.plot_posterior(trace, var_names=[\"theta\"], ax=ax, hdi_prob=0.94)\n",
    "    ax.set_title(f\"n={n}, sigma_prior={sigma_prior}, sigma_x={sigma_x}, data_mean={observations.mean():.1f} -- {text}\", \n",
    "                                  fontsize=18, fontweight='bold')\n",
    "    ax.set_xlabel(\"Theta\")\n",
    "\n",
    "    # Overlay the observations as a rug plot on the x-axis\n",
    "    ax.plot(observations, np.full_like(observations, -0.01), '|', color='red', label=\"Observations\", markersize=10)\n",
    "\n",
    "    # Overlay the prior distribution for Theta\n",
    "    x = np.linspace(-10, 20, 500)\n",
    "    prior_pdf = norm.pdf(x, loc=prior_mean, scale=sigma_prior)\n",
    "    ax.plot(x, prior_pdf, label=\"Prior Distribution (Normal)\", color=\"blue\", linestyle=\"--\")\n",
    "\n",
    "    # Overlay the theoretical posterior distribution\n",
    "    posterior_pdf = norm.pdf(x, loc=posterior_mean, scale=posterior_std)\n",
    "    ax.plot(x, posterior_pdf, label=\"Theoretical Posterior (Normal)\", color=\"green\", linestyle=\":\")\n",
    "\n",
    "    # Display legend\n",
    "    ax.legend(loc=\"upper left\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a5fe36d-521e-47bd-9a7f-089d9157b07f",
   "metadata": {},
   "source": [
    "## Nicer figures using the default, hamiltonian MCMC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "67d3e7f4-ac5e-42c7-aacc-d6a25fd1e679",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [theta]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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ixQpcvHgRq1evRkBAADIzM4tctxACnTt3xtGjR3H06FE0atRIsv7w4cNIT0/HoEGDEB4ejp07dyIgIEBSZtmyZUb1arVavPTSS5g3bx62bduGkydP4vLlyzhx4gR++ukno+vcvv766yLHbo7MzEwMHjwYBw4cwKFDhzBkyBDJep1Oh48++qjQerKystC+fXvs3LkTFy5cwI4dO9C7d2+z45g0aRIuXbokWfbKK69g165dOHnyJKZOnSqZfCUzMxNDhw5FVlZWoXFVrVoVy5cvx4ULF3Do0KFSvafPzZs3jcbW9+rVy2LTfD8pMjISiYmJhsdubm5YtmwZzp07h4sXL2L//v346aef0K9fP7i5uRW5/i1btmDnzp2SZSEhIdi8eTMuXLiAJUuWwM3NrdjnXe45tWfPHlSuXFmyfs+ePRBC4KOPPkJkZCTWrl0LV1dXSRlT552rqyt69uyJhQsXYseOHQgPD8elS5dw5MgRfPPNN5I6dDod5s6dW+TY8woKCsL8+fMlyyZMmICDBw9i2LBhkuVTp05F48aNS9xmSeW9T59cLkfPnj2LXM/T9DkEAD///DMuXLggWdagQQNs3boVp0+fxldffQWFQoGMjIxC66patSref/99/PXXX9i3bx8uXLiAyMhIbN++HW+88Yak7IEDB3DkyBHD4+joaERHR8PX11dSbvTo0YZ1uX+WatNShBAIDg7Gtm3bcPbsWaPPjJs3b+LKlSto2rQp9u3bh5MnT6Jdu3aSMvv27cOtW7cky0aNGoU7d+4YHvv4+GDBggU4c+YMwsPDMXPmTMlU5zt27DC6tlChUKBp06aYPn06NmzYgCNHjuDSpUsIDw/HqlWr0KJFC0n5uXPnQqfTFfp8FQoFpk2bhsjISGzcuNHodfvrr7+K9T5XVNnZ2ejfvz8eP34MABg5cqTVJnBatGgRXnnlFcPjyMhINGjQAHZ2dggJCZFMcd+4cWOsW7cOcnnZnYpBoVDg66+/xvnz57Fs2TKja+r++ecfODo6YtGiRTh//rzRd7Ls7GwsX77cqN6AgAAMGzYMy5cvx549e3Du3DmcP38eu3fvxvvvvy/ZZ9euXcPq1asLjVUIgfbt22P//v04fvy40XtzcnIyNmzYYHjs7OwsmcgOABYsWCB5HBcXh/379xsey2QyyTWG5gRVJHl7wORyudEvni+99JKkTMOGDYvajEVduHBBeHp6SmJq0KCBUdb89ttvG2XFV69eNarP1C+PeXugSuru3buS+qtXr57vL/7Z2dlGQ/YK6wEbP3680XPYtWuXpMyRI0eMypjTA1a+fHnJdRIbNmwwKlOvXj3J88nb3QvA5DDEguT9ZdzBwaHEvy6Z6u3p0qWLUbmXX37Z6NeWJ693M/XrUZMmTQqcPjpv+Sd7jtLT04VWq5Wsb9mypVEdM2bMMKrnyV9xTP1S5OjoKOLi4oq5xywrOTnZaDiai4uL0TVBlpK3F+PFF1/Mt6xOpxNpaWmSZYX1gOUdjiGXy42u71ixYoXRa2JOD1jec+rbb781KtOtWzdJPXmHsXl4eBRhb+X4+uuvJXXkHdpdEgMHDpTUnbd3tk2bNk/FL8h//fWX0S+so0aNKlZdps7ZvO/NQgixc+dOo3IzZswo6VMx0rhxY0kbrq6uRteUmpqivzjTw+cd9fHFF18YlbH0NPTmtFlUpnpfw8PDDeuTkpKMjheNRiPu3r1rKBMeHm5Ux6ZNmwzrb968abT+2LFjRrHkHbHToEGDIj2X+/fvG7Vz5MgRSRlTI5o++ugjSZlVq1YZlYmMjCxSLMUxbdo0Q3s1atQQqamphnWW7gETImcUxccff2z0XPO+N+T9/vm0M/Ud5r333pOUefIau9y/OXPmSMrUrVtXsr5Hjx5FjiXvbaLyDvU29fkYGBgouc5Tp9MJV1dXSZmxY8dK6rl06ZLkPFUqleL27duG9Xk/Y9u1a1ek51Hi1LtNmzaoXr26ZFlISIjk8YMHD0raTLGdPHkSrVq1wr179wzLgoKCsH79eqhUKklZIYTR9uYus/Sv8V5eXvD39zc8joqKQoMGDTB69GjMmzcPO3fuNDwnuVxu1o2ln3T06FHJ40qVKqFNmzaSZU2aNDGatcccr732muRXt7yz2AE507U+uc+Cg4ONypg6bsLDw/HBBx+gadOm8PLygp2dHWQyGWQymdHMYCkpKVY59gYPHmy0LO8vmkIIHDt2rMB6Pv7442JPP3v8+HGkpqZKlg0dOtSo3Ntvv220bN++fQXWPXTo0Kdi9r779++jXbt2klmi7OzssHr1apPHlCXUqFED9vb2hsfbtm1Dy5YtMXbsWCxYsAB79+7Fw4cPAQAqlarIs2jlPe/CwsJQtWpVybLu3bsb9UyZo1+/fpJzytQ+GjBggORx3vMuv/Nl//79eOedd9CgQQO4u7tDo9EYzruxY8dKyub9lb4kvvvuO8n+ebL31t3dHb/99lup/4K8ePFivP7665LPhY4dO2LWrFnFqu9p+hzKzMw0mla7R48ecHZ2lizL+/6Xn/T0dPz888/o1q0bqlatCicnJygUCsOx9OSoD8Ayx1JptJlX7dq1UadOHcNjFxcXox70Dh06SHo1C/tM3Lt3r9H6xo0bG55X7t+0adMkZU6dOmU0GujOnTuYPn062rZtC39/fzg4OEAul0Mmk5m8/Yk5+2jkyJGSx3m/F+Z9PtZw8uRJTJkyBQCgVquxbNkyyfu7pYWHh6NatWr4/PPPCyz37bffIjg4GCdPnixyG/fv30dMTEy+f7nS09MLLJf3GCiO/v37Sx5b6jMnt2fs9ddfR40aNeDi4gKlUmk4pjdt2iQpb87xOHToUKjVasNjlUplNEokbyxVq1aV9Jbmvd3HihUrJOVNfTcsSIlvDmXqpMp7gJsa8pSUlCS5m31R+fn5FXpvq82bN6NXr15ISUkxLAsODsbff/9t1B0OwOSXnrS0NLOWubi4mBF10XzzzTd4/fXXkZ2dDQA4ffo0Tp8+LSlTp04dvPPOOxg6dGiRvog8OWwBgNGB+OTyiIiIIsVdqVIlyWOtVmtUJu+JaupNMe9xM3HiREyfPt3kF4/8JCcnw93d3ezy5jD1JmNqWd59nFe9evWKHcPt27eNlpl6DcuVKwdXV1fJuWZq26LElZ6eXuhzK4iHh0ehU+pfuXIFHTt2xJUrVwzLHB0dsXbtWrRt27bYbRfG0dER06dPxwcffGBYduDAARw4cMDwWC6Xo0mTJnjvvffw2muvFal+c847hUKBoKAghIeHF6luS5x3ue81ufR6PQYPHmzW/ahyWeKDPZejoyP+/PNPNGrUyOi8nz9/foHDr+/cuYP09PRitatUKs26dcfkyZMNX/Byde3aFStWrCj2vRefps+hxMREo/dhU+91Li4uKFeuXIFfqK9cuYIOHTrg2rVrZrdf0mOpNNo0Je+5CeScnwkJCYbHRf1MjI2NLVYsQgjcvXvX8B68ceNG9O7dW/I9qTCF7SNHR0ej71jmfMZnZWWVKAF2dXWVnD8ffPCBYZjj1KlTUbdu3WLXXZhHjx6hffv2kh/7a9eujalTpyI4OBixsbGYNm2aIXGOiYlB69atcfHiRfj4+JjdztixYwt8P859nzxy5Ahat26db7nFixcbDbErqsI+c3LfF55UWH5w7949dOzYsUjJqTnnbHFzldGjR2Pr1q2GxwsXLsSECRMQGxuLQ4cOGZaXK1dOMvzUHCVOwEx9uTXnV/05c+YYfXAVRXR0NIKCgvJdP3/+fIwcOVLyhaJZs2bYsGFDvje0NfXBEh8fb7Ts7t27Zm1bUj169MDx48cxd+5cbNu2zWS7Z86cwbBhw3Du3Dl8++23Zted98uMJX85zfsFwlRiWNRf+Hfs2GH0S545ipKsmcvUvirOr9HFuXbPFgqLq7A39sIU9sZ/+PBhdOnSBffv3zcs8/b2xqZNm9CgQYNit2uu999/H/Xq1cO8efOwa9cuoy+Ver0ehw8fxuHDh3Hr1i1JslZUT/t5t3DhwiIlX9Zw+PBhk+fXvn37jHq9n/T666+b7CUwR2BgoOTX5LwyMzPx1ltvGV33NWzYMHz//fclurHq0/Q5VJT3tcLeawcMGFCkRMicOgtTGm2aYuq8y3t+FqfXu7hyk/f79++jb9++RUq+gML3UXG/F966datEx/Cnn34quV45d7QCAIwfPx7jx48vcPu9e/caju+1a9eiW7duZrf922+/SZKv3J6a3Ovbq1evjiZNmiAgIMDwg+jjx4/x3XffFdpj9rQq7DOnOMf06NGji9wzaM45W9xjsn379ggJCTFcBxsdHY2dO3ciMjJS0m7fvn2LPCKm7F79lw/x70Xm77zzjiT56tGjB/755598ky8ARpNFADmTVeSVt0fI2dnZ5HABS6hXrx6WLFmCO3fu4M6dOzhw4AAWLVqE7t27S8r98MMPkskDCpP3F5f8vmxcvXq1yDFbw59//il5bGdnhy+//BInTpzAtWvXEB0dbfRlyFpMfaCb2n/ly5cvsJ6SfEkzlSSZeq0ePHhg1NNc2K9tJYmrpNasWYM2bdpIkq8aNWrgyJEjNkm+coWFhWHVqlVITEzEzZs3sWfPHsyfP99omO706dOh1+vNrjfv0E5Tx012djauX79erLgtLe95V65cOcyfPx/h4eGGCQ+K88OIuSIiIjBu3DiT67777jts3rzZam3n59GjR+jUqZPk/UYmk+GLL77Ajz/+WOLzp2HDhkZJjjmfQzKZDA0bNixR23m5u7sb9eSZev97+PBhgSNarl+/bnTD2bCwMGzevBlRUVGGY8mSPRSl0aYt5f0MkMlkOH36tNGEJKb+qlWrBiBnlFDu5BS53nrrLezfvx+XL19GdHS00QQsZFre/eTu7m40uZiTkxOqVKkiWZZ3COx/mU6nM5pQIzQ0FKtXr0ZkZKTh+O3cubPNYpLJZEbDaRcsWICVK1dKlhV1+CHwjCVgGRkZ6Nu3L7788kvJ8jFjxmDlypWFZqf169c36lJdtWqV5HFiYiJ27dolWdajRw+rzMiWd6hY+fLl0aJFCwwaNAh//fWXZLhJdna20Yx4BWnSpInkce6sZk86duxYkYcfWkve4Rbt27fHhx9+iAYNGqBixYoICgrC8ePHbRLLL7/8UugymUxmMqG3lEaNGhl1n+edoQcAfvrpJ6Nlzz//vNXiKok5c+agZ8+ekmFjbdq0wcGDBxEYGGiTGLKzs416Fvz8/NCqVSu8/fbbRh8OiYmJJnsn8pP3vPvnn39w8+ZNybLVq1eX6nWzT8p73vXv3x9vv/026tSpg6CgIAQFBVll1jgg51f6119/XXI85D0OBg0aVKLhsEV169YttGzZUjKTpZ2dHZYvX17or+u5Bg4cKLlGJywsTLLew8PDaNm6deskM8bpdDqsX79eUqZ169YWH26tUqmMhiT/9ddfePTokWSZqffEJ5kaLvfNN9+gU6dOCAkJQVBQEBQKBS5evFhoTE9exwGYHopp6TafRq1atZI8FkJg69athvPS1F9KSgpu3LhhuP497z5ydnbGTz/9hOeeew5VqlRBUFDQU/MdoLTlvbYu7w++eecUSEhIMHpvT05ONvqhtKg/2CxZsgQi5xZSJv9yhYWFFViupMMPreH+/ftGM2xOnjwZr776KmrWrImgoCCUK1fO6FIca3vjjTck37fXrVsnuZ67Xr16xbqkpNQSsMmTJxd4cBT2l3f44cOHD9G+fXujX2zHjRuHkSNH4vr16wVesAjknGB5hxPt378fI0aMQEREBA4dOoRXX31V0l2vVCoxevRoo+dX2Mlqjrp166JVq1b4/PPPsWXLFkRERODq1as4fvw4PvjgA0n3OoBCr6t5Ut6LJ4GcKcz/+OMPREVFYe3atUW+vsWaPD09JY//+ecfLF26FBcuXDBMTT1v3jybxLJx40YMGTIEhw4dwuHDhzF06FBs3LhRUibvBdWWptFojH5xOXDgAF599VXs3r0bp0+fxvTp0zFx4kRJmcqVK6N9+/YlaruwN/bC/ky98b/33nt4//33Jb1Jbdu2xfz585GUlGTy3M17fU9MTIzReffktL/mSEtLg5+fn2EShb///hvnzp3DlStXcPDgQbz77rtG2xRlApy8FyRnZWWhXbt2WL9+PS5cuIBff/0V77zzTpFitqa8592qVauwZs0aXLx4Ebt370aPHj2MLoi2lPfffx/nz583PK5UqRLCw8MlvTz37t3DG2+8YXIISu60+8X5M9UzGRkZiaZNm+Ls2bOGZXZ2dvjll1/QuHFjk8docZPDMWPGSB5fu3YNffr0walTp3Dy5En06dPHqJc07zZAzoRTT54PxbmdRL9+/SSPk5KS0LZtW2zbtg1nzpzBzJkzMWHChALryHscATnfAY4cOYLz58/jt99+Q+vWrfNNpgqqa+3atdi/fz+io6MRExNj6D23ZJtPI39/f7z88suSZf/3f/+HoUOHYufOnbh48SIiIyOxZcsWfPbZZ2jUqBFq1aoluaVH3n306NEjfPLJJ4iIiMDp06fx5ZdfFuuX/eIKCgoq0WdL3uN7y5YtBfYE5v1BrEmTJoZ1Rf2czPuDqxACL7/8MjZu3IgLFy5g165d6Nq1q9GPa9b8obasKVeunFGP+6xZs7Bnzx5cuHABa9asQevWrYt9/WNxOTo6Ss6DrKwsyWeOuZMQGSlwjkQTzJkC1pybAFtacW8Om1d2drZo3bq12dvnNwVu3nLFufmsu7u72XFUrFhRMh2zOa/BkCFDCq3X3t5e8ticaejzPldTU4LmvSGwqdfvyZtt551i3tSfj49PgXUUh6m48k7/nvdPpVKJ06dPS+oxNYVrYQrbrwkJCaJq1apmHyMqlcroxuLmvDa2UJxz15ybShf1uTx+/LhIMeQ9Hyx1I+a8550509AX9ZwSovDjMu8U8+aedyW1Zs0aSX1yuVwcOHBACJFzW5G8++frr78ucZuFMTXVdlGPDyEKP0byK1fQX97jI5clpmxPTU0164bvCoWiwLbyTvduavu8t4sx9bzGjBlj9r6wVJtFlXd6c1N1mvPa5I3X1Gdr+fLli3RMPtnOrVu3jG6gbc75nTcOc75vPC2fNU8qyjT0he2DtLS0In0eAxBubm6SWw88zcz5DmPOcVDY+1/eKebNOSbz1mHusWbOeZrr6tWrQi6XG9VrZ2cnEhMTzdiDxp6pIYiWIJfLsXHjRrz00ksFllMoFJg4cWKp3qA2l5ubG/74448iT8f87bffFjij3MCBA41mdXlyenlbevXVV41unP2kOnXq2KwH7Pfff8/3WkKlUoklS5bY5LoCNzc37Nq1C82aNSu0rIeHBzZs2FCiyTNIKjAwED///HORtpHJZPjjjz8QGhqab5lJkyYZXe9WWufdyJEjjYY6Paldu3b49NNPLdrmrVu38Oabb0qWjRs3znBD2GrVquGrr76SrP/4449tPizF2hYuXGjWL6tDhgzBwoULrRaHvb091q9fn+/kPDKZDF999VWhs0YuWrQITk5OJtcpFAr8+OOPqFGjRqHxjBw50mgafGu3+bQKCgrC3r17zf68USgUkmuAfX19MXv27HwvoXBzc5PcnJbyZ2dnhy1bthjdlik/vr6+2LJli1VHypRF3377bYHXqf/f//1fiUfxFEelSpVMXnv2yiuvGM30aC4mYCY4ODhg06ZN2LRpE3r16oWAgADY2dnB0dERISEhGD58OMLDw/HZZ5+Z3N7U3d2LMz3w3r178eOPP6Jv376oX78+/Pz8oNFooFarUb58ebRq1QrTp0/HpUuX0LRp0yLXr9VqsX37dnz//feoX78+tFotXFxc0LJlSyxbtgyLFy9GdHS0ZJvSerPI/eK6YMECNGrUCFqtFg4ODqhVqxamTp2KI0eOFPskKKp69eohMjIS7777LipWrAi1Wg1PT0/07NkTx48fR58+fWwSB5AzDOXAgQNYt24dXn/9dVSsWBFarRYqlQrly5dHu3bt8M033+Dq1auS+1k8iyxx3jk4OODYsWOYPXs2evTogdDQUPj4+EClUkGj0cDX1xft27fH3Llzce7cOaN7eJnD09MTR44cwbRp01CjRg1oNBq4ubmhQ4cO2LZtG6ZMmWJ0nUBpnXcajQY7duzAl19+idq1a0Oj0cDJyQkNGzbEt99+i23btlk0OdTr9ejXr59kQqHQ0FCj99oRI0agQ4cOhsc6na7IU2k/7ZRKJRYuXIgDBw5g0KBBqFSpErRaLbRaLSpXroxBgwbhwIEDWLhwYb5T3uc9J4o7TX1ISAjOnj2LDz74AJUqVYJarYaHhwc6d+6M3bt35ztRypMaNWqEU6dO4Y033kCFChUM71GvvPIK9u/fb/I+hqbkXnfYp08f+Pr6Gl17Y402n2bVqlXDiRMnsGbNGvTp0wdVqlSBo6MjFAoFXF1dERoain79+mHhwoW4ffu20b0h33nnHezcuRMdO3aEq6sr1Go1AgMDMWzYMJw5c8biE7s8y6pUqYKzZ89i2bJl6NmzJ4KDgw2vhVarRVBQEDp37oz58+fj4sWLRkMgKWcm19OnT2PkyJEIDAyESqWCh4cH2rdvj82bN2Pq1KmlFtuoUaOMlhV7+CEAmRBWmHP1P27Pnj2SnoZWrVph9+7dVpmow5quXLmC2rVrS661mTdvHoYPH16KUdlW3tcSKPwWCFQ6lixZgkGDBhkeDxgwoNSnUC+OAwcOoGXLlpJlmzdvRqdOnUopIiqLYmJiJFN6V6tWDadPn7bqjWiJiJ5VN2/elMxsGRQUhGvXrhX7uz17wKxg+/bthv87OTlhyZIlT2XyFRERgW7dumH16tWSG0JmZWVh9+7d6NatmyT5cnJyKvC+O0Sl6cnzzs/PD3Pnzi3FaPK3detW9O/fH1u3bpXMJpeRkYH169ejd+/ekvIBAQFWvfk0PZuePB8UCgWWLl3K5IuIqBjS0tKMZrp9++23S/TdvsQ3YiZjT37wzZo166ntLcnOzsb69esN0xm7urrCzs4OiYmJRlOBAsDs2bM5XpmeSnq9XjI1+C+//GLTG5sWRUZGBn7//Xf8/vvvkMlkKFeuHFQqFRISEpCVlSUpq1QqsWDBglK7BozKric/h8aPH8/hTkRERRQWFobr16/j7t27khlTPT09SzwajAmYhcXHxyM8PBwA0LFjxzI1xjy/G2m6uLhg7ty5eOONN2wbkAVdvXrV5DVC+XFxcSn0hsX09Dh58qRh+ulhw4aVykW6xSGEyPcG6j4+Pvjll18k1zqVNUW9iauHh0e+E9yQ+bKysgzTjYeGhlp8opT/gocPHyIuLq5I21SuXLnAa9KIqGyJiYkxuuWHUqnE4sWLzZ4MKD+8Buw/LDU1FStXrsSePXtw+vRpxMfHIyEhAWq1Gu7u7ggNDcULL7yAfv36wc3NrbTDLZGgoCCjk6ggb7zxBpYsWcJrwMjiEhISsGrVKuzZswcRERG4d+8eHjx4AHt7e3h6eqJu3bp46aWX0KtXryLdY+xpVNThGZ9++ulTMbMsUd5rSs3BzwaiZ0vud0eZTIYKFSqgcePG+L//+z/Ur1+/xHWzB+w/TKvVYuDAgU/lHdGfFrk3HSayFHd3dwwbNgzDhg0r7VCIiIgoHzExMVarmz1gRERERERENsJZEImIiIiIiGyECRgREREREZGNMAEjIiIiIiKyESZgRERET6k9e/ZAJpNJ/qx5YTjZRkxMjNHrumfPntIOi4hshLMgEhFRiSUlJWHOnDmSZQMHDuS03CbMmTNHct/FsLAwhIWFlVo8RERkW0zAiIioxJKSkjBlyhTJsrCwMCZgJsyZM8fovoRMwIiI/juYgBERERHZkJ+fH6KjoyXLvL29SykaIrI1JmBERERENqRUKtk7TPQfxkk4iGwoKChIctH15MmTkZaWhilTpqB69eqwt7eHn58fBg8eLPl19Pr163jnnXcQEBAAjUaDwMBAvPPOO4iLiyuwvfT0dCxcuBBdunSBv78/7O3t4ejoiODgYAwZMgTHjh3Ld9uYmBh8++23GDRoEBo1aoSgoCA4OztDpVLBzc0N9evXx/Dhw3H8+PECY9i1axf69++PkJAQODk5QaVSwcPDA9WrV0fnzp0xZcoUbN++3Wi7vBeoL1myxKjMwIEDJWVMDeMyVc+jR4/wySefoEaNGtBqtSYnNijJvssvrl9//RXNmzeHk5MT3N3d0bFjR+zbt8+wXWpqKqZNm4YaNWrA3t4enp6e6NatG06ePFngPgaAbdu2oX///qhatSqcnJxgZ2cHf39/vPrqq1i1ahWEECa3W7JkidE+AoBLly5hyJAhhmPO29sbvXv3xoULFyTb504SUbFiRaO6W7duXeDrc+LECbz99tuoXbs2nJ2doVQq4ebmhuDgYLRv3x6ffPIJ1q1bh6ysrEKff3Hk9zqtXLkSbdu2hbu7u+E8BYCsrCwsW7YMY8aMQdu2bVGtWjV4enpCpVLByckJlSpVwiuvvIJff/0VOp3OqL3cdvIOP5wyZYrJ16Ag9+/fx7hx41C1alXY2dnBw8MDXbp0wdGjRwvd1tLHyokTJ/D666+jQoUKUCqVRRpOmd8kI7GxsRg5ciQqVaoEOzs7eHt7o1evXjh79qzFY4uJicGECRPQpEkTeHh4QK1Ww93dHc2bN8fUqVORkJBQ6PO4c+cOpk+fjjZt2sDb2xsajQYuLi4IDg5Gz549sWDBAslxbO4kHCU9Rx49eoQ5c+agQ4cO8PHxgUajgbOzM2rVqoWRI0canc9EZCOCiGwmMDBQADD8DR8+XNSsWVOyLPfP3d1dnD17Vuzbt0+UK1fOZBl/f39x+/Ztk20dPnzYqD1Tf8OGDRM6nc5o+9mzZxe6be7fBx98YDKGMWPGmLW9RqMx2jZvmcWLFxuVeeONNyRlWrVqVWg9U6dOFRUrVjRaHh0dbbF9lzeuli1bit69e5usQ6FQiN9++03cuXMn32NBo9GInTt3mtzHt2/fFmFhYYXG+txzz4m4uDij7RcvXmxU9vfffxdqtdpkPc7OziI8PNyw/e7du80+Tp58fb799lshk8nM2s5U3JZg6vgZOnSoUfuffvqpEEKIBw8emP1ca9euLWJjYyXtmbst8L+PZlP7d8WKFcLDw8Pkdmq1Wmzfvt3k87XGsbJkyRKhUCgKPQ/zY+r5/fbbb8LFxcVkbEqlUixfvtwisen1ejFt2jShVCoL3B+urq5i48aN+T6H2bNnC41GU+h+ffDggWGb6Ohoo/W7d++W1FvSc2Tjxo3C3d29wO3kcrn47LPPzH69iMgymIAR2VDeL/WFfbjWrl073y9auX8DBgwwaufUqVPCwcHB7C97gwcPNqqjKAkYALFw4ULJ9sePHzd7W1smYPl92cpNwCyx7/LGVdjr7OTkJBo2bFhgmaCgIJGdnS1pJykpSVSvXt3sWENDQ0VycrKkDlNfXAuL97nnnjNsX5wELC4uTqhUKrO3s1UClt+xUZwELO9+EsJyCVhh+y4wMFBkZWVJ2rbWsWJqn5U0ASvs+anVanHmzJkSxzZhwgSz94dSqRT//POPUfxTpkwxu46iJGAlPUe2bNlilHwW9MckjMi2OASRqBQJIdC0aVPs3bsXp0+fRufOnSXrIyIicP/+fXTu3BnHjh3DoUOHUKdOHUmZVatWITMzU1LnkCFDkJKSYlhWrVo1LFu2DJGRkThx4gQmTJggGea0aNEi/PPPP5J61Wo12rRpg2+++QabN2/GsWPHcPnyZZw6dQq//voratasKSk/c+ZMyeMnh9YBQP369bF9+3ZcvHgR586dw44dOzBz5kx06tQJdnZ2RdhrJZOVlQVvb2/8/PPPiIqKwvHjx/H111/D0dHRYvsuLyEEvL29sWrVKpw7dw6ffPKJZP3jx49x4sQJVKtWDdu3b8eZM2fQt29fSZmYmBgcOnRIsuzTTz9FVFSU4bGTkxO++eYbnDp1CpGRkfjpp59Qrlw5w/qzZ8/iyy+/LHQfCSHw3nvv4cyZM9i1a5fRa33gwAHcvHkTANC0aVNER0dj//79RvX8+eefiI6ONvwtX74cAHDo0CHJMRsUFIR169YhKioKUVFR2L17N7799lt0794djo6OhcZrKbnDuEaNGoWjR4/i3LlzWLVqFRo3bmwoU7VqVbz//vv466+/sG/fPly4cAGRkZHYvn073njjDUl9Bw4cwJEjRwyPc/eDr6+vpNzo0aMl+ynv5Ax5ZWZmok+fPjh+/DgOHjyIVq1aSdZfv37dZsdKVlYW2rdvj507d+LChQvYsWMHevfuXeh2hT2/wYMH48CBAzh06BCGDBkiWa/T6fDRRx+VKLbTp0/jiy++kJTv06cPdu/ejQsXLmD79u1o2bKlpK4333xTctyePXvWaOZPlUqF8ePH49ChQ7h06RL27duHSZMmFXmCjZKcI2lpaRgyZAiys7MNy5o0aYK1a9ciKioKhw8fxptvvinZZsqUKbh06VKRYiSiEijV9I/oPyZvD5harRZ37941rD979qzRL5Ply5cX6enphjLr1q0zKhMZGWlYv3//fqNfk2/dumUUS79+/STlunfvXqTncuLECaM47ty5Y1j/5ZdfStZ98cUX+db16NEjo2V567ZUD5hcLjf69TyXpfZd3rgAiHXr1hnW6/V6k0ODnhzal5iYKORyuWT9999/b1ifnp5u1FO3atUqo1gXLlwoKePh4SH0er1hvameg9dff11Sh6nezE2bNknKmDOkKteKFSsk5YYNG2aynBBCpKamiszMzHzXl4Sp12ns2LElqrNWrVqFHvd53wdye9hMMdVD1KxZM8lrGB8fb1TGVsdKkyZNjHrbisLU8+vSpYtRuZdffllSRiaTifj4+GLHNmTIEEnZl156yahMcnKysLOzk5R7ciiiqeGq69evN9ne48ePJbEUdr6U5Bz57bffJNt6enqKlJQUo+2ee+45SbkxY8bk2wYRWRZnQSQqRR06dICXl5fhsamJDHr16gWNRmN4HBwcbFTmwYMHhv/v3btXsi4zMxN+fn6FxpK3xwoArl69ikWLFmHfvn24cuUKkpKSkJ6enm8dt27dQvny5QEADRo0kKybNGkSDh06hNDQUAQHB6N69eoIDQ2FWq2Gk5NTofFZSteuXREaGmpynSX33ZPKlSsn6d2UyWQICgqSXNwfGhoq6d0sV64cPDw8EB8fb1j25Ot84sQJSU8dAPTs2bPQWO/fv4+oqCjUqFEj3zIjR46UPA4JCTEq82QsRVW/fn3IZDLDZA8LFizAtWvXUK9ePQQHByMkJAR169aFVquFvb19sdspKpVKVWjPSnp6On777Tds3rwZ586dw507d5Camgq9Xm+y/K1btywe54gRIyS9sJ6ennB3d5ccT7Y6Vj7++GMoFIqihF+owYMHGy0bMmQINm7caHgshMCxY8fw0ksvFSu2vOf65s2bzZr8ZN++fYZzeffu3ZJ1TZo0QZcuXUxuV9Se3JKcI3mf27179+Dg4FBom4W9jxGR5TABIypFlSpVkjzWarVGZfImZaa+kD45A1ZsbGyxYrl//z6ysrKgVOa8LSxYsAAjRowo0gx0ycnJhv+3bdsWXbt2xfr16wHkDBvasGEDNmzYYChjZ2eHF198EZ988gkaNmxYrLiLql69evmus9S+yysgIMDoi2De19pU8p33tbbE6wwAcXFxBX6pzptwFXbMFVWVKlXw7rvv4ttvvwUA6PV67NixAzt27DCUUalUaNWqFcaPH4927doVu62i8Pf3h7u7e77rr1y5gg4dOuDatWtm1/nkOWEpphLi0jpWCjqfisvUuWBq2Z07dwqsxxrn+pMzz96+fVuyLu+PTiVRknPEEs+NiKyL14ARlSJXV1fJY7nc+JTMW8ZahBCG3q3z589j+PDhRf6Snftrba41a9Zg8eLFCAsLk/Ti5UpPT8e6devQokULHD58uMC6n7yeIdf9+/eLFB8AVKhQocjbFObJfWeKqdcw72ttq9cZyLlGpCB5kxBL93AAwNy5c7F27Vp06tTJZO9AZmYmdu7cifbt22P16tUWb9+Uwo6NAQMGFCn5AozPCUswlSRa4zUCCj9WrHE+meqJMrUfC+uxskZshe0PS7L1OWLL50b0X8ceMKJnTN4vHS4uLjh16pTJ5C6v3GEqq1atkiQ8crkc48ePR9euXeHh4QGFQoGrV68W2jMhl8sxcOBADBw4EFlZWYiOjsbVq1cRGRmJBQsW4PLlywByese++uorrF271rCtQqGQxJCammpUf3EuGi/oi6ol9p2tmPpyuXnz5gJ7K3LlDhMtbd26dUO3bt2g1+tx/fp1XL16FVFRUVi6dKnh3mdCCEybNg3du3e3ejwFHRvXr183+pEgLCwM48aNM9yrCgBeeeUVhIeHWzPMIrPmsWKNxO/atWuoXbu2ZFne+/QBJYutQoUKuHr1quHxoEGDMGnSpEJje/I8r1ChAq5cuWJ4bM79+oqqOOdI3te7evXq2LJlS6FtWSuJJyJjTMCInjF5bzT68OFDHD16tMCZyY4cOQKNRoOgoCAAxkNYatWqhc8//1yy7K+//iowjqSkJGg0GsPQKKVSiapVq6Jq1ap48cUXUaVKFbzyyiuG8k/O0Abk9Ag9eU1L3vV///23IYGzFEvsO1tp1KgRtFqtJDFdv349OnXqlO82169fx/nz560Sq1qtNlqW3y/qqampyMzMhIuLC4CcRL1ixYqoWLEi2rVrh5YtW0qGj+V97UuDqWFd33zzjSTOmzdv4uLFi4XWlXdfWbvn4Wk7Vgrzyy+/oGvXrkbLniSTydCoUaNitxEWFiZJwHbs2IEvv/wSnp6eJsunp6dj+fLlGDhwoGFZ69atJQnY0aNHsWnTJqPZbIGcoah2dnb5DlPOqyTnSFhYmGR/XbhwAbdv30bz5s1NtiWEwM6dO1G5cmWzYiOikmMCRvSMadGiBerUqYMzZ84Ylg0ePBgnT57Eyy+/jAoVKiAtLQ3Xrl3D0aNHsWHDBpw/fx6LFy82fKDn/RJy/vx5zJkzB+3bt0dycjLWrVuHr7/+usA4Dhw4gH79+uGll15CWFgYQkJC4OnpCblcjqtXr2LGjBmS8nmH2ISGhkoucl+4cCFq1qyJNm3aIDw8HO+//36x9k9BLLHvbEWj0WDIkCH47rvvDMsWLFiAhIQEDB48WJJMnz59Gps3b8aBAwfQv39/dOzY0eLxuLm5QS6XSyajmD9/PipUqGD4Eunh4QFHR0dcu3YNjRs3xosvvog2bdqgZs2a8Pb2hlKpxK1bt/DVV19J6s57bCxZsgSDBg2SLLPGUL8nmfpiPnnyZEyYMAHOzs44efIkpkyZYlYy5enpKfnxYO3atejcuTP8/Pwgk8ng6OgIDw8Pi8X+tB0rhdm4cSOGDBmCIUOGQCaTYdGiRZIJOADjCYyK6p133sGiRYsMx01sbCxatGiBcePGoX79+nB2dkZiYiLOnTuHPXv2YOPGjUhKSpIkYCNGjMAvv/wiOea7d++OMWPGoGvXrnB3d0d8fDz27t2LH374AREREWYPNS7JOfLqq69i3LhxhmvkhBB46aWX8P7776Nt27bw8vJCcnIyLl++jMOHD2PdunWIiYnB7t27ja5LJiIrKY2pF4n+q8yZfhp5pibOO/26OdN9nzhxokg3E87bjjk3Ufbx8Skwjo0bNxap/bz74ueffy50m7w3DDZnGnpT09lbct8JYd70+K1atZKUeeONN4zKFHa8JCYmipCQkCLFmrcdU9N3m2LOfmzQoIFZ+ykiIsImMRfGnNfpSXmnmM/7p1AohKenZ6Gv65gxY8x+vqamac+9afiTnqZjpShMPT+tVltgXCqVSpw+fbrEsY0fP75I+8NUnZMmTTJ726LciLmk58jGjRuLdCPmvO0TkXVxEg6iZ1CDBg2wc+dOkzOHmaLRaCS/8Dds2BDjx4/Pt3xAQACWLVtW4jhztWnTxqi9QYMGoXXr1vlu07VrV7z22msWiyFXSfedLZUrVw7//PMP2rRpY1Z5mUxm1rT6xfXxxx9bvM46deoY3eS7tCxatCjfWyYoFAr8+OOPZl1XNXLkSDg7O1s6vAI9bcdKQX7//fd8ewCVSiWWLFmCunXrlridGTNmYNq0aWYPCzS1P6ZMmYKZM2eaHIJrK6bOkc6dO2PdunVm96Q6OTnZdCIgov86DkEkekY1bdoUUVFRWLFiBdavX4+TJ0/i3r170Ol0cHZ2RsWKFVG3bl20adMGL730kmGYWK4vvvgCDRs2xHfffYfTp08jMzMT/v7+6NatGyZMmICHDx8W2H67du2wc+dOHDhwAIcPH8aNGzdw7949PHjwABqNBhUqVEC9evXw2muvoXv37kYzmikUCmzZsgUzZ87En3/+iWvXrsHOzg5169bF0KFD0bdvX8lwIEsq6b6zJR8fH+zatQs7d+7EH3/8gSNHjiA2NhYpKSlwcHCAr68vatWqheeffx4vv/wyAgMDrRbLq6++ii1btmDOnDk4efIkHjx4YPL+WCEhIdi/fz8OHjyIQ4cO4dq1a4iPj0diYiJUKhW8vLxQp04ddOvWDf369YNKpZJsn5mZKXlsq2SmUaNGOHXqFKZNm4a///4b9+7dg5ubG5o3b45x48ahWbNmZv0wERQUhCNHjmDatGnYu3cv4uPjjZ6TNTxNx0pB6tWrh8jISEyfPh2bNm1CbGwsXFxcEBYWho8//tgiyReQk2R+8skn6N+/PxYuXIjdu3fj4sWLSEpKgkKhgIeHB6pVq4YmTZqgQ4cOeO6550zWM3bsWPTp0we//PILdu3ahaioKMM1sOXLl0edOnXwwgsvFOleYCU9R4CcJOzatWv49ddfsXXrVoSHhyMhIQHZ2dlwdXVF5cqV0aBBA7Rt2xYvvviiTe+5R/RfJxPCygPniYiILGjgwIFYunSp4fGiRYuMrgmjsmHPnj1GPd3R0dGlMvkHEZGtcAgiERGVKU/ejLZz585MvoiIqExhAkZERGXG2bNnERcXByDnhsQ///xzKUdERERUNEzAiIiozNi+fbvh//PmzYO3t3cpRkNERFR0vAaMiIiISgWvASOi/yImYERERERERDbCIYhEREREREQ2wgSMiIiIiIjIRpiAERERERER2QgTMCIiIiIiIhtRlnYA1pKdnY3MzMzSDoOIbEylUkGhUJR2GEREREQmPXMJmBACd+7cQVJSUmmHQkSlxNXVFd7e3pDJZKUdChEREZHEM5eA5SZfXl5e0Gq1/AJG9B8ihEBqairi4+MBAD4+PqUcEREREZHUM5WAZWdnG5Ivd3f30g6HiEqBvb09ACA+Ph5eXl4cjkhERERPlWdqEo7ca760Wm0pR0JEpSn3PYDXgRIREdHT5plKwHJx2CHRfxvfA4iIiOhp9UwmYBYRFwdMnpzzLxERERERkQUwActPXBwwZcpTl4AFBQVhzpw5pR2GxezZswcymYyzVhIRERHRfwITsKfIzZs3MWTIEFSoUAFqtRqBgYEYPXo0EhISSjs0iwgLC8N7770nWda8eXPExcXBxcWldIIiIiIiIrIhJmBPiWvXrqFhw4a4dOkS/vzzT1y5cgXz58/Hrl270KxZMyQmJpZKXNnZ2dDr9VarX61W835NRERERPSfwQTsKTFixAio1Wrs2LEDrVq1QkBAADp27IidO3ciNjYWn3zyiaHs48eP0adPHzg6OqJChQr47rvvJHVNnjwZAQEB0Gg0qFChAkaNGmVYp9Pp8OGHH8LX1xcODg5o0qQJ9uzZY1i/ZMkSuLq6YtOmTahRowY0Gg1+/vln2NnZGQ0THDVqFFq1agUASEhIQO/eveHn5wetVovatWvjzz//NJQdOHAg9u7di7lz50Imk0EmkyEmJsbkEMTVq1ejZs2a0Gg0CAoKwqxZsyTtBgUF4fPPP8fgwYPh5OSEgIAALFiwQPIcR44cCR8fH9jZ2SEoKAgzZswo8mtCRERERGRpTMCeAomJidi+fTuGDx9uuIdRLm9vb/Tt2xcrVqyAEAIAMHPmTISGhuLUqVOYMGEC3n//ffz9998AgL/++guzZ8/GTz/9hMuXL2PdunWoXbu2ob5Bgwbh4MGDWL58Oc6ePYuePXvixRdfxOXLlw1lUlNTMWPGDCxcuBDnzp1Dv3794OrqitWrVxvKZGdnY+XKlejbty8AID09HQ0aNMCmTZsQGRmJt956C/3798fRo0cBAHPnzkWzZs0wdOhQxMXFIS4uDv7+/kb74uTJk3jttdfw+uuvIyIiApMnT8bEiROxZMkSSblZs2ahYcOGOH36NIYPH4533nkHFy5cAAB8++232LBhA1auXImLFy/i999/R1BQUDFfHSIiIiIiy3mmbsRcVl2+fBlCCFSvXt3k+urVq+PBgwe4d+8eAKBFixb46KOPAADBwcE4ePAgZs+ejRdeeAE3btyAt7c32rVrB5VKhYCAADRu3BgAcPXqVfz555+4desWKlSoAAAYO3Ystm3bhsWLF+Pzzz8HkHPvpB9++AF16tQxxNCrVy/88ccfGDJkCABg165dePDgAXr27AkA8PX1xdixYw3l3333XWzbtg2rVq1CkyZN4OLiArVaDa1WC29v73z3xTfffIO2bdti4sSJhud3/vx5zJw5EwMHDjSU69SpE4YPHw4AGD9+PGbPno09e/YgJCQEN27cQNWqVfHcc89BJpMhMDDQzFeCiIiIiMi62ANWBuT2fOVeJ9WsWTPJ+mbNmiEqKgoA0LNnT6SlpaFSpUoYOnQo1q5di6ysLADAqVOnIIRAcHAwHB0dDX979+7F1atXDfWp1WqEhoZK2ujbty/27NmD27dvAwCWLVuGTp06oVy5cgByesSmT5+O0NBQuLu7w9HRETt27MCNGzeK9FyjoqLQokULybIWLVrg8uXLyM7ONix7Mj6ZTAZvb2/Ex8cDyBnuGB4ejmrVqmHUqFHYsWNHkWIgIiIiIrIWJmBPgSpVqkAmk+H8+fMm11+4cAHlypWDh4dHvnXkJmf+/v64ePEi5s2bB3t7ewwfPhzPP/88MjMzodfroVAocPLkSYSHhxv+oqKiMHfuXENd9vb2RpNiNG7cGJUrV8by5cuRlpaGtWvXol+/fob1s2bNwuzZs/Hhhx/in3/+QXh4ODp06ACdTlekfSGEMGo7NwF9kkqlMnr+uZOF1K9fH9HR0Zg6dSrS0tLw2muvoUePHkWKg4iIiIjIGjgE8Sng7u6OF154AT/88APef/99yXVgd+7cwbJlyzBgwABDYnLkyBHJ9keOHEFISIjhsb29Pbp06YIuXbpgxIgRCAkJQUREBOrVq4fs7GzEx8ejZcuWRY6zT58+WLZsGfz8/CCXy/HSSy8Z1u3fvx9du3Y1JGV6vR6XL1+WDKtUq9WSXixTatSogQMHDkiWHTp0CMHBwVAoFGbH6uzsjF69eqFXr17o0aMHXnzxRSQmJsLNzc3sOojItq49uIaIuxFo5t8MXg5epR0OERGRVbAH7Cnx/fffIyMjAx06dMC+fftw8+ZNbNu2DS+88AJ8fX0xffp0Q9mDBw/iq6++wqVLlzBv3jysWrUKo0ePBpAzi+Evv/yCyMhIXLt2Db/99hvs7e0RGBiI4OBg9O3bFwMGDMCaNWsQHR2N48eP48svv8SWLVsKjbFv3744deoUpk+fjh49esDOzs6wrkqVKvj7779x6NAhREVF4e2338adO3ck2wcFBeHo0aOIiYnB/fv3TU5vP2bMGOzatQtTp07FpUuXsHTpUnz//feS68sKM3v2bCxfvhwXLlzApUuXsGrVKnh7e8PV1dXsOojI9lafX41uK7ph+ObhpR0KERGR1TABe0pUrVoVJ06cQOXKldGrVy9UrlwZb731Flq3bo3Dhw9Lem7GjBmDkydPol69epg6dSpmzZqFDh06AABcXV3x888/o0WLFggNDcWuXbuwceNGuLu7AwAWL16MAQMGYMyYMahWrRq6dOmCo0ePmpyR0FSMjRo1wtmzZw2zH+aaOHEi6tevjw4dOiAsLAze3t7o1q2bpMzYsWOhUChQo0YNeHp6mrw+rH79+li5ciWWL1+OWrVqYdKkSfjss88kE3AUxtHREV9++SUaNmyIRo0aISYmBlu2bIFczsOd6GnmqHZETc+aaO7fHHGP43D78e3SDomIiMjiZMLUBTZlVHp6OqKjo1GxYkVJ70yxnDoFNGgAnDwJ1K9vmQCJyCYs+l5ANvfxro8x48AMjGo8CnM7zi18AyIiojKEXQJERPRUqVSuEuQyOR7pHpV2KERERBbHSTjy4+MDfPppzr9ERGRVWfosKOU5H0l9a/dF/9D+0Cg1pRwVERGR5bEHLD8+PsDkyUzAiIhsYNyOcQiaE4Ql4Utgr7Jn8kVERM8sJmBERFTqYh7G4PrD60jLTCvtUIiIiKyKCRgREZW67zt+j4ODD6JLtS4AgIWnFqLnqp7YcXVHKUdGRERkWUzAiIio1Pk6+6K5f3P4OvsCAA7ePIi/zv+Fo7eOlnJkRERElsVJOIiI6KnTq0YvhHqFIiworLRDISIisij2gBERUal6lPEI847Nw/oL6wEAs3ZcxLjfZQh17YN6PvVKOToiIiLLYg8YERGVqquJVzFy60iUdyiPJj4d8N0/VwAAs3ZcQtvq5Us5OiIiIstiAkZERKVKrVCje/XucFQ74uCV+wAAgWycvXMV+6I1eL5i41KOkIiIyHI4BLEMCwsLw3vvvVeqMUyePBl169a1eL179uyBTCZDUlISAGDJkiVwdXW1eDum2rKmhIQEeHl5ISYmxuptWVve469Ro0ZYs2ZN6QVEZVZNr5r467W/sKTbEkTEPgQA6JGMWLtBaPVrE2RmZ5ZyhERERJbDBOwpMHDgQMhkMshkMqhUKlSqVAljx45FSkpKgdutWbMGU6dOtXg8MTExhnhkMhmcnJxQs2ZNjBgxApcvX5aUHTt2LHbt2mVWvUVJ1po3b464uDi4uLgUNfwCmUpardWWKTNmzMDLL7+MoKAgAP/b115eXnj8+LGkbN26dTF58mSrx2QpEydOxEcffQS9Xl/aoVAZdjMxFQAghxNkQgM3jTceZjws5aiIiIgshwnYU+LFF19EXFwcrl27hmnTpuGHH37A2LFjTZbNzMz5NdjNzQ1OTk7FbjM7O7vAL8s7d+5EXFwczpw5g88//xxRUVGoU6eOJOFydHSEu7t7sWMwJTMzE2q1Gt7e3pDJZBat2xRbtZWWloZffvkFb775ptG6x48f4+uvv7Zoe4W9vpb20ksv4eHDh9i+fbvN2qRnz41/E7CQ8i7wT/8L79faBQ+tRylHRUREZDn/iQQsJSX/v/R088umpZlXtjg0Gg28vb3h7++PPn36oG/fvli3bh2A//UcLVq0CJUqVYJGo4EQwqg358GDBxgwYADKlSsHrVaLjh07Snqscofxbdq0CTVq1IBGo8H169fzjcnd3R3e3t6oVKkSunbtip07d6JJkyYYMmQIsrOzJbHl2rNnDxo3bgwHBwe4urqiRYsWuH79OpYsWYIpU6bgzJkzhp61JUuWAABkMhnmz5+Prl27wsHBAdOmTct3WOC6desQHBwMOzs7vPDCC7h586Zh3cCBA9GtWzdJ+ffeew9hYWGG9Xv37sXcuXMNMcTExJhsa/Xq1ahZsyY0Gg2CgoIwa9YsSb1BQUH4/PPPMXjwYDg5OSEgIAALFizId18CwNatW6FUKtGsWTOjde+++y6++eYbxMfH57t9cV/foKAgTJs2DQMGDICjoyMCAwOxfv163Lt3D127doWjoyNq166NEydOGOpKSEhA79694efnB61Wi9q1a+PPP/8s8PkpFAp06tSp0HJEefVY2QMV51bE+gvrDQlYs8rukEGG2w/TCtmaiIiobPlPJGCOjvn/de8uLevllX/Zjh2lZYOCTJezBHt7e0NPFwBcuXIFK1euxOrVqxEeHm5ym4EDB+LEiRPYsGEDDh8+DCEEOnXqJKknNTUVM2bMwMKFC3Hu3Dl4eXmZHZNcLsfo0aNx/fp1nDx50mh9VlYWunXrhlatWuHs2bM4fPgw3nrrLchkMvTq1QtjxoxBzZo1ERcXh7i4OPTq1cuw7aeffoquXbsiIiICgwcPNtl+amoqpk+fjqVLl+LgwYN49OgRXn/9dbPjnzt3Lpo1a4ahQ4caYvD39zcqd/LkSbz22mt4/fXXERERgcmTJ2PixImGhDHXrFmz0LBhQ5w+fRrDhw/HO++8gwsXLuTb/r59+9CwYUOT63r37o0qVargs88+y3f7kry+s2fPRosWLXD69Gm89NJL6N+/PwYMGIB+/frh1KlTqFKlCgYMGAAhBAAgPT0dDRo0wKZNmxAZGYm33noL/fv3x9GjBd8Ut3Hjxti/f3+BZYjyik6KRkxSDFIyBDKy9JDLgIZB5QAAt5PSC9maiIiobOEsiE+hY8eO4Y8//kDbtm0Ny3Q6HX777Td4enqa3Oby5cvYsGEDDh48iObNmwMAli1bBn9/f6xbtw49e/YEkDO874cffkCdOnWKFVtISAiAnGuXGjeWzkz26NEjPHz4EJ07d0blypUBANWrVzesd3R0hFKphLe3t1G9ffr0kSRe0dHRRmUyMzPx/fffo0mTJgCApUuXonr16jh27JhRLKa4uLhArVZDq9WajCHXN998g7Zt22LixIkAgODgYJw/fx4zZ87EwIEDDeU6deqE4cOHAwDGjx+P2bNnY8+ePYZ9lFdMTAwqVKhgcp1MJsMXX3yBl19+Ge+//75h/+Uq6evbqVMnvP322wCASZMm4ccff0SjRo0M240fPx7NmjXD3bt34e3tDV9fX8kQ2HfffRfbtm3DqlWrDPvfFF9fX9y4cQN6vR5y+X/i9x2ygHW91uHWo1tISy0PIAoVXO0R4KZFsmIX9iecwqpzI9CzZs/SDpOIiMgi/hPfkJKT8/9bvVpaNj4+/7Jbt0rLxsSYLlccmzZtgqOjI+zs7NCsWTM8//zz+O677wzrAwMD802+ACAqKgpKpVLy5djd3R3VqlVDVFSUYZlarUZoaGjxggQMPSSmrpdyc3PDwIED0aFDB7z88suYO3cu4uLizKo3v56hJymVSkm5kJAQuLq6Sp6fJURFRaFFixaSZS1atMDly5cNQy8BSPajTCaDt7d3gUMI09LSYGdnl+/6Dh064LnnnjMkfnljKsnr++Sy8uVz7qtUu3Zto2W58WdnZ2P69OkIDQ2Fu7s7HB0dsWPHDty4cSPf+IGcnlu9Xo+MjIwCyxE9yd/FH838myEpRQ0ACHDTwtvFDjr5VSSKvTh2+0QhNRAREZUd/4kEzMEh/7+834cLKmtvb17Z4mjdujXCw8Nx8eJFpKenY82aNZLhgQ6FVJybGJla/mSyZG9vX6LJJnK/7FesWNHk+sWLF+Pw4cNo3rw5VqxYgeDgYBw5cqTQegt7frlMxZ67TC6XG+2HJ4fnmSvvPstdlpdKpTKKo6BJLzw8PPDgwYMC2/7iiy+wYsUKnD59utD2TcWa3+v7ZKy5600ty41/1qxZmD17Nj788EP8888/CA8PR4cOHaDT6QqMPzExEVqtFvZ5TxYiM+Re/xXgpoWHgwbOojnK6d5CS99OpRwZERGR5fwnErCywMHBAVWqVEFgYKDRF3tz1KhRA1lZWZJrdBISEnDp0iXJMMCS0Ov1+Pbbb1GxYkXUq1cv33L16tXDhAkTcOjQIdSqVQt//PEHgJzemSd7kIoqKytLMlHExYsXkZSUZBjy5+npadTjlvd6OXNiqFGjBg4cOCBZdujQIQQHB0OhUBQ7/nr16uH8+fMFlmncuDFeffVVfPTRR0YxWfv1fdL+/fvRtWtX9OvXD3Xq1EGlSpWMbkFgSmRkJOrXr2/xeOjZlZCagB+P/4i1UWsNCZi/mxZyuQyBjo3gnN0Ffo7F77UnIiJ62jABe0ZUrVoVXbt2xdChQ3HgwAGcOXMG/fr1g6+vL7p27VqsOhMSEnDnzh1cu3YNGzZsQLt27XDs2DH88ssvJhOR6OhoTJgwAYcPH8b169exY8cOSYIQFBSE6OhohIeH4/79+0UepqZSqfDuu+/i6NGjOHXqFAYNGoSmTZsarv9q06YNTpw4gV9//RWXL1/Gp59+isjISEkdQUFBOHr0KGJiYnD//n2TPVZjxozBrl27MHXqVFy6dAlLly7F999/n+9tAczVoUMHnDt3rtBesOnTp+Off/7BxYsXDcus8foWpEqVKvj7779x6NAhREVF4e2338adO3cK3W7//v1o3769xeOhZ9eVxCsYvmU43t/+vuEeYAFuWgCAh5MGAHD/MYe0EhHRs4MJ2DNk8eLFaNCgATp37oxmzZpBCIEtW7YUq0cNANq1awcfHx/Url0bH330EapXr46zZ8+idevWJstrtVpcuHAB3bt3R3BwMN566y2MHDnSMPlD9+7d8eKLL6J169bw9PQs8nTlWq0W48ePR58+fdCsWTPY29tj+fLlhvUdOnTAxIkT8eGHH6JRo0Z4/PgxBgwYIKlj7NixUCgUqFGjBjw9PU1e01S/fn2sXLkSy5cvR61atTBp0iR89tlnkgk4iqN27dpo2LAhVq5cWWC54OBgDB48GOl57pFg6de3IBMnTkT9+vXRoUMHhIWFwdvb22iK/7xiY2Nx6NAhDBo0yOLx0LPLQe2AV0JewQuVXpAMQQQAN60CWbJ4nLwdXooREhERWZZM5HdxSRmUnp6O6OhoVKxYscDJDohKy5YtWzB27FhERkY+c7MEjhs3Dg8fPiz0fmi2wPeCsic9MxshE7cBAE5PfAHlHNR4+48tWHD5Jajkdsj4v1Sb3JidiIjI2jgNPZENderUCZcvX0ZsbKzJe5CVZV5eXiUepkn/Xbce5PR+OWmUcNXm9Or6u5YHhBL2ClekZ6XDXsXJXYiIqOxjAkZkY6NHjy7tEKxi3LhxpR0ClWFPTsCR29Pl41QOAelr0blqBSZfRET0zHi2xkAREVGZ8vGujxE0JwgLT88D8L/rvwDA09kOMshwP5mTcBAR0bODCRgREZWa2MexuP7wOu4npwAAAtz/l4B5OOTcmJkJGBERPUuYgBERUan5vM3nOPrmUbjJc2ZX9X+iB8zDSYOHyr9wMvlTHLxxsLRCJCIisigmYEREVGp8nX3R2LcxHjxyBiAdgujhqEG6PAIPsQ/n710orRCJiIgsipNwEBFRqRJCGN0DDABc7VVwzu4A++yGqOZWv7TCIyIisigmYEREVGqWhC+BLlOBlEw7KGRa+Lr+b7ZDuVwGX7swJKbo4GVfuRSjJCIishwmYEREVCqEEBi2aRgysjPgK1sEfxd3qJXSkfGuWhUSU3R4kJJZSlESERFZFq8BKwNiYmIgk8kQHh5e2qEUSVBQEObMmWOx+sLCwvDee+9ZrL7SZO3XVKfToUqVKjh4sOxPXDBw4EB069bN8LhHjx745ptvSi8gspgsfRZeCn4JtdybQS6c4O9mfK8vF3uBLNldXLx/rRQiJCIisjwmYKVMJpMV+Ddw4MDSDrFQS5Ysgaurq9Hy48eP46233rJpHE/uOx8fH7z22muIjo62SP2WTCj9/f0RFxeHWrVqWaS+vBYsWIDAwEC0aNHCsEwmk8HOzg7Xr1+XlO3WrVuZOM5yTZo0CdOnT8ejR49KOxQqIZVChdWvrcZb1ZdCDnv4l9Malbmn/xuxdkPw/alPSiFCIiIiy2MCVsri4uIMf3PmzIGzs7Nk2dy5c0sttuzsbOj1+mJv7+npCa3W+AuVNeXuv9u3b+OPP/5AeHg4unTpguzsbJvGURCdTgeFQgFvb28olcUfBazT6fJd99133+HNN980Wi6TyTBp0qRit2mKEAJZWVkWrbMgoaGhCAoKwrJly2zWJlnXrQdpAAA/EwlYOTtXyIQGWXqZrcMiIiKyiv9EApaiS0GKLgVCCMMyXbYOKboUZGRlmCyrF/9LPDKzM5GiS0F6VrpZZYvC29vb8Ofi4gKZTGa0LNe1a9fQunVraLVa1KlTB4cPH5bUdejQITz//POwt7eHv78/Ro0ahZSUFMP6Bw8eYMCAAShXrhy0Wi06duyIy5cvG9bn9mRt2rQJNWrUgEajwfXr16HT6fDhhx/C19cXDg4OaNKkCfbs2QMA2LNnDwYNGoSHDx8aep4mT54MwLjHKCkpCW+99RbKly8POzs71KpVC5s2bQIAJCQkoHfv3vDz84NWq0Xt2rXx559/FmlfAjDsPx8fH7Ru3RqffvopIiMjceXKFQDAjz/+iMqVK0OtVqNatWr47bffJNtPnjwZAQEB0Gg0qFChAkaNGgUgZ/jj9evX8f777xuep7n7PSgoCNOmTcPAgQPh4uKCoUOHmhyCuHfvXjRu3BgajQY+Pj746KOPJIlNWFgYRo4ciQ8++AAeHh544YUXTO6DU6dO4cqVK3jppZeM1r377rv4/fffERERke8+zMjIwKhRo+Dl5QU7Ozs899xzOH78uGH9nj17IJPJsH37djRs2BAajQb79+9HWFgY3n33Xbz33nsoV64cypcvjwULFiAlJQWDBg2Ck5MTKleujK1btxrqys7OxpAhQ1CxYkXY29ujWrVqZv3o0KVLl2IdH/R0ik3KScB8yxkPQWzq0xkB6avRI3C2rcMiIiKyiv9EAuY4wxGOMxxxP/W+YdnMgzPhOMMRI7eMlJT1+toLjjMccePhDcOyecfnwXGGI4ZsGCIpGzQ3CI4zHBF1L8qwbEn4Eus8CQCffPIJxo4di/DwcAQHB6N3796GL+gRERHo0KEDXn31VZw9exYrVqzAgQMHMHLk/57fwIEDceLECWzYsAGHDx+GEAKdOnVCZub/ksbU1FTMmDEDCxcuxLlz5+Dl5YVBgwbh4MGDWL58Oc6ePYuePXvixRdfxOXLl9G8eXOjnruxY8caxa7X69GxY0ccOnQIv//+O86fP48vvvgCCoUCAJCeno4GDRpg06ZNiIyMxFtvvYX+/fvj6NGjJdpn9vY5X+gyMzOxdu1ajB49GmPGjEFkZCTefvttDBo0CLt37wYA/PXXX5g9ezZ++uknXL58GevWrUPt2rUBAGvWrIGfnx8+++wzw/M0d78DwMyZM1GrVi2cPHkSEydONIozNjYWnTp1QqNGjXDmzBn8+OOP+OWXXzBt2jRJuaVLl0KpVOLgwYP46aefTD7nffv2ITg4GM7Ozkbrmjdvjs6dO2PChAn57rMPP/wQq1evxtKlS3Hq1ClUqVIFHTp0QGJiolG5GTNmICoqCqGhoYb4PDw8cOzYMbz77rt455130LNnTzRv3hynTp1Chw4d0L9/f6Sm5kw5rtfr4efnh5UrV+L8+fOYNGkSPv74Y6xcuTLf+ACgcePGOHbsGDIyMgosR0+3zZc2I3BOIHbeyemV9TORgJVzUAMAHqRyEg4iInpGiGdIWlqaOH/+vEhLS5Msx2QITIaIT443LJu2d5rAZIg3178pKaudrhWYDBH9INqwbPbh2QKTIfqs7iMp6/GVh8BkiMi7kYZlC04sKHb8ixcvFi4uLkbLo6OjBQCxcOFCw7Jz584JACIqKkoIIUT//v3FW2+9Jdlu//79Qi6Xi7S0NHHp0iUBQBw8eNCw/v79+8Le3l6sXLnS0D4AER4ebihz5coVIZPJRGxsrKTutm3bigkTJhQYd2BgoJg9e7YQQojt27cLuVwuLl68aPb+6NSpkxgzZozhcatWrcTo0aPzLZ83jps3b4qmTZsKPz8/kZGRIZo3by6GDh0q2aZnz56iU6dOQgghZs2aJYKDg4VOpzNZ/5PPJ1dh+z13u27duknK5L6mp0+fFkII8fHHH4tq1aoJvV5vKDNv3jzh6OgosrOzDc+/bt26+T7/XKNHjxZt2rQxWg5ArF27Vpw7d04oFAqxb98+IYQQXbt2FW+88YYQQojk5GShUqnEsmXLDNvpdDpRoUIF8dVXXwkhhNi9e7cAINatWyepv1WrVuK5554zPM7KyhIODg6if//+hmVxcXECgDh8+HC+8Q8fPlx0797d8PiNN94QXbt2lZQ5c+aMACBiYmJM1pHfewE9XX459YvAZAjtpIYicPwmcSMhxajMn0evi8Dxm8TgxcdKIUIiIiLL+09MQ588IRkAoFX97/qCcS3G4b2m70Epl+6C+LHxAAB71f9+iR3RaASG1h8KhVwhKRszOsao7MC6Ay0ZukRuLwMA+Pj4AADi4+MREhKCkydP4sqVK5LrYoQQ0Ov1iI6OxuXLl6FUKtGkSRPDend3d1SrVg1RUf/rwVOr1ZJ2Tp06BSEEgoODJbFkZGTA3d3d7NjDw8Ph5+dnVE+u7OxsfPHFF1ixYgViY2ORkZGBjIwMODg4mN0GADx8+BCOjo4QQiA1NRX169fHmjVroFarERUVZTQpSIsWLQxD3nr27Ik5c+agUqVKePHFF9GpUye8/PLLBV6nVdh+r169OgCgYcOGBcYdFRWFZs2aSYY2tmjRAsnJybh16xYCAgLMqgcA0tLSYGdnl+/6GjVqYMCAARg/fjwOHTokWXf16lVkZmZKJu9QqVRo3Lix5DjJL5Ynjx2FQgF3d3dDLyIAlC9fHkDOcZtr/vz5WLhwIa5fv460tDTodDrUrVu3wOeY27OZ25NGZVO3kG7wcaiKIYvDIZcB3i7Gx61GnYkE1ffYfkcHvfgbctl/YuAGERE9w/4TCZiD2vhLvFqhhlqhNqusSqGCSqEyu6y1qFT/qzv3i3ruJBl6vR5vv/224ZqlJwUEBODSpUsm6xRCSL7029vbSx7r9XooFAqcPHnSMFwwl6Ojo9mx535hzs+sWbMwe/ZszJkzB7Vr14aDgwPee++9AieaMMXJyQmnTp2CXC5H+fLljRK4J58bIH3+/v7+uHjxIv7++2/s3LkTw4cPx8yZM7F3717Jvn9SYfs9V2GJZN7XIXdZ3pjNSUg9PDwKvMYLAKZMmYLg4GCsW7eu0Dbzi89ULHn3k0wmK/C4XblyJd5//33MmjULzZo1g5OTE2bOnFno0NPc4ZCenp4FlqOnm5u9G7w0taAWj+Djag+Vwji5cnewQ7JyG5IzgMcZj+Fi52KiJiIiorLjP5GA/RfUr18f586dQ5UqVUyur1GjBrKysnD06FE0b94cQM7EF5cuXTL00phSr149ZGdnIz4+Hi1btjRZRq1WFzrLYGhoKG7duoVLly6Z7AXbv38/unbtin79+gHI+YJ++fLlAmMzRS6X57sPqlevjgMHDmDAgAGGZYcOHZK0YW9vjy5duqBLly4YMWIEQkJCEBERgfr165t8noXtd3PVqFEDq1evliQ6hw4dgpOTE3x9fYtUV7169fDjjz+aTJpy+fv7Y+TIkfj4449RuXJlw/IqVapArVbjwIED6NOnD4Cc6+dOnDhhlXuw7d+/H82bN8fw4cMNy65evVrodpGRkfDz84OHh4fFYyLbyp2Ao4Kr6V5bb2dnuGb2h1blZDRigYiIqCziWI5nxPjx43H48GGMGDEC4eHhuHz5MjZs2IB3330XAFC1alV07doVQ4cOxYEDB3DmzBn069cPvr6+6Nq1a771BgcHo2/fvhgwYADWrFmD6OhoHD9+HF9++SW2bNkCIGeWv+TkZOzatQv37983OSysVatWeP7559G9e3f8/fffiI6OxtatW7Ft2zYAOV/8//77bxw6dAhRUVF4++23cefOHYvuo3HjxmHJkiWYP38+Ll++jG+++QZr1qwxTBqyZMkS/PLLL4iMjMS1a9fw22+/wd7eHoGBgYbnuW/fPsTGxuL+/ZwJXQrb7+YaPnw4bt68iXfffRcXLlzA+vXr8emnn+KDDz6AXF6007R169ZISUnBuXPnCiw3YcIE3L59Gzt37jQsc3BwwDvvvINx48Zh27ZtOH/+PIYOHYrU1FQMGTKkgNqKp0qVKjhx4gS2b9+OS5cuYeLEiZIZF/Ozf/9+tG/f3uLxkG3tu74Pmy6vQqYsFuWdTSdgrloVXLJ6QZ3eCXZK297WgoiIyBqYgD0jQkNDsXfvXly+fBktW7ZEvXr1MHHiRMO1YgCwePFiNGjQAJ07d0azZs0ghMCWLVvyHV735HYDBgzAmDFjUK1aNXTp0gVHjx6Fv78/gJyZ9YYNG4ZevXrB09MTX331lcl6Vq9ejUaNGqF3796oUaMGPvzwQ0OP0sSJE1G/fn106NABYWFh8Pb2Rrdu3Syzc/7VrVs3zJ07FzNnzkTNmjXx008/YfHixQgLCwMAuLq64ueff0aLFi0QGhqKXbt2YePGjYZr3T777DPExMSgcuXKhqFv5ux3c/j6+mLLli04duwY6tSpg2HDhmHIkCH4v//7vyI/T3d3d7z66quF3ifLzc0N48ePR3q69PYKX3zxBbp3747+/fujfv36uHLlCrZv345y5coVOZbCDBs2DK+++ip69eqFJk2aICEhQdIbZkp6ejrWrl2LoUOHWjwesq15x+fh53PvIU1+Ch6OGpNlXO1zhooLATxK40yIRERU9smEeOLmWGVceno6oqOjUbFixQInISB61kVERKBdu3a4cuUKnJycSjsci5o3bx7Wr1+PHTt25FuG7wVlw2d7P8PCY5uQ/qAjPn2hP0a0zmcI9adr8EiXhM0jOqCOX9GG5BIRET1t2ANG9AyqXbs2vvrqK8TExJR2KBanUqnw3XfflXYYZAGTWk1Ca/fvodU3hqeT6R4wAIhTfoFYuyFYd3GDDaMjIiKyDl7RTPSMeuONN0o7BKvIeysBKtvuPc65mbZnPkMQAUCrdMLDDA0epvG2A0REVPYxASMiolJzP/nfBKyAHrAwz6k4eOUBWvrWsVVYREREVsMhiEREVCrqza+HM7q3kCWLLzABc7XPuY7vUVqWrUIjIiKymmeyByz3Jq9E9N/E94CnnxACEfERyJZnA0IBNwd1vmWd7XM+qjgLIhERPQueqQRMrVZDLpfj9u3b8PT0hFqtzvdGtET07BFCQKfT4d69e5DL5VCr8/9ST6Xv967bMXrFYXhoPaBS5D8gIyHzDBJUf2D79fp4F9NtGCEREZHlPVMJmFwuR8WKFREXF4fbt2+XdjhEVEq0Wi0CAgKKfBNrsh2ZTAY/bR3Y69Ph5eRQYNmU7FtIVm5D1IMUG0VHRERkPc9UAgbk9IIFBAQgKyvLcJNfIvrvUCgUUCqV7P0uA5LSdAAAV23BPZXVPerC5XxfVHGsbYuwiIiIrOqZS8CAnF9WVSoVVCpVaYdCREQmxKfEY+vV1UiXJ8PV/oUCy9byDIVrlh6eCg8bRUdERGQ9z2QCRkRET7fI+Ej8cHYUVKoAuNh3KrCsYRKOdE7CQUREZR8TMCIisjkHlQMqOjVG/AMnuGoLHq3goFEgG49xL4XXgBERUdnHBIyIiGyuiV8T9AhYgJXxtwq9Buxx5m3csu+N2+kaAK/ZJkAiIiIr4RRhRERUKh7+e18vZ/uCe8C8nVwB5NxmICubN2MmIqKyjT1gRERUKpJScxIw10ISsKByPghIWwcZlMjMlkGpsEV0RERE1sEeMCIisrmvD32NrfED8EixwYxrwJRQynPKWGMijsGDB0Mmk0Emk+HIkSPFqiMjIwNff/01GjZsCGdnZzg6OqJatWoYMmQIYmNjLRwxERGVZUzAiIjI5mKSYvBYfwV62SO4FNIDJpPJ4GSXM2DjsYUTsN27d2Px4sUlum9cfHw8GjVqhHHjxiE2Nhbt2rVD+/btodFosGjRIkRHR1swYiIiKus4BJGIiGzuvabvYcMRH2Rne8DVvuBJOADgoWIVElS3cO6uN6p4NbBIDOnp6Xj77bdRs2ZNuLi44NChQ0WuQ6/Xo2vXroiIiMAnn3yCyZMnQ6n830frtWvX4OzsbJF4iYjo2cAeMCIisjl/54qQ6+pCJfzgUsgQRAC4r9+FZOU2XHsQY7EYpk6diitXrmD+/PlQqQqPwZQlS5bgyJEj6N69O6ZNmyZJvgCgUqVK8PDgDaSJiOh/mIAREZVhMTExkMlkCAsLQ0pKCj744AP4+/vD3t4e9evXx8aNGw1lV61ahcaNG8PBwQHly5fHqFGjkJaWZlRncnIyPvvsM9SuXRtarRbOzs5o1aoV1q1bZzKGzZs3Y/DgwahevTqcnZ3h4OCAOnXq4PPPP0dGRoZR+SVLlsBOpUTSgWXIfhSPYYPfgKenJ+zt7dGwYUNJzLmqOHSFS2YfOKt8ir+znhAZGYmZM2di8ODBeO6554pdz08//QQAGDNmjEXiIiKiZ59MCCFKOwgiIiqemJgYVKxYEc2aNYNer8fVq1fRtGlTJCcnY9++fZDJZNi2bRsiIiLw4YcfolGjRihfvjz279+PhIQE9OnTB8uWLTPUd/fuXbRp0wbnz5+Hr68vGjRogNTUVBw+fBgpKSmYMWMGPvroI0kM3t7eSElJQc2aNREQEIBHjx7h2LFjePDgAdq0aYMdO3ZAofjf1IVLlizBoEGDYFe7LjKvRcPX3QX169fH3bt3cfjwYcjlcmzduhXt27c3bPPGomPYe+keZvYIRc+G/iXaZ3q9Hi1atMCVK1dw8eJFuLm5ISwsDHv37sXhw4fRtGlTs+p5/PgxXF1d4eDggKSkJBw9ehQbNmxAYmIiAgIC0LVrV9SqVatEsRIR0TNIEBFRmRUdHS0ACAAiLCxMJCYmGtYtXrxYABBVqlQRbm5uYt++fYZ1sbGxwsvLSwAQV69eNSzv2LGjACA+/PBDodPpDMuvXr0qKleuLBQKhThz5owkhrVr14rk5GTJskePHonOnTsLAGLp0qWSdblxARDuzVqKzMxMw7o5c+YIAKJly5aSbYb/flIonL0M25n7Fx0dbbTPvv32W6O4WrVqJQCIw4cPF7S7JY4cOSIAiHr16okRI0YYtS2TycS4cePMro+IiP4bOAkHEdEzQKFQ4Oeff0a5cuUMywYMGIAPP/wQV65cwaRJk9CyZUvDugoVKqBv376YPXs29u3bh0qVKiE8PBxbt25F8+bN8cUXX0hmBqxUqRJmzZqFbt26YeHChfj2228N67p162YUj5OTE2bPno1NmzZh/fr1GDBggHHQ5ZSo9sogyXVTI0aMwJQpU3DkyBHodDqo1TkTdNirBeyrNUKIqxw1K7iZvV8cHR0lj2/duoVPPvkEYWFhpmMqggcPHgAAIiIicPr0aYwdOxYjRoyAo6Mj1q1bh9GjR2PmzJmoVKkShg0bVqK2iIjo2cEEjIjoGRAUFIQqVapIlsnlcgQGBuLevXt44YUXjLapXLkyACAuLg4A8PfffwMAunbtanJa9txrpY4fP2607vLly9iyZQuuXLmClJQU6PV6iH9HuF++fNlkzA5+reHrHCJZplQqUalSJZw8eRIJCQnw8cm55mtf/DdIfmkznH3fxpI35+e/IwoxYsQIZGRk4Mcffyx2Hbmys7MBAFlZWejduzdmzpxpWPfmm28iIyMDI0eOxPTp05mAERGRARMwIqJngK+vr8nlDg4O+a7PXZc7UUZMTAwAYPz48Rg/fny+bd2/f9/wfyEExo4di9mzZxsSrrweP35scrnSyQPOdsYfQ7m9Vk9O4OGkzlmWokvNN67CrF69Ghs2bMDEiRMREhJS+AaFcHJyMvx/8ODBRusHDRqEd999F7du3cKVK1eMEmQiIvpvYgJGRPQMKOxGwubcaDi3R6dly5aoVKlSvuWenFZ9xYoV+Oabb+Dn54c5c+agWbNm8PT0hEqlgk6ng0ajyTcxgwxw1Jj3MdSl8igc//kukrVJGHhsoFnbAMDXX39tiDd3dsW///4b+/btk5QLDw8HAAwfPhzOzs4YOXIkevToUWDdQUFBhv8HBgYarddqtfD09ER8fDzi4+OZgBEREQAmYERE9C8/Pz8AQI8ePTBq1Ciztlm7di0A4Mcff0Tnzp0l665du2Zym2Rdcs6/ip1w0OTf0/akcvYOSL14GOcexePcXrM2AQBMnjzZ6D5cR44cybf86dOnAZi+ri2vgIAAuLu7IyEhAYmJiUbr9Xo9kpKSABhfi0ZERP9dvA8YEREBANq1awcA+d7vy5TciSj8/Y2nhl+5cqXJbdKz0gEA2bJEONtrzGrHQa2E3zuL0P+XoxBCmP33ZC/VkiVL8i3XqlUrAMDhw4chhMB7771nVlwvv/wyAGD37t1G6w4dOgSdTgd7e3uLDHkkIqJnAxMwIiICADRt2hRt27bF7t278f777yM5OVmyXq/XY8eOHThw4IBhWXBwMABgwYIFkqGG+/fvl0xK8SQnTc61U9rsFmYPQUzMuIYHykU4/eDXIj0nS4iNjUVISIjJJGrcuHFQKBSYOXOmofcMAOLj4zF69GgAOdeH5c7mSERExASMiIgMli1bhtDQUMyZMweBgYFo27YtXn/9dbRs2RLe3t7o0KEDTpw4YSg/atQoODg44IcffkCtWrXQu3dvPP/882jVqlW+M/9pFDm9XirhCycTk3CY8jjrLh6p1iAmdVvJn2QRZWZm4uLFi7h48aLRuho1amD27NlITExEs2bN0Lp1a7z88ssICQnBqVOnUL9+fcyYMcPmMRMR0dOLCRgRERmUL18eR44cwTfffIOqVavi+PHjWLduHW7duoV69eph3rx56Nevn6F8cHAwjh8/jpdffhn379/Hhg0bkJycjJ9++infHrAnmdsDVtmtCpwyu8FT0aHYz81a3n33XWzfvh3PP/88Tp8+jb///hs+Pj6YMmUK9u/fL5ktkYiISCbynZ6KiIjI8m4/vo3uC//E9Xg1lvZ/DS/UKF/oNhfvPEaHOfvg5qDGqYnG9zQjIiIqK9gDRkRENrU7ejeOPBqLB6pFZveAOWgUAICUjCxrhkZERGR1TMCIiMimHNWO0KIKlEW4BsxBrYRANtKykpGZlW3lCImIiKyH9wEjIiKb6hrSFUHZGqRkZpudgMnlmbhh3xUAcDc5AX6ubtYMkYiIyGrYA0ZERDaVrRdI0eX0Ypk7BNHZTgsIGQDgfspDq8VGRERkbewBIyIim0p+4jouRzN7wGQyGWrKVuJxmgJahbu1QiMiIrI69oAREZFNfXHgC9xRf4R01V5olAqzt3PRuEEGNVIz9VaMjoiIyLqYgBERkU2dv3cOGYpIKFVFG0rImRCJiOhZwASMiIhsqke1t+ChGw8fTfMibXdPvwUPlEsQdS/KSpERERFZH68BIyIim/JzrAWH7DR42TsXabubGVvwSBWJq0kvAmhpneCIiIisjAkYERHZVHJ6zhBCc6egz1XFsR109yrDVeVrjbCIiIhsggkYERHZ1Mm4I0iXX4Na1ahI2zX06I87t+PgaVfNSpERERFZHxMwIiKyqXln3sN9zU3oZEuLtJ1WnTMJR1pmtjXCIiIisglOwkFERDblovaBUu+NcvauRdrOXqWAgB7J6enWCYyIiMgGmIAREZFN9au8CL4ZC1HRJbhI2+2+Mxs37Ltg8425VoqMiIjI+piAERGRTSX/ex8vxyJOwmGnVAMAUjNTLR4TERGRrfAaMCIisqn/zYKoKtJ2L1UchqjLLdHMvbI1wiIiIrIJJmBERGQz91LuYd2tt/FIrYKT5q8ibeumdYUCLtBlKawUHRERkfUxASMiIptJSk/CXd1JyOQOcNQU7SNIq8qdBVFvjdCIiIhsggkYERHZjJeDF2poJiL+cVqRrwFLzIjBQ+VKnH9YAUBj6wRIRERkZZyEg4iIbMbFzgUO2c/DITsMTkVMwO6mX0OS6ldcTVlvpeiIiIisjz1gRERkU49zJ+HQFG0SjoouleCY1R5u6kBrhEVERGQTTMCIiMhmbj+6g6Ssc5DLXIo8BLF2+VpwzxyF8rCzUnRERETWxyGIRERkMxsubMEdu7FIVP1Q9Ek41DmTcKRmZlsjNCIiIptgAkZERDaTrVdCqS8PtcwDamXRPoLs/p0FMUWXZY3QiIiIbIJDEImIyGbaBHaDb4Y7PBzVRd42LSsJN+x6QECHzGwdVAreD4yIiMoe9oAREZHNJGf8OwGHXdEm4ACAcvaOELJ0QKZHQupjS4dGRERkE+wBIyIim3mcngkARb7+CwDctI6okL4QcqGBTGgsHRoREZFNsAeMiIhsZsX5hYhXf4ZE/Z4ibyuXy+Gs9IUC5ZCRKSwfHBERkQ0wASMiIpu5mHgWaYpj0MniirV97kyIaZwJkYiIyigmYEREZDONvLrDTTcS1VxbFmv7R/JdeKhchWuJMZYNjIiIyEaYgBERkc2U19SBU/aLqORSq1jbx+lXIEm1FJcTL1s4MiIiItvgJBxERGQzuffwcijGJBwA4KNpibjHVWCvcLNkWERERDbDBIyIiGzm+sOL0MnuQKX0L9b29V3ewdHERPg4BFs4MiIiItvgEEQiIrKZ9TfHI85uBOJSzxRre/t/J+FI1XESDiIiKpuYgBERkc0oZY6QC2eUs3cp1va5syCmcxZEIiIqo5iAERGRzbR0mQf/9D9Qz7tRsbY/mjgHN+xew7orP1o4MiIiIttgAkZERDaTnFGySTjkcj2ELBWPdY8sGRYREZHNcBIOIiKymZLOgti2wlu4fasVmnrWsWRYRERENsMEjIiIbEKXrUNE2iRkqVRQKlYUqw4vRx+oRDKgd7BwdERERLbBBIyIiGwiRZeChzgIKAFnO02x6rBX5UzCkcZJOIiIqIxiAkZERDYhl6ngphsBgQyU09oXq45HmdfxWLEJkYmVAXAYIhERlT1MwIiIyCaEXg2n7I4AAK26eB8/t1Iikaiej7NJjQCMtWB0REREtsEEjIiIbCJ3BkS1Qg61sniT8Pq7BEGb3RzuypqWDI2IiMhmmIAREZFNxCc/RKbsJhzVxbsJMwDUL98EnrqPUcnO1XKBERER2RATMCIisolDNw/itt07eCirAqB3seqwV+dMwpGu4yQcRERUNvFGzEREZBOpuizIhQPUcsdi15GbgKVmZlkqLCIiIptiDxgREdlEbfdW8E9fgQaB5Ypdx4OM27hl9wZup8kBxFsuOCIiIhthAkZERDaR8u+wQQdN8T96nNR2yJYlIFvIIISATCazVHhEREQ2wQSMiIhsIuXfWRAdNYpi1+HnUh7e6XOgkGmYgBERUZnEBIyIiGxi/61NuK9ag+tp7QA0KFYdjnYaaEQVQACZegENr2QmIqIyhh9dRERkE9ceRiBFuRsJuqhi12Gv+l/vWRpnQiQiojKIPWBERGQTgdoWcM3MRB2P54tdh0ohR4byAHTiEW49CoWr1t+CERIREVkfEzAiIrIJN1UduGS5o65XSInqSVD+gkzZPVy+/xpqeTMBIyKisoUJGBER2YQlJuEAAFd5QyRnJUEBe0uERUREZFNMwIiIyCbupcUhCwlQKUt2E+Ua9uMQk5CKCo5VLBQZERGR7XASDiIison99ycj1n4gTt/fXqJ67NU5vx2mchIOIiIqg5iAERGRTWTrAQg5XO2cSlSPvSrnoystkwkYERGVPUzAiIjIJkKUXyEwfQNerPxyieqJSv0etzSDsOHybxaKjIiIyHaYgBERkU0k/zsJh5NdyS4/zpYlI1t+D4lpCZYIi4iIyKY4CQcREVmdEMIwC6JWXbKPniYeb+Lx/TZoUv45S4RGRERkU0zAiIjI6jKy9LirmAcoZEjPrg+UYAr5Cg4VoRFKqGTlLBcgERGRjTABIyIiq0vJyEKyYjsgy4ZcnlmiuuzVOfcRS+MsiEREVAYxASMiIqtLyciCa1Z/KBQZ8HRwL1ld+ltIVuzGuYR4ANUsEyAREZGNMAEjIiKrS9FlwyWrBzzs1HBQO5SoruvJR5GgnoWDd9sAGGSZAImIiGyEsyASEZHV5U7A4aAp+e9+Pg7+sMuuAzdV1RLXRUREZGvsASMiIqt7kJqKLCRCoyr5x04jnzZYf9QLdVzKWyAyIiIi22ICRkREVnfhfhRi7Qcg4bEHgHslqste9e8kHJl6C0RGRERkWxyCSEREVvcoIxUQMqjkdiWuS/vvLIjpnAWRiIjKIPaAERGR1fk71kFA+gZ0qFyyGRABID49Grc1w/H3fUcA50oeHBERkQ0xASMiIqtL1WVDBhkcNcW/AXMue6UcmfIbSM52tEBkREREtsUEjIiIrC713+GCucMHSyKoXCDKZ3wOLwfnEtdFRERka0zAiIjI6s7fP4JE1V+4+Kg5gNolqqucvSPs9KFQZKssExwREZENMQEjIiKru558Do+VG3H1cclnLrRX586CyEk4iIio7OEsiEREZHVuyupwzuyFBl4vlLgue5UCqfJjSNDvxuP0ZAtER0REZDvsASMiIqtzVdZCuSxPPO9fq8R1adVK3FfPhJClITppEEK9q1sgQiIiIttgAkZERFZnmIRDVfJJODRKOez0NSGgQ2a2rMT1ERER2RITMCIisrpH6Y+gRxrsVCVPmORyGQLEZ0jP1MPLPsAC0REREdkOrwEjIiKrO/7wK9y074ktMb9YpD6tOuf3w3ROxEFERGUMEzAiIrK6TH06AMBJY5mbJ9v/O5Qxd2gjERFRWcEEjIiIrK6ibCL80/7Ca9X7WaS+G/p5uK0ZgR3XNlmkPiIiIlthAkZERFaXphOQww6u9lqL1JeJeGTKr+NO8l2L1EdERGQrnISDiIisSgiB1H+v1cq9dqukajkNgoh7EXU921ikPiIiIlthAkZERFaly9YjUb4Cenk6EtKrw9ulUonr9HWohSv68tAqPC0QIRERke1wCCIREVlVmi4bj5Wb8Ui1EimZiRap0zAJB2dBJCKiMoY9YEREZFWpumw4ZnUE5I/g7+JrkTp1uI1U+UlcThAAAi1SJxERkS2wB4yIiKwqVZcN16zXESAfDh8nH4vUeTVlB+5ppuDvm79apD4iIiJbYQJGRERWlaaz7AQcAOBhXwFqfVU4Kr0tVicREZEtcAgiERFZVXKGDnpkwF5lmSnoAaC5z6s4GRWKFl5BFquTiIjIFpiAERGRVd16HIeb9t1xK1UJIXSQyWQlrtMudxIOXVaJ6yIiIrIlDkEkIiKrSkpNBgAoZGqLJF8AoFXnJGBpmXqL1EdERGQrTMCIiMiqnFW+8E9biVd8/rJYnXGp53FHPQ6bb31osTqJiIhsgUMQiYjIqjKyBOTQwt3ey2J1yuQ6ZCiicC/jscXqJCIisgUmYEREZFWp/86CaP/vsEFLqOoWAs+MjxHiZZlp7YmIiGyFCRgREVnVtaQLSFL+jivJtQDUtUid5R09oNU3hxZOFqmPiIjIVngNGBERWVXMw/N4qFqOc0kbLVZn7iQc6ZnZFquTiIjIFtgDRkREVuWg8IVT1kuo7R5qsTpVCiBdHoHb6Xpk65+HQm654Y1ERETWxASMiIisqpyyBtwy30HHoBCL1alRyXBXMwF39cBj3XC42rlarG4iIiJrYgJGRERWlTsJh9aCk3A4a+yg0gdABhWy9LwZMxERlR1MwIiIyKqSM3QQENCqLfeR42CnRIWMHwAAzmo3i9VLRERkbZyEg4iIrOpo4lzcsOuK1VdmWaxOrep/vWmpOvaAERFR2cEEjIiIrCojOxWQ6aFRqi1Wp1Ihh0aZ8xGWouNMiEREVHYwASMiIqsKVL4D37Ql6FvzbYvWm6j6EXfUH+LQjUMWrZeIiMiamIAREZFV6TJVUMID3k7uFq03Q3YVGYrzuPXojkXrJSIisiZOwkFERFaVOwuivQVnQQSAqvaDcONBAio5W+7+YkRERNbGBIyIiKzqbtZWZCofIT41CJVR02L1+mubISEhCVqll8XqJCIisjYOQSQiIqvRZenxULEJSarFiH18zaJ1O2hyetQ4CyIREZUl7AEjIiKrSdNlwz67KVT6QFR1r2jRurNl95Auj0J0kgsAX4vWTUREZC3sASMiIqtJzcyCa1Zv+OjHoI5PLYvWfTH5T9zVjMeOmD8sWi8REZE1MQEjIiKrScn4dwIOlWUn4AAAV7vyUOorQCVztHjdRERE1sIhiEREZDVp/86AqFVb/uOmnd9QREe3Q1OvShavm4iIyFqYgBERkdU8Ts/AdbtuiM20Q2LadbjZu1ms7tykLvXfXjYiIqKygEMQiYjIah6kJwOyLGQhGfZKe4vWnTsLYgpnQSQiojKEPWBERGQ1Qq+Bb/pi1PLVwE5pZ9G6b6acwl31l9h1OwTA7xatm4iIyFqYgBERkdWkZwoohSe8tJ6QyWQWrTtTPES64iRup+ksWi8REZE1MQEjIiKrSft3eKDWCrMg1vCoC3fdaFRzCbR43URERNbCBIyIiKwm9tEtPFKuwfW0ygAaWLTuiuUC4Zj9AhzhZNF6iYiIrImTcBARkdXceHwVD1SLcPLBIovXnTsLYlomZ0EkIqKygz1gRERkNQrhDIes1ghxrWjxulXKbOhk1xCfDgCtLV4/ERGRNTABIyIiq3FWVoFH5hi8UqmqxevOyE5CnN0oxGXLIcRIi0/yQUREZA0cgkhERFaTpssZHqhVW34SDg8HZyhEOShFeeiyMi1ePxERkTWwB4yIiKwm1YoJmI+zO/zSfwMAZOnl0Fi8BSIiIstjDxgREVnNicTfcdOuN1Ze+dzidWuUcsj/HXWY8u9090RERE87JmBERGQ1qZlJ0MseQ8DyN0uWyWRw+HcmxNQMzoRIRERlA4cgEhGR1fgqeyApvTH612xqlfrjlfPwWNzB+Xs+CPKob5U2iIiILIkJGBERWU12lgPUIgBBrgFWqf+xOIU0RSxiH92xSv1ERESWxgSMiIisJncSDgeNdT5ugrWDcfPBQ7hp/K1SPxERkaXxGjAiIrKaON0BPFZsw93UaKvUH+zYEU7Z7WGv8LBK/URERJbGBIyIiKzmnliPRPX3OJ9w0ir1azU509unZHAWRCIiKhs4BJGIiKxCl6WHOrs6INSo6lbZKm3I5EnQyWJwN7k8AA5DJCKipx97wIiIyCrSdNlwzeoDL91EtKn0vFXaOJo4B3F2I7Hn1lqr1E9ERGRpTMCIiMgqUjNzhgUq5TKoldb5uHHSlINcuCI7W2aV+omIiCyNQxCJiMgqcmdAtFcrrNZG90oTcfdGH9Rzq2i1NoiIiCyJCRgREVlFmi4bsZo3IZcBNx4eRYCL5e8Flju9faqOk3AQEVHZwASMiIisIiUjC1myuwAEVHKVVdrQ/tu7lvJvbxsREdHTjgkYERFZRaouCz4Z36GipxIeWuvcp+vqo8O4p1qAo/fqAqhnlTaIiIgsiQkYERFZRVqmHmoRhAraclAprNMD9lAXi1TlXsSmsgeMiIjKBiZgRERkFf+bhMN6HzV1yzdCOd2b8HOqarU2iIiILIkJGBERWUV88j08VmzHXV0AgMZWaaOmV204Z3eDo3CwSv1ERESWxvuAERGRVdx4FI1E9Xc4nDDLam04qHNnQeQQRCIiKhvYA0ZERFYh9Hawz26MiuV8rNaGUpmNLFk8Huis1gQREZFFMQEjIiKrcFFVhJduEl6rbL2bJMc+voxYu8FQiHIABlmtHSIiIkvhEEQiIrKK3JsjW3MSDncHJ8iEGhBq6LL0VmuHiIjIUtgDRkREVpF7XVbuzZKtoXb5EASkr/m3vSyolWqrtUVERGQJ7AEjIiKrOHV/NWI1b2JD9JdWa0OpkEOjzPkoS+FEHEREVAYwASMiIqt4qEtAlvwO0vUPrdqOg+bfmRAzsqzaDhERkSVwCCIREVmFr+pF3MmohF4h1rkHWK442Tw8Vj3CrUchqFreyaptERERlRQTMCIisgqRXQ4afXVUcw+xajv3s3chS5mMO4/vAahs1baIiIhKigkYERFZxf8m4bDuR02IwyDEJqVAJXO2ajtERESWwASMiIis4k76SaQo7iExww+Am9XaCXXtg8f3E6CSuVitDSIiIkvhJBxERGQVsVmrcF/9JU7d3WfVdnJ72FIyOAsiERE9/dgDRkREFieEgCI7EBpZCiqVC7JqW0pFKrJk95CYat3ZFomIiCyBPWBERGRxGVl6uGQOgLfuC3QKftGqbW278xFi7Qbh6J1tVm2HiIjIEpiAERGRxaU9cVNkrUph1bbslVpAKJGamWHVdoiIiCyBCRgREVlcii7npshqpRxKhXU/aoZU/x6B6etQw7mbVdshIiKyBF4DRkREFpemy0acZgzk8kxcTdyBym7Wuz+Xk50KwP+SPiIioqcZEzAiIrK4FF02MmUxEMiAXGbdHrDcWRBTOQsiERGVAUzAiIjI4lJ1WfDSTUUFV8DHyceqbV18uA8Jqj8R8aAxgAZWbYuIiKikmIAREZHFpWZkw05fA/5aF9gp7aza1q3H55Gs3IrYNOtO9kFERGQJnISDiIgsLjUzZzhg7vBAa2rk0wIumb3hJm9u9baIiIhKij1gRERkcQkpSUiRH8CDbF8ATa3aVhO/FnDNksFRaK3aDhERkSUwASMiIou7+eg67mu+wL4ENwAjrdqWgyZn6GEqZ0EkIqIygAkYERFZXGa2HJrsmqjg6G71tuyUMuiRjIe8DzMREZUBTMCIiMjinBSB8NZ9if7BQVZv69Td/bhp/zpU+iDo9a9BLpdZvU0iIqLi4iQcRERkcam63Ek4rD8zYTmtEwBAQIe0TN4LjIiInm7sASMiIovLvR7LFrMgtgxohqD0tdALJVJ0WXDQ8KONiIieXuwBIyIiizubsA1xmtHYcmOW1dtSKpRwVNtDBhlSM9gDRkRETzcmYEREZHEPMu5AJ7+Kh7o7NmlP++9MiCmcCZGIiJ5yHKdBREQW56VsCa8MV3QPbmL1tnTZOtzBIjxQPUJSWn0ALlZvk4iIqLiYgBERkcXJ9F6w1zdEnfL1rN6WQqbAjcw/ASVwPyUJgI/V2yQiIiouJmBERGRxubMg2qus/zGjkCtQzaEv7iTpkZll/VkXiYiISoIJGBERWVx82nmkye/hcWYgAOvfjLmp+yjsuX8PQm9v9baIiIhKgpNwEBGRxd3IWo54zac4ELvVJu05/DvdfW7PGxER0dOKCRgREVmUEALI8oBKXxEBLn42adNOBeiRiqT0FJu0R0REVFwcgkhERBaVkaWHa+ZguAJ4vXYHm7S58sZg3LI/g1P/3959h0dRrn0c/26y2d30HkJLQpUOCnosCFgQy7Ec9NgRPfaOvhYsIGLHcrAejxUVBewFPXaKKIJSlN5DTQIhPZu2u/P+MWTDGkJJwk5Ifp/rypXkmWdn7s3szuTe55l7cp4HegZlmyIiIvWhETAREWlUJRU19+KKCAtOUYzw0Mhd2y4JyvZERETqSwmYiIg0qpJyMwGLctoJCbEFZZvX9nqRtLKP6Rx1WlC2JyIiUl+agigiIo2qpMLDdseD5IVWsHpnB7omdj3o20yIiMWGA3eV76BvS0REpCGUgImISKMqqfBQEbKSMqMYj8+z7wc0An8VxIrgbE9ERKS+lICJiEijKin3kFR5B+2ToH1M+6Bsc03RXPLtH7CqqD9wZFC2KSIiUh9KwEREpFGVVnoI9/WnW0wS0c7ooGxzbcECisI+ZIu7KijbExERqS8V4RARkUZVvKsIR6QzOBUQAQ5vdRTRnrOJtvUL2jZFRETqQyNgIiLSqPLcJZSFLKLIlw4MCMo2T8g4mYQqF1E+V1C2JyIiUl9KwEREpFFtK97CducYPt4UCYwIyjYjdo22laoIh4iINHFKwEREpFGVVngJ82WQGhUTtG1GOuwY+CipdGMYBjZbcO4/JiIicqCUgImISKNy2trSpuIF7u7fLWjbXJjzM5vCzyLMl0al9yyc9uBdfyYiInIgVIRDREQaVfU0wKggFuGID48CwEcZZZXeoG1XRETkQGkETEREGlVJdQLmCt4ppn+bw+lY9R5VHgellV7iIoK2aRERkQOiETAREWlUa4pmk+24l0/WPhu0bTpCHcQ6kwjBhVuFOEREpAlTAiYiIo2qoGILFaF/sqVkVVC3G+HYVQlRUxBFRKQJ0xREERFpVOG+/iRV3smIXoODtk3DMMgxppJvL2RnaS8gLmjbFhERORBKwEREpFF5KlsR6U1kSIchQdumzWZjfcUkfGFVZJfcDaQHbdsiIiIHQgmYiIg0GsMw/EU4IoNYBRGgc+TZZBVW4PXq1CYiIk2XzlIiItJo3JVeKtiEYSujwjsAcAVt24NS7ua73Bzsmn4oIiJNmIpwiIhIoymt8FAYNpls1//x+eoPg7rtyF1FONyVqoIoIiJNlxIwERFpNMUVHkKMGMKMFFIiU4K67QinHQOD4vKqoG5XRETkQCgBExFpIX799VfOPvtskpKScLlcdO3alfvvvx+3273f6zj55JOx2WzYbDays7NrLd9ZUAJfhmI8Wc7lR13OWWedxcaNG/e4rsLCQlJTU7nooosO+LlkZmZis9nIyMjwt3288WY2uc5iXvYX/rbLL78cm83GpEmTAh5f3V79FRISQmxsLBkZGZx55plMmDCBnJycOrdf13pFRET2RQmYiEgL8O677zJw4EA+//xzMjIyOP300ykvL+eRRx7h2GOPpbi4eJ/rmDRpEj/88AM2m63OPo+OuZuSRV8SnpDK8ccfz/Tp0zn99NPxemvfm2vs2LGUlpby1FNPNei5VQsLtYPNoLhy38+l2nHHHcfIkSO57LLLOOWUU2jXrh0//PADd999N2lpaTzxxBMYhtEo8YmIiIASMBGRZm/Lli1cddVVeL1e3njjDX7//Xc+/vhj1qxZwz//+U/++OMP7rrrrr2uY8eOHdxxxx2ccsoppKWl7bFPVlYW0z96D1fH/pw0+nW+/vprHnroIZYvX84nn3wS0Hfp0qW89NJLjBkzhrZt2zbK87ys28O0K3uHTpFn7PdjrrrqKiZNmsSkSZP44IMPmDNnDjt37uS5557DbrczevRo7rvvvkaJT0REBJSAiYg0e5MmTaK8vJyhQ4dyxRVX+NudTicvvvgiERERvP766+zcubPOdYwaNYrS0lJeeumlOvssXboUr8eDt28Rv5fex9airfzrX/8CYPHixQF9b7rpJjp16sRtt93WsCe3m9bRrQklnsqqhpW/Dw8P5+abb+bLL78kNDSUxx57jD/++KORohQRkZZOCZiISDO3YMECAIYMGVJrWXJyMj169KCqqoqvvvpqj4//5ptveO+997jvvvvo1KlTndvJz88HoCpiHVvKZuMzfMTHxwOQl5fn7/fee+8xa9Ysnn/+ecLCwur7tGqpvu9YaSNVQRwyZIj/+rTnn3++UdYpIiKiBExEpJkrLS0F8CdDf5WQkACwx1Eet9vNddddR7du3fY5TbF6amLkjiEMbX0/SRFJrF69GoD09HQASkpKuPPOOzn33HMZOnRo/Z5QHbaWLqPQ/iFri2c02jovvPBCAGbMaLx1iohIy6YETESkmUtOTgaosxphdXtmZmatZWPGjCEzM5P//Oc/OByOvW6nX79+RCckUzFvGV0qB1CUV8Rdd92FzWbjtNNOA2D8+PEUFBTwzDPPNOAZ7dnaggUUhE0i0/1do62zX79+AKxfv57KyspGW6+IiLRcSsBERJq5wYMHAzBlypRaScSvv/7KqlWrAGpVQly4cCHPPvssI0eO3OP0xb9yuVycNPJ2PIXbeenmc0hNTeWbb77huuuuo0+fPqxatYqJEydy7733BhTyKCsrq3elwY0bN/pLyT975n0wDrLv+9Hf9tZbb9VrvdWSkpL8P1dPsRQREWkIu9UBiIjIwXXJJZfwyCOPsGnTJs4++2yeeuop0tLS+Pnnn7n66qux2+14PB5CQmo+k/N6vVx99dXExcUdUJn4tkcOImHETRxWso1+qSmceOKJnHvuuQDcfPPNpKWlcccddwAwdepURo8ezcaNG4mNjeWmm25i/PjxAXHsS2RkJOeddx4AhWVVfLc8B1dYCH/v0waAOXPmsG7duv1e31/tnhjurfy+iIjI/lICJiLSzEVGRjJ9+nT+/ve/8/XXX/P111/7l6WlpXH77bczYcKEgGvEJk6cyMKFC3n99dcDRoH2ZXPxCvI6Pc+68DR+uatmyuNHH33Ed999x/Tp03E6nSxYsICLL76YYcOG8eyzzzJr1iweeeQRUlJSuOWWW/Z7e0lJSf6bIW/Oc3P8hBmEh4Uy6aFTAfOGyQ1JwHJzc/0/13UNnYiIyIFQAiYi0gL07t2blStX8sEHH/D777/j8Xjo27cvF198MQ8//DAAPXv29Pf/4osv/FP43n777YB1ZWdnAzB8+HAcDgcPP/wwAwcOBMBd6SHUl0xyRGt//7KyMv7v//6PM888kzPOMO/R9fTTTxMVFcX7779PdHQ0Z599NgsXLuTJJ588oARsdxEOswqiu8qD12cQGtLwEavq8vldunRp1IqNIiLScikBExFpIcLDw7nsssu47LLLAtq///57oHaZesMwmD17dp3rmzt3LhA4ShROT9pVvMlzJw/wtz366KPk5OQwceJEf9vKlSvp1q0b0dHR/rajjjqKWbNmUVRURExMzAE/v60l69jkugAbYZRV7SDK2fBT3NSpUwE44YQTGrwuERERUAImItKizZo1i4ULF9KzZ0+OO+44f/vMmTPrfExGRgYbN24kKyuL1NTUgGUlFeY9uCId5ull3bp1PPnkk9x999107NgxoK/b7Q74vbpcfn2vtYp1RWLYSjEMO+4KT4MTsJkzZzJ16lRsNhs333xzg9YlIiJSTVUQRURagMWLF+PxBN6geOHChVx88cXYbLZGu9FwSfmuBGxX8nPrrbfSunVrRo8eHdCvZ8+eLF++nEWLFgFmBcYvvviCtLS0gFGxA9E2pi1dfK/Stvx13JXeej+H8vJyXnjhBc444wy8Xi9jxoyhV69e9V6fiIjI7jQCJiLSAowaNYrly5fTr18/kpKSyMzMZN68eYSEhPDf//630abYba34nnzHLL5afxkbF6fx5Zdf8sknnxAeHh7Q78477+S9997jhBNO4MQTT2TRokVs3ryZl19+ud7btofYiXdmUFlRQWmlZ98PAF577TX/aJ/b7SY7O5sFCxbgdrtxOp1MmDDBX7VRRESkMSgBExFpAS699FImT57M4sWLKSgoIDk5mQsvvJA777zTf7Phhqry+ijxraMs7FfW7DicV+56mmHDhnHOOefU6tunTx8+/fRT7r//fqZPn05qaiqPP/441157bYNiMKc+Vuz3CNjPP//Mzz//jM1mIyoqioSEBE444QQGDx7MyJEjSUlJaVA8IiIif2Uz6nv3SxERkd3kl1bS4+EXqQxZy0dXXcCQDoOCHkO/p+5jY8E2Xjvvds7t1zvo2xcREdkXjYCJiEijKKnw4DS6EhfS3ZLkC2Bd+duUhG1hff7ZgBIwERFpepSAiYhIoygqrwIg2mXdqSU9YhCZ+TnYqV8hDxERkYNNCZiIiDSK4nIPVbYthDjCcVe5iQiLCHoMg1P/j5LtWSQ4OwV92yIiIvtDZehFRKRRFJd7yHU8wzz3SL5f/70lMUSEhQLsdxVEERGRYFMCJiIijaK4vAqb4cJhiybOFWdJDNX3H3NX1P8+YCIiIgeTEjAREWkUxeUeUisf5cpOMxiUbk0Rjtk5z7HZdQFfbXzRku2LiIjsixIwERFpFMXVRTicYZbFEBriw2crpaSy0LIYRERE9kZFOEREpFEUl5vXXVlZBfG0DleyfO0A+sZ1sywGERGRvdEImIiINIodpQVsdzzCF5vH4DN8lsTQLrotYUY7fJ7gV2AUERHZHxoBExGRRpHr3klZ6FwW57oIsVnz+V6EU1UQRUSkaVMCJiIijaKqKpyEyhs4u18ry2IoqcqmOPQrVhcnAcdYFoeIiEhdlICJiEijqKh0Ee09nfO797cshmz3WvIcL1Hp7gQ8aFkcIiIidVECJiIijaK6CEeMhUU4MuLTCPceTXRIe8tiEBER2RslYCIi0ijyy/Kosu3ASzGQZEkMfVr1IqXyfmJCdHoTEZGmSVUQRUSkUWyt/IFtrmt5dO4oy2KIcJiJl7vSi2EYlsUhIiJSFyVgIiLSYF6fQaXHi82IJDEi3rI4qqsgenwGlV5rSuGLiIjsjeZoiIhIg5VUeIj2/p1o7995/exTLYsjIiyUrc5r8NkKWZu7hJ6pHSyLRUREZE80AiYiIg1WXF4FgMMegtMealkc9tAQfLYSfLZSskt2WhaHiIhIXTQCJiIiDdYUKiBW6xLyBMVl0Coiw+pQREREarH+TCkiIoe84nIPhfYPqLDlMHdzFMe0t+4myEnOrpS7y/B4dYoTEZGmR1MQRUSkwYrLqygLWUC252s2F222NJbIXZUQSys8lsYhIiKyJ0rARESkwYrLPUR7/k7fmOvpl9rP0lgqQ5dTHPo/FmUtsjQOERGRPVECJiIiDVZcXkWkbyBHJ11J18SulsaytfJL8hwv8svWHy2NQ0REZE80QV5ERBqsqLoIR7j1p5V2Ub3YUpRLtL2t1aGIiIjUYv2ZUkREDnkF7kqqbFuxh8XgM3yE2KybYHF860tYnzmQrjGdLYtBRESkLpqCKCIiDZZbWsQ217U8tngQpZWllsYSEx4GQGFZlaVxiIiI7IkSMBERabDc0iJsRgQhtlCiHFGWxhK7KwErUgImIiJNkBIwERFpsMrKaNLK3+fjszKx2WyWxrKxZB5bnFfy4cabLI1DRERkT3QNmIiINFj1dL+ESKfFkUCEMxRvSA7FVRFWhyIiIlKLEjAREWmw6gSsevqflfqnDiC1/Ck6JqZaHYqIiEgtmoIoIiINts29kNywiUxf97bVodAmNhGn0Q1PZSurQxEREalFCZiIiDRIhcdLsW8dpfbvmb9tltXh7FaEw2NxJCIiIrVpCqKIiDRIYVkVTl934qpGckmfv1sdDtFOO6Whsyj2uSkoG0hcuLVVGUVERHanETAREWmQorIqnEZn0h0X88+e51kdDtHhYewMe448x4usy9tidTgiIiIBNAImIs3G9u0QFgbx8ebvP/0E11wD+fngdEJ4OMTEQJcucNhhcOKJMHCgtTE3BwXuplOAAyA0xEY0/anyenFX+KwOR0REJIASMBE5pK1ZAx9+CJ9/DvPmwYsvwvXXm8tsNli5svZjfvvN/G631yRgFRWwbRt06BCcuJuTAncVHnbicnrx+DzYQ6w/tfRyPcTWgjKiw9pYHYqIiEgA68+SIiIHyOOB6dPhpZfgu+8Cl23bVvNznz4wY4Y5IlZVBW435OXB6tVmYnbmmTV9P/8czj8fTjgBrrsOzj0XQkOD83wOdYVlVeQ6nuTb/KV8tHwqF/S6wOqQiAkPY2tBGUW7yuOLiIg0FUrAROSQkp8Pf/ubOfIF5ijX0KEwfDj8/e/Qtm1N35gYGDJk/9b755/mumbMML8OOwzuvRcuvtgcKZO6FZRVAV4AEsITrA1mlxiXudMKlYCJiEgToyIcInJIiY+HTp0gIQHuvhvWrYNvvoFrrw1Mvg7UQw9BZiaMHWtuY9UqGDkS+vWDH39srOibp8KyKlIrn+SePos4scOJVocDwJryN9jivJIPVr5idSgiIiIBlICJSJOWk2NOCczNrWl75RUzWXr88ca9ZistDR580Fz3Y4+ZSd6yZXDbbeBTLYc6FborAUiICCc0pGnM27SFlOENySG7NMvqUERERAJoYo2INFlTpsANN0BBAVRWwhtvmO3t2x/c7cbEwOjRZgXFBx6A886DkF0fVxmG+d1mO7gxHEqqp/k1lSqIAMe3voRt2w6nf8KRVociIiISQCNgItLkFBXBiBHm9VcFBXD44TWVDYMpIQGefx4GD65pe/JJs1hHfn7w42mqtpfmkRs2kc8yH8eozlAt1iWxC06jG15PrNWhiIiIBFACJiJNyuLFZsI1ebI56jRuHMyfD0c2gYGMvDwYP94se9+/PyxcaHVETcOO0u2U2r9nxuap2JrI0GBchDkal1eqIhwiItK0KAETkSbju+/g2GNh/XpIT4fZs80pgE2lCmFCAsycaV53tmGDGevrr1sdlfXKKlzEVY1kZK9brQ7Fzx5aQmnoTyzN+5/VoYiIiARQAiYiTcbhh0NKCpx2GixaBMcdZ3VEtQ0YAAsWmCXvKyrgqqvMIh1er9WRWcddHkWs55/c+re7rA7Fr9S3jVzHEywufsHqUERERAIoARMRS+1eXTApCX76Cb74wiwF31TFx8Nnn5nTEQEmTjRv3NwSKyUahtEki3B0TGiH09uLCKOn1aGIiIgEUAImIpYpKICTToK33qppa98eQptGJfO9CgmBMWNg6lRwOuH442sqJbYkJRUeqnwleCkg0ml1NDV6tOpAauXjxJX/Hz5f0ygMIiIiAkrARMQiW7eaScvMmXD77VBYaHVE9XPBBea9wm6/3epIrFFYVkWR/Qu2hF/Kbd/eZHU4fnHhDgB8BhSVqxCHiIg0HUrARCTo1qyBY46BpUuhdWv48UeIPYSrhXfqVHNfsMJCczri2rXWxhQsBe4qDKoAG/GupjNv1GEPIdppVm/JK620OBoREZEaSsBEJKhWrTLvq7V5Mxx2GPzyC/Tta3VUjefWW+Hjj83RvaVLrY7m4CsqqyLeM4KTor7noRMfsjqcANvsD7HFeSWzM3+xOhQRERE/JWAiEjSrVsEJJ0BWFvTqZRbcyMiwOqrG9fjj0Ls3ZGebiebixVZHdHDlu83pffGRLlx2l8XRBDJC8vGG5LCpIMvqUERERPyUgIlI0Lz/vpl89e5tTjtMTrY6osaXmmpe13bUUeaNm4cObd4jYXluc3pfQqTD4khqOzbxTlLLn6J9VH+rQxEREfFTAiYiQXP//fD00/DDD80z+aqWkADffmveMyw3F04+2Rz9a47ySyvJt7/OoqLn2Fq01epwAnSJ74fT6EZVVbjVoYiIiPgpARORg2rbNqjcVQPBZjOrBTbn5KtabCx88415fVtODlx0ERjNsBp6Xmklxfav+S33HUqrSq0OJ0B8hDkql1eqKogiItJ0KAETkYMmOxsGDYJzzgG32+pogi8hAb77zhwBmzy5plJic5JfWkGs5wJOaX81raNaWx1OAI8ti9LQ2SzZMdfqUERERPzsVgcgIs1Tfj6ccgqsWwder1mePSLC6qiCLznZTMJ2ZxjNJxnLL/MQ6zmPq/v2JdoZbXU4ATJL55DrmMDc7ScDV1gdjoiICKARMBE5CEpK4PTTYckSsyjF99+b9/sS8/q3YcOgtGnN1qu3/NLqIhxhFkdSW8f4Tji9vQgnzepQRERE/JSAiUijqqqC886DX3+F+HizGEWnTlZH1TSUlcGIEeaI2Pnnm3+rQ92OkkK85BPlanqnk1M6nUpq5eO0DrnM6lBERET8mt4ZU0QOWYYBN9xgFp+IiICvvjJLzospPBw++sj8/tVXcPXVh35hji3lc9gSPoKbv/uH1aHUkhTlBGBnSYXFkYiIiNRQAiYijWb9epgyBUJCYOpUOPpoqyNqeo45xrwfWmgovPUW3HOP1RHVX3mVlzJPCRg2UqNSrA6nluRdCVi+u4pKj8/iaERERExKwESk0XTqBD/9BK++CmeeaXU0Tdff/27+jQCeeAImTrQ0nHorcFcR7T2VDpWf8e7wt60Op5YYl51s5+1scV7Bqh2brQ5HREQEUAImIo3A6635+fDD4V//si6WQ8UVV8Bjj5k/33abWZzjUJNXXYAjIpwoZ5TF0dQWGhqCNyQbb8gOVu9oWjeJFhGRlktl6EWkQdasgbPOgjfeMKfXyf67+27YuhWKi+H4462O5sDlu80ELD6i6VVArDYg+iEyd3gIt7WxOhQRERFACZiINMCOHXDaaea9vu65B2bMaD73twoGm82cfhgScmj+3fJKKym0f8BGbzlLtyfSK6WX1SHV0j3hGLK2b6eoTBM+RESkadAZSUTqpawMzj7bTL4yMmDatEMzibBaaGjN383rhccfN29ifSgocFdSGjqLNe5pbC1qmlP8qgtx7ChWJUQREWkaNAImIgfM54ORI2HuXIiLM0uqt2pldVSHvptugpdfNu+d9vXX4HBYHdHe5ZVWEe05nS5t3HRN7Gp1OHtm30Zp6GwW5RQAXayORkRERCNgInLg7rkHPvgAwsLgk0+ge3erI2oerrsOoqLMqZzXXNP07xGW764k2ns6wzvdTYf4DlaHs0drir8l1zGBX3M+sjoUERERQAmYiBygDz+ECRPMn994A4YMsTScZqVvXzOxrb5H2COPWB3R3vmrIEY23aG6rkldcXp7EeptbXUoIiIigBIwETlAp58Ow4fD+PFw6aVWR9P8nHoqvPCC+fOYMfDee9bGszc7SovwsJMYV9M9lZzb/XxSKx8nwTjP6lBEREQAJWAicoAiIsxRmvvvtzqS5uu66+COO8yfr7jCvLl1U7SucAFbw0cy+ufTrA6lTkm7inDkqgiHiIg0EUrARGSftmwxpx1WX5N0qJZNP5Q88QSce645HTEvz+po9iy/LB+MEFpFplodSp2So80ErLTSS2mFx+JoREREVAVRRPahqAjOOAP+/NO8YfBDD1kdUcsQEgJvvw2rV0O/flZHU5vPZ2C4jyHN9wmTzvqb1eHUyaCMHNdtVBkFbMpfQffURKtDEhGRFk4jYCJSp6oqOP98M/lKTYWrrrI6opYlIiIw+dqyBcrLLQsnQGFZFR6fgY1QMhKTrA6nTpGOSCpsG/CG7GBFzmarwxEREVECJiJ7Zhhw443wzTdmIvDFF5CebnVULdfChXDUUeb913w+q6OB3BLzmqrY8DCc9lCLo6lbiC2EIYlPkVo+kYqKaKvDERERUQImIns2YQK8+qp5rdeUKTBggNURtWwFBZCbC++/D/fdZ3U0sKOkggL7FPLDXmVl7kqrw9mr/q2G4DQ6s7OkCWSuIiLS4ikBE5Fapk2D0aPNn599Fs46y9p4BE480UyIAR5/vOZnq+worqA0dAabqz4kpyTH2mD2oXWsC4BthU1k/qaIiLRoSsBEpBaPB8LC4NZb4eabrY5Gqo0cCWPHmj9ffz18+611seSWVBLjOZt+cSPoktjFukD2Q0jYdkpDZ7E45xerQxEREVECJiK1XXIJzJ8PTz9tdSTyV+PGmTfA9nrhvPNgyRJr4sgtqSDaewZnd7ibNtFtrAliP60s+oFcx5MszvvQ6lBERESUgImIKTvb/KrWr595DyppWmw2eO01GDTIvC2AVdeDVd/YuPo+W01Z39QeOL29MKraWh2KiIiIEjARgZIS815fRx8NK5t2PQUBnE745BOzSuW771oTQ1ZRPh5yiY9o+qeRi/v8g9TKx3GW/ZOySq/V4YiISAvX9M+cInJQeTzmvb4WLgS327z2S5q+hAR44QWI3q2yumEEb/tLd85ka/jlPP77xcHbaD3FuOxEOMzh3KzCMoujERGRlk4JmEgLZhhwww3wv/9BeLh5r69OnayOSvbmmWeeYfjw4XTp0oXY2FicTifp6ekcccRIzjtv2QElYZMmTcJms+3z6+2336712NyyAjBCaR/b9Kf12Ww2fyXE7L9UQszMzNzrc09NTW3w9sePH+9f39SpUxu8PhERObTZrQ5ARKzz6KNmOfOQEPNeX3/7m9URyb48+uijlJaW0qdPH3r37g3AwoXLWLTobRYtmspFF33K1Kmn7de6OnfuzMiRI/e4rLCwkE8//RSAgQMHBixzV3qwlw0ljRN59cyBe3h007O86i52uNbx25YPObbzCbWWt2rVilNPPbVWe2xsbIO2u2rVKh599FFsNhtGMIcoRUSkyVICJtJCTZoE999v/vzcc3D22ZaGI/vps88+o3///rhcroD2Sy/9D+++ewPTpl3F0UdvYtSofVdQGThwYK3kqtp//vMfPv30U4477jg6duwYsGxbgTmKFON00iY2oZ7PJLg85OO15bFm58Y9Lu/WrRuTJk1q1G0ahsE111xDXFwcRx99NJ999lmjrl9ERA5NmoIo0gJ5PDBxovnzXXeZxRzk0HDcccfVSr4AJk++nsTEzsA2brttFQ2d6TZ58mQARowYUWvZtgLzOqrWcbXjaKou7vIwqeUTcdE9aNt87bXXmD17Nk8//TRxcXFB266IiDRtSsBEWiC7HX78ER5/3PyS5iEpqXrUy8Fll8H339dvPRs2bOCXX37B4XBw/vnn11qeVVhGbtjTbPW9Ql5ZXv0DDqJj2h+D0+jMjkJbULaXnZ3NXXfdxUknncQll1wSlG2KiMihQVMQRVqQggKo/iA+IQHuvtvKaKQxvf3226xatYquXbvSt29HPvgA/vEPWLMGDrSORPXo1xlnnEF8fHyt5etycym1z2B5CYSFvNwY4R907RMiANiS797j8pycHB544AGysrKIjY3lb3/7G2eddRYOh6Ne27vlllsoKyvjP//5T71jFhGR5kkJmEgLsXw5DB4MDz5oVj6UQ9uTTz7JsmXLKC0tZcWKFSxbtow2bdrw3nvv0atXCIWFcO65B558Aby76+Zie5p+CLA530185TUc1TmUaGf0Hvs0NZEuN6Whs1le4MMwBmOzBY6ErVy5kvHjxwe0paWl8f777/O3A6xOM336dD744AMefPBBunTp0uDYRUSkedEURJEWIDMThg6F3Fx4+22oqrI6Immob775hrfeeosPP/yQZcuW0b59e9577z369++P02neWuCaaw58vfPnz2fVqlXEx8dzxhln7LHPtjyI8Z7FqCPHNvBZBE+xdzO5jgnsCHmLHcUV/nan08n111/PzJkzycnJobCwkLlz53L66aezadMmTj31VDIzM/d7OyUlJdxwww107dqVuzXELCIie6AETKSZ27oVTj4Ztm2Dnj3hyy91s+Xm4Pvvv8cwDPLz85k9ezaHHXYYQ4YM4ZFHHgHMWwtUy82Fc86BjXsuABigevrhBRdcsMfpd4ZhsCG3FIAOSZENfh7BclhSF6JtvXD5+rIpr2YaYuvWrXnppZcYPHgwKSkpxMTEcPTRR/Pll19y8cUXU1BQwKOPPrrf27n33nvZvHkz//nPf3A6nQfjqYiIyCFOCZhIM7ZtG5xwAqxbBx06wLffQmKi1VFJY4qLi+P444/nq6++on///owZM4bffvstoM+118Jnn8GJJ5oJeV08Hg/Tpk0D6p5+mFdaSV7FNjzk0i7+0EkwUiJTOK3VKyRVjWLrriqO+3LvvfcC5mjj/pg/fz4vvvgiI0aM4MQTT6x3rCIi0rwpARNpprKyzORrzRrIyIAZM6BNG6ujkoMlLCyMCy64AMMw+OKLLwKWPfccdOwI69fDSSeZifmefPvtt2zfvp2OHTty7LHH7rHPquxi8u1vsjX8cl5Z+GJjP42Dql28WYhjc96eC3H8VfX1W1lZWfvV/6uvvsLn87FkyRKGDBkS8PX1118DMH78eIYMGcILL7xQj2cgIiLNgYpwiDRTH38Mq1dDWpqZfKWnWx2RHGxJSUkA7NixI6C9bVv44QcYNAhWrYIhQ8zbELRrF/j46umHl156aZ3bWJ5VBBjYCCU97tB6UbVPCAf2PwHLz88HICoq6oC2s3jx4jqXrVixghUrVtCvX78DWqeIiDQfGgETaaZuvNG82fKMGeYImDR/s2bNAqBTp061lmVkwKxZZiK+Zo1ZEXP3a8JKSkr47LPPgH0kYNuKSK4azVPH/sEZXfZcpKOp+iP/PTa7LuWLjU/uV/+PPvoIgP79++9X/3HjxmEYxh6/Ro4cCcCUKVMwDIOJ1XdCFxGRFkcJmEgzsmkTFBXV/H7rrebUM2kefvrpJ6ZNm4bH4wlor6qq4vnnn+edd94hPDycCy64IGD5Cy+8QLdu3XjllXuYNatmOuKunACAjz/+GLfbzdFHH73X0unLtpkvsD5tk3DaD51rwADiI5z4bAVsd2/2t7399tts2bKlVt+PP/6Y0aNHA3DDHu7bcNJJJ9GtWzfmz59/8AIWEZFmSVMQRZqJlSvNUvMdO8LXX0N4uNURSWNbt24dV1xxBUlJSfTv35/ExERyc3NZsmQJWVlZuFwuJk2aRPv27QMel5uby6pVq8jKyiI93RwJGzkSXn21pk/19MO6im8AFLqrWL29GIA+7WIb/wkeZJf2PZ8pcyJw2VLxeH3YQ0N44403uOKKK+jWrRsZGRm4XC6WL1/OypUrAbjzzjv5xz/+UWtd69atY+PGjbjd+zedUUREpJoSMJFmYNEiGDYMduyA6GgoLFQC1hwNHjyYe++9l1mzZvHnn3+Sm5uLw+EgIyOD8847j1tuuYXOnTvvcz3t2pnXhFXLysrixx9/9BfyqMv8zDxKbHMg8me+3rCTy/pe1hhPK2j6telIrL0r5VU+tuSXkZEUydVXX01ycjKLFy9mzpw5lJWVkZyczPDhw7n++us5+eSTrQ5bRESaGZthGIbVQYhI/f30E5x5ppl09e9vjn7tqsUgsl+++AJGjIBp08xEvi4PT1/OhHn3Umz/jNuPvp2nhz0dvCAbyWnP/sSKrCJeHzmAk7q3sjocERFpgXQNmMghbOpU8ybLhYVw/PHmqIaSLzlQb7xhvob+/neYMqXufr9u2Emk5wSu6vUg/+hee1reocAZuZJC+/vMWP+r1aGIiEgLpQRM5BD13//CRRdBZSX84x/myFfsoXdZjjQB06bBhReCxwMXXwxPPAF/nRtRWFbFsm1FOI3OPDz0LgamDbQm2AbaVPE5BWFvM2fzj1aHIiIiLZQSMJFD1KBBEBcHt90GH3wAERFWRySHKocD3n0XbrnF/H30aLj8cqioqOnze2YehgEdkyJpFeOyJM7GMLD9iUR6TsBT0X7fnUVERA4CJWAih5Cqqpqfu3eHZcvgmWcgNNS6mKR5CAmBZ5+FF14wX09vvw0nngjVRf5+Xb8TL/m0SllDQXmBpbE2xDX9/0VS1f9RVtTX6lBERKSFUgImcohYtMhMur7/vqatTRvr4pHm6cYb4X//M6ez9utXM7I6b0MeZaG/MXXDNfxj2qF5/RdAh6RIAHaWVlLgrrQ4GhERaYmUgIkcAt55B449Ftatg/vvr319jkhjGjoUFi6EiRPN34vKq/gzsxjDMEiP7cCRbY60NL6GiHTaaRPrwoebpdt2WB2OiIi0QLoPmEgTVl4Od9wBL75o/n766TB5Mths1sYlzV/HjjU/z1ubR/b7RxGX0o9ls54jPMJnXWCNYEvoeDaHz2bKn88xsPPNVocjIiItjEbARJqopUvhqKNqkq+xY837NcXHWxuXtDzvf1lOxZYEcha05m9/g1UrD+1TR1psGgBLclZaHImIiLREh/ZZVKSZWrsWjjwSliyBlBT48kt48EGzUIJIsG0L30SrC38lPsnLsmVwxBFmwQ7fIToQdu3ht9Ou7F3ivBdZHYqIiLRA+ndOpAnq3BnOOw9OOw3+/NOceihihdySCpZtK6KqwxQS7utNl5FPU14Oo0bBSSdBZqbVER64QZ26EkosK7OL8XgP0SxSREQOWUrARJoAn8+8sfLWrTVtr75qjny1amVdXCI/r80FIDxqHesKVzD80lxeesmsjjhzJowcaW189dE+PoIop51Kj491O0qtDkdERFoYJWAiFluxwryp8nXXwc271QNwuVRsQ6w3e7WZgF3Z6wE+veBTLu1zCddfb47MnnSSed+waodKdc6QEBuJCSvJDXuaZ3992epwRESkhVEVRBGLFBbCo4+apb4rKyEyEoYMMf+JVeIlTYFhGPy0xizVfkr3jhzX+Sj/sk6dAu9JB3DffeaNmx980LyPWFPmitxGacEMvt/gAe60OhwREWlBNAImEmQeD7z8MnTpAhMmmMnXGWfA8uVwyy1KvqTpWJ1TwvbiClxhIfRP33v5zS1b4MknzeIchx1mvsarqoIUaD38vetpxFSdR+uQS60ORUREWhglYCJB9tJLcP31sGOH+Y/q9Olmefm0NKsjEwn0w8ocACISv+DtP19np3tnnX3btYOvvjI/WMjJMV/jPXrAtGlNs1riOb2OIt5zOdu2t6Os0mt1OCIi0oIoARM5yHw+yMqq+f3KK6FPH3j+ebPM/BlnaNRLmqZvluXgo4LlJW9x7fRr2Vy0ea/9hw41X9PPPQfJyebtFC68EAYMMK91bEraxYeTGuOiymvwx5YCq8MREZEWxGYYh8pl0yKHlspK+OgjeOwxM8FatKjmPl66zkuauuzCco5+7AcMWxkjh65i/raf+OqSrwix7flzux07dgT8XlJi47//DefFF8Px+WwsXLiThITgn26Sk5PrXHbjuwv4ZOlcjuy2kY9HPE5oSGgQIxMRkZZKRThEGll2NrzyinkNTPXIV0wMrF4N3bqZvyv5kqbuu+XZAPRv35rxJ563z/4pKSl1LEkEjqZbty93a5sK/AG8CWQ3LNB92NtnjEekx/Dymnv4PLOEb9edyGldTjuosYiIiICmIIo0mj//hIsvNq/leuABM/lKTYXx482b1VYnXyKHgg8XmjelO7136wauaSewe/J1NHAB8CiwGfgIGIYVp6PjOrciyjOUSN+RRIbFBX37IiLSMmkETKSeDMOcZuh0mr/v3AlTppg/H3OMeU+vc88Fh8O6GEXqY1V2MX9sLsBt/5bkpDCgYyOufQFwGXANMBAYvutrM/A+8DKwthG3V7fDWkXTM/JGthWWU+luzOcoIiJSN42AiRwArxd++gnuuAO6doW77qpZNngwjB4Nv/0Gv/wCF12k5EsOTe/N24iXfPIdr3DO+8P4aeNPjbj2KuAd4HigJzARyAPaA/8HdN6tbwxw8K7LstlsnNIzFYBvlx/cqZAiIiLVVIRDZB8yM+GHH8yv776D3NyaZe3awcaNNcU1RA51O4orGPjEj7g9+RzZ5wdyK9Yw6/JZ2PZx4eJfi3AciPJy+PFHB9984+Cpp0oICzPbx4yJZOpUF0OGVHLSSZUcd1wV7dsfWE37vRXhAPhlXS4XvzqPCKePcwcv5OxuZzCgzYD6PhUREZF9UgImshuPB9avN0e3qvXoEVhCOz7eLB1/zjkwbBhERQU9TJGDZsynS3nn1430ax/HJzcci8/wWVYd8LjjzNHk3bVvD4MGmV9XX93wgjY+n8HJz8zi98KJFNs/46i2R/Hrlb/uM+EUERGpL10DJi3Wzp2wdKn5tWSJ+bV4sTnNsLCw5tquU04xk66TTjK/jj0W/yf0Is3J3HU7eXP+fEJJ4K5hh2Gz2Qi1WVeaffZsc0rv//4H33wDCxbA5s3w7rswdy5cc01N36eegogI6NfPLHiTkLB/2wgJsXHp0emsnn4uFfa53HXM/Uq+RETkoNIImDRbXi9s3w4bNphf551Xk1Rdf71ZJn5PYmJg3ryaqoW6Z5e0BLNX7+DK96axnvvpGnsMy0Z9Wec9v6xSWgq//mpehxkSAmPHmu2GYSZcBQU1fRMTzZHsrl3NojjXXluzzOuF0N3yyvIqL6c9+xPrcws4Ii2Zm0/sTI/WsSRF2bGH6nNKERFpXE3r7CpSB58Piopg0yaz3Pvs2fD551BSUtPnnXfgtNPg8MPN8u8OB7RpY05juvRSMwmrlp5ufs/IgDPPhHvugffeg+XLIT8/sGS8ki855GRlwbhxNTei+4vM3FJ++uA7dvQ/ho/f+JKbnv6SlZdew8gZU4AinPYtFFUUHdA6/csXL957vwOJ+S9tkZHmKPS4a7MY66tpr6iAG2+E004sp220GffOneYo2VtvwaefBq4rJcU8Nhx1lPn+v+HaUDLWHU3Fgu78PMPBvyb9zoDHpxD5cDuGPv8gf/yyHu/YB/f8nP4a977+TvX5OxzoY+u7D0REJCg0AtZAX/+2mtLyCtpEdCDCbl4MVFRZSHbZJqJdEZx6VCd/329+W0tBaRmprnSiwmIwDCipKmabewMRDhfnHF9z4dHX89eRW1RKK2ca0WFxGAaUeUrZ4l6HI9TBhSfXZAhfz1tPdl4xyc72xISZ827KPWVsLltNqM3OyNN61sQwL5PN2wtJdLQlNiwJgApvOZvcKwmxhfKvM3r7Pxn+dt5G1m3LJyGsDXFhKRgGVPkq2VS2HLBx9Zl9/VX+vpi1mT/W5hJlpBJta43HAxVVHjZXLMHrg3HX9iMmxsxk3vlsKz/M3U5IeQqhpW0pKwN3mY8c22IqKuCT//SlfTsziNGPbOPFt7Ip3ZGEUZBW84dvvRCAhV/34vA+ZhB3PpjNU//dCmWJUJABmJ+Sp/RZRNt2Pl5+qCcD+rkAWLNtO1nuzbRLjKdjfE356T9z/qTKW0X35O5EhEUAkOvOJbMgk1hnLF0Su/j7LslZQoW3gm5J3YhymPs+ryyP9fnriXZEc1jSYf6+S7cvpayqjK6JXYl1xQJQUF7Amp1riHRE0iO5h7/vih0rKKksoXNCZ+LD483XVEURK3NXEm4Pp3er3v6+K3NXUlRRRKf4TiRGJAJQUlnC8h3LcYQ66Jfaz993Ve4qCsoL6BDfgZRI86a57io3S3KWYA+x079Nf3/ftXlr2eneSXpcOqlRqbteU+Uszl5MiC2Eo9oe5e+7Pn8920u30z6mPW1j2gJQ5a1iQdYCAI5ud7S/74b8DWSXZNM2pi1pseb+9Pq8zN86H4Cj2h7lv95oU+EmthZtpXV0azLizP1pGAZzt8wF4Mg2RxIWas4F3VK0hU2Fm2gV2YpOCTXvuV+3/IrP8HFE6yNw2c19v614GxvyN5AUkRSwj+ZtmYfH5+Hw1of79312STbr8taREJ5A9+Tu/r6/b/udCk8FfVr1IdoZDcD20u2s3rmaOFccvVJ6+fsu2LaAMk8ZvVN6+/f9TvdOVuSuINoRTd/Uvv6+i7IWUVJZQs+UniSEm+/l/LJ8lm5fSqQjkiNaH+Hv+2fOnxSWF9ItqRvJkWahicLyQv7I+YPwdRs58qTLzDl7RxzBkpwl7CzbSbekbqRGpfLaT+v54flxlIe8w9rEvqSVXsGXb40CYGovOP21WcT8bRABFi6E/v3966ylevnkyeYnHnX1q8ue1l/XNvfRXjpnEWuj+rF6tXkD9PR0uLSHuazkp0VEH9+vzjA69S+iw8WL+C3/WQrtn8CqM2HK5wCEhVXhG/w49qokepRcxZBBYTxz6UI2n9Cf7E/eZuIHQ3BlheP6bBqOS4ZTkJaFwwFpzj506WTn/PPN11ROSQ6zvk4i0tsWu90cjdvqWUJoCLTPdtDq7msZsuAZdhzWnuySbNYuiyOW9ths5gdCG0qXAT7aRXQlPtrJgAHma2rb/O/ZdM5DxN36DLbx4+CNN9nYzocXD+0iOhMXGU6/fuZrakvRFrI3RRNvy/B/yLSxdBUeo5J2ER2JCY+kVy/zNbWpcBO5WZEkhtQcKzeWrKHSW06biAyiHNH07m0epzYWbCQ3O5xEW001y80l6yj3ukmNSCM6LJY+fczj1Ib8DeTmOEmk5ty3pXQDZZ4SWoW3J8YRR69eUO51sy5vHbnbw0g0as5929wbKa0qIiW8LbGOBHr0AA/lrNm5htwdoST6ao6rWe5NlFQVkuRqTbwzyfyQLbSSVbmryM21keitec/mlG2hqDKfBFcrEp0pdO0KdoeHFTtWkJsLid6aY/D2sm0UVu4k3plMkiuVzp3BFe5j2fZl7MyDuMqe/pHk3PJs8it2EOtIJCW8DR07mtcQL8lZQn4BRJV1xx5ijrjurNhOXnkOMY54WoW3IyPDnJ2xdPtSCgoMIsoOIyzEPPflV+SyozyL6LBYWkekkZYGsbGwfMdy8gu9OEu64Aw1j3+FlXnklG0lKiyGNhHptGtnTrFfmbuS/KIqQgs7EW43j39FlQVkl20mwh5Fu8gOtGljjiyv3rma/KIKKKj5v6e4qpAs9ybCQyNoH9WJ1FRITjbPJXnFZXh3mv/3AJRWFbPVnYkz1EV6VBdSUqBVK/NckldSSuUO83UC4PaUsqV0PWEhDjpEH0ZSErRuDZkFmeSVFFOW044Yh3meLPeWsalkLXabnY4x3UlIgLZtYWPBRvLcRZRsa0Oc0zxPVnoryCxZTYgthM4xPYmPN4tqbS7cTJ67gIKtqSQ4zeNqla+KDcUrAega25vYWPN+n1uLtrLTnUfe5hQSXa0A8Bpe1hUtB6BLTC9iYmxkZEBWcRa57lxyNyWR5DLvrWgYBmuKlprHnZgexESF0rEj5JTksL10O7lbEkhytPW/1lYXLgGgQ3Q3YiLD6NwZdpTuILskm9ytcSSFtff3XVu0DJ/hIyOqK9ERTrp23XWMKN5G7rYYkuzp/r7ri1bgMTykRXUm2hVOt241x4idWdEkhmb4+24oXkWVr5J2kR1pFR9JRs0iOVCGNIjjtu4G4zBIn2mYE2EMg24fG4zDcF5/bEDfiFEDzL5dvqzp2+kbg3EY9hv7BfSNvXWQ2bfH+zV9288xGIdhu6VLQN/kUaeZfftOqumbutBsu71NQN+2t51nth/5Yk3fxFVm291xRmlpTd+O/3eZ2X7shJq+0VvMtjFhxo4dNX173HW92T54XE1fV57ZNg5j7YZKf9/+99xhtg+9s6ZvaIW/76+LC/x9Bz0w1mw//QYDDMPhMIxWrQyDsXaDcRg/zN/q73vr+08YjMM4+YXLjUWLDCMryzCqqgwj5rEYg3EYq3NX+/u+MO8Fg3EY/3z/nwF/n9ZPtTYYh7E4a7G/7Y2FbxiMwzj93dMD+nZ+rrPBOIyfN/3sb5u2dJrBOIwhk4YE9O3znz4G4zC+Xfutv236qukG4zCOfOXIgL7HvHaMwTiMT1d86m/7cf2PBuMwerzYI6DvyW+fbDAO490/3/W3zdsyz2AcRsbEjIC+Z005y2Acxiu/v+JvW5qz1GAcRvKE5IC+F314kcE4jIlzJ/rb1uetNxiHEfFIREDfqz67ymAcxiOzH/G35ZTk+Pfn7m756haDcRj3fn+vv62kosTft7Sy5gV4z/f3GIzDGPW/Uf42n8/n77u9ZLu//eFZDxuMw7j686sDthf+cLjBOIzM/Ex/2zO/PGMwDuPijy4O6Js0IclgHMay7cv8bf/9/b8G4zDOmXpOQN+0f6cZjMOYv2W+v23yH5MNxmEMfXtoQN/uL5jHiJkbZvrbPl5uHiOOfT3wGDHgFfMY8eXqL/1t36w1jxH9Xg48Rgx60zxGvL/0fX/bnI3mMaLLk2nmG2vBAsMwDOO0yeYx4p0/3jEMwzD+t2Sbcfu1V5v7c6zLmPzSh0bNm7HmcQEWLKh72e7LJ0/ee7+67Gn9dW3zQNt3W+b7fYGRnW0Yv/9uGJ9+ahivvGIYjz5qGLfdZhgjRhjG00+b3YvK3cbNnz1u0OWrmj+Ns9D/+sNeZpx+urneu0822+yn7fmYhivfGDzYXO8DMx4wzw/Dbwj4kzPGPKYRvcUYwHzDWLDAmDBngsE4jMhLRgb2HR1r9k1YbfTsaa63+pgW/c9TAvve3sbsm7rIyNh1SHhz0ZsG4zBirj89sO/N5jGN9nOM5F2HhPeXvm8wDiP21sGBfa/ra/bt+K0RseuQUH1Mi71jQGDffx1r9u32icGuQ8KMDTPMGEb3COw7wjym0XuyAYZRWmoY87fMN/8O96UH9r3wbLPvEa8YYBjbt9cc01xjkwL7Dr/Y7Hv0vw0wjMxMw9iQv8Hcbw9EBPY90zymcfzDBhjGsmWGsb1ke83+3L3vqbeabSfea4BhzJ8feEwjrKSm74n3mm2n3mqAYczcdUjw943YXtP3ePOYxplXGWAYX+46JEQ8EmG2x22o6Xv0v8224RcbYBjv7zokVB/TSF5a0/eIV8y2C882wDAmTTL7pv873WxvM7+mb2/zmMaIkw0wjBdfNPv2eLGH2Z4xY7f/ez4x2/51rAGGMWGC2bf6mEaX6TV9O35rtl3X1wDDGDfO7Dv4zcF1/t/DzZ0NMIw77zT7nv7u6WZ7vzd3+79nkf//HjCMG24w+573fvX/PS/U9E1YbbaNjjXAMC6/3Ow78pORe/m/x26AYfxz178NN0y/wWwf8sBu//fk1+zPkErzGGEYxh3f3LHrGHFHTd+QyoBjxJAhgccI116OEUfu+rdhf44RPXr85Rhx5Xn7fYyI3csx4rTTah9mZf9pcnsDuYxEPO4UYmPDcJoDBVTEuCh0tyLclhDQN4JEyt2tSIh3EL7rg4ryBAc73a1wEdg3KjSREncqSYkuIjvu6psYRo47FacvsKxyjCOevLJUUpJdxOz6QL8iNowtZa0J9bQK6BvviienrDUpyRHE7xoYq4wKZUNZa0I9MQHT7ZIi49lU1oZWKVEk9zPbPK4QVpW1wWaEBfRtkxDLusI2dOgYRZcYsNvBFxbCt1VtsdnA5azpe1h6LKu2taX/0bEMHQzh4RDmggfyzL6tU2tWfMIxMaz+ox3nXxvHEx+By/wQjw7PtsPj89Cje0jNejOiabelHb07x9OvX8322ka3JcYZ4/9kESDKEUX7mPYkhicG/H3aRLfBHmL3j6wARDoiaR/TnuSI5Fp9K72VOENrnlxEWARpsWn+EaZqraNaU1Be4B+FAQgPCyc9Np3W0a0D+qZGpZIem054WLi/zWV3kR6bTpvoNrX6ZsRlEBkW6W9zhDrIiMugXUy7gL6tIluREZfhH7EBCAsNo0NcB//oWbWUyBQ6xHUgxhnjb7OH2OkQ1yEgLoDkyGQ6xnckzhXnbwu1hQaMLFZLikiiY3xH/+gOmPdi6hRvjlrZqNn3CeEJASN71ar77n59Unx4PJ0TOtf6u3dK6ES5pzxg38e54uic0JlWkYHvjY7xHYl3xeMIrbl5W6wzli4JXWgdFbiPOsR1wBnqxGmv2ffRzmi6JHTxjwJWy4jLwGt4A/5uUY4ouiZ29Y8CVkuLTaOooihgf0aERXBY4mGkx6bX6ntY4mEB+zM8LJzDEg8jIyQB2ORvbx/Tnu5J3f2vv1N7tebY446k4/Ov0u3qUQw5IjCO5sxmMz9tb9XKHESrS7QznOfOuptnz4Rt3/+K45Qz+ejR13k3bAQFFdk8/qmTePODdyIrIS08lV6D4jiu41YqXnwN96VX8LKvLYYB51xso8eugdkoRxSpUakktIuhwxnm9WheL8zypGB4PRzeo4w+8xYD/YkIiyAlMgVnZAwZPc1/gQDWVCXjw0l6h1A67HpphoeFk+JIIKzCRqtWRRg526FdOzZ7kvCUeWjd2k77XRVbXXYXKZEp2EPjqD5MGAZs9yTidRcRHx9G6q5tOe1OUiJTCC2IJzy15u+T503A404hLtZB7K6+jlAHKZEphJQmBPTNN+KpcqcQG+30nyfDQsLMvhWJROzelziq3CnERLlw7Wq3h9jN93ZhEtG79S2wxVLpTiE6MpzwVHPGQ6gRSkpkCt7iROJ261sYGkOFO4Wo8AgidvU1bCGkRKZQWRqBc7fDQbE9mnJ3ChGuSCJbmSOUNpuNlMgU3KWw+6GjJCyKMncKEU6zr33XoSYlMoUyN4SngM1jtpU6I3G7UwgPiyKqVU0xp5TIFMrLwJlsI6R8V1+X2ddljya6Vc09JVMiU8grduNIDKH61ON2RVDqTsEZGkNMq5prnZMjkqmqDMGeEIp91+GyLCKcEncKDlsssa1qzqlJEUkUussIibcT5jXbyqNcFLtTCCOOuFbmuRogMTyReEcKxIbh2PW3qIh2UuROwe6LJ76VWRAHzON4giMFX4zD/zeujHFQ6E4h1JtAQitzajGYx/FEZwqeaCe7BpSoigujwJ1CqCeRhFY1VYfjXHEkuVKoinT5+3ri7eS7UwipTCKxFUTvOjTGOmNJDk+hIiKc8Oq+0aHku1OwVcaQ1MocXQSIccaQHJFCmSuCiF2nE29ECHnuFGw+O0kp5ugimMf8lMgUSh2RVJ96fA4bO93mL0kpEBdntkc5okiJTKHCEYVzV18jBHJ39U1MstUcT8IizddwWDQxu53ScstSMEI8JCSG+IsMVR8jjNAYdj/97SxPxudzkpAQSuKuU2h4WDgpkSnYQmIJ361vXmUSXreH+Dg7SX85RoSExPnjBcirMo8RcbFh/ucm9aMpiCIizc2+pguCWUrw0kvNKYPduwdmI3t63CE0BbFe8R9obHUta8h2GivO+u4DEREJipB9dxEREREREZHGoARMREREREQkSJSAiYiIiIiIBIkSMBERERERkSBRAiYiIiIiIhIkSsBERERERESCRAmYiIiIiIhIkCgBExERERERCRIlYCIiIiIiIkFitzoAERFpZK1bwwMPmN/r0rMnDB5sfm/VCm6/HUpKICpqz4/b1zqrl/fsue9t72/MdW3zQNv3J/4Dja2uZQ3ZTmPFWd99ICIiQWEzDMOwOggREREREZGWQFMQRUREREREgkQJmIiIiIiISJAoARMREREREQkSJWAiIiIiIiJBogRMREREREQkSJSAiYiIiIiIBIkSMBERERERkSBRAiYiIiIiIhIkSsBERERERESCRAmYiIiIiIhIkCgBExERERERCRK71QEcKMMwqKystDoMERERERFpIhwOBzabzeow9sshl4BVVlby+OOPWx2GiIiIiIg0EaNHj8bpdFodxn6xGYZhWB3EgWhKI2DZ2dlMmjSJyy+/nNTUVKvDkUai/dr8aJ82P9qnzZP2a/Ojfdo8NcX9qhGwg8hmszWZ7NbhcPi/N5WYpOG0X5sf7dPmR/u0edJ+bX60T5sn7deGUREOERERERGRIFEC1gBRUVEMHjyYqKgoq0ORRqT92vxonzY/2qfNk/Zr86N92jxpvzbMIXcNmIiIiIiIyKFKI2AiIiIiIiJBogRMREREREQkSJSAiYiIiIiIBIkSMBERERERkSBRAiYiIiIiIhIkSsDqYfbs2dxxxx2ccMIJxMbGYrPZuPzyy/f6GJ/PxwsvvECfPn0IDw8nOTmZ888/nzVr1gQnaKmXyy+/HJvNtsevbt26WR2e7MNvv/3G6aefTnx8PJGRkRx11FG89957VoclDZCRkVHne/K6666zOjzZi8mTJ3PttdcyYMAAnE4nNpuNSZMm1dm/qKiI22+/nfT0dJxOJ+np6dx+++0UFRUFL2jZqwPZp+PGjavzvetyuYIbuNRp69atTJw4kVNOOYW0tDQcDgepqamce+65zJs3b4+P0Xv1wNmtDuBQ9MYbb/DWW28RERFBWlrafr3ArrvuOl599VV69OjBzTffTE5ODtOmTePbb7/ll19+oUePHkGIXOrr1ltvJS4uLqAtKSnJmmBkv8ycOZNhw4bhcDi48MILiY2N5eOPP+aSSy4hMzOTe++91+oQpZ5iY2MZNWpUrfYBAwYEPxjZb/fffz8bN24kKSmJ1q1bs3Hjxjr7lpaWMnjwYBYvXszQoUO56KKL+OOPP/j3v//NjBkzmDNnDpGRkUGMXvbkQPZptZEjR5KRkRHQZrfr39Gm4vnnn+eJJ56gU6dODB06lJSUFNasWcOnn37Kp59+ypQpUzj//PP9/fVerSdDDthvv/1mLF261PB4PMbcuXMNwBg5cmSd/X/88UcDMI4//nijvLzc3/79998bNpvNGDRoUBCilvoYOXKkARgbNmywOhQ5AFVVVUanTp0Mp9NpLFy40N9eVFRk9OzZ07Db7cbq1astjFDqKz093UhPT7c6DKmH7777zsjMzDQMwzAee+wxAzDefPPNPfYdO3asARh33XXXHtvHjh17sMOV/XAg+/SBBx4wAGPGjBnBC1AO2EcffWTMnj27Vvvs2bONsLAwIyEhIeB/Wb1X60dTEOthwIAB9OzZk9DQ0P3q/+qrrwLw8MMP43Q6/e0nnXQSw4YNY/bs2axevfqgxCrSEv3444+sW7eOiy++mMMPP9zfHh0dzZgxY/B4PLz55psWRijS8px88smkp6fvs59hGLz22mtERUUxduzYgGX33HMP8fHxvP766xiGcbBClf20v/tUDh3Dhw/n+OOPr9V+/PHHc8IJJ5CXl8eSJUsAvVcbQmO+QTBz5kwiIyM57rjjai0bNmwYX3/9NbNmzaJr164WRCf748svv6S4uBin00mfPn0YMmTIfifgEnwzZ84E4JRTTqm1rLpt1qxZwQxJGlFFRQVvvfUWW7duJT4+nmOPPZa+fftaHZY0kjVr1rBt2zaGDRtWa+qSy+Vi0KBBfPbZZ6xdu5YuXbpYFKXU108//cT8+fMJDQ2lW7dunHzyyQEfTkvTFRYWBtRMGdV7tf6UgB1kpaWlZGVl0atXrz3+w179glQxjqbtpptuCvi9a9euTJkyhSOOOMKiiGRvqt9Pezrgx8fHk5SUpPfcISw7O7tW4aNTTz2Vd955R9dmNgN7e//u3r5mzRr9U3cI+utISevWrXnrrbcYOnSoRRHJ/ti0aRPff/89qamp9O7dG9B7tSE0BfEgKywsBMyLxvckJiYmoJ80LYMHD+ajjz5i8+bNlJWVsWLFCkaNGsW6des45ZRT2LZtm9Uhyh7sz/tO77lD07/+9S9mzpzJjh07KCoq4tdff+W0007j66+/5qyzztJUl2ZA583mqV+/frz11ltkZmZSVlbGmjVreOihhygoKOCss87ijz/+sDpEqUNVVRUjRoygoqKCCRMm+AcU9F6tvxabgCUlJdVZDnVPX9VTmuTQ05B9fcUVVzB8+HDatWuHy+WiW7du/Pvf/+buu+9m586d/Pvf/7buiYm0QGPHjmXw4MEkJSURHR3N3/72N6ZPn87AgQOZO3cuX331ldUhisgenHPOOVx22WWkp6fjcrno3Lkz999/P88++yzl5eU8/PDDVocoe+Dz+fjXv/7F7NmzufrqqxkxYoTVITULLXYK4kUXXURxcfF+909NTa3Xdqo/Fagr+68uYV/XpwfScAdjX1955ZU8+uij/Pzzzw0JTQ6S/Xnf6T3XfISEhHDFFVcwZ84cfv75Z8444wyrQ5IG0HmzZRk5ciQ33HCDzqdNkGEYXH311UyePJlLL72Ul19+OWC53qv112ITsOeffz4o24mMjKR169Zs2LABr9db6zqwfc2flYY7GPu6+joTt9vd6OuWhtt93nn//v0DluXn55Obm8uxxx5rRWhykOg92Xzs69ponTebF4fDQXR0tN67TYzP5+Oqq67izTff5KKLLmLSpEmEhAROnNN7tf5a7BTEYBo8eDClpaV7/HTnm2++8feRQ0f13eD/ejNJaRqq30/ffvttrWXVbXrPNS96TzYfXbp0oU2bNvz888+UlpYGLCsvL2f27Nm0adOGzp07WxShNKY1a9aQn5+v924TsnvydcEFF/DOO+/UWUhO79X6UQIWBNdccw1g3jG+srLS3/7DDz/wzTffMGjQIJWgb4Kys7NZt25drfatW7dyyy23AOb0Rml6TjrpJDp27Mh7773H4sWL/e3FxcU89NBD2O32WlX0pOlbvnw5BQUFtdrnzJnDM888g9PpZPjw4cEPTBqVzWbjqquuoqSkhPHjxwcse+yxx8jPz+eqq67CZrNZFKEcqOLiYv78889a7fn5+Vx55ZWAzqdNhc/n48orr+TNN9/kn//8J5MnT67ztjt6r9afzVDJqAM2Z84cXnvtNQB27NjBV199RadOnRg4cCAA3bp1Y/To0QGPufrqq3nttdfo0aMHZ5xxBjk5OUybNg2Xy8Uvv/xCjx49gv48ZO9mzpzJiSeeyMCBA+nWrRsJCQlkZmYyffp0SktLGTlyJG+++aYOLE3UjBkzGDZsGE6nk4suuoiYmBg+/vhjNmzYwMMPP8x9991ndYhygMaNG8eECRM46aSTyMjIwOl0snTpUr799ltCQkJ4+eWXueqqq6wOU+rw2muvMWfOHACWLFnCwoULOe644/yfjp9zzjmcc845gHkLl4EDB7J48WKGDh1K//79+eOPP/jf//5Hv379mDNnTq37Dknw7e8+zczMpEOHDgwYMIDevXuTkpLC1q1b+d///sfOnTsZOnQo06dPx+FwWPl0BPM4++CDDxIVFcWtt97qv+fX7s455xz69esH6L1ab4YcsDfffNMA6vwaPHhwrcd4vV7jueeeM3r27Gk4nU4jMTHROO+884xVq1YF/wnIftm0aZNx1VVXGX369DHi4+MNu91uJCYmGkOHDjWmTp1qdXiyH+bNm2eceuqpRmxsrBEeHm4MGDDAmDx5stVhST3NnDnTOP/8843OnTsb0dHRRlhYmNGuXTvjwgsvNObNm2d1eLIPI0eO3Ou584EHHgjoX1BQYNx2221G+/btjbCwMKN9+/bGbbfdZhQUFFjzBKSW/d2nhYWFxo033mj079/fSEpKMux2uxEbG2sMHDjQePnllw2Px2PtExG/fe1TwHjzzTcDHqP36oHTCJiIiIiIiEiQ6BowERERERGRIFECJiIiIiIiEiRKwERERERERIJECZiIiIiIiEiQKAETEREREREJEiVgIiIiIiIiQaIETEREREREJEiUgImIiIiIiASJEjAREWkyMjMzsdlsLF682OpQREREDgolYCIiEhQ2m22vX5dffnmjbSsjI4OJEyc22vpEREQai93qAEREpGXIysry/zxt2jTGjh3LqlWr/G3h4eHk5+dbEZqIiEjQaARMRESCIjU11f8VGxuLzWar1VZt/fr1nHDCCURERNC3b1/mzp0bsK5ffvmFQYMGER4eTvv27bnlllsoLS0FYMiQIWzcuJHbbrvNP7oGsHPnTi666CLatWtHREQEvXv3ZsqUKcH7A4iIiKAETEREmqD77ruPO+64g8WLF9O1a1cuuugiPB4PAEuWLGHYsGEMHz6cP//8k2nTpjFnzhxuuukmAD7++GPatWvH+PHjycrK8o+8lZeX079/f6ZPn87SpUu55pprGDFiBPPmzbPseYqISMtjMwzDsDoIERFpWSZNmsSoUaMoKCgIaM/MzKRDhw689tprXHnllQAsX76cnj17smLFCrp168Zll11GeHg4//3vf/2PmzNnDoMHD6a0tBSXy0VGRgajRo1i1KhRe43jjDPOoHv37jz11FON/RRFRET2SNeAiYhIk9OnTx//z61btwZg+/btdOvWjQULFrB27Vreffddfx/DMPD5fGzYsIHu3bvvcZ1er5fHH3+cadOmsXXrVioqKqioqCAyMvLgPhkREZHdKAETEZEmJywszP9z9TVcPp/P//3aa6/llltuqfW4tLS0Otf59NNP8+9//5uJEyfSu3dvIiMjGTVqFJWVlY0cvYiISN2UgImIyCHliCOOYNmyZXTu3LnOPg6HA6/XG9D2008/cfbZZ3PppZcCZiK3Zs2aOkfMREREDgYV4RARkUPK3Xffzdy5c7nxxhtZvHgxa9as4fPPP+fmm2/298nIyGD27Nls3bqV3NxcADp37sx3333HL7/8wooVK7j22mvJzs626mmIiEgLpQRMREQOKX369GHWrFmsWbOG448/nsMPP5wxY8b4rxUDGD9+PJmZmXTq1Ink5GQAxowZwxFHHMGwYcMYMmQIqampnHPOORY9CxERaalUBVFERERERCRINAImIiIiIiISJErAREREREREgkQJmIiIiIiISJAoARMREREREQkSJWAiIiIiIiJBogRMREREREQkSJSAiYiIiIiIBIkSMBERERERkSBRAiYiIiIiIhIkSsBERERERESCRAmYiIiIiIhIkCgBExERERERCZL/B5G8NiNH6PCxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [theta]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [theta]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parameters to compare\n",
    "parameter_sets = [\n",
    "    {\"n\": 20, \"true_theta\": 5.0, \"sigma_prior\": 2, \"sigma_x\": 2.0, \"text\": \"many measurements, rather precise\"}, \n",
    "    {\"n\": 5, \"true_theta\": 5.0, \"sigma_prior\": 2, \"sigma_x\": 2.0, \"text\": \"few measurements, same precision\"}, \n",
    "    {\"n\": 5, \"true_theta\": 5.0, \"sigma_prior\": 10, \"sigma_x\": 2.0, \"text\": \"few measurements, same precision, flat prior\"}, \n",
    "]\n",
    "\n",
    "# Run the model with different parameter sets\n",
    "for params in parameter_sets:\n",
    "    run_bayesian_inference_normal(**params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbfc0e34-fde2-410c-8665-80bb0a7c996d",
   "metadata": {},
   "source": [
    "## Same computation using Metropolis-Hastings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d0e45914-1099-4656-bbb8-ef6e760416f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "Metropolis: [theta]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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vxpUrV7Bu3TqULl0aOp0u23ULIdC+fXucOHECJ06cQL169STzQ0JCkJycjP79+yM0NBR79+5F6dKlJWVWrlxpVq+LiwveeustLFiwADt37sSZM2dw7do1nD59Gr/88ovZfW7ff/99tmO3hk6nw4ABA3DkyBEcO3YMAwcOlMzXarX47LPPsqxHr9ejdevW2Lt3Ly5fvozdu3ejR48eVsfx5Zdf4urVq5Jpb7/9Nvbt24czZ85gypQpksFXdDodBg0aBL1en2VcFSpUwKpVq3D58mUcO3YsT5/pc+fOHbO+9d27d7fZMN8vCg8PR1xcnOl14cKFsXLlSly8eBFXrlzB4cOH8csvv6B3794oXLhwtuvfvn079u7dK5lWqVIlbNu2DZcvX8by5ctRuHDhHB93acfUgQMHUK5cOcn8AwcOQAiBzz77DOHh4diwYQO8vLwkZSwdd15eXujWrRsWL16M3bt3IzQ0FFevXsXx48cxe/ZsSR1arRbz5s3LduzpBQQEYOHChZJpEyZMwNGjRzFkyBDJ9ClTpqB+/fq5XmdupX9On1wuR7du3bJdT376HQKAX3/9FZcvX5ZMq1OnDnbs2IFz587hu+++g0KhQEpKSpZ1VahQAaNGjcLff/+NQ4cO4fLlywgPD8euXbvw/vvvS8oeOXIEx48fN72OjIxEZGQkSpQoISk3cuRI07y0P1ut01aEEAgMDMTOnTtx4cIFs9+MO3fu4Pr162jYsCEOHTqEM2fOoFWrVpIyhw4dwt27dyXTPv74Y9y/f9/0ulixYli0aBHOnz+P0NBQzJw5UzLU+e7du83uLVQoFGjYsCGmTZuGzZs34/jx47h69SpCQ0Oxdu1aNGnSRFJ+3rx50Gq1Wb5fhUKBqVOnIjw8HFu2bDH73P7+++8cfc9ll8FgQJ8+ffD8+XMAwPDhw+02gNPSpUvx9ttvm16Hh4ejTp06cHJyQqVKlSRD3NevXx8bN26EXF5wh2JQKBT4/vvvcenSJaxcudLsnrp//vkHbm5uWLp0KS5dumR2TmYwGLBq1SqzekuXLo0hQ4Zg1apVOHDgAC5evIhLly5h//79GDVqlGSb3bx5E+vWrcsyViEEWrdujcOHD+PUqVNm383x8fHYvHmz6bWHh4dkIDsAWLRokeR1TEwMDh8+bHotk8kk9xhaE1S2pG8Bk8vlZlc833rrLUmZunXrZnc1NnX58mXh6+srialOnTpmWfPgwYPNsuIbN26Y1WfpymP6Fqjc+vfffyX1V65cOcMr/gaDwazLXlYtYOPHjzd7D/v27ZOUOX78uFkZa1rAihYtKrlPYvPmzWZlatWqJXk/6Zt7AVjshpiZ9FfGXV1dc311yVJrT8eOHc3KdejQwexqy4v3u1m6etSgQYNMh49OX/7FlqPk5GTh4uIimd+0aVOzOqZPn25Wz4tXcSxdKXJzcxMxMTE53GK2FR8fb9YdzdPT0+yeIFtJ34rx5ptvZlhWq9WKpKQkybSsWsDSd8eQy+Vm93esXr3a7DOxpgUs/TE1f/58szKdO3eW1JO+G5uPj082tlaq77//XlJH+q7dudGvXz9J3elbZ1u0aJEvriD//fffZldYP/744xzVZemYTf/dLIQQe/fuNSs3ffr03L4VM/Xr15esw8vLy+yeUktD9OdkePj0vT6+/fZbszK2HobemnVml6XW19DQUNP8J0+emO0vGo1G/Pvvv6YyoaGhZnVs3brVNP/OnTtm80+ePGkWS/oeO3Xq1MnWe3n06JHZeo4fPy4pY6lH02effSYps3btWrMy4eHh2YolJ6ZOnWpaX5UqVURiYqJpnq1bwIRI7UXx+eefm73X9N8N6c8/8ztL5zCffPKJpMyL99il/c2dO1dSpmbNmpL5Xbt2zXYs6R8Tlb6rt6XfR39/f8l9nlqtVnh5eUnKjBkzRlLP1atXJcepUqkU9+7dM81P/xvbqlWrbL2PXKfeLVq0QOXKlSXTKlWqJHn9+PHj3K4mx86cOYNmzZrh4cOHpmkBAQHYtGkTVCqVpKwQwmx5a6fZ+mp8kSJFUKpUKdPriIgI1KlTByNHjsSCBQuwd+9e03uSy+VWPVj6RSdOnJC8Llu2LFq0aCGZ1qBBA7NRe6zx7rvvSq66pR/FDkgdrvXFbRYYGGhWxtJ+Exoaik8//RQNGzZEkSJF4OTkBJlMBplMZjYyWEJCgl32vQEDBphNS39FUwiBkydPZlrP559/nuPhZ0+dOoXExETJtEGDBpmVGzx4sNm0Q4cOZVr3oEGD8sXofY8ePUKrVq0ko0Q5OTlh3bp1FvcpW6hSpQqcnZ1Nr3fu3ImmTZtizJgxWLRoEQ4ePIinT58CAFQqVbZH0Up/3AUHB6NChQqSaV26dDFrmbJG7969JceUpW3Ut29fyev0x11Gx8vhw4fx0UcfoU6dOvD29oZGozEdd2PGjJGUTX+VPjd++OEHyfZ5sfXW29sbv//+e55fQV62bBnee+89ye9C27ZtMWvWrBzVl59+h3Q6ndmw2l27doWHh4dkWvrvv4wkJyfj119/RefOnVGhQgW4u7tDoVCY9qUXe30AttmX8mKd6VWvXh01atQwvfb09DRrQW/Tpo2kVTOr38SDBw+aza9fv77pfaX9TZ06VVLm7NmzZr2B7t+/j2nTpqFly5YoVaoUXF1dIZfLIZPJLD7+xJptNHz4cMnr9OeF6d+PPZw5cwaTJ08GAKjVaqxcuVLy/W5roaGhqFixIr755ptMy82fPx+BgYE4c+ZMttfx6NEjREVFZfiXJjk5OdNy6feBnOjTp4/kta1+c9Jaxt577z1UqVIFnp6eUCqVpn1669atkvLW7I+DBg2CWq02vVapVGa9RNLHUqFCBUlrafrHfaxevVpS3tK5YWZy/XAoSwdV+h3cUpenJ0+eSJ5mn10lS5bM8tlW27ZtQ/fu3ZGQkGCaFhgYiD179pg1hwOweNKTlJRk1TRPT08ros6e2bNn47333oPBYAAAnDt3DufOnZOUqVGjBj766CMMGjQoWyciL3ZbAGC2I744PSwsLFtxly1bVvLaxcXFrEz6A9XSl2L6/WbixImYNm2axROPjMTHx8Pb29vq8taw9CVjaVr6bZxerVq1chzDvXv3zKZZ+gwLFSoELy8vybFmadnsxJWcnJzle8uMj49PlkPqX79+HW3btsX169dN09zc3LBhwwa0bNkyx+vOipubG6ZNm4ZPP/3UNO3IkSM4cuSI6bVcLkeDBg3wySef4N13381W/dYcdwqFAgEBAQgNDc1W3bY47tK+a9IYjUYMGDDAqudRpbHFD3saNzc3/PXXX6hXr57Zcb9w4cJMu1/fv38fycnJOVqvUqm06tEdkyZNMp3gpenUqRNWr16d42cv5qffobi4OLPvYUvfdZ6enihUqFCmJ9TXr19HmzZtcPPmTavXn9t9KS/WaUn6YxNIPT5jY2NNr7P7mxgdHZ2jWIQQ+Pfff03fwVu2bEGPHj0k50lZyWobubm5mZ1jWfMbr9frc5UAe3l5SY6fTz/91NTNccqUKahZs2aO687Ks2fP0Lp1a8nF/urVq2PKlCkIDAxEdHQ0pk6dakqco6Ki0Lx5c1y5cgXFihWzej1jxozJ9Ps47Xvy+PHjaN68eYblli1bZtbFLruy+s1J+154UVb5wcOHD9G2bdtsJafWHLM5zVVGjhyJHTt2mF4vXrwYEyZMQHR0NI4dO2aaXqhQIUn3U2vkOgGzdHJrzVX9uXPnmv1wZUdkZCQCAgIynL9w4UIMHz5cckLRqFEjbN68OcMH2lr6YXnw4IHZtH///deqZXOra9euOHXqFObNm4edO3daXO/58+cxZMgQXLx4EfPnz7e67vQnM7a8cpr+BMJSYpjdK/y7d+82u5Jnjewka9aytK1ycjU6J/fuOUJWcWX1xZ6VrL74Q0JC0LFjRzx69Mg0zc/PD1u3bkWdOnVyvF5rjRo1CrVq1cKCBQuwb98+s5NKo9GIkJAQhISE4O7du5JkLbvy+3G3ePHibCVf9hASEmLx+Dp06JBZq/eL3nvvPYutBNbw9/eXXE1OT6fT4cMPPzS772vIkCH48ccfc/Vg1fz0O5Sd77Wsvmv79u2brUTImjqzkhfrtMTScZf++MxJq3dOpSXvjx49Qq9evbKVfAFZb6OcnhfevXs3V/vwV199JblfOa23AgCMHz8e48ePz3T5gwcPmvbvDRs2oHPnzlav+/fff5ckX2ktNWn3t1euXBkNGjRA6dKlTRdEnz9/jh9++CHLFrP8KqvfnJzs0yNHjsx2y6A1x2xO98nWrVujUqVKpvtgIyMjsXfvXoSHh0vW26tXr2z3iCm4d/9lQPz/TeYfffSRJPnq2rUr/vnnnwyTLwBmg0UAqYNVpJe+RcjDw8NidwFbqFWrFpYvX4779+/j/v37OHLkCJYuXYouXbpIyv3000+SwQOykv6KS0YnGzdu3Mh2zPbw119/SV47OTlhxowZOH36NG7evInIyEizkyF7sfSDbmn7FS1aNNN6cnOSZilJsvRZPX782KylOaurbbmJK7fWr1+PFi1aSJKvKlWq4Pjx4w5JvtIEBwdj7dq1iIuLw507d3DgwAEsXLjQrJvutGnTYDQara43fddOS/uNwWDArVu3chS3raU/7goVKoSFCxciNDTUNOBBTi6MWCssLAxjx461OO+HH37Atm3b7LbujDx79gzt2rWTfN/IZDJ8++23+Pnnn3N9/NStW9csybHmd0gmk6Fu3bq5Wnd63t7eZi15lr7/nj59mmmPllu3bpk9cDY4OBjbtm1DRESEaV+yZQtFXqzTkdL/BshkMpw7d85sQBJLfxUrVgSQ2ksobXCKNB9++CEOHz6Ma9euITIy0mwAFrIs/Xby9vY2G1zM3d0d5cuXl0xL3wX2VabVas0G1AgKCsK6desQHh5u2n/bt2/vsJhkMplZd9pFixZhzZo1kmnZ7X4IvGQJWEpKCnr16oUZM2ZIpo8ePRpr1qzJMjutXbu2WZPq2rVrJa/j4uKwb98+ybSuXbvaZUS29F3FihYtiiZNmqB///74+++/Jd1NDAaD2Yh4mWnQoIHkddqoZi86efJktrsf2kv67hatW7fGuHHjUKdOHZQpUwYBAQE4deqUQ2JZsmRJltNkMpnFhN5W6tWrZ9Z8nn6EHgD45ZdfzKa9/vrrdosrN+bOnYtu3bpJuo21aNECR48ehb+/v0NiMBgMZi0LJUuWRLNmzTB48GCzH4e4uDiLrRMZSX/c/fPPP7hz545k2rp16/L0vtkXpT/u+vTpg8GDB6NGjRoICAhAQECAXUaNA1Kv0r/33nuS/SH9ftC/f/9cdYfNrrt376Jp06aSkSydnJywatWqLK+up+nXr5/kHp3g4GDJfB8fH7NpGzdulIwYp9VqsWnTJkmZ5s2b27y7tUqlMuuS/Pfff+PZs2eSaZa+E19kqbvc7Nmz0a5dO1SqVAkBAQFQKBS4cuVKljG9eB8HYLkrpq3XmR81a9ZM8loIgR07dpiOS0t/CQkJuH37tun+9/TbyMPDA7/88gtee+01lC9fHgEBAfnmHCCvpb+3Lv0F3/RjCsTGxpp9t8fHx5tdKM3uBZvly5dDpD5CyuJfmuDg4EzL5bb7oT08evTIbITNSZMm4Z133kHVqlUREBCAQoUKmd2KY2/vv/++5Hx748aNkvu5a9WqlaNbSvIsAZs0aVKmO0dWf+m7Hz59+hStW7c2u2I7duxYDB8+HLdu3cr0hkUg9QBL353o8OHDGDZsGMLCwnDs2DG88847kuZ6pVKJkSNHmr2/rA5Wa9SsWRPNmjXDN998g+3btyMsLAw3btzAqVOn8Omnn0qa1wFkeV/Ni9LfPAmkDmH+559/IiIiAhs2bMj2/S325OvrK3n9zz//YMWKFbh8+bJpaOoFCxY4JJYtW7Zg4MCBOHbsGEJCQjBo0CBs2bJFUib9DdW2ptFozK64HDlyBO+88w7279+Pc+fOYdq0aZg4caKkTLly5dC6detcrTurL/as/ix98X/yyScYNWqUpDWpZcuWWLhwIZ48eWLx2E1/f09UVJTZcffisL/WSEpKQsmSJU2DKOzZswcXL17E9evXcfToUYwYMcJsmewMgJP+hmS9Xo9WrVph06ZNuHz5Mn777Td89NFH2YrZntIfd2vXrsX69etx5coV7N+/H127djW7IdpWRo0ahUuXLplely1bFqGhoZJWnocPH+L999+32AUlbdj9nPxZapkMDw9Hw4YNceHCBdM0JycnLFmyBPXr17e4j+Y0ORw9erTk9c2bN9GzZ0+cPXsWZ86cQc+ePc1aSdMvA6QOOPXi8ZCTx0n07t1b8vrJkydo2bIldu7cifPnz2PmzJmYMGFCpnWk34+A1HOA48eP49KlS/j999/RvHnzDJOpzOrasGEDDh8+jMjISERFRZlaz225zvyoVKlS6NChg2Ta//73PwwaNAh79+7FlStXEB4eju3bt+Prr79GvXr1UK1aNckjPdJvo2fPnuGLL75AWFgYzp07hxkzZuToyn5OBQQE5Oq3Jf3+vX379kxbAtNfEGvQoIFpXnZ/J9NfcBVCoEOHDtiyZQsuX76Mffv2oVOnTmYX1+x5obagKVSokFmL+6xZs3DgwAFcvnwZ69evR/PmzXN8/2NOubm5SY4DvV4v+c2xdhAiM5mOkWiBNUPAWvMQYFvL6cNh0zMYDKJ58+ZWL5/RELjpy+Xk4bPe3t5Wx1GmTBnJcMzWfAYDBw7Msl5nZ2fJa2uGoU//Xi0NCZr+gcCWPr8XH7adfoh5S3/FihXLtI6csBRX+uHf0/+pVCpx7tw5ST2WhnDNSlbbNTY2VlSoUMHqfUSlUpk9WNyaz8YRcnLsWvNQ6ey+l+fPn2crhvTHg60exJz+uLNmGPrsHlNCZL1fph9i3trjLrfWr18vqU8ul4sjR44IIVIfK5J++3z//fe5XmdWLA21nd39Q4is95GMymX2l37/SGOLIdsTExOteuC7QqHIdF3ph3u3tHz6x8VYel+jR4+2elvYap3ZlX54c0t1WvPZpI/X0m9r0aJFs7VPvrieu3fvmj1A25rjO30c1pxv5JffmhdlZxj6rLZBUlJStn6PAYjChQtLHj2Qn1lzDmPNfpDV91/6Ieat2SfT12HtvmbNcZrmxo0bQi6Xm9Xr5OQk4uLirNiC5l6qLoi2IJfLsWXLFrz11luZllMoFJg4cWKePqA2TeHChfHnn39mezjm+fPnZzqiXL9+/cxGdXlxeHlHeuedd8wenP2iGjVqOKwF7I8//sjwXkKlUonly5c75L6CwoULY9++fWjUqFGWZX18fLB58+ZcDZ5BUv7+/vj111+ztYxMJsOff/6JoKCgDMt8+eWXZve75dVxN3z4cLOuTi9q1aoVvvrqK5uu8+7du/jggw8k08aOHWt6IGzFihXx3XffSeZ//vnnDu+WYm+LFy+26srqwIEDsXjxYrvF4ezsjE2bNmU4OI9MJsN3332X5aiRS5cuhbu7u8V5CoUCP//8M6pUqZJlPMOHDzcbBt/e68yvAgICcPDgQat/bxQKheQe4BIlSmDOnDkZ3kJRuHBhycNpKWNOTk7Yvn272WOZMlKiRAls377drj1lCqL58+dnep/6//73v1z34smJsmXLWrz37O233zYb6dFaTMAscHV1xdatW7F161Z0794dpUuXhpOTE9zc3FCpUiUMHToUoaGh+Prrry0ub+np7jkZHvjgwYP4+eef0atXL9SuXRslS5aERqOBWq1G0aJF0axZM0ybNg1Xr15Fw4YNs12/i4sLdu3ahR9//BG1a9eGi4sLPD090bRpU6xcuRLLli1DZGSkZJm8+rJIO3FdtGgR6tWrBxcXF7i6uqJatWqYMmUKjh8/nuODILtq1aqF8PBwjBgxAmXKlIFarYavry+6deuGU6dOoWfPng6JA0jthnLkyBFs3LgR7733HsqUKQMXFxeoVCoULVoUrVq1wuzZs3Hjxg3J8yxeRrY47lxdXXHy5EnMmTMHXbt2RVBQEIoVKwaVSgWNRoMSJUqgdevWmDdvHi5evGj2DC9r+Pr64vjx45g6dSqqVKkCjUaDwoULo02bNti5cycmT55sdp9AXh13Go0Gu3fvxowZM1C9enVoNBq4u7ujbt26mD9/Pnbu3GnT5NBoNKJ3796SAYWCgoLMvmuHDRuGNm3amF5rtdpsD6Wd3ymVSixevBhHjhxB//79UbZsWbi4uMDFxQXlypVD//79ceTIESxevDjDIe/THxM5Haa+UqVKuHDhAj799FOULVsWarUaPj4+aN++Pfbv35/hQCkvqlevHs6ePYv3338fxYsXN31Hvf322zh8+LDF5xhaknbfYc+ePVGiRAmze2/ssc78rGLFijh9+jTWr1+Pnj17onz58nBzc4NCoYCXlxeCgoLQu3dvLF68GPfu3TN7NuRHH32EvXv3om3btvDy8oJarYa/vz+GDBmC8+fP23xgl5dZ+fLlceHCBaxcuRLdunVDYGCg6bNwcXFBQEAA2rdvj4ULF+LKlStmXSApdSTXc+fOYfjw4fD394dKpYKPjw9at26Nbdu2YcqUKXkW28cff2w2LcfdDwHIhLDDmKuvuAMHDkhaGpo1a4b9+/fbZaAOe7p+/TqqV68uuddmwYIFGDp0aB5G5VjpP0sg60cgUN5Yvnw5+vfvb3rdt2/fPB9CPSeOHDmCpk2bSqZt27YN7dq1y6OIqCCKioqSDOldsWJFnDt3zq4PoiUielnduXNHMrJlQEAAbt68meNze7aA2cGuXbtM/3d3d8fy5cvzZfIVFhaGzp07Y926dZIHQur1euzfvx+dO3eWJF/u7u6ZPneHKC+9eNyVLFkS8+bNy8NoMrZjxw706dMHO3bskIwml5KSgk2bNqFHjx6S8qVLl7brw6fp5fTi8aBQKLBixQomX0REOZCUlGQ20u3gwYNzdW6f6wcxk7kXf/hmzZqVb1tLDAYDNm3aZBrO2MvLC05OToiLizMbChQA5syZw/7KlC8ZjUbJ0OBLlixx6INNsyMlJQV//PEH/vjjD8hkMhQqVAgqlQqxsbHQ6/WSskqlEosWLcqze8Co4Hrxd2j8+PHs7kRElE3BwcG4desW/v33X8mIqb6+vrnuDcYEzMYePHiA0NBQAEDbtm0LVB/zjB6k6enpiXnz5uH99993bEA2dOPGDYv3CGXE09MzywcWU/5x5swZ0/DTQ4YMyZObdHNCCJHhA9SLFSuGJUuWSO51Kmiy+xBXHx+fDAe4Ievp9XrTcONBQUE2HyjlVfD06VPExMRka5ly5cplek8aERUsUVFRZo/8UCqVWLZsmdWDAWWE94C9whITE7FmzRocOHAA586dw4MHDxAbGwu1Wg1vb28EBQXhjTfeQO/evVG4cOG8DjdXAgICzA6izLz//vtYvnw57wEjm4uNjcXatWtx4MABhIWF4eHDh3j8+DGcnZ3h6+uLmjVr4q233kL37t2z9Yyx/Ci73TO++uqrfDGyLFH6e0qtwd8GopdL2rmjTCZD8eLFUb9+ffzvf/9D7dq1c103W8BeYS4uLujXr1++fCJ6fpH20GEiW/H29saQIUMwZMiQvA6FiIiIMhAVFWW3utkCRkRERERE5CAcBZGIiIiIiMhBmIARERERERE5CBMwIiIiIiIiB2ECRkRElE8dOHAAMplM8mfPG8PJMaKiosw+1wMHDuR1WETkIBwFkYiIcu3JkyeYO3euZFq/fv04LLcFc+fOlTx3MTg4GMHBwXkWDxERORYTMCIiyrUnT55g8uTJkmnBwcFMwCyYO3eu2XMJmYAREb06mIAREREROVDJkiURGRkpmebn55dH0RCRozEBIyIiInIgpVLJ1mGiVxgH4SByoICAAMlN15MmTUJSUhImT56MypUrw9nZGSVLlsSAAQMkV0dv3bqFjz76CKVLl4ZGo4G/vz8++ugjxMTEZLq+5ORkLF68GB07dkSpUqXg7OwMNzc3BAYGYuDAgTh58mSGy0ZFRWH+/Pno378/6tWrh4CAAHh4eEClUqFw4cKoXbs2hg4dilOnTmUaw759+9CnTx9UqlQJ7u7uUKlU8PHxQeXKldG+fXtMnjwZu3btMlsu/Q3qy5cvNyvTr18/SRlL3bgs1fPs2TN88cUXqFKlClxcXCwObJCbbZdRXL/99hsaN24Md3d3eHt7o23btjh06JBpucTEREydOhVVqlSBs7MzfH190blzZ5w5cybTbQwAO3fuRJ8+fVChQgW4u7vDyckJpUqVwjvvvIO1a9dCCGFxueXLl5ttIwC4evUqBg4caNrn/Pz80KNHD1y+fFmyfNogEWXKlDGru3nz5pl+PqdPn8bgwYNRvXp1eHh4QKlUonDhwggMDETr1q3xxRdfYOPGjdDr9Vm+/5zI6HNas2YNWrZsCW9vb9NxCgB6vR4rV67E6NGj0bJlS1SsWBG+vr5QqVRwd3dH2bJl8fbbb+O3336DVqs1W1/aetJ3P5w8ebLFzyAzjx49wtixY1GhQgU4OTnBx8cHHTt2xIkTJ7Jc1tb7yunTp/Hee++hePHiUCqV2epOmdEgI9HR0Rg+fDjKli0LJycn+Pn5oXv37rhw4YLNY4uKisKECRPQoEED+Pj4QK1Ww9vbG40bN8aUKVMQGxub5fu4f/8+pk2bhhYtWsDPzw8ajQaenp4IDAxEt27dsGjRIsl+bO0gHLk9Rp49e4a5c+eiTZs2KFasGDQaDTw8PFCtWjUMHz7c7HgmIgcRROQw/v7+AoDpb+jQoaJq1aqSaWl/3t7e4sKFC+LQoUOiUKFCFsuUKlVK3Lt3z+K6QkJCzNZn6W/IkCFCq9WaLT9nzpwsl037+/TTTy3GMHr0aKuW12g0ZsumL7Ns2TKzMu+//76kTLNmzbKsZ8qUKaJMmTJm0yMjI2227dLH1bRpU9GjRw+LdSgUCvH777+L+/fvZ7gvaDQasXfvXovb+N69eyI4ODjLWF977TURExNjtvyyZcvMyv7xxx9CrVZbrMfDw0OEhoaalt+/f7/V+8mLn8/8+fOFTCazajlLcduCpf1n0KBBZuv/6quvhBBCPH782Or3Wr16dREdHS1Zn7XLAv/9NFvavqtXrxY+Pj4Wl1Or1WLXrl0W36899pXly5cLhUKR5XGYEUvv7/fffxeenp4WY1MqlWLVqlU2ic1oNIqpU6cKpVKZ6fbw8vISW7ZsyfA9zJkzR2g0miy36+PHj03LREZGms3fv3+/pN7cHiNbtmwR3t7emS4nl8vF119/bfXnRUS2wQSMyIHSn9Rn9eNavXr1DE+00v769u1rtp6zZ88KV1dXq0/2BgwYYFZHdhIwAGLx4sWS5U+dOmX1so5MwDI62UpLwGyx7dLHldXn7O7uLurWrZtpmYCAAGEwGCTrefLkiahcubLVsQYFBYn4+HhJHZZOXLOK97XXXjMtn5MELCYmRqhUKquXc1QCltG+kZMELP12EsJ2CVhW287f31/o9XrJuu21r1jaZrlNwLJ6f2q1Wpw/fz7XsU2YMMHq7aFUKsU///xjFv/kyZOtriM7CVhuj5Ht27ebJZ+Z/TEJI3IsdkEkykNCCDRs2BAHDx7EuXPn0L59e8n8sLAwPHr0CO3bt8fJkydx7Ngx1KhRQ1Jm7dq10Ol0kjoHDhyIhIQE07SKFSti5cqVCA8Px+nTpzFhwgRJN6elS5fin3/+kdSrVqvRokULzJ49G9u2bcPJkydx7do1nD17Fr/99huqVq0qKT9z5kzJ6xe71gFA7dq1sWvXLly5cgUXL17E7t27MXPmTLRr1w5OTk7Z2Gq5o9fr4efnh19//RURERE4deoUvv/+e7i5udls26UnhICfnx/Wrl2Lixcv4osvvpDMf/78OU6fPo2KFSti165dOH/+PHr16iUpExUVhWPHjkmmffXVV4iIiDC9dnd3x+zZs3H27FmEh4fjl19+QaFChUzzL1y4gBkzZmS5jYQQ+OSTT3D+/Hns27fP7LM+cuQI7ty5AwBo2LAhIiMjcfjwYbN6/vrrL0RGRpr+Vq1aBQA4duyYZJ8NCAjAxo0bERERgYiICOzfvx/z589Hly5d4ObmlmW8tpLWjevjjz/GiRMncPHiRaxduxb169c3lalQoQJGjRqFv//+G4cOHcLly5cRHh6OXbt24f3335fUd+TIERw/ftz0Om07lChRQlJu5MiRku2UfnCG9HQ6HXr27IlTp07h6NGjaNasmWT+rVu3HLav6PV6tG7dGnv37sXly5exe/du9OjRI8vlsnp/AwYMwJEjR3Ds2DEMHDhQMl+r1eKzzz7LVWznzp3Dt99+Kynfs2dP7N+/H5cvX8auXbvQtGlTSV0ffPCBZL+9cOGC2cifKpUK48ePx7Fjx3D16lUcOnQIX375ZbYH2MjNMZKUlISBAwfCYDCYpjVo0AAbNmxAREQEQkJC8MEHH0iWmTx5Mq5evZqtGIkoF/I0/SN6xaRvAVOr1eLff/81zb9w4YLZlcmiRYuK5ORkU5mNGzealQkPDzfNP3z4sNnV5Lt375rF0rt3b0m5Ll26ZOu9nD592iyO+/fvm+bPmDFDMu/bb7/NsK5nz56ZTUtft61awORyudnV8zS22nbp4wIgNm7caJpvNBotdg16sWtfXFyckMvlkvk//vijaX5ycrJZS93atWvNYl28eLGkjI+PjzAajab5lloO3nvvPUkdllozt27dKiljTZeqNKtXr5aUGzJkiMVyQgiRmJgodDpdhvNzw9LnNGbMmFzVWa1atSz3+/TfA2ktbJZYaiFq1KiR5DN88OCBWRlH7SsNGjQwa23LDkvvr2PHjmblOnToICkjk8nEgwcPchzbwIEDJWXfeustszLx8fHCyclJUu7FroiWuqtu2rTJ4vqeP38uiSWr4yU3x8jvv/8uWdbX11ckJCSYLffaa69Jyo0ePTrDdRCRbXEURKI81KZNGxQpUsT02tJABt27d4dGozG9DgwMNCvz+PFj0/8PHjwomafT6VCyZMksY0nfYgUAN27cwNKlS3Ho0CFcv34dT548QXJycoZ13L17F0WLFgUA1KlTRzLvyy+/xLFjxxAUFITAwEBUrlwZQUFBUKvVcHd3zzI+W+nUqROCgoIszrPltntRoUKFJK2bMpkMAQEBkpv7g4KCJK2bhQoVgo+PDx48eGCa9uLnfPr0aUlLHQB069Yty1gfPXqEiIgIVKlSJcMyw4cPl7yuVKmSWZkXY8mu2rVrQyaTmQZ7WLRoEW7evIlatWohMDAQlSpVQs2aNeHi4gJnZ+ccrye7VCpVli0rycnJ+P3337Ft2zZcvHgR9+/fR2JiIoxGo8Xyd+/etXmcw4YNk7TC+vr6wtvbW7I/OWpf+fzzz6FQKLITfpYGDBhgNm3gwIHYsmWL6bUQAidPnsRbb72Vo9jSH+vbtm2zavCTQ4cOmY7l/fv3S+Y1aNAAHTt2tLhcdltyc3OMpH9vDx8+hKura5brzOp7jIhshwkYUR4qW7as5LWLi4tZmfRJmaUT0hdHwIqOjs5RLI8ePYJer4dSmfq1sGjRIgwbNixbI9DFx8eb/t+yZUt06tQJmzZtApDabWjz5s3YvHmzqYyTkxPefPNNfPHFF6hbt26O4s6uWrVqZTjPVtsuvdKlS5udCKb/rC0l3+k/a1t8zgAQExOT6Ul1+oQrq30uu8qXL48RI0Zg/vz5AACj0Yjdu3dj9+7dpjIqlQrNmjXD+PHj0apVqxyvKztKlSoFb2/vDOdfv34dbdq0wc2bN62u88VjwlYsJcR5ta9kdjzllKVjwdK0+/fvZ1qPPY71F0eevXfvnmRe+otOuZGbY8QW742I7Iv3gBHlIS8vL8lrudz8kExfxl6EEKbWrUuXLmHo0KHZPslOu1qbZv369Vi2bBmCg4MlrXhpkpOTsXHjRjRp0gQhISGZ1v3i/QxpHj16lK34AKB48eLZXiYrL247Syx9huk/a0d9zkDqPSKZSZ+E2LqFAwDmzZuHDRs2oF27dhZbB3Q6Hfbu3YvWrVtj3bp1Nl+/JVntG3379s1W8gWYHxO2YClJtMdnBGS9r9jjeLLUEmVpO2bVYmWP2LLaHrbk6GPEke+N6FXHFjCil0z6kw5PT0+cPXvWYnKXXlo3lbVr10oSHrlcjvHjx6NTp07w8fGBQqHAjRs3smyZkMvl6NevH/r16we9Xo/IyEjcuHED4eHhWLRoEa5duwYgtXXsu+++w4YNG0zLKhQKSQyJiYlm9efkpvHMTlRtse0cxdLJ5bZt2zJtrUiT1k00r3Xu3BmdO3eG0WjErVu3cOPGDURERGDFihWmZ58JITB16lR06dLF7vFktm/cunXL7CJBcHAwxo4da3pWFQC8/fbbCA0NtWeY2WbPfcUeid/NmzdRvXp1ybT0z+kDchdb8eLFcePGDdPr/v3748svv8wytheP8+LFi+P69eum19Y8ry+7cnKMpP+8K1eujO3bt2e5Lnsl8URkjgkY0Usm/YNGnz59ihMnTmQ6Mtnx48eh0WgQEBAAwLwLS7Vq1fDNN99Ipv3999+ZxvHkyRNoNBpT1yilUokKFSqgQoUKePPNN1G+fHm8/fbbpvIvjtAGpLYIvXhPS/r5e/bsMSVwtmKLbeco9erVg4uLiyQx3bRpE9q1a5fhMrdu3cKlS5fsEqtarTabltEV9cTEROh0Onh6egJITdTLlCmDMmXKoFWrVmjatKmk+1j6zz4vWOrWNXv2bEmcd+7cwZUrV7KsK/22snfLQ37bV7KyZMkSdOrUyWzai2QyGerVq5fjdQQHB0sSsN27d2PGjBnw9fW1WD45ORmrVq1Cv379TNOaN28uScBOnDiBrVu3mo1mC6R2RXVycsqwm3J6uTlGgoODJdvr8uXLuHfvHho3bmxxXUII7N27F+XKlbMqNiLKPSZgRC+ZJk2aoEaNGjh//rxp2oABA3DmzBl06NABxYsXR1JSEm7evIkTJ05g8+bNuHTpEpYtW2b6QU9/EnLp0iXMnTsXrVu3Rnx8PDZu3Ijvv/8+0ziOHDmC3r1746233kJwcDAqVaoEX19fyOVy3LhxA9OnT5eUT9/FJigoSHKT++LFi1G1alW0aNECoaGhGDVqVI62T2Zsse0cRaPRYODAgfjhhx9M0xYtWoTY2FgMGDBAkkyfO3cO27Ztw5EjR9CnTx+0bdvW5vEULlwYcrlcMhjFwoULUbx4cdNJpI+PD9zc3HDz5k3Ur18fb775Jlq0aIGqVavCz88PSqUSd+/exXfffSepO/2+sXz5cvTv318yzR5d/V5k6cR80qRJmDBhAjw8PHDmzBlMnjzZqmTK19dXcvFgw4YNaN++PUqWLAmZTAY3Nzf4+PjYLPb8tq9kZcuWLRg4cCAGDhwImUyGpUuXSgbgAMwHMMqujz76CEuXLjXtN9HR0WjSpAnGjh2L2rVrw8PDA3Fxcbh48SIOHDiALVu24MmTJ5IEbNiwYViyZIlkn+/SpQtGjx6NTp06wdvbGw8ePMDBgwfx008/ISwszOquxrk5Rt555x2MHTvWdI+cEAJvvfUWRo0ahZYtW6JIkSKIj4/HtWvXEBISgo0bNyIqKgr79+83uy+ZiOwkL4ZeJHpVWTP8NNINTZx++HVrhvs+ffp0th4mnH491jxEuVixYpnGsWXLlmytP/22+PXXX7NcJv0Dg60Zht7ScPa23HZCWDc8frNmzSRl3n//fbMyWe0vcXFxolKlStmKNf16LA3fbYk127FOnTpWbaewsDCHxJwVaz6nF6UfYj79n0KhEL6+vll+rqNHj7b6/Voapj3toeEvyk/7SnZYen8uLi6ZxqVSqcS5c+dyHdv48eOztT0s1fnll19avWx2HsSc22Nky5Yt2XoQc/r1E5F9cRAOopdQnTp1sHfvXosjh1mi0WgkV/jr1q2L8ePHZ1i+dOnSWLlyZa7jTNOiRQuz9fXv3x/NmzfPcJlOnTrh3XfftVkMaXK77RypUKFC+Oeff9CiRQurystkMquG1c+pzz//3OZ11qhRw+wh33ll6dKlGT4yQaFQ4Oeff7bqvqrhw4fDw8PD1uFlKr/tK5n5448/MmwBVCqVWL58OWrWrJnr9UyfPh1Tp061ulugpe0xefJkzJw502IXXEexdIy0b98eGzdutLol1d3d3aEDARG96tgFkegl1bBhQ0RERGD16tXYtGkTzpw5g4cPH0Kr1cLDwwNlypRBzZo10aJFC7z11lumbmJpvv32W9StWxc//PADzp07B51Oh1KlSqFz586YMGECnj59mun6W7Vqhb179+LIkSMICQnB7du38fDhQzx+/BgajQbFixdHrVq18O6776JLly5mI5opFAps374dM2fOxF9//YWbN2/CyckJNWvWxKBBg9CrVy9JdyBbyu22c6RixYph37592Lt3L/78808cP34c0dHRSEhIgKurK0qUKIFq1arh9ddfR4cOHeDv72+3WN555x1s374dc+fOxZkzZ/D48WOLz8eqVKkSDh8+jKNHj+LYsWO4efMmHjx4gLi4OKhUKhQpUgQ1atRA586d0bt3b6hUKsnyOp1O8tpRyUy9evVw9uxZTJ06FXv27MHDhw9RuHBhNG7cGGPHjkWjRo2sujAREBCA48ePY+rUqTh48CAePHhg9p7sIT/tK5mpVasWwsPDMW3aNGzduhXR0dHw9PREcHAwPv/8c5skX0BqkvnFF1+gT58+WLx4Mfbv348rV67gyZMnUCgU8PHxQcWKFdGgQQO0adMGr732msV6xowZg549e2LJkiXYt28fIiIiTPfAFi1aFDVq1MAbb7yRrWeB5fYYAVKTsJs3b+K3337Djh07EBoaitjYWBgMBnh5eaFcuXKoU6cOWrZsiTfffNOhz9wjetXJhLBzx3kiIiIb6tevH1asWGF6vXTpUrN7wqhgOHDggFlLd2RkZJ4M/kFE5CjsgkhERAXKiw+jbd++PZMvIiIqUJiAERFRgXHhwgXExMQASH0g8a+//prHEREREWUPEzAiIiowdu3aZfr/ggUL4Ofnl4fREBERZR/vASMiIqI8wXvAiOhVxASMiIiIiIjIQdgFkYiIiIiIyEGYgBERERERETkIEzAiIiIiIiIHYQJGRERERETkIMq8DsBeDAYDdDpdXodBRA6mUqmgUCjyOgwiIiIii166BEwIgfv37+PJkyd5HQoR5REvLy/4+flBJpPldShEREREEi9dApaWfBUpUgQuLi48ASN6hQghkJiYiAcPHgAAihUrlscREREREUm9VAmYwWAwJV/e3t55HQ4R5QFnZ2cAwIMHD1CkSBF2RyQiIqJ85aUahCPtni8XF5c8joSI8lLadwDvAyUiIqL85qVKwNKw2yHRq43fAURERJRfvZQJmE3ExACTJqX+S0REREREZANMwDISEwNMnpzvErCAgADMnTs3r8OwmQMHDkAmk3HUSiIiIiJ6JTABy0fu3LmDgQMHonjx4lCr1fD398fIkSMRGxub16HZRHBwMD755BPJtMaNGyMmJgaenp55ExQRERERkQMxAcsnbt68ibp16+Lq1av466+/cP36dSxcuBD79u1Do0aNEBcXlydxGQwGGI1Gu9WvVqv5vCYiIiIiemUwAcsnhg0bBrVajd27d6NZs2YoXbo02rZti7179yI6OhpffPGFqezz58/Rs2dPuLm5oXjx4vjhhx8kdU2aNAmlS5eGRqNB8eLF8fHHH5vmabVajBs3DiVKlICrqysaNGiAAwcOmOYvX74cXl5e2Lp1K6pUqQKNRoNff/0VTk5OZt0EP/74YzRr1gwAEBsbix49eqBkyZJwcXFB9erV8ddff5nK9uvXDwcPHsS8efMgk8kgk8kQFRVlsQviunXrULVqVWg0GgQEBGDWrFmS9QYEBOCbb77BgAED4O7ujtKlS2PRokWS9zh8+HAUK1YMTk5OCAgIwPTp07P9mRARERER2RoTsHwgLi4Ou3btwtChQ03PMErj5+eHXr16YfXq1RBCAABmzpyJoKAgnD17FhMmTMCoUaOwZ88eAMDff/+NOXPm4JdffsG1a9ewceNGVK9e3VRf//79cfToUaxatQoXLlxAt27d8Oabb+LatWumMomJiZg+fToWL16Mixcvonfv3vDy8sK6detMZQwGA9asWYNevXoBAJKTk1GnTh1s3boV4eHh+PDDD9GnTx+cOHECADBv3jw0atQIgwYNQkxMDGJiYlCqVCmzbXHmzBm8++67eO+99xAWFoZJkyZh4sSJWL58uaTcrFmzULduXZw7dw5Dhw7FRx99hMuXLwMA5s+fj82bN2PNmjW4cuUK/vjjDwQEBOTw0yEiIiIisp2X6kHMBdW1a9cghEDlypUtzq9cuTIeP36Mhw8fAgCaNGmCzz77DAAQGBiIo0ePYs6cOXjjjTdw+/Zt+Pn5oVWrVlCpVChdujTq168PALhx4wb++usv3L17F8WLFwcAjBkzBjt37sSyZcvwzTffAEh9dtJPP/2EGjVqmGLo3r07/vzzTwwcOBAAsG/fPjx+/BjdunUDAJQoUQJjxowxlR8xYgR27tyJtWvXokGDBvD09IRarYaLiwv8/Pwy3BazZ89Gy5YtMXHiRNP7u3TpEmbOnIl+/fqZyrVr1w5Dhw4FAIwfPx5z5szBgQMHUKlSJdy+fRsVKlTAa6+9BplMBn9/fys/CSIiIiIi+2ILWAGQ1vKVdp9Uo0aNJPMbNWqEiIgIAEC3bt2QlJSEsmXLYtCgQdiwYQP0ej0A4OzZsxBCIDAwEG5ubqa/gwcP4saNG6b61Go1goKCJOvo1asXDhw4gHv37gEAVq5ciXbt2qFQoUIAUlvEpk2bhqCgIHh7e8PNzQ27d+/G7du3s/VeIyIi0KRJE8m0Jk2a4Nq1azAYDKZpL8Ynk8ng5+eHBw8eAEjt7hgaGoqKFSvi448/xu7du7MVAxERERGRvTABywfKly8PmUyGS5cuWZx/+fJlFCpUCD4+PhnWkZaclSpVCleuXMGCBQvg7OyMoUOH4vXXX4dOp4PRaIRCocCZM2cQGhpq+ouIiMC8efNMdTk7O5sNilG/fn2UK1cOq1atQlJSEjZs2IDevXub5s+aNQtz5szBuHHj8M8//yA0NBRt2rSBVqvN1rYQQpitOy0BfZFKpTJ7/2mDhdSuXRuRkZGYMmUKkpKS8O6776Jr167ZioOI8s7a03fw18nsXbwhIiIqKNgFMR/w9vbGG2+8gZ9++gmjRo2S3Ad2//59rFy5En379jUlJsePH5csf/z4cVSqVMn02tnZGR07dkTHjh0xbNgwVKpUCWFhYahVqxYMBgMePHiApk2bZjvOnj17YuXKlShZsiTkcjneeust07zDhw+jU6dOpqTMaDTi2rVrkm6VarVa0oplSZUqVXDkyBHJtGPHjiEwMBAKhcLqWD08PNC9e3d0794dXbt2xZtvvom4uDgULlzY6jqIyPHuPUnC2L8vAABaViqCIh5OeRwRERGRbbEFLJ/48ccfkZKSgjZt2uDQoUO4c+cOdu7ciTfeeAMlSpTAtGnTTGWPHj2K7777DlevXsWCBQuwdu1ajBw5EkDqKIZLlixBeHg4bt68id9//x3Ozs7w9/dHYGAgevXqhb59+2L9+vWIjIzEqVOnMGPGDGzfvj3LGHv16oWzZ89i2rRp6Nq1K5yc/jsxKl++PPbs2YNjx44hIiICgwcPxv379yXLBwQE4MSJE4iKisKjR48sDm8/evRo7Nu3D1OmTMHVq1exYsUK/Pjjj5L7y7IyZ84crFq1CpcvX8bVq1exdu1a+Pn5wcvLy+o6iChv3I5LNP3/zuPETEoSEREVTEzA8okKFSrg9OnTKFeuHLp3745y5crhww8/RPPmzRESEiJpuRk9ejTOnDmDWrVqYcqUKZg1axbatGkDAPDy8sKvv/6KJk2aICgoCPv27cOWLVvg7e0NAFi2bBn69u2L0aNHo2LFiujYsSNOnDhhcURCSzHWq1cPFy5cMI1+mGbixImoXbs22rRpg+DgYPj5+aFz586SMmPGjIFCoUCVKlXg6+tr8f6w2rVrY82aNVi1ahWqVauGL7/8El9//bVkAI6suLm5YcaMGahbty7q1auHqKgobN++HXI5d3ei/C4hRW/6//NkfSYliYiICiaZsHSDTQGVnJyMyMhIlClTRtI6kyNnzwJ16gBnzgC1a9smQCJyCJt+F5BD7QyPwZA/zgIAfuxZC+2DiudxRERERLbFJgEiIso3UvT/dU2OZwsYERG9hJiAZaRYMeCrr1L/JSIih9AZ/uuUEZ/CBIyIiF4+HAUxI8WKAZMm5XUURESvFO2LLWBMwIiI6CXEFjAiIso3dIb/ErAXkzEiIqKXBRMwIiLKN15MulKYgBER0UuICRgREeUbWraAERHRS44JGBER5RvSFjBDHkZCRERkH0zAiIgoXxBC4GD070iSnwHAFjAiIno5MQEjIqJ84UT0CWy6NRXJ8jAAvAeMiIheTkzAiIgoXzhzL7XlSyePBsAEjIiIXk5MwAqw4OBgfPLJJ3kaw6RJk1CzZk2b13vgwAHIZDI8efIEALB8+XJ4eXnZfD2W1mVPsbGxKFKkCKKiouy+LntLv//Vq1cP69evz7uAqMAbVn8YhlbajUK6fgDYBZGIiF5OTMDygX79+kEmk0Emk0GlUqFs2bIYM2YMEhISMl1u/fr1mDJlis3jiYqKMsUjk8ng7u6OqlWrYtiwYbh27Zqk7JgxY7Bv3z6r6s1Osta4cWPExMTA09Mzu+FnylLSaq91WTJ9+nR06NABAQEBAP7b1kWKFMHz588lZWvWrIlJBehh4BMnTsRnn30Go5EnzZRzTrIikAsXJMpP4HbC8bwOh4iIyOaYgOUTb775JmJiYnDz5k1MnToVP/30E8aMGWOxrE6nAwAULlwY7u7uOV6nwWDI9GR57969iImJwfnz5/HNN98gIiICNWrUkCRcbm5u8Pb2znEMluh0OqjVavj5+UEmk9m0bkscta6kpCQsWbIEH3zwgdm858+f4/vvv7fp+rL6fG3trbfewtOnT7Fr1y6HrZNePjqDEUmK03iomYKIhN/zOhwiIiKbeyUSsISEjP+Sk60vm5RkXdmc0Gg08PPzQ6lSpdCzZ0/06tULGzduBPBfy9HSpUtRtmxZaDQaCCHMWnMeP36Mvn37olChQnBxcUHbtm0lLVZp3fi2bt2KKlWqQKPR4NatWxnG5O3tDT8/P5QtWxadOnXC3r170aBBAwwcOBAGg0ESW5oDBw6gfv36cHV1hZeXF5o0aYJbt25h+fLlmDx5Ms6fP29qWVu+fDkAQCaTYeHChejUqRNcXV0xderUDLsFbty4EYGBgXBycsIbb7yBO3fumOb169cPnTt3lpT/5JNPEBwcbJp/8OBBzJs3zxRDVFSUxXWtW7cOVatWhUajQUBAAGbNmiWpNyAgAN988w0GDBgAd3d3lC5dGosWLcpwWwLAjh07oFQq0ahRI7N5I0aMwOzZs/HgwYMMl8/p5xsQEICpU6eib9++cHNzg7+/PzZt2oSHDx+iU6dOcHNzQ/Xq1XH69GlTXbGxsejRowdKliwJFxcXVK9eHX/99Vem70+hUKBdu3ZZliOyZNvVbRi8ZTCuPzsCldEfKmNZuMj88zosIiIim3slEjA3t4z/unSRli1SJOOybdtKywYEWC5nC87OzqaWLgC4fv061qxZg3Xr1iE0NNTiMv369cPp06exefNmhISEQAiBdu3aSepJTEzE9OnTsXjxYly8eBFFihSxOia5XI6RI0fi1q1bOHPmjNl8vV6Pzp07o1mzZrhw4QJCQkLw4YcfQiaToXv37hg9ejSqVq2KmJgYxMTEoHv37qZlv/rqK3Tq1AlhYWEYMGCAxfUnJiZi2rRpWLFiBY4ePYpnz57hvffeszr+efPmoVGjRhg0aJAphlKlSpmVO3PmDN5991289957CAsLw6RJkzBx4kRTwphm1qxZqFu3Ls6dO4ehQ4fio48+wuXLlzNc/6FDh1C3bl2L83r06IHy5cvj66+/znD53Hy+c+bMQZMmTXDu3Dm89dZb6NOnD/r27YvevXvj7NmzKF++PPr27QshBAAgOTkZderUwdatWxEeHo4PP/wQffr0wYkTJzKMDwDq16+Pw4cPZ1qGyJId13dg0dlFuJN4AhoRiOIp81FWNSKvwyIiIrI5ZV4HQOZOnjyJP//8Ey1btjRN02q1+P333+Hr62txmWvXrmHz5s04evQoGjduDABYuXIlSpUqhY0bN6Jbt24AUrv3/fTTT6hRo0aOYqtUqRKA1HuX6tevL5n37NkzPH36FO3bt0e5cuUAAJUrVzbNd3Nzg1KphJ+fn1m9PXv2lCRekZGRZmV0Oh1+/PFHNGjQAACwYsUKVK5cGSdPnjSLxRJPT0+o1Wq4uLhYjCHN7Nmz0bJlS0ycOBEAEBgYiEuXLmHmzJno16+fqVy7du0wdOhQAMD48eMxZ84cHDhwwLSN0ouKikLx4sUtzpPJZPj222/RoUMHjBo1yrT90uT2823Xrh0GDx4MAPjyyy/x888/o169eqblxo8fj0aNGuHff/+Fn58fSpQoIekCO2LECOzcuRNr1641bX9LSpQogdu3b8NoNEIufyWu75CNvFXhLXg5eeFERHGk3Q3JQTiIiOhl9EokYPHxGc9TKKSvM+kBhvTnk7YcyG7r1q1wc3ODXq+HTqdDp06d8MMPP5jm+/v7Z5h8AUBERASUSqXk5Njb2xsVK1ZERESEaZparUZQUFCO40xrIbF0v1ThwoXRr18/tGnTBm+88QZatWqFd999F8WKFcuy3oxahl6kVCol5SpVqgQvLy9ERERYlYBZKyIiAp06dZJMa9KkCebOnQuDwQDF/+80L25HmUwGPz+/TLsQJiUlwcnJKcP5bdq0wWuvvYaJEyfizz//NIspN5/vi9OKFi0KAKhevbrZtAcPHsDPzw8GgwHffvstVq9ejejoaKSkpCAlJQWurq4Zxg+kttwajUakpKTA2dk507JEL2pboS3aVmiL7tdCAMQBAFL0BgghHHIvKBERkaO8EpeoXV0z/kt/PpxZ2fTnkxmVy4nmzZsjNDQUV65cQXJyMtavXy/pHpjViW9aYmRp+osnL87Ozrk6mUk72S9TpozF+cuWLUNISAgaN26M1atXIzAwEMePZz2SWVbvL42l2NOmyeVys+3wYvc8a1k64bO0fVUqlVkcmQ164ePjg8ePH2e67rSk59y5c1mu31KsGX2+L8aaNt/StLT4Z82ahTlz5mDcuHH4559/EBoaijZt2kCr1WYaf1xcHFxcXJh8UbYYjQLPklOPVa0hdR98ptiCC/remLh/Yl6GRkREZHOvRAJWELi6uqJ8+fLw9/c3O7G3RpUqVaDX6yX36MTGxuLq1auSboC5YTQaMX/+fJQpUwa1atXKsFytWrUwYcIEHDt2DNWqVTO15qjVatPgHTmh1+slA0VcuXIFT548MXX58/X1RUxMjGSZ9PfLWRNDlSpVcOTIEcm0Y8eOITAw0NT6lRO1atXCpUuXMi1Tv359vPPOO/jss8/MYrL35/uiw4cPo1OnTujduzdq1KiBsmXLmj2CwJLw8HDUrl3b5vHQy+27XZdQ7evfcODKXegMaRcxBHSyB7j0MPNjhoiIqKBhAvaSqFChAjp16oRBgwbhyJEjOH/+PHr37o0SJUqYdaezVmxsLO7fv4+bN29i8+bNaNWqFU6ePIklS5ZYTEQiIyMxYcIEhISE4NatW9i9e7ckQQgICEBkZCRCQ0Px6NEjpKSkZCselUqFESNG4MSJEzh79iz69++Phg0bmroftmjRAqdPn8Zvv/2Ga9eu4auvvkJ4eLikjoCAAJw4cQJRUVF49OiRxRar0aNHY9++fZgyZQquXr2KFStW4Mcff8zwsQDWatOmDS5evJhlK9i0adPwzz//4MqVK6Zp9vh8M1O+fHns2bMHx44dQ0REBAYPHoz79+9nudzhw4fRunVrm8dDL7cfD53EHc0HaLmqLFJ0qRdIXAyvoVjKTMxvOz+PoyMiIrItJmAvkWXLlqFOnTpo3749GjVqBCEEtm/fnqMWNQBo1aoVihUrhurVq+Ozzz5D5cqVceHCBTRv3txieRcXF1y+fBldunRBYGAgPvzwQwwfPtw0+EOXLl3w5ptvonnz5vD19c32cOUuLi4YP348evbsiUaNGsHZ2RmrVq0yzW/Tpg0mTpyIcePGoV69enj+/Dn69u0rqWPMmDFQKBSoUqUKfH19cfv2bbP11K5dG2vWrMGqVatQrVo1fPnll/j6668lA3DkRPXq1VG3bl2sWbMm03KBgYEYMGAAktM9I8HWn29mJk6ciNq1a6NNmzYIDg6Gn5+f2RD/6UVHR+PYsWPo37+/zeOhl5sBzyATGmhk3kgbd0OJwlAbK8PP1fLANURERAWVTGR0c0kBlJycjMjISJQpUybTwQ6I8sr27dsxZswYhIeHv3SjBI4dOxZPnz7N8nlojsDvgoIl4LNtEBCoUFSJpBQ1op/899DFS1+3gYv6lRgvioiIXhEv1xkgUT6XNhx8dHR0Xodic0WKFMGUKVPyOgwqoGSQQSacTYNwCAgkyI/g51M/I0mXlMXSREREBQdbwIjopcPvgoJDbzCi/Bc7AABlfV0Rl6DFk8TUERFvO3WBkKXg+ojrKFe4XGbVEBERFRjs10FERHkmUWfAM8VG6OT34GN4C1p9WdM8Z2NdNAv04XPAiIjopcIEjIiI8kyS1oBExXGkKMKRZKwNnSHANM9XOwE/tmmGsoXc8i5AIiIiG2MCRkREeSYhRQ93Qzs4GatCoy6PBIO0V7zWkPHDzYmIiAoiJmBERJRnErUGuBpeBwAInQpA6v1f7holnqfoodO/NLcpExERAeAoiERElIcStQbT/xNS/vu/q0aJ54rteHN1EMbszt1D0ImIiPITJmBERJRnHiclQC/7F0YkSrobumoUENDjXvxt3Hp6Kw8jJCIisi12QSQiojxzNfYyop0GQiEKo2TybwAApVwGJ5UCLobGmNqqEzpVr5HHURIREdkOW8AKgKioKMhkMoSGhuZ1KNkSEBCAuXPn2qy+4OBgfPLJJzarLy/Z+zPVarUoX748jh49apf6Halfv37o3Lmz6XXXrl0xe/bsvAuIbOpJ0jNAqCAX/410qFLIoVLIoYQPynvVRgmPEnkYIRERkW0xActjMpks079+/frldYhZWr58Oby8vMymnzp1Ch9++KFD43hx2xUrVgzvvvsuIiMjbVK/LRPKUqVKISYmBtWqVbNJfektWrQI/v7+aNKkiWmaTCaDk5MTbt2Sdufq3LlzgdjP0nz55ZeYNm0anj17ltehkA34u9eBf/IGFEuZZ5qmUsigVqb+POkMHISDiIheLkzA8lhMTIzpb+7cufDw8JBMmzdvXtaV2InBYIDRmPMhoH19feHi4mLDiLKWtv3u3buHP//8E6GhoejYsSMMBkPWCzuIVquFQqGAn58flMqc9wLWarUZzvvhhx/wwQcfmE2XyWT48ssvc7xOS4QQ0Ov1Nq0zM0FBQQgICMDKlSsdtk6yn7SBN2RQmaaplQpolHIIGHDgzib8ePJHaA0Z7+9EREQFySuRgCVoE5CgTYAQ/11J1Rq0SNAmIEWfYrGsUfyXeOgMOiRoE5CsT7aqbHb4+fmZ/jw9PSGTycympbl58yaaN28OFxcX1KhRAyEhIZK6jh07htdffx3Ozs4oVaoUPv74YyQkJJjmP378GH379kWhQoXg4uKCtm3b4tq1a6b5aS1ZW7duRZUqVaDRaHDr1i1otVqMGzcOJUqUgKurKxo0aIADBw4AAA4cOID+/fvj6dOnppanSZMmATBvMXry5Ak+/PBDFC1aFE5OTqhWrRq2bt0KAIiNjUWPHj1QsmRJuLi4oHr16vjrr7+ytS0BmLZfsWLF0Lx5c3z11VcIDw/H9evXAQA///wzypUrB7VajYoVK+L333+XLD9p0iSULl0aGo0GxYsXx8cffwwgtfvjrVu3MGrUKNP7tHa7BwQEYOrUqejXrx88PT0xaNAgi10QDx48iPr160Oj0aBYsWL47LPPJIlNcHAwhg8fjk8//RQ+Pj544403LG6Ds2fP4vr163jrrbfM5o0YMQJ//PEHwsLCMtyGKSkp+Pjjj1GkSBE4OTnhtddew6lTp0zzDxw4AJlMhl27dqFu3brQaDQ4fPgwgoODMWLECHzyyScoVKgQihYtikWLFiEhIQH9+/eHu7s7ypUrhx07dpjqMhgMGDhwIMqUKQNnZ2dUrFjRqosOHTt2zNH+QflPotY8eVcrZFAr5ABkmHNmBEbsGIEHCQ8cHxwREZEdvBIJmNt0N7hNd8OjxEemaTOPzoTbdDcM3z5cUrbI90XgNt0Nt5/eNk1bcGoB3Ka7YeDmgZKyAfMC4DbdDREPI0zTlocut8+bAPDFF19gzJgxCA0NRWBgIHr06GE6QQ8LC0ObNm3wzjvv4MKFC1i9ejWOHDmC4cP/e3/9+vXD6dOnsXnzZoSEhEAIgXbt2kGn+y9pTExMxPTp07F48WJcvHgRRYoUQf/+/XH06FGsWrUKFy5cQLdu3fDmm2/i2rVraNy4sVnL3Zgx5kNGG41GtG3bFseOHcMff/yBS5cu4dtvv4VCoQAAJCcno06dOti6dSvCw8Px4Ycfok+fPjhx4kSutpmzszMAQKfTYcOGDRg5ciRGjx6N8PBwDB48GP3798f+/fsBAH///TfmzJmDX375BdeuXcPGjRtRvXp1AMD69etRsmRJfP3116b3ae12B4CZM2eiWrVqOHPmDCZOnGgWZ3R0NNq1a4d69erh/Pnz+Pnnn7FkyRJMnTpVUm7FihVQKpU4evQofvnlF4vv+dChQwgMDISHh4fZvMaNG6N9+/aYMGFChtts3LhxWLduHVasWIGzZ8+ifPnyaNOmDeLi4szKTZ8+HREREQgKCjLF5+Pjg5MnT2LEiBH46KOP0K1bNzRu3Bhnz55FmzZt0KdPHyQmJgJI3S9KliyJNWvW4NKlS/jyyy/x+eefY82aNRnGBwD169fHyZMnkZKSkmk5yv+O3duIWNUCJMlPm6aplXKolXLIIIdaXxfl3ZvnYYREREQ2Jl4iSUlJ4tKlSyIpKUkyHZMgMAniQfwD07SpB6cKTIL4YNMHkrIu01wEJkFEPo40TZsTMkdgEkTPdT0lZX2+8xGYBBH+b7hp2qLTi3Ic/7Jly4Snp6fZ9MjISAFALF682DTt4sWLAoCIiIgQQgjRp08f8eGHH0qWO3z4sJDL5SIpKUlcvXpVABBHjx41zX/06JFwdnYWa9asMa0fgAgNDTWVuX79upDJZCI6OlpSd8uWLcWECRMyjdvf31/MmTNHCCHErl27hFwuF1euXLF6e7Rr106MHj3a9LpZs2Zi5MiRGZZPH8edO3dEw4YNRcmSJUVKSopo3LixGDRokGSZbt26iXbt2gkhhJg1a5YIDAwUWq3WYv0vvp80WW33tOU6d+4sKZP2mZ47d04IIcTnn38uKlasKIxGo6nMggULhJubmzAYDKb3X7NmzQzff5qRI0eKFi1amE0HIDZs2CAuXrwoFAqFOHTokBBCiE6dOon3339fCCFEfHy8UKlUYuXKlabltFqtKF68uPjuu++EEELs379fABAbN26U1N+sWTPx2muvmV7r9Xrh6uoq+vTpY5oWExMjAIiQkJAM4x86dKjo0qWL6fX7778vOnXqJClz/vx5AUBERUVZrCOj7wLKf6rP7SwwCcLri77Cf/xW4T9+q2g164AY8edZ02v/8VvF82RdXodKRERkE6/EMPTxE+IBAC6q/+5HGttkLD5p+AmUcukmeDAmtZuLs8rZNG1YvWEYVHsQFHKFpGzUyCizsv1q9rNl6BJprQwAUKxYMQDAgwcPUKlSJZw5cwbXr1+X3BcjhIDRaERkZCSuXbsGpVKJBg0amOZ7e3ujYsWKiIj4rwVPrVZL1nP27FkIIRAYGCiJJSUlBd7e3lbHHhoaipIlS5rVk8ZgMODbb7/F6tWrER0djZSUFKSkpMDV1dXqdQDA06dP4ebmBiEEEhMTUbt2baxfvx5qtRoRERFmg4I0adLE1OWtW7dumDt3LsqWLYs333wT7dq1Q4cOHTK9Tyur7V65cmUAQN26dTONOyIiAo0aNZJ0bWzSpAni4+Nx9+5dlC5d2qp6ACApKQlOTk4Zzq9SpQr69u2L8ePH49ixY5J5N27cgE6nkwzeoVKpUL9+fcl+klEsL+47CoUC3t7eplZEAChatCiA1P02zcKFC7F48WLcunULSUlJ0Gq1qFmzZqbvMa1lM60ljQouf5fmuP3QGRpjVdO0tBawFz1O0MJN80r8ZBER0Uvulfg1c1Wbn8SrFWqoFWqryqoUKqgUKqvL2otK9V/daSfqaYNkGI1GDB482HTP0otKly6Nq1evWqxTCCE56Xd2dpa8NhqNUCgUOHPmjKm7YBo3NzdYK+2EOSOzZs3CnDlzMHfuXFSvXh2urq745JNPMh1owhJ3d3ecPXsWcrkcRYsWNUvgXnxvgPT9lypVCleuXMGePXuwd+9eDB06FDNnzsTBgwcl2/5FWW33NFklkuk/h7Rp6WO2JiH18fHJ9B4vAJg8eTICAwOxcePGLNeZUXyWYkm/nWQyWab77Zo1azBq1CjMmjULjRo1gru7O2bOnJll19O07pC+vr6ZlqP8z1fVCF76cpJpKoV5Ahaf4riBXoiIiOzplbgH7FVQu3ZtXLx4EeXLlzf7U6vVqFKlCvR6veTENjY2FlevXjW10lhSq1YtGAwGPHjwwKxePz8/AKmtZlmNMhgUFIS7d+9mmAgePnwYnTp1Qu/evVGjRg2ULVtWMkCIteRyOcqXL4+yZcuaJQiVK1fGkSNHJNOOHTsmef/Ozs7o2LEj5s+fjwMHDiAkJMSUzFh6n1ltd2tVqVIFx44dkwwUc+zYMbi7u6NEiew9A6lWrVq4fPmypK70SpUqheHDh+Pzzz+XvKe0uF/cTjqdDqdPn850P8mpw4cPo3Hjxhg6dChq1aqF8uXL48aNG1kuFx4ejpIlS8LHx8fmMZFjJVhIrNRK+f8PwgE8Vi7DXc0A/H5hsaNDIyIisgsmYC+J8ePHIyQkBMOGDUNoaCiuXbuGzZs3Y8SIEQCAChUqoFOnThg0aBCOHDmC8+fPo3fv3ihRogQ6deqUYb2BgYHo1asX+vbti/Xr1yMyMhKnTp3CjBkzsH37dgCpo/zFx8dj3759ePTokcVuYc2aNcPrr7+OLl26YM+ePYiMjMSOHTuwc+dOAKkn/nv27MGxY8cQERGBwYMH4/79+zbdRmPHjsXy5cuxcOFCXLt2DbNnz8b69etNg4YsX74cS5YsQXh4OG7evInff/8dzs7O8Pf3N73PQ4cOITo6Go8epQ7oktV2t9bQoUNx584djBgxApcvX8amTZvw1Vdf4dNPP4Vcnr3DtHnz5khISMDFixczLTdhwgTcu3cPe/fuNU1zdXXFRx99hLFjx2Lnzp24dOkSBg0ahMTERAwcODCT2nKmfPnyOH36NHbt2oWrV69i4sSJkhEXM3L48GG0bt3a5vGQ48Um3YMRiRD474KB+oUWMKMsAQb5A9yLt+33ARERUV5hAvaSCAoKwsGDB3Ht2jU0bdoUtWrVwsSJE033igHAsmXLUKdOHbRv3x6NGjWCEALbt2/PsHvdi8v17dsXo0ePRsWKFdGxY0ecOHECpUqVApA6st6QIUPQvXt3+Pr64rvvvrNYz7p161CvXj306NEDVapUwbhx40ytLxMnTkTt2rXRpk0bBAcHw8/PD507d7bNxvl/nTt3xrx58zBz5kxUrVoVv/zyC5YtW4bg4GAAgJeXF3799Vc0adIEQUFB2LdvH7Zs2WK61+3rr79GVFQUypUrZ+r6Zs12t0aJEiWwfft2nDx5EjVq1MCQIUMwcOBA/O9//8v2+/T29sY777yT5XOyChcujPHjxyM5Wfp4hW+//RZdunRBnz59ULt2bVy/fh27du1CoUKFsh1LVoYMGYJ33nkH3bt3R4MGDRAbG4uhQ4dmukxycjI2bNiAQYMG2Twecrz9T3vijvO7MMj+uy/wxRYwD/3b8EuehRYle+VViERERDYlE5n1UypgkpOTERkZiTJlymQ6CAHRyy4sLAytWrXC9evX4e7untfh2NSCBQuwadMm7N69O8My/C4oGJL1yXCZ5gkBLcqkrIXRmHqvaJuqRVGzVCHM2HnZVHZm1yB0q1sqr0IlIiKyGbaAEb2Eqlevju+++w5RUVF5HYrNqVQq/PDDD3kdBtmAk9IJFfWbUCppHbxd/nvovFqpgIezdIworcGYfnEiIqIC6ZUYBZHoVfT+++/ndQh2kf5RAlRwJWr1SNIZIIcGJQq54GF86qinKoUM7k6pXaP1iEOKIgwn7kWjF/jZExFRwccWMCIiyhOx/59waZRyFHb9b9RQjVIOD6fU64M6eRQeqWdi/Y05eRIjERGRrTEBIyKiPLH7+lHEqhbA6LLHNOgGkPocMB83DQBAIbyhMVSHv1tQRtUQEREVKC9lApb2kFciejXxO6BgOBJ1BvHKHUhRnpI8eFmlkKNqcQ9M6VQVRZ3Lw087He+U/dpucQwYMAAymQwymQzHjx/PUR0pKSn4/vvvUbduXXh4eMDNzQ0VK1bEwIEDER0dbeOIiYioIHup7gFTq9WQy+W4d+8efH19oVarIZPJ8josInIQIQS0Wi0ePnwIuVyerYdhk+M9flocnroeaFahtiQBUyvlkMlk6NMoALfjEvHr4Uho9fZJqvfv349ly5ZBJpNl+vDyzDx48ACtWrVCWFgY/Pz80KpVKwDA9evXsXTpUvTv3z/bD1QnIqKX10uVgMnlcpQpUwYxMTG4d+9eXodDRHnExcUFpUuXzvZDrMlxtHojIm75wkvfCxOCm2LliVumeSqFNBkDgBQ7JGDJyckYPHgwqlatCk9PTxw7dizbdRiNRnTq1AlhYWH44osvMGnSJCiV//203rx5Ex4eHrYMm4iICriXKgEDUlvBSpcuDb1eb3rILxG9OhQKBZRKJVu/87nIRwlI0Rvh7qRE5WLukhYwTbruiPfV4zAn/An6vX4UAV4BNothypQpuH79Og4dOpSjh54DwPLly3H8+HF06dIFU6dONZtftmzZ3IZJREQvmZcuAQMAmUwGlUoFlUqV16EQEdlVVFQUypQpg2bNmmHbtm2YOHEi1q5di0ePHqFy5cqYPHkyOnToAABYu3YtZs6ciYsXL8LNzQ3du3fHjBkz4OzsLKkzPj4es2fPxtq1a3Hjxg0olUrUqlULo0aNQufOnc1i2LZtG9atW4eQkBBER0fDYDCgfPny6N69O0aPHg2NRiMpv3z5cvTv3x/uTbqgRIv26NmrJzZv24WkxASofErjkudYoHl5AKktYHr5v0jRxSI2MdZmCVh4eDhmzpyJAQMG4LXXXstxPb/88gsAYPTo0TaJi4iIXn4ykdNO70RElOfSErBGjRrBaDTixo0baNiwIeLj43Ho0CHIZDLs3LkTYWFhGDduHOrVq4eiRYvi8OHDiI2NRc+ePbFy5UpTff/++y9atGiBS5cuoUSJEqhTpw4SExMREhKChIQETJ8+HZ999pkkBj8/PyQkJKBq1aooXbo0nj17hpMnT+Lx48do0aIFdu/eDYVCYSqfloApgnxhuPEQhd0Lo3jZ2rgWdRcp9y5DJpdj544daN26NRYfvon/7fgbTcv7YXnvLnBVu+Z6mxmNRjRp0gTXr1/HlStXULhwYQQHB+PgwYMICQlBw4YNrarn+fPn8PLygqurK548eYITJ05g8+bNiIuLQ+nSpdGpUydUq1Yt1/ESEdFLRhARUYEVGRkpAAgAIjg4WMTFxZnmLVu2TAAQ5cuXF4ULFxaHDh0yzYuOjhZFihQRAMSNGzdM09u2bSsAiHHjxgmtVmuafuPGDVGuXDmhUCjE+fPnJTFs2LBBxMfHS6Y9e/ZMtG/fXgAQK1askMxLiwuAQH2IFWdWiB/2XRX+47eKQi0HCQCiadOmQgghfjsWKfzHbxUf/nZK+Pv7/7eclX+RkZFm22z+/PlmcTVr1kwAECEhIVZv++PHjwsAolatWmLYsGFm65bJZGLs2LFW10dERK+Gl7ILIhHRq0ahUODXX39FoUKFTNP69u2LcePG4fr16/jyyy/RtGlT07zixYujV69emDNnDg4dOoSyZcsiNDQUO3bsQOPGjfHtt99K7qMrW7YsZs2ahc6dO2Px4sWYP3++aZ6lbonu7u6YM2cOtm7dik2bNqFv375mZZRefvji8y14r0YQlh+9k7pc7fbQnVqD48ePQ6vVmu4N0+qN6Nq1Kx49epSt7eLm5iZ5fffuXXzxxRcIDg62GFN2PH78GAAQFhaGc+fOYcyYMRg2bBjc3NywceNGjBw5EjNnzkTZsmUxZMiQXK2LiIheHkzAiIheAgEBAShfvrxkmlwuh7+/Px4+fIg33njDbJly5coBAGJiYgAAe/bsAQB06tTJ4iAmafdKnTp1ymzetWvXsH37dly/fh0JCQkwGo2mYd2vXbtmMWZNqeoo4ukFtUJtehCzTK5AsZL+uHbpAmJjY6FWyqGVReLq87NYMKY3avrVtGZzZGjYsGFISUnBzz//nKt6AJgGetLr9ejRowdmzpxpmvfBBx8gJSUFw4cPx7Rp05iAERGRCRMwIqKXQEbPmXJ1dc1wftq8lJQUAKn3kwHA+PHjMX78+AzX9WIrlBACY8aMwZw5czJ8jtbz588tTle6+8Bdk/ozpFb+d4+Yi6ubKS61QoN45W4ce7wFay8m5yoBW7duHTZv3oyJEyeiUqVKOa4njbu7u+n/AwYMMJvfv39/jBgxAnfv3sX169fNEmQiIno1MQEjInoJZDXsvjXD8qe16DRt2jTT4dN9fHxM/1+9ejVmz56NkiVLYu7cuWjUqBF8fX2hUqmg1Wqh0WgyTMySFGew/uZMdKg1TTIMvfyFUNVKOVTGUvBW1sKp5afQ7/d+Wb6PF33//femeLds2QIgtaXv0KFDknKhoaEAgKFDh8LDwwPDhw9H165dM607ICDA9H9/f3+z+S4uLvD19cWDBw/w4MEDJmBERASACRgREf2/kiVLAgC6du2Kjz/+2KplNmzYAAD4+eef0b59e8m8mzdvZrqsVn4VG69fxa/GydIE7IUMTK2Uw93QDpXd3kPE4T7Yc2uPVXGlmTRpkiRhBIDjx49nWP7cuXMALN/Xll7p0qXh7e2N2NhYxMXFmc03Go148uQJAPN70YiI6NUlz7oIERG9Clq1agUA2Lhxo9XLpA1EUapUKbN5a9asyXRZjbEaulcaAg+NB9w0/3VBlL/QWpd2b5hWb0BUVBSEENn6e7GVavny5RmWa9asGQAgJCQEQgh88sknVr3/tGes7d+/32zesWPHoNVq4ezsbJMuj0RE9HJgAkZERACAhg0bomXLlti/fz9GjRqF+Ph4yXyj0Yjdu3fjyJEjpmmBgYEAgEWLFkm6Gh4+fFgyKIUlTsbq+LzJdKgVariq/+uQoUzXAgYAWoMx528sl6Kjo1GpUiWLSdTYsWOhUCgwc+ZMU+sZADx48AAjR44EkHp/mFqtdli8RESUvzEBIyIik5UrVyIoKAhz586Fv78/WrZsiffeew9NmzaFn58f2rRpg9OnT5vKf/zxx3B1dcVPP/2EatWqoUePHnj99dfRrFkzq0b+c/v/QTjK+KYOCOLjpoZK8d9Pk0YpR7L8Is4kDUKXNV1s/G6to9PpcOXKFVy5csVsXpUqVTBnzhzExcWhUaNGaN68OTp06IBKlSrh7NmzqF27NqZPn54HURMRUX7FBIyIiEyKFi2K48ePY/bs2ahQoQJOnTqFjRs34u7du6hVqxYWLFiA3r17m8oHBgbi1KlT6NChAx49eoTNmzcjPj4ev/zyS4YtYGktZQI6OKtTf4aKuDvh0Njm2DC0CWTpBuEQ0CMJN3H50WX7vfFcGDFiBHbt2oXXX38d586dw549e1CsWDFMnjwZhw8floyWSEREJBMZDU9FRERkB8k6A/y/mooHmkmoUbQWQoeczbBs1KMENP1+CxSam1g/5E3ULlbbgZESERHZHlvAiIjIoZK0BhhliQAALyfPTMuqlHIo4A61vhaTLyIieilwGHoiInKoJJ0BLoamKKdtjE3vBWda1jQKosEIIYRVzzMjIiLKz9gCRkREDpWoNUAGGVxUTvDMogUs9R4wI5Lkp/Fn2GpoDVoHRUlERGQfTMCIiMihknUGAICLOutOGBqlHIAMD9ST0XtDD8QlmT/wmIiIqCBhF0QiInKoRK0BCfIjiMFtHIhSIDggOMOyaoUcMsigMVZBHf/CMBgNjguUiIjIDtgCRkREDpWkMyBJcRq3dX/i+N3jmZaVy2VQymXw087Auq67UcKjhIOiJCIisg+2gBERkUMlafVwNtaGn3Mh1C9RP8vyaqUceq0BWr3RAdERERHZFxMwIiJyqCSdAa6G19HI+x20KNMgy/IqhRyAAVoDux8SEVHBxy6IRETkUIna1ETKSaWwqrxaKUec6ld0WNMEm69stmdoREREdscEjIiIHCpJa4ARyXBWWfdML7VCDr3sX1yODcO95/fsHB0REZF9MQEjIiKHStIacM9pMH64WhdnY85mWV6jlMNT1w3zWq5Fh8AODoiQiIjIfngPGBEROVSSLrUFDADc1G5Zllcr5dCIiqhdtAFKePjYOzwiIiK7YgJGREQOlag1oGTyCvRr4oeyhcpmWV6tTO2swUE4iIjoZcAuiERE5FDJOgPkcEIR1yJQyrO+DqhWyKHHIxy7uw+n7512QIRERET2wwSMiIgcKrujIKoUciQqQjDxaC/MODrDnqERERHZHRMwIiJyqMfJsXis/A37o5daVV6tlEMpvFHGoxr8Pf3tHB0REZF98R4wIiJyqLjkf/FMtQbbIn0ATM2yvFoph4uxMaY2HoyeDUrbP0AiIiI7YgJGREQOZTS4wF3fAW8EWpdMpQ3CoTMY7RkWERGRQzABIyIixzL4oLBuMIbXqW9VcY0iNQFL0XMURCIiKvh4DxgRETlUsi41kXJRWzcIh4tGAT0eYcaZHgheHmzHyIiIiOyPLWBERORQCSkpEBBwtnIURFeNEpAJ3Hx2CnfiVXaOjoiIyL7YAkZERA4VrduC204d8cXBwVaVd9cooRCe6FRqJja+txFCCDtHSEREZD9sASMiIodKMSQCSgEnpXWtWa4aJWRQo4RTC7SrUNvO0REREdkXEzAiInIYncEIV10HOOtaYFqL5lYt46ZJ/amKT9bbMzQiIiKHYBdEIiJymCSdATKooUAhlPLys2oZX3cNAOBK3DnsvrEbz1Ke2TNEIiIiu2ICRkREDpOsTR0BUS4D1ArrfoJKFXYBAJyJ/wJt/miDa7HX7BYfERGRvTEBIyIih0nUGpCgOIwE9Xpc+PeCVcuULuwCdycllMbSqFCoGhRy60ZPJCIiyo+YgBERkcMk6QxIUPyDB/KlOBNzxqplVAo5WlfxQ1HtFPSvsAY1/WraN0giIiI74iAcRETkMIlaA5wMteChLoxKPpWsXq5yMXcAwN3HSfYKjYiIyCGYgBERkcMkaQ3wMHRERVd3NC7V2Orlins5AwBinjABIyKigo1dEImIyGGSdKmDcDirs3cfl4+bBk+Va7E/djjWXlxrj9CIiIgcgi1gRETkMIlaPQQEnFXZS8DcnZTQye4iwRiKm49v2ik6IiIi+2MCRkREDpOsM+CuUw+suy9w8/EFlC1U1qrl3DRKuBnehAfqonOlzvYNkoiIyI6YgBERkcMkpOhhRCKMwghnpbPVy3k4qeBkrAwYgTJeFewYIRERkX0xASMiIodJ0hlQInkZ2lTzgq+rr9XLuWr+67KYkKKHWqm2R3hERER2x0E4iIjIYZJ1RijhjRLuZaGUW38NUKmQQ61+jhTZZZyJtu4BzkRERPkREzAiInKYJG3ORkEEAK3qOO47jcH0Y5NsHBUREZHjMAEjIiKHeZD4L54q1yHs8eZsL+umLgSlsSjcVYXtEBkREZFj8B4wIiJymAeJt/BEtQx775QGMD5by/o7t0D847oYVa++fYIjIiJyACZgRETkMHK4w1XfArWKlMn2smnPDkvrxkhERFQQMQEjIiKHcZP7w0f3KfpWqZbtZdPuG0vWMQEjIqKCi/eAERGRw2gNRgCAWpH9nx8dHuKB+mtMPzHI1mERERE5DFvAiIjIYbT6/0/AlNlPwNRKI5IUJ3H+kautwyIiInIYtoAREZHDXHy2GnecumNJ+MRsL1vYuQgKa0egR4WpdoiMiIjIMdgCRkREDpNiiIdRlgCj0GV7WU+NG9wNbVC9UHk7REZEROQYTMCIiMhhiis743lyHfSv3ijbyzr9/yAcSRyEg4iICjB2QSQiIocRRleoRCmU8iyV7WWdVQroZHdw/WkoknRJdoiOiIjI/piAERGRw+RmEA4nlQL3NZ9h+bVeuPH4hq1DIyIicggmYERE5DAPdCF4rtiOu8+vZ3tZZ5UCSuELd2UxGIzshkhERAUT7wEjIiKH+dewBc/VJxD2sArao262lnVWKVAsZS5alCmCGn417BQhERGRfTEBIyIih9EYK0EPGcoVKpftZU2DcGjZ+kVERAUXEzAiInIYd103uAogOCA428s6qzgKIhERFXy8B4yIiBxCbzDCKFL/n5NBOJxVCjxTbETIk8+w/dp2G0dHRETkGEzAiIjIIbQGo+n/ORsFUY4U+TU80B/B1dirtgyNiIjIYdgFkYiIHEKrNyJaMwQCKYh6cghVilTK1vJOKgXcDK1QRF0TLcu0tFOURERE9sUEjIiIHEKrN8IgewghS4GTSp3t5Z3VCjgba8HdoET1otXtECEREZH9MQEjIiKHSNEb4ZcyByqlFiXcS2R7eaf/H4QjWW/MoiQREVH+xXvAiIjIIbQGI9SiNDwVlaBRarK9vJNSDiMSkGC4hRtxkXaIkIiIyP6YgBERkUNo/7/lSq1U5Gh5Z7UC8Yp/cM/pI4zfO96WoRERETkMEzAiInKI2MTHeK7YieeyQzla3kmpgBwukAt3qORONo6OiIjIMXgPGBEROcTdZ9GIU/+IZ3oPAF9ne3m5XIbCeANuyS3xfasWtg+QiIjIAZiAERGRQ8ihgrOhATw1bjmuw0klh9ZgRLLOYMPIiIiIHIcJGBEROYSPc2kU0U5EdV/PHNfhpFLgWbKeCRgRERVYvAeMiIgcQqsXAACVQpbzShQP8Ug1CxMPfmyjqIiIiByLLWBEROQQemPaKIg5v/anUuqQoNyPfVGFbBUWERGRQzEBIyIih9h/ewPuaqbg3LMmANblqA5PtS+8ngxA/zpVbBscERGRgzABIyIih4hLioVB/i+04mmO63DXeMFT/w5alK5lw8iIiIgchwkYERE5RN0ib2HnWTfUK1kyx3U4qVIf4pysM9oqLCIiIofiIBxEROQQrsrC0IiKKOJcPsd1OKnk0OMRIp9chdagtWF0REREjsEEjIiIHEJnSBsFMec/Pc4qBe45DcO4Iy0R9STKRpERERE5DhMwIiJyiIi4U0hQHMRz/a0c1+GkUkAu3OCscEeKPsWG0RERETkG7wEjIiKHOHTvTzxSb0ZUghFApxzV4aRSoGTKEgyqXwbOslK2DZCIiMgB2AJGREQOUcSpHDSGIHg75X4Qjl8PR6LV7EM4cu2RrcIjIiJyCCZgRETkEE39BsFP+w2CvFvnuA4nlfRna8H+67kNi4iIyKGYgBERkUNoDalDx+dmEA4nlQLPFdvwSDUHyfIwKBUyW4VHRETkEEzAiIjIIXQ2SMCcVQokK84jQbkPOtltqHNRFxERUV7gIBxEROQQf1wfhHuaf/EgeR6AwBzV4aSSw1UfDLUxEBpjJSjkbAEjIqKChQkYERE5RGxKJHTyB5DLRI7rcFIp4GJsDKQ2piFJZ7BRdERERI7BBIyIiByibbHvcfD6LRR3K5vjOtJGQUwTn6LPbVhEREQOxQSMiIgcorCqCpyNheHh5JHjOpxUChiRAiPiIYMSKbqc10VERJQXePcyERE5RNogHOpcjFzopJQjXrkN0c7v47FqsWlkRSIiooKCLWBERGR3KfoUXIvfjUS5FgpZUI7rcdUoIRNOgJBDwAitngkYEREVLEzAiIjI7h4lPsLh2P8BagVUyg9zXE8hVzXcDG/CzdAWMshMrWpEREQFBRMwIiJyCB9VLTxP1kOjzHnvd29XNWQv9J5nCxgRERU0TMCIiMjuSniUQGOP+Tj/7GmuHsScfhREJmBERFTQcBAOIiJyCJ0h9flfylwkYADQobYKcaqFeKxcjhR2QSQiogKGCRgRETlE2v1aqlyMgggAA5r64rlyKxKU/0CrN0KInD/YmYiIyNGYgBERkd3tubEHIfEDEataAHUuW8BKeJTAmIafwUP3DgBAb2QCRkREBQcTMCIisrv78feRIG5AL7ufq3vAAKCIaxF83XwqPAydAfA+MCIiKlg4CAcREdldq7KtUEH+DZ4nq6HMZRdEAFArpSMhumpyXSUREZFDMAEjIiK7K+ZeDK6iDrRCl+suiACQpE+AkD8BjO7QciAOIiIqQNgFkYiIHCJtFMTcdkEEAO/vvHFb0xsGWSy7IBIRUYHCBIyIiOwu7N8wPDaegE4WA1UuHsScxlXlCgAQSGELGBERFShMwIiIyO4WnVmEe8qvkKDYC5U89/eA3f30LmrLd0ElSrEFjIiIChQmYEREZHfF3ItDbSwHhfC1SRdEF5ULnFSptzEzASMiooKEg3AQEZHdfdpwHBZtCwIAm3RBBP57oLOOXRCJiKgAYQsYERHZ3Yv3aalsMAz9r2d+xU3dAqTIrvEeMCIiKlCYgBERkd3pXugmqJLn/qdn/eX1uKNbB538tml0RSIiooKACRgREdndkO0DcF89DjrFFchtMAjHu1XeRQXnPlAZ/SXJHRERUX7HBIyIiOzu/L/nkKK4BLkixSb19a/VHzU9PoJGlOc9YEREVKAwASMiIrub3HQ2fFI+g5u8rM3qVClTW9J4DxgRERUkHAWRiIjsrrZfE7gaDXBWqG1SnxACMpkWRiRzGHoiIipQ2AJGRER2l9ZN0BYjIALA5IOTsfJuMzxWLeUgHEREVKAwASMiIrsyCiMO3t6DZPlFKOW2SZZcVa4AAIFk3gNGREQFCrsgEhGRXSXpkjB8dzdAA1RUbLdJncPrD0fUrcbYeiGWCRgRERUobAEjIiK70hl1KF+oKpTG4lArnGxSp7PKGa5qN8igQArvASMiogKECRgREdmVl5MXFrX+ByVSFkGjsl3HC5Ui9SeMLWBERFSQMAEjIiK7S9EbAAAapcIm9d18fBOHH/yIZ8r1TMCIiKhAYQJGRER2l9ZNUKO0zc/O3Wd3cfj+IjxX7OIoiEREVKAwASMiIrs6fe80Pj/cFbGqn6C2UQJW2rM0mhTtBTdDSz4HjIiIChSOgkhERHYV8zwGl+KOQy2vYLMWsACvAHQr/xXuRl2Fll0QiYioAGELGBER2VWd4nUwuNoP8NL1gtpG94ABgEqZ+lBnHVvAiIioAGECRkREdlXcvThqeLeFs7GuzVrAAEAll0FAC+3/D/BBRERUELALIhER2V3aKIi2ugdMa9Bi8P5ACGcjEnQHbFInERGRI7AFjIiI7CrqSRSuPT4DveyBzVrAVHIVZLLULoiJ+gSb1ElEROQITMCIiMiulpxdgp8u9cQz5TqbPQdMJpNhYcsTKJW0GkpR2CZ1EhEROQITMCIisisPjQe81CWhEIVt1gURAIq4+kEOV3AMDiIiKkh4DxgREdnV2CZj8TCmNdacvmvTQTjUitS6dByGnoiIChC2gBERkd2l/H8zlS0TsAN31+KJciXiUm7ZrE4iIiJ7YwsYERHZndYOCdj2m3/gqeoU4rRVbFYnERGRvbEFjIiI7Gr8nvHYdu8TJMvDbXoPWLNS7eCmbwcVitqsTiIiIntjAkZERHZ15M4R3Ek6AiOe2WwURADoX+NjeOuGwhnlbVYnERGRvTEBIyIiu/ry9S9Rx+MzqEV5Gw/CkZrMpeg4CAcRERUcTMCIiMiu2pRvgxKqt6AURWzaBdFZnZqAJep0NquTiIjI3piAERGR3SX/fyuVk8p2XRDnnZqMW06dcNewxGZ1EhER2RsTMCIisqvT907jYco1COhNrVa24KRSATID9CKJzwIjIqICg8PQExGR3Qgh0HBxQxiEASWwHC42TMA+bTQKf/1TEXK4IlFrgKczrykSEVH+x18rIiKyG71Rj1KepaAQnpDDCS4q213383PzgZPcF3I4I0lrsFm9RERE9sQEjIiI7EalUOHGiJsolbIScrjZtAuiTCYztajFp+htVi8REZE9MQEjIiK7StYbIETq/23ZBfF63HUkajYiXrEXD54n26xeIiIie2ICRkREdpX4QvdAZxuOgnj50WXc0C7Ec+U2xDxhAkZERAUDEzAiIrKba7HX0HN9F8SpFsJJJYdcLrNZ3QFeAahWqD2cDfWwPSzGZvUSERHZExMwIiKym/vx97EnchuS5GfhorbtwLvVilTD3+/+CS99Txy69hBGo7Bp/URERPbABIyIiOymXOFy+KLxbHjqe9i0+6Gpfl9XyGSAziAQm6C1ef1ERES2xgSMiIjsprh7cbzh3xtuhubwcFbZvH6lQg5vVw0AcCAOIiIqEJiAERGRXT1L0gEAPJ1t2wUxLikOhWcUxjnDWxAwII4tYEREVAAwASMiIrt5mPAQlx5eggFP4OFk2xYwJ6UTHic/hhFaCKQgIYUPYyYiovyPCRgREdnNivMr8NnRN/BYtQSeNu6C6Kx0xqWhl/C230bI4IQEPoyZiIgKACZgRERkN0q5Ei5KL8jhavMETCaTobJvZRR1LQkZ5EjQMgEjIqL8z7Yd8omIiF7wScNPcD+6BVadumPzBCyNqyb1p4xdEImIqCBgCxgREdnVk8T/H4TDxfYJ2KrwVbjw5A/oZQ/ZBZGIiAoEJmBERGRXT5JSRyf0clHbvO5vDn+DPfe+h04WjRQ9W8CIiCj/YxdEIiKym++OfodDj/bCKG+BQi71bV5/2/JtoTT64/5dD6TojTavn4iIyNaYgBERkd38E/kPYnR74C2rBi9n27eAzXhjBkorr2PmnStI0TEBIyKi/I8JGBER2c1HdT/CmauloDJWgJcd7gEDAI0ytTc9uyASEVFBwASMiIjspnXZ9nDVpv7UFHK1fQsY8GICxhYwIiLK/zgIBxER2U3aABxKuQyuaoXN6x+/ZzyGHaiDp8p10DIBIyKiAoAJGBER2U3ovcvQ4xE8nRWQyWQ2rz9Zn4zn2jgYEc8WMCIiKhCYgBERkd103fA6op37QeP8yC71j20yFj+1/Ace+s68B4yIiAoE3gNGRER2IYSAUqYChAJeTu52WUdJj5Ko6KOCAolsASMiogKBLWBERGQXMpkMS1tfgH/yJhR2KmK39WiUqfeW8R4wIiIqCJiAERGR3STqUrsFumnsMwT9jbgb2H7zDyTKT7AFjIiICgQmYEREZDdJWj0AwMUOIyACwInoE/gmZBSeKzchRcd7wIiIKP9jAkZERHZx++lt/Bo+Bo+Vy+FspwQswCsAzf3bQmOswhYwIiIqEJiAERGRXcQ8j8HphxuRqDgMV419xnxqXKoxlrRfCy99byZgRERUIHAURCIisosSHiXQotgohN5KgrPKPi1gAKBWpl5L5CAcRERUEDABIyIiuyjpURI1PPvihiHabveAAYBa8f8JmMEIIYRdHvhMRERkK+yCSEREdpOoTR0Yw8VOXRDvPruLeksq465mIIDUJIyIiCg/YwsYERHZxdPkp3iUfB9GJMPFTl0QVXIVbj2NBOSAgBE6g4Cdcj0iIiKbYAsYERHZxdJzS7HuXnvEqX60WxdEbxdvHOl/FMWSfwAg431gRESU7/E6IRER2YXOqIMMCsjgZLdh6JVyJZqUbgwX2RPohWACRkRE+R4TMCIisotxTcZh+7F6iIx9brdh6NOolXLotQYmYERElO+xCyIREdlNotYAGRR2HYZ+0+VNeK7YDQOeQWsw2G09REREtsAEjIiI7CYpbRREOw5DP3LnSNzFHOhlMXwYMxER5XtMwIiIyC4WnFyA2+JHpMgj7NoFsXmZ5igkbwAZnNgFkYiI8j0mYEREZBebr2zBM8VW6GT37DYIBwAs67QMNV2+hVr4MwEjIqJ8jwkYERHZRdfKPeGpew9qYxm7PQcsjVqR+nPGBzETEVF+x1EQiYjILtqV74Zpem+oFXIoFfa93qdR/n8CxhYwIiLK59gCRkREdpGYogcAuGjs2/o1bs847HvyHuIVu5mAERFRvscEjIiI7OLu0/swItHu3Q8fJj5EgiEaBtlTdkEkIqJ8j10QiYjILjr8XQcJzs9RUvW7Xdczvsl4/BvTGBeinDgMPRER5XtsASMiIpsTQkBrSAEAuKvd7LquSj6VUMq1FpQozC6IRESU7zEBIyIim5PJZFjb4SZKJa2Dl8bX7utTKTgIBxERFQzsgkhERHaRrDNADg3cNGq7rifycSSiEvchWW6E1lDJrusiIiLKLbaAERGRXSSkGADArg9hBoDdN3ZjW/Q4PFNuZAsYERHle0zAiIjI5qKfReO3iK/wVLkarmr7drYo7VkapV1rQ2UsxQSMiIjyPSZgRERkc9HPo3Hw3u94rthl9+eAta3QFh9W/h2F9O9zGHoiIsr3eA8YERHZXFHXomha9EOE3U2Gi527IAKAWslBOIiIqGBgAkZERDbn7+WPhj5DcTvqLlzs3AURANSK1CSPzwEjIqL8jgkYERHZRaI2dRAOe7eAXY+7ju/Pd8JDtQxa/Z92XRcREVFuMQEj+r/27js8inLt4/h3tqYSAgkEpEkz0kTAjoIiomJBjg0bFizHVxF7xYOK5ehRUdRjBxULelRUVMAGSBEURKWIiASUXtKTzbZ5/xiyyZoEEhJ2Qvh9rmsvwrP3zty7s7Oz9z7PPCMidc4X9LG9KB+TMMlx7r26LtM0+atgBYYjXueAiYhIvadJOEREpM49/8PzvLO+P9vcj9Mkce8WYK0ateKWXhNp5h+DPxjaq+sSERGpLRVgIiJS5wr8BQA48JKasHcvxBzvjuewjBOIC3clEDL36rpERERqS0MQRUSkzt117F1M+rIbRYEgTRL3bgEGmgVRRET2HeoBExGROucPmvj8bhzEkxqDAmzFjnkUOuZS6M/f6+sSERGpDfWAiYhInduSVwJYPVPJ3r1/qHn0+2vJ8W4jJ5C519clIiJSG+oBExGROvfc96+Q7XqDJo3/xDCMvb6+g5v2whvqQjC099clIiJSGyrARESkzn32+/vkuScTl/BXTNb3xIC3yPA/isdsHZP1iYiI7CkNQRQRkTrXJr4fWcFGdE3vHpP1RSbh0HXARESknlMBJiIida6pMZgmgcM5tm2MCjCnZkEUEZF9g4YgiohInVu7vRCAtk0TY7K+F358hI3eUWwOfBmT9YmIiOwpFWAiIlKngqEw67JzMTFpl5YQk3VuLlqP3/E7xeEtMVmfiIjIntIQRBERqVMbcnxkeS7CpJg8/wpa0Hmvr/OKQ69h1pL2xBtt9vq6REREakMFmIiI1KlNecWYFIMRJskbmyGIfVr0Jj6cDUA4bOJwaDp6ERGpn1SAiYhIndpeUEJr3zt0O8BDRlJGTNZZOgsiWDMhxjmcMVmviIhITekcMBERqVM7igI4SOCAlANwxqgQ2la8mWLHj5QYKzUVvYiI1GsqwEREpE5tL/ADkJbkidk6v14zgy3e0eS439JU9CIiUq9pCKKIiNSptdnryXFNYkV+R6BHTNZ5QKOWeMLtcJnNVYCJiEi9pgJMRETq1Nq8deS63+HbTS2BB2KyzpM7nkxH878UBkIqwEREpF5TASYiInXK50sgOTiY41sfGNP1elwOCv0hnQMmIiL1mgowERGpU/6SdJoE/smow46I6XpLZ0JUD5iIiNRnmoRDRGQ/8d1333HmmWeSlpZGXFwcnTt35p577qGoqKjayzjxxBMxDAPDMNi0aVOF+30+Hz++8zh/Pn0BJx3SljPOOIO1a9dWuqzc3FwyMjIYNmxYjZ9LVlYWhmHQrl07ADYVbGJl6FY2ee6gpFwBdumll2IYBhMnTox6fGl76c3hcJCSkkK7du04/fTTefTRR9m8eXOV669quSIiIrujAkxEZD/w5ptv0rdvXz7++GPatWvHqaeeis/n48EHH+Too48mPz9/t8uYOHEiX331FYZR9UWOR44cybaFn+BslM6RRx/D1KlTOfXUUwmFQhVi7733XgoLC/nPf/5Tq+cGYGCQG15CiXMpvkCw2o875phjGD58OJdccgknnXQSrVq14quvvuL222+nTZs2/Pvf/8Y0zVrnJyIiUkoFmIhIA/fXX38xYsQIQqEQr776Kj/88AMffPABq1at4pxzzuGnn37itttu2+Uytm7dyi233MJJJ51EmzZtKo3ZuHEjEyZMwNWhFYGr/6DDyHY88MADLF++nA8//DAqdunSpTz33HOMHj2aAw44oNbPsUl8Ew5J+BfpJfdSEqxY7FVlxIgRTJw4kYkTJ/Lee+8xZ84ctm/fztNPP43L5eKOO+7g7rvvrnV+IiIipVSAiYg0cBMnTsTn8zFw4EAuu+yySLvX6+XZZ58lISGBV155he3bt1e5jFGjRlFYWMhzzz1XZczSpUsJBoO4u7cBh4nb6eLyyy8HYMmSJVGx1113HR06dODGG2+s3ZPbye100y5hIAnhw6lB/VWp+Ph4rr/+ej799FOcTicPP/wwP/30U53kKSIiogJMRKSBW7RoEQD9+/evcF96ejpdunQhEAjw2WefVfr46dOn89Zbb3H33XfToUOHKteTnZ0NQKL7BI5OeJf7+t9HamoqADt27IjEvfXWW8yaNYvx48fjdrv39GlVkOBxAlAcqGUFtlP//v0j56eNHz++TpYpIiKiAkxEpIErLCwEiBRDf9ekSROASnt5ioqKuOaaa8jMzNztMMXSoYmh7K0ckNyK9MR0fvvtNwDatm0LQEFBAbfeeiv/+Mc/GDhw4J49oSoUmb9T7FjC1sIduw+upvPPPx+Ab775ps6WKSIi+zdNQy8i0sClp6cDVDkbYWl7VlZWhftGjx5NVlYW33zzDR6PZ5fr6dmzJ42bNiP/+ykYJxzP5s3tue222zAMg1NOOQWA+++/n5ycHJ544olaPKPKzdo2mhxvFqt2dAS618kye/bsCcAff/yB3+/f7WsgIiKyO+oBExFp4Pr16wfA22+/jd/vj7rvu+++Y+XKlQAVZkJcvHgxTz31FMOHD690+OLfxcXFceqIWwnmbubdu84nIyOD6dOnc80119CjRw9WrlzJuHHjuOuuu6Im8iguLt7jmQbXrl0bmUo+5+4sGAOPnnF+pO21117bo+WWSktLi/xdOsRSRESkNlSAiYg0cBdeeCFt2rRh3bp1nHnmmSxbtoz8/HymTZvGOeecg8tlDYZwOMoOCaFQiCuvvJLGjRvXaJr4dkcMwn1ZOzgSTjrvJN577z2effZZAK6//nratGnDLbfcAsA777xDu3btSEhIIDU1lXvuuYdwuGYXUU5MTGT48OEMHz6cniecSWK3AfQ6cUikbVfnrFVH+cJwV9Pvi4iIVJeGIIqINHCJiYlMnTqV0047jWnTpjFt2rTIfW3atOGmm27i0UcfjTpHbNy4cSxevJhXXnklqhdod7YX+Els2Y8uRx7KI6eP5tAWhwLw/vvv88UXXzB16lS8Xi+LFi3iggsuYNCgQTz11FPMmjWLBx98kGbNmjFy5Mhqry8tLS1yMeTHZ6xk/Ne/c9pRbbnvzG6AdcHk1atXV3t5f7dt27bI31WdQyciIlITKsBERPYD3bt359dff+W9997jhx9+IBgMcsghh3DBBRcwduxYALp27RqJ/+STTyJD+F5//fWoZW3atAmAoUOH4vF4GDt2LH379gVge2EJKcFzuPPIQzm0RUvAGmJ48803c/rppzN48GAAHn/8cZKSknj33XdJTk7mzDPPZPHixTz22GM1KsDKi985C2Khv25mQYSy6fM7depUpzM2iojI/ksFmIjIfiI+Pp5LLrmESy65JKr9yy+/BCpOU2+aJrNnz65yefPnzweie4m25JcAkJbkjbQ99NBDbN68mXHjxkXafv31VzIzM0lOTo60HX744cyaNYu8vDwaNWpUsycHLNg8mc2ed1m07UzgkBo/vjLvvPMOAMcff3ydLE9EREQFmIjIfmzWrFksXryYrl27cswxx0TaZ86cWeVj2rVrx9q1a9m4cSMZGRmR9mAozPrsYgDaNEkAYPXq1Tz22GPcfvvttG/fPmo5RUVFUf8vnS5/T8+1yvb/ic/5M1uL62YGxJkzZ/LOO+9gGAbXX399nSxTREREk3CIiOwHlixZQjAYjGpbvHgxF1xwAYZh1MmFhjfm+giEA6yNG0K3Fw4g15fLDTfcQIsWLbjjjjuiYrt27cry5cv58ccfAWsGxk8++YQ2bdpE9YrVxIA2Z5Hmv4WWnkG1eh4+n49nnnmGwYMHEwqFGD16NN26davVMkVEREqpB0xEZD8watQoli9fTs+ePUlLSyMrK4sFCxbgcDh44YUX6mSI3bodRYQpBiNIti+bWV/M4tNPP+XDDz8kPj4+KvbWW2/lrbfe4vjjj+eEE07gxx9/5M8//+T555/f4/X3yDiUxFAQj1n94Ysvv/xypLevqKiITZs2sWjRIoqKivB6vTz66KORWRtFRETqggowEZH9wEUXXcSkSZNYsmQJOTk5pKenc/7553PrrbdGLjZcW+t2FOEgkbNbfsw9p7ThH/3/waBBgxgyZEiF2B49ejBlyhTuuecepk6dSkZGBo888ghXX331Hq8/wW1NwlFUg0k45s6dy9y5czEMg6SkJJo0acLxxx9Pv379GD58OM2aNdvjfERERCpjmHt69UsREZFyHvn8V56ftZrh5aaBj6Xv1vzJWS/+j7SkOH65+58xX7+IiEh16BwwERGpE3/usCbVaL1zAo5YW5n9I5vibuL3QPUvHC0iIhJrKsBERKRO/JVTTMDYwMJtr/PBig9ivv6MpDSc4XQMszEa3CEiIvWVzgETEZE6saOwBL/xBy/9/Ai/5hzL0IOHxnT9R7Y+jFYlEwDwh8J4Xc6Yrl9ERKQ6VICJiEidyCkM4KIpZ3Y+n94tu8R8/QmesoKr2B9SASYiIvWSCjAREam1QChMfkkQLwfzyunX0zTJG/Mc3E4HHqcDfyhMoT9EY3tORRMREdklnQMmIiK1llMUiPydEu+2JQfTNNnieZDNnrvZkLfZlhxERER2Rz1gIiJSa7nFfgAaxblwOe35bc8wDPJZTNhZzKb8HUA7W/IQERHZFfWAiYhIreX7ggBsc71A2qNpjPtunC15ZMbdQFP/zXgdjW1Zv4iIyO6oB0xERGrNFwgDEDby2V68nbAZtiWPjomDKczOxUmiLesXERHZHRVgIiJSayXBEADdEkfy1QXjSE9MtyWP+J0zIRb6Q7asX0REZHdUgImISK2V9oA18jSha7OutuVhOrZTYvzOxvzmQEvb8hAREamKzgETEZFaK+0Bi3Pbe+2tH3KeYFPcjcz563Nb8xAREamKCjAREak1X8AqwNb6PuGlRS+xvWi7LXmkeJrhDKcTDusizCIiUj9pCKKIiNRa6RDExTnPMm9qLse0OYamCU1jnseZB45mx4aLOaRJh5ivW0REpDpUgImISK2VDkFsn9yP9s3DpCWk2ZJHws5JOIo0CYeIiNRTKsBERKTWSnvAzmgzloeHdrctjwSPdVgr8gdty0FERGRXdA6YiIjUWuk5YF6XvYeVtQUL2ep5iJkb/2trHiIiIlVRD5iIiNRaaQ+Y3bMgFoe2UeScx19FAVvzEBERqYp6wEREpNZ8wRAlxm+MXXwU/Sb2sy2Pbum9aOK/lo7xw2zLQUREZFfUAyYiIrVWEggTNvIpDOaQ68u1LY9OTTuRHDqVxo4U23IQERHZFRVgIiJSa75gCG+4K2OPnMYZPVvalke82zqsFZZoEg4REamfNARRRERqrSQQwkEcHVIPpntz+2ZBjHNDwNjAVt9y23IQERHZFfWAiYhIrZVOwuF12/y7nuFjQ9xVbAiCL3g5ca44e/MRERH5G/WAiYhIrZUEQ/gcy5n55zss3rjYtjzSkxpjmIm4zHQK/YW25SEiIlIV9YCJiEit+YNhipzf8vSPn5CYeCe9WvSyJY9kr4c2vsnW355UW3IQERHZFfWAiYhIrZUEw7jDbTiq5Ul0a9bNtjziPWXXISv2h2zLQ0REpCrqARMRkVrzh8Ikh07hiQH3cWT7prbl4XE5cDsNAiGTokCQFNy25SIiIlIZ9YCJiEit+YPWJBwel/2HlQL3B2z1PMTXf8y0OxUREZEK7D9SiojIPi8Q2lmAOe0/rJQ4VlDknMdv23+zOxUREZEK7D9SiojIPs8fDLPRexOD3z2Unzb9ZGsurb2DaeK/hoOa9LE1DxERkcroHDAREak1fzBM0LGJdXl5uBz2HlraJBxHbnYuGQkdbc1DRESkMuoBExGRWvOHwjQveYQp535F+9T2tuaSsHMmxCLNgigiIvWQCjAREamVcNgkEDLxmG3o2/oY4t3xtubjdvkJGBvIyl5jax4iIiKVUQEmIiK14t85AQfUj1kQN/i/YUPcVbz0yz12pyIiIlKB/UdKERHZp/lDYULkku+czpdrPrM7HRp5UjDMeNA1wEREpB5SASYiIrXiD4YJODawwzOeW764ye506Jl+Em1873Fxp/F2pyIiIlKBZkEUEZFa8QfDOEwvieHD6d+2m93pEL9zEo5Cf9DmTERERCpSASYiIrXiD4bxmO1px/28cuYgu9MhsXQWxBLNgigiIvWPhiCKiEitlE7CUR8m4ABwOYNsdz/N+2tvwh/y252OiIhIFPWAiYhIrfiDOwswZ/0owJK9XgpcMygogFxfLumJ6XanJCIiElE/jpYiInvRhg2wfDlkZYHPZ3c2DU9JMEy263V+Cl7CswuftTsdkuPjaBy4lF6NbibOFWd3OiIiIlHUAyYiDcLGjTB7tnVbuRK+/LLsvpEj4f33y/6fkgKZmXDYYdZtyBBo1CjmKTcY/mCYkLEVn7mBokCR3enQJMFDSvBsGocTSfYm252OiIhIFBVgIrLP2rQJ3n0X3noLFiyIvi87G1JTrb9TUqBpUygogJISyM214hcsAIcDTj217HHhsNUm1ecPhWkcvJhujf/Bed1OtzsdWjeJB+Cv7GJM08QwDJszEhERKaMCTET2SQ8/DKNHQ2jnRHeGAT17Qr9+cNRR4PWWxb7yinUzTav42rABfvoJvv/eKsjS0spizzwTkpLg+uvh6KNj+pT2Wf5gGJfZjIy4xrRJaWN3OrRIicc0CikI5bBy6wYymx1gd0oiIiIRKsBEZJ9hmlahBdC9u1V8HXEEXHghnHsuNG++68cbBjRubN26dIFhw6LvX7sWpk61/n7nHRg4EB580BqmKFWLTMJRT2ZB9LgcFCSMZ0d4DhN/fJRHBt1qd0oiIiIR9eNoKSKyC2vXwkUXwWOPlbWdeir8/DN8953VW7W74qs62raFxYvh8svB7YYvvoDDD4ezz4Z162q//IbKHwpR4PyazYFZFPgL7E4HgMbeVAwznq0F9p+TJiIiUp4KMBGpt0IhePJJOPhgePNNa9hhwc7v9w6H1QtW1w491Bqu+NtvcOml1nref9/K4dtv6359DUFJIMR291PM3n4n2cXZdqcDwNAD76ON7z0OaXyB3amIiIhEUQEmIvXS8uVwzDFw001QXAzHHgtffWWdnxUL7drBhAlWL9txx0GzZtC7d2zWva8pDpQQH+5NRtwhNIlvYnc6ALRuYr1R1mcX25yJiIhINBVgIlKvmCa8+KJV7CxYYE0P/8ILMHMm9OoV+3y6drXW/e23kJBgtYXD8OGHVq4CobCLZv57ObftBBI9iXanA0DTJA8A2wv9NmciIiISTQWYiNQrK1fCtddaF0weNAiWLYOrrrJ3anjDgFatyv7/9NMwdKh1/bDcXNvSqjf8oZ2TcDjrzyGlIJTFdvfTzN48zu5UREREomgWRBGpVzIzrXO9AG6+uX5ek8vrtW4ff2xN0vHhh9asivur+jYLIoDhLKDANYO/fK12HywiIhJD9edoKSL7rWnTrEkvSt16q3Wrj8UXwD//CXPmQOvWVt6HHw4ffWR3Vvb5eds3rPdeyefrx9idSkSP5geREriIJqFz7U5FREQkSj39eiMi+4vx460p5c88c98aztenDyxaBCecAIWFcNZZ8NRTdmdlj2zfFoKOjRQFt9udSsRB6W1oHDwfV8kJBHcOkRQREakPVICJiC1ME+66C0aOtP7u2xfi4+3OqmbS02H6dLjmGus53HwzrFhhd1ax1z6pP81LHmVw21F2pxKR6C0bYV9YErIxExERkWg6B0xEYi4YhKuvhldftf4/dqxVjBmGvXntCZcLnnsO2reH1FTremH7nXAj4sJd6NQk0+5MIjwuBy5XIcWhHLYU5pGS0NTulERERAAVYCISY0VFcN55MHWqdY7XCy/AiBF2Z1U7hmGds1be+vXQpMm+16u3J3wBq4cp3u20OZNof7qvx+/ewuINHemUfoLd6YiIiAAagigiMTZypFV8xcVZswfu68VXZTZuhP79rXPb8vPtzmbv+z1vDoWOuRSHttqdShSPkYJhxrOjKM/uVERERCJUgIlITI0dC0ceCV98AWecYXc2e8fatbB5s3UB5xNPhB077M5o71qc/QrbvA+zJv9Hu1OJclzjF2nje4/MJkfbnYqIiEiECjAR2etC5eZAyMiAefOsSTcaqiOPhK+/hqZNYeFCqwjLzrY7q70n2dkRb+hgWjdqY3cqUZLjvAAU+II2ZyIiIlJGBZiI7FV5edCvH7z2WlnbvjjZRk316QOzZkGzZvDjjzBo0L41zX5NdPbeQIb/MXo272N3KlGSvG4ACkpUgImISP2hAkxE9pqCAjj5ZJg715qivaEWIFXp2hW+/NLqCfv++4Z7Tlhx6SQcnvp1SNkR+p7t7qf5/I9JdqciIiISUb+OliLSYPh81sWV58+3pmefMQNSUuzOKva6d7eKsNRU2Lq1gRZgfqsAi6tnsyAWhLIocM3gl+3z7E5FREQkQtPQi0idCwTg3HOt86CSkqyLFffqZXdW9unZE776yjr/rUULu7OpWyu2rmBJ4GKcnpbEu2fZnU6Ug1IPY+Hai+iaokk4RESk/lABJiJ1KhSC4cPhk0+sqeY/+QQOO8zurOx36KHR///uO+t1cdavTqMa25i/kYCxCdNwEe+pX08ms2lPGgfjOSCutd2piIiIRGgIoojUqffeg7ffBpcL3n/fuh6WRJswAY45Bv7v/8A07c6mdrqk96R5yWM0DVxHSrzb7nSiJMdZvzHmlwRszkRERKSMesBEpE6ddx4sXQo9eliTTkhFyclW4fXCC5CeDg88YHdGtRBOIC58MC6HQXw9Owcswe0kRAHrC1YTNg/FYeg3RxERsZ+ORiJSJ0p7cgzDutjyuefam099dvbZ8N//Wn+PHQtPP21vPrWR57N6lxrFuzHq2fUFErwGf8UN4+NN57GtaJvd6YiIiAAqwESkDnzyCfzjH1BUZHcm+46rry7r+brhBnjzTXvz2VOzs76l0DEXt2er3alU0Dg+DgfJuEgku7gBXwlbRET2KSrARKRWvvvOGnb44Yfw1FN2Z7NvuftuGDnS+vvSS+Hzz21NZ4+8sfR5tnkfptCx0O5UKkiKc9HK9xqHeT7ioLSD7E5HREQEUAEmIrXw229w+ulQXGyd73XLLXZntG8xDHjySbjwQggGreuF7WuaJ7THG+pCWj2caTDR68LATUFJ0O5UREREIjQJh4jskc2b4eSTYds26NMHJk8Gd/2aBG+f4HBYsyKecgpccIHd2dTciQdcz8KfBnJIeku7U6kg2Wsd4gpKgpimWe/OURMRkf2TesBEpMYKCmDwYFizBjp0gE8/tS64LHvG7bZ6wUrrg0DAKmz3BZtySwDISImzOZOKkuJcFDkWssX1FC8vnmh3OiIiIoAKMBHZA5deCosWWVOoT5sGzZrZnVHDUVAAZ5wBJ54Iubl2Z7N7m/KKAchoVP8KsHi3k6BjDYWuL/hmzSy70xEREQE0BFFE9sBtt1kF2OTJ0LGj3dk0LFu3wuLFsGULDB0Kn30GXq/dWVVuc8FmJv4xmLCnKc2Tv7A7nQoMwyDVdShmAAYeOMTudERERAD1gInIHjj8cFi50vpX6taBB1pFV1ISfP01DB8O4bDdWVVuQ/4GisObCTo2ktE43u50KtXc24OU4Hn0atbf7lREREQAFWAiUk2vvQY//FD2f4/Hvlwaut694YMPwOWyehlvuqnsQtf1SetGHcgo+Q9N/TfTpkmC3elUKinOGuhRqJkQRUSknlABJiK79fHHcPnl0L+/NfW87H0DB8LEidbfTz0F//mPrelU6q8dYbzhTFonHEFaUv0cJ5nocRIin+VbV2DWxypWRET2OyrARGSXvvsOzj/fGgZ3/vnQqZPdGe0/LrywrPB64AFr6v/65NeNeQBkZiTbnEnV4rwh/oofxpUzjqPAX2B3OiIiIpqEQ0Sq9ttvcNppZRdafv75sqnSJTZuvhmKiqxp/5s3tzubaFNWzKDQsZqWaQPsTqVKqfFJGGY8CW4P24q2keytv8WiiIjsH1SAiUilNm2yLrS8fTscdhi8+651TpLE3ujR0f8PhcDptCeX8r5YN4Ed3nkE3U2BE+1Op1JJXhetfW9yW7/uHJh6oN3piIiIaAiiiFSUl2f1eJVeaHnqVEhMtDsrAWtIaPfu8Pvv9ubx544igiUHEBfuwgkde9ibzC4ked0YeCjQJBwiIlJPqAATkQqcTmjZ0rrQ8vTputByfWGa1jXYVqyAQYPsPSds7u/bSA0O57QWL3HaQSfZl8hulM6CWOBTASYiIvWDCjARqSAxEaZMgXnzrB4wqR8MA957D9q3hz/+sHop8/PtyeXHdTkAHHFgU3sSqKZGcS6KHUt4f83djF8w3u50REREVICJSJkZM8quN+VyQceO9uYjFTVvDtOmWb2TixfD0KHg98c+jzXbCwHo1Dwp9iuvgWaN4ggaG1mR9zFf/PGF3emIiIioABMRy5NPWsParrmmfl70VyxPPPEEt98+lLi4TkAKX37pJTW1LZdcMpxly5bVaFkTJ07EMIzd3l5//fUKj12+9Wf+8l7GE4uvqKNntne0SInDGz6Ytq7Luar3VZXGZGVl7fL5Z2Rk1DqP+++/P7K8d955p9bLExGRfZfmNBMR3nkHbrrJ+rt9e001X5899NBDFBYW0qNHD1q37s78+VBUtIw33nidyZPfYcqUKZxyyinVWlbHjh0ZPnx4pffl5uYyZcoUAPr27Rt1X2FJkC1FGwl5t5JTUs8uTvY3GY3i8Jjt8BS1Z3Cnk3cZ27x5c04+uWJMSkpKrXJYuXIlDz30EIZh6GLQIiKiAkxkf/f113DJJdbfI0dakzxI/fXRRx/Ru3dv4uLiAHjjDfjgA+jf/7+MGnUtI0aMYN26dTirMU993759KxRXpf773/8yZcoUjjnmGNq3bx9136Y8H3HhrrQPj+P50w6v/ZPaizJS4ohzO/AFwlz48gImXXEEDkflvzBkZmYyceLEOl2/aZpcddVVNG7cmCOPPJKPPvqoTpcvIiL7Hg1BFNmP/fADDBkCgQCcc441DFG9X/XbMcccEym+AC6+2CrAbrjhn3Ts2JENGzawcuXKWq9n0qRJO5d/cYX7dhT6cZBA66QeHNX6qFqva29yOx0M6XkAYQqY+ccivl75Z0zX//LLLzN79mwef/xxGjduHNN1i4hI/aQCTGQ/tXSpdc5Xfj4cfzy8/jo49ImwTyotmkt7vRYu9NRqeWvWrGHevHl4PB7OPffcCvdvL7Bm/UhNrN16YuWBId3YmnATG+OuY8qyOTFb76ZNm7jtttsYMGAAF154YczWKyIi9ZuGIIrsp1asgNxcOOII+OgjKNepIvug119/fWfPV2euu649PXpAr157tqzS3q/BgweTmppa4f4dhX4KnN+QRxo7ig+mSXyTWmS+97mdDtqmtGJVdj6/bd1SZdzmzZv517/+xcaNG0lJSeGII47gjDPOwOPZs0Jz5MiRFBcX89///ndPUxcRkQZIBZjIfuqccyAlBfr0geRku7ORmnrsscdYtmwZhYWFrFixgmXLltGyZUtatnyLH35wcMope34dtzfffBOofPghQHaRnxz3BL7euoM/sk+s9wUYwITTP2HYi9+Tn1P1Lw2//vor999/f1RbmzZtePfddzniiCNqtL6pU6fy3nvvcd9999GpU6c9yllERBomDTgS2Y9s2wYbN5b9/6SToEn9/+4slZg+fTqvvfYa//vf/1i2bBmtW7fmrbfe4quvenPIIbBlC5x8svVvTSxcuJCVK1eSmprK4MGDK43Zll+CN9SdNkk9ade4Xe2fTAx0a2n15G3M9bGjMPrCaV6vl3/+85/MnDmTzZs3k5uby/z58zn11FNZt24dJ598MllZWdVeV0FBAddeey2dO3fm9ttvr8unISIiDYAKMJH9RG6udc5X376wZo3d2Uhtffnll5imSXZ2NrNnz+aggw6if//+jB//IJ9/Du3awe+/W0X2jh3VX27p8MPzzjuvyqF32UV+0gO3cvdh/yMtIa0Ons3elxznpm3TBABWbMyLuq9FixY899xz9OvXj2bNmtGoUSOOPPJIPv30Uy644AJycnJ46KGHqr2uu+66iz///JP//ve/eL3eOn0eIiKy71MBJrIfyMuDU06BxYutSTf8/t0/RvYNjRs35thjj+Wzzz6jd+/ejB49mr/++p7p06F5c/jpJ6snLBTa/bKCwSCTJ08Gqh5+CLB9Zw9Sk8R9p7hYl7uOLc5xbHU/xvINebt/wE533XUXYPU4VsfChQt59tlnufjiiznhhBP2KFcREWnYVICJNHB5edYX8PnzITUVZsyAgw6yOyupa263m/POOw/TNPnkk0/o3Nm6xluLFnDjjVCNy4IxY8YMtmzZQvv27Tn66KOrjNtRWAJAk0R3XaUfE7/mf0yRcw5L/tpe7ceUnr+1sfzY3V347LPPCIfD/PLLL/Tv3z/qNm3aNADuv/9++vfvzzPPPFPzJyEiIvs8TcIh0oD9vfj68kvo2dPurGRvSUuzhgNu3boVgC5dYNUqSEys3uNLhx9edNFFu4z7KfdFNnmnM/WPGzgh8549TziGWjVqxRU9bmfKD0EWrtmGaZoY1bjoXXZ2NgBJSUk1Wt+SJUuqvG/FihWsWLGCntoZRUT2S+oBE2mgKiu+9nRactk3zJo1C4AO5aY+LF98rV8PF10EO2uKKAUFBXz00UfArgsw0zTJC64n5NhGvGffuWq3w3AwfvCDNGEAW/PDrN1eVK3Hvf/++wD07t27WvFjxozBNM1Kb8OHDwfg7bffxjRNxo0bt0fPRURE9m0qwEQaqOJiyMlR8dWQfPvtt0yePJlgMBjVHggEGD9+PG+88Qbx8fGcd955Ufc/88wzZGZmcthhd/Lmm3DCCbCzkyzigw8+oKioiCOPPHKX06YX+UOklFxJhu9xLjnkgjp7brEQ73HSvVUKAEv+zIm0v/766/z1118V4j/44APuuOMOAK699toK9w8YMIDMzEwWLly4dxIWEZEGSUMQRRqo5s2tc4A2b4ZDDrE7G6kLq1ev5rLLLiMtLY3evXvTtGlTtm3bxi+//MLGjRuJi4tj4sSJtG7dOupx27ZtY+XKlZxxxka++w6WLIF+/eCLL+CAA6yY0uGHu5p8A6yLMDtJId6ZSue0dnvhWe49RYEiUpI34je2sHZ750j7q6++ymWXXUZmZibt2rUjLi6O5cuX8+uvvwJw6623ctZZZ1VY3urVq1m7di1FRdXrTRMREQEVYCINSlYWzJ0LF15o/T8jw7pJw9CvXz/uuusuZs2axc8//8y2bdvweDy0a9eOs88+m5EjR9KxY8cqH5+aCt9+CwMGwIoVcNxx8NVX4PVu5Ouvv45M5LErpdfQaproqdY5VPXJS4teYsLqUSS4j2bt9qMi7VdeeSXp6eksWbKEOXPmUFxcTHp6OkOHDuWf//wnJ554oo1Zi4hIQ2OYpmnanYSI1N6KFTBwIGzYAP/7HwwdandGUl9lZcGJJ8Lq1VYP2LRp0K1b9R47ceEcbvz4FQ5K7cl3N9+wV/Osa1N/m8qw/12MWdyTk1qM5YNrj7E7JRER2Q/pHDCRBmD+fDj2WGuShYMPhiOOsDsjqc/atYPZs61ZEtevh+uug+r+FDfvr2/JcU/kr+B7ezXHvWFwp8HMH55FWuAWsqo5CYeIiEhdUwEmso/73//g+ONh+3Y47DCYNavsvB6RqrRsaQ1HPP98ePNNqO5owgSjBQnBfnRodNTug+sZwzBol2ZNC7mj0E9uccDmjEREZH+kAkxkH2Wa8J//wDnnQEkJnH46fPMN7LwUlMhuNWkCb78dXbD/8MOue8My4o4kPXArA1pdtvcT3AuSvC7Sk70AZG0rtDkbERHZH6kAE9lHzZoFt95q/X3ddfDhh9W/4K5IZd55x+pFvfpq8Puj79uU62Pp+ly2F5QA0CTRbUOGtTfp50msNW4jzzmFrO0qwEREJPY0C6LIPqp/f7jpJmjVCkaNqv4QMpGqbNlivY9eegmWLYP337dm0QyEwgx5di4b8woxCeAgjhYp8Xanu0c2F2xma+BHEpwJ/LFVBZiIiMSeCjCRfcjixdC6NaSnW/9//HF785GGZeRI6NQJhg2DefOgTx+YMgXiWuSzKc+H31jFJu+teMzOtEqda3e6e2Rw58H88meYGUsS+X1rgd3piIjIfkhDEEX2Ea+9BkcfbU2aEAzanY00VKecAgsXQmamNUPiscfC8y+FME0IONaBYeI0G9GqSYLdqe6RzLRMhh8yHI/ZllWb8+1OR0RE9kMqwETqucJCuOoquPRSa7KNhATw+ezOShqyzp1hwQI47TTrvfbsfU3wb0ohKXQSrYrfJDVwJRmN4uxOc491ap4EwJpthQRCYZuzERGR/Y0KMJF6bMkSaxjYSy9Z5+bcey989BEkJdmdmTR0jRpZ77WHHoIjz9iGt0UuAE5SOKt7b5yOffekQ7c7n5BnPvnmcs2EKCIiMadzwETqoXAYnnoK7rjDmo2uZUt4/XUYMMDuzGR/4nDAnXfCuklr2bgU7jwlkwR/Ept+SSMctu7fFz37/bP85XyQRPN4ftt8IZ2aJ9udkoiI7Ef20cOnSMNWUgIvvmgVX2eeCT/9pOJL7LM5z0eJ8Sv/++NuHnrxG2672clxx8Fvv9md2Z45ts2xpHk74TJbsj6nyO50RERkP6MCTKSeCIXKJteIj7cukPvcc9b1vXRxZbHT5rwSfM6f+XLdZJL6TCEpCebOhUMOsWbiDIXszrBmBnYYyE2HfETj4DA25uqEShERiS0VYCL1wM8/w1FHwaOPlrX17An//Keu7yX2Mk2TrfklxIcOY+Rht3HL4LNYuhQGDrQm6LjlFmt2zkWL7M60ZlrsnERkc54KMBERiS0VYCI22rYNrrsOevWC77+Hp5+GIo2IknokpyiAPxTGYx7IYyc9zHndzqNtW5g+3ZocplEja9r6ww6DadPszrb6MlLiMDFZl73d7lRERGQ/owJMxAaBgDXJRqdO8Oyz1hCuoUOtCy0n7JuXV5IGakt+CQCpCW48rrJDhmHAiBGwYgVcdJE1df0JJ9iVZc1tKVnKeu9lfL39SrtTERGR/YwKMJEYW7gQunWDUaMgJ8c6j+brr+H9963ZDkXqky35PoodS/AmrCNsVrxmVsuW8MYbVg+ux2O1BQJw4onWxcPr60XDj2rTg5CRg8/czI/r/+A/01fy+xZdmFlERPY+FWAiMZaRAWvWQLNm1hCuRYvg+OPtzkqkclvyStjhfp4FhVfy0a8fVRmXXG4m9zfegK++si4e3q0bTJ5sXVqhPmnftBkHBB6mle8txkzZyDPf/M7VbyzCNE27UxMRkQZO1wET2Yt8PnjrLVi2zJotDqBNG5gyBfr2tc6fEanP1mXn4Am3x+HK5vgDq/6lYOvWrZG/BwyAe++NZ/z4BFaudHD++XDXXUGuvrqY887zxXyYbXp6eoU2p8OgY+PeZG0v4qc/cwBYvbWQP3cU06apxgGLiMjeowJMZC/YuNGaQv6FF6D0e+lFF8Ghh1p/n3qqfbmJ1MSf24OkB27jhn5taBzXuMq4Zs2aVdKaDNwA3MQff6Ry++3J3H57CZAJxG7yi6p6tVo3SSBruzXrjUkIAyfzVm+jTdM2MctNRET2PxqCKFJHgkH49FM491xo2xbGjrWKr9at4d//hvbt7c5QpGbyfAHm/L4NgG4tKyuwdicfGAu0BkYCfwA/El18HQ44a5foHmrdJAGfYzmbPHeS43oNgPl/aFZEERHZu9QDJlJHpkyBc84p+3/fvnDDDTBkCLi0p8k+xjRNhrz4OhvyXaR6MziqQ9NaLK0QGA88B5RfTnNgLrAVeAN4D/ihFuupmQ7pSYTJp8T5C4bnT8yCS/hoyQb6dU5naK9WMctDRET2L+oBE6mhcBjmzbMuQDt+fFn7aadZ08qPGgVLlsC338LZZ6v4kn3TwrVb+Xb7vWyIu5prBhWS5K2LN3II2FLu/5nADqAFcBvwPbAGeAw4gr19iDqlWwbp7qPI4DLmXLqQJgnxANz07k/MW71tr65bRET2X4apKZ9Edmv9evjyS/jiC+vfzZut9i5drAk2SpmmdX0kkX3dTf/7mud+vh6HZyObb11Lsjd5l/HlJ+GoCb8fvvjCw5QpXr74wktRUdkO9MILeZx1lnUdstrsW5VNwlFqW0EJTsMgNdHD8g15XPLqArYV+DmtRwueuaDXnq1QRERkF1SAifzN37/oDR4Mn30WHdOokdXjddZZ8I9/qOiShsU0TY5+5Gs25Bbz8NkZXNCnT0zWW1QE06bBe+/B9Onw22+Qlmbd98gj8Oqr1tDe0lunTnW/732+4meueW0d8W4nP9wzsI56/kRERMroyCL7taIi+PVXqxdr2TLrYrIrV8LateDcOS9AkybgcECfPtbFZQcOhKOOAq/X3txF6oJpmhjlqpjiQDE/ri1kY66PRI+LoYccGrNcEhJg6FDrFgqV7YNgFWarVlm3CROstpQU60LmPXvCQw9BYuKer9s0TW6ZcQvjFozjwJSr8eUOZsayTToXTERE6pwKMGnwioogKws6dy47H+vf/7YugvzHH1aP19+tWGFdQBbggQfg6achNTVmKYvEzCOf/4ovEOKOUw4m17+VwW+exvbtXYDzOOvQA4hz2zNDofNvq/3wQ5g/H+bMsW4LF0JuLsyeDT/+CE8+WRb7f/9n7dudOpXdDjwQDjgAkpIqX59hGBzQ6ADCZpg2aX7+yIWHP/+VHq1S6Nhs18MvRUREakIFmOxz/H7ri1durnVRY4/Hav/yS5gxAzZtsm6bN1vX4yo9NWX16rKp4IuKrP8DNG0KXbtat549rd6tgw8uW1+7drF6ZiJ1ZONG6yJ0V18NLVpUHrNkCSXXXc+cg85jS3wKvcc/SN4BW1ncfhGu8G/0SD6TmwZ2rv4yS+8fMsSaEnRX665uzuXaUlu04NRTd15Db+NG/M+9zK/9r2HJ+nRycqxe6tL4b764mxWr3EybVnE1bVsFyfqz7NA3YQLk51ufA5mpN/Lc4b3p1eJIRv61ALcziMOVT3hDHo4XX6r8Of097+q89jV9HWr62D3dBiIiEhMqwGppW24RobCJ1xGH0+HENCEQCuIL+nA6HGQ0TYjEbtpeRCAYxuuMw+WwXvrysa2al8Wu31JEiT+ExxGH2+kGIBgKURwswuEwaN+q7GfcPzcVUewL4XHG4XaUxRYFCzEwyGxf9uvt2g1F5BcG8Tji8Dg9UbEA3To1sr7IAGs3FJOdG8Dt8OJ1ejFNCJthCgP5hMNwaJeUyK/UK1YV8+cGPw7Ti9OMIxiEYNAkz59HKARDTm5EQoI1zOnb74pZtKSEYImXkC+e4mIo9pnk+nLx+eDf96XQvLkV++yLxUx4vYT8HA/5OxLIyYHiYiAuG4Cli1Lo2sVK+JtvfTw2vhhCHgiUG4sUl02jRrBpSyPat7cSPmeYj0OPLqJHVw8HHpAUOY8kuzgbExPTaETp7lESLKEwUIjb4Y6aiCDHl0PYDJPsSY5so5JgCQX+AlwOFylxKVGxoXCIZG9y5HX3h/zkl+RXGhsMB0n2JON1eSOxeSV5OA0nqfFlXXG5vlwC4QBJniTiXHE731MBcnw5OAwHTROaRsX6Q36SPEnEu63Z3oLhINnF2RiGQVpCWiQ2ryQPX9BHkieJBLf1vgyFQ2wvtq6R1CyxWYXYRHciiR7rdQ+bYbYWWpVv86TmUbHFgWISPYkkeaz3sGmabCncEllu6XC4/JJ8igJFJLgTIq+7aZpsLtwciXUY1rYv8BdQ4C8g3hUf9VpuKtgEQHpCOk6HMxKbX5JPnCsu6rXcXLCZsBkmLSEtsj2LAkXk+nLxurw0iW8SFRsyQ6QlpEW2Z1GgiBxfDl6nN+p131K4hWA4SNP4ppHtWRwoZkfxDjxOD+mJ6VGxgVCApglNI9vTF/SxvWg7bqc76nXfWriVklAJTeKbRLZRSbCErUVbca1ZTsZ998EZZ0CLFmwr2kZRoIjUuNTIa7nqx694KWEOnTo0IXHtQM746h0AVh4P8zqO5NG7T6BpUrlxths3QrllVlB6f6dOu46rSmXLr2qdGzfiGXsvPc4aTI8B6RWW8eLLw1gRPohVq+D3361hi2vXhMgvdJLsDVD+0PfEE7B0aen/DKDfzr+PIz0jwGnJh5BbsI3547Yy5sfrWJ0DziZrcTXaQbqnNU3zncRNTqDxthBXP7od17rfaHTffXzc6GK2NgKHpwSHy0+8101yfBwuF3g8Jr2PKgAg0ZPIyl8d5OVBiBLCq9bjefB9Erqci6NbC1wuaNnOik1wJ5C9w4HPZ30mBMJ+XA4Xca446zPs560kPXwfRofWJNx/H/nHD8HnaEEgFCBg+nEaTuLd1vvKMCAuuQjDMIlzxeErdlJSYn0m+MMlOA1n2XIBV3xZbMDvJBCwYktCJTgNR+QzBcBwF4MRxuvyEgq4omIdRMfiKsZwWLHhoAu/3/qs8YV8GBiR97a1XB8YITxOD2bIvctYXD4MhxVL2E1JifW5VBwstl53d9kxwnCVgCOI2+nGCHt2GYuzBMNpxTpMDz6f9blUFLQu6J3gSoh8hhkuPzgC1YrF6cdwBnA5XLgMr3WcAwoD1rE53hUf+byrUawjgOHy43Q48TjiKLJWTVGgCBOTOGdc5LOxZrFBDFcJDsNBnCueQmvVFAeKCROuUazX6Y18J8IIYbh9GIa1PQsKqh9bulxf0EcobG370s9yjDC4dm5PTyJFRdbol5rElgRLCIatbV/6uQ8muIsiscXF1kzJu4tNcCfg8xmEwzv35ZC1PUuPEaZpYniqFwuAe+e2d8fjL3EQClnfBfwha3uWHk8ATFchhlG9WCtfa78PBpzWd7twkJJgCR63k8ZJ5WKlZkypFc+NB5uMwaTtTNPaRU2TzA9MxmB6/3l0VGzCqD5WbKdPy2I7TDcZg+n6v55RsSk3HGfFdnm3LLb1HJMxmMbITlGx6aNOsWIPmVgWm7HYarupZVTsATeebbUf9mxZbNOVVtvtjc3CwrLY9jdfYrUf/WhZbPJfVttot7ltW1lsl1v/abX3G1MWG7fDahuD+fsafyS29523WO0Dby2LdZZEYhcsyYnEHveve632U68ti8U0Ge0yGYP52bfrI7EjJvzbZAxm7wcuNV97zTSnTTPNJUtMM/mhRiZjMH/b9lsk9pkFz5iMwTzn3XOiXp8W/2lhMgZzycYlkbZXF79qMgbz1DdPjYrt+HRHkzGYc9fNjbRNXjrZZAxm/4n9o2J7/LeHyRjMGb/PiLRNXTnVZAzmYS8eFhV71MtHmYzBnLJiSqTt6z++NhmD2eXZLlGxJ75+oskYzDd/fjPStuCvBSZjMNuNaxcVe8bbZ5iMwXzxhxcjbUs3LzUZg5n+aHpU7LD/DTMZgzlu/rhI2x87/jAZg5nwYEJU7IiPRpiMwXxw9oORts0FmyPbs7yRn400GYN515d3RdoKSgoisYX+sjfgnV/eaTIGc9TnoyJt4XA4ErulYEukfeyssSZjMK/8+Mqo9cWPjTcZg5mVnRVpe2LeEyZjMC94/4Ko2LRH00zGYC7bsizS9sIPL5iMwRzyzpCo2DZPtjEZg7nwr4WRtkk/TTIZgznw9YFRsQc/Y31GzFwzM9L2wXLrM+LoV6I/I/q8aH1GfPrbp5G26b9bnxE9n4/+jDhugvUZ8e7SdyNtc9ZanxGdHmtj7SiLFpmmaZqnTDqlwvtk3kv/MhmD2fyBFHP15zPN8jvY3HenmxUsWhS1zCrvnzRp13FVqWz5Va2zpu0778sjyfzzs5+jmu+80zTPPdc0TzzRNA891DTbtjXNpCRrMQces9Bs9HAj03Wf0yxxYnbvWGS9RCfdbL0PB9wZedkyWmSXvY/dmEcfkm/dN8B6HzNoVCS2UUr0+/jEE3e+9Mda72NOvzIS63ZHv4/POGNn7JHW+5ihF0R9Nqbdai13WTrm+YO2W+29rfcx5w2Jim39eNn7+IordrZ3t97HXDwwKrbTuLL38fXXRx/ruPzoqNjuT5e9j++8M/pYx9U9o2J7jy97Hz/wQPSxjus7RcUeOd56H0/8caL5xBMVj3XlY48dbx3rnl34rPnCCxWPdeVjj3/KOtY9OudR8403Kh7rysee+KR1rBvzzRjzgw8qHutw+COxJ/3HOtbdOuNWc/r0isc6vDmR2EEPW8e6a6dea377bcVjHcnry2Lvt451l0651Fy8uFzsHdaxjia/lcWOLjvWrVxZLvZm61hH8yWRtoG3lR3r/vyzXOz11rGO1nMjbSeMLDvW7dhRLvYa61hH+xmRtv5Xlh3rSkrKxV5hHes4aEqk7ZiLoo91TufO2IutYx3d34zEHn5W9LGuUaOdsedbxzp6vRiJPfSk6GNdixY7Y/9hHes4Ylwk9uCjo491HTrsjD3dOtZx7IOR2AO7RR/revTYGXuydazjhLsisS3aRh/rjjrKrPIzIqVx9GfEgAF1+BlR7lg3bJi5y8+IVrv4jEgfdUrNPuMlinrAGoKdP6A5nFD6A47pgmC5+0qV9m65XFD6I6QZB76dsaZZFlvau+X1grfRztgkyN95fyhUFhu/c1lNm0LzLtbyzTj4hbL1lUprChRAZiYc0dJ6rCcent55f/lzrbp0gdkr4MwhMOZB66T7xo2h2TMQDFsn4Jfq1AlYC927wyVnlnt5Pq/kNZNqMTF3H1QDhmFgYERN+gBg/P2NurOtqvbKluswHBXucxgOHIYj6nlUFes0nDiN6BOPDAychrPs1+SdXA5XxVjDsNodzgqxkV9sy+VV2TJcDhduhzsqNwMDt8NdYRluh9uKLfdaGoYV6zaiY10OF16nF3/IH2nr7Mlg5HeQefpZtE6L/hXz6A5pNETJFJDcPBDV9tBDlcf6/VBQcBiJjbawaOZbeEKX8/Stf7KlcWfeWB/P7PwWHN4/gcPbbqLk1Um4zziDR8o9vm/PApq2SWJpc+vKZi1aQIte1udmUrJ1+elSGRnWUOfsFMgF4ikiuUmAkOHG5YK8crEOB7jdEHJCGDAc1me/pW73VxER2Ts0DX0tZecXEzZNq1t8Z8USDAcJhP04DAcpiWVfbAp8PkzTxOP0RGJD4RCBsN/qQveUxfoCJZiE8Tg9kS90YTOMP+THwIjqevaH/ITNMG6Hu0IsENWdXBpb/kth2AwTCFlfSsovNxAKEDbDOB3OSKxpmpHllo8NhoNWrOGM5GCaJoGwtdzyXxRLY0u/hJbGBsNBwPqyWBobCociseW/2Jbm+/dYE9P60lwutnS5TsMZiQ2bYcJmuNJYg51f0MvFlu4m5WNDYasCrU5s2AwDRBUfpmlGCoPyX/Crii1V/gt3Ze1Vxcp+ZPFi6N0bFi2CXr0qj3nzTbjoIpg0yTrpsXfvsvsqe9zulll6/6RJ1nJ3te7q5lzVOmvaXt3XpCa5VXJf+NCeBH5YiOfwozB2xgZCAUJmCKfhjAxxMk2TkpB1fTOv0xvZTwOhAMHF3+M86hg8C8vWVRywhkN5Xd7IZ0UwHCQQCljDxUqHOC1eTNGRveGVV4gbfgWOH6xlBMNBa3iR4cTjLPvcLg4Ug2EdvwzKhtBbxxkHca64yI9yQcpiwyEnoVDpUCT/zqFl5YY4OX3WEMSdscGg9XlZEirBwIgaglgaaw0rdO0yNuzwYTjKYgMB6/PSF/RViMVZAo6QdewxreGKpbFA1HBF01GC4axeLE6/NVyxXKxpmpHhivGu+KhhhTiC1o8tWEMbq4o1HX4MZ3QsWMP/wDqOlx9WiDNgvaccXny+qmNNI4DhqhhbHCi2hhVGLTcITmt7ehxxFWK9Tm/Z8d0IYrisWK8zLjIMsrJYjBDsHIJYPtYX9BE2re1ZflghrrJtXzoMsrJYkxCGu2JsSbCEkBn623LD4CrbnsXF1g/OpbFuh7ts/yRsDXetRiyY4C6uEOsP+QmGre0ZPQSxbNuXlJQNK/x7rGmaGJ6KsYFQgEDY2p7RQxDLtn3AXzassLJY01VkDUEuF1v+MyJqua6y/T4YcEbFupwODUGsBfWA1VJqcnwlrS4qe2mT4iq+UZ1OJx4qLiPOXXGO878f5EqV7dx7Hhu1w+1U9gFTxjCMSmP//ut8aWxl66sqtrL1OR1OnFScha2q2MpUtr7SnpHqxlbS6VLp+qqKrWxdpb1B1Y2tTGXtKrpE7GF9wYz+zHM73biJ/rwyDKPSz2e3043bGQeh6PaowmKnynpWARICgMMb1RlWZayn4nKdThdxlRy/yh+nnDt74cBFUqVfI+IqiXWSRMIuY9mjWEcVsdHHKWsURl3EenbeyscaJFYjNiGhprGQUGmse+etNrG7/+5Sd7FOKJdbWWxlX97rIraya8Q4omJLR+3UPtaoIjZ6e1YWW/qVsCaxf9+eZcpiyy6RU5PYyr+3Un6/322s1ETFb3oiIiIiIiKyV6gAExERERERiREVYCIiIiIiIjGiAkxERERERCRGVICJiIiIiIjEiAowERERERGRGFEBJiIiIiIiEiMqwERERERERGJEV1ITEWloWrSAf/3L+rcqXbtCv37Wv82bw003QUEBJCVV/rjdLbP0/q5dd7/u6uZc1Tpr2l6d/GuaW1X31WY9dZXnnm4DERGJCcM0TdPuJERERERERPYHGoIoIiIiIiISIyrAREREREREYkQFmIiIiIiISIyoABMREREREYkRFWAiIiIiIiIxogJMREREREQkRlSAiYiIiIiIxIgKMBERERERkRhRASYiIiIiIhIjKsBERERERERiRAWYiIiIiIhIjLjsTqCmTNPE7/fbnYaIiIiIiNQTHo8HwzDsTqNa9rkCzO/388gjj9idhoiIiIiI1BN33HEHXq/X7jSqxTBN07Q7iZqoTz1gmzZtYuLEiVx66aVkZGTYnY7UEW3XhkfbtOHRNm2YtF0bHm3Thqk+blf1gO1FhmHUm+rW4/FE/q0vOUntabs2PNqmDY+2acOk7drwaJs2TNqutaNJOERERERERGJEBVgtJCUl0a9fP5KSkuxOReqQtmvDo23a8GibNkzarg2PtmnDpO1aO/vcOWAiIiIiIiL7KvWAiYiIiIiIxIgKMBERERERkRhRASYiIiIiIhIjKsBERERERERiRAWYiIiIiIhIjKgA2wOzZ8/mlltu4fjjjyclJQXDMLj00kt3+ZhwOMwzzzxDjx49iI+PJz09nXPPPZdVq1bFJmnZI5deeimGYVR6y8zMtDs92Y3vv/+eU089ldTUVBITEzn88MN566237E5LaqFdu3ZV7pPXXHON3enJLkyaNImrr76aPn364PV6MQyDiRMnVhmfl5fHTTfdRNu2bfF6vbRt25abbrqJvLy82CUtu1STbTpmzJgq9924uLjYJi5VWr9+PePGjeOkk06iTZs2eDweMjIy+Mc//sGCBQsqfYz21Zpz2Z3AvujVV1/ltddeIyEhgTZt2lTrDXbNNdfw0ksv0aVLF66//no2b97M5MmTmTFjBvPmzaNLly4xyFz21A033EDjxo2j2tLS0uxJRqpl5syZDBo0CI/Hw/nnn09KSgoffPABF154IVlZWdx11112pyh7KCUlhVGjRlVo79OnT+yTkWq75557WLt2LWlpabRo0YK1a9dWGVtYWEi/fv1YsmQJAwcOZNiwYfz00088+eSTfPPNN8yZM4fExMQYZi+Vqck2LTV8+HDatWsX1eZy6etofTF+/Hj+/e9/06FDBwYOHEizZs1YtWoVU6ZMYcqUKbz99tuce+65kXjtq3vIlBr7/vvvzaVLl5rBYNCcP3++CZjDhw+vMv7rr782AfPYY481fT5fpP3LL780DcMwjzvuuBhkLXti+PDhJmCuWbPG7lSkBgKBgNmhQwfT6/WaixcvjrTn5eWZXbt2NV0ul/nbb7/ZmKHsqbZt25pt27a1Ow3ZA1988YWZlZVlmqZpPvzwwyZgTpgwodLYe++91wTM2267rdL2e++9d2+nK9VQk236r3/9ywTMb775JnYJSo29//775uzZsyu0z54923S73WaTJk2ivstqX90zGoK4B/r06UPXrl1xOp3Vin/ppZcAGDt2LF6vN9I+YMAABg0axOzZs/ntt9/2Sq4i+6Ovv/6a1atXc8EFF3DooYdG2pOTkxk9ejTBYJAJEybYmKHI/ufEE0+kbdu2u40zTZOXX36ZpKQk7r333qj77rzzTlJTU3nllVcwTXNvpSrVVN1tKvuOoUOHcuyxx1ZoP/bYYzn++OPZsWMHv/zyC6B9tTbU5xsDM2fOJDExkWOOOabCfYMGDWLatGnMmjWLzp0725CdVMenn35Kfn4+Xq+XHj160L9//2oX4BJ7M2fOBOCkk06qcF9p26xZs2KZktShkpISXnvtNdavX09qaipHH300hxxyiN1pSR1ZtWoVGzZsYNCgQRWGLsXFxXHcccfx0Ucf8fvvv9OpUyebspQ99e2337Jw4UKcTieZmZmceOKJUT9OS/3ldruBsiGj2lf3nAqwvaywsJCNGzfSrVu3Sr+wl74hNRlH/XbddddF/b9z5868/fbb9OrVy6aMZFdK96fKPvBTU1NJS0vTPrcP27RpU4WJj04++WTeeOMNnZvZAOxq/y3fvmrVKn2p2wf9vaekRYsWvPbaawwcONCmjKQ61q1bx5dffklGRgbdu3cHtK/WhoYg7mW5ubmAddJ4ZRo1ahQVJ/VLv379eP/99/nzzz8pLi5mxYoVjBo1itWrV3PSSSexYcMGu1OUSlRnv9M+t2+6/PLLmTlzJlu3biUvL4/vvvuOU045hWnTpnHGGWdoqEsDoONmw9SzZ09ee+01srKyKC4uZtWqVTzwwAPk5ORwxhln8NNPP9mdolQhEAhw8cUXU1JSwqOPPhrpUNC+uuf22wIsLS2tyulQK7uVDmmSfU9ttvVll13G0KFDadWqFXFxcWRmZvLkk09y++23s337dp588kn7npjIfujee++lX79+pKWlkZyczBFHHMHUqVPp27cv8+fP57PPPrM7RRGpxJAhQ7jkkkto27YtcXFxdOzYkXvuuYennnoKn8/H2LFj7U5RKhEOh7n88suZPXs2V155JRdffLHdKTUI++0QxGHDhpGfn1/t+IyMjD1aT+mvAlVV/6VT2Ff164HU3t7Y1ldccQUPPfQQc+fOrU1qspdUZ7/TPtdwOBwOLrvsMubMmcPcuXMZPHiw3SlJLei4uX8ZPnw41157rY6n9ZBpmlx55ZVMmjSJiy66iOeffz7qfu2re26/LcDGjx8fk/UkJibSokUL1qxZQygUqnAe2O7Gz0rt7Y1tXXqeSVFRUZ0vW2qv/Ljz3r17R92XnZ3Ntm3bOProo+1ITfYS7ZMNx+7OjdZxs2HxeDwkJydr361nwuEwI0aMYMKECQwbNoyJEyficEQPnNO+uuf22yGIsdSvXz8KCwsr/XVn+vTpkRjZd5ReDf7vF5OU+qF0f5oxY0aF+0rbtM81LNonG45OnTrRsmVL5s6dS2FhYdR9Pp+P2bNn07JlSzp27GhThlKXVq1aRXZ2tvbdeqR88XXeeefxxhtvVDmRnPbVPaMCLAauuuoqwLpivN/vj7R/9dVXTJ8+neOOO05T0NdDmzZtYvXq1RXa169fz8iRIwFreKPUPwMGDKB9+/a89dZbLFmyJNKen5/PAw88gMvlqjCLntR/y5cvJycnp0L7nDlzeOKJJ/B6vQwdOjT2iUmdMgyDESNGUFBQwP333x9138MPP0x2djYjRozAMAybMpSays/P5+eff67Qnp2dzRVXXAHoeFpfhMNhrrjiCiZMmMA555zDpEmTqrzsjvbVPWeYmjKqxubMmcPLL78MwNatW/nss8/o0KEDffv2BSAzM5M77rgj6jFXXnklL7/8Ml26dGHw4MFs3ryZyZMnExcXx7x58+jSpUvMn4fs2syZMznhhBPo27cvmZmZNGnShKysLKZOnUphYSHDhw9nwoQJ+mCpp7755hsGDRqE1+tl2LBhNGrUiA8++IA1a9YwduxY7r77brtTlBoaM2YMjz76KAMGDKBdu3Z4vV6WLl3KjBkzcDgcPP/884wYMcLuNKUKL7/8MnPmzAHgl19+YfHixRxzzDGRX8eHDBnCkCFDAOsSLn379mXJkiUMHDiQ3r1789NPP/H555/Ts2dP5syZU+G6QxJ71d2mWVlZHHjggfTp04fu3bvTrFkz1q9fz+eff8727dsZOHAgU6dOxePx2Pl0BOtz9r777iMpKYkbbrghcs2v8oYMGULPnj0B7at7zJQamzBhgglUeevXr1+Fx4RCIfPpp582u3btanq9XrNp06bm2Wefba5cuTL2T0CqZd26deaIESPMHj16mKmpqabL5TKbNm1qDhw40HznnXfsTk+qYcGCBebJJ59spqSkmPHx8WafPn3MSZMm2Z2W7KGZM2ea5557rtmxY0czOTnZdLvdZqtWrczzzz/fXLBggd3pyW4MHz58l8fOf/3rX1HxOTk55o033mi2bt3adLvdZuvWrc0bb7zRzMnJsecJSAXV3aa5ubnm//3f/5m9e/c209LSTJfLZaakpJh9+/Y1n3/+eTMYDNr7RCRid9sUMCdMmBD1GO2rNaceMBERERERkRjROWAiIiIiIiIxogJMREREREQkRlSAiYiIiIiIxIgKMBERERERkRhRASYiIiIiIhIjKsBERERERERiRAWYiIiIiIhIjKgAExERERERiREVYCIiUm9kZWVhGAZLliyxOxUREZG9QgWYiIjEhGEYu7xdeumldbaudu3aMW7cuDpbnoiISF1x2Z2AiIjsHzZu3Bj5e/Lkydx7772sXLky0hYfH092drYdqYmIiMSMesBERCQmMjIyIreUlBQMw6jQVuqPP/7g+OOPJyEhgUMOOYT58+dHLWvevHkcd9xxxMfH07p1a0aOHElhYSEA/fv3Z+3atdx4442R3jWA7du3M2zYMFq1akVCQgLdu3fn7bffjt0LICIiggowERGph+6++25uueUWlixZQufOnRk2bBjBYBCAX375hUGDBjF06FB+/vlnJk+ezJw5c7juuusA+OCDD2jVqhX3338/GzdujPS8+Xw+evfuzdSpU1m6dClXXXUVF198MQsWLLDteYqIyP7HME3TtDsJERHZv0ycOJFRo0aRk5MT1Z6VlcWBBx7Iyy+/zBVXXAHA8uXL6dq1KytWrCAzM5NLLrmE+Ph4Xnjhhcjj5syZQ79+/SgsLCQuLo527doxatQoRo0atcs8Bg8ezMEHH8x//vOfun6KIiIildI5YCIiUu/06NEj8neLFi0A2LJlC5mZmSxatIjff/+dN998MxJjmibhcJg1a9Zw8MEHV7rMUCjEI488wuTJk1m/fj0lJSWUlJSQmJi4d5+MiIhIOSrARESk3nG73ZG/S8/hCofDkX+vvvpqRo4cWeFxbdq0qXKZjz/+OE8++STjxo2je/fuJCYmMmrUKPx+fx1nLyIiUjUVYCIisk/p1asXy5Yto2PHjlXGeDweQqFQVNu3337LmWeeyUUXXQRYhdyqVauq7DETERHZGzQJh4iI7FNuv/125s+fz//93/+xZMkSVq1axccff8z1118fiWnXrh2zZ89m/fr1bNu2DYCOHTvyxRdfMG/ePFasWMHVV1/Npk2b7HoaIiKyn1IBJiIi+5QePXowa9YsVq1axbHHHsuhhx7K6NGjI+eKAdx///1kZWXRoUMH0tPTARg9ejS9evVi0KBB9O/fn4yMDIYMGWLTsxARkf2VZkEUERERERGJEfWAiYiIiIiIxIgKMBERERERkRhRASYiIiIiIhIjKsBERERERERiRAWYiIiIiIhIjKgAExERERERiREVYCIiIiIiIjGiAkxERERERCRGVICJiIiIiIjEiAowERERERGRGFEBJiIiIiIiEiMqwERERERERGLk/wGgBLFphtpXlAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "Metropolis: [theta]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "Metropolis: [theta]\n",
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run the model with different parameter sets\n",
    "for params in parameter_sets:\n",
    "    run_bayesian_inference_normal(**params, step=\"met\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fb8b4e9-e9e2-4b71-aa8a-44d65c6059cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.7"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
