{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Poisson-Zero Hidden Markov Model\n",
    "\n",
    "## Summary\n",
    "\n",
    "The following exposition uses [`pymc3-hmm`](https://github.com/AmpersandTV/pymc3-hmm) to both simulate and estimate a hidden Markov model (HMM) with emissions consisting of a Poisson random variable and the point at zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import theano.tensor as tt\n",
    "\n",
    "import pymc3 as pm\n",
    "\n",
    "from pymc3_hmm.utils import compute_steady_state\n",
    "from pymc3_hmm.distributions import SwitchingProcess, HMMStateSeq\n",
    "from pymc3_hmm.step_methods import FFBSStep, TransMatConjugateStep"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "Our observation model can be described as follows:\n",
    "\n",
    "\\begin{align}\n",
    "  \\label{eq:pois-zero-model}\n",
    "  Y_t &= S_t \\epsilon_t,\\quad\n",
    "  \\epsilon_t \\sim \\operatorname{Pois}\\left( \\mu \\right)\n",
    "  \\\\\n",
    "  S_t &\\sim \\operatorname{Bern}\\left( \\pi_t \\right)\n",
    "  \\;,\n",
    "\\end{align}\n",
    "where $y_t \\sim Y_t$ are the observed values sampled from the observation distribution, $Y_t$, spanning $t \\in \\left\\{0, \\dots, T \\right\\}$.\n",
    "\n",
    "The \"hidden\" state sequence, $\\{S_t\\}$, is driven by the following Markov relationship:\n",
    "\n",
    "\\begin{equation*}\n",
    "    \\operatorname{P}\\left(S_t \\mid S_{t-1}\\right) \\triangleq \\Gamma_{t,t-1} \\in \\mathbb{R}^{2 \\times 2}_{[0, 1]}\n",
    "\\end{equation*}\n",
    "\n",
    "The marginal state probability, $\\pi_t$, is then given by\n",
    "\n",
    "\\begin{equation*}\n",
    "  \\begin{aligned}\n",
    "    \\operatorname{P}\\left( S_t \\right)\n",
    "    &= \\int_{S_{t-1}} \\operatorname{P}\\left(S_t \\mid S_{t-1}\\right)\n",
    "    \\operatorname{dP}\\left(S_{t-1}\\right)\n",
    "    \\\\\n",
    "    &=\n",
    "    \\begin{pmatrix}\n",
    "      \\Gamma^{(0, 0)}_{t,t-1} & \\Gamma^{(0, 1)}_{t,t-1}\n",
    "      \\\\\n",
    "      \\Gamma^{(1, 0)}_{t,t-1} & \\Gamma^{(1, 1)}_{t,t-1}\n",
    "    \\end{pmatrix}^\\top\n",
    "    \\begin{pmatrix}\n",
    "      \\pi_{t-1}\n",
    "      \\\\\n",
    "      1 - \\pi_{t-1}\n",
    "    \\end{pmatrix}\n",
    "    \\\\\n",
    "    &=\n",
    "      \\begin{pmatrix}\n",
    "      \\pi_{t}\n",
    "      \\\\\n",
    "      1 - \\pi_{t}\n",
    "    \\end{pmatrix}\n",
    "  \\;.\n",
    "  \\end{aligned}\n",
    "\\end{equation*}\n",
    "\n",
    "Our model is effectively a zero-inflated Poisson with a simple first-order Markov process as the mixing distribution.\n",
    "\n",
    "\n",
    "In the remainder of this exposition, we will assume Dirichlet priors for each row of $\\Gamma_{t, t-1}$, the conjugate Gamma prior for $\\mu$, and the steady-state value of $\\Gamma_{t, t-1}$ for $\\pi_0$.\n",
    "\n",
    "## Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_poisson_zero_hmm(mu, observed, p_0_a=np.r_[5, 1], p_1_a=np.r_[3, 5]):\n",
    "\n",
    "    p_0_rv = pm.Dirichlet(\"p_0\", p_0_a)\n",
    "    p_1_rv = pm.Dirichlet(\"p_1\", p_1_a)\n",
    "\n",
    "    P_tt = tt.stack([p_0_rv, p_1_rv])\n",
    "    P_rv = pm.Deterministic(\"P_tt\", tt.shape_padleft(P_tt))\n",
    "\n",
    "    pi_0_tt = compute_steady_state(P_rv)\n",
    "\n",
    "    S_rv = HMMStateSeq(\"S_t\", P_rv, pi_0_tt, shape=np.shape(observed)[-1])\n",
    "\n",
    "    Y_rv = SwitchingProcess(\n",
    "        \"Y_t\", [pm.Constant.dist(0), pm.Poisson.dist(mu)], S_rv, observed=observed\n",
    "    )\n",
    "\n",
    "    return Y_rv\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(2032)\n",
    "\n",
    "mu_true = 5000\n",
    "\n",
    "with pm.Model() as sim_model:\n",
    "    _ = create_poisson_zero_hmm(mu_true, np.zeros(10000))\n",
    "\n",
    "sim_point = pm.sample_prior_predictive(samples=1, model=sim_model)\n",
    "sim_point[\"Y_t\"] = sim_point[\"Y_t\"].squeeze()\n",
    "\n",
    "y_t = sim_point[\"Y_t\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimation\n",
    "\n",
    "We will use the \"true\" data-generating observation model to estimate the parameters $\\mu$ and $\\Gamma_{t, t-1}$ (the latter as rows denoted by `p_0` and `p_1`).  For demonstration purposes, we choose hyper-parameters for the $\\mu$ prior that are \"far\" from the true $\\mu$ value.\n",
    "\n",
    "The sampling steps for $S_t$ are performed using forward-filtering backward-sampling (FFBS).  The steps for $\\Gamma_{t, t-1}$ are conjugate samples conditional on the sampled state sequence $\\{S_t\\}$ provided by FFBS.  Both of these step methods are available in `pymc3-hmm`.\n",
    "\n",
    "While $\\mu$ could also be sampled exactly using a conjugate step—conditional on $\\{S_t\\}$—we instead sample this parameter using PyMC3's built-in NUTS."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sequential sampling (1 chains in 1 job)\n",
      "CompoundStep\n",
      ">TransMatConjugateStep: [p_0, p_1]\n",
      ">FFBSStep: [S_t]\n",
      ">NUTS: [mu]\n"
     ]
    },
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       "      100.00% [2000/2000 10:45<00:00 Sampling chain 0, 0 divergences]\n",
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     "text": [
      "Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 645 seconds.\n",
      "Only one chain was sampled, this makes it impossible to run some convergence checks\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as test_model:\n",
    "    E_mu, Var_mu = 1000.0, 10000.0\n",
    "    mu_rv = pm.Gamma(\"mu\", E_mu ** 2 / Var_mu, E_mu / Var_mu)\n",
    "\n",
    "    _ = create_poisson_zero_hmm(mu_rv, y_t, p_0_a=np.r_[1, 1], p_1_a=np.r_[1, 1])\n",
    "\n",
    "with test_model:\n",
    "    transmat_step = TransMatConjugateStep([test_model.p_0, test_model.p_1], test_model.S_t)\n",
    "    states_step = FFBSStep([test_model.S_t])\n",
    "    mu_step = pm.NUTS([test_model.mu])\n",
    "\n",
    "    posterior_trace = pm.sample(\n",
    "        step=[transmat_step, states_step, mu_step],\n",
    "        return_inferencedata=True,\n",
    "        chains=1,\n",
    "        progressbar=True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Posterior Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/bwillard/apps/anaconda3/envs/pymc3-hmm/lib/python3.7/site-packages/ipykernel_launcher.py:20: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. \n"
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I+41vSjUKWuzy5HcAvCClHCq2MSHEU0KIo0KIo5OTk4ErTURERPUpFnYFiGrR02/04cl79qC1KRp2VULREovi39y2E995d7D4wkS0akkph7XHCSHE9wDcCWBcCNEtpRzVhohMaIsPA9hlWH2n9to9AD4ihPgdAB0AmoUQCSnll2EhpXwawNMAcMcdd7CLGBERUR2TAbJgsAcGkcXF8QW83RfHr959VdhVCdXn7tyF50+MIIPVGcQhIndCiDVCiE79OYBHAZwG8ByAJ7XFngTwrPb8OQC/ps1GcjeAOSnlqJTy81LK3VLKPVCHkXzTLnhBREREDaKEWxAMYBBZ/M1PLuHf3rELG9Y0h12VUF3f1Ykbt3ViONpVfGEiWo26APxUCHECwLsAfiilfAnAVwA8IoS4COCj2t8A8AKASwB6AfwN1KEjREREjqSU6g21rBJ2VagCguTA4BASIoOJ+RSePzGKw79/f/GFV4Ff+vAufOXyDlyVHQm7KkRUY6SUlwDcYvN6HMAhm9clgC8VKfPvAfx9eWpIRET1TpGAIiXSWYkYOwUT2AODyOTv3urHR/d1YdfG9rCrUhOeONiNedGBebEm7KoQERER0Sqjz4gnVt+kgKtCkJEkDGAQaRLLGXzrnQF88f5rwq5KzWhvjmFndgwD0R1hV4WIiIiIVhlFa+EygNFYgiTv1DGAQaT57+9ewcGd63Bgx7qwq1JT9mSHcCXajVQ6G3ZViIiIqAr4bz7VCiVIkgSqGzLA8WUAgwhAOqvgb396GU/df23YVak56+UC2mUKh8+Mh10VIiIiqrCllSxe7hkLuxpEJoxj1KdKBEMZwCAC8PyJEaxra8L9128Ouyo16arsMP7p6GDY1SAiIqIKyyjqbA9B7owSlRt7YNSv+VTaMRiqH9Ygh5cBDFr1pJR4+o1L+OID10BwgJ2tndlxvHt5GuPzqbCrQkRERESrhML4Rd1KZyoz9S0DGLTqvXFxCvNLaTxxcHvYValZzUjj/hu24LnjnE6ViIiokek3c3jjm2oBe2CQFQMYtOr99Y/78Bv3XY2mKL8Obj5z2w786wfDYVeDiIiIiFYJabiJ/+zxYSaYbRClhKXYYqNV7fTwHE4Pz+GX79wddlVq3sN7t2JoJolzY/NhV4WIKFQLqTTG5jikjoJZzlS+AaYoEonlTEll8L431QJ9uk29I8ZyhYYlUDiYA4PIp7/96WV87q7d6GiJhV2VmtfaFMUnbu7G99gLg4hWufevzOJnl+NhV4Pq0OJyBi+drvwMH5emEnjlLGcPo/rHHBhkxQAGrVoT8ym8eHoUT96zJ+yq1I3P3LYDz34wgiz/NSEiIvItna3O3eOVTOn/TnMWEqoFeg4MyT5BDUWWcFwZwKBV61s/u4JDe7uwfX1b2FWpGx/esxHRiMA7l3jnkYhWLzbs3KXSWSytcJy6nWqdOuVo7PEsp1qQC2DwhCQNAxi0KqXSWXz7nQF84d49YVelrkQiAp++bTuHkRARkaM3e6dw+Ezlh0nUo3pqg7HBSDVBmh6owTAHBpFHz58Ywfb1bfjQVRvCrkrd+cxtO/DS6THeXSOiVYsX0u5WmGTPEXvv5C1nsuifWgy7GlTj9FHL/O7Ur3IfOwYwaNWRUuLv3uzHF+7dk5vrnLy7bmsnrt68BkeYHIyIiGxEIvy31Yl+GV/pxlg5incbhtI/tYjTw3Mlld8/lcSJodmSyqDGl8+BQY1EWh79YACDVp13L09jYmEZnzjYHXZV6tZnbtuB770/FHY1iIjCwStpVzEGMBw1yk3ks6Pz6JtMhF0NWgWURvnSrGLlPoQMYNCq83dv9uNX796Nllg07KrUrZ+/ZTve7ItjcmE57KoQEVGNYQ8MZ3qvhlpuk0kPSRNruPrUYKQ0P1JjCdIbjQEMWlUGp5P48YVJfP6uq8KuSl3b0tmCu6/ZhBdPj4ZdFSKiquN0fu6iHJ7pjKcOkS+ylLEGFKpKHToGMGhV+Yd3BvDxm7uxpbMl7KrUvScOduMHJxnAICIiM+MQEuaaMlPqoBFWB1WkVSSfA0N95E9KY8j1rAmwLgMYtGokVzL47+9e4dSpZfKxfdtwfHAW4/OpsKtCRFRVxh6vy5ksZhZXwqtMDaqnISRTiWUMTiertr3cEJKqbTE4dtmnWqBYhjTxvKyMc2PzFZtBirOQEAX0/IkRXLe1Awd2rAu7Kg1hXXsT7rtuM37IXhhEtIqdHJrDGxcnw65GTYkae2CEWA8vZpNpTFQxn1M9NL7qoY60enAESXWcH1sI5aZkkN8bBjBo1fj2z67gV+9m7otyeuJgN354igEMIlpdjBdc2XoYE1Blkbrq4y1RzaZRtaZRLYdK53qpq9OEQpNPKsshJPXK7peklN8XBjBoVTg5NIsr00l8/GZOnVpOj+zrwunhOYzMLoVdFSIiKpP5VBrPHh8OvH49TaMqZXV7HNRD4AIV6qo/vbiCo/3T5S2UGp5SQq4EyltIpTGbrMXhjpyFhMjWt9+5gs/evhOtTZw6tZw6W5tw/w1b8AJ7YRDRKtLoF9Kzi+mS1o/WUwAD1U2sWUriuiDbqSVXppMY5g0P8smaA4OCGZlNYSDunu+nUvu43OUygEENb24pjedPjuBX7toddlUa0hMHu/E882AQUQN5/8oM3uqdcny/Lu6ik2c8nmaVSjSq1MB+HptL4cTgbNjVIB/yQb/qBzKODcygbzJRvQ1WUK1O/80cGEQ2vv/BMG7bvR7XbOkIuyoN6dBNXTg/Nl/VLO5ERJU0NLOEyUT1EjvWmlIvdGugneqZlNXtUVNP+6bcauGz904k0B9fDLsa5EOY583QTBJ9E+EGMGaTKyUN6dMplZlgxBPbf1NKOK4MYFBDk1LiW+8M4FfvYvLOSuloieGhG7cymScRNYxid+RroB1WN7zsq8mFZRwbCCc3goSsas+Aat9FllJiPuVvSFB+uspyVzL8b04djW6yFU8s46cXnXuHNbTwT59QzCRLG9Knkx5C0+XupeHlJyTIFhnAoIb2Xv8MZpfS+Oi+rrCr0tA+cbAbPzg5EnY1iIioBvi9CO6PL2JoJsTcCBVsGKWz5tueVQtcaB+qP57Ea+cmfK5rfrRdJsDnsOYaCSWWUOcBjJHZFOKLq7N3mOLlxGxA5Tplw+zJwhwYRD58+2cD+OUP70JTlKd6JT28dyv6JhbRP8VumURU/8Qqn6evFrr6V0slh5DMLK4UJLnOt8Gqs5OtAZRiLk8tVmxmsVo4r0SdRzBW+U/TqlTPx9ztdy4/pbT/ctmqo4YVTyzj5Z4x/PKdTN5Zae3NMTx8E4eREFFjKDqEpAYaYrXMuH9qPUGmlJVLLrmcKQwe1Pr+mFtKYyGVAVD+87wWPnu9DyFZjfJJZc2Pq0W5gm6KlDXxHSwHBjCoYf3TsSHcd91m7FjfFnZVVoWfP9iN509wGAkREdWXal7TV3PK1iCk9DJSPpha+OyrvXdVPWuQtrdv5TplPeWjCCHtTZDfGwYwqCFJKfHd9wbxyx9m74tqeeCGrRiIJzmMhIhWgfwFF5tDhfxejoY6NruC93PtGh76HdBqfWa/56eEoW7l7oFRA3fOGb+oX6UMOaBwUoe4HbNSjiMDGNSQPhicxXwqgwdu3BJ2VVaNtuYoHtq7BS+eHgu7KkREVILV1D6o5BASu7ZytfZt0I8kZX7d1y9MOHY5DxKMqIWGZ70PIalUAObYwDSUWugiY6Nys+KE64VTo5hZXKna9tTeVbWHOTCINP98bAifuW07k3dW2WMHuvFSDwMYRNTYGuw62lHQBkPdNTQqUN3B6STG5lMFr1dzytYgrENIytmmtX70cHpD1HkEowKyisTQzJJtzpZakgtkhFuNsklnFUwniwcwyvU98fJdLvsIktwxK2/JbN1Rw0mls3j+xAh+4UM7w67KqvPw3q04NzpfsQzmRESrXTqrYKVKDY23++K4HGBYoP8hJOE2SSpxX/L44Kztvqvx+AUkzA2dch6bWrj/W/c9MBiAaShRD9GJ8uVtkVX//cklXrUbQuLyXjEMYFDDOXJmHFdtasfebWvDrsqq09ESw33XbcZLHEZCRA0szGbYGxcmcfhMZX9j9UbrZGIZV6aTFd1W2IxDJsqpvTnquD2vFEUi43Ma1FKp+6MyPTBqYYQCk3gW0o93re+aRhxKEvESwNAeS/3cDbTbGMCgxvPPx4bw2dvZ+yIsjx3YxgAGEZEmlc6idyJRtvISyxlkq9gSDHLHut4ulKvZsNaHkHjZR+9cjgcelqkX77dRah0nX84hL7XQ8KzxNnpRlQgyhH9UvKmFHjzlogcmlzNZDBYJEuvHvNSvTyhJPCs07IcBDGooY3MpvHMpjk/euiPsqqxaj+zrwvHBWUwuLIddFSKiivBzIXl5ahE9I3OVq0wFGD9eo3dZl5AVaVg7FelnU9OLK1UNVgHasTcNISlz2SbVP7dqvZdBGGogruRJI+XAyGjf65lkGgPxIgEM7XtSajDRS5LWMIKMnEaVVr3vfTCMB2/cgo1rmsOuyqq1vr0Zd12zseJdnImIwuLngqteGgdOguUM8Pehw9xF6iwkld5GfgO5cd8ePnW1gxdA4aws1eiBUc1Gk5cu+/Wsd2IB8YS/G0iN1LOhXqS1HhhZpfhEzrkeGCVuUxr+Xy35aVQLt5sfEuS/XAYwqGFIKfEv7w/hsx/aFXZVVj0OIyFaHYQQ/UKIU0KI40KIo9prG4UQR4QQF7XHDdrrQgjxdSFErxDipBDidu31W4UQbwsherTXfynMz1RutT7rhB1TlRu7vaepQA8M4/MK9WioBGlJ9FfO6pajV8pqVyz+Ek+sYCGV8VVmvez/OqmmJ3pwUpHScwC11H9L6uU4e8EABjWME0NzmFlcwYM3bgm7KqveI/u68LNL05j1MD0UEdW9h6SUt0op79D+/jKAV6SU1wN4RfsbAB4HcL3231MA/kp7PQng16SU+wE8BuBrQoj1Vat9AI10IWgv/wGD3LGup/0jUZn6mntdoOB5pfdRfvt+k2CY61uuAJyUEosr2bKUVYpG74EBBD9mtfq9tSbvrHY9K5H4NZ1VP0RWkZ6PV+k5MDwMISltE4Xl6ceszOUygEEN45+PDeJTt+5AU5Snddi2drbi1l3r8aOzE2FXhYiq71MAntGePwPg04bXvylV7wBYL4TollJekFJeBAAp5QiACQANE4mu1UaBG+MdwUABDL/Lh7iPrEkrVzvFMoRElmkSlImFZechJOXZhCeNHr+Q8D8kKp9bora/CbVdO38yijaERMqiH6xcv4+VmnGpVEECbmzpUUNIpbN47vgIPvshzj5SK9RhJKNhV4OIKksCOCyEOCaEeEp7rUtKqX/5xwB0ac93ABg0rDukvZYjhLgTQDOAvspVuXR+LrfqfQhJozf4gMoco2K9GGr1rCgcQuKUt8JfuVlFYl1bk7aueeVq5sDIz+hQq0fAXbGkusZpcNNZxVPiRuO6taxeAi1e5IaQ+OiBUY9DSNzyXOgvBUn1wwAGNYTXzk1g+/o27Nu+NuyqkOaxA9vwk4tTSCz7G4tJRHXlPinl7VCHh3xJCHG/8U2pXkl7ujwRQnQD+AcAX5DS/r6vEOIpIcRRIcTRycnJEqteHfV4qS1NQ0gCrF9HH7pSQ0gct+dzY7FIdS/V1eoZk3iWqVzke/NYd0E1TxenOjQKiXxOhRdOjeL9KzNF16mfIGu91LM4fZdnFVn0XMwl/q3CEJIwBAkmMoBBDeG5EyP49G2cOrWWbF/fhr3da/HqOQ4jIWpUUsph7XECwPcA3AlgXAtG6EEJ/UdgGIAxy/JO7TUIIdYC+CGAP9KGlzht72kp5R1Syju2bAlvlImfC656vNOrmMJHpXfBqOV9YOzBrSgyNztAubcRVLVHxVoDOuXMgZELHpSlxGD0s7l+Gu1mXnpEGT/bfCpddHlpeaw1BQ34Wq2oD/pnUZN4esyBUeI2leKjVSoX2HMplz0waFVaSKXx2vkJPHGwO+yqkMVj+7fhZc5GQtSQhBBrhBCd+nMAjwI4DeA5AE9qiz0J4Fnt+XMAfk2bjeRuAHNSylEhRDPU4Mc3pZT/XNUPUQUhzIRZstJ7YNTTh5RSZcUAACAASURBVJZqHgwp8cHgLF44VZ6hj8WGYXjdR9GAPTByKTz95vC0zIpQSkN/JWMOBul10cvMD+cIvAnf8nWo3jbtSCkxOrcU+LviuF6APAf55Ji1/b2t7dr5o/8mZBXvQYXSh5AEW//tvjjmksUDYfbbLF4f9sCgVelwzzj2b1+HnRvaw64KWTx+YBteOz+BVDr8zONEVHZdAH4qhDgB4F0AP5RSvgTgKwAeEUJcBPBR7W8AeAHAJQC9AP4GwO9or/8igPsB/Lo2HetxIcStVfwcFVZ/l93mHBjl6IFR5H3DPlrJKJhYSJW8Tb+kBOaXgl2keynbTiarIFOkx0coPTAgzS8EMDaXwounRzGn7VMpnQMW1e3arvcCCfd7+dyJEbx7eRrxxWCztbl9p4wN3WI5M+pJjcdXfMkNIdGCp37WCbzNgOtNLKQwOJMscdvOWx+eXcKlyYSv8mIl1YaoBjx/cgSfvGV72NUgG3s2r8Huje348YVJfGz/trCrQ0RlJKW8BOAWm9fjAA7ZvC4BfMnm9W8B+FYl6liqyYVlbOlsKamMerzoNtY5UA+MErZ9bmwel6cW8albqzMsNJ8YsOwlu74qAfzo7ARaYhE8tHerYylBe2AEZrmDH7Sngt77ImsoID+EpDxj+ktRK99Lv3fV9a+j01pBcrrUy8iM3HljeO3Z48M4dFMXOlrqq0mb2+dSQsoiiVkLngTfaPFzw36BwFPzeqz0qeE5XLOlw3O57IFBdW16cQVv9cXx8Zs5fKRWPX6gGy9xGAkR1aG3+qYwlVh2XaZYD4Wwu6oHYbzoLMcdXD+7oNoNy1z+Cymrfld+OZMtmqMgGrAHTND9qCaBzK9crm7rUqqNbyFEYQ+Mqu728IMnRoGPk9OUtNJyzDycPrWyL7yy1je5Un/J4qXpO+ZtnZK/iyX8vmVq7B8yBjCorr1wahR37tlY8h0yqpzHDmzDj86OF4yFJSKqB8nl0obA1fq4cjulTqNahx+57HU25cBweF6LFMs/1aXeeZWGv4WwhsPC2xm1ksTTdw8MfRhOGcvUC6uRXVLAbSpOoPLDZCpRuvGjFDteuSBgidu0frf9rRs0V4v50e69IBjAoLr2g5MjTN5Z427o6sCWjha81TcVdlWIiHxbLPHuXo3duPLEeEEd5CLTeqevloM4+SEkxaczDLwN2ySe7us8e3y4vHUIONNB8B4C9usLUbxBWg1hBjBkid8vt/WM06gChY3vlYxScG7lzs8Qdomi+M8BYf0+lSFNj/t2K1Gm8RzwuE7pPTCK/w445usp8R+ycu9DBjCobk0spPD+lVnmVqhxQgg8dmAbh5EQUV3y2j1ZSmnb0yzsZIFBSNPz0usfcNh1VRiHOJSzTWvah3V0ClgbOMF7YOiPhiEkQr1bXhjgCrSJYPUKr61eUAeg/LkF1PPYucwVLWlsOYIo5XD4zBjevzLjadl6/C11IqUhJ4zHoELJSTxLKCBwDwwfy2Z9bIMBDKpbL58ew93XbMKGNc1hV4WKePxANw6fGS+abZ2IqNa4XVMZLwjPjS3gxdM2U3DW4TV3yY2buvzMFSzb84vl32ou6aPH7fntgeGci8Gca0JCz4FRGEQIo2EqfV6O/OxSHCOzS+XZtvF5mXtgAObfLGuOHrvzIczjsJxRMD7vnmdI5zyEpLIqNYQkasiQ7CVAUOrxKaUTRdAeGMWmSo0Yzs+MjzEuDGBQ3frhqVF84mb2vqgHB3asRVtTFO/2T4ddFSIiX7w2MBaX7XtqhNmWn02uBLrrVsl8ELXG2HirVDXNx8BDQ6UCO8xridZNFx+f7608KaXWA6N8w1RK4aexBABj8yn0xxfLsu1SkqTaLZ5cyeCodn0lPZZpDqKYg01Wp4fnkK7gDahijWOn80Wvdzmmeq42Yw8MwOP3s+TvSfAC/PSO8MO0D3xsggEMqkv68JFH9zGAUQ/0YSQvcxgJEdUZt8aklwuuMMfa//jCJIZm/N819tfcdl+/EsuXk7F7djkDB3Z3uIOsW33WISR+li58XULi9PAckitqMlwh8t+JMD9nNlhyl7IoR1JX43qptIKZZFp73TyLjLVpbx22oC6vlemwrb7JBGYWV4JV1AO/OTCsf9dT+EJKqeb9gDRNUe3l34lSYwhSFj+Fnd63BjB6RuYwmyx+TkjLo1WQaboBBjCoTnH4SP15/MA2vNQzFngcHRFRGNx+sbz8moXd+8DvnbOllaypq3w5GvW1PHZdr1u5A03FPrPb+5XYW8EbiQ5DRIq9bwgM9U0mMDSThDaIpHAbnmpWHvq2gtxRLlc9jcfedw8MmzKs5XgpUl/k4kQCF8YXii5fjl4OSytZvN0Xt33PW2NYC7rk/tbrVnLVqubs6AKePzlS2APD5Zg5JS/1q5S1rb1keicS6JtMlFYfaT6v2AODGt4PTo7iiZs5+0g9uX33BkgJfDA4G3ZViIg883pRNewwPr5Wpmv0aimd9d+12cLpTmnx9cLbVxL5z/pW7xQO94w5DgvyXbbLHXe7hmElzhnPQ0h8rlcsDGN8XwitsVmmBlkpAgUwKtEDI+C65nNKGhq55vesp1duGlZtmZWMglQ6myvHSTmCBJMLy5hYSNm+98GV4teGTsObKj2NajnNLqmBGimBiKEV7uU7v5JRcKmEoIEig8+0FDjZrM35OjaXyp0H7IFBq8bEQgofDM7i0f1dYVeFfIhEBD62fxtesktyR0RURWdH59E/5W08u+udcp9jzeuBIiU6WmK5v50+YlaRnnrU+blzG0r8wuYCezKxjKV0FhML3pIL2hZbZByOlzuupQgaRLI2VJwaLsXyJljzFOjNTDV+IS3LVv/AB+uBUVo9f3YpjtfOTZjLDNowtP5tiGB4GR5jPK7pbPHfuEiFujnoiSybohHHRO+5c836d739uCK/HxUpPe9T/by7NLWIU8NzgbftqWeOwzJ2eUqC7v/JhWVMLaiBHFMiUx8FMoBBdeel02O455pNWN/O4SP15jFtGEmYd9mIiC6ML6BnZL7kcjz9ktXZz52iSERMt8XsP8CPzo7jLYfu4MaGnp9mT7l3VVaReOXsuKd/cxLLmYIL8nIlrvPb8C1nzwS/Xf8L7nLbtCmNgSvH6TxtyhNCICJEwV3ZML4iQWZVKPXSZWJhGfOptOk1v9XIT0trDTQZljHlwDAff7vPoJ/ndlXRyw16p7yYmFZwfHEZb1+y/z3RWT9z7tyrnw4YpqCF8bmXxvv8UrroMm7C+adIP7cKA6NqHpBgvf0YwKC688OTo/gEh4/Upbuu3ohEKlOWhgMRUSm8NhK95gRwUm9DSLJSIuphXHIqnUV8MXgPBaPCu/XlkVEUJJYzWHGZQUHf4tH+aSxnsqb3ynXs7IrJ90vwtnzwbds3IByXt/xttw/85lvQ5aZR9b5K2en1tQtOvdc/jTmXRmKp9c4n0My/FrhrvuW5YjjObkNIcusYgkj6jCxuwY1KzfQRNYyjmF/yN2Srzn5aAZiH8JgDGM7rlG/oUvC5lux+m72UVKyHVtDTigEMqisT8xw+Us9i0Qge2deFlzgbCRHVCbeu+PV4AV2MIs13W4N8RGsDynMOjADb8lKPjGsXeef1S+mB4TSCxG+J1gv8Z48PF9zF91Qfr8fAsqDdPjAOUXAeYmK/XfV8kK7LVIPd50osZ7CcztosrSo1wKZ/r4IGgIzLF/wuGZ57m0bVW2Cr0gHY9uYoYloQo9i2FKfzpY5+h/VzwDoLid25pSgSU4lyBYlD3knGfzeRnynHnMiUQ0ioQb3Uw+Ej9e7xA914kXkwiChkQXMCmMqopytnjxRFBs4Mn1vH8FxAhLafvAQw3JRrCIkd/WLd7g5ksX3upSu5tDz6qZORXT4F493jc2P2M1hYG8h6Ak/1fHCobBXZHlvpXpVSq6l/r/wGG7xURk3kqfa+cL2bnxuC4vyeudxg1fNKynweBKdNSZtn+rr1J98LRxTpgXE5vog3e6fK8vXwHkT2vjVPOTUcXrcNYHjeMgMYVGd+cHIUnzjI4SP17Oeu24SJ+WX0ThSftouIKGzWBkZdXjP7oEhpSqxW6p07ux4Y58bm8YOTIwXLlrtBol+Mp+0SOViWsdM3mfA0vaNtuaa77P4+WLFGbaW689tt1i5Rq56AcP/2dUXLMq4uIADD+VBrs5BYh1/YLFCS3N33cvTAQGEZUkILYOTfs54p1rwjpu3bHf8KRwkkpGFYRXm/J7Uo3wPDklfE43fPymsyZVnwxPJ+xY+zmSL1QKixDt7LYwCD6sbEQgrHB2fx6D4OH6lnLbEoHr5pK148xWEkRFT7Cnorl9D4qAdZRSJa4tWhtDSgrLtpamHF1ID02p3dL30TQYeQAMBCqvSpVE1txBLuWup8JUb1MUzDbhHbISQezhG7XBNqD4zCXgDVDGTo27JL4qko7nUptZ6RMvTAcOtBkcuD4aHMfM4Mb8tV6hBZc0EUW9b0d+6xfn6ITbOQFJmBIx9kcv58L5waxXv900W3W5Gpmb0MVbLr6SONPdCCjVdkAIPqxpEz47jr6o0cPtIAHj+wDS8yDwYRhcjrtVJh5nuzCt0MD43ioWuzH0KIohfPlcqFoB+7tIcknk6aY6VfKtt311dZZ4lQlw+nQeZ1CIl+jnjJb2I99sImi2e1P240Ihx6YLjXpdR66vkqS8mj4xZPUCS0hJ6GF4sm8TQGEu3LrCSJ4gE5p14joed1CEAPYGQV6ZprSEqJxLJ98NT4uRUpMZP0MKTM466q1C61lqufV3pvv4jwN9SQAQyqGy/3jONj+7eFXQ0qgwdu2IrLU4u4Ek+GXRUiIlcFd/20v+1mFHAvpz4uthVpmYUkwN1NU/vJppFrDfqUe89ksgp+cnEy3wOjhFZYrAzzR/qfRtWdv6CZ994tdrvJbvSNtJwj9mWphTkFCtz+rrSIQ1BNnaXBWZCvcFaRhTN5GMoJPAuJKfCQP8ZSStcyZcETY5mFr+nDE7ycP8cHZ30nmJVSIuKxNeqWuFT3dl8cSyvOiVj9qMRvtn4KZLLSdRrV/ngSg9P218iF1fLQEyJ3jpSPl7Js86rAmAMDuO+6zWhrinIICTWe+VQa71yK4xEOH2kIbc1RPHjjFrzUw2SeRFTbnNq+fmbXqCd6foNyEUDRK93yT58qMb24kttuxq0HRjUOoumOu3kIQJAknrabkNI0Day1V4u3ISTeemBkFWOj071gvfEupcwNIQmbUx0UWf7z4fXzE3jt3AQA4xAS4x30YOXarSZtemDY9fAx1sG4rN3x9xNgGYgvOja6jQank7ncMtKljlbWKYHtzu2JhRQmFlKOZaTSWfRPLXrcnvpYzl52epkZRbHMwGFebiWT/80qNeCXSmfLFtQJynpuKYZg4aaOFt/TKzOAQXXh9fOT2Ne9Fl1rW8OuCpXJYxxGQkQh8tpQKUziqd1N1WbXKHZxm09Q57uKodAbpwd2rMM1mzuC3bIzrOOla7C1a7jVzOIKXvIxe1Xu7n9uCImHO9K1xKFSuXHjNg2+C+MJ1ynKPd0tdbkDb3pNakNIPJSZD2Dk610YXKneUZAyH3yMJ5ZxenjO+K7r9zRIb4nEcgaLK+pQgIjNb0HQz26XfNNPDgyvm/UbYPES/Hz/ygyOD85qFfEeIPDa8cCtzr0TCZwYmg22vTLQj1FGkYGnEC0Y1lhk1dfPT+LHFyaLlOl5877WcVrGrlcep1GlhvNyzxiHjzSYh/duRc/IPEbnlsKuChGRI7shJF7H/9cjPanetVs6sKmjueSLeCEKGxQF7RW9IeuwtfjiMpYzzr0orBRLgy7jMgtJNbjtQ7u2m9N+cDvfkiulJxu14zTUotgQKv11PYikyPxUqgXLlqWmfqiV6I8vom8yka+HoSKzyZWC3Cml1tMuiadf0uW7os/sAOQDTwXDtXK9GHKvFJRtu7zHSvtNyKkGgYtmwTCvYw3YWJYuV8LKSgTW9BKzWXPwu+A30mV2DuuyxWpp7JlVtH4V+jJag3YFAQy76ZVdMIBBNW85k8Xr5ybw6H4OH2kkna1NuO+6zXiZvTCIqIbZXcQG6VFcL7EOdYYJ9RMGDdIYG1de7qwpRRtJ/va4Xp7eiHNL4ll0eIuvLTuUYdcwdCnZ6Q6y/rn8dGnP924JdlfeLn9IVsuB4dbwzA1RUPQAhmG6TB95OSpFQqI5GrW8lt8HP74wibOj8+b3S6xu0OlCbbkEG4B84MjpCNkFJqYXV5BKmxu7dkOI3HhNGWMcBuJ3nfzfDsvZvHFpMoFUOuvrGFa6B4ZpumofWyvYD34+U5FlxxdSmFn0NnW0lzo7bS8rZW5YGQDT9MpeMIBBNe+tvji2rWvFtVs6wq4KldljB7bhpR4GMIiodtldU+Wng/RRTp101zDmwNCHyZTCy521/N3Y8pBavMLTNKpVaEQbt2Hdmn0ODIceGPo6Nu9ZgwnFZs+xL9++t4WV4qPRmTUEMACnWVcMZSuy4t8VfVdZZ5hRpERGUTCnzepQOPSo9O+CtRS/JdolY9Sfq7ta/csueaqRYvOd65tMFARt7JZzU7w3hVaeoTeF3TmhKBKvnhs3nwvWngdO3xOb1wemkwESjPpa3GOZMvdoTuJpXs7ybXatVzl/w+aX0jg2MFO28pySh1qPkXF6ZS8YwKCad5jDRxrWIzd14f2BWcQTy2FXhYjIVkEODO1Pv2N26yN8oQcw1OeBe2AY1lGHkLhenefu8jrtT79J9PzkwHATi0TK0oixLcOlXKe3gnSNL/XurF0PDEWRuRwYxe6CG+/gWxuqdsMhnj85gp4RcyO6nNQGMwAJNEXV+iiGPB3nxhbw+oUJ7e/gd7rt6Hfc7fKKeGUdRmF+07DfrTOf5BfRHu3rYK2a37p67k0h9e1J23VWsgoWUhkspQuHP0jro2Vn2FVZH7YQZq8ftR7qY9byud3+LbEbxuj2d6B6GZ577nUTcLsShXX2GvjSMYBBNS2rSBw5M45HGcBoSBvWNOPDV2/A4TPjYVeFiKiAOt2i+TUJ6Tlrfj1S767rPTBKD7wID+nli10v+93bBUNIXHJguG27XLMPmO6We9ihXhPfGRXNIuBluzav5e7AS4lnjw8jk1XUqXaLtFRzvQIMu17PgVGsLnNL/u6UBxXTplJZ0YYYSZiHG9n1v7Br0C+tZE2zRjjJTaFZQgDDjjUnBOChEeoWCLEpuxh9v3jNgWHKX2Gzil7MkTPjuR5UhXfx3cu2Lqv/55V1tpNyyOfnMTfag9TLzhsXJvHu5elA61aCNPx+GNkGY31UjQEMqmnHB2cQjQgc3LEu7KpQhTx2oJuzkRBRTYpGhO1dWPW601vSMevMC7XOmAMDPnuZ6Ew9MGAzbKLgTrx9AyUoYxLPaES4DyEpIShQHjZDKorsCbt3ndqNubI87FynhJ3qsA7173RWmoaQOAdbzL1ggMJPKgue2C8XxNBM0qVHj3kLy2ktgFGkx0U6q+D5kyMA1Kkp9el5D58Zw9uX4kXrpG/V7Xwsxq0HhXFqymI9J5x6L9iV6WU5/Th7TuIJtbGdSmdt1zENK7IEW/S6vNU35Vpn82v+G+/lHtqmlpnfn+YeGOblTEk8Hepl9/5McqXk5Phev39B94uU+vHIby1ik+zZDQMYVNMO94zjkX1diHjtk0Z152P7u/DOpXjV7rgQEXmVb6Tlr6wk1Euuct2d96MaeTSMyRb9Zoa3o/ZiKdZIUh+dFvPbvVjfT4oEmqKRXEPTL7XzSJAAjrUhbBMYcC3A/uXiyU49lu+0jsNKaUUxlaeeI8L1OyChHXubVoldzwYjv8fbzrGBGcfrCj2oph/btKI45Ppw3osv94yZcgUsrXif6WHR44wx6azi69rIOAuJUw4M6xCUYueJ12FLxXJu2NVjJqkmi/TeYHb4TDZlWym5IST+lfN317ibzDkwCsO8zmUU/32pNdYqWj+D316NDGBQzZJScvrUVWBrZytu2bkOr5zlMBIiqi16Q8p40WnMnO6tISlNj6XI59+oYPTE0LVZBBxDYlzFbsiAtfp6g7hctzqNPTCaYxGkXRpXlbj09zNG3e5QOs9CopVnU2unBoBdnglHNouoAaB8Yk0hgKGZpeJDSKTaQDM2bPXkt/ll7AMylT29ZUH5+h1hK72R5TQNZcowbMTTLC/a4+KytwDGyaE5vH5+wlJXLeiSyR8Tu9+YYnllnIdHmF9wmqrUSpGFdXBjrJfdTUrbEQYegy5O6/rNIVPJHhiAOYDhtg23Hhf+t1+8XuVkX6x9ol4m8aSGcHEigfjiCu66elPYVaEK4zASIqpF0VwAw67BiMq0fl3kZ3Ko5DbyPU/stiOldGzQGZfReYmBKFKdltPpAraUHBjN0QiklC53pN1qFyyo4toY8TCu3vFOs48eGIXreljGsl0hBGLaEBzj7ptNrmBrZ4vaQ8exYLWLvDnfg7cjWer5rd8Qcd3Hht4KaoJHu1av+vCSw/VJ1EMD1JrnQAiBhMcAht5zaCqxXNDD44PBGfROJMzVlXqAJh84cqqXU5DMuhu8dl7Kbc/juVnsrDDP3OMtiKKbTKQKev7kknj6+PJUIl+EscSIoRXuJ7ji6bssJV48NYpzY5VNiBuU3lso19uP06hSozjcM4aH924tmOaKGs/H9nfhJxcnPd+VICKqBv0C03hhpYcQ/A9rKL7MmZF5DE4nncvwtcVgrElKrRfxp4fnHRt0tmzyaBj3nN7QiLr8Ux90FhJjQlKnBoJr+KJcSTx9HjjHu6SWRyO7XgXGx5Wsgt6JBc/b3dLRgodu3IKmaEQbQmLe6qaOZtey9DpZe2AYz4f85zGXXeqw4WIBgsIeQPb7tNioCGsOA7vGsb7IVGIZ80tpdLREkfQx3AQA3uydwuEzY4gnlk31nE+ZP6c+TCIiXAIKhqCN+qd07QngdWiInqzV66lurJfdb6mp3pY6Oy2rv7+QyuCDwVlT3d2+O8XqWM7OCcbfoYgluGVkzoFRGIwpZjmjYCWrFCSXrXLM3TFgWziExF/d2DKkmvVyzziHj6wSOze044auTrx+fjLsqhBRgzk/toCJ+ZSnZfWZFnRCC1QYL7b0u0Ze5633c/F7cWIBZ0ad75gFmUbTL1MPDCEK6r+UznqegQJQL9Ldqp3rVWIz40tQemPKmJD0hVOj6JtMuKxVKOgsLAU5MGxK0V+zv/vsUG6wVB4AgIF4suj0pMbtrm1rQmdrE2JRoQ0hMS+bS07rVJbW2yBjmIbE6awpLLs87AJQUuq5XQwJL6W0T2Ba5OgbG94ZRbGdUU1f5M3eKSyuZNDaFDXPdOLhBNvS2YJ1bU3IKtbjYG4c6o9RIeAy8Y55uxKIRZwb0l7zrhQbslKwfcO+tfs5Mf3mWh899KQYmkliIL5oKs93INHybGR2CZMLy/4KsXDKgVHKNKp29HPMa24JU48Yz4lYg/1g2w7Z8pkwmgEMqkkjs0u4ML6A+2/YEnZVqEoeO7ANL54eDbsaRNRg5pbSrndkFUXi9fMT9sMMhE1jSuZfq0I8wbzpKmxPyvwHjNh0601nFbTEop7LE3DpUSDzQxOiLhfNfhO85XtgmDP9L6QKz4NK7NOCm942d5Nd17cEzPKr+mskGtfxkshUze9i3texSMSxwe0liaeVOuzEXFZBW6bKPV+cGrfOwyzUN6wN72WbqVSt525bk/fvjlFE6Al1nT+UPguJECIfUChywknAFJC0nltee2AUG7JSsN1iPTDsljW8aFetwuCL+T2/QQxrL5b3+qfxs8vFZ5txY86BkX/d5p8ew3vWgGhxes8LxeY7XU3577hdLxKZ+5zG3wUvGMCgmnTkzDjuvW4zOlpiYVeFquTxA9147dwEUml/XSuJiNwYG8l2VrRM/1mlcDl9thG7CyuvOSf9dkN2u9R0avCVk9oF3blL+UpGKTq009o4scutAKgX7foFdiTir2HuxhjAMHXFti3feZt2PVC8KPVjOK3vNluL4zSq2rJuiUxzy6KwUd4UFbgyncTQTFJbRu8x415XfSiDuY5eG1LBG1yeziFhvovvFmCzo+9K61AXu1wa1o/c1mwOYHipr9oTrPideP0zRSOG5KnWZWy69G9b15p7bj1NjNPgvnhq1DEY7GeGHOPygFOuHZvXjIOOTD00nIIn+VfyU8x6/3LazqBThu+2/vtqyo/iUq9iwy/srGTzAQxzWeX716PUooy712+MhQEMqkkv94zh0X1dYVeDqujqzWuwZ/MavHJ2ovjCREQeZW0aFU7sk3WaG+DWMePl5tbIC3IH3ousIjGVWM5tw3xXzLyt5YyCVh+5qSLCbVaN/Jh9tylb/efAyD8a96ffITjlOsq2YRPtxaLj/02vuwRbitTWWw+Mwl4TTdEIphLLueEnvu6SWspyus9ubSiWmAIjvz2HcqwvO92Zdw4k6T0wREFyzWJxolJ6YFjrae2YoNcraggGOlXHGMjY0tmCztaY6XWdkutZIbGSVTCzuGJbXv675f+3yfb31PQ5zcERKZ2+U9bGuvl1v7+bWSkRi0TKGjCWyA9rMw7Vsw75MW4z0BCSjB7E9V9Hr18/TwF8/dHmvLUGsdgDg+rabHIFR/tn8FEGMFadT926Hd83jD8nIiqV08WuHWt3aSEK73zmG57BuvIX43bxWK4cEVaXpxJ4s3dK3YZiaFDY9DJJZxW0FG2EGS5M7ZJ4asXruQciWlKRcuX40LeXVczBJrs2vNsmg8apChqBroEH9/XNz7VHD7vJWod01kMPDMOQG/2zW/OdWGfCcZsxxbr/hPC2T0vp8m73XbVdDsaGlP0xkpC2gR992bmlFRw+M2b7ns76SWKWbLVezvh8zh1L/QruzOvLC1PPCbt1jF37Td33rT0wCmbzUB+fPT6MeKIwH0SQr7B9/MJw3svCc8L+eMGyjPlR+qyfokjEZcGSdwAAIABJREFUoqJsv0tqmfnARa4nBgq/R+YGv+U9D2fNSu68LWePi/L+A6Qoxim7nWehssMABtWcV89N4JZd67C5oyXsqlCVffKWHXjjwiTmkumwq0JEDcIpQZ/TskbapAnmu2HQGxTC0wWxXaNTTcZnv6JrXgGZb5CX82LS2LhVDNsQAkils7lGXDqrQJESLb5mByvsWWFsROl5KiIuY3LywxWcP7Ni2Kf5oRbS1ID0Op7fuN0gieoKGpaKxNH+aVwcXyi4a+5l/Vw5ubvqhQsUa/MXm/pWr1OuQQH9LrEoWAbIB/fcytLXbTI02gWAxZUMzo3N5z5nsUa/H94CAoWNYfs7+tZpYPOvA0DGJihU8FmsQRwP9bMS2v+kpZ7WngXGniG5WUGKnUvSOuOFWS4QYgh46GaX0hidW8LEQqqk4W1OyVatdXIMTlmCMmtbm0x1DTr9cEaRaI5FXH+v/ZhZXMHiSib3vTD+zhYWb/xNtrzjoSorGQWxSETtheahbp6CogX18BYUBex7lJh6YDgM1XTCAAbVnMM943h0H2cfWY22rWvF7bs34AUm8ySiMtHnmy9GAgXdeO3uGNvdWXYt12bjPzg54jojhNOsKcZpQct5M6xgukHt8+mBiqGZJQBqgy0aEcVnITHUzS4RqLFBod/PdxtqYleu1Us9Yzg2MAPAfhpV43YBNRgzl0y7NrichmXYjY0vWNew3YsTCQzPLqFvctFljTzH0i0NNU9l+Vy22PAor+UZy9JnudD3Z//UIs6PLZiWNSrXCC23ISTSMBzDLncFoJ4/aZseGPr3xW5fFRZjGUZT8HtiX0fzOsI2yWFBjwN9SmLDzEmFd+8LH43d94sNV5hKrODi+IL2nsS7l6fx3uUZX5/HyjRtsyUYo78mYAzg2ct9Vkt+FmNA00/1FCnRogXf7AJZfs2n0mhrimJ9e7OpnnYzNZmDNdLxPSeK1HqPmKYxdh6mZyrf5+tBFQwh8bEuAxhUU1LpLH58YRKP7ufwkdXq07dtx/c/4DASIioPrz0wpERBt+vcVJF2rwtgbC7l+a6+dam5JfueZonlDN6+5JDpXqrj28vNOk1sJBfAiGLnhrbc+2lFvavnJ0eBmgjT/OnzXbslpGLMgWG/L/VggNueTmcVxLXx+Xp9s4o52GQ8vgPxRbx+YQLprOKed8Sy0XhiGc+fHMF4kal5jSXaNYJzy9nefbb/pG6nWpBG/1RiGYuGpIxqfhdzeQXlGtqIwqXXjLEsvQdGvizz8bQW4XfWmVQ6m0sA7jSDi6l8S/GKtP8YipSYShTmfMj1dLD5LhYLxvj9bDo9EOjYCwGG5KIehmOZ3hbGY2Fez9pwH5pJ5qZ6zg/NkI7re2Hcjw65Rz0FfqxDTaShfnqZfgIsWUUiFo0gIoTv3lt2pAQ2rGk2DCFRH43BmdyyhufWTXv590yRErGIeWpqr7/bTr8/QXqh5M4LhwChzu+QTAYwqKb85OIUrtrUjqs2rQm7KhSSxw504/jgLEZml8KuChE1AOOd1mLsu3+b71rpzwWAvskEJhbcG7JOgjRjJKSnxrxfph4Y0jrtXv7zZ7NSu5uef//YwLRNPY1rF9ZVb1AoUiKrDVnx0gPD61Ag4511I+PnVKTa1XzXxnbnITE2B0kfbnNmZD43VeFCKo0L4wvoGZnLbd8uoGDsJu12sW4634wNVkNDrLCq1haeY/E5b/ZO4d3L+eMnJXIzzOjDIwoajrB/vYChMRmL5he2G3pSbOYOXTyxjPlUYeDv1XMTOHJmXN+se7VMDeT8eSgd8qMMzxRei+T3TWFF/eZLcGvw5/MD5HME2M6+YQgI6uu5zVijr62+b350aiw7BXgAc7LfUntgWKcuNW473xh23s/GXyfrzCh+66bm0FF7EJWjB4bU62fNgWETBzTX1Tm44USR6iw5xvPLa/CsMHhk/2+Ol3rYB5ry3zvDL4OnuukYwKCacpizj6x669qa8OCNW/DciZGwq0JERQgh+oUQp4QQx4UQR7XXNgohjgghLmqPG7TXhRDi60KIXiHESSHE7YZyntSWvyiEeLKcdVQU9wtX4106u6EBtnf+/Awhya1nvTXrvQydeQhJ+UIYph4YMFfN+PkzikQ0Kkx38kbnivREsBvbbGhESinVO7Aud+D87qpcDwxpTuJp7WmyqaMZt+/e4Dhswin40t4cw3wqjfiimsTw1XMTODs6j96JRG6ZoHfa9brZMXaFd17X2tjxfp5IqMMPAGDJYUrzYsMYjPTzJBYx98DQ94xdF3/jclY/7Z3Cmxencn/PJlfQO5HI5WbxynpspLTfT/pwsZaYOWmt3pi1O2+K5fPw03vJeCzdvke6/NAW58CDNdCgft+F4++U23ApfcidKYdGkACGYX3boS9SD5KYXkJzNIIN7c2mwIYe7DEy/sb7+d1UZH7IXNZDEtxi8sMP84ELVWGiUGsS09ySNj3anLYVi9hMA+2wqtP2zGUW3axtyU6btZ5bfopnAINqRiar4Ednx/Hofua/WO0+fesODiMhqh8PSSlvlVLeof39ZQCvSCmvB/CK9jcAPA7geu2/pwD8FaAGPAD8CYC7ANwJ4E/0oEc5lDaEJP9ebjnIfPf5EgRp4OoJL9V6uPNzoW4c4WBM4gmYx8dnFYmmSMT02ZtsxrSYLrhtLs7169aL4wu4Mp2EEMJ2HLhbuW7M06jmX7eO5NCPwQ1dHbblOE1x2t4cxZaOFsceI049MKzLqNuwe88cULK+brfZfKJT523aHitTw0XmTno9gFHQ2M9tz/0Mlsg3qNuao/l1TI1d87313CwaLiUbP95APJnr9ZIv06VSubqbl1WTNNpvS8rCoEPGmizHwHpOFP2d8FJf5IMSbovrnyFiaLg6DgcwPDH1DLIsl1XURrxdMcYZaazDNYLK9ZKy/uaK/It6IMKud5A5n4a5ni6HDQAwvbiSG4qk1kWdhacpGkG62Mqe5b8D+WSeNoFHw5/WYSBu57h+vikynwvF7z9VhUMmnRb0Upb6eCWexOicuTeTn89lxQAG1YyjAzNob45h//a1YVeFQvbQ3q0Ynl0yJfkiorrxKQDPaM+fAfBpw+vflKp3AKwXQnQD+BiAI1LKaSnlDIAjAB4rpQKpdNaQ0NH9Ost4wV3QIBXaxZtNo8TrNaFTw6D4enZ3hNXGCQDThXaprEMrCi941ffTWQXRiPmzN0UL94Sp27LNhan+/tDMEq5MJ7UhJMWnK/TaOMon8bTkwDAlK80/v2rTGtzU7e3aQ71jrR4Ht7vTpYS3nEr10hW+8I67+lgsOae+rH50l1a0AEaR4R5uZa1rb8K2ta1Y2xozvWesS8Qw3CE/BMLTJmz3k5dzxO47bZ4RQeReMw7b0tnNPpLbfrHGn00PgaL1NQxlsxtaoTNPcesc7DIuW1BHm/0SdaivXRAu2BCSPD2IbA7cmYMkar3yATHj90KIfHnGoWr6327V+8nFSbyv/buRVSRS6SwiQuuBUaYhJEC+fvk8M96TeHoJ9OrrRC05MDwPwXP4u5Tg1Hwqnfs3WS/F+Pts7VmSSmdth4vpYo7vEFXZ4Z5xPLKvq+S7WlT/WpuiePzANjx7fBj/02N7w64OETmTAA4LISSAv5ZSPg2gS0qpTyU0BkAfF7gDwKBh3SHtNafXXS0sLOCVV16xfW88qaB/TmK2N4oT41lcaRGIX8jfs+kZVRtn431nsKNDoGdSQfPEWcytSFyey9+NXdcCpDJAajCCNU3qv02zyxJDCwqEAGzy+6Ejfs7096mJLNJZIDJ2Fu1aGT2jWQy3CCT7zfeR9HoBQM/pHtzVbe66PrcsMbigICvV9z/UFcnN8GAlpUTPmILFQYG+dvf7VWfiWSysqHU/PZpF88QZNGnlXppT0BoFBjoiGE8qmF8GBlqAS3PqTupoBuSwuZ6nx7K5C+fpDvWCe6gjP3vJ6XgWi4Z919EMNEcE1rYAyTQwkZSm/Tidkrg4o6Bl4qxtwETfd01RIDbWg95ZBfElidYYcKVNYHhBrUw0AjSN9wAABhcUKBKYOK/um5GEgsEF8wV6RzMw1h7B5rb8NqeWJCaXFMSEwKUWoKs9YjpuHfFzWMpI9MSVgh4fTVGgJaqeN6khgb5ZibZY4f67sqBgNKHWZU0TkBlU359MKrg0J7FwRWBgjfmY6vVvmzyLaETkjulEu8BkUiIWARQALRNnTPus1bD9yaSC6WVgbTOQigi8Mt6D4YSCIcN+yY5EcG5GQUf8HKZTEmOLClID5voDQE88i+1rItjQKtC3qKB/XmJlOIJ4SiKZlkhlgOEWgfm0xHS/wGBHBBlFomdcwWy/wEhn4TnbM5pFNJL/DH2zCqaW8nXriJ9DWisDADAaQUez+Xzpn1OwlJVIZ4HBNoGhBYmpdoGNbQJn4+p6ej4WIbT9r6i/A7rEFYGBeYn2JvV8NZKjEXQatnlyMmtaNzsSwUJa5s7JzmZgyWb/AcCFGQUzKYmxNnXYVltM/Q2YU0cuobMZSA1EMbmk4NKszB3rsTb1OzedUuuoDOXLn1+ROBtX9/FwZwQnJrOYuxzBhRkFGQVojQGK4Xw8MZ5FRACLV9RljCbbBSaSEk1RYPaywKU5ifgagfG19r83+vlrNT8g8t+9sbPoaBK57zyg1imtbTqrAPHLAhtbBXpnFTRHgXHtPNO/d20x9Ts22S4weT6CZFqiZ0pBfI26zNxy4e80oJ5f+vG4OKtgeklie4dAIi0xdiGC3ln1d7996qzt5ytmdFFBMq2eV5NJidbJs+gZV9ASA9bEBOb68vvN+Bsw1ILcMY9EgLM9wK1bork6A/nP0zOWhZTAaKsayUllJJYy+YCI9fjqjN+bSMT8O3F6LAtImH5/9d8Ou7KMLs4omE7lA5Ntk2dxflpR/x1tAVqj6jHS/5250qHugxOW740Ve2BQTZBS4uWeMc4+QjmfunUHnj0+4mm6OiIKzX1SytuhDg/5khDifuObUr2lUrYvsRDiKSHEUSHE0dnZWcflrHcpnSowtSQtd6iAgvaxKLwb6CsHhtPGncpwKVvRtn3LliiEcE966Wen5+6wme7g5quTv2Omdac3LGAXTzBuWwAYW5R4fyLf+LHuE3VITvG7twML3j6VeXx/nt9ZPNwOkVN97fahbR1d3ss49FbPHyf/5UYjRTaK/P7qXpMP2gS9peT1/DP2hsh9Lo8btd1NLj0UjNs0vqfAsk8NQ0zsynA6Pl4IAezsiMApb6yRU2+agvdzPVgK33PMZ1Dkb+Pr1v3ltk6pP/bG+nY2q+et9Xs8tihxJq7YnibG16Tl0V9F1IeVLDz1DvNUpDT/zgjDo/WUctpcd7vAikvnO71MBepvs5Qee8VIh+fFX/ZebO53We8Zk3/Peo4VSznCHhhUE86MzmNxJYM792wMuypUI+6+ZhPSWQXHrszgwzwviGqSlHJYe5wQQnwPag6LcSFEt5RyVBsiMqEtPgxgl2H1ndprwwAetLz+usP2ngbwNADccccd8tChQ7b16p1IoGNkDg/fsh3Jk6PoXteKOwy/I4nj+Rw791y3GUrvFB7ctw2jc0u4NLmIxRX11k/X2lYsLmdw++4N2LCmGYA6derFiQUIiFwSR6NDt5o7j6RPj2I5o+D+G7ZiXXtTbvvd69pw59Xm37bE8WHTxfLDt2w39UocnVtC38Qi7rt+M5ZOjuDBvV25/AJWiiKRPDmCW3aux44Nbbb5D3TR8xOYW0rjoYPbsXhyBIdu7kZMW/7k0Cxam6K4oasT58cWsJzJYuOaZrRp3YF3rG8z7VsASJ4YyX2GG7d15oYD6vsmcn4C84ZpZLd0tqAlFsX69iYkUhn0xxfxkQPdiC8uo3tdG4Znl9DcP227f437rrUpikP7t6HjUhxj8ym0NUVx9eY1uWkfjfv0zMg8JCT2b18HQD1nOi35FDatacFVm9qxa2N77rXB6SSGZpbQ2hRBZ2sM123tNJ1PD9zcjaV0FrHeOJYz5pZGa1MU7c1RTC+u4LZdG9A2OIO1rU14aO9W03J6/QE9sbX6/uWpRbQPzWJf91pc39VpWqd3YgFrR+bx4IFtaIlF0do7hanEMnZvbMeV6STWtjVhcTmDQwe3m/ZZZ2sMD+9Vbx71Ty1iMrFs+jdXL1d3zzWb0HR5Godu2Z77Lnzk+i0FxyN2YRI3bevE1rWt6J9axJqhWdx19SYMzSQxn0pjIZXBls4WzC9lcNWmdtzUvRZLK1ksnxnDjds6sXdb4ZCexPFhNEUjOHRzd8F+AtRzI5XOYrlnDADwkeu3YKP2vdWdHJrF4nIWS+kMdqxvx7qxeeza2I6dG9oQ7VOnL26KRnJT365vb4aiSFN39t0b27Fe26fzlumQf+7azdjS2ZL7W5wbx4LhVvJ9123Gpo6W3O/CpjUtuO/6zQWf1fj5dm5oRywi0NYcxVRiGVOJFUgpsaG9GfffsAVX4km0Dc5g+/o2jMwuYffGdqxkFIzNp0zHF1Cnzo30TuH6rZ3Yt30t5JlxfOiqDWi5FMdKVsGa5hgOacn0J+ZTSF6eRltTFPt3rEXzZfOMQzs3tGNoJonWpij2butE2+Asrt68Bgd3rrf9PHo9dd3r2jA6t4T929fmzrF7rtmELZ0tGJlLYWBqEfOpNKKRCLKKREZRTEM5OlpiaIlFce3WNehe14aFVBqx3il0tDQhvriMXRvbcfvuDZhNrkBemMTVm9cgsZzB5MKy7e9I4vhw7nh0Xp7G6NwSNne0oLVJTRbaNjyHiBA4dMv2gnW9uDi+gMWVLKSUuDKdxEcPbsfSyRGsbW1Ca1MU91y7Kbfs6eE59E2qSYE3d7RgKqH+W3Pbrg04MzqHQwe6c3UG8r+LqZOjyCgKtna2Yk1LFBPzy7l/zwAUnA864/fG+hn1bTy4b1vu35vE8WF0tMRw6Kau3Po9I3P40FXmfwvsvqPtfXFMLKSwcU0z1rU14eDO9Tg5NIuWWBQ3blN/1/TvhxP2wKCa8HLPOA7t7cpdMBFFIwKfvGU7vsdknkQ1SQixRgjRqT8H8CiA0wCeA/CkttiTAJ7Vnj8H4Ne02UjuBjCnDTV5GcCjQogNWvLOR7XXAtPvgmcVWTTxnd5QkVCXjdnmdDA+VxPFFRvtOJfMj/k10i/AndZ3G09uvIOnzhzg7Z7YC6dGbaemzioSU4ll05hkoDBfgl6PdFZBzJDEc2tnq30SSuPnsbtPWtADQxQksrswvmCa4tMPYx5Aa/1y0zRaEv61NqnXH8ZAj9sxUsfFF75X7Piqx9DmNqzBil3ByO8ft6Nud5e+ORrBvu61xZOk2lZHFCzjhTEhqOnjGnJA6AkyjTlL/LAm3bWtg+N75uXMiWfN71mPZW6GFpceOPmySh8Wre4zrc753VqYA0PJ5+twSzCrrptfwDiNp/EYvH0pnstT4DmJp4dD2BKLICIErt2yBp+6dQeMe/ztS3G8fSluOH+cp2gtTOKp18ZcF9OUskXqF19cxrmxeUgpsWtjO27ZtR5N0f+fvTePtuw66wN/+9zpza9evXqv5pJKpdJQGi1bki3b2JYnbLC1MKGBDmmgO521QjckEOh0WIsheCUhK3RDutMhDWFwB4IJhGAb8AAYG9uy8SAkWZI1D6VSTaq56o333rP7j3322d8ezz73DbdKtX9aqnfvOXv4zj77nLu/3/6GzPtM1oFpzVLKz+z4Evr8VJ8rLb+Y+p4xO/1rVPwM73F/5ePnl3HEkXJYyGS+Q9Tvs3w+zN+zKjmTtphwWeCT3zyG992aso8k6Pju1+/BJx45WgYTS0hIuKywHcAXGWOPAPgqgD/lnH8KwC8CeDdj7BkA7yq+A8CfAXgewLMAfh3AjwAA5/wMgA8D+Frx/y8UxwaGXLTJvyFXtFWyy5NzQ4GFXDDqC6uYUE0vnVnAkbOLlsIQymBgwmXmzYhSWMeVYNHxHn36xEV86VmVltKlfNOFZT8XBI8MuzE92gq6ZZhtKdm4VYYGcwQizZ49UAqPrpIzsqA3298zM4a3HpzTMk64brPUq3xm5Tnn4HnYC6Jq+qx6dh5DbgFeVwEOHNw+ienRViX54FLWXWmE6wZtlEqKHFtZvZ9zLSihbKrX53jq+EUsrASc4CP7dtUplTzwct6FXC2kAnZgbgKMsWAAXVcgYO2rR5lzQZaV800GoZRNnFtcLQjI4vkslVi/0l/2Wyr3XEtRKot3icLue9/JYKaU8Iy5Jc0swxuvm8XsRMd5XliYqHnjIiIBmxwqg3iWhzm+dewCFgsLhNjpcvKCIHXnJjqY6DQx2mqs2zqUvrfl/c0Yw6Xlnv47A/dnSjZRlG2WdYBmg1X+3rh+G72ZawIDKOfeiQt6Wu3S7bCiPfP3rOpeJReShKHj2ZOXcPTckteELuHqxc07p3DdtnF88rFj+NBde4YtTkJCAgHn/HkAdziOnwZg+XYU8TD+F09bvwngN9dLNrn4lrtmISW7tMDgRZpQwxLQt4NapYT6+pTrSR+pwsgenamA59qO1dr9zU1FOScKUCkP089njCmFNKteALvGyVxTu2JKWOk9a8CXRrVpZBOoJKI85ItM++rKTNDPOVb7OVrNDEvdPkZaDU3h5aQdTxfafaE9uHbPLflq7IRbdb0S0TJkDgaKipnrKqe+9I3dfTn/FlZ6OH5hGe1mhv0dt6ryt4fPlmb1Wr8RShC1GGgU2WR0hdEuDwC37p7GwkoPJy6uFOVswuCpExfx0OGzaDcyvOvQdms0B7HHKK0qimmRMYZ+0ffhM4uYLdxkJLlG3w2x84CX7xzxnc5BxphzLHNuj9lLpxdw4/ZJr2sbLVsFanmSuRT30tpANczUYXAuSFrp0sMrrPE0GUnBkVYDrzrmWl347sV4u1GQUatEVnVeixVRkYVEPmsye4wkCe/cuwUnL67g3KIeefoTjx7FnpkxKwOkIDPD1lemFRMAfOX504VVjQKdrxQmAaxfc/hOJQuMhKHjU48dwztv3o6RVjiSbcLVie+9ex8++rWXqwsmJCRc1Vju9stYCxeWxI5bt6fcQ3xY7RULd4gFVMOxXcSNzzFKiErdV9QrPsidqirzd7Nf2Ua5i21YhgwC07xYLnYtOQxCQMrQMKwmRFn9wHihgMrF8HK3r/lky3OmRcNa4jf7XBKaGdNSYFrWBrCVDJ8bj0hR6FiU54IUaxdEWLuZ4fr5Cb2fignkN1cPEBflX2vWEEUwPKh0fkmYopquFt4WCXlETeU1WQtCrFSeZaYJzYLGjcNnFgGI3Xy9W0p8ueuaLizHLyz73ZW4bmGwc3oUnNtEp8TCSg97ZkaxsNpzyl8n0Z5GBBZuBqVnRQGa4rSfc03pL8Q3LkcnKjggXBi4KgEYBAbc94K+P0z3r6rrMt2KAMOSwyAjzD6kXJo1EHSlW8onibQ67xQOJeNou7EuaasV+acLMjfZwcxY27DAIPUMQtj1e2ZSxjn5LWtkDHu3jmH/tnHnM3HJYemkiNC4QfO9soSVk1tYOV8BNb/N/n1IBEbC0PHJx44n95EELz5wx0489sp5PF8EM0pISEhw4cjZRTx5/ALOL3XL4Jrdvr5Yd4GaSuec22lJTcsA18raAV35UDuYfY8LgypL2zDa1Bbo7l1RV/9muxKmBYFpsWDLwaVbOgAgy5jVjynzri2jePeh7aWi9cKphUIe28rDtaM3CBSBod+mViNDN1cWNy7Qwy7rG0lgyVSbJvqco9dX84g52qEm+1b7geuOsa7wETAxsRhcu66uXdgYJZzLuULaYAaD0c9NZVvXumNmQNtI51F32pjXZ7ZBFVkA2Dc7hrdcvw17Z8Yss31AKM2dptiQE8+Tfe/ryivmm5oztMlGpo7rFhFcswwxQYkM6pYgi+suJO752ve4J1TGJvEcp+/eXJuL9rwE3LF66PtJun2o9xyPnx/k3o22GljuSjJ8cMixpnjPoR3Yt3XMyirFOcc1s+MYaTU0mTPPvbCtGXhJYGRMvYuiZTW+Z465RL95LSYcz4Cqoz6b78SqcU4ERsJQcfj0Ip5/dQFvu9GOYJ2QAACTIy28/7ad+C9fPzJsURISEi5jlBYOOcdEp4np0ZbmHuJCp9kgZUQh0wLDtQPNwIIK4ZmF1dKyQ7Yh25cuFy73A+uaYC5KTQuMyiaC6BnbZi4LDLozxovFqIpp4LDAKOupdppZhl6eg3OOTjNDI2OYGlGuAQx2TIm1xMPgXC24NTkaygLDDOJZXivXv/uQZdUuJKIfh6WHtvscr9CaSqarnr3jbpbzE06SnAmBc66VCREuVAFkjGGklWnzSc43SjjRvzH3veXK4ytl8+xUS4Wdc92CwdkGt8dkdqKDZsOtSAqrEvXZat04ELpEk+TjXF6TTf4pWcV/odgDsqyUQLufxV+aAcLXjnx9cOM6QjGHlJw2MtIRL/qV5ImrvIplov7S8ZDBVqX1RJ33CB3lhudZrwsXATnabpQWaBwcr5xbwscefgUcIstKM2Maca2TTdxqm5LB8l0emgd+WfXrdcXeoGV84yPuo1sA08Io1L+JRGAkDBWffOwY3nbDHMbaKRxLgh/fd/de/OE3jmg7AgkJCQkuSLP0ZpaRGBjuxVC7SYI6ApYLSWlqXnPf7QvPvIqTF5cLeUwzZ4EoFxKjiMwIYDXmqhshZ2kCTnZwbQMUPcCftD4ApAuJ3hPNTCAhd1Z7uRjJndOjxjiLeBp6U4MrDDnZfaRyNDIV1M61Gyp6NYgni0QS98B17bJv6kICmEpm+LqsTDAOIiccA4NbZRjc12ri3GLX6Vajtx846Sm3dbyND96xC5MjLTCoWA7KhUSXvXS/coyVPCTHh7pyxMY4oIRi1RwQZexCVKEzT0tFvIq8igVjxXMoXUhMC4zis+5CUgTnNBvzEV3G2FM3Jp/FUD/XyV+Jal3fGF95LZoLCbcIChMmjWypRV5lAAAgAElEQVS6psg1oyQyBNES916h4yysI9ZOYMi2nMchxu3swqrWvySuGKnvCtBqxtShGbXKd2GNuWeSpSGrMVMWk8wwf1M4pAueOlaXkE8ERsJQ8cnHjuN9tyX3kYQwXn/NDKZHm/jskyeHLUpCQsJljrzQsrMMOH1ptTjmXhmZu/4yK8GbDsyWx5hj6ylj8YtBudMvmwgpZ9VtAXKJOoAeZIGmFAXkzqltlVD2Xy6qi529zB+IjdbLMibIgz4vrUh01YOVCprZzqDXVZpNk25ajUyPgVHRjtO9oKiZMWbtNDezDP1cEBiudLy0X9/l+ZRicc5WXKxz5vFSAdG/mzi/1MWx80tOqxSzvSgXEh7IPlD8XS3GybQeMePHuCBJsb0zY7hu20RRz9ORAaUYh2O+yM9V12taccjvMUpv2GVIzjaRtlnOLdqbmufGu6wYf69lP1GC6TyX5enczojVDEXpogcEFdiybbj7lLCJXqYp7iZcirE5fzvNjLxznWJ5ZaUpPtcDZcYX10kGfP3FMyRYKC/dz6hrX5mZxSDrTGKPWhfFZIkxx8b8zhwvLfpVt57T56H73unztU5acCARGAlDxNFzS/jWsQu4/6b5YYuScJmDMYbvu3sffj8F80xISHDg/FIXZxe7AOTCE5gaaeHY+aXimBvNLCO7wWqxNUfS+5nrtkEUa5MEAPxBzyjsRaWykKDBD2PquqDSzBYyOSww7P7Vcp7u/krovusKDcbQ57x069DdKOyYEmux2JY7fICufDQLC4yPPfyKMyifa5fR9V1ajJhWNJKkOX1p1UjHq5NOdBfVHCllwRJWrH3gxrxS462sAkIwlW4rZgNMpcPfjusazLgM7WZm7Si7TO1NyPs7P9XBrbtFBoV+zqOJwRBRZJZzFRFzRbSSGQ+NJPmoGb+qNxgyBpy4sIJ+zjE70SbHWXmexnxRsTsMgtHxlwG4a98Mbtg+SUgkXWjXsOrEgFuBjQFzKdolWRogkSQRReUwyk2NtjS5Yt8rpgVGDJ48fgGvXgxnK/G1Ja/9wpL4Hev2i/cosaah9cXvlf9ics7VvPQRiSHyzJg3PhKL9idBCSwzsCptj9YJkW0uJAIjYWj41GPH8Zbrt2FypFVdOOGqx3fdtRtfevYUjp9fri6ckJBwVeHBZ08psqJQGq6ZHSvP2/68bgsCoXTpu4OmaatvQRYCA1XKuLX7ROEyC6bnqGVBHSXflPj5Vy9hscgGIpsRJui2Mlbuyhr9NZg7SKBT1yiu2aUQyjHXzMbXYIIhAtjZx5tZVu4ar/Zzj5UDldnZOhhk+k39TLvJcHphBReWu5gZE0omM9qR9IRPgZa709RKgJ7zQVkxDDZuUtcxM9O4+6me/zkHmEfLoD20GxlRpgtCrbTAcMvy0OGzpVsAtQjiRg1XbZqa2EUwmPU4VQQ95cyzlORjAHZMjZTnqlJTUtC4BwDDaj/H5EhLI8cypr9TpNIv5qb/PlGSiDFg79YxXDc37nFBCgcMBvTgmFXvNl9b+tBwg4xxkGFg2iXSwLESU0THqGeBoZr2xXDQynOOp45fxEunFyLK2sfMHk5cWC4sMGBYYCj51DtE/71CUaeV2SnBXXEzXL+PtoxhQjVkgeEKtmrHWvL/JrqQCIyEoeFTjx3H+27bOWwxEq4QbJvo4P6b5vGH30hWGAkJCTqov3a5Q+4wizbRzJR5MXixaLV2TNX380tdPHuyXkYkc/cw58ISwA6maAtpHvJlCQGAi8vdWnI9dfwirpkdR6uhdsDz3JVGk5ofKwUJKBad1o4/Sp99rZ2CCMm5K1AoswiZQYJ4cg68fGaxCGCo71gCIoinTA/pU8RjUo0yxkqLEopWI8Piah/Toy1sHRcEhm8HP9SN3/VCt1Twyaf9LfovFR9PZTneZmBXi2Axj3llcbtnUNkAYKSVWTJXBfF8uUihCigzeZfS5auvuTdVKKe++0eJPVc39LymYAZ780Na7TQbzHgmBeiOtiQcXLva6rsiKkxXCc7tbB1y3ty8cwojrUZQ1qqAl5IoNkHHSWZwkePouk+u54S28Zbrt2F+UlnTiRgicS+TMtsU4u5ZDJnstSSBbcUDUHKOW2QKvUeZNteU/JK/8AVV9RJJjjJVhDk9p1tguO+TK1h0HUI+ERgJQ8HJi8t4+Mg5vPvm7cMWJeEKwvfevRe///WXKyNcJyQkXL2QCjINEul7ZdAUhK4AeeYu+PHzy7i00sOWsVZNVxLl7sEhdnSt7B2O9sxDmrLBdGX0s0+exOlLK1pZVxuAiMrfzTkOzI0LU+TieC/PnQtpmt6SZiERgdj0HuT42ybITJBEjkU8g52mbxBLgpVeHw8dPotuP9fuf7uRodXIkDE9aKulTDjksu+Bshgxr73VyLC02tcCeLqgu5DonfpcL4A4KwtLXnOe+eoVBauUz1DmAApfFgxmtNFq2DEKVFaS6jmgUkWidAOrAiN9URm3jLWxb+uYY0fa15KbUMoyVlpEmApcTeMt1SZTz5wmASFJ+kUMG8boc+iRnJwwXSUk0aiVL/7OTXS0ujKtJ3eUDUF7zxZ/9SCeurVBiKwo5TE63jLWJlYsLE4w0pTpthHCU8cvRrTJLSsICSehU0hAieuSwIB6D1CLPnm9PRIHyGdVZcZ/Kvt1EF9VQ0DX5TkXhLp007MsMMCtwKKuNK0hJAIjYSj4zOMncO/+rZgeS+4jCfF468E59PscX3ru1LBFSUhIuEyhFEx1zPbrF7AVcLXTNd5uYmasZbhQcByYm8AN2yfryUNk4VxYYPgUBO2YSQ7k1JTYVk5cyqdLCTy/1MVkp4lmlpXEjazvTKNKdprpWZGJw5AZvsW4kMVpPs1ssoCW090o4ha5amceuP/mebzz5nlkTI3RWrMKSNN9ilYjw2K3X6ZQlfAHA7VRlf4S8JBd8h5Z80q3mvFddmmBYdxQpwVGWDwA7rlE25CQCrCUVcjoJgZM3LVvRoufYD9T1feY3pupkSYO7ZrS2+Du+0dJEIvwgD6fdWXdMaCVMqoxb2bMuCfiKs1AopwXcVoqdt9NMkKeMwkOOQ6iCNfqmOV9z6irTwrtPQkZb4eVLjLOOmQ8zWdHEKPis3xXRT/1hDSgMWRcyHOOZ05elNX8TTrI21JWx3HpEqRZi5HnuLwnpF85TtTSrSQXDA7HIikYw3tv2eF8ltwEg/h+aaWHZZJ2N885PvvkSXz1hTMwM8OU7WU6IWfGQKpCIjAShoJPPnYM70/uIwk10cgY/u4br8FHHnxx2KIkJCRcpiiDFhIrgV6f41vHLuCZE/ouWZNYQtAFIQC869B2XD8/qakb3X6u+Z/Hgq75ZXA1c7HmUqhdBEWZ3cKxSxZDggDA4TOL2D0zShbHokwv55YiRBfH5QJc7pplDoW5WLCaipqMN+J0IYGd1cOn5MTyDlm5w8fQaTbQaTbAGE2j6jZj1+RykBRyDJwxMAp3nGaIgeC68mudNhb8umKI4K560bz2V11L+Grl/Ku2wCBtwk8SWCl/SzkMpZm4U1W5jpig1kLlPDXGy4QgFAvJDYU3Y8wmGOCfJ0YWYiULU3NnjTyZaA+KtGgacQ1KS5JM7xtwx9qx4upo/QiYRKOYr7yUhZ5zkZLmc2GCw0HkwCZ6XdZwesYUe3Bpu8oFA2hk9YhQM55G6OnR4j9UPD8mUatktXvo5cJigz5LplWgJOudY8FUOy6Yc6HBGEZaDeOdz8u2LPqCA+cWV/HZJ0/qQTyLz91+7r3X8neGZkpJMTASLmucWVjF1148i3cfSu4jCfXx/ffsw5eePR0VKCkhIeHqA1UwAWCs3cDeraO4tNLDE8cuAFALO2qBwaFH8dfaLP4KAqN6/zljDLfsmta+UxLAFfwytKsu0eeKYKDKo2vHWu0O2+1eWumVQSbp7qnYNdfLmpYslHxwKdNqWW20A3/gSql06TEw9GvT26+GykKiQC0w+rmtNMSYikszcKcLSVM0YJJc9vWyMmaJ08LBa7kQsmqQJIDNaplxTJz1i8O2BYa5s18dxLbMzhGQVbrZuJSlvmM+u+TXFEwmXTaqZ4g2JygJ4twF91hgMPr86eeyYsdezXf/+Me6SsmxpOl5p0Za1s674BcFySCfgVB8HUqYUSsdl4WYIjjUcTnm9DrM2DCqT/czTd0ITPlkp/K9t22ijd1bRi05hIx2v/L2yhTHsS8Q0/ImNOVjsyfR3wATrua7RaBhFxmpCHdR202KSJnCz7z8DaDzwHWPukZ8HA6RLWVypIm3HZwrj2suYQZJKI9Lwi0jriSJwEi4rPGn3zyGe/dvxTaSpi4hIRZbx9v4wB078ZEHXxq2KAkJCZch5C51aTqcZbh9zxbcuXcLALFDJtdJjcyMyu5QEMlirtvnTguM1+2dsY7NFcHjXCki5Q69ZnEglSFtC1lvs59zzbJAWXVY3ZcorYfJdeW58EGWZsF5oez0clfGBTVGUomhBJC5Y89zd8o9ufPussAoz5M6dBGsEzP1FD7aFY2B0c+rLTAA964jY3YaQEARFxaBYbTBALxybsndX+7f7ZUWAyGF9JWzS3j6xEV0ZbBS2q9j3KkiCwCjRoBG2x5BP+a6HXJK+AiMnAO7tozigTt36y5Kxt8qhcbcoY+zSFJl7V120z1DyOAmLZUVleWixgpiJpcl9f7rgspEY2BMjDTL50POOeVCoH82ocUyKWM9FISHgwqghIIrO9Igz6gJjcCAbsEj30vzkx284dqtzjK21YZy/Wg2GM4vdXGhIA6rROTcJD/9bwtfBg67TbdVkq/9Xl8RPvIsg5KLxkSifaAs63/efXVkzZJsIW199YUzeP5VFcS6l3NhFWi4NZkWOK64StKSKBSEN4REYCRsOj7+8Cv44B27hi1GwhWMH7pvP/7g6y/j0kpv2KIkJCRcZlCpBPXdR0ka9HK1/G5oLiRFik+Lv1AHYl1IOHRFw7JikASGRp7of0U7+ooutyww1HFXee0cNfEtXEXoDl3GGPp5bgUJlNdTtsFEfJCd06PluYvL3dKiwJvysCBLTCVDopllePXiCi4s9fTx8MhSBXkZ9P5ljKHft8fDD78CIEye9XPtksAwLTvcipncyDm/2NXO+zLo8KKtkOSHzyziyeMXsbCqxtFU8lzIOTDRaeLe67YGWtfr+ywx5JxzB/HU0+XSgK8mcVF1h8x7O4jLRtUue86Ba2bH8bYb5qxzlNh73d4ZHJibKOVixXVVpV2OlVc2QZVF8Q4QDcjnttHQg3iKa3C8Z+B+BmRMElpHXgu1lFKuGfZ8jIplQImGkkBRx8SrRt3h8nkuCh2cn8T+bePWNZkjLevJ97br/eaC+VsQqhVNYBQt7ZwewUSnqZ1zTZEsU/26UnvLZ9tF3gHi2ic6zZKUdJFzgF3X1Z78zVpY6avr4RwPHT6LRqbHCOmT50K8z1Q7/eL3V/6MmkF4Y5EIjIRNxSvnlvDokfN47607hi1KwhWMQ7umcGjXFP7rN44MW5SEhITLDH3u3llnjJUWA5TUkBYEYkHvblMe7/W5ZsKt2jbL67EkNCUNatGWc4eFhqNfiV5fj95uKXzO3TW7XUGiUJNwoez0+m4XEl1BEON4z/6tpQXLZ588ic8+ebLsL2P27p+wyvApGQzbpzoYbzdLxbu8L8ZFVS1yJ0eauGf/Vq/Zf2mB4dgNjbPIkMq57UIy1haKwsRI06rnQjMTaV0/9/TJMr1rKFWusBCqHgPTikKiSgkbaTUq3V/MXW9fW1WBD6lMKpaEea/DF2oGbBRWFdX1pTuTnKumPKYMGRMZLbRyTC8zOdLEaFspilpqS1KvKgWpU16mZyGhFhOyD0maiTgeYhzktTnj6xCrCXotrQYTsQsczx1NswoAb79xHvcd2FaePzA3gW87OOd3Wai4Tnovern+rpXXL/8e2jWFndOjhnULt26gnINyXm817qMPwuohTG5JuFxIPveUeqZVm6Kda7eN451GFkbzfTk92sJNO6acrnBi/nLxe5QVNR3v+YwxvO2GObzjpnnPNep/VfuwbpacX+Yz2u3nVtyknLy7OSG7ZHkpG6CIEfo+jSGXE4GRsKn4xCNH8Y4b5zE1krKPJKwNP/zm/fjIgy+mlKoJCQkaQj76zUwFcQRsJdSlnMlF9TMnLuLCcrfSAkO+k7RYe4aykzGxqDu3tIqPP3IUAPX7p/IYbXNCYMC/c23WoWUAEf/B3DWT8SHsAJsE3FR2Muwq/NFpf67hl8Hocsf9kRYz451maTYtiQbTbb0qZkDGmKbYmGboKgaGP10plcscUqH0yl1u/dx4p4kH7tyN+ckRvR1HuwDQbGRYKlINrvT6Rfv+OBfKLSA8BuNtpSTHxlgI3TcKatEhSQMTLmKgbK+sS5VwNwFXKbl2b+N96LU5YRCN7owjEUQM05VsaQVBx+vua7d606AG2yauLTSIp3Jj0ueMmLfiOaNZXrR+yehSiZpZhl7ftmQpd/tJnenRFsY7jcJ6Tcyf0XYjygLDOdfIwV5h7UazzMhr9oGSLBJlDIxCAW8W7+8qETmgW4loVlF6bdMCo59znF/qYnHVtBL2u62Z4zHRaaKRMbSLjEblc1PMLc6BlX4f7WamEeQUWcbQLFJIG1emfZLpfqUI/Zzj1MJKca3iWOh3zyT1aRwdzvVnTJJjpcWQtChkahw//fiJyj4TgZGwqfj4w0fxwTuT+0jC2vHuQ9ux0svx+WdeHbYoCQkJlxH6uXtxDKjF+Xi7iRu2T1omy+ZukcRqP8cTxy7gxh2TmCxMfzUFgLZT/HWlNQSU+XXGgOVVQaas9PpYdLjEmQvlfu62wChTgzqi/6tdNtVWn/Nyp1aikbHyuKOV4l97AW7Gs5JWGuaCWu5IU4VOQn5vNRTBVGYLcfjbh2DGvmDaOWgE1lpQxg+J0NZsSw+5K8zKHcnlrrLA8OvLwnLmyNklnF/q6meIGJ2We3nvMzWX9X2xSXz9+BBKoWq2yxhwYblXmpbrfVWTVWV7pVWFrjzZ0BU4U/EPyaods76ruDuMygO3i0RdzIy1cdOOKcyMt3T3G9fuOemPKoYAuXpCDNJ3XrPB0M1zjYRgTD2HzHq+ip15LsdAuvLEby7R65FYNQImmxYYVW2Z9Voy5kKk5mu+p1h5nOPjjxzV4xfltB7Hcle5WdjyxU0CWcwkMKQsHMBqL0e7melkamDYzZ6pCxTF/FQHr5zVY/RIF0y3q4re8tKqfv30rCSolQWGaoNz8Vu42s/x5uu3JQIj4fLAsycv4vCZRdzvMWVKSKiDRsbwg/ddg9/+0ovDFiUhIWEI8KWG8wWJBIR/uKy3Y2rEKuc0KWcMpy+tlia9roBkWoBMri/QAEFmUPPYrNgZXe2Lhd6l5R4uuggM47tGYJDzZQpMh/JGXVcAGcSUFxYYqm3pQmLuEFMz9Ty3F6tyga316xr+ckfanUYV0HfclAuJo60AVDYGm8Gw+nXca0NkuDQCxpQbEB1zrwJMhKDXQ3fTpdJjkkSa9QlXREcoBlSDtEtdUlzEkirnCa7qKEcVcldrObddkXwYa4sd/OMXlu3MFxX3nnbBmHiOYmNjudwnqIXBIJDjkhUNufqw5IhplwnXkxt3TKLTbGjHAZ14NfsS7x53vyo1qkKrIS0w7HvBYI+P1R9xj7P6pKSIfVo7JgMmy2MlyeF6PxFLNJ980krAjI3kgiiiP4fms7FISAr6Dshz9Sx3+/XmswsdSWAY7iycc6z2cnQKAmOQwKm+tMUH5iaw0svRz7n1TC6s9rBQ8YxJyxMO+73SLQhkeT/MNKrLqzlGmhlaWRa8pkRgJGwaPv7wUbznlu0D+f8lJLjwvW/Yh6+9eAbPnrxUXTghIeE1BZdlARDOLkFjXsjdybI9GXAP5gJZBKmcGvW7PtIaJYFBXDRajQwXlnp48LlTeOLYBTAIokQqo397+ByeOXHJCuxmrt9k8E3Zqbx2XzYEeq601ig+NAxzeele4XIhoZt7psLSNnbJpAJujSNYGaPAd398AfY459gzM1rE3PBUltdBdvZlv6UMa9FOS1mku4D4TrOwxLgaFAUB6ME+V2TWEI8lBCDGThJw5i4vJSaannGUO7VnFlbtth2WMYPCl3rUhbF2E3OTndJfXpOpoq4e2JDhkSPn8PDL5yr7lBYFIXed6jZM9ou4jTH53HBoaUoHpEd8tXzuIdT6yLTAkJDPoolWI0O3nzsJCN0KQBGpgHJBCsXdqAK9F8qFRD8XIsYeP3reklsjlYi8VdKZ1njm7abuIfRa+5xjuXiWrQxN8N9LH9qNQmfS+Fhh3bPaz8vz6h1dY9y59QGAIMuWu318+vHj+NxTIraRHItXL66U8Y7ctRW5ahJ4pXsSFHFhBvFc7PZELBkPOSqRCIyETQHnHB975CgeuHP3sEVJeA1heqyF73rdbnzkwReHLUpCQsKmQ1fey6MBRaxRxMAoTae14BT+uhpxUCUV3Q0tjrWbGc4truLUJaE4Sl/75W4f26dGcPueady1bwuuK7IYKJEMcoaTNKpgFonjcmdQZsK8vBbGmLWTKdwruB67AwbJw22Cx2WB4VIKY1xIzLaaWWbs2votCFRbhsJC+qqywHC1ZSvVHDLLBGN6DJVYFwT5tdlwWGBwe8zVZ+CWXVPYu3UsuAs6Tcg2MybM0XNL+ILD9dJrNWEcoxY2MqOIhQAJUzZrKMOiGdVWHbLK/Exl/fzTr+JTjx0r/z9ydkmbw6H5Hjrmgpp7OrkQIi4WV3v42otn4jooQBXD0rVDykB6EyQtA8/FfRd11fvAZSHSyBi6fT2RKoOtjKq/0qJB9ceYnl750koPn3/6VdD76wuyK9E1XEiUousfy5wDN++c1I6Z8yKWsDLJBovAINk49CwvyoXEdFcbhCQ034lSFs6JC0kkLWK+z7jxGypl6zQzcIh7sNKzXe5sSyn1vdPMNPc2DuLGQ1zmtHTgEPO2zzmWVvsYbTWC7m5AIjASNgmPHDmPS8s9vPnA7LBFSXiN4YfffC3+6KEjOOvYUUpISHjtw1xM+eM4KPNoCXNx69ohYwi7pQCmwmlbAXSaGRZX+2iXZsyi3eVujunRFuanRjA/NWLvnBsLuNyIgVEeL8otrPbxwqkF4SZiLE5LNxDuJmMazG2BQetywBogywLDs0jPMkE+uMayVOjJ9UsXF5MgqG+BQc+ZBIZbjhDo9cnAp7H1TQVCXm8zy8ognqG5xjlHK8uwfWoEL5xaKFPXmti7dazcMKLDxaCyAJjwWU1YQTwjdnj7AReSkDUC5d8azEOOeGRzjVkvz3FucRVvum4b3nz9NuzfpghCaYEQeq4tdyStb+M701N90rlqKv0mjp5bwqNHzllZK6pArZp8yBjD6YUViyTRiEEiWLuRCZLXQdxRekQRJgL0OTUz5Zy5tIpzi/41mmllAQCrpQuJIoVoWVpX9pUxnRQ026T1q94j5nvMnAPLvT7ynONjD7+i/abkBbEAQDsu2vQHDvbJIzMKyRge8rcDXLioNBvigCKzw9dVyt/t4+Jyr3wnce09yzBiECc6mWO8E0ifY+0m9m0d087J4q1mhlOXRHBQ0wKDZaKsyD4jXYf8F5MIjIRNwccfPorvuH2n9WJJSFgrrp+fxJsObMNvP/jisEVJSEjYRFCFnMI026XImIiBIReSWmR5FIs4xwK5n9s7tVoZUokqoGrnSWSboP7r/Zzj9MJK6eMs+9Ku0einl/NS6aW7onIMpCJ0iZg3y4Xp0ycu4sSF5SKOhuMamLBOccWnoFkiTBlHWlm5YD1RxDHwxVLIuXuBbaY6BIRSz4oxkHvMDPqYLK72LIU8C+zUxsZloOAQO8iugHcZY1rgVJ/bhHlYBj6VfuAjrQwrXRm01FaOF1Z6eObExTL16+4toxhrNzUfe6/iQqZ0iACKdafQHhHmVjFCJIwroKVLqRTWLe7+SWOujyWWu8INYXqshcmRFkZa7oCImnx1t8gJqJuCtBbipL9Qyy+cWiiVu+j+Mnv8R9sNcg3MItkkxHNlH282mJWFxEXG0HNAQYARdw36XpbzvCrerXzHyiCg9H1gWla5kHP7Gbetn+Lur+lOaLaT5yqeA30H5ZwrAsNxwfHTSxScHmvh/bftxM4tKrORivsh3fVquo4A+PLzp/HQ4bOCKPTMAwpJNNyyaxpjRigAs7b6nRMyyns2O97GkbNLAIeVhUQGf1VXHkbSJhM2HP2c4xOPHsUDKftIwgbhR95xAB/58ouVgYUSEhJeezBdFkKKWCPzm/xL9wZX3ZBVh9mOCHJYHC/+tpsZcs5Lc2ARwFMscnfPjJJ2/DtbnOvWCzR4nbwmuWCW1wLoi8szC6vOQJxCJvHXDuKpy+BS+F63bwZbx9t49eKK189bKEFF3AEPk0D7bjVYWcdsQ+LPnziBvz2sxzygyrqUj8rqKuuDPP+X3zohFt7GcTOria89s989M6P4toNz5X0YbTWwLC0wcjvN7PELy3ji2AVcWla/cY1MHwtADwoqYaYGtsy/y+NugsdFqlUp+b6UrD5IMk7IqnZmq1PmUjntDpe6/ZK0EP0o8oRDd/dyysX0v65z9BqoJYFIcar3WzXh6saNUBk/RN/vvWUH7ty7xbI6yrX3iLQE4s7rbxSxcFzzxEU60RLUMkkjMIobJUk6wPOOIEfnJ0e0QMMZGVsfnNZdxvfxTlwcPssCg3wxf0fo+OZcEBqmG41Zrg40IkcSuSWhVBDxhgWGj0SWIkiShc5Tvaxe/8Ydk7jvwDZcPz/hDtxMYP6GyK97ZpRlRkk0Z6qMJLgZs63VTCQCI2HD8TfPn0a7keGufTPDFiXhNYq79s3gph2T+L2vHh62KAkJCZsMc9EqYjy4y8psIBwAmL2IdqUJRWGBECQwNHnUYldWkQs+aW1BF7/UKsMEVeDkItOVRlXq0C6TexoXI/bokHkAACAASURBVOccfW5nGgGo5YJLDvXXNw4iEKPbikXIKxQpH8EBo225iL200iPXwCyV1lQSaBwCGH35do993yloFhlKjsRkIXFhZrxdytZpNbDSzXHy4jKOnV/WSSNDBtq3ppgCOLh9Au+9ZYfWj07Kua0aZNsxWUhish34iECtXdc8I1OnkSHsGwGTnLLPr3T7GAk8X7565TnDXaIKWtwVSbY5rJZ8oEO73O173X2UfLryOdJqaEq/eIZsYoQqshYhWZxzxTlw0X/yHuhpV5ml1AMo3aSs6zCeWUCk8qSQY2u6v9FrqZqZ337rDuzfNl6Uta9P+27UpbI1jfgsZgyMlV6OsVbDef8GNfAx32OSgJOyla6CEGvi2IyPWUZdtfzPU6uRYW6yo52bGWtj+9SIFXdE/r5IIt28v9SNkVorapsLqHCNirq6hIQ14I8ffgUfuGPXmszyEhKq8CNvvx7/8QsveH8gExISXlvw7RyHrCUYg2byr1luwL0jKb+GPCA1iwKisMi2ZJwISWT4dEBbWVSfVXpWVZYb56gMqh75nAuF35kKVl6LY+yof7Xvp1wuQDkxJbfb58E29PKila++cAbfOn6xVMbMS+20TJ/3or5BIvmuLSgDUwSJ3AWlRs4NFulCQj67bv1IK8NqP8fJCys4dn7JklNec49YZ4j7r7eWMViZ3nKDT/Lt8nvnpCELbc91P2QfoWdQyE+VJVY+f7qFURi0B1d/y72+Nj/svv0Zi7TyTmLHfE8wjcCgQXaZp46JlV6/zODw6cePV7qUCLn8o8QgxsUm+VQ1F4nHuTmz1L1wWaXI3fKSfGJ6/BJJ8tGAkG6rFnWwQeY5oMdKcKG07go8452mcq85s7CKzzx+nNS329Oukdy7RpbpFhjG+C53+xhtN/DKuaXy3MmLy0HyL9YFRL0HZVQSlO5KEpMjTYwbGa2sdoq/crzM3mN0tvsOzOKN181ickTP0FUSGJCkt+xTERutBsP9N82X71VJtEnXHZPQMJEIjIQNxeJqD3/2zeP47rtS9pGEjcVbD27D/FQHf/D1I8MWJSEhYRMhdqUJERGhZNPvtJ7LeEApa/4FnWYBQt08imPSjF2a+EsZfGlDS5nIZ3mdLjlsc2+1nKWL5rxwQ3EF8Sx3yRwuJLI1V5rZshzUrqDrsqQpO0e1cmvKRH2jnzh6AQ8dPluWMYOImmOvKR7W7m34O6BMremuomwmy6BZYPhQpQuY88JXnqYINlNo+pSjnExqqfj4ysURPNXuIT53FApXGzQTii9FKIVpsWOi1+doONxqQuOglTP+VoEqavKz6cITwuNHL+Avv3UisjeS2ceM10CsI+g4ymsulVbnEOjPnIQkd33PP7UOyjLdMkoq8VUbTHTO+FzZfEOpXCqCXRRlGI6dX8ZS1y2PIp7c86uRoSRrAfsdsNLLsW/rGJa7fSwWfXz5udN49dLKumzmMoclGr3H3ne0g3CUr09uGIsEiT3D+saEfM/KMSrfybKvohwlPmSbeR53DxOBkbCh+OQ3j+P6+Qkc3D5ZXTghYQ1gjOHH33UD/p+/ejZZYSQkXEUwFWYag8KE9F0ulVCjoNgtsndWAVv5pStIzQCDKGGyrtwVl03IqmbWEasLzTTZ9PlX50O6GD3V5+4sILRvi8CR9soIk0OlXz3sGA5KXtsiQCtjfNGuFxBWCheX8fKZxZJY6DTdBEbmuCDXbnMIDKzcNX7k5XNFnCUS44QxZ+paVztSFE3BKJV18Vcqffp8AuhdLJVE5w6lPXc1BQJ+P3zO3YFqzSGiXbr3bt1xPEz5zWNKAVXPW1VMCN26xj4fmmtAdQyM2L6BYiecWmAQ+V3WQOuBzGOlYo5LTt4Tks/i4E5CUuyEu94pRcBI1/2DMS+YHXcDZhmNcFH1SrkNHzBqmWPKSy1GvBl8jJEyrVK447NuZaI+CwsM9d206uv2c2yb6KDTbDjdd2LgI3NlIwsrPaz28tIiY6BOSLu2Ndfgk7VBgrZSAk8RZ/aspe4lQq7w71oiMBI2FH/wjZfxPW/YM2wxEq4SvP3GOWyfGsFHv/rysEVJSEjYYNAdJzsGhvpOA6CZAcsMzw9tt9pEMN0iaUhmiqDtS6JCptWTi2cz6KKVspKL63v0yDmcuLBsyKCUF3ORnHPgxVML1rk852J33LH6sxT/shcij11NlSOKj2uopMJtWsx4OwOsha8ct04zw7eOXdDKmHXMv86ygeuRkETJUrePI2eXDJ9u2zx/EDBmEhJ+ybRAlFRJ9NbQCT1JuJhKRBWxRfuh83Sll+NPHz2G84sqpWs/d8dZ0a/DIalh3eK6Jl8QXleL5rvB5LRi71ysLkfnq7w/9JWyzvxFpZInSRVpIUAVc+55VuVXPaZFFXkp55N6LkzLLyAsq6inPqtsS+73kgnTxS4EBjudsBnHQpZTddS3ZqaCoAJivu+cHsV7b9mBt904h7ffMI/RdkNYyJiWDeswCRiAh18+V7oYCUKqkD1Yzw6Mq6wl6svpKzI73sbUSKscI9MqzpWyOSvlIPch0HciMBI2DIdPL+Lhl8/hA3ek7CMJmwPGGH7i3cIKY9ljGpiQkPBagVjemAo5NWV++43zeP01KoB0lkmFk5eLe63FwII+lEaVLq6//Nxpa8dVflcZK4TsVUoeIKwOXji1gKPnlrXFuTQfB9y76s+9esk6l3OhwIaCNQaDeHK/ObxUWqgbgImnT1zEhaVu7UW8aamSc5TveFMpMokY5jhXwkN+UKz29d8S2l3G1seFBGAlASTb1fp0kG6ivG6h4+pHDyqrdsZpm/2c4+Wzi+4sJA5SzUQvz/G5p0+W3y+t9LzZHpxpVKEIRBqsscrNg8rmkr3vma+lJVSFhYb5/AZlYXTu6UrlRsWAkymOzXtvWmCY4ygtcxTlYIJ7g1q6ykuXBkrc6u8dnUAxZTSJSvOzbBNwWMIZfcSOdYh4dN03fUyVOxwg5tlIK8NIq4GpkRamx4RrRCNjUe8HoJrc0cgUKhfEZAuluna2Z7wn7Zgfdl+qbrjtkVYDbz24DYDhWlRWdFhgFDdYBuFmjnmrlQ+LkJAwOP7wGy/jvbfswJQR3CUhYSPx1oPbcM3sGH73b1JGkoSEqwG54fNL04ROj7a0oIbmziBdh4njrjShqq4PpvKkdlz1E6PtRiGziN2wY3rE2ZeSSZkn9/LcWkyeurSCr714Bj1jN1F3PVGfZXrE4E67Q6mXliCAfxykwmbvXcKq5xtJ06xcXpYZ+yMnsphLXEk0+axAABHkLgaMKRl0OVV7cS4kCpwc0BVwZc0RVMJI3RjdiLoeMRBFpzzPsdTto59z7Noy6mxDb49XKvYXl3uY7FSt/ey6HErWLIsI4qkpwXZ7uaXYeyb5ALC5MEbIJaZcqqgFxjoTGZT08p0XpK34roIkut0kpIzS1as8BqUYh9zDJEz3JkWaxVsr0WxLUoj3HNpRvkOpdLyUL258GVMpp7/x0tkiwCYpwMsuS9D3V7OhXBGBIjCyo28V2Jj+5kTKGHmOsfh3gasN5brhLhBj0aJVC5BRVcShJFgZ/LFWyjbriZWQEId+zvFfH3oF/90b9g5blISrDIwx/Pi7b8Cvfu5ZLK72hi1OQkLCBoFDpOk+fWlVW4T3uT8Ghu1Cokoqk2p37TCBYe4WEo2xwPtu3Ykbi3hQec7xvtt24uadU1o9swcOXu7g9fqmOTzD6UurOHpuCYurfU1ubS1u7LT7Aiz6TLVp5HiXjBIyWKBvB9DcwXTBPNzP3WkkZTpW1ae6SNNXXvOrLz7OTYwU11K9OncHMyzkRViBLFHRjdi9V+4d+v3Rjb7VfdLvrS/2i0XwcXVcop9zjLQaGGs7iB2TVKu+HFxc7kaTRIDabaUuHybZ6ELmuLearBVkXciiaBBkhGij5MIGGWAAsGMXiP4KGQpSxYrDwBiWun2npaoiN8x576Mm5XNAY8MYrmsOCwwX6Di5rNNs8oLKV0/Zlu58R84u4qXTi9o4ys9+qxaSjhth9yvhNuduZxBI6wQK/V0QzqxjPVJFYTPjTch1h95nH6hbpUVgeOowcrZqnBKBkbAh+PzTJ9HIGN503eywRUm4CnHfgW24fn4Cv/OVl4YtSkJCwkaBA8cvLOOokXayys2hn6t0qZbFA+wFermQi3QhAfRdqDKVajMrP8eGTeBcmTqv9nMrqKVUDHq5323jwjKJTRCIQeHgXJQc4JUm2nKx7lMaqcm2vevrao+Vu6Q2iaBcVVypROlffbeS4f237SyV6xhlwrxVZhDOqkCToli4I6lu5hyYm+xgfnLEX1ZeX6Z2uZ8+cRFHzy0529UsPoi8GvmRuzPT0P7Ksh4LJoleP8dSt48JD4HBmP5Xb5s+O36z+p3To1b/ocwLPnnN59Duz3/fXMEkR1oNvPX6baSmTHXJyLH1AytusCm3SUGa91y6lXzp2VN26WLczbEpd8Y95CR9r5jphatiYLiyWpQWGEYZH0JZdLZNdLBzSlkXMTCNHD16bgknzisFPieWX6qOgoiBod5Lec6dvw+NTIxD1TMDCGvBEPR5bLcSk4bVee+Ktp4+cdFdp7JVP0ziQswfFnRzKS19qtpeg1wJCV787lcO47+/d58z13xCwmbgJ959I/7D558vc6onJCS8tiCzQ3QaGRgD7tm/Fe1Ghn7u3+HPMsOFxKGchcgIH8zdQlf8BYl79m/F7Xum3Q05CBW5K29bYKiFcT/nWpwIS6GRxEkuCQZH157rlApNaXLullwRGJ4yNGhez9COfNYdylpAnZNjLdLtMa0+ld8VawEQQV3r7IKa84VDX5DHEBg+6Lu6gmCan+xYrkW0C0b+ysOnL60W7TkUG83lQ8Xs0CwweHXQTSGjHAB/mUsrPYy2GlrwXBdMJVvu0ZdKcOY3i5fxNXw75JbMgb5jTfpjMTPeLvst53WAtHEhNjCsLwuJBGNKiQaEkmsqjxaZCIazi6va88rUhPeCykHJNYBm6fC/e034CDVn3zw8Ld98/bYyLkUpkzFwz526VH52xa0wyRVqgVHlQqLdT4+Q124bxwdJzMA9M2POciaJJCwyaKpcP8nsgkmKW/2twWTEnDaSmPCRLfL1EtNvIjAS1h1Hzi7iS8+dwve8PmUfSRge7tm/FbfsmsJHHnxx2KIkJCRsIFrNDBlj2Dk9itF2A70895Ln0oVELnbdLiTufgZJK+eqsnN6FOOdOPN6zokLSZ57d+F6ea5fi7FAlLt7yoXEvdimf1U/KH3MfdckjrNyN9hVpttXMplBObU2CO6+dsZKRSgzt8gAjZRcARTBoSww/Ncac0dNXUYjE1h18D1Xe7YFCiPxNMJSUdeYR4+cw9Jqv1LhpS2qLCT6Md8zQ4+aCrPrPl9c7nmtL8z2TFA3gJByPjXSwn0HthnuQdXyKyKhIL6i85CE23Wel++aAQguM0NGqA9X8yYxJoMHK6KQEKGOdpe7fYy2Gug0lcuGcqtwqrmFZZLq0+lC4rPAcPAjKgZG1fOg+qgTA8MkHs24QS4LGyobTTXre6cqqzRyLMKq5+D8JOYmO/5yjn7qwnwWqsq5BKgkGYwbK0uHHolkgZEwNHz0qyJ45+yE/+FLSNgM/Pi7b8Cv/fXzWnq3hISE1xYY6A6P+NT27P42mB4V3lx0hlQNc0dQU+QcMsn266wtrYwPgBYkku6SU3GstJWW0l1YavD6QTzBivgEQQWmMEuH35RbpiP9wO27sGWs7e5b7xY7p0exZ2bUIDBEYZlNxYyBYSo+rrYzj3JkEwt2PBEOPar+Wiwwyn6KvmQEfgqfe4C83ScuLKNbKKi+uUatUqT1C5V7pZcHXEgoSSAD8LnmjzjWz3ml9YXZLiWiKJHmG9tGxiwFL0is+VAoSw/cuRsAMGWY8YequuaK9h0MZiyF2LfBaiyBUfRB56TZj9NKKOK6dkyP6MQC91eT948qxZRTK60Dqq7HIAnMYyHwvJ4ib5J+usuLfa1aEE9pYVI0IQhkuw/pSuNP/Wtjx9SIZYFlgd7r4jdG9lBFgZr3oEqeQYj7su3yr3rfSlLH+Q4p5qrPVUmTa2CpEhIcWO3l+OjXXsYPvPGaYYuSkIC79s3gTdfN4t9/7tlhi5KQkLBB0NJEFsd8BAYjShFjuvksL1IH+hQTVmfF5NhRjKrmUF6pu4VvMdnr+3fQKfKcF64Xjr4hFUf38SrTZLn4dCnhALGMCMhJzyhlSP+bZSqWiYyB4bLACC2AY71bTeXvyeMXcI4Q4nKXfVBQMbKCXHOJRq/Q3DltZKwMSOjth5BTuUFgLHX7eOjwWW+MF/2eME1ZdikhoTS6mvyOPqgSHHIhcVnw+FxgdBN5/T1Bm//gHbuwOyILSyyyTCjJwuWo3guh26tvgeEmlSQxJr6bJBEQslyxyVRv/BvYwZEpqeiywHBZgdBj5v30ElSFdBz+GBjuOjr6hrw2IaUgXRHlc+kjbaUrTR2S897rZrF1vO09L6wT7LEZxNIHENe1Z2ZMy9Yl2wTCAZ8r2zbf4RV1tflcZd0RJUFCQiQ+/fhxbB1v4Q3XzAxblIQEAMBPffuN+E9feQlHzi4OW5SEhIQNAFWY5d920728kcHrXIsknyIQisbuAw3yuIYNLACCEJCEjLbLSj73jCCM5lK29NUuFtNUOXjd3hnctns6aFIsXUhCl1K653C3Mvn6a2bw7kPbAy2EiRXVD0MjE8o+jTMgIcchdL98ZI0LZvvdvkpnyxAfr4C06DYBZ27TdROm7CJNZq7aMduFPoYqBoZeNmZ+hwJrlpYxXPRYBbs7ru3MyjgDTjkcN86f2cat2AOmO5CjnLNFec79npBoN7LSbapuODhXDAa3DLp7lwR1n6LpeWk9b5vkXUrLVSnhNLitme1JXk+Vy87kSBN3X7u1tIipkpXCl10pFjrhYs8n+k5rlsE5i/KeuEvSlSYiBMbAkG+i0gLD4aIWrM+A+cKaab3T/CrpVF9BqyaYMXv8hROBkbCu+I0vvoAffvP+DXgIEhIGw4G5CXzort34Pz/z9LBFSUhIWGfMTXS0rBdyodhquH+DGhlDPy/cAIyl5PELywD8i2Bf3AYgTnGMgVmac7EAloSMFsSTKqV5ri2wLV2Dy3K2C8m+2TFcNzdhZe+g15Ln3LkraQovY3a4FvPtZuZO06k14drFNL4zplKOOhRRqdyWSpxDZr+1gV3YpbjRBfmgO59mv0LRdMwBGPfTmFsZ0+OLONsnO6Aq2J8ZAyBcV/TFvCbqW8ogiWELDFdtGoxV1h1pZej2cxKzw3YjooiywDCKVCnUMYFNfWg1hPzU5SZ2aezJHmwjYv5lmZrD1PqsbMJ63t2ET4jAzAqXEbVrr5NPUkYzfowLuwawgpFuZLHj61KQdZcXD8lYoAziWVxQz2N1JseFc+61CqwLBvc7WrnpuN0zVDl9DjSKl2HM8x865kJmjLN0dxFf3HWqXGDKtuNESEioxjdeOovDZxbxXa/bXV04IWET8Y/eeQM+88QJPH70/LBFSUhIWEdkmb5w7hW20s0IFxITJy4s49DOKauuLB/j11/2I+VbI5fPoccUMLOQSPSMKPimYnbL7incuXcLKeuX2hXE89JKT7gZhHbECuU2lM6wDkzLF7ozz5hugUGvVyq3yl3Av1tfmd7Uc5qRVfiaXEg0U34VmLSOTI3AnHbVUcqsXsanCNMxyjLdSkS2O0GC0voCGobaFf1LWcXxdkME53XFg3BZYHhjeARcFap2q4NWPB7SUqLVzEpXkLqPQ7wFBsPF5Z5NLhLyLmNMc0Mz0xz7XCVssqfqOnRXN2r1kXOzhHUhzj59x/TziryO3TyVw9smRLf5DJlN0TErg3iW7bmz+NAsJPJ3ZS3vCyWbfv8YBidSFRm4DoIZqLuZTYkYIExkJAIjYd3wm198AX/33n2WH1VCwrAxN9nB33/rfvziJ58ctigJCa85MMYajLG/ZYz9SfH9fsbYQ4yxxxhjH2GMNYvjM4yx/8YYe5Qx9lXG2K2kjR9njD1e1Pk9xlhFFLOiHlAosuJ71U60SCnoL3Nw+6R1TC7+6+zG6jtO9etJvHhqAUfOLhELDFpWfTaDeJpr2fF2E/u2irR8vb7bTaHq8s5WBEOWi+jcS5BEwKXAGN9HWlnpuiH7cVlghJQiMzp+fTEluTKIC4mjPSbapGb4FJyLAJMTnSY6xVxwBVX17ryCWWVNhc13GfpuvTsuRZleFdUEFnPcF6VC6ebj7WZWpkt+4tiFsrzTAsNjdRVSiqvuXExcGR9aDUm+cEKcxCH0jqIYa4sMPcfPL2vHqcWHdJsDgC888yq++cp5TQ5XPAV5fHaiXVoOhBRkxowYGBnw3KuXcGZh1Xs9a6c4FfqFNURsm/KdTknpnAvS7OC8/A3QW6Pv14aMgcFVe6E0qjkHmg1Jmq3tfSEDYZbfIQjdQV1IaFrp2Gq+cnfs2YLbdqsU4ZmjXdfzT1umZFyQXIyUNSEhiCNnF/GXT57A30vBOxMuU/zPb70O3zp2EV945tVhi5KQ8FrDPwLwLQBgjGUAPgLg+zjntwJ4CcAPFuV+GsDDnPPbAfwPAP5tUWc3gB8D8IaiTgPA98V2LhQxsdK5bc80bt+zxVuWxmmIXeT1IjIC+LJZMFZvMWkWXer2cXZx1Wn9YSoeVQYiYuHL0Ou7I+bLa7AsMEprhfACVyq3uScGRgxcpu10bN9583bcsWcLSZXKLGsTcyfeJYlPvKpddZdsdbOQ+IKhhlxeAOEu9c6bt5epLaVOGJpf3ChDi5pyx+z6y/EOjVNdBUpisUgHS8eh08yw0usDAJ49eUmTw4TPAkMjIUyrgoqYI742HU1Z32kMDDjmsguz4x2MthrRpNh4p4n5yZHgHKR9SjIo9CBT8uOufTP49lt3CHIN+jvHdAeh913enxdOLeDrL57B8QvL6DSzSuXdTcAx8q8bTx2/iKPnl6Mtv+R46aSvCIS8b1YQvaYbIp1GwupJkYi+wLWMCXcgavUSa10TQtXc89dzPDfF74bXhaQG1XTttnEtw5Q5H2SLIXBSJmjxFy1VQkIAv/2lF/H+23Zifipq0ywhYdMx3mniH7/rIP7Vnz0ZvbuRkJAQBmNsD4DvAPAfi0OzAFY55zLozJ8D+O7i8yEAnwUAzvmTAK5ljMmojk0Ao4W1xhiAo5H9F4tD8X33llHs3zbuLw9b4a2Cz6ojtA6tu+NaBbnrvkqyE1iuBCSwgymaXAg2M4auZ7fQ1678mhk7fyYkOdSvaF8i1iWHKrQTnSaahWuBlM0K4mlkIXH79Otl6oLe317OMTve0QIP1m6H+ZVbk4RQxx272maZ4m/muF6zegwR4wviKd2HZDt1x5Ux4MXTC8WOvVJe2s0MZxe6lkLvssCIyaJiotoCI3DSInH0A64YGFW4Z/9WtJuZFWg3KCOT7hNUFikicz6LrpgqJuScLK8rQEyZ2XqU6BwrvRx37ZvBdkM/iLEcioGs+dLpBZxdXK1V18p0AjW37Cwo6nszy7Q0quZ52r60wJDNrcfyk7o5SpJcxcCohh5wVbfgiEGsa4jsY3qshTddN1vK629Xf6/NBrKxJAIjYc04t7iKj37tZfyDb7tu2KIkJATxvXfvxXKvjz9++JVhi5KQ8FrBrwD43wBIzfoUgCZj7A3F978DYG/x+REAHwIAxtg9AK4BsIdz/gqAXwJwGMAxAOc5559xdcYY+weMsa8zxr6+unAejIkUgdELKqZSCcZiEBeBkPIcU8+EXEwvdfuqrFFGSwnry97AUFhgBHa2AtYkIUgySe5kVuHOvVvwjpvm9TYi5NFlYlaQS0pu+Nv0n6vCSKtBdtRRy2UmNJNC4+wi3cq4AoFGy4B9jnMmYeGNgUEVYzAtmCPdYeVEnnAGGLtdV38MwLaJDp579RJeOr2glXEp914LjJCizMNzIGSBUYV2UxAYq/28lom+tOqJ7Vum6tTaoOcdzYy0stKSx/ce0WKHsHDAU8YkcaXvnOdcHBduCtXX4yqyhltQCXOeZoyVxKopr5Z6tgiMukIIZdc4KxcSQerOjLWxdcyvlMeAkizy+yDEvIR8ltbBMMQGGRNzg9t1WyUhLYf63oL0cCERGAlrxm8/+CLeeN0sbtoxNWxREhKCaDUy/PT7bsa//tSTWFjpDVuchIQrGoyx7wRwknP+DXmMCy3o+wD8MmPsqwAuApBa9y8C2MIYexjAjwL4WwB9xtgMgAcA7AewC8A4Y+wHXH1yzn+Nc/4Gzvkb5ue2gcFvvutD3XVaNzolAIXa8a6z/g5Fjwd0AsMkCbQgnsZFUkWz23fvkIeUXXU8oJgyqbDEBS9tNzNMjbRw176ZMj6Hviury06RlYqSkNsVxJPK5atvXYP13S537/6tmB3vlOdFGt+4uyxkdfTD1E652RYH9+zix89kuiMvYfJyMdNcKLIOKx2NPItTOn078PJTxhhu2D6JXVtGNRJxbrLj3e32yew6Jsiv8BiGiDg7jaqOViPDnplR7VzUuECQsrHxN8Q70DhGLG7cBCDDXdds0craZfTvoSwkzcJUhd47Wcf3PqCHgrvy/lNrhitVqncekc8yJtGzryq3JncQT0XiMAZ82w1zGG2vPU5g03Bv0SwwAhZQ2nMK5UbDECCo1nADnHOvog53pJl2tj2QRAkJBS6t9PBbX3oRP/KOA8MWJSEhCu+8eR43bJ/Er37uuWGLkpBwpePNAD7IGHsRwEcB3M8Y+x3O+Zc552/lnN8D4K8BPA0AnPMLnPMf5pzfCREDYw7A8wDeBeAFzvmrnPMugD8CcF+sEL7Ahy6YJqox6FUEBvX1Awy+9psabWFvodSLdsTu3QzZvTMVXrqo9V1iI2Po5XlQOTLPUZ/4akVDpFGts3O9d+tY0J3EFxxPympZYGT6uITaHCTl+5axtuam4s/qYsO86os9ZAAAIABJREFULXSe1LUKUZkdVKt+xYVZ57/x0lmtzG17plEFsUPqdl3R4wGEiK4wFcaMh6fBmBY34L4D25z1fHPa5VohsZYsJDEYL7Kz1LEQkxk8Yp8hafnkegcy+K/Pe22eechdzFsBn9LPOS8tM9ZKRMQSLXVgih18L5KOmpkI9tnv02fP8Z7KxL3M87VZ81AwpggjcUD80bN3hPviXJWnFhi6tVVYhihZnXXD74bYn+dEYCSsCb/3N4dxaOcU7to3M2xREhKiwBjDz37nIfzWl17Ay2cWhy1OQsIVC875P+Oc7+GcXwthdfFZzvkPMMbmAYAx1gHwTwH8h+L7FsaY1MD/PoC/5pxfgHAdeSNjbIyJ1c07UQQFrQJj0oUkTmaVPjHeT//g/EQwroa7H4GquBG+ijunRzA30VGHGfDWg9tw3wFlUisXxKXPNrXAMFRleapRLKhrxdhk6kOomjCXFi4VgxADWlfki9uCQv31uQSNtxu4a9+MUxYfweQLxhpCHukyUwUWuF7X8bWafFMiYn5yxIpR4BZCD7JHU9XK5upaRAH6tZnBTLMszo0rJo2qfrx6DENxKEJWKBLUUigki9mOmFOVRbW2tTYcMpjnTVcrdc5N7vnIN0AFvJTHtFS9HpIo+p29Toq/q13z/rpiq6jy5DOKeemM+6GXA/i6vSMkXFZmeeG+F4ucEBjSsmq94RpPecT5XkZ8OtxEYCQMjOVuH7/+heeT9UXCFYeD2yfxPW/Yi3/5Z1E6UkJCQj38FGPsWwAeBfAJzvlni+M3A3iMMfYUgPdBZC8B5/xvAPwhgIcAfBNibfJrcV2xyh1frfQAa8hrt40HM5vcfe1WRz/2jndd0MU1K9rUzO6ZXo4ukC2TckiyQyz7XMpe1QK26lpkHIQ6AQhj+ggF4SxVBM7RaWZaIE3GmGbFYsrq668O5G551fwz0726lF9lmRAnVKmsVAQS1PqJatkPGutCP67EqFJAlALjOy+V/oKYK0i3KvjmXCAJiZVZw2qzxgQJZpapMfJCiYsnAYMEHfNbWviy3viINNPKg86D0iKpOC9vVz9X8R+qrbc2F/KdSqG74elzjr5fs0y4fNGA8P40qnqq7/UAtbZjsFN1x0wdzjlu2jGlEeUuuJqKvZTb9kzjTQf0OBbBecDkPKtGM1KGhAQL/+nLL+Ga2TG85Xq3OV9CwuWMH3/XDXj7L/0VHnzulNckNSEhIQ6c888B+Fzx+acA/JSjzJcB3OCp/3MAfq5uv3LnaRCT1rUaNV8/P4GJC03s2jLq7Uf0UUcJUvW0QG2u3V3D8oIqW48eOedsV7k+xMsklUfXgt/sI+e8voUHbcMxVi5Fi1pg5JxrVgExiFUsq1osd8srCs5OdHDb7mk8feKi09SbZosw2/KRHuuZTCsUC0I3nWea9ZL6K45/8ZlTOL2wgpmxGHcU96CZ1jEZY1r2HR/8MTDcBJhUlkIIWUHEzLbMuJiqx44V//TzOCVO9GG3zcgbyJ8y2E2YMeOvhB37RI2d6QImLTC6/byMgWEr2X7ixSWPD7Td99+2s6K0QuawwAha3DjqUwsMV10xx8T9bMSa1FSAMebI6AKAV1sUUQlzDuzcMlK497DarpUxmBxpYXKkZcsK/32NlSJZYCQMhEsrPfzq55/DT77nxg0z70pI2EhMj7XwE++5Eb/wiSfQ6w8SpC8hIWHYoEpOVPl1/L3aMT2CO/e6LTOq3AF8oLvTusmx3VBJXDTUTnUVpKl3qxEvGN39rqrFUQTtWw+XCmMnnkK2Ly0CYgNHlvW97gY1ZSyJlOqaVWnmmfVBwaVbbJsQ3lhcKxenwVjPQaBaq5HhfbfuxAN37karkTmDkGYMOL/UxemFleL72u+/InQYXjm3VFnen4VEfXa5RYREba5R6axr6SODudaxKqsq5yNwfBYYrnpSEZeYnxzBnhll3WSmLpYEBgePsiaJylDiOc4DREoIGbPJwlB1Oc4fvGNXWV97N7pI5oLY6+c86J5SF61GViZOENZbZgyMMOTdMednrAXcRqG0wIjoMhEYCQPht774Am7ZNRVMcZOQcLnj++8W2R0/+rWXhyxJQkLCWjCQBcYGrsto4MvB6usKmXtxLP7KhXFMADqpaNRZ6LeLslWWLnKxXkf5MhHagfVlquAAUJG609fPWudAiGRxQcTrsAMuUlP/WMugg9sntaCusv04eQ25KvqSWRdMRalsl4W/u87pxIL6bCpVcs4emJtApxkI9poxZzy2kAIWyqwh+hzHGz3r3Cg//fKexoOhOq5PZcpMMr997XhJPK/MyirkTQdmcetuZWUj30HyvMzSk+eKXBz4XRhZ7801rcHpMychv++YGsG1s+PGOTjL+r5L5KUFxsb94Mg0qnJW+AOequN5xdwP9reGSwm931Sa5ohna3AREq5WnF/s4te/8Dz+yXtuHLYoCQlrQrOR4Wc/cAj/x2eewvnF7rDFSUhIqImqjAZ2+Y2TxdUPQ70gnip2BtN9rgNWCC4XEh/kjrKZhg/wK7/TYy3cuXcLqgzVZPe9GhkUYtoLxcCQCnUe6TdN63eaWcTudayMEX3CQRQw9cfXloiD6MkywaSCWG+8zftTx3qcgzueO/FJkl0xhI43jaq5K14c2DLWwrffGnYRcMU8oe1pBKb7jmhoNrK44KYehOawv05cXBUJF0lCzfR97TQyux79ro8bC86zpiREi9Nzkx28/Yb5MrBktIXcACq1nLsmmVfZF/O7kNx73SyuNQI303czEEdgZIXLVW+dLTCEHMVf+IlFH/q5kEkS2Zv0swjamW9KJBeShA3D//3ZZ/CmA7Ne09mEhCsJ9x3YhjdeN4tf/ounhy1KQkJCTajFduQCeRPNYUV/g9XrNDMriKcJuWCeGW9j63gbIy3/ks6s365hgQEIi41+hAUGUC/DSwzcZs3qLy9iYNTt892HdpSWBf6+xIHJEXfIOFk8TmEPndQVkkFRpcQotwGDwIhUG9QOqd6ObNd0JfC1QetY55mUtShX3KI6VkMU9N6sRekzEXOfMg9JEGpTxnUJTxdCbjqGZbTVAACs9nNvdoxyWIzzlHylCA2VUzlnxKVsHXbsqxTeul1kjEVbUYhzhlzmd0cdSZH183zDLDBkilqRTjouGtCF5S5Gmpl6/wWf1/ijMQjWZPExrRKBkVALh08v4j9/9TD+9/fdPGxREhLWDT/9/pvxB19/Gc+cuDhsURISEmrAZY4eXXd9RdHbJkpYnX5k2ZFCATHbo5DXPD/ZwVsPzqld0IA80je9LpEj3UNCV5Mx4Rs/N9GpTZCYcgJESXaco/ERgMFIkzoKxd6ZMbzpullsMyL2M0PJDoGBFTvSvvup7/BS+OpI0/GyXAURYRIO0uy+jiKfOwrLdls1LDBcxAJgK6zyPg2c2SZwjlcVCLUbo2RV7Db72jXjRsxN6vOO3mfXMynvw9Jq3/us+1yWfIRBKM7MaFu8rzoN9d7KCnJxo7NEDVrXFQPDZZmm2jfIDkcqU7sPVgTxHHz+euUx+pZEbkyd80tdTI+2HOc38lcxrq/Yd1HKQpJQC//6U0/ie+/ei/2GaVVCwpWMvVvH8MNv3o9f+JMn8P/9j/ds+i5tQkLC2rCWZ3a83cTCam8dpVEY2AKjlWkkgDM7h5FRhFoDmEpmzPjs3Toa8JevlpkxZqXMqwu3m4TjWCmXSFNYlQ5zrWBMBOE0A3Ga1gJVbZiLc7rb7TPpj0FsBgHTUkLuwNY1RDh1aSXYbtACo2LMzPPShaQVGVDzTdfN4svPny6/UysbOke66xS82/W8STQ8JEEYDL2co90Abtk1jb1bR9FpNrylfSTJu27ejlYjw0qvb9XhCMxZF1HGpBuTG9smOloKY1GnCLBL2hgEVfX4gKQsYzYJEXJ9MwkI2yLD9e4SZFRvAywwdIstpmUlqhqKpdU+xtqKAgjGpfDMh0FRlWI5uZAkrDu+8dIZfPHZU/ix+w8OW5SEhHXHP3z7ATx94iL+4lsnhy1KQkJCJKrM0YN1i4XUO26ax64to1pU/fXCoOu8TmHee8ce4aoZ2rE3FZjQ4jK0OOw0GzgwN+E8Vy70N5HbDcU3MQM9cldqjDX0qb6Xn9zlDXlCkIqu6x4w5s9YUbrIeOpR3bkyiGfRSNOwlIglQHq5UPpv2D4p2pPtFp/kDnYUoUM0kLDljd52FeanRspYLwfmJipdTwYlvsprDqXeJBY69+zfallW2eULF5KcI8sYrp+fCJIXtA9zhox3mmg3M2cmFU5S//pcI8xbmNfO9AP0a8bAGASumeuyLjDBGLMIi1Ag5OnRFt5CAoXGxPkRxA+KLCTrrXKr94X2HoxAt59HP0/rDfVcO84xFm1NlwiMhCj0+jl+9mOP40fvvx4z4/UC5SQkXAkY7zTx0++/Gf/8E49juWvvWCQkJFx+8Plr10EjY7j72q14/TV2BoO1gjFWa2dQ7uRK64tQVXN3N2YMxtthZciHQbIpDILQbp+m5BLlixf/baRs3s1qg0QKQe7A+sgCZYFR70q457OEng6zsGZo6HLH7nrKtJFmsMySGMmq561EZRYMw6pjEIWLZsoQjco+ajflRTj7j/q8c3o0qj3GhAVGLClbVW603cDbbpjDFFHqc179brLTqNZjCRmxCshY3LwOlajzXBzaOYXvvH1XZV/mHKwiJWaJC1lc6ldWWGBsdBYSgD7F/iwk4m+3zzViz1W8zDzksoobVFBPX3aZCEJ4DTIkXEX4yJdfAufAD9137bBFSUjYMHzwjl3YMzOKf/9Xzw5blISEhBoYRCHZjP0nxur1MznSwjtumifWB+5deXpM7mTHkDnXz0/g/beFMzm44Av+uN5wWhk43UqIPCJNx4bI5t7bts/H7DC7FBjafkPdwFry5cR2vMqSIisJDCNWRfTOremapJ+vQzJoaYLJRTNjrslrWv8dbL2/QRGyqqibGleULSwwAoLtmBrB1IggJGLm/ZaxtuGCwwv5HFZHxl/tXJ25ydS9y1i9bEx1+nSn9bUzjJjIGLNi14zVIHjj3OoAcKDfX38Cg77vpbuOz5XJRLeflySm3qj6eNvuabzz5u3rIKnZRYA0q9FOIjASKnH03BJ+5c+fxr/80G3BIGEJCVc6GGP48AO34je++AJePLUwbHESEhIiUW9hvXmms4P0JBUTwFbmKAYxy2aMDZTNYbPGzNz1FR/scjSI53pkOhgUZjDR2PImGGNoNPxkVcisWnMhcbXt+CzdHkoXkkgGo5+7y8l2mhEmHVWuTubOuOyyjgJ4+55p3Lxzytv3ekAqi6+/ZgZvu2HOWabuM8oKRb9XQWDMTnTwjpvmiz5k3aq21WdlGWETC6YFjHYu3IW3v9hhGOw9M1gqGTMLydtvnLdi3FTVjymzWRYYHMCTx+MC0a/2c90Cw1Gm2cgw0Wl6XT02AnU43KSNJlTi5z/+OL7rrt0pbWrCVYGD2yfxA2+8Bj/38cej/YITEhKGA+VKMATtNQLrtdBztaJcEmRf69KVE0MIgVHCZVlCF7oiUGA4Q8raZfARD/rfKoTiJSiXIBuh5IhaFhLnbrT6XAbGLAkMfz0XZAwM1bau7Mr2PTyHBm8WEkOpnhptaqReDPZuHSvjdGjyOsq6rn1qtIWJTjjPQb+oONFpYsuYx7W65vwQVYTSG6vwxs57WoqXBIY9Joo3tC1k6rzP9Pu7BguMDXquGfPPwRjEERjF+6nG/YwFIx9Y0c/Sah937fO7Qsr71+tzzVpqU0n9QFdVKXMpEoGREMRnHj+Oh18+h598743DFiUhYdPwY+88iKeOX8SnHz8xbFESEhICqLPgUXVQu86gYGvsJ6QgW8H3NlCB9wWYXG+4rAVcXargrYrE2QjZQoFEKUJxEJztMeM7VCpWXxpVd4MmWVCVRrWQlxAZb7xuFm+4dmuE9H4LDHOehkzZqfLsQmYolp1mo7Q2WC/QZ8UkZQDg7TfM4f6KPvMIlmaw4ML639jy1QXVx1DmDjVH7CbqXM9AFmKuY6EXAeqlADbbXYtXEouoW6ZOxvqTv5q1GkTwy+Vuv0xpG0K3nw+c6nqtWK9xSARGghcLKz38/Mcfx89+4FBt9jsh4UrGeKeJn/nOQ/iFTzyOxQ1Kr5iQkLB2XK4WGKaCPXA7AR/6cgG7CRYYLiuIjexHP2aTJ1TJ49gYBaFKLnq8FanZ+XZhGQtbYIRkoJaCTgsMh+WKSnfKsH1qJCprA2DHwJAwYz2E3JRyEhdByajLu1H30qWw9xzXFBN8N0ZRHCT4rXmPKvsYIP1u0IWkNBtxyFYzlsegdbV6FdUGtZPNGNPil9SVLurdzlC4uG1cJhZWWGDkHFhc7WO0ItMNILOQhF1IQufWdCUBgq7O70wiMBK8+OU/fxoHt0/iOwYI+JWQcKXj/bftwHVzE/h3n00BPRMSLlfU8Zm16mwC6SEXlwPXJ+24cO/+WUyPtbSysfEM6skxPIIo1HOWsdJEeyNEVJu/PuJBHJcR+6vg0+sZWBmk0q3oeCwfIGKAlAEvK/o3XUjqwmuBIf8y4L237MDcZMdZDiAWGAEyZzP5yEHHYnKkhQfu3B0soyyX6ij+9cjPWPHpHOYkiKf54ARdtupYYKyTy8SGuZBAxBs6OG+7GsUgJo2qcCHhG2IhZjbX7efo5XkUgQFAs8AY5Hd0I1D1e0eRCIwEJx49cg6/99XD+PADt26qb1RCwuUCxhj++QO34CMPvohnT14atjgJCQkBvFZ/p6oUhx3TI6RsocRuQOieQRSYwfqxlSZnueJvVuxwCv5i44TzySJ1tNjAqKZSSr9lRjYZitA95VylkK2KgbFWi6WRlvs66fwIZeUA3O4llhXARu1WG9/3zIxh15a49KYD9Vd0WCeelpwHsfcodt5rxGbAAqNsd70V7hiDhQH6HPR9V1quDEhox12Pyg6yUe9OVsjSLwK/xhJHsaSrs881kfLrMxCJwEiwsNzt4yf+yyP4J++5Eftmx6orJCS8RnFgbgI/eN+1+PkU0DMh4bLEYDEwNo/syLK1GcSX1xfRhrLAWH8Mc4fOZYZPd4nlDudGBPmvNF8vBjuWwChdN8yRZGFLAJ+LDGMq/scN2yexb2vcmi0UTDSEtxzchvfessMhR/w8rQodMdpuYHuNbBCDQN7X8U582sxBYKWrjYCywIgrH53i2JGthrGAy5Lr2BBeABtFnq71fREbxFPO9/X+3aHEC2OsFklikoxB2TaMeHE0XON3JhEYCRZ+6dNPYW6igx+679phi5KQMHT8r/dfjxdOLeBPv3ls2KIkJCQYuFxjYEisVao6i/cNjYExFOoiRE4pJY+jyEKygQPga1q6VLQacX3706gOFiiVQShIDAw375xyxmXQiJ/i264to7hnf1zgTopOs+G0sKhj+l2V7HWk1diwrHemfDFuAGtBI2N44M7dtdwp6r7TBpn30grGRZq5LBLK+7smMnZj6g2+uWRYYNSsHUMCMrAyW836u5Do9yevYYU2FhG/Jbbv2nWDXEn8zUgERoKGrzx/Gr//9Zfxb77n9nXzX0tIuJIx1hYBPT/8J0/g0koK6JmQcDlB/krV+bnaTK5jrX0x42+4L1FqI6zFLlN+SFwz37gsJFo/DnT7efC83Y7/u5kWl0Jcn7sPQd5Eda/1tXN6/VwnpGwxz2FMitWNgrJoEljv1JbrAfVOG2xO+UCHnWsuJHoD5hgN0tegCGVF8WHQ6WRaQ9W9tqwgp0LZPISFlB20dj3Bin5iLTCumR3HtbPjdiPYONctR1drnkuJwEgocWZhFf/4ow/j5z5wC/bMJNeRhASJ996yHTftmML/9ZfPDFuUhIQEB9YSHX8jwRCw0Y5rQPwZMoNwOah5rlgOgr/YuCwkIWUOAHo1tfEy04hJZJBzLqU6RErlefjaneMWI2wNKJGrW66KgbFZc+223dOXxVrXTGFbkkGRGlpV9hoJHulC4nrVrIel2+BVwxUH4WvvO7ANh3ZOGb0MJmCo+42c13rbTIuFE8Kde7dgb6SrmWw71Pd6groGViERGAkAxI/jT/7BI7jv+ln8ndfvGbY4CQmXFRhj+OcfvAW/+5WX8PSJi8MWJyEhoUC5kLocNGwH1rrBW6VAbxZis1ysb5/6X2eZ4i/fwCB5IRn2bxvH3dfGu2KY5ITa/WXljq4rnsZyL/fsiNfzfVf16pWvbK/GLnaeV7S1SffxurmJNQUyXC/sNoKI1iULYq2lpbUQoKeydZFpPgxyb9ScH+zGVpFug2RdmpvslPd+rfMtRKC4MrmsNxiTFhiD93G5WNjVsc4Y/pObcFngN774Al48vYAPP3DrsEVJSLgsce22cfxPb9mPn/njx1JAz4SEywbxputljU11IVlb9IiNCmBXW46h9u3YAZR/iyj/XDu6jn1X7Ai2GlmtLBaDWtKcW1ytajnqHB239UQdyw6Xwsm0z5eJNjUk1HVviS230uurL8SFxOrfaSU0OJG61jgjmzUbBhUzRKDQW7Nxz5x4YkQ8no17B65fe/65VGeMEoGRgIdfPodf+Ytn8O++/y6Md5rDFich4bLFj7zjerxybgkfe/josEVJSEgAVfDjFz6byT/Ojrfxun0zA9dXe5dDdiEput/MsTN342jfdBHMixgYGxnOYL0W8T4ZY5r3mfbXif+x4abfER1cFvz/ZcyRuAkEP3xuSSZWesoCQyrdGbPfLRtlgTG4dUBFxTXOp42cCpsWXJoVmYoGHWPj77ARI0ciMK5ynF/q4kd/7yH80/fdhEO7pqorJCRcxRhpNfALD9yCD//JEzizULUjlpCQsNGQC506yutm6k9ZxjA92hq4Pquztb2BGGYMjiqFikO6kGycjOvVspkSdj0sbPIK3/eNvnWTI01MFXM8pquZ8bZ1TMt4cbloUUOCfJfFWi7ExsqgkG48zOFCEkb9m7PWQKlVtYfNhwVdSDaUVFXEUJ0YGKG2nOcGbHOQPusQoYnAuIrBOcc/+6NHcdvuafzAvfuGLU5CwhWB+2/ajrcc3IYP/8kTwxYlISGhQJ2dLlcQwcsVdXyCX2tQC3Txl941apnC+cYF8SyVr3Vq3HcfB7WwYZA7r7H113+U7r9pOzo14gns3jKKB+7cve5yxOBKeI4mR+oRns2CwYiJJztVtC2LuriFUBDPQcYvK7N9KNQhNQaxsquDNcfACLa9ORNuPYKsDtLfZtelSATGVYzf+OILeOyVC/hXH7p96BHOExKuJPzsdx7CXz/9Kv7qyZPDFiUh4arGIL9dVxB/sWFZIwbFIAHz1gp57c77xoRpfK+/MUE8R1qNopv1aTwzSJk68MlQtfO6GXNHBZsdnIi5mkHnw9bxNm7dPV1atVRBcgH9CgbjvbfswJuv3wZAD+IZksU6FyWRjqaDrOg0G9H1q+bU2t/na3NxGRaY4/OaXUg2cQxcXdVxZUkExlWKB587hX/7F8/g//17r1+TeWtCwtWI2YkOfu6Dt+Cn/9s3cXG5O2xxEhKuWigXkviV1xXEX2hZKmKwZ2YsWvG5UhDaEQaEMvbMyYsbEiekjmXBWrCW7AF1sg9cCUrahprdXyFUyYG5CWc2Ghfku6HKsmyk1Sgzb8iiriwkZbuOsRpkh7/hIO32zNQJfFu7y4EwcBrVITHi1CqmbtyUev04SK41PEcx7m4pC0mCE6+cW8KP/ue/xb/40G24eWeKe5GQMAg+cPtO3LJrGr/4ySeHLUpCwlWLQUybr6gsQjUtMF5/zQxagzjFX4ZQu4LShYSTc8Uxci830gKjanc7Fmsx8fZVrUohq8WXGLj3MNYay4PWu1JIhssN9VzjRNnp0VbpVhLCWnboTXeR1+2dsXSPzhrS2Q7DKuxyA3WpG6j+FfjIvTZ+5RKisdzt4x/+zjfwobt244N37Bq2OAkJVywYY/gX33UrPvHIUXz5udPDFich4arGpkV732QM4tu8kQv6y437qRsvoC6k8rXSzStKxmEjXIJE/I/hzv8r5el7jb4mANQj2eRzvG92DHu3jlnn790/i+kx+9kaZJ7J7IYhEmS80/TGRalMQrJO76TLfW7smRnD3ddutY4zECuagV1I6lVcj7FytxHvipYIjKsInHP8zB8/honO/8/efcfJddf3/n99pu9sr+rVKlYxtmW544Id3AA7AS4YcGyMwaEEcAIESPlByL25EMIPQ6gOxabEQBxDuAFsuNjGAVfJvciWLFnFKrva1fbdqd/7xxTtStt3dufMzvv5eOihnXbmc76nzPd8zrcE+PhlJxY7HJGSN68mwl9fsY5P3PkUA/HU+B8QkYI62vd+bipG32SvOHadh0+jmvnf7zNWNFWO+P5CaaoK01B1/MwZU3FsImr6s5BYplzGaoEx7PtmaiDEwi23HPf1QkhPIsc2Xq5jfm1k2OOjY7dMLqZL1s9n/TGtLSa7jKFTJo/EYznVGeP3GQvrRu56M5O/g4U+HsduLZb7Y/zlKIFRRn7w8B4eeKmdf3nbqQQm2LdORMb21tOXsKQ+yv/+1fPFDkWk7BRiGsqZUKh4vDZIqVcuFubVRDhxfubCKHdxVchWOCuaKrlgTTMA565qoip7F3m6Cj0LCYw/jWqpmcl1yS/bKztyAaUmceBPtpXWVI+tipD/6Cwk+XO1N/dWb0Y1uqPjI3G0q+EUy/Zoy7CJff6E5qoRW4NMRPdgMvudI42tMXG6ii0TW17u4HO/2sY3rjmNxqpwscMRmTPMjH/+Hyfz8yf3a1YSkSIwM89VihdNYpC6sUylBcYcvDYDhidmQgEfa+dXAzOTxIqG/NRFC9PqYqhjJ2SYTLJptMFMnRv7wmX4+BIzo5DLnclj2WvniZxCRDXRLiSnLavnjElefOaG1SlI14ECv79QYxp5dd+YiJmcrWqkZYYCvlFbg4xnRWPlca1yjvtOtcAQgEPoHR4XAAAgAElEQVTdg7zvh4/x6Ss3cNLi2mKHIzLnzK+N8L//5CQ+dseTHO6NFTsckbJh5p07Z/NqMs2uV7dUT2hgvImY7J2xmTabA6BOdJ3zzdsLWEb+Qg6EOqzry8hN8acz/eF406gOtaAuwpp51VP7srHi8GhLqHIy0WNzcX2UlprI+G8cIjcWzLQGoWVqy9A+NbYhDTBKoqyWN1WyepRz0HjdhYZSAmOOiyUzg3ZesXE+bz5tcbHDEZmzLj9pARed2MJf3fFUac1yIFLivDKA51krG4GZqUROZpkt1XOzleVozd6n2j9/LIFjm0oUyGSWeuzsDaPdIXZMsF85EA74PTn73LDxTWbwe7xxpii8kN83o62r/QU8xiY9BgZjf3ehaltTXbXKUIBwwF+gKCZvaAvEmZiFZDZ/XtWFRIBMNvaTdz5NwO/jb163vtjhiMx5n3rDBna29fKDh3YXOxSRspCpvBU7ipk3mVVct6CGmoqZnZ1jNoSOmVpxtLxw7jq/ULtBXTREUyEvBod24RhlZx3p2fNXN/OaE1vGXXxmDIziHgRHW5ZMP47ZOJ7n2i2Gy09akB/MdiZM9wI5s4zh/0/2c6Mq8iwkF6xt5uJ14x+nM6lQLTC88ls6kfOIEhhz2Nfue4mtu4/wzWtOO64iICKFVxkO8MW3nsLn7nqBHa09xQ5HZM4zjh9XoNhmpgWGN1Zyti78FtZVsLqlakLvHa1bxlRdsKaZitDM3FHNJ1smEGxFyD+sK9JInzCz7BgYoy+n2MkNL/HIYVRy/L7CHWOTnrJz+l85o4J+H8EiToxgTH8MDK+cIyazHrqqnaN+9fQBbrl/J9++7nTqKws/EJWIjOzUpfX82fkr+eDtTzCY0NSqIjMpU+HxRuVrJk1n4LvXrp9XyFBmRWUokJ+9YDxH3+bR/WBY94hRWmBM48pwzs1CMgtZBvXynJx8F5ICLGvSm3eccYAmO6PKqF8zQ/vdbHRxNKaZwcga+biYvbPLZBIpSmDMQU/t6+Sv7niKr71jE6smeAdDRArn/a9ZRUNlkL/72TMaD0Nkhk2lBcZMXiTVFrD7Ru7O3nTCjYYKMwVosY12Ks1tS6+1xBnJsdsx5PdRFw1NOfbMIJ6MfY3h0T7sxeCVlkzH8mhYefkxbacR51RbCYx3Uev1KtZMJzDMpj/Y81ghrmiqZFnjzHVPGolmISlDB7oGePdtW/jkFes4d1VTscMRKUt+n/Hlq0/l9zsOc/sje4sdjsicZdiUKogzVaW86pRFLKgtzBSqkElgXHXKoilfeF00gTEUJsWDFwu5i/9jB730omNblfh8xgVrmie0fUd7SzLtCBRy1pQi8OBuJUMUcqafQs9CUsiE8UyY6dOS2dR+AyeqoTLEKUvqZmz5Q00mEVPaZzwZpi+W5IZbt3DlyQt5+5lLix2OSFlrrArz9WtO4x9/+TxbXu4odjgic9LQu0+T/Vw5qC7QdK6zbaRm4ePNQuLZBIaN+GdhFm2QTKW9u+4eVahuB+Xi6DSqU1/GVMeqGe/tm5bW87qTFkwtqFkwG781ue0y1f06F2IpHRdKYMwR6bTjph8/wYLaCJ+8Yl2xwxER4JQldfz9lRu48ftbeflwX7HDEZkRZuY3s8fN7L+yjy8ys8fM7Bkzu83MAtnn683sp2b2lJk9YmYbhyyjzszuMLNtZva8mZ09oe9mak10vTL16kyZqabys1XBrYtOfOyu3Kp69iJ+SJFNZ78b7a5kIu0I+kdf7myWyhw/rArq7BOaOOeE0mgpXcjz5aQH8Rwn8eHzGYEiDqI5ntnotuQ/msGYEq91rVIXkjLyubu3sbejny+97VTv/oiLlKE3nbaYa89exvW3PsqRvnixwxGZCR8GngcwMx9wG3C1c24jsBu4Lvu+vwaecM69CrgW+NKQZXwJuMs5dyJwcm554zImfYUW9Puoi5Zmy4RycNUpi1hUd3w3nNGnUfV4C4whCn2dYBjOuZJYdxmutiJIc3Vmul6vzAIxmmleHwNDpvossyvP2diyuQRE6bSfGJsSGGXi+w/t5s7HXuHb7zydqvDcGKxLZC758MWr2bS0nutvfZS+WLLY4YgUjJktBl4HfCv7VCMQd869mH38G+BN2b/XA/cAOOe2AcvNbJ6Z1QLnA9/OvhZ3znVO5PsrQwHm10QmFfOlG+Zz1orGSX1GvCuXwCiFcSCmk8AY67NjrbvX7q6ORINde1suQZYuwHaa7N5Y6rm52WztN9XNk+9CUuTDMJXOBBCaQIsa75/tZUx3P3uQz9+1jVuvP33EOxYiUnxmxmffdBJNVSHe+4OtxJKaXlXmjJuBvwLS2ceHgYCZbc4+fjOwJPv3k8AbAczsDGAZsBhYAbQB3812RfmWmY047LmZ3WhmW8xsS1tbG5XhAOsW1EwqYL/PJjxFZ6maqbUrZgV3tK8upUE8C32nPXdtFBijC4kcr9gXaqUmnwSbRrnlB2ic7CCeHm+dMp4zVjZw9srZSZhPeQwMjxRxIpWpRkxkH1ECo4Rt3d3BR3/yJF99xyY2LKwtdjgiMoag38dX3r6JeDLNh25/nHgyPf6HRDzMzF4PtDrntuaec5lbqVcDXzSzR4AeIJex+yxQZ2ZPAB8EHs++FgA2AV93zp0K9AGfGOk7nXO3OOc2O+c2Nzc3z9CaSSkxr3chGRLWtAZBHOO1wBgLns1SUSvgqfHKBeR40gVI/JTIqhZMTSRIyyRbCU7VdBNzxc7rJVITj0AJjBK1o7WXd9+2hb+/agPnrVYlTqQURIJ+vnXdZtp747z/h1sZTKglhpS0c4Erzexl4EfARWb2A+fcg86585xzZwD3Ay8COOe6nXPXO+dOITMGRjOwE9gH7HPOPZxd7h1kEhoyRSfOr+aE5qqCL7eoLTBG+fLctftYF/FFNSTsmerOMVbyZrYujq86ZVHJznojEzOdJGGuJcWku1R49LD2oqmenr3SzSyZnviNPSUwSlBr9yDXfecR3nP+St64aXGxwxGRSaiOBLntXWfQH0/xnu9t0ZgYUrKcc590zi12zi0n0+riHufcNWbWAmBmYeDjwDeyj+vMLDe9xLuB+7NJjYPAXjNbm33tYuC52VyXuaalJsLGRXOrZeZolfNc5bsUZpapjgSon8QMK8NMcQwMkUL4o3Xz8oOOTsek8xfeP6yLYqRyKfWxZHJdSCZCZ7wS09Wf4NrvPMLF61p43wUnFDscEZmCynCA77zzdEJ+H1ff8hCtPYPFDkmkkD5mZs8DTwH/xzl3T/b5dcAzZvYCcDmZ2UtyPgj80MyeAk4B/nE2A5bSlRtY0LMtMIYI+n2cv6bwrWY1BsbklPZlXnFUTrN70NExMCb5uWl969w1Uq5iuvt1sRMg6kIyR/XFklx/6yOsmVfNp9+wwTNNfkRk8iJBP9/809N41eJa3vi1B9h+qKfYIYlMmXPuPufc67N/f8w5t845t9Y5d/OQ9zzonFuTff6NzrkjQ157Iju2xaucc3889DURGL37Su75uTow64VrWoCRBzPMVQPHan1SCoMgKqFQPia7P+audXTJMwElfiBVhQMTbkmnBEaJiCVTvPcHW6mLhvjCW06esz/UIuUk4PfxP/94I9ectYw3ff0BfvPcoWKHJCIyquLWj8ceA2OusjFq6kfHFZilYESmKJdoVAuMwhixC8k0z9DFzn+ctbKRyzbOn9B7NVxwCUim0nz49ieIJ9P867WbCU5gflwRKQ1mxnsvOIG186q56cdPcN05y/nQRasI6DgXEY8pdhPjkTRWhbnoxJZihzFjJnIBN9Zdbd259r5y2kSTHatG++/I6qJBmqqGj0niwdPzpPh9hn+CR4NqyB6XTjs+cefT7O8a4FvXbSYS9Bc7JBGZAa85sYWfvv8c7tl2iDd/40F2tvUWOyQREc8Yq3I+l2e/mFATel3kTYoXE3FzXa51wGR31VLoAlUM4YCfc1c1DXuuENPclgolMDwsnXb8zc+e4cm9ndx6/Rlz+gdaRGBlcxV3vu9czl/dxJVf+QPfe/BlVbRExDOqIsVpuDu/JsLShmhRvtvLjo6BMcZ7ZicUkTFNuQtJbvBP7cnjmnZ9sYSqm+pC4lGZ5MXTbHn5CP/2nrNoqJzitFsiUlJCAR9/eclaXnNiC3/5kyf5zXOH+OybXsWiuopihyYiZezyjQvwF2mwhTNXNhble73Ajvl/xPeUeDt75ennvtwmLvV91cvK6TBSCwwPSqcdf/3Tp9m6+wi333hWQeZdFpHScurSen75ofM4obmKS794P1+5ZzuxZKrYYYlImQoFfEVLYJSqDQtr2biodlrLGOt67+jd6bEWMK2vn1UVs9RNWgkTmYvKab9WAsNjcsmLx/d08m/vOeu4AVpEpHxUhPx8+soN/OjGs7j3hTYu/eL93LuttdhhiYjIBKxqqZr2Tahc0/mx7lxPdmBEr6kMZxIXl2yY2AwE09FcFfZc3brEN9+EqDvsbCifMlYCw0NSaccn7nyKJ/Z28m/vOdNzJ1gRKY6Ni2q5471n86GLV/OxO57ihlsf1SCfIuJp9dGgZk0rgDFbYDD+AJ+lMHbAgtoKXnfSgln5rnNWNVER0oD4s22q+Yvcvj3dKULLwfSHwCidMtYvi0fEkik+dPvjPLu/mx+++0walbwQkSHMjDduWsw9H72AE1qqeP2//J5P//xZOvrixQ5NROQ4Z61s5NJZuKNeLryfhpgeTR0uIymFBJwXBP0+aqPlM9mDzhYe0B9P8u7bttDWG+P2G89S8kJERlUTCfLXV6zjrg+fT1tvjAs/fy/f/N1LGh9DRDzF5zONmVEAE+leMJFxMkRKmXqgjO3SDfM5a0X5DHasBEaRdfUnuOZbDxP0+/jeu86gRlOlisgELG2M8tW3b+K715/B3c8e5OIv/I7/8+R+9TMVEZlDJnIHeqwxMJS/EC+YbheSmRIJzo1LYb/P8E0zYVxK1ce5sdVKVGvPIG+95UEW10f55p+eRmSWRl8WkbnjtGX1/Mf7zuGTl6/jn+7exhu//gBbd3cUOywRESmAsS7gcn3WlaQQr5vq+ApBv4+zVjbO2DXS4vqourplpZXAkPHsaO3ljV97gNOXN3DzW0/RQFciMmVmxutetYD/+5cXcMXGBVz/3Uf5wA8fY097f7FDExGRGZK7YzrWDCVjvSZeMfe30XTu7s+riRQukBHoBnJGfzxZ7BAmTFfNRfDIrg7e/I0HePuZS/nMVRum3eRHRAQgHPDznvNX8ruPvYaWmjCXfel+/tcvnqOrP1Hs0EREZApy3UPGuv5TNVK8blF9BScvrit2GDKKUpuKWQmMWfZfT+3nXbc+yt9fuYH3X7hKmXERKbj6yhCfesMGfvGh89jT0c9FX7iPnzy6l3QptQ8UEZExTawFxiwFIzKGoN/H8qbKYocho1jRVEk0FCh2GBNWOpGWOOcc3/rvXXzl3h3867WbOfuE8hkpVkSKY0VTJd/808389/Y2PvWfz3L7o3v4h6s2snFRbbFDExGRCcjlH0YaoHmq4wqIiAy1cVFtSdUN1QJjFsSSKT7+H09x6wMv8+/vPVvJCxGZVeetbuZXN53Ha9fP4+pbHuLvfvaMupWIiJSAMQfxVP5iTlArGZHJUQJjhh3qHuSt33yIPR39/PzPz2XNvOpihyQiZSgc8PP+C1fx6784n/a+GK9RtxIREc+zCYyBMebnCxeKiIgnKIExg7buPsIb/uX3nLKkju/fcCaNVeFihyQiZW5hXQVfe8dpfOnqU/jG/S/xxq8/wDOvdBU7LBERmSS1wBCRcqQExgxwzvGjR/Zw3Xce4aOXruXTV27QNKki4innrW7mrg+fz6Ub5nP1LQ/xtz97ms7+eLHDEhGRAlL3BBGZa3RVXWD98SQf+cmTfPm32/neDWfwls1Lih2SiMiIQgEf77vwBH79F+dzpC/BRV/4HT9+dI+6lYiIeMxIrS00iKeIlCMlMAroxUM9XPmVP3CkP84vPnQem5bWFzskEZFxLayr4Kvv2MSXrj6Fb96/U91KRERKwMS6kKgJhojMLUpgFMgdW/fxpq89wJs2Lebb151OfWWo2CGJiEzKsd1KNFuJiIh3qf3F3KAUk8jkKIExTV0DCW760eN8/u5tfOf603nfhSfg8+lUJCKlaWi3kva+GBd94T5+skWzlYiIFNNUu4toDAwRmWuUwJiGP+w4zGU3308i5bjrw+dz+vKGYockIlIQudlKvvjWU/jGfS/x5m+oW4mISDEsqqugruL4lr1uAn1IKkOBmQhJRKRodFabgsFEis/dtY3/2LqPz1y1katOWZifp1tEZC45f00zv7rpPL79+11cfctDvHHTIj7y2rXURoPFDk1EpCxsHuUG2Xjpi8s2ziekWfBEZI7RWW2SHtrZzuu+/N+8cLCHu246nz8+dZGSFyIyp4UDft5/4Sru/ovzaevJdCv5d3UrEREpqvEaYIQDftVRS4C2kcjkqAXGBB3ujfGPv3ie325r5WOXruXtZyzVWBciUlYW1VXw9WtO43cvtvHpnz/L7Y/s4TNXbWTjotpihyYiUoaURBaR8qMWGONIpR0/eGg3F3/hd2Dw249cwDVnLVPyQkTK1gVrmrnrpvO4eN08rr7lIW760ePs7egvdlgiImVlYtOoiojMLWqBMQrnHPe92Mbn73qBeCrNN//0NM5a2VjssEREPCEc8POB16ziLZuX8C/3bOfSm+/nracv4YMXraZB00iLiIiIyAxQAmMEj77cwT/dtY09Hf186OLVvGXzEoIaBElE5DjN1WE+c9VG3nXuCj7/6xe44PP3cv05y3nXq1dQF1UiQ0RkpqgBhoiUIyUwhti6+whfuWc7j+/t5H0XnMB15ywnEvQXOywREc9b3lTJV9++iaf3dfHle7bz6s/dyzVnLePd562gqSpc7PBEROYcdSGZG9QpXWRyyj6BEUum+M1zh/juH15mZ1sv1569nC+97VRqIpoiUERksk5aXMu/XruZ5/Z389V7d3D+P93L1acv5Z3nLGdpY7TY4YmIzBlOGQwRKUNlm8B48VAPP350L3c+to95NRHecdYy3rxpMRUhtbgQEZmu9Qtr+Oo7NrH9UA/fvH8nl9z8O169qol3nrOCc1c1ato4EZFpUvpCRMpR2SQwnHO81NbLb59v5VfPHGRHay9vOHkht15/Bq9aXKvKtIjIDFg9r5p//h8n88nLT+RHj+7lY3c8SWU4wNvOWMqVJy+kuVrdS0REpmJlcyXhgMZoE5HyMqcTGJ39cR7f28nvXmjjnm2tHOmLc/6aZq49exmXbZxPNDSnV19ExDMaq8J84DWr+LPzV/Lr5w7x71v28rm7tnHOCY38yamLeO36eToni4hMQkt1hJbqSLHDkGnSPVSRyZkTtUXnHO19cXa29bHtYDdP7Onk8b2d7OnoZ3VLFa9e1cRn33QSpy9v0GwiIiJFFPD7uOKkBVxx0gIO98b4ryf3850/vMwn73ya81Y3cfGJ87jwxGZVykVERETkOJ5OYDjnGEik6I0l6R1McqQ/zqHuGK3dg7T2xDjYNciu9j5eau2lL55iWUOU1fOqOGVJPW85fQknLaqlMuzpVRQRKVtNVWHeee4K3nnuCl4+3Mdvt7Xyn0++wt/+7BlOXFDNhWuaOWNFI5uW1al1hoiIiIh4I4Hxzu8+wsuH+0ikHMl0mmTKEU+m6YsnSTsI+IzKcICGyhAt1WFaaiLMqw6zbkENl22cz8rmKpY2RAmpH6CISEla3lTJDa9ewQ2vXkHPYILfbz/M/dvb+NTPn2FPRz8bFtZyxooGTl5cx7oF1SxrrMTvU7tbERERkXLiiQTGR167lkQ6TdDnI+A3gn4j6PdRFQ5QGQ4QDvg0yKaISJmojgS5/KQFXH7SAgAO98bY8nIHj+w6wm0PvMzzB7pJph1r51fnkxnLGqIsbYyytCFKtabBnlVm5ge2AK84515vZhcB/wyEgK3ADc65pJnVA98BTgAGgXc5554ZbTmzvR4iIiLifZ5IYJy0uLbYIYiIiEc1VYW5bOMCLtuYSWg459h3ZIDnD3TzwsEedrT2cs/zrezu6ONQd4yaSICWmgjNVWGaq4f8qwrTUBWiJhKktiJAdSRITSRIJDizSXLnHPFUmv5Yir54kv54ir7YMf/HkyO+HkumSKQcqbQjkUqTSju+8vZNNFSGZizeKfgw8DxQY2Y+4DbgYufci2b2GeA64NvAXwNPOOf+xMxOBL4KXDzScmY1ehERESkZnkhgiIiITJSZsaQhypKGKJdsmD/stYF4igNdAxzujdPWE6OtJzNm0kutvTz4Ujud/XF6BpN0DyboGkiQSDmCfqMmEiQa9hMO+AkHfNl/fsLBzN+57irOMfx/HImUYzCRyv5LM5hMMRhPMZhM559PZ98fDfmJhgJUhv1UZv+PDv0/5CcaDrCgNkJFKEAk6CPgMwLZFooBn4+KoH+2inpcZrYYeB3wv4C/BBqBuHPuxexbfgN8kkwCYz3wWQDn3DYzW25m85xzh0ZYjohIWVAjc5HJUQJDRETmjIqQn5XNVaxsHv+9zjliyTTdAwm6BxPZFg9pYok0sWT272QmKZHOZSwAI1PbzFU6g34fkaCPSMBPJOjP/D3s/8y/aNCPb+6N23Ez8FdAdfbxYSBgZpudc1uANwNLsq89CbwR+G8zOwNYBiwGDo2wnBGZ2Y3AjQBLly4t7JqIiBRBVThIz2Cy2GGIlAwlMEREpCyZWT650FKjaVsny8xeD7Q657aa2YUAzjlnZlcDXzSzMPBrIJX9yGeBL5nZE8DTwONAaqTljMY5dwtwC8DmzZvdWO8VESkFpy2rJ5lWd3qRiVICQ0RERKbiXOBKM7sCiJAZA+MHzrlrgPMAzOwSYA2Ac64buD77vAG7gJ3AW8dYjojInOb3GX6fd7oGinid5h0VERGRSXPOfdI5t9g5txy4GrjHOXeNmbUAZFtgfBz4RvZxnZnlRh99N3C/c657tOXM9vqIiIiI96kFhoiIiBTSx7LdQnzA151z92SfXwfcZmYOeBa4oVgBioiISGlSAkNERESmxTl3H3Bf9u+PAR8b4T0Pku1OMpHliIiIiBxLXUhERERERERExPOUwBARERERERERz1MCQ0REREREREQ8TwkMEREREREREfE8JTBERERERERExPOUwBARERERERERz1MCQ0REREREREQ8TwkMEREREREREfE8JTBERERERERExPPMOTfxN5u1AbtnKJYm4PAMLXuuUplNnspsalRuk6cymzyV2eQVusyWOeeaC7i8GWNmPcALxY5DhtEx7D3aJt6k7eI92ibeM2KdZFIJjJlkZlucc5uLHUcpUZlNnspsalRuk6cymzyV2eSVc5mV87p7lbaJ92ibeJO2i/dom5QOdSEREREREREREc9TAkNEREREREREPM9LCYxbih1ACVKZTZ7KbGpUbpOnMps8ldnklXOZlfO6e5W2ifdom3iTtov3aJuUCM+MgSEiIiIiIiIiMhovtcAQERERERERERmREhgiIiIiIiIi4nkznsAwM7+ZPW5m/5V9fJGZPWZmz5jZbWYWyD5fb2Y/NbOnzOwRM9s41nLmskKUmZnVmdkdZrbNzJ43s7OLtT6zoUBl9hdm9mz2M7ebWaRY6zMbzOxlM3vazJ4wsy3Z5xrM7Ddmtj37f332eTOzL5vZjmzZbRqynOuy799uZtcVa31mQyHKzMxOMbMHs/vaU2b21mKu00wr1H6Wfb3GzPaZ2VeKsS6zpYDH5lIz+3X2N+A5M1tenDUqLDO7zMxeyK7zJ4odT7kwsyVmdm92X3rWzD6cfX5Kx7MUzgh1oBVm9nC27H9sZqHs8+Hs4x3Z15cXM+65zEaoh+tYKS4boZ6vY6U0zUYLjA8DzwOYmQ+4DbjaObcR2A3kLnj+GnjCOfcq4FrgS6MtpwwUosy+BNzlnDsROJm5X3bTKjMzWwR8CNic/YwfuHpW16A4XuOcO2XIvNefAH7rnFsN/Db7GOByYHX2343A1yFTcQU+BZwJnAF8KveDPIdNq8yAfuBa59wG4DLgZjOrm7Xoi2O6ZZbzD8D9sxCvFxSizL4HfN45t47M8dk6K5HPIDPzA18ls97rgbeZ2friRlU2ksBHnHPrgbOAD2TLfqrHsxTOsXXkzwFfdM6tAo4AN2SfvwE4kn3+i9n3ycwYqR6uY6VIxqjn61gpQTOawDCzxcDrgG9ln2oE4s65F7OPfwO8Kfv3euAeAOfcNmC5mc0bZTlzViHKzMxqgfOBb2dfizvnOmdpFWZdofYzIABUWKa1RhTYPwvhe81VZJI/ZP//4yHPf89lPATUmdkC4FLgN865DufcETJlfdlsB11kkyoz59yLzrntAM65/WQuKptnO+gim+x+hpmdBswDfj3bwXrEpMose2EZcM79BsA51+uc65/1qAvvDGCHc26ncy4O/IhMGcgMc84dcM49lv27h8wF2SKmcDxL4RxbBzIzAy4C7si+5dhtkttWdwAXZ98vBTRGPVzHSnEdW88/gI6VkjTTLTBuBv4KSGcfHwYCZpa7o/RmYEn27yeBNwKY2RnAMmDxKMuZywpRZiuANuC72SaF3zKzylmKvximXWbOuVeAfwb2kDmhdTnn5vqFkgN+bWZbzezG7HPznHMHsn8fJHPBCJlK6t4hn92XfW605+eqQpRZXnYfDAEvzVzIRTftMsu2qvoC8NHZCNgDCrGfrQE6zezO7O/A57OtF0pduZ1zPCnbnPpU4GGmcQ6Ugji2DtQIdDrnktnHQ8s9v02yr3dl3y+FNVo9XMdKkYxUzwe2omOlJM1YAsPMXg+0Oue25p5zmTlbrwa+aGaPAD1AKvvyZ8lkHJ8APgg8DqRGWs5cVagyI5Nh3AR83Tl3KtDH0WZqc0oB97N6MtnWFcBCoFMf5AkAACAASURBVNLMrpm9NSmKVzvnNpFpuvgBMzt/6IvZctQ8y8MVrMyyd1e+D1zvnJvLydlClNn7gV865/bNUIxeU4gyCwDnkUn6nA6sBN5Z+FCl3JhZFfAfwE3Oue6hr+l3Y3aVUx25xIxbD9exMrtGqudTfi2G54zADC77XOBKM7sCiAA1ZvYD59w1ZCpVmNklZO4Skf0RvD77vAG7gJ3AW8dYzlxTqDKLAvuccw9nl3sHczSBQeHK7FJgl3OuLfvancA5wA9md3VmTzYbjXOu1cx+SqZp9qFsN4cD2QvsXJ/5VzjaigUyLX1eyf678Jjn75vh0IumQGWGmdUAvwD+JttcdM4qUJmdDZxnZu8HqoCQmfU65+bkea1AZRYgM97PTgAz+xmZcQu+PUurMVNGPa5k5plZkEzy4ofOuTuzT0/6HCgFc1wdiMzYC3VmFsjeOR5a7rltsi/bjL4WaJ/9sOe8fYxcD9exUjx/xPH1/HPRsVKSZqwFhnPuk865xc655WTuht/jnLvGzFogM7or8HHgG9nHdZYd+RV4N3C/c657tOXMVNzFVMAyOwjsNbO12dcuBp6bzXWZLYUqMzJNys4ys2g2sXExc3jgUzOrNLPq3N/AJcAzwM85OuDpdcB/Zv/+OXCtZZxFpovNAeBu4BLLzO5Sn13O3bO4KrOmUGWW3f9+Sqa/6x3MYYUqM+fcO5xzS7PH+UfJlN2cTF4U8Nh8lEzFLDe+ykXMjd+BR4HVlhk5PkTmvP/zIsdUFrK/jd8GnnfO/f9DXprsvikFMkod6B3AvWS6z8Lx2yS3rd6cfb9aARTYGPVwHSvFM1I9/zl0rJSkmWyBMZqPZZu8+cg0rbon+/w64DYzc8CzHB0FVqZWZh8Efpit4O0k2+qgjEyqzJxzD5vZHcBjZEZafxy4ZfbDnjXzgJ9mzuEEgH9zzt1lZo8CPzGzG8jM3vKW7Pt/CVwB7CAzi8b1AM65DjP7BzIXFQCfcc51zN5qzKqClFn29fOBRjN7Z/a5dzrnnpiVtZhdhSqzclKoYzNlZh8FfputrG0F/nVW12QGOOeSZvbnZBKlfuA7zrlnixxWuTgX+FPgact0w4TMzF6fRcez13wc+JGZ/U8y9Zlcy6tvA983sx1AB+Ux21qxjFQP96FjpSjGqOf/Ah0rJceUTBIRERERERERr5vpWUhERERERERERKZNCQwRERERERER8TwlMERERERERETE85TAEBERERERERHPUwJDRERERERERDxPCQwRERERERER8TwlMERERERERETE85TAEBERERERERHPUwJDRERERERERDxPCQwRERERERER8TwlMERERERERETE85TAEBERERERERHPUwJDRERERERERDxPCQwRmTAzW25mvzOzF83saTM7r9gxiYiISPlRnUSkPCmBISKT8U3gx865NcCfAT8ys1CRYxIREZHyozqJSBlSAkOkTJmZM7NPmdljZrbdzD4yzvubgFcD3wZwzj0A7AdeM/PRioiIyFylOomITFSg2AGISFFVOec2mVkzsNXMHnbO/X6U9y4FDjnnYkOe2wUsm/EoRUREZK5TnURExqUWGCLl7ZsAzrk24E7gtcUNR0RERMqU6iQiMi4lMERkovYA88wsPOS5FcDuIsUjIiIi5Ul1EpEypQSGSHl7D4CZNQJ/AvxmtDc65w4DfwBuyH7mHGARcO/MhykiIiJznOokIjIujYEhUt76zOwxoBr48hh9TXPeC9xqZjcBceBtzrn4TAcpIiIic57qJCIyLnPOFTsGESkCM3NAc/YuhoiIiEhRqE4iIhOlLiQiIiIiIiIi4nlqgSEiw5jZz8lMT3ass51zA7Mdj4iIiJQn1UlE5FhKYIiIiIiIiIiI501qEM+mpia3fPnyGQpFpLTs3bsXgCVLlhQ5EpkKbT+R423duvWwc6652HFMhOokIiIic9dodZJJJTCWL1/Oli1bCheVSAm76aabALj55puLHIlMhbafyPHMbHexY5go1UlERETmrtHqJBrEU0REREREREQ8TwkMERERmTFm9h0zazWzZ0Z53czsy2a2w8yeMrNNsx2jiIiIlAYlMERERGQm3QpcNsbrlwOrs/9uBL4+CzGJiIhICVICQ0RERGaMc+5+oGOMt1wFfM9lPATUmdmC2YlORERESokSGCIiIlJMi4C9Qx7vyz53HDO70cy2mNmWtra2WQlOREREvEMJDBERESkJzrlbnHObnXObm5tLYrZXERERKSAlMERERKSYXgGWDHm8OPuciIiIyDBKYIiIiEgx/Ry4NjsbyVlAl3PuQLGDEhEREe8JFDsAERERmbvM7HbgQqDJzPYBnwKCAM65bwC/BK4AdgD9wPXFiVRERES8TgkMERERmTHOubeN87oDPjBL4YiIiEgJUxcSEREREREREfE8byUwBo7Avi3FjkJERMQz9h3pZ9vB7mKHIdMQT6an/FnnHJlGKsOfKwXOOVLp0oh1qFIp3+mai+vZ1hOb9jKmc7zOllgyNSe3X6HEkimO9MWLHcaMSKQKs3+2dg+Oug+Nd94eTEx//5vO573VheTuv4UnfgCf7ip2JCIiIp7wnu9t5fkD3bz82dcVOxRP6Y8n+f32w6ydX00ynWZBbQXtvTEqwwFCfh+dAwkMuH97G+evbiblHPXRUP6zPjOiIT9mBmQqZIe6B6kI+QHoHkhgZiysrSDtHLsO97GiqZIDXYMsqI3QH09RHQkQ8BkvHuolHPSxtCHKkb447X1xKkMBWmrCdPYneHhXO8saK1lYGyES8uPSUBsNkkylCfh9OOeIp9Ic7o2zsDZC2oHfZxzoGuCRXR00V4VZ3lRJwGdUhgP83+cPsbCugk1L6/H7jL5YkraeGEsaorT3xUilHZXhAL2DSUIBH4OJFK8cGWDDolqqwqNX/QYTKUJ+H33xJEG/j0jQT18sybP7uzljRQPOuXxsAH2xJIezZe4c7G7v49RsTAD3vtCKmXHB6mbiqTSRoB/nHGaW/x8yFfKg/+g9tcO9Mdp6YqxoquTFQz2sbK6iKhwgnXZ0DSSorwzl35tOO1p7YlRFAgT9Rjjgz7/23P5uAn6jIuhnYV0Ffp+RTKUZSKR4el8Xpy6tz29vyFTauwcS3L+9DYBzVzXRVBUeFnMy7eiLJYkE/fjMaO+LUVsRpC+W2R8iQT+xZIrd7f0sbYgSCfpJpNLsbOtj7fxqth3spjIUoLk6zKHuQQyjtWeQTUvr2Xm4j/54kvm1EWoiQSLBTGzOOXa09rKiqRIzy5dvR1+c2orgsMd+M/riSRbWVRy3bY/0x4mGAlQE/XQOxHnwpXauPHkhffEUqbQjHPCxt6OfmoogIb+PUMBHyjmqQgF8PiOWTHHXMwe5bON8kilHLJmmPhpkMJFmT0c/yxqjAAzEU9y/vY31C2o4obmKWDLNwe5BFtVVMJhMURMJ5mPa0drLwroK6qNBzCy/L3QNJIgEfYT8vvx+EkumCPoyMQX9Pva099M5EGdhXQXtvXHm10Z44KXDbFpaT3UkQPdAkrRztPXGWDu/mspQgM7+OAG/L7vNkgT8RvdAkrpoML/Mx/ce4Y/WzeOeba2sW1DN4voou9v7aa4OUxH0Z8ol7dje2sMJzVX0xZL8fsdhzj6hkY6+OA2VIQbiKQB6BpPsOtzHpRvmEwr4jtsmAJGgn3Tacbg3Rl00xGAyRSyRpqEylN+2iVSaFw72sKQhinOO373YxpKGKCc0VZFyDr8ZwYDRF0vRXB1mMJHC7zMCPsuXXzyZ5r+3t/GatS34sss92DWIwxFLpFnaEMXnM9p7YyRSjpbqcP59OUOP25yewUT+eG3vi9MQDeU/F0umMCxfZolUOh9XfzzFQCLFYCLF4vrosG287WAPXQMJljVGh+3LXf0JXjrcS38sxZp5VbT2xHAOGqtCJFOOusognX0JHt97BICrTlmUj7t7MEnI7yPoz8T2cns/LTVhWrtjLKiNUJk9x/TEktRWBLPJY/D5Mvvlk3s7CQf8VEcCLG+qZEdrL/uO9HPWykZCfh8vHOphzbzq/DZ7pXOAvliSJfVRnjvQxZL6KC01kWFlt6e9n4Df6OiLs3Z+NQBH+uL59+3PLiMS9BNPpekaSLC3o58rTlqAZddhVUsV97/YRmNViDXzMss40DlIU3WIVNoxkEhRHw1xuDdGc1UYv89IpBwP7mzn5MV1dPTHWTuvmp7BJI1VmXPrL58+wNknNFIdDuaP3f54Zl9OO8e+IwOEA37OWNFANORn35F+DvfG8fuMU5bU4TejrTfGvCHrG0+m8RkE/D6e29/N9tYeLt0wn75YkpqK4LB9tbVnMH8MjcQmk/3YvHmz27JlBltI3HkjPPVjJTCkJNx0000A3HzzzUWORKZC209Kxamf+TVH+hOzksAws63Ouc0z/kUFsGr9ye4L//bL/OPVLdVsb+0BMhcEuYuDnHDAR2yEO6s1FZmLqe6BBNFQgFTaEUsO/2zu4jUn5PcRH3IXzGdG2rnjvndeTYRD3YMjxr+wroL9nQP5/3PLqa0I0jWQYEVTJS+19R73uaGxrGyq4mD3IP3xJJBJLIx356ypKsyR/sxFX2v3IPNqIgR8mYvVFw710FQZonMgQSKVJhoK5JddW5G5UI0lU1SGAiTT6RHLMxeHYSTTw1+vCgfoj6e4YG0z925rZe38ajp647T1xljaEKU6EiCZdrzU2jfssz4zzKAi6Kc3lomnPhoinszEMPS9Jy+uI55K0zOYZN+R/lHLIbc/5LZlXTREIpmmL7u+OUPLYCwBn49kOk1jZZjGqhAvHurJx9kfTxJLpjlxfk2+NVU44B+2n4207VY0VeYTHL2xJJWhAAOJFJuX1xPw+XjgpcNUhQME/D5iiczFYM78mgjzaiK81NZLXzw16v5bFQ7ky/TYWIbuazUVQeLJdP7COBdrfTTEkf7R73T7LHOxOvR4WdlUhRkj7t8AJzRX8VJbLxVBPwOJFIvqKkilHQe7B/PbrSYSpHswMer3wvHH7VCL6irY3zVIRdCf3741FUG6B8ZeZk5u+1UE/aTSbtj6jfbdJ86vYX/nAA2VIZY3VnLfi60ANFaG6Y8n89svdz45obkKGL2c4PhzEWTKb+fhvvz3r26ppqYiwGAizbP7uzhxfg0dfXGWN0V5ZFdH/nOrWqo40Dl43DGwvLGSaMjPga5BjvTH8/HvOzJAZdjPviMDw1oFNFeHiQT9tFSHefFQDz3ZxMHQOCuyF+SptMtf8NdWBOnoi+e3cXUkQCyR5syVjflz5FhlkSu7oN+GnZty59ScoN9HIpU+7hgM+Hw4Mq3GqiMBegYz5bCyqYqugQTtfUdb96xuqWbX4b5MomwwQXUkSGf2OBjp/NhUFaYre16trQjm95u23uEthnLbvqkqU4a5c1hdNJRffk7uOGysDA+LbajceSm33JFkkoTk4839jp3QXEX3QOK4GIeeM/w+I+j35X/35tdEMonVaDDfGqq5Ksyqlioe3tVBZdiP35dJUEaDfgJ+G7ZtfNkERi7WPz518Yh1Em+1wEiPnmkREREpR8kSbII/G6IhP5dtnM8fdhymPhoilkxx8uI6AHZ39LNmXjV7OvpJO8eKxkqWN1XSF0vi9xnPHehmb0c/Qb8Pn1m+Ynj+mibSafj1cwc5c0UjvbEk1ZEAddEguw730dodY1VLFY++3MEZKxpoqAyRSGXuXD+2+wgHuwe5cE0LLxzqoTeW4FD3YL7yHPT7CPp9nLe6idbuWP4O4f7OAdYvqAFgfm2Ex/Z0ctqyeg50DbBmXnX+Qnj9ghqeO9DNmSsamFcT4YWDPWw72M28mgirWzJ3Ig90DXDhmhZ8vkxrgif3dZF2mVYF6xbUUBcNcrBrkBVNlRzsHsTMGIinSLsUZuRbGCyojbCno5/+eJKaSJCqSOau/byaCHXRIK09Mba83EFF0E8k6GdRfQUHOjMXN2nnCPiMeTUR1i2o4e5nD2JmLKqL0DOYpKU6zL3bMhduLxzsoT4a4vTlDXT0xTnYFaM3luT05fUMJtKYQXUkwB92tJNMZ+7Mn7uqiRcP9eQrxzUVQU5oquXxvUcI+n08ua8zfyG6YWEtA/EU0bCfZCpzHC1rjJJMZ2Js7Y6RdpnWKlt3H6E+GuScVY0MxFM0VIZ4+pUu6ipCpJ3j2f3dLG2IUl8ZZE97P03VYZ4/0E19NMT6hTXUR0P0DiZ5fO8Rdrf3sWZeNY2VIboHk7T3xjjYPci2g92ct7qZ/niSw71xugYSdPbH2bS0nsf2ZPaHi05sIRzw89yBbgI+Hx19cYJ+H8sbK9nT0U9TVZhtB3voHkiwuL6CluoIsWSKgM9HdSRTrf/9jsMc6U9wsHuQoN9HY2WIBbUR/D7jib2dxFNpVrdUM5DItLw4a2UjfbEkD+5s5/TlDTz6cgeNlWEqQn7qokGeeaWLmkiABbUVtPbE2N3ex7oFNcyrjuSTYY2VIXYe7qOtZ5BXLa6jqSpMwGc8/UoXLTVh6ipC7O7ooyEa4sGd7TRUhti0tJ7trT1UhgL0J1L55MH+zgHOXdXEH3YcBjJ3sqvCAS5ZP5/BRIpkNmFQGfLnL3oHk+lMiwqf0TOY5OX2Ps5c0cBgIkXPYDJ/4Xv2ykb64ynaemNsWFjDM690sXZ+NdXZViEVQT/dAwme3Nc57KJvVUtVfhsMJlKkHSypr2AgkaIqHCCRcgT8RlU4wEM722mqCrN6XhVd/QmO9Gfumrf2DLJmfjV72vu578VW1syrZlVLJlkTDUZJpNPsbu/jwjUt9GZbmA1NDCyuj9IzmDmXHO6N0VQV5txVTXT0xdnb0c/82giJVJrd7f2cuqSOvniSgXgqn9jN2XW4l1Q6c5d7/YIa4qk03QNJDnUP4hvSSCR3HLX2xOiPJ9m4qJalDVF2d/Tn91eyi75k/Xzue6GVjYtq6RpIEPAbz7zSnW9xkUteXLJ+Pq09gyRSjubqTGuA/niSB19qp7EyTFNVmL0d/axuqWb9whp2t/fxhx2H89vhjBUNtPfGCQV8LKmPEgr4+K+n9lNTEWRJfQWd/Qle6Rzg7JWNPLizHTh6YX7asvpMi7R4mn1H+tm0rJ5nXuliaWOUeDJNTUWQnsEkT+/rzCcvAPZ3DZBOOy7fuIBQwMf9L7axvbWHDQtrWVxfwd3PHmRRXQW1FZnz60mLa+mLZVq/bd19hE1L61lcX0Ey7Xhybyd98RRN1WGeeaWL1S3VVIUDPL73CLUVQWoqgiyuq6C9L3MuPWlRLcsbK/H5jHgynfmtMtjd3k8ilUnAvtI5MCyRkEseNVWFSaYdyxuj7OnoZ3/nIF0DCRbWRegeSNIby5wjlzREOdwbI51NWmaSOz4e3tVBOOBj7fxqXjiYWd/+eJK186vpGkjQUh3hlc4Bdrf3EQn6WdFYyZKGCvZ09PPE3k6WNmRaz/TGkjy8q4OGyhDJtCORTLN5WT0NlSGe3d/FqpYq9rT347K/gT2DSebXRHCMXvfxVguMn1wHz/1MLTCkJOgOfmnT9pNSceLf/YrBRFotMI6Rq5Ok0+64Zs6TMVKT6PEc7o0NayYNmSbefbEkddluKqm0o7M/TmNVON90Ouj35e827jrcRyKVZl51hNpocELfu+twH8sbo/lK5lP7ujhpUS2hgC8/3kTAf/zwZhNdx6F3Q4F8ZXgkmcou4y53pO/ujSWpCPoxOG7bHRvDaM/nuhiEA5luKe19ceoqgrx4qJcT51dPKLaZMFq57Gnvx+83Fg1pDp8bayEU8NEbS47ZvadnMEFvLMmC2or894y233f2x6kKB9jT0U9LTWTYco/0xbl/extveNXCUT+fS/SNtO1z1w2jle1E9rX+eJJIwH/c9w/EU4QDvvzzidTRu9gVQf+I+8Vo9ncOsKA2ko9lIJ5pOXJsN459R/qZVxMZ1oUJMtsmFPART6ZxuGFdWabLOceh7hjzasJjLvORXR0c6Brgso3z8ZuNeGxPxGAihc+MPR2ZbjC12VZnEzl35s4rybTL7w+7DvfxwsEeLlzbTNdAguaq47uaQOY4b++Nsbg+Su7l0dY3V94jOdIXx2fGQCI1bpkNte9IPy3VEXwGffFUfr3HkzvXDCZSBHyW7+Y3tCsTMKy72mjGWq+h57TeWJJo8PhjYiIe3tlOXTSU74ICIx+HQ7vETESuy6Av2zpjtN+C0T479Pu7BxMEsy39Rjrvj2a0OonHWmCM30RPRESknBizfxFWSqaTvICpXeQ2VYWPey7o9+WTF5BpWtuYfZ/fZ/h9wyt/K5oqJ/29Qz8T9Ps4bVl9/rGZEfCPvC4TXcdjLxDHqrBOogJ63HNjXaiPdpF67PNDL0bMLL9N1i+smVBcM2W0clmaHR9iqKEXNmOVCUB1JJhvJTDW9wD5/XBltgvCUPWVIa48eeGY+0TlGLGMty9NZF+LhkZe/tDxSIB8q6WpOHYMkGOXnZMbe+FYuW0z2sXndJgZ82sj477v5CW1rG6pmtCF8lhyx/GqluH7w0SO4dx5ZWgIK5oq8+eisc4RVeHAuPt1zljlnBvzppaJJSByhm7b2oqJb8fcuWboug3dryezPcZar6HntImW00jOXNl43HMjHYeW7Yo3UWZG7idlMsmLkb6/JjK5bTcebyUwREREZJgi3EQWkTmsGC1TZPLCAf+0kxcic5G3plH1FzY7IyIiUup0qSEiIiKS4a0Ehk8JDBERkaF0t1REREQkw2MJDDWTEhERGUr5CxEREZEMbyUw1FBWRERkGP0yioiIiGR4K4Fh2XDS6bHfJyIiUibUhUREREQkw2MJjOz/LlXUMERERLxC+QsRERGRDG8lMHIZDKcWGCIiIqAuJCIiIiI53kpg5LuQqAWGiIiIiIiIiBzlsQRGrgWGEhgiIiIArtgBiIiIiHiExxIYaoEhIiIylFMGQ0RERATwWgJDY2CIiIgM45TBEBEREQE8l8DIVtLUAkNERARQFxIRERGRHG8lMHItLzQGhoiISIYyGCIiIiKA5xIY2VqaupCIiIgAyl+IiIiI5HgsgZFNXKgLiYiICKAxMERERERyvJXAyN1nUhcSERERQC0wRERERHK8lcBwGsRTRERkKDXAEBEREcnwZgJDY2CIiIgA4NQGQ0RERATwWgJD06iKiIiIiIiIyAi8lcDIT6OqFhgiIiKgLiQiIiIiOR5LYGgQTxERkaGUvxARERHJ8FgCQ9OoioiIDKMMhoiIiAjgtQQGGsRTRERkKA3iKSIiIpLhrQRGvguJKmsiIiKgn0QRERGRHI8lMDSIp4iIyFDKX4iIiIhkeCuBoS4kIiIiwzg1wRAREREBvJbAUAsMERGRYZS+EBEREcnwWAIjV01TdU1EREREREREjvJWAiNHLTBEREQADeIpIiIikuOtBIa6kIiIiIxIY2GIiIhIufNYAkODeIqIiIwkrfyFiIiIlDmPJTDUAkNERGQkaoEhIiIi5c5bCQxNoyoiIjIitcAQERGRcuetBEa+BYZqaSIiIkM5zdAlIiIiZc5jCQy1wBARERmJcvsiIiJS7ryVwFAXEhERkREpgSEiIiLlzlsJDA3iKSIikjd04M60MhgiIiJS5jyWwFALDBERkZyhA3cqfSEiIiLlzmMJDLXAEBERyUmrBYaIiIhInrcSGDlKYIiIiJAa0gRD+QsREREpd95KYKgLiYiISN7QpIVTBkNERETKnMcSGLkuJKqkiYiIpJxaYIiIiIjkeCuBoWlURURE8jQGhoiIiMhR3kpgaBBPERGRvNzPodnwGUlKjZldZmYvmNkOM/vECK8vNbN7zexxM3vKzK4oRpwiIiLibR5LYKgFhoiISE6uC4nfDFeiE6mamR/4KnA5sB54m5mtP+Ztfwv8xDl3KnA18LXZjVJERERKgccSGGkwnxIYIiIiZLqN+CzTAqNE8xcAZwA7nHM7nXNx4EfAVce8xwE12b9rgf2zGJ+IiIiUiECxAxjOgfmVwBAREQHSaYffZ5hZCecvWATsHfJ4H3DmMe/5NPBrM/sgUAn80eyEJiIiIqXEYy0wHPgCSmCIiIiQGffCzDDm/CCebwNudc4tBq4Avm9mx9VRzOxGM9tiZlva2tpmPUgREREpLo8lMNLgUwsMERERyIyB4TfDrKSnUX0FWDLk8eLsc0PdAPwEwDn3IBABmo5dkHPuFufcZufc5ubm5hkKV0RERLzKWwkMnBIYIiIiWel0ZgwMX2l3IXkUWG1mK8wsRGaQzp8f8549wMUAZraOTAJDTSxERERkGG8lMFw6OwZGCVfTRERECiQziGe2C0mJzqPqnEsCfw7cDTxPZraRZ83sM2Z2ZfZtHwHeY2ZPArcD73ROlQEREREZzluDeDrUAkNERCQr7cDnMyjxn0Xn3C+BXx7z3P835O/ngHNnOy4REREpLd5qgYEG8RQREcnJTaOKzflBPEVERETG5a0ERr4LiRIYIiIi+WlUUe9KEREREY8lMBz4fEpgiIiIcHQaVZ+vpAfxFBERESkIjyUwNIiniIhITiqdnUYVdSERERER8VYCQ9OoioiI5OXGwDAz5fZFRESk7HkrgeE0iKeIiEhO2rlMFxID1IlEREREypzHEhgaxFNERCQn7cCfnYYkrfyFiIiIlDlvJTDyXUhUSxMREUmlM11IfKafRhERERFvJTBcWmNgiIiIZDnn8PkMMw3iKSIiIuKxBIZTFxIREZGstAOfGYYG8RQRERHxXgJDg3iKiIgAR6dR9Rk4DeIpIiIiZc5bCQxNoyoiIpLnnMM0jaqIiIgI4LUEhlMCQ0REJCflHD4zQIN4yv9j786DJDnP+87/njr67p6eo2cAzIHBDQx4iNSY58o6AHlJ2QGsDivIWO1qN2gxNmKpFS2td6n1hrxBeUMrSyHRjqC9oi2tZYUsmoZkaiiBhEjw0gWAA4Ig6lqc2gAAIABJREFUCAzmBuae6Zm+j+quqnz3jyezK6umuqdnpqcre/L7QSCmKyur8s18M7Pe98n3AAAAGQtgMI0qAACJZBrVQoEuJAAAANkKYIgxMAAASETxNKomU0T8AgAA5Fy2AhhMowoAwJIonka1YD4eBgAAQJ5lLICRTKNKIQ0AgHrkY2CY0QIDAAAgWwEMZiEBAGBJFKSimeJhPDucGgAAgM7KVgCDLiQAACxpTKNK40QAAICMBTAYxBMAgEQ9BBULdCEBAACQMhfAYBpVAAASUZCPgSEG8QQAAMhWAIMxMAAAWBJF3oWkYMYIGAAAIPeyFcAIIoABAEAsWupC4n8DAADkWcYCGHQhAQAgkZ5GlSYYAAAg77IVwFAyiCelNAAAQmoMDAbxBAAAeZetAAbTqAIAsKQeggrJNKo0wQAAADmXsQAG06gCAJBIxsAomNE4EQAA5F7GAhiRZAUCGAAAKDWNKoN4AgAAZCyAwTSqAAAsSaZRNTGGJwAAQLYCGHQhAQBgSRSYhQQAACCRsQAG06gCAJDwWUhEFxIAAABlLYBBFxIAAJYstcAQM4wDAABkK4CRDOJJO1kAADxoYT6QJ7+MAAAg77IVwJDiFhgU0wAACArMQgIAABDLTgAjKZgxiCcAAJKSaVQlMyO2DwAAci9DAYw4aMEgngAASGodA4MIBgAAyLcMBTBogQEAQFoIPgMJs6gCAABkKoARBy0KBQIYAADIW12YmQ/iSQQDAADkXHYCGMmzJbqQAAAgKT0GBoN4AgAAZCeAQRcSAACaRCHI4v8IXwAAgLzLUAAj6UJCCwwAACSP7SctMBjEEwAA5F12AhhNXUgopAEAkIyBwTSqAAAAWQpgJK0uinQhAQBA8jEwzLwVRqATCQAAyLnsBTAYxBMAAEketCiYySRF/DQCAICcy1AAg0E8AQBIa8xCwiCeAAAAGQpgMIgnAABpUTwGRoFBPAEAALIUwAiSjC4kAAAk4jEwJAbxBAAAyFAAI/JSmhUIYAAAIG+BUTDzaVTpRAIAAHIuOwEMBQ9emBHAAABA8SwkimchIX4BAAByrtTpBCwJURzAoAUGAACSBy18FhJTRACjyfT0tJ599tlOJwMAAKyj7LTAaApgUEoDAMC7kEiFAl1IAAAAstUCQ4yBAQBAIsSzkNAC42qDg4N67LHHOp0MAACwjjLUAiPQhQQAgJQomYXEtGFbJ5rZB8zssJkdM7NPLLPOT5vZa2b2qpn9x/VOIwAA2Biy1QKDAAYAAEuCfBaSgtmG7EBiZkVJn5b0o5LOSPqWmR0IIbyWWucBSb8s6f0hhHEz296Z1AIAgKzLUAsMAhgAAKRFwWcgMUnRxuxD8i5Jx0IIJ0IIi5I+K+nJlnV+TtKnQwjjkhRCuLTOaQQAABtExgIYIoABAEBsaQwM04ZsgSFpp6TTqddn4mVpD0p60Mz+2syeM7MPLPdlZvZRMztoZgdHR0dvQXIBAECWZSeAIdECAwCAlBCPgVEw26hDYKxGSdIDkn5I0ocl/VszG263YgjhMyGE/SGE/SMjI+uYRAAAkAXZCWAsdSExAhgAACiZRtW8C8nGjGCclbQ79XpXvCztjKQDIYRqCOGkpCPygAYAAECTDAYwCht2pHUAANZSFOLelWadTsqN+pakB8zsHjPrkvQhSQda1vm8vPWFzGybvEvJifVMJAAA2BiyFcCQ0QIDAIBYCN59xGxjtsAIIdQkfUzSM5IOSfpcCOFVM/ukmT0Rr/aMpCtm9pqkr0n6JyGEK51JMQAAyLIMTaMaaIEBAECKD+LprTA26k9jCOFpSU+3LPuV1N9B0i/G/wMAACwrWy0wGMQTAIAlUTwLScFso85CAgAAsGYIYAAAkFFBUiHuXbkRu5AAAACspYwFMIwABgAAsSg1BgbxCwAAkHfZCWAoEMAAACAlSsbA2LizkAAAAKyZ7AQw6EICAECz4MELkxRFNMEAAAD5lqEARjILCe1kAQCQvAVGMgYGv4wAACDvMhTAiCTRhQQAgEQUgkw+CwmDeAIAgLzLUAAj0IUEAIAUH8RTMtE4EQAAIEMBDMbAAAAgLSzNQmJ0IQEAALmXsQAGXUgAAEiEpVlI/G8AAIA8y1gAgxYYAAAkfBpVk8noQgIAAHIvOwEMMQYGAABpQT4GRsGkQCcSAACQc9kJYNCFBACAJtHSGBj+NwAAQJ5lK4CRTKOqwHDrAIDca4yBQRcSAACADAUwki4k1ngNAECOheDBC6MLCQAAQBYDGHGS6EYCAMi5KAQVTAziCQAAoEwFMCICGAAApEQhyGQ+iCcRDAAAkHMZC2AYAQwAAGIh+AwkDOIJAACQpQCG6EICAEDa0hgYdCEBAADIUACDLiQAADSJ4llICgziCQAAQAADAICsCpIKPo8qLTAAAEDuZSuAIcbAAAAg0ZiFhEE8AQAAMhTACAziCQBAShT/NBbM6EACAAByL0MBjKQLiTVeAwCQZyH4IJ7mrTEAAADyLHsBDEmSic6+AIC8i4K3vijwswgAAJClAEZotL6wgkRjWQBAzi2NgWGmiJ9FAACQc9kJYCg0WmBYgS4kAIDci4JkioP7BPYBAEDOZSeAke5CQgADAACFuAVGgWlUAQAAshrAMAIYAIDc896VDOIJAAAgZS2AodQYGBTUAAA5F4XgM4yLn0UAAIAMBTAYAwMAgLSgZBYSYwQMAACQexkKYETNs5AQwAAA5FxjFhK6kAAAAGQsgJEkx8Ro6wCAvEtmGDczfhYBAEDuZSyAkbTAMDr7AgByL4Tgg3iKFhgAAADZCWCIMTAAAEiLgo+BQQMMAACALAUwGMQTAIAmUQgyeRCDBhgAACDvMhTASI2BQRcSAAAUUi0w6EICAADyLlsBDDELCQAACR8Dg6GtAQAApEwFMOhCAgBAWsQsJAAAAEsyFMBomUaVAAYAIOeCAl1IAAAAYhkLYKS6kPCoCQCQc8ksJAziCQAAkOUABi0wAAA5F0JQIR4DgxYYAAAg77ITwFBomYWEAAYAIN8aY2DQLhEAACA7AQymUQUAoInPQmIyupAAAABkLIDRNI0qJTUAQL4lY2CYPJgBAACQZxkKYIhpVAEASIlCkMmDGIyBAQAA8i5DAYyIAAYAAGlxC4xiwRQRvwAAADmXzQCGN5btZGoAAOi4KISlQTxpgQEAAPIuYwEMplEFACCRzEJSLJjqNMEAAAA5l50ARtM0qgQwAAAICt6FhDEwAAAAMhTAYAwMAACaLM1CYqaIn0UAAJBzGQtgJF1IxDSqAIDcC/EYGD6I58b9XTSzD5jZYTM7ZmafWGG9nzSzYGb71zN9AABgY8hWAEOMgQEAQCLEY2AUTKpv0ACGmRUlfVrSByXtk/RhM9vXZr1BSb8g6fn1TSEAANgoMhTAaB0DY2MW1AAAWCtRCDKZCht7GtV3SToWQjgRQliU9FlJT7ZZ71cl/bqkynomDgAAbBwZCmAwBgYAAGlB3vqiYKZo40Ywdko6nXp9Jl62xMzeKWl3COHPV/oiM/uomR00s4Ojo6Nrn1IAAJBpGQpgpFpg+CAYnUwNAAAd511Ibu9ZSMysIOm3JP3StdYNIXwmhLA/hLB/ZGTk1icOAABkSoYCGOlBPGmBAQDItxAHLArJGBgbtwXGWUm7U693xcsSg5LeIunrZvaGpPdIOsBAngAAoFV2AhhqHQODAAYAIL+SeEUyBsYGboDxLUkPmNk9ZtYl6UOSDiRvhhAmQwjbQgh7Qwh7JT0n6YkQwsHOJBcAAGRVqdMJWMIYGAAALElaYFjBx8DYqLOQhBBqZvYxSc9IKkr6vRDCq2b2SUkHQwgHVv6G9qanp/Xss8+uZVIBAEDGZTSAYcxCAgDItUYLDKlY0IYeAyOE8LSkp1uW/coy6/7QeqQJAABsPNkKYIgxMAAAkKSgZAwMk23sWUhuicHBQT322GOdTgYAAFhH2RkDw4da97/NCGAAAHItaXBhpngWks6mBwAAoNMyFMBoGQODaVQBADmWBDAKZj4GBhEMAACQc9kMYIgxMAAA+ZYe86JQaAzqCQAAkFcZCmCku5AwBgYAIN+ScMVSCwwCGAAAIOeyE8BQYBpVAABiSQsMM6lYMNX5WQQAADmXnQBG6xgYPGkCAORY6xgYdCEBAAB5l9EABrOQAADyLQlYmKSCiS4kAAAg97IVwBBjYAAAILVMo1owRcxCAgAAci5DAQwG8QQAINEYA8O7kBC/AAAAeZehAEZ6GlWpMf46AAD5E+RdRySpULCmaVUBAADyKJsBDFpgAAByLgpBFrdMLJhUpwkGAADIOQIYAABkUWi0wCiaMTkXAADIvQwHMCipAQDyKwqSxYNbmxmzkAAAgNzLaADDCGAAAHItKCyNbV1kDAwAAICMBTAKRf+bLiQAgJyLUpNzFeK4fiCIAQAAcixbAQzGwAAAQJIHKwrJIJ7xYBiM4wkAAPIsuwEMplEFAORYCIpHwNBSIIOZSAAAQJ5lM4AhowUGACDXQmgELoqWtMAggAEAAPIrYwGM+FkTXUgAADkXpZpgJD+PBDAAAECeZSyAkZ6FhAAGACC/glItMAp0IQEAAMhQACO0DOJJIQ0AkF9RCKlZSBjEEwAAIEMBDFpgAACQSI+BUUi6kBDBAAAAOZbRAAYtMAAA+RZCWJqFxMxUMMbAAAAA+ZbhAAYtMAAA+RXkgYtEwUx1AhgAACDHshPAiOrNAQxRSAMA5Fd6DAxJKhSMxokAACDXshPACJFkxfgFY2AAAPLNx8BovC4Ys5AAAIB8y1gAI5nwni4kAIB8i0KQqRHBKJoxBgYAAMi1jAUwGAMDAACpXQsMU8RPIwAAyLEMBTBCyzSqPGUCAORXCC2DeBZogQEAAPItQwGMqCWAwWMmAEB+BbUM4mliFhIAAJBrGQ1g0IUEAJBvUVBTAKNYMAUCGAAAIMeyG8BgGlUAQI6FEFRIRTDMTHVi+wAAIMeyG8DgKRMAIMeioNQcJMxCAgAAkM0AhhgDAwCQd80tMAom1SMCGAAAIL+yGcBgDAwAQM5FQU1NMAoFo3EiAADItQwFMOqN0croQgIAyLkQ1NICw5iFBAAA5FqGAhhBKhT9b1pgAAByLgqheQyMgtGFBAAA5FqGAhjpLiSMgQEAyLfWFhhmYhpVAACQawQwAADIoBCCUvELFY0WGAAAIN8yGsAoSKKQBgDIryDJUhGMYsFE/AIAAORZdgMYtMAAAORY6xgYZqaILiQAACDHshnAEF1IAAD5FoJUSP1KFwsigAEAAHItmwEMplEFAOSct8BomUaVPiQAACDHMhbAiAtqBDAAADkXJBVSfUgKZvw0AgCAXMtQACMwCwkAALEQgtLTkBRMtMAAAAC5lqEABoN4AgCQCKG5BYbPQkIAAwAA5Fd2AhhRnWlUAQCIRUHMQgIAAJCSnQAGLTAAAFgSQpClupAUzUQPEgAAkGcZC2AUm18DAJBTUQgqpsfAKDAGBgAAyLeMBTBogQEAgCTVIw9aJAp0IQEAADmX4QAGhTQAQH5FIahYSM9CsjEDGGb2ATM7bGbHzOwTbd7/RTN7zcy+a2bPmtndnUgnAADIvmwEMEKQlJoujhYYAICci0JQIT0GRsEUbbCfRjMrSvq0pA9K2ifpw2a2r2W1lyTtDyG8TdJTkv7F+qYSAABsFBkKYCjVAsNogQEAyLV61BzAKJhU33i/je+SdCyEcCKEsCjps5KeTK8QQvhaCGEufvmcpF3rnEYAALBBZCSAET9SYgwMAAAkeQDjqi4kG28Qz52STqden4mXLecjkr54S1MEAAA2rFKnEyCpfQBDG66QBgDAmmntQlK4zadRNbOfkbRf0g+usM5HJX1Ukvbs2bNOKQMAAFlBCwwAADKoHknF1K90sWAbsQvJWUm7U693xcuamNnjkv6ppCdCCAvLfVkI4TMhhP0hhP0jIyNrnlgAAJBt2QxgyAhgAAByrd46C0nBFDZeAONbkh4ws3vMrEvShyQdSK9gZu+Q9Dvy4MWlDqQRAABsEBkJYNT9X1pgAAAgSYraDeK5wfqQhBBqkj4m6RlJhyR9LoTwqpl90syeiFf7DUkDkv6zmX3HzA4s83UAACDnsjEGRhQHMApxcpiFBACQc62DeBY36BgYIYSnJT3dsuxXUn8/vu6JAgAAG1I2WmBEdUkmFWiBAQCA5IN4FlMtMGxjzkICAACwZjISwKhJhWLjtTEGBgAg36IQVEi3wCj4MgAAgLzKRgAj1BvdR6TUYJ4AAORTPVJTC4yCbchZSAAAANZMNiIFUe3qAAYtMAAAOdbaAsNnIelgggAAADosQwGMdBcSAhgAgHzzQTwbrzfiLCQAAABrKSMBjLpkqQCGGAMDAJBv9ZZpVH0WEgIYAAAgv7ITwLiqCwmFNABAfkWhOYDBLCQAACDvMhLAYAwMAADSvAtJehYSE/ELAACQZxkKYDAGBgAAiSioKYBRMDELCQAAyLVsBDBCvSWAIQIYAIBca+1CUigwBgYAAMi3bAQw2o2BIQppAID8unoWEsbAAAAA+ZaRAEabMTAiWmAAAPKrHgUVW2YhqfPTCAAAciw7AYz0NKpW9G4lAADkVBSCCi1jYNCFBAAA5FlGAhgtY2AUy1K92rn0AADQYa0tMBgDAwAA5F2GAhipLiSFshQRwAAA5FdrC4yiEcAAAAD5lpEARss0qsWSVK91Lj0AAHSYD+LZ3AKDMTAAAECeZSiAQQsMAAAS9UgqNY2BYQq0wAAAADmWjQBGaOlCwhgYAICcq0VRcwsM81YZAAAAeZWNAEZrF5JCyZcBAJBTtXpQqdj4mS4WTMQvAABAnmUkgFFvnkaVAAYAIOeq9UjlVAsMYxBPAACQc9kJYNCFBACAJbWopQWGiQAGAADItYwEMJYZxJOCGgAgp6r1SOVi6ywk/C4CAID8ylAAo2UaVclbZgAAkENXTaNqRlwfAADkWjYDGIVyvJxuJACAfKrVg0qF5kE8a1HUwRQBAAB0VnYCGMWuxutiHMBgHAwAQE5Vo+YuJF3FghZrBDAAAEB+ZSOAUV9sBC2kxngYzEQCAMip1mlUu8sFLdYJYAAAgPzKUAAj1QLDzKdVJYABAMip1mlUu4oFLVQJYAAAgPzKRgCj1hLAkJhKFQCQa63TqHaXi7TAAAAAuZaNAEZrFxKpMZUqAAA51DoLCS0wAABA3mUkgFFt0wKjJNXpQgIAyKdqvXkQT8bAAAAAeZeRAEabLiS0wAAA5FjrNKreAqPewRQBAAB0VoYCGC1dSBgDAwCQY7WWaVR7ygUtMI0qAADIsQwFMFpbYJRogQEAyK1qyzSqXcWiFglgAACAHMtuAKNYZgwMAEBu1eqRSoXmMTAqtbpCCB1MFQAAQOdkI4CxOCeVe5uXFUpSRAADAJBPi/VI3aXGz/Tmvi7Vo6DxOVonAgCAfMpGAGNhWuoeal7GIJ4AgJyqR0HVelB3ubi0rKtU0B/93HvU11Vc4ZMAAAC3r1KnEyDJW1ps2t28rNwjVSudSQ8AAB1UiWcb6Sk3P2d4971bO5EcAACATMhGAOMjz0itfXq7+qXFmc6kBwCADqpU6zLzqVMBAADgslMyMmt+3TVAAAMAkEsLtUg9paKs9bcRAAAgx7ITwGjVNSAtznY6FQAArLtKtX5V9xEAAIC8y27pqKtfWqAFBgAgf8bnqtrUW+50MgAAADIluwGM7kFpYarTqQAAYN2NTlc0Mtjd6WQAAABkSnYDGJt2SZOnO50KAADW3aXpBW0f7Ol0MgAAnRJFzMgItJHdAMaWe6WLr3Y6FQAArLsLkxVtH6IFRmbVFq5eFoJUW7z2eomZUWnm0srrtJoba97e5WNeycmj2mLzDHa1BX89eaZzaVrJzKg0P9G8LJ3+1tn4WtUWpMrk6raVnIftzq+Faenwl1b+fFS/tefVcvvabnlUv/axaWdhenXbrEze2PffrOr8tde58LL0+p+t3TZnRm88IJI+RjOXpLMvet60Hue0elWavXJj20urVvz/xbnr+9z8eOM8rlevf7vLXQO34nyJ6jf+2ctHpalza5eWdm52n+vVm9vHFtmYRrWdbQ9KV45JR78iPfB4p1MDAMC6eePKrN5z79ZOJyPbkgLpm38rDd4hhUjq3SwVy9LlI/4gZPaKVJuXBu6QBkZ8/SiSJk9Jo4elvq1Sqce7rFpR2rXfv+fsi9KOR70iWOrybq0zo17ZGbxDOvoX0t4faHynJF16Tbp0SHrkCWnshFSdlcZOSiMPe6W6WJbKvdLd7/N0nfxG47P3Py7VF6WeTdLF70nbHvICafeANH3BZ2Xb8Rbp+Fel+35E6tvi2zj/HalWkYbukmYvS2PHpfse822FIF18RSqUPPCx7UH/vpmLfjymz0uVCanY5QVLK/h7fVs9HVPn/PX2R6Rit3/nwHbfh4VpP+792/z4Dd7h61fjCoYV/Hs275WOftm3O3iHNDfux/Li93wfQiT1DEvbHvA0zo/7Md613ysspS6pUJbOvOD7t+Ve34+JU/F3xGndtNuP5/Aef2/Tbj/+d7zN09o96NuSfB9C8P+rs34e9WySzhz09bY9KEVV38+xk1L/iL8eO+mf7R7yClzfFmn0dU//lnt8/SiSzn3bj8O2B/29xVlp9lLjodxDP+Z5Nj/u+1SZlHa+UzrxdT+ee39AKhSlK8c9b9JBi/GTfm4sTPn/m3Z7mmoLvv1Sj+/noS/48plL/m/fVs9zBd/PxZk4v+JK9Oa9fhzOfEu6463Ssa/4d/du9v9HD3nL6P7tfk6MnZDufLvUu8XTEYKPXTd9Xpod9XOma8BnGLxy3PO+1OOf7d0iHf5zaXivNBLnpRU9bckxGt7jeXfyG40K8qbd0q6/I4W4ElRb8ONT6vK0L85I9Zqfe9VZ6fQL0r0/7MdjccavaUm6/zFP78wlPy5vfFPa9S6pd9jfL/d5vrzxl77NqTggdtc7PV2zl+M0hfhciqRSr+dpoeTn+oVX/DwZ3uPLK1N+bBTi+s1xv0ft/H4/dybPev7Vq36u3PFW/zsJxr3ylP975/dJi9N+LOeuSAM7/NpZnPPvH7pLimqeP0M7PX+jWmPfk/3r2eTXc2XKtxVV/TytTHpehMi307/d9zVE0vyYtOe9kszvc7Ojfk9cnPFr5J6/6+f+5nv8M8WydPE1f39gu+9Pver3r8Vpv7f2Dvsxq0z6ObfnPZ6nk6d928O7/V556m8agbj7fsTTWur27Zp5XXFgxF9XpqSps9Lud0vHnvX1+rb5soc+6OmvVfz8375PunLUj1sIfv0vzvq9ZWHG74/J+Vidl/b+V35tnn7e8+bu9/s2Tz/v+Vqb933Z+oDfA8p9HoC6//HG+XX5qN/rB3ZI515qXCvHviJtvc//HtrpxzsET//A9kb+Lcx4GqbO+TEpdUvnX/bjuHmvH/uufs/jnmHPu4ERv99MnW/kV73q+bDlXr/Gawv+O1As+/GR/LwplKVNO/2+ce8P+f5tvsfX6erz75086+f20E6/L1Ym/bNb7vX9XJz1YzSwI/59MD9e5T6v6w9s9985SRq808/tTbul+vLBfQvXEVHZv39/OHjw4KrXv2mnnvcfsUJx/bYJrNLHP/5xSdKnPvWpDqcEN4L8Q1ZNzlX17l/7iv7wH71H33/35nXdtpm9GELYv64bvUH7H70vHPzsrzcWJBW2dsy80DY/7gW95Z5+Duzwwny6pYPkBcJ2M6N19XtBtSs1bpcVGpXlUvfyLSwKJa9cpNfpGvDCbX3RK1dzbZ5elnqknrgS3b/NK1Ttvnc5yfZ6NnlBs3tIKpa84jB9Yfl9Tfat3Lv6WeKK5fZPPnft9wJx31b/rlrFC9vdA572mUuNY5g+nquxabdXcqfPt39qWOrx7fVu9vNhad/Mt5U8Jeweur6x2JLvK/X4uThx6up1Bu/wVhjRNZ5Glnv9HO3dHD/lTs4t830aedjTeum1qz+brFPs8u21S0erYpefczdiuTzuGvDzKml1kj6vugd9m+3Ob+nqvEm2Y0VP52rPh64Br7ClFYp+TJP30udX8vdK120rM7/m2h6Dlmtp8E4/L3uHpa33+zXQNRCfD7XGOdE77Mdt8E5/r/UaTxvY7u+nj0n/Nr+2kzT1bPLzuVDyINjQXV4B3nqfB1OW0ndHoyKZ1jPsx3921F8Xu7xSP37Sj1nrvnf1e14N7vDzL30s0+da8neSF633ri33SBOnPcgyccrfa22F1DPcCDRcr74tzff65e413UN+T6kt+D1qfsLP0YUpDxpcOX7t++7W+6W5y43rIbkPtWOF+F7b59so93reTJ69seu03XWwtC3zYNHs6NX7PrQzDpa2tLJJzp/BO/1z6f3e/ogHuNLHo9jlgbaLrzauv+R7ZkdXbB1jb/uHbcsk2W2BIUl73t3pFAAAsK429ZX11P/0Pr1l56ZOJ2VjuOOtXlDa8agXJMt9XrhMnl6e/4501zv86ezII15gq857AbF/mxe0QhQ/STotlfulTXuk6XO+zuZ7JAV/yrV9X1zwvz+u/A/4E6pLr0nl7dLO/dL4G/7ZrkFp5CGvsFx81bc1tNO/s1CUhu/2gnfXoD9pWpyTZi74k6nFWS9cn3/Zn9iZ+WeTSv6p53zf9rzPn0BPnPJ03fUO33590Y9DreKFx+qcf8/ud3uhsTrv74f4iVtibswLy3NjnsbeLZ6m0y9Ij/6Ef09twSugZl7ZmbnkARWZH+vkaWO9Jr32ef/ehz7oheDeLV4h6+r3p6Jd/X7s58b8+Jj5+leO+/7seNSfUt75dq+EhcjzddMuP+4hip84H48raYP+b+L413z/kqeapW4/NgtT/pR897u9YlBbiAvcVd+n8y/7Oju/37e1OOsVjqjm25wd9W119fvT7u4hP6bbH/H9qi94ReXOt/n3L875E/097/Mn/j3D0ua7vVWYmrOzAAAgAElEQVRHsezf8cDf832dG/Mnl/3bpf64FVa14q1Q7nqHv+4e9H9L3Z6fpR7fr8kz8fldkXbs83Xu/D7fxtyY52XPsH9+4pS3INn3pJ+j9apfNxe+2zhPu4c8z/tHfFuLM96i5qEP+vdV570CNzvqT7K3P+qfq0z4vgzeKT38fj9+429Ku+/xv4d3e9qmL/p+7XjUt1GMt9G3xdfvHfbzt9zbaDXR1ef51bfVn/iPv+mtk2Yu+PbOv+zXZ88mf4qtET/Od7/P93v6olTuicfaO+t5OHXW97mr34/J6GF/0n/8qx7U3P6IP1HefE/jPJP8qfJd3+d5ffZFvz9MnPL8W5yOK2rm+3T/Y3586zUP7Eieb5LvS63i+Teww8+9xVlpy32+/7V53+fTz/u+hroHP8p9vh9DOz2PC2X/7MhDvp/FsudHz6bGfW/8pLc4Sachqvl7d73Dj/PYcU/7pp1xICp1j1iIW4AUy77vkufL+BveambilAc3yvG+bYrzuqs/vvbiz5f7PH/mx/3c277P7zmzl/14nPy65+32RzzQsvU+T9v4G36fieq+nzMX/bsH7/D3B3b4d46+7tvd96Rf24uzfp4m94NC0SvaIw97kGTLvZ5mK/p6w3v8M6EeB3unpOPP+na33OMtcs5+2+9V9z/m+3PiG153Lfc3fjPmJzydF1/1a/6eH/RtFOJRHM695OfI9AVp97sarStGHvY8u/iaX59WbAS26ovSg/+1Lzvzgn/n9/7Yr6E73+bfN3bCj4UV/Leqf6TRSidpRXfym77fM5e85dfspfi+3CcdeSbO/4f8+tl6r2/78pFGcHH6vLce69vq52OI/Jp64Ef9eFw+6t9f7PL9HbzT86Lc5629Jk/7ujOjfs2XuuNjU/Tf1BWCiNlugQFkGE/wNzbyD7jahmqBsdoyyeKcF8g6aX7CC9npisBq1RYkmQcqEgszHsi4HiE0AgTrpVrxytH1pnWtJGXcdvu90vGoznsla72P10rpvRVu5DyqV1d3HlcrjUrseho94gGMpIJ4vaK6X6/9W30fksrXtVTnvWLY9jujG0/PcubG4pYsOZ1ue6XrNwSvZC9Me9BgrURR3FIrtd2ovr49BZJ969vSvLxebQ6MrMalQ97dpdimPUNlqhGoTkvO5dkr/n76d6laiQNpqzgeUd2Do0kwcBnLlUmy3QIDAADgZnQ6eCE1+j/fiFKbwVxvJCCw3pVxqTMV2LSV9nml95ariN5q651HN3IerbbC3Km8H3nw5j5fKDZavlzPPqx0zqx18EK6ugKbN9e6tvu2rP0xapeP6z3MQbJvrW4kkLX9keXf6xlqvzw5Bsk1knY910uheM3gxYofv+FPAgAAAAAArBMCGAAAAAAAIPMIYAAAAAAAgMwjgAEAAG4pM/uAmR02s2Nm9ok273eb2X+K33/ezPaufyoBAEDWEcAAAAC3jJkVJX1a0gcl7ZP0YTPb17LaRySNhxDul/Tbkn59fVMJAAA2AgIYAADgVnqXpGMhhBMhhEVJn5X0ZMs6T0r6/fjvpyQ9ZtaJaTMAAECWEcAAAAC30k5Jp1Ovz8TL2q4TQqhJmpR01TxtZvZRMztoZgdHR0dvUXIBAEBWEcAAAAAbQgjhMyGE/SGE/SMjI51ODgAAWGcEMAAAwK10VtLu1Otd8bK265hZSdImSVfWJXUAAGDDIIABAABupW9JesDM7jGzLkkfknSgZZ0Dkn42/vunJH01hBDWMY0AAGADKHU6AQAA4PYVQqiZ2cckPSOpKOn3QgivmtknJR0MIRyQ9LuS/sDMjkkakwc5AAAAmhDAAAAAt1QI4WlJT7cs+5XU3xVJ/3C90wUAADYWu54WmmY2KunNVay6TdLlG00U1gR50HnkQeeRB51HHnTe9eTB3SGEDTE6pplNSzrc6XSgCdd79pAn2US+ZA95kj1tyyTXFcBYLTM7GELYv+ZfjFUjDzqPPOg88qDzyIPOu13z4Hbdr42MPMke8iSbyJfsIU82DgbxBAAAAAAAmUcAAwAAAAAAZN6tCmB85hZ9L1aPPOg88qDzyIPOIw8673bNg9t1vzYy8iR7yJNsIl+yhzzZIG7JGBgAAAAAAABriS4kAAAAAAAg8whgAAAAAACAzLupAIaZfcDMDpvZMTP7RJv3u83sP8XvP29me29me7jaKvLgF83sNTP7rpk9a2Z3dyKdt7Nr5UFqvZ80s2BmTNG0xlaTB2b20/G18KqZ/cf1TuPtbhX3oj1m9jUzeym+H/1YJ9J5OzOz3zOzS2b2vWXeNzP7V3EefdfM3rneaVwLq73nYm2Z2e74Gk7uo78QL99iZl82s6Pxv5vj5bfF+bYRmFkxvrf+Wfz6nrjcfSwuh3fFyymXrxMzGzazp8zsdTM7ZGbv5VrpLDP7x/G963tm9kdm1sO1sjHdcADDzIqSPi3pg5L2Sfqwme1rWe0jksZDCPdL+m1Jv36j28PVVpkHL0naH0J4m6SnJP2L9U3l7W2VeSAzG5T0C5KeX98U3v5Wkwdm9oCkX5b0/hDCo5I+vu4JvY2t8jr4PyV9LoTwDkkfkvSv1zeVufDvJX1ghfc/KOmB+P+PSvo365CmNbXaey5uiZqkXwoh7JP0Hkn/c3zsPyHp2RDCA5KejV9Lt8H5toH8gqRDqde/Lum34/L3uLw8LlEuX0//UtKXQggPS3q7PH+4VjrEzHZK+l/kdaK3SCrKyyJcKxvQzbTAeJekYyGEEyGERUmflfRkyzpPSvr9+O+nJD1mZnYT20Sza+ZBCOFrIYS5+OVzknatcxpvd6u5DiTpV+U3v8p6Ji4nVpMHPyfp0yGEcUkKIVxa5zTe7laTB0HSUPz3Jknn1jF9uRBC+KaksRVWeVLSfwjuOUnDZnbn+qRuzaz2nos1FkI4H0L4dvz3tLxCtlPNZb3fl/TfxH/fDudb5pnZLkl/X9K/i1+bpB+Rl7ulq/OEcvktZmabJP1dSb8rSSGExRDChLhWOq0kqdfMSpL6JJ0X18qGdDMBjJ2STqden4mXtV0nhFCTNClp601sE81WkwdpH5H0xVuaovy5Zh7ETQF3hxD+fD0TliOruQ4elPSgmf21mT1nZis9pcb1W00e/F+SfsbMzkh6WtLPr0/SkHK9vxlZdDvsw4YXN6d+h7xV4Y4Qwvn4rQuSdsR/k1fr41OS/jdJUfx6q6SJuNwtNR93yuXr4x5Jo5L+v7hrz78zs35xrXRMCOGspN+UdEoeuJiU9KK4VjYkBvHMCTP7GUn7Jf1Gp9OSJ2ZWkPRbkn6p02nJuZK8aeYPSfqwpH9rZsMdTVH+fFjSvw8h7JL0Y5L+IL4+AGwgZjYg6Y8lfTyEMJV+L4QQ5K2tsA7M7B9IuhRCeLHTaUGTkqR3Svo3cbfJWTW6i0jiWllv8XgjT8qDS3dJ6tfKXS6RYTdTeDwraXfq9a54Wdt14uY6myRduYltotlq8kBm9rikfyrpiRDCwjqlLS+ulQeDkt4i6etm9oa83/ABYyDPtbSa6+CMpAMhhGoI4aSkI/KABtbGavLgI5I+J0khhL+V1CNp27qkDolV/WZk3O2wDxuWmZXlwYs/DCH8Sbz4YtLcPf436aJHXt1675f0RFy++Ky8Ofy/lHdBKMXrpI875fL1cUbSmRBCMu7ZU/KABtdK5zwu6WQIYTSEUJX0J/Lrh2tlA7qZAMa3JD0Qj97aJR8I5UDLOgck/Wz8909J+mocccTauGYemNk7JP2OPHhBv/+1t2IehBAmQwjbQgh7Qwh75eOQPBFCONiZ5N6WVnMv+ry89YXMbJu8S8mJ9UzkbW41eXBK0mOSZGaPyAMYo+uaShyQ9N/HI96/R9JkqjnzRrGacw23QNz/+3clHQoh/FbqrXRZ72cl/Wlq+UY/3zIthPDLIYRdcfniQ/Jy9n8r6Wvycrd0dZ5QLr/FQggXJJ02s4fiRY9Jek1cK510StJ7zKwvvpclecK1sgGVrr1KeyGEmpl9TNIz8pFcfy+E8KqZfVLSwRDCAfkP3R+Y2TH5wGIfWotEw60yD35D0oCk/xyPPXMqhPBExxJ9m1llHuAWWmUePCPp75nZa5Lqkv5JCIFI+hpZZR78krzrzj+WN5v9HygMrC0z+yN5oG5bPNbIP5NUlqQQwv8rH3vkxyQdkzQn6X/sTEpv3HLnWoeTlRfvl/TfSXrFzL4TL/s/JP0/kj5nZh+R9Kakn47f2/Dn2wb2v0v6rJn9c/lsdL8bL6dcvn5+XtIfxoHWE/LzvyCulY4IITxvZk9J+rZ8RqWXJH1G0p+La2XDMcqPAAAAAAAg6xhADQAAAAAAZB4BDAAAAAAAkHkEMAAAAAAAQOYRwAAAAAAAAJlHAAMAAAAAAGQeAQwAAAAAAJB5BDAAAAAAAEDmEcAAAAAAAACZRwADAAAAAABkHgEMAAAAAACQeQQwAAAAAABA5hHAAAAAAAAAmUcAAwAAAAAAZB4BDACrZmafNLMjZhaZ2U91Oj0AACCfKJMA+UQAA8D1+JKkD0j6ZqcTAgAAco0yCZBDBDCAnDKzYGb/zMy+bWZHzeyXrvWZEMLfhBBOrEf6AABAPlAmAbBapU4nAEBHDYQQ3mlmI5JeNLPnQwh/1elEAQCA3KFMAuCaaIEB5NvvSFIIYVTSn0j60c4mBwAA5BRlEgDXRAADAAAAAABkHgEMIN9+TpLMbKukH5f05c4mBwAA5BRlEgDXRAADyLdZM/u2pOck/atr9TU1s181szOS3ivpd8zsjJndtx4JBQAAtzXKJACuyUIInU4DgA4wsyBpJIRwudNpAQAA+UWZBMBq0QIDAAAAAABkHi0wADQxswOS9rR5670hhPn1Tg8AAMgnyiQAWhHAAAAAAAAAmVe6npW3bdsW9u7de4uScv1Onz4tSdq9e3eHUwIAwOpk+bfrxRdfvBxCGOl0OlYja2USAACwdpYrk1xXAGPv3r06ePDg2qXqJn384x+XJH3qU5/qcEoAAFidLP92mdmbnU7DamWtTAIAANbOcmUSBvEEAAAAAACZRwADAAAAAABkHgEMAAAAAACQeQQwAAAAAABA5hHAAAAAAAAAmUcAAwAAAAAAZB4BDAAAcMuY2QfM7LCZHTOzT7R5/24ze9bMvmtmXzezXZ1IJwAAyD4CGAAA4JYws6KkT0v6oKR9kj5sZvtaVvtNSf8hhPA2SZ+U9Gvrm0oAALBREMAAAAC3yrskHQshnAghLEr6rKQnW9bZJ+mr8d9fa/M+AACAJAIYAADg1tkp6XTq9Zl4WdrLkn4i/vvHJQ2a2dZ2X2ZmHzWzg2Z2cHR0dM0TCwAAso0ABgAA6KT/VdIPmtlLkn5Q0llJ9XYrhhA+E0LYH0LYPzIysp5pBAAAGVDqdAIAAMBt66yk3anXu+JlS0II5xS3wDCzAUk/GUKYWLcUAgCADWPDt8A4WH6Lfv6PXup0MgAAuLbXDug3N/2+pNDplKyXb0l6wMzuMbMuSR+SdCC9gpltM7OkPPLLkn5vndOIrJu+IL3yVKdTAQDIgA0fwDhTvFNfePlcp5MBAMC1nfmWShap3xY6nZJ1EUKoSfqYpGckHZL0uRDCq2b2STN7Il7thyQdNrMjknZI+r87klhk19yVTqcAAJARdCEBAGC9zF6WJA3ZXIcTsn5CCE9Lerpl2a+k/n5KUvYfr48ekbbeJxWKnU5J/kS19dnOxGlpaKdU2ADP98ZOSmMnpPsf63RKrk+1Is2OSsO7r71uJ1UrUqlbMlu77zxzUKrOS/f8wNp9ZxZFde6T12P8TWnwDj/fIC1MS/Wq1Ldl2VU2wB16eZEaN5VqPepgSgAAWIWZC5KkTYX5DickB6qV5d+L6l6ReOUpKbTpznPmoBSlyhUhSBe+K81cXPl7N6LKlHTquauXR5E0fbF52Rt/LV189ca2U72Jcz6Kx3Q9c1CaSrW6rS003lsLp59fukYzI4ra7+PkaWl+fP3Tc7MuH/HjnHWv/9mNn+uJidPNr8ff8HvIeqhM+fWxMH1z3a+mL0iXXl/9+pNnpVf/y41dl5NnpJlL1/+5GzVzqTNd0yZONx+fM9+SrhyT6usUqL0Zr37e8zjt2FekK8fXbhvHnpWOf3XFVTZ0AKOqkhSCSgXT+Oxip5MDAMDKpi+qFgrqt9usEpw1s1e8AlJr01Vn5pIXsI99xV+3Pt2vV72iUZ1NLYvLGFeOSee/c0uS3KQyee11FmdXt95yn00CN1PnvOLQau6ydLolsDF9fnUF1bilUZPX/1yaG7v+tEpSiINJ4280VyoPfUE6++LqvqM6Ly2u0PIpankQNnlWOpWqaK9loCRt4vTVFd20089Lr33+6uV2jSJ8ZXJ1xyaERqAqBD/GiVPPSxdfa173lafaX1fXkpxzxbK/bnc8py/4emth4lT74GRi/A2/1iU/p1956urK8810XVqc87w79bx09tte8WtK3+mV03cjaguN8/joX3j+J8czBKm2KB35i+v7zrkxaarN/SFRmWwOcCzO+L/tAjVzYytfg1PnPd9aheDB09Zr9GZVpq5v/RDWJs9OP998nUn+25Jc51HUfG+/meDv5JmrAw43I6r5b0Pa/MT1BTDq1eUfHiTbuIYNHcBYtLK6VNVwX5cm5qudTg4AACubuajRaEg9xm/WzQveGqK14BRF3rReurpiXq1IJ7/pfyeVsCRgkRSca3Fw6cTXG5WsZNnsZWlhZuVWGLOXpZN/2bysMtVYNnt55c/PT0hHv3ztgvLxr/l6CzPt33/188sHOA5/0QvMklSIexPXa34s5yca6ahXr640JE3q58Ya60qN9ULwY7cw7a+rlcZxbFcwnb7QXJltV7FNf661gttamZ4fbxyTdIXj6F9IR77UXBk48Y1GJTYJUiXrXznqrRyiunT0Kx70ale5Wq3LR6ULrzSOS7Ifp59v3yLh9Au+7fmx5nMhSa+u0bVh9vLqKi4LU9Ibf+n5Pz/urVySli2Tp5tbpCT5UE1VQl95yo93FKXSFpu5JJ2LB9o//MXGdSk1Krppb/yVdG6FAGG95hXZa4kiP36zo+3fD8H3c/KMnw8Xv+fLk3tDYnY07vISV9gW55rP+ZUk59Pkad/v9Dkcguf5cgGS5a7p5UR1z+vTL0gTbzTOFys2rqd61c+lhamr86nV+BuNoER9we9frfej5HsvHfLjtzDt6yTnd7sg1/GvSoef9nM/nYbTL/hT96ja/vhWJj14euSLqw8kLs55QGQlSVex9D1hpSDJkS95a4k3/qr9/flaAZYQrj726d+hxOwl6c2/9b+nL3rwN4r8/L/eAMqp56RTf9t4vTi3+sBNCM3HO2khUihfvW517uo8j6L26U1+l5J9TgKj1xGo2dgBDJVVDlVt6i1pkgAGACDLQpDmx3QlGlQ3AYybNz/hrSzOvdRcSJq5IE286X8vTHtlIGkmXGsTOKgvekVmOq6o1eKKR22hUclMCmYhkirxdlud/EsvGE6f96ePR55pvDd3xZfVq165P3uw+bNzY43CW5LGeqplab3m+1CveauDeq1RITryJf/30BdaCuK1q1tC1BYb+xLV/Ngk26nO+rG88F1/XYkrEvWWQmmIvNXG8a9Kx59tHJ9X/yQOeMTpiuqeL6//WSMdoU0B/42/8uDAzKh/74mvNd6rVq4uRLcGQVr7jR97tvEdx5+VvvfH0pkXPW0h8spAdd7zZ3a0UeFKjkPr90+cahyLlSqW1XnfdrKvr/2pdOF7jffPvyyNHvaKa3XeK/TLVXgqU/F2UwGoyTN+LF77U6/wTZ9vLD/7benwl5rXX4zz9lrN0pNKxNTZRpeUymTj70LZj39Ub6ybXCNLrxekCy972tJGX28OMC7ONIIqybU1N9b8ucIKw/NVZ32/L7yy8j4lAZY3/8YDfZKPM5Ac73QQ7Nx3miuPrU/Zjz8bX7MveuX7xNfa59v8eHPFcKVWKu3OtemLHjRYnPVr+vIxb0nWWmGfOO3Bl7TpC15JnbnoaUjO6cnT0rlvN7aZpK/dffDsi41zZeq878/cmKcrRJ6u6rz0+tNeCT765eZgw5FnPK8rkz7+xVKwq9LozpI4/MVG0Ejya2Z+3NO1MNk4vlHk129yTVXnV9dC58Q3/Hi8GQe7onrjmKQl+5u0CpmfkI4+c/V6ybqLs36Pmr7g94R6rXFPiCK/By7XwmT0iO9L6zXSLi9qC36t1BYagebXv+AtNN78m+X3O/352mLjOPZsavx96m88mJtet92xkby716v/pfE6CTq2C0RH8W/T3Jj/f+gL0qEDvs+XDjWvm9ynouT+ER+D8Tcbv8Nd/Svu4oYexLNuRZVU9xYYcxQGAQAZtjgjhUiTUR8BjLW2MOWFNKlRGOrq92O+kKpULFfwmh9vFJjSBcpk/XaFzMqkV0i37/PPzlz0J87FuEK9MO2F9+lzjQpRUnhNBycuve6F+b6t0n0/3Kh81SqNyvnidGObtQWpNt88uGAU+fKLr0l3vUNL0/S2BgwOHWh+nQQ/pEbBO/lMUjk59x0fTG3bg3Haq41CdAi+7UNfiL9jRir1NPYxqfgn3XHqLd1905XrhSl/f37C09LV58GP7fuuDqJMX5B6hv3vYpungbWF5r7t4yeb31+YbhTak+O41BKjpYVDJVVJM/NAy6XXpB1v8Qr63vd7pfzKUT+P5iek/m3+PUlT63Slo9TTfF4VSo3Xc2P+d9ISIH28Tj0n3fvD/ne6JUh6/JJzL3n+Dd7ZqAhUZ6XiJq8Edg1I5Z6rj5XkT5YTSQWjWPZ9OvQFv7623Bt/Zt7zPalMRrVGBWn0iK83fa7RJSOphF8+2thGdd4r6EmwKQm+FeOqSW3RK6GDd0o9Q1K5t/E9o4d9ef82365Z8/WQnNdRzYOH1Xnfv/kxr3Buvc/fj+/JTabPN4JD2x5opHnsZGNf5sd825IHGnqHPahUnZO6h6QHfrT9PSOR5OvUOT9Phnd7KxipUbGfPO3d1YZ2Spvv9nPtvh/xgES9Kt35ds+b1lYjSaAhkeTvzMXmVlHdg6n0VH3/qhXp7vf5/nX1N49DUJn0/avO+XmdVLDTwZ9axa+XoZ2+j2MnG92Yejf7/SxJT7HL/w2hcawqk3GXpnO+v7vf7a/TXRZCHBhN53cSIBkY8XtKuuXN3JgHASZO+TZ3vztOS1cjHxanpf6tfjyT1iGn/lYavEvatMuv0aVKd3ytHnvWz8nqvPTwP2h81/y437vSaouNwHAiuWZag3HVip/fkh+/5FxMjvP0ee9GN3pYestPqK1jX/FjdO8PNrb16p9ID//9xgzuyTF84y/9nvXoT3garxyTBnb4+dIb32OvHPfjkJxXrffxtONfbc5nyVsgbX+k8TppeZTsU/K96aCWrTwI7MYOYKiooiIN95Y1MccYGACADKtMSaUezVa61S0CGGtq8oxXsGqLXgDdco+0aU/c0iEu6NYW2j8VXYgLvyHySu+ORxvvnX1RuufvNrp8pAtmR7/s4xB0D0rDe3xZoSBVU9uYHfWn48N3N28zqTQd/Upc4L/LC6bJUz7J9+XK8eaKW1KZri2oqQvBfDy2xPhJPw6zccVxpYJma3PdWvw6edq+4Oerps76/4N3LPM9qSeik2cblZF0xSrZp3rV/586J23a3dyNIN38fPp8o7I8d6W55cPADq+cLz3FjvyJ9Py4tGv/8vublh78cqmJffJ9ybUZGttP1Be9dc/sqD+dnD7v+Zt0jRja6XkwuMNfF0peSU8GHh3e48c9XXBPxrI4/lUPyqSPSWsXg+Rp+nKSJ9XpsUYW5/ycOPF1qX+kUalJ71Naqcdbi0ieR5Px+ByViUaQ48oxP+ZJJbS+0Ag8XPiuB0nSzffbDRJbmWx0L5Ea44CE4IGPpa5eFT8v+keaK0FXjnkQ4cwLfj7se9IrZO26Rxz+ov87dc6PeRJ8GD189Vgi517ydYpdHvBpZ+Zi4zvOf8fTVixLVfl1M3l65WsvOR5jJ/z/1iBKqbtxTU+d9ffnxvw+VK96cGH2cvttzFxsVHpb9yu5hk9+w4/Xa38qPfrjzZXj0y9cfW8o9zYCjFJjzJTZ0eZzdC4OknUNxN+Zao0wPx4H1uK0LQVKx/066epvXJfJ8UkCEenr/+Q3fd37H/dj0rel0aLgrT/VHHCU/LpaOk8XvcK+ea+08/sb+5MEJ9L/zlzye/D573jlfWC7byt9bSXHaXG2EWSdH/PX8+MeZCr3eJec7qHmYPrclUbwomdTY9uXjzTWm04NWJwYvDMe3yXy7Zd7G++NHvHATC1uuZYEpZP779Evp4I2s3GAMj5eZ15odLlMxi9ZCmK/5OfbwHZ/nfwGVivN3cIShbKk1O9g6zWW5OtyDwiGdl5zgGIL19GXZv/+/eHgwYPXXnGd/NQv/preLO7UD/ydt2nfnUP6Rz9wb6eTBABAe5cOSb//hL5webe2Fab03l/Lzu9pwsxeDCGsshbYWfvu2x0+988/olqpTwpBU4P3a/Pkq5JM0/17Nd+7Q9vGXtRi12b1zl9QvditYuuTfEmVnhGVajMq1eav3oik2b5dKtXmVIgWVCv1q7fSPNBftTyomf492jzxqqYH7lGxXpGFSD0Lo5rpv1uDM/7kdqZ/j4r1inorl1Qr9evKlndqxyV/6npx5H3aOv6yZvp2a2D2TZXq85rt26X+ubOSguZ671Tf/HnN996h3vkLmhh6WIMzJ1SMrq7ARIWSCqmWJpe37Ff/3CnN9u3StjGvAE8N3Ke+ynkVosWldWf692pg9g1VS/2a7b9bAzMnVar7MVksD6le7FVXdUKV7m3qWbi8dCzrxW5JpsiKKtdmW9JSViGqaqF7q7oXrmimf68sVNU/d1bjmx6VKdLw5KGr1i3UK5oafFBbxxsV3GBFWahreuBe9SyMql7oVrk2rWppUKX67LL5106yD5I0NbOzAbQAACAASURBVPiA5nvv0NDUYfVWLmm2b6eq5U0anmwMXlkr9alUm9N8jxfgPQ99WWJs+K3qqk5qYPbU0nsL3VvUvTCWWudtGpo+qqnB+7Vl4pWmdEhStdSvUr0iC6vr518t9cfH3DQ1eK+GppvHg6mWBzXXc4eKUVUDs28oWEEWgiaHHlSt2CdTpC3jLy9dG6Nb36XeygUNzJ6Kj819S9+Z5E/b49kzou6Fy7K4TjE59JDK1Sn1zbcfg6BW7FUh1Jq+b7FrWF2LE1ro3qqFruGl7XqaIy10bdZ87x1N58vUwH0amjmmQlTT5S3fr3qpT4X6gkauvNB2u8m1kWxrJVGhrLHNb9fgzEl1LzQq6fW4hdXY8Nu1afqIuhYnNNd3l3oqo037Uy0PqhAtLl0nrdflcoIVNTb8Vg1PvnbV9T3Xe5e6qpOqxveh+Z7tS/ej5N6Q/p7W8yi9rFoeULk6o8tb3qm++QvqWRhVsMKy98ikFVn34riCFZb2dbZvlwrR4lI6Kj0jqpYGVKrNKip0qX+uMQ7RTP/dGph9c2lfZvt2aeTKC5rt26litKieyujSvU7S0n2j3b5MbHpEw5OHND78Vm2eeEXBiro08j71zZ1ZuufWC10qRov+3rb3auTK80vpnunfo1JtTsVoQUEFTQ/ep8GZE+panIzT0AgeLHYNq1bsU7CCeisXr7oOJoceUt/cGZXqFdWLPSrW55auhamB+9RVm1Kt2Le0762Se7Tff3Y1HbNWfs43rvP53js0NfiAJC39nngaKpoavF89lVF1Va8eC+nK5u9Tz+IV9c+uMIBwLDl368VuFaJF1UoDGtv8fepeuLx0PV7r89XSoCY27ZOFurZffl7VUp/KtVktdG2J75NX1L04vrSPA3OnNLrtPXr88cfblkk29BgYdfMWGJt6y3QhAQBkW2VS6hnSQigziOcaCPFTnWppQKV6RV3VSdWL3aqWBrTQvVWy4lIBWFKqYN5ouVAv9qi8OKlqeZOieGCyud67NNO/Z2mdcm1GXdVJTQ49rKnBBzTbtyuVhqJKtRn1VEbjbVTUVZ1SvdgtC5FKtVlVuv1JbVToVr3YF683L4sLwZNDD0lW1GzvXRqeel2FUFWle5t6Kxc137Nd1fLAUoG+VPMnkQNzyxc6WytJpfqseiuX4mCI4rSUVarNqdI9omp5UNXygArRQnx0gnrnz2u+907N9u3U1MB9qpYH1bNwWbXSgGYG7lVIFR+L9QWvTMaF6LSx4bd6JaI+l0rLRVXLAxqaOabhyUOa6d+jub67VIiqmtj0iCaHHlIolLVl4uU4bYNxmv0J/0LXsEq1GRWjimqlAfUsXFapNq+JoYdVK63cb3rpmKQCLUPTR9W1OL5UASvV55sqL5IXqKNCSb2VSyrHeZAOXtQLXap2DSsqdMXveTClXG30LR8ffotXLKIFFYLnkR/TRnPzcm1u2eBFtXx1a4DpAX9wF8w033OHZvqbW/rUin0q16Y1MPuGJMlC9P+zd68xkl73nd9/p5669HV6bj3kaGYo3oaUKFKiZUq248jWWtKalh1yNzYWEmAgRjYrBIg263gRREZ2BUN5lV3A2RdRgNUGiwQB1oriBdbULm1akqn7xRxJlMjh8DIzJOc+09P37ro8t5MXp566dVV3VU911fM0vx+AGHZ1XU5VPVVd51f/8z+SrIr+so4s/1SHVlzJdpCf1dLBxxR7JVnTLM4O8zNaOPpLWpl7b8/wQpImqguNCZskN3GP/cax3+r24SdUnjqhXBy4iXFdEiiUaottYZSpf1NfCNcbk6W12Qe0PnO/Dmycl7GR4lxBR5d+rInqLRUC9+115LUvlbHGNF4b+XBTm1Mnthwv1dLRxms/yM8o8ia1MvdI4/d+8aAWD31QoTel+cUXlIt9lSePy8TtYUx58rgib0LLc482nqM4V9Liocd7PoaJtdkHFRZmZXNe/fH6oBYPPa612dOaqlyTX5xr3LfJ6i2Vp96lm8c+orXZ07p57CMtj9vW48jYqBHCFYLme8lU5VrjcZakWulw4zGMvJKqpXkVgjV5cU1+ca7tvlZLR7U2+6DKk8cluXDKmrxyNmoc54nQa1YLTFWuabp8SZFX0sb0uxv3qTx1onGe5L27231JjoWJ6s36+22k6c23VQxWG+/lqwcert/uhGSM/MJc23Xn4kC14mEVg1UdWfqJCsGaqqUjmqgttL3evKjigqPCAYX56UaIlZisXFch3NTywUfrAXbztXBg44ImqgsK81O6ffgJ+cWDjd+VJ9/l3iPzk1o78HA9qNkacrUey0Fxru13k5UbWxplepGraDiwfl5BYUZrs6fbblcyKgZrmqzc0Ob0KXe9Pd47g8Ksbh/5sFZnT8uLaoq8ycbzb7r1NGph68tAcnGokr+sYrAqL/YV5Qqy9eeo5C8pH5UVeZO6eewjqpaOyi8e7Po4tMr4EpKcPEWanShojSaeAIA0q65JJRdg0APjzk3PzunRRx+VTnzQlYJHgXT0P5OOvad5pqX7e28lefwDrlR36U3XN2Llkms+d9+vud+f+6orlc3VO/m/77fdEpEoaPayyHluCUllRZp+X7009ohbypA02jv+AXc9cyddKfOtc648dvqotPYhty45cfUnrky5suyWj5z4oCsDXnjVLUNZ6f4NXk8H3uXK5k89Wi/rfpdbR+8V3emH73Pnu/1GvfnokeZlH/5kcy334gVXRjz/sHT3Y9JLy83zvPasW9Zx30eklzo+dD72lHTlXa6E2hj3Qfvgh93ykIvPux4Ddz0m3X7Nret+7Pfc5YKPuGabh++X7n6/K8u+csatv3/fb0tvFFwJ9JEHm03uHvs914+gc5vbU7/UfZePVpOHpPzH3eN1tb5M4/R/XS+dXpAe+123VOX817o3vEvu//Lb0pWJrb+X3Dr5woT0Uj34OPVo7/GVZqX7ft3d/trV5vkWz7vS8/f8jltmYIz0knUl2o9+wj2+L/97d36v6Erlb78uqR4kPPxJV/K98Ko081izVHzykPTgx9z/L70pXa0/7+950pWobyxIb7asSS/OuKUuj/2ea1S60LKNpuSel/Jt6dj73HHVWmb+2O/Ut6idcM9/FLjru/myK2lvLAE53LxMa4l98lgnTRNzeVdOb2N3PyrLknm/6ydz/hvN60h+l2h9/Sfu/c/dMovqmlumUA8RGsf77N3uPPHH3TGdLGdaPC/Fp9zPxRnprmboobDm3ksmD7plD+fy7SXzxx5x9zsZy6kPu6VGb1i3HOKxp5rnvfhN93qorjSP07sebX/PS8Z692Pdm53e+5Fmv42Gu9yx9OAnXI+J0px7bEuz0kO/6R7rV/6De4xPfNDddvJ6fs+T7rhev+mu9+SH3ON26Yf1JRctIdZ9vyaV/p5bqpC8Tg99SDr5i81+Ge/9hHRt3t3W5q3td0xJejUc/JB7fG++LMUH3OO3csn1iHjZNh+j6Nfca3T1UnMpyHt+273XJO7/qHuck+vIT7hlFzZ2y26W33LPX9KnorWHzWN/X7r67u7LKk7/XdfLJQrcMXP5R+7vxKF7m+d5td6bZONo+3LFY+91703nv+GOh5d89/dk87ZkIz16/4fca+SlLssuHnnaHV9vfqfZ18Lk6vf/YemeX3H9Pu7/O+64al3WJbnj865H3PkvlNwSlo0b0l0npRvLkh5tP3/SF+Tw/e5xv/hNd2wXp92StOmj0k1XNanqavN1eff7pfmHJH2s/je2Jj34wZ5PfcYDDE+ejTRbyuvq8h3skQsAwF6rN5qsyqhkdi4lxg5yBenR33UfpOPYTSI6+zRMHux+WUk6dF8zEJg85D6gtTaGm553k9ckxEi23Et2SShMSocfcJPryor7YFe+Xf82rOV6SrNuopY4+YsuMLj+s2aAkDhR/8CWfLNVOlCfxD/qPnivvO1ChKWL7kPefb8mTR11H/Sv/sSNrbbmApmw1r6W3d9wH3KT5n2tt50vNRsuTs+7D7itjegK9f+frE8q5x+ur1uvn966trtT0mRz7h43/oOnXMO85LmTXIPQ1j4hhUk3jrlTrrdCsvZacs/F5GEXYCQ9CpLQqbUxYWLyUPP/H/pN99h3TjAqy9L8e9wxsXjRfZCfOOA+3Cc9PnI591jX1t2kpnUSmjSQbf1GsjjtxphMcDp3S2m9r20Td7nHuzDhxp4EGCbnGiyG1fZGnPd+pDmBSh7PJJBIJlnJ74pTUqn+mB17bzPAuPux5vmSfgFSsyFra6PU/ISb5CW3WZxq9ga455ddwLK50AwB7n7MPd4H73HBhtR8XXolFyQE1Xoj26Pt/RuSxznXEp4kk7rk9Zg0dZSaAYWNm810JTdJnDhYb7BYD1+8Yvt57nq0+f4xcUBtjj7kgqDkscl5zUag5by7vrlTLnzolFwmaXL6wG+446u66kK74lRzEjt1xK3/b71/re7/qPt38pC7H29+e+uuLQfvce9FB0+518mb35Le+1+45+DmWXf+0uzWIM7arfc76ceSy7nnsrbuxnf1J67Jom05rmfvciHb7N3NyyUhQXJ8e0V37OZbjrGp+ntK0kQ5l5fu+aXm76//rL35q+SCoCiQbp11P5/6UPP2Vi+7/hZ3PeqO+ff8drNPhFeQjj7o/nvtr1woUJh0fUBq6+64nTrizpe8500ckI6clmTrlz/tehUtv13vNdFRhXD8A27Sv3i+GezlS83H1iu452b1ijR9rP2yXtG9bg7dJ82dcA2UH/y4O96MaQa87/v77v3AGLfjyvmvS8X6e18S9r3rF9xxkrx2D93rfnf8/c0tWpPHPbne6SPub86b32oZU6F5HyR3vFrbDMdm73bP2ckPuaA/rLheG17BPc/3f9TtBjN73L3GF+Tez5Nj4+hp13el9e9Ncky3BpAdsh9gKNbMRF4bNb7NAgCkWGMJSYUmnsPQuvNA8qG0U6ml3Db5YJd8c+jl3Ycq/dT97uA9arZol/swLrlvtFu3Mkxu8/gH3LdgyQ4Tcyebk87CtGt4OHt39+aXh+5zH37nTnW/b8m4Wyfkc6fcBOzYI5KM+3A8ddRNLmbvlt7zya3XkzTDe/Dj7kNuvkd1QDKRy+W3NnmUmh8uZ+rNKVsnvPd+pDnBTL7Nk5rBQb1UWEdPu+co2T2kNSzKeVs7928ZR8tzk0x2ksskj9PMMTfJb931o3VCXpp1j1W3b0iL025M7/6VZvO7fLF9spV48GPu28/yovtGNpmQz51y9+Xy37pja/G8mxC1HqsP/Eb77g75Cfft7OaCu9zEXHPMUy0VMTnPTSI6g5CkYWir5PFobZ736O/WT6s/V0kYNXWkPSBKJiynP9EcczKekx9yk77WQOPw/dLBe+vVEAV3fJ77qpvYlWab15EvbZ2sJuNLAhmv6B6L8193l0+Oq9ZtSzsb/lnrjss4aG+wmIzx/r9T32Gi3vNiYq6+W06pvSJjqqXio9Px97udQApTW3+XPDbTW5fLuPtYv//JsovilPuvMFkPFFoey9Zv44uz7fen8zpnjrlv8Gc6nv/WEKV18tkavjz48fbtMbuZO9ncEcndaPO67vt1aemCm4S3vo4P1t/PJg+5QHDhVbe7xcpbLvRIjt3kPj/0m81jtTTrxtsaVknN94tWyeut8IvNBsuSOz6Pf6D9/aS1yWWrh59s/n/Oc9eZXO/Be9x9ePiTbkydOx15eem9v+OaZua89qqFnOf+u7u+S5ExLkDq9O5f2Xra3Kl6kHfIvU/d/9Fmc9xWrY9RErTX1tyxcORBFxjMHGv/+3HwVPP5Sd7Tjj2yNeSfmW//Obmt5G9Ex/IZFafrO1/Vz5svukbYyXGZL7pqqGT7ZMkFu0llSzLG1tdW6zHVQ7YDDOOWkMyU8tqo8W0WACDFam4JSWADFUx/Tfpwh3I5943S1GE36Y589+E56cpenGp++9Q5EdzuQ9T9H21OLlsn08V72s/X+WGvcXq+PQToNHnIfRBvnazmctK76mvo73qf+4C8k2RsSXDRGRIkZo65iXWvSdzEnPsms9uH6dbHba65fr2xJGHupLvd7aph+tE6GU8el+S05P4Z4ybYrTonH8kH5Xt+xYVMjUqCemVCcbr5uHWaO+lex4XJ5oQgWQIgucfn4D1uImKMqw6YfZd04HjzOjof48Kk++CffOCfOda8X8l5C1PtlSTbOfmh5nV1W6M+e9xV+rRWMLRKvv1sq8SoP97TR7tvW5vLufMnk9DZ465ypPU11Lkt4sO/JeU7Jpdx4L6pfvS/dDsCJZdpHeM9LRO/uZPu9dyoXLIuSJGa40zGkFTJHDzlxpYv1cOigiuz38nEXPfTk8l46UD33yc6l0Ikj2+3x1Nyk8LWXVe6aQ08upk82LxvjQAj3z4BPnCiWeXT6p5f7n29M/Nu2+DtHH3I3X4up0b44fV43UrudfBwlxA2eZ89/QkXJHcGkq2T9FxOyvUIaQeRTMh3Ml/fWvr2692XujzwG9vvRtPp6EMuwEgqijq3PO7m0L1uScepX3bvs0noletxXEnNx7DXe/Lh+6QDJ9uXGiXv/Z3vKd3ud7fjtjUEnznmQnypeSx0vuc+/MnmsrEush1gyFNeoavAqBJgAABSrOqWkARaIcAYpbmTbiLY+u11Px8ME+/+1a3f+rZ+23rXY+7bxk7HH++99ehOcrn2ZSed+viGyo3tUWn+vc0JS2e5eev1bfcNtNT7m8ydTBzYWpq+G9PHJL/eryCZ1EwfcxP2bo9Hcab9W9ZEEmCUZtzkMQ5d6NBrgtpq9q6tQVe3Co1kPCd+sfd1TRx0S1+S5yb5Zrv1G9Cc1+yd0a9DLUtxDt/vJnit983LN7eolbY0AGx+41psP+2hJ3sHO5L0SEuvhpMfkqL3N3+ennevw1ad13X88fbX1bFH3DG5cqlZJZIrtD8WnZNsY1zQk1QOtIZyxjS/8X/vU+55mzy0dRnXoJLHq9vypVadO5Akj29nsNP4fV7yemzjOohGuNbxb+Ldv+J6QMQ7/E2af7i55Ehyx1CvsUvu8U2e82TS21gWY7uPpVuYU5pxVVX9vD7H5YGPqa1CLLHTe2qnXM4dszuFYa2KU+4yiV7Pc6vkPbBXRV7r+1bcEVh0BhidW4T3UjrgqkOSEL5V0qejVVKp1EPGA4ycJuo9MNapwAAApFl1VZq5S4HNqyD+Zo1Ma0O93Wj99rybXE7Kdam06LakZdSMaa+a2G7CMSyn/+7Wb/WH4fj7m0sdpg43K2cOdfkA/dCT7d8y3//R5v8nJc7F2fq3lJXuvQv20nt+x33z2Bl+dJZvS4OFF528wtaKlFZJSNAqqYroLOUvDTCZ9vLtx123ZUmdOl8vyet20BDw/o82Q5nO+5aEDN1Cp91KJoGDPk+NCVuXie9eMNuEmA9+YudxHHp3+2ut1/K4bjonyjN3tb8md7LdMZwGwzyeBg09OpVmXeDT+fptdfAet+yl25KoTp3Xk8u74PDqj13Q0W0JW6/r6RZeSNuHLT1kO8AwOeVsTAUGACD9amvS0dMK5FGBgdGbO1Xv87HHhlFt0U3S/K4fnZPtzv4ESYnzfR/Z+s34KNxJKDFM3cK9fLEZDmXRdhO3vdC6DK2XBz+2tdJFcpUqrX1O9lKjCqvL4zPMCXg3cydc1UvCmN49Q3Dndgp8vEJ/r/HOqqvTn3CVbTlva0XViGU7wJCnPD0wAABZUE16YHhUYGD0Wjv7w9ntshhgEL36l3SrHtorU4ddw91x2euQBMPXGQSnaBlPpgOMWJ5yNtZsqaCyHymKrbxcn+tCAQAYpfo2qqE8eca6rdi6NUUEAGDYWsv9pw5v3+gRSLFMf3IK67uQTJdcOdRGLdTcJC9GAEAKVdekiQPybf1Pb1gdTpM2AAAG0dr4EciY3M5nSa9YnjzFyns5TRY8lpEAANKrtiaVZhUpp9hq684WAAAA2FamA4xIrgJDEo08AQDp5m/Ut0czCpSXgsq4RwQAAJApGQ8wPHn1rbpmS3lt1IIxjwgAgB78zUZH78B6VGAAAAAMKNsBhnFLSCRXgbFOBQYAII1CX4r8RoARigADAABgUNkOMFqXkLCVKgAgrYJN929hyv1oPSkgwAAAABhExgMMT56tV2CU6IEBAEgpf9OFFzm3a1agvBTSAwMAAGAQmQ0wotgqNh1NPKnAAACkUUv/C4kKDAAAgN3IbIBRDVxwkQQYU0VPZT8a55AAAOjO32gPMORRgQEAADCgbAcY1ionK0maKuYJMAAA6eRvSsWZxo+BzUthbYwDAgAAyJ7sBhhhLE+xTP3nyYKnis8SEgBACnVdQkIFBgAAwCAyG2BU/KixfESSJllCAgBIq84AQ/l31DaqxpgnjTGvGWPOG2M+1+X39xhjnjfG/NQY83NjzCfHMU4AAJBumQ0wqkF7gDFV9FQOCDAAACnU2QPjHVSBYYzxJH1R0m9JekTSp40xj3Sc7Z9J+oq19hckfUrS/zHaUQIAgCzIdoBR30JVSpaQEGAAAFKosweGvHdSBcaHJZ231l601vqSvizp6Y7zWEkH6v8/J+naCMcHAAAyIsMBRtxRgZEnwAAApFO3HhjvnADjhKTLLT9fqZ/W6k8k/b4x5oqkZyX9425XZIz5jDHmjDHmzMLCwl6MFQAApFhmA4xKEMlTswKDJSQAgNTaso1qXgreMQFGPz4t6f+y1p6U9ElJ/48xZstnFGvtl6y1T1hrn5ifnx/5IAEAwHhlNsBwS0jam3iyCwkAIJW2bKPqSeE7oweGpKuSTrX8fLJ+Wqt/KOkrkmSt/YGkCUlHRzI6AACQGZkOMHKdFRgsIQEApJG/KRWmGj+6Cox3TIDxgqTTxpj7jDFFuSadz3Sc55Kkj0mSMea9cgEGa0QAAECbTAcYnbuQ0AMDAJBKQVkqtgQY76BdSKy1oaTPSnpO0jm53UbOGmO+YIx5qn62fyrpHxljfibpzyT9gbXWjmfEAAAgrfLjHsBuuSaezQqMiQIVGACAlAqqUn6i8aNv31EVGLLWPivXnLP1tM+3/P8rkn511OMCAADZku0KDNuxC0kQKY75wgYAkDJhe4ARKP9O2oUEAABgKLIbYIRbdyFJTgcAIFXCzgoMzy0rAQAAQN8yG2BU/LitB0Yp7+5KNYh7XQQAgPEIq1KhowKDbVQBAAAGktkAoxpG8mwzrDDGqJTPyQ8JMAAAKdPRAyOw+XfSNqoAAABDkd0Ao2MXEslVYdRYQgIASJuuS0gIMAAAAAaR2QCj1rELiSSVCp5qVGAAANJmSxNPAgwAAIBBZTbAqASRct0qMOiBAQBIm84eGO+wbVQBAACGIbMBRjWIlLftYUWRJSQAgDTq7IGhvBTVpJjQHQAAoF+ZDjC2VmCwhAQAkDLWurCisweGRCNPAACAAWQ4wOjSA4NdSAAAaRPWt0ttCTBCeZIMW6kCAAAMILsBRhjJs+xCAgBIuS4BhmSkwqQUlMcyJAAAgCzKboDhR+xCAgBIv6AqeUUp1/EnNz/RDDcAAACwo+wGGGEsj11IAABpF1al/OTW0wtTVGAAAAAMILsBRhDJYxcSAEDahVUpX9p6emGCHhgAAAADyGSAYa11AUa3CgyWkAAA0iSsurCiEz0wAAAABpLJAMOPYsVWym3ZhYQeGACAlAmqHQ086/KT9MAAAAAYQCYDjGq9z0W3bVQJMAAAqdJzCQkVGAAAAIPIaIARqeAZ5WTbTi8V6IEBAEiZKJC8XgEGFRgAAAD9ymSAsVkLNV3Kbzm9lPfYhQQAkC6R77ZR7VSYlMLK6McDAACQUZkMMMp+pOlitwCDJSQAgJSJfMnb+jdL+UkpIMAAAADoVyYDjM1aqKmit+X0EtuoAgDSJgp6V2AQYAAAAPQtkwFG2Y801XUJCRUYAICUiXsEGMUpyd8Y/XgAAAAyKpMBxqYfaqa0tQKjmM/RAwMAkC6RL3mFracXZyV/c/TjAQAAyKhMBhjlWqSpLj0wCl5OYUyAAQBIkV5LSEozUo0KDAAAgH5lMsDY9ENNd+mBUfByCiPb5RIAAIxJr11IijMsIQEAABhAJgOMXj0wCl5OfkQFBgAgRXotISnNSLX10Y8HAAAgozIZYGzUuldgFPNGAQEGACBNei0hoQIDAABgIJkMMMq1sGcPDAIMAECqbLeE5B3QA8MY86Qx5jVjzHljzOe6/P5/M8a8WP/vdWPMyjjGCQAA0m9rCpABm36kE4e698AIQnpgAABSZLslJPu8AsMY40n6oqRPSLoi6QVjzDPW2leS81hr/4eW8/9jSb8w8oECAIBMyGYFht+rAoMlJACAlHlnLyH5sKTz1tqL1lpf0pclPb3N+T8t6c9GMjIAAJA5mQwwNmuRpkvdKzBo4gkASJWeFRizbgmJ3deVgyckXW75+Ur9tC2MMe+WdJ+kv+l1ZcaYzxhjzhhjziwsLAx1oAAAIP0yGWD0rsBgG1UAQMpEvpTrEmAUZyQbSWF19GNKp09J+nNrbdTrDNbaL1lrn7DWPjE/Pz/CoQEAgDTIZICxWYs0TRNPAEAW9FpCUpiUTG6/N/K8KulUy88n66d18ymxfAQAAGwjmwGGH2qqyxKSIktIAABp02sJiTH1Phjrox/T6Lwg6bQx5j5jTFEupHim80zGmPdIOiTpByMeHwAAyJBsBhi1ULOlLhUYeZp4AgBSplcFhrTvt1K11oaSPivpOUnnJH3FWnvWGPMFY8xTLWf9lKQvW7u/G4IAAIA7k8ltVDdqoaa7BBj5XE4BPTAAAGmyXYDxDthK1Vr7rKRnO077fMfPfzLKMQEAgGzKXAVGGMWqBnHXAKPo5RTFVnFMiAEASIleS0ik+hKSzdGOBwAAIKMyF2Bs1lxz8ulil21U80aSFMQsIwEApMROFRi1fd0DAwAAYGgyF2Bs+KEmC57y3tahF+qnsYwEAJAakb9ND4zZfb+EXDJS6wAAIABJREFUBAAAYFgyF2Bs9uh/IUn5XL0CI6QCAwCQEtsuIZne1008AQAAhilzAcZ6NdRMly1UJckYo6KXYycSAEB6vMObeAIAAAxL5gKMzVqomYnem6cUPCOfAAMAkBbbLiGhBwYAAEC/MhlgTBd7Bxh5j61UAQApst0SkhI9MAAAAPqVuQBjoxZqpkcPDMk18gypwAAApEUUbL+NKj0wAAAA+pLJAKNXE09JKrKEBACQJtstIaEHBgAAQN8yF2Ds2AMjzxISAECK7FiBQQ8MAACAfmQuwNioRTsuIWEXEgBAasTb7UJCDwwAAIB+ZTDACLZt4lnwcgpCAgwAQErsuAsJAQYAAEA/MhdgbNYitlEFAGRDHEtxuM0uJPTAAAAA6FfmAgy3C4nX8/cFtlEFAKRFHLh/qcAAAAC4Y9kLMKrb70JS8AzbqAIA0iHy3b879cCwBO8AAAA7yVyAsenvFGDkWEICAEiHqF6Bkevxd6s4I8lK/ubIhgQAAJBVmQswNmqhZrcJMIosIQEApEXSwNOY7r/Pl1y4QR8MAACAHWUuwNis7VyBwTaqAIBU2G4HEskFG8UZKjAAAAD6kLkAY6MaamabACPvGQIMAEA6REHvHUgSpVmptj6a8QAAAGRYpgKMOLba9KNtA4yil5MfEmAAAFIg8qXcDgFGka1UAQAA+pGpAKMcRJK04xKSMKYHBgAgBXZaQiJJJbZSBQAA6Ee2AoxaqIJnVMz3HnYhbxRQgQEASIN+lpBQgQEAANCXbAUYfqTJgrfteWjiCQBIjSjoswKDHhgAAAA7yVSAUQkiTRa3DzCKXk4+26gCANKgnyUkxVkqMAAAAPqQqQCj7EeaKvbufyFRgQEASJG+lpBM0wMDAACgD5kKMKpBpIkdlpCwjSoAIDX6qsCYksLKaMYDAACQYZkKMCp+pMnC9kOmAgMAkBqRv3MFRmFKCggwAAAAdpKpAKMc7LyEpOjlFNADAwCQBv008SxMSkF5NOMBAADIsEwFGFV/5yUkBZaQAADSop8lJPnJfV2BYYx50hjzmjHmvDHmcz3O8w+MMa8YY84aY/7dqMcIAACyYftyhpQp+6GmdtiFpJBnCQkAICX6WkKyfwMMY4wn6YuSPiHpiqQXjDHPWGtfaTnPaUl/LOlXrbXLxphj4xktAABIu0xVYFSCWJM7VmDk5IcsIQEApABLSD4s6by19qK11pf0ZUlPd5znH0n6orV2WZKstbdGPEYAAJAR2Qow/FCTO1RgFGniCQBIC5p4npB0ueXnK/XTWj0k6SFjzPeMMT80xjzZ68qMMZ8xxpwxxpxZWFjYg+ECAIA0y1aAEUQ7BhjsQgIASI2+l5Ds2wqMfuQlnZb0UUmflvRvjDEHu53RWvsla+0T1ton5ufnRzhEAACQBpkKMMp+pCmaeAIAsiIKpFw/FRjV0Yxn9K5KOtXy88n6aa2uSHrGWhtYa9+U9LpcoAEAANAmUwFGXxUY+Zx8tlEFAKRBHEj50vbn2cdNPCW9IOm0MeY+Y0xR0qckPdNxnv8gV30hY8xRuSUlF0c5SAAAkA2ZCjCqfQQYRS+nIKQCAwCQAn33wNifS0istaGkz0p6TtI5SV+x1p41xnzBGPNU/WzPSVo0xrwi6XlJ/6O1dnE8IwYAAGmWsW1Uo752IWEJCQAgFaJAKk5vf579XYEha+2zkp7tOO3zLf9vJf1R/T8AAICeMlWBUekrwKAHBgAgJSK/v21Uw4oU87cLAABgO9kKMPrehYQeGACAFOh3FxJJCvdtI08AAIChyFaA0UcFRjGfk08FBgAgDaJg5wqM/IT7dx8vIwEAABiGTAUY1TDSBD0wAABZ0c8SEmP2dSNPAACAYclUgFELYpUK2w+54Bl2IQEApEM/S0ikeh8MlpAAAABsJ1MBhh/FKuX72EaVHhgAgDToZwmJRAUGAABAHzIVYNSCWMX8ThUYrgeG25UNAIAx6mcJibTvt1IFAAAYhswEGNZa1cJIpZ0CjPrvw5gAAwAwZlHQ3xKS/AQVGAAAADvITIARxlax1c4BhmckiUaeAIDx67cCIz8hhf7ejwcAACDDMhNg+PXGnDsuIcm53wchFRgAgDGLfCnXTwVGiSaeAAAAO8hMgFFLAgxv+yHnckb5nJFPBQYAYNz6XkJScmEHAAAAespQgOH6XxhjdjxvwcuxhAQAMH79LiHxqMAAAADYSWYCDD/ceQeSRMEzBBgAgPHrdxvVfEkKa3s/HgAAgAzLTIBRC2OV8l5f5y3mqcAAAKTAIEtICDAAAAC2lZ0AI4h33IEkUfBy8mniCQAYt753ISlJEQEGAADAdjITYPhRNFCAQQUGAGDsIr+/CgyPCgwAAICdZCbAqAX0wAAAZAw9MAAAAIYmOwFGGKtU6K8HRsHLsY0qAGD8BllCQoABAACwrWwFGF5/w3VNPOmBAQAYI2uleIAmnvTAAAAA2FaGAoxIpcIAPTBCKjAAAGMUBe7ffiow6IEBAACwowwFGIPsQkIPDADAmEW++7evJSQTBBgAAAA7yFSA0X8TT3pgAADGrBFg9LOEpCiF1b0dDwAAQMZlJsDww1ilfH9NPIsePTAAAGMWBVKuIBmz83nzE83AAwAAAF1lJsCohdEAS0hyLCEBAIxXvzuQSO58VGAAAABsKzsBRtD/EpI8PTAAAOMW+ZKX7++8+QkppAIDAABgO5kJMPyo/yaeRS8nn11IAADjFAX9V2DQAwMAAGBHmQkwakH/PTAK9MAAAIzbIEtI6IEBAACwo+wEGGHU/y4keZaQAADGLA7624FEkrzSvq3AMMY8aYx5zRhz3hjzuS6//wNjzIIx5sX6f//NOMYJAADSr8/FuePndiGhiScAICMGWkJS2pc9MIwxnqQvSvqEpCuSXjDGPGOtfaXjrP+vtfazIx8gAADIlAxVYAzYA4MAAwAwTgMtIdm3FRgflnTeWnvRWutL+rKkp8c8JgAAkFEZCjAiFQfpgRHSAwMAMEaR3/8Sknxpv/bAOCHpcsvPV+qndfpdY8zPjTF/bow5NZqhAQCArMlMgMESEgBApgyyhGQf98Dow1cl3Wutfb+kr0n6v3ud0RjzGWPMGWPMmYWFhZENEAAApENmAoxaGKtUoIknACAjBl1CEvmS3XfVg1cltVZUnKyf1mCtXbTW1uo//p+SfrHXlVlrv2StfcJa+8T8/PzQBwsAANItUwFG0eu/BwbbqAIAxioaYBeSfMn9G9a2P1/2vCDptDHmPmNMUdKnJD3TegZjzPGWH5+SdG6E4wMAABmSmV1IamGkUmGAHhhUYAAAxmmQCgyvHmBENakwsXdjGjFrbWiM+ayk5yR5kv6ttfasMeYLks5Ya5+R9N8bY56SFEpakvQHYxswAABItcwEGPTAAABkyiBNPL28ZLz9WIEha+2zkp7tOO3zLf//x5L+eNTjAgAA2ZOtJSR9Bxj0wAAAjFkUSLk+AwxJyk/sywADAABgWLITYAT9V2AU8zn59MAAAIxTWHWhRL/yRQIMAACAbWQmwPCjAZeQhFRgAADGKKw1m3P2Iz/xTt5KFQAAYEeZCTBqQaRSniaeAICMGDTA8IquiScAAAC6ykyA4Uf0wAAAZEhY3UUFhr934wEAAMi4TAQYcWwVRFZFr88eGB49MAAAYxb5u+iBwRISAACAXjIRYPj1aopSof8mnrUw2sshAQCwvbDqloX0Kz/hQg8AAAB0lYkAo1ZvyNlvBUYp78mniScAYJzCASswvBIVGAAAANvIRIDhh7FyRsr3G2AUco3QAwCAsRi4B0aRHhgAAADbyEaAMUADT0kq5XOqBiwhAQCMEduoAgAADFU2Aoww7nv5iOSWkFCBAQAYq6g24BIStlEFAADYTmYCjFLB6/v8E4Wc/DCWtexEAgAYk7A2eBPPkAADAACgl0wEGLUwGrgCw12OKgwAwJiE1V1so0qAAQAA0EsmAgw/jFUaoAdG0i+DAAMAMDZhzYUS/aICAwAAYFuZCTAGaeLp5YwKnlGNRp4AgHEJ6YEBAAAwTJkIMGrRYBUYEo08AQBjFu1mFxK2UQUAAOglEwHGoBUYkmvkWQupwAAAjElYk7xBAowS26gCAABsIxMBRm0XAUYp76kaUIEBABiTgZt4llhCAgAAsI1MBBh+GA+0C4kklfI5lpAAAMYn9AdbQuKVaOIJAACwjewEGANWYBTzOZp4AgDGJ6wO2AODbVQBAAC2k5EAI1Ip7w10mVKBJp4AgDGJQslGu2jiSYABAADQSzYCjGgXTTzzNPEEAIxJ0stikCaebKMKAACwrUwEGLVgF008qcAAAIxLUklBBQYAAMDQZCLA8KNdNvFkFxIAwDgkW6ga0/9l8jTxBAAA2E42AowwVqkweIBRZQkJAGAcBm3gKRFgAAAA7CATAUYtjFUauALDowIDADAe0YBbqEquYoMeGAAAAD1lIsDYVRPPAk08AQBjElQGa+Ap1Ssw/L0ZDwAAwD6QiQBjV0088zTxBACMSViVilODXSZfcpcDAABAV5kIMHbVxLOQUzWgAgMAMAZB2e0qMoj8/l1CYox50hjzmjHmvDHmc9uc73eNMdYY88QoxwcAALIhGwFGGKlU8Aa6TCmfowIDADAeQUUqDFiB4e3PJp7GGE/SFyX9lqRHJH3aGPNIl/PNSvonkn402hECAICsyEiAsZttVGniCQAYk6AiFSYHu0yyC4m1ezOm8fmwpPPW2ovWWl/SlyU93eV8/4uk/1US62gAAEBX2QgwaOIJAMiS3VRg5EuSrBQFezKkMToh6XLLz1fqpzUYYz4o6ZS19j9td0XGmM8YY84YY84sLCwMf6QAACDVMhFg0MQTAJApQUUqDNgDI9m1ZJ/2wejFGJOT9KeS/ulO57XWfsla+4S19on5+fm9HxwAAEiVTAQYfhSrNHCAQRNPAMCYBOXBl5B4BUlmP/bBuCrpVMvPJ+unJWYlPSrpm8aYtyT9sqRnaOQJAAA6ZSPACHdRgVHIqUoPDADAOOxmCYkxzT4Y+8sLkk4bY+4zxhQlfUrSM8kvrbWr1tqj1tp7rbX3SvqhpKestWfGM1wAAJBWmQkwBq3AmMh7qtIDAwAwDuEumnhK9QBjf/WwtNaGkj4r6TlJ5yR9xVp71hjzBWPMU+MdHQAAyJL8uAfQj1oYq+gNto3qVNFTxSfAAACMQVCRpo4MfjmvJEX+8MczZtbaZyU923Ha53uc96OjGBMAAMieTFRg1HaxhGSy6KlCDwwAwDgEZSk/YBNPyV1m/y0hAQAAGIpMBBh+GA28hGSqmFeZCgwAwDjspgeGJOWLBBgAAAA9ZCPAiAavwGAJCQBgbILd9sCYeMdtowoAANCvbAQYu1xCUvZDWWv3aFQAAPSw2wDDowIDAACgl9QHGEEUK7baxRIST7F1/TMAABipXVdg7MttVAEAAIYi9QFG0ohzojDYLiQTeXd+lpEAAEYuKLONKgAAwJClPsCoBpHyOaOCN9hQczmjiUJOZXYiAQCM2m6beO7TbVQBAACGIfUBRi2IB66+SEwV86r44ZBHBADADsIqFRgAAABDlvoAoxpEmijsbpiTBY+tVAEAoxeUd7mNakkKqcAAAADoJgMBRqxSfrcVGAQYAIAxCCpuS9RBUYEBAADQU+oDjModVGBMFb1GE1AAAEYijlwFRmlm8MvSAwMAAKCn1AcY1SDSZHF3FRiTRY9dSAAAoxWU3b+F6cEvm59gG1UAAIAeMhFgTOx6CUmeJSQAgNGqbUheUcoXB79svsgSEgAAgB7SH2CEu9+FxFVgsAsJAGCE/E2puIvqC6legUGAAQAA0E36A4w76YHBLiQAgFHzN6TiLvpfSG7r1YAAAwAAoJtMBBilO6jAIMAAAIzUnVRgFKaaPTQAAADQJhMBxuSdLCFhFxIAwCgRYAAAAOyJDAQY8R0sIcmrTA8MAMAo3fESEgIMAACAbjIQYNzJLiQsIQEAjNidBBjFaSmoDHc8AAAA+0QGAow73YWEAAMAMEJ3tIRkUvKpwAAAAOgm9QFGJYg0WdxdgDFTymuTAAMAMEr+Bj0wAAAA9kDqA4xaEKmU390wZ0p5bVSDIY8IAIBt3HETT5aQAAAAdJP6AKMaRrteQjIzkddGjSaeAIAR8jdp4gkAALAH0h9g3EEPjJlSXps1lpAAAEbI35RKuw0wWEICAADQS+oDjIof7Xob1ZlSXussIQEAjFJtffdLSIpTUhxKEX+7AAAAOqU+wKiGkSZ3WYExXXJLSKy1Qx4VAAA93MkSkvxk8zoAAADQJvUBRrkWaaqY39VlZyfyiq1bhgIAwEjcSRNPLy95RRp5AgAAdJH6AGPTDzVd2l0FRimfUz5ntF6jFBcAMCJ3EmBI+7KRpzHmSWPMa8aY88aYz3X5/X9rjHnJGPOiMea7xphHxjFOAACQbqkPMMr+7iswjDGappEnAGCU/I3dLyGRpML0vgowjDGepC9K+i1Jj0j6dJeA4t9Zax+z1j4u6V9I+tMRDxMAAGRA6gOMzdruKzAk18hzo8pWqgCAEamtS6XZ3V++MLnflpB8WNJ5a+1Fa60v6cuSnm49g7V2reXHaUk0rwIAAFvsrrRhRMIoVi2MNV3a/TBnSnmWkAAARqe2docBxr7bSvWEpMstP1+R9EudZzLG/HeS/khSUdJvjGZoAAAgS1JdgVEO3NKPqV3uQiJJMxMsIQEAjEhYkyJfKh3Y/XUUpyR/XwUYfbHWftFa+4Ck/0nSP+t2HmPMZ4wxZ4wxZxYWFkY7QAAAMHbpDjBqkWvE6e1+mDOlvDaowAAAjEJ1TTI5mni2uyrpVMvPJ+un9fJlSX+v2y+stV+y1j5hrX1ifn5+iEMEAABZkOoAY6MW3tHyESkJMKjAAACMQLJ8xJjdX0dp1vXR2D9ekHTaGHOfMaYo6VOSnmk9gzHmdMuPvy3pjRGODwAAZESqe2CU/VBTxd0vH5Fo4gkAGKHa2p0tH5Gk4qzbyWSfsNaGxpjPSnpOkifp31przxpjviDpjLX2GUmfNcZ8XFIgaVnSfzW+EQMAgLRKdYCxWYs0vcstVBPTLCEBAIxKbf3OA4zSzH6rwJC19llJz3ac9vmW//8nIx8UAADInFQvISn7oabuYAtViSaeAIARqt7hDiRSfQnJ/qnAAAAAGJZUBxib/p1XYMyW8lpnCQkAYBRq69LEnS4hmXFLUQAAANAm1QFGuXbnPTCmS3lt1ggwAAAjUBtSBcY+6oEBAAAwLKkOMDb96M53IZnIa4MAAwAwCsNo4rn/diEBAAAYilQHGOVaqOk77YFR8rROgAEAGAV6YAAAAOyZVAcYG36oqTvsgTFTKrCEBAAwGsPqgcESEgAAgC3SHWBUQ83e6RKSUl4bNPEEAIzC0JaQ0MQTAACgU6oDjPVqqNmJO9yFZCKv9WowpBEBALCN2vqQAgwqMAAAADqlPMAINDtRuKPrODBZ0KYfKYjiIY0KAIAeqmtD2kaVJp4AAACdUh1grA2jAqOUlzGumgMAgD1VWx9OE884kMLacMYEAACwT6Q6wBhGBUYuZzRbymutwjISAMAeG0YPjOK0JEMVBgAAQIeUBxh3XoEhuWUka/TBAADstWFso2pMvQ8GAQYAAECr1AcYB+6wAkOSDkwUtEoFBgBgL1nrKjAm5u78uuiDAQAAsEVqA4wottqoDacCY26yoLUKPTAAAHvI35Bk77wCQ6ICAwAAoIvUBhgbNRc4zAxlCUmeJSQAgL1VW5e8opQv3fl1TRxw1RwAAABoSG2AsV4NNFnwVPDufIgsIQEA7LnKijR5aDjXNTEnVVeHc10AAAD7RIoDjOEsH5HqTTwJMAAAe6myLE0cHM51TRx0gQgAAAAa3hEBxhy7kAAA9lp1iBUYkwfd9QEAAKAhxQFGoNkh7EAiSQcm8jTxBADsrcqyCx6GgQoMAACALVIcYAx3CQk9MAAAe4oeGAAAAHsqxQFGoANDqsBgCQkAYM9VV4bXA4MlJAAAAFukNsBYo4knACBLWEICAACwp1IbYKxWAh2cKg7lutw2qvTAAADsoWEuIaECAwAAYIvUBhgrZV8Hp4bUxHMyzxISAMDeGuo2qvTAAAAA6JTiACPQwcnh9cDww1jVIBrK9QEAsMUwt1FlCQkAAMAW6Q0wKsHQKjAmC57yOUMVBgBg71RWhtcDY/KgFGxKEX+3AAAAEqkNMFbLgeYmh9MDwxijg1MFrZT5IAgA2COV5eFVYBRnJZOjCgMAAKBFagOMlcrwemBI0qGpopY3/aFdHwAADXE83G1UczmpdIA+GAAAAC3SG2CUh7eERJIOTRe1XCbAAADsAX9dsvHwlpBI+2YnEmPMk8aY14wx540xn+vy+z8yxrxijPm5MeYbxph3j2OcAAAg/VIZYFSDSLUw1sEhLSGRpMNTRS1tsoQEALAHKitScUbyhhe874dGnsYYT9IXJf2WpEckfdoY80jH2X4q6Qlr7fsl/bmkfzHaUQIAgKxIZYCxUg5UzOc0URje8KjAAADsmWH2v0jsjwqMD0s6b629aK31JX1Z0tOtZ7DWPm+tLdd//KGkkyMeIwAAyIhUBhirFbeFqjFmaNd5eLqgJXpgAAD2Qvm2NHVkuNc5MbcfAowTki63/Hylflov/1DSX/b6pTHmM8aYM8aYMwsLC0MaIgAAyIpUBhgr5eE28JRo4gkA2EObi9L00eFe58RBV9nxDmGM+X1JT0j6l73OY639krX2CWvtE/Pz86MbHAAASIX8uAfQzUolGGr/C0k6PF3UEktIAAB7oXxbmhpygDF1OPM9MCRdlXSq5eeT9dPaGGM+Lul/lvTr1traiMYGAAAyJpUVGKvlQHPDrsCYpgIDALBHNm8PvwJj8rBUXhrudY7eC5JOG2PuM8YUJX1K0jOtZzDG/IKkfy3pKWvtrTGMEQAAZEQqA4yViq+Dk8MNMA5PUYEBANgje9EDY+qwVF4c7nWOmLU2lPRZSc9JOifpK9bas8aYLxhjnqqf7V9KmpH0/xljXjTGPNPj6gAAwDtcOpeQlIOh98A4PF3UMtuoAgD2wuaidOKJ4V7n1BGpkvkKDFlrn5X0bMdpn2/5/4+PfFAAACCTUlqBEejg1HB7YByaLmqjFqoWRkO9XgAAVGYJCQAAwF5LZYCxWg40N+QlJNNFT0Uvp5UyVRgAgCHb3IsmnvujAgMAAGBYUhlgrFSGv42qMUaHpgtaopEnAGDY9qICI9mFJKZyEAAAQEprgFEe/jaqknRoip1IAABDFgVSdXX4TTwn5ty/2d9KFQAAYCjSG2AMuQJDco08FwkwAADDVF6UcoVm4DAsOU+aPMQyEgAAgLpUBhirleH3wJCkozMlLW7Uhn69AIB3sM36FqrGDP+698FWqgAAAMOSugDDD2Nt1MI9qcCYny3p1joBBgBgiPai/0WCnUgAAAAaUhdgLG36KuZzminlh37dx2ZLWiDAAAAMU1KBsRfYiQQAAKAhdQHG4mZNR6aLMntQiksFBgBg6DZvS9Pze3PdLCEBAAzZd95Y0A8u8LcF2ZS+AGPD15GZ4e9AIknHZieowAAADNfGDWn27r257slDLCEBANyxW+vVxv8vbfptPwNZkr4AY7Omw9OlPbluKjAAAEO3vocBBktIMCQ/fntJ69Vg3MNIlWoQ8Zhgz62WAy132QXx8lJZ1tqRjGGl7I+14qIWRmO7bezOZi1sOz7XqoGieDTH607SF2Bs+Do6vVcVGCUtbdZS8+ADAPaB9RvSzF4FGDTxxHBcWa7oynJlz29nvRpotTz8UCCIYl1d6W/8m7VQ1aA5YVrcqLXtQvf6zXXFsdUPLizqb169NfSx7qQaRPLDeOS32+m1G+u6tdb+LbwfxvqLF6+OaUR3Loqtgmh0j23Fj3Z8vL75+i19+42FttOstfrJpWUtdQk29kJYn/t0mwP5YbynAcP11Yr+6uUbjZ+ttewKuYdurG5fWRNE7jXe+h7ZzdfP3dTlpeZ77vOv3tL5Wxu6tlLRX750Xdf6fD/eC+kLMDZ9Hd6jAOPgVEFezvCiAQAMz8ZNafauvbnu6WPS5sLO50NP3SZpg7i5VtWlxXLP38ex7fpB8OLChjZr4a5vdxisdZO55Fu0UXyB8/xrC/rm68MPBc5eW9OZt1yYt7zp6y9evKo4trq8tPW5+fq5m/re+duNn797/ra+W//ZD2Odu76mDT9sTHR//PbySAOF587e0Pcv3N5ym7e7fD7daZKxnSCKdWO1qrLf/Th89caazl5fa7+9+kS281gZ5FgOo7jtNr9//rZWK9uHWhcXNtrO8+qNNd1aq+rHby/pzdub2ugIpXr53vnb+sY5d/ytlNvDgY36fRjmc51M/Ad9npJAYS96/nUT128vjLfe92++dkvP7xDkXV4q68dvLzd+Tp6bftSC9ttcWK81Xo/92GlCPm7DDIBWyr7COwjgNmqhfvTm4rbv9UmQ3c8x23m8hHGsF95akh+5f/tdhhTFVi9fXe36u90EjqkLMJY2fB2Z2ZslJMYYzc+wjAQAMETr16XZ43tz3bN3uevHrl1bqejqSkW1MGpMggb5IuOHFxf108vLbactbtQaocAr19f03NkbWy730tVVvXZzfVdjjmOrCwsbPX/fb9n5uevreval66rVJ2y9PtRaa7dM9jr1O0HrHNt6NegaMgzqdstnt6X6WG9v1PSTS8tdH4/N+jfjnb+r1O/HZi1sTCKvLJe11sdSklvrVX33jfaJlx/GW24j+flnl1d0s0d4tloJ9JcvX288J7Uw0vfO39bLV1f1yjUXKkSx1XNnb+hrr9zse4J0eanceK7eXtzUj95c1Ndeudn4fRjFentxs/FzrmMCnUx0WycVUWz19XM3ewYhkvRXL19XxXe3+9PLK223ubBR2/JtbdkPG7cl1V8vN5qvl9durOvstTVdWa5i7VfbAAAgAElEQVTozdsb+sa5m3ru7I22ioUzby3pxcsrstbKWqs4tlou+43H6luvLzSOa2utvnHupvv2+OXrWi0HurRY1l++dGfvr8kxtLFDwFPw2qdcyePb6zUZRvFQAtDkdoIkwIjab+9v31xSJYga7xG9nL+1oSvLzdfxW4vlbSu6/DBuPOfJMdZ4vk372DrH2mqzPiFfqwZaKftjD4W7+fbrC10DoJWyP1B4HsdW33p9QZcHqJSr+JG+/fpC47WXhB/bhQLJeatB9/P87PJKI5jwcu3vD53vF60VGtvZqIa6sLChH1xY1Bs31+WHsfwwVhjF9b9R7e9vFT/q+d4ppTDASHYh2SvzbKUKABiWsCZVlqWZParAmD3ulqiMaJ30fhPHVuu1UJeWyvr+hUV949xNfe2Vm41v/5Ly7yi2urVebfuwmUyKuvnu+du6Xv9WsFz/MFjxI11ZLmuj1pyY9fqmN4xivXJtree30iuVQC9fXW37UJd8gxXFVq/eWG9UIGwnmXAmk5NkrJ0WNmr61usLerbHZG6tGui5sze6fjN4a73aCISurzY/zH77dVc5dG2lqp9cWtZqxU1AdrvmP265XPK4Jnc/uX/W2sa3tcntBB0TtuTD+9++udT2Ib9cc6eX/bBrJURyXxY3a6oGka6uVPTy1VV9/dzNxtKWMIp1Zbmsr/78ul6+uqq3Fjd1cWFTP7zY7D3QGRRVg0jVIGp8Nl3YqKkSuOdtuX7esh/2vSznJ5eWdbYegHT7dv/mek0vXl5pHDtex3mSx8tveWySx3txw+86MYpjq1oYa70WKIjixsSj9bnunKh/7ZWbunh7s+20vGe0Xg301Z9da7tM66Tphbea3/pfXano7cVN/fDikr57/rb+Y8vxm4wzudm1ati4jOQCo7VqIL9eTr/T3GCtGnS970kgsF7dfmKd75gIBmHvighJ+tkVd2xtpzWs6ma1EjRe08lzGMa27blofc22euGtJX3nje7Vf7c3asrtUDhyYWFDL7y1pDi2smo/pmzH61Zyr4Ovv7L1/iaB1fOv3tK3Xl9oe0w2au2v1V7VcIN66cqqrq9WVPGjbYOA87c29ObtTW36YdcA6FuvL+hHb/a/BDQJrZPHtp/7cmmprOWyr79+5YZ+cGGxMY5wm78NyX3q9ffnrfprqlXy3t8ZYBS9rVHC6zfXt7zPlevvabfWq3p7sazvvLGgv3n1pjZrzb+frf76lRtt75udUhdgLOzhLiSSNM9OJACAYdm4KRWmpNLs3lz/9DEpClxIgjbWNidIFxfcN7SdH8jWq80mZGv13yUT4TCKdaM+0VqrBLqyXGnrsfDjt5f13Fn3YTmfa35cSq7v5aureqOlwuLqSkU/vbSib7RMaG+uVbt+A/f2Ullv3FrXWx0TuOa43Vg3WiZF11YqurCwodduNC+3uOkrjq1urVX1tVdu6vlXb+kvXryqN29v6rUb68rXP1x+qx4mVHt8i986ufn++dtbmv0lHy4X6pOFV66t6fX6ff/BhcVGafnftnxYTybfyYflCwsb+tbrC43PYJ2T284PsN8/f7ttctI6GU+CmeTfZPK4sFHTj95sH3vrBGSjFvYsed703bHyt28uNZaf+GHcFhwkI/jW6ws689aSLixsKIjixnF3baWqH7+93BakLJd93VyrNu5v8lwkqkGk51+91XgM1yqB/PrktrXxY2RtY9Ld6tZ6dcskNPmWuvUxTkKBJLhInp/FzVrb5+JkQv38q7cal08mnj+5tKy/efWWqkHUuI23Fzf1vQvu8Qojq9durGt2wi3Z3qg1l+nUwrgxqUmet+T6k4laEMb6m1dvNV6jUf3f1m+BS/n2qUvOGN1ar2ppsz0cS4KF77yxoJ9eWm6EbMn7QC2M2653uwqks9dW9fyrt/TzK1tL4JP7t7TZfW6RjCmpwKj4kW6sVnWzfhy2VkRcXio3woXtql2stVpYd9VHnZUtP357ufH+03zso7aKj2/1scTr2kpFKy3HfhJCJJVCt7q8jq+uVNzroRw03h+++vNrjYqiZHKdjOUb5242luetV0P5Ubwl6Oo2yV6tBLq9UdOLl1balor99PKynjt7o+39pFcI8I1zN3X22mrjMVmtBLqwsCFrra4sl7VSDvTXr9zQC28t6eZatW0ZSxjF+quXb+jstdXGdSSieohyrr40K7a2rf9H4oW3lra8511ZqWii4Gm5HOjWWlXfO39bYbS1wiuKm+H64kZNOWN0YLKgW+tVvVK/3YX1WtsxfXWl0hhr8np+9cbWED15z02uPwlCkst0hvKbfqgzby0piq38MNZaNdC562u6tlJtnP+7b9xu+1s2VfJUC+NG6Cm1h+v9hNz5Hc8xYtdXKjo+N7ln13/3XEnXeqSNAAAMZPWqdOBd0l6tY/by0swxae2aa+iJhjCO9czPrunxUwd1cWFTYRzr1lpVc5OFxnm2W3f/9lK58aFqpRKoXIvUklPo9oYrRc/ncgrjWHFslcuZxge6ShDp9ZsbmplwH6VurVXbqgQS67VQi9fX9K6Dkyp4Rq/f3NBK2dcD8zNbJh8/v7KiQ1NFrVXcuNyEu6Y3bm3o5CH32eiNW83Q5PsXuq8j//mVFUlqfJ6y1mqmlFfVd8toCp7RzdWa7jkyJclNLJIK1SSkqPiRJouepOaHy+XNQMfnJhtjOHXIXX52ovmYd0omK1frZdFXVirKezl9540FPTA/o0eOH9CFhQ2du76mpx8/IclNOhY2appZyevgZEHLLROpKLZa3mz/0Pv9C7f19OMn2j4kJ1ZajoFv9PhG+9BUUauVQJeWyo1jZr0a6KUrq1rYqOnpx08ojq0W65PUzklR8ny1vg1s1iegrRP4iYK35barYdxW7SBJlcAtdWode2ylF95c1uJmTb/5vrtVyudkjNEPLizKyxn9zvsnGx/8l8u+/url6zp1eKrl8m5Slyx1eP1mc4nSuetrmp+dd+MNm8dwMubWEKgauAnsRi3U04+fUNmPGt+SJ9URD8zPSHLPz5v1sO3KcllXlst6+vETjce4Fsb66aVlzZTca6izoWXyOLd+m1zKu8ewUUGSMzLWHReHpopaLvvycqZtonVpqaxDU+7L0UYfjChuO88r19d0YLKguw5MaL0aaKqYbwQc52+5x6o1BHh7cVN3HZhQEMWaKeW1sO7rx2+7+/Lw3c1AO3luc/Xr+vYbC23HT9mPdGFhQxvVUG8tbsoY6eShqa5LS777xm09euKAViuBXry80hhLq+RxrrzrQKMSp3UCHcZx12qRnHHVL3Eszdbf06ZLzcc6ea0lE/nm0id3jNxar+rMW0v64D2HGo/b4emiljb9tslvZwPbpbKve45MNZdAxLFevLyq2LplY52vDcn17JBcVb3kgrW5yYJurLrX54uXV3RluaynPvAuPXf2hh45fkCn75pVEMW6vFTW1ZWKNmqhzt/a0APzM21LAA9OFuRHceP+rldDvVCfoH/yseO6tFRWLWj2vMgZo0jN5+DstdXGMZ+ohW63o9mJgoIo1q11t6Tq7gMTba/RIIw1O5HX24uburFaVS2M9J9euq6H757V8QOT+ubrt/T04yf0H39+TScOTjYC7F9/eF4HJgr6ixevNgK65G/AJx87roKX06XFsm6tV3V7w2+rnin7ob752i195PS81iqBfla/XCIJ2PxGFV+onDF67/FZnb221qi2SkKzyfp7XBi719f3zt/WWjVQNYj00F2zOjJd1Lkb65osegoqsS4ubNavt/maSF7vH33o2JbnPmEGKeV74okn7JkzZ/o+/6D8MNbD//wv9dN//gkdnNq5CuMP//APJUn/6l/9q75v40vfvqBXb6zrT//B47seJwAAkqQX/0x6+c+l3//3fV9k4L9d//rXpN/4vHT647sZ4UCMMT+21j6x5zc0BPc++JD9zJ/87zoyabRYtToxY7RYsSrkpAcO5lTyjN5ei3W7YtX2pZGRks+bpbybGB4sGa3UrIJIumvaKJ+Trq67M82VpPVAevRITiVPurJhdX0jmTy5yx+ecLd915TRemB1aMLo6rrVkUkja6WlqtV9c0ZhLF1et8oZ6fFjOf3kZqz7DxrNT+a0UI51cdXKy0lzRXc9B0tG5cCqPl/XdEHaDKSpghTEUj/V0qcP5f7/9s40SK7rOszfeUvv+0zP9CwYDJYBsZMEQYqkKC4iZVK0RCa2nKKXilyx44qzx3EldjmVxfkR20k5dhKVbUV2EjuxZYVRbMVWbMu2FJdtkRIlbiIJkSAAkiCxDIBZgFl7um9+3PfedPf0AE1yehbgfFVd6H79pt+5K+4595xzeW2iTjkljM9auXcXHI5P1ulPCTNLBmMg4wvnZg1JD2KurZOFGsRdWKjB+JwhFxP2FB2eH6/RqANlYrA95/DShWZl41Cvw7GJOq7A/BL0JG09J1xYqtvfHcoINQNnZwxjRYd8DF6brHN5EZK+ba4ri1amxZr9zW9drJPyIOYKE/PLZXpnpk4nkRYJjyb595Ycjl2yshcSgjGGqYYN9X09Dq9O1KnVIenBXIv+57twpM/l3GydU1Mm6mOeQ9T39pYcEh68MF5nV8G2CbT8XkPfbCVs+0b29Ti8crGOI3Bbv8OZGcPpy8s/UE4JApyfbf7RnqTtr64Dtbrtv/1pIRcTzs7UeWPa3r+/xyHh2v4fytsJIznh8qItzqX55mcfLjtMLxpOTZlIjlb608K5mebroawAoznBdYRT03XqBlyx9byrIAjC8ck6cQ8a0yWILIcu+C70JITpRdPUX0oJIenB21cM+TjsLVll7OkzdqDl48tjZ2oREq4dqzUDFxrK0Z8Slozt21MLhjemDSkfduRXjpFWdhWE3uTyGDvU61AHZquGk1OGSlpwG+anSlrYnlu2vIayrkZrnTf2BVfsGCskhMl5Q9wDjB3bJ6frxF0bCjPZ0KYHeh2Srp3Xzs3aeTjmwuSC7f/jDX0vrLuQvpSdD24uO7x9xfDOFfv++fHO+1pPUriyaOxckhVmqjBTtXN5OD5SPhzqdXltss6loOwp35Y3H5dozDhiyz69YIi7y+Mt5tqyDGcczs3WmV+yc1dINgaXF+14OTZRp11U0FjRIenBG9P1aG7pTwulhB13AM+cq9GTkBXjtbEvH+p1eLGlD91RscbMdm1fSds+fWm+YU4T2J4V3pkxlJPCO1ds/2w3d6ZjsK/ocGnecGLK/v9QB24pu1yYq/P65Op2hMYxC3YO9B04NlEn6cH0wrKMBhjNObw2WWc4I7x4oc4dFZeHHnqo7ZpkU4WQnJueJ+G5Tbsna81IKbUmyaQURVEUhYlTUBzt7jOyA5rIsw3hxuNs1SrEuZiwWIPZJZiYN9SN4dK8NSaAXYQCTQriwpL9u8uLJjIGnJsxkXIAkPaFnG+VohNTy8YLsIuzlA+9yeVnZH0rhyNW6QwVuMW6lQ2sAu0H22AnJm1M+tlZw+6CXeBdmjf0JoXxOWu86E/Ze1O+/XcwvfryrTUkOenZRf5AennbrVq3C9EL84Yri3ahHtaPCPSnHM7NGs7OWOVrpmooJYSZquGN6XpTSpaYa40pJ6dWrtqPTdSp1iDpBfJ7UE5aJWN7zmGsaBWXszMG37VK8utThmrdKgMzi9Z4ARB62k8v2sV23LPGnVJSSHhwfLIz40VjPQLsyAv5uERtmHBt+Rs5NWWNFz1Jif422eDDXK1ZucKceMmgLjOx5eccu1RnsbasDIFVmBuNISlvZfuFtBovwCpDYBWK8dlm4wXA7JIh48O2rJXDEUCgEIeDvQ43FZ3gtw2vXKyzUDM0OGAwWzV883yd1ybqtHEeiehJSpP3ie8IMWel8QKsASds70ZFOhfk7y8mJKq/SGYg41slEODUtO2HO3IOTmC8OFx26E06hFHorbkejVmu25RnDWat/eXSvOHtYHzPVGF+yfBqg+FmagG+dcEqsLeWrUHz3KzBc2iqn3OzhoWa4dilZWPQQo1rGi/Csl2pmqi/v3ihzksX6pycMvSnrdElLFtvUjg7Y3j6TI0TU/UmBbZdP3Kc5TpPB6rWYNoarxp9CEMDxUKgqF+cN2R9IebaubKxrBPzhpPT1ngBMF+zY9UV8FtkmG8Il+lPC0MZO1e+ddlEBoGzDYarcO522pQl7AvlpDW0OoGBIRdbNuyGxpL5mvVCu7zY8NtxwXetASUbs4aBTMz2gZ5gjgpJeJCNCVeqhtkW4wVYQ0zKh29P1Em4zZ5Y23NCT1KYWzK8MF5vMoyem7Hjbm7JcHzSzjHt2q2xL08vNo+pckpW5LoJHJoYzds5++RUs0EWY+em0HgB7Y0XADOL8Oy4/b8v5tq6DOev1nwYrYTGC9exxr9szI6Tan3ZsFtISGBQtv340pxhasHgXsOpdVOFkJyZmmegkOjqkULbSineuMpxaIqiKIrSMROnoHKwu8/IDsD02919xhYkFk9y4OABAG6qZNlbybG4VOf4eZuXYKiYRN6c5NBwnqdOXOSRgxUuzSw25WkAuGVbgefemiTmOizW6uwbyEXxy7mkz927enjrko0fjnsulaVGJUHY059luJjEe/kct2wrMFet8e2zl+kDjo6W+MYbEwwXk9HmSQUopGLct6eM++3zTM1VKeST7Jqe56MHK7x67gqvnb/MB3f3cmV+iYTvUjOGZ05d4vBwgRdOT3LP7l6+fupSFFN+z+7eKDHpoaE8F64scmZqLqqXkNpzy/3oUG+6ydU5rIdiKsYHd/fy+y+eIe45kbv7A3v7okz7PQ319+C+/ig0Y09/loWl5lMuAMb6srx2/jKHhwsMF5OcnZpnqJDk8sISscAd/NBQnonZKqcnZjk8XGC0J4V5/h36sgmm5hajsvZlE9yc8CikfL7xxgTbe9L2FJW5KkdGipF7+dU40OBef8/uXnoycQ5Oz/PUiYvsG8ixpz/LXwQ5OAqpWBRLvqucoVqr8+alWQYLSd6ZnGNHQz3uLyQZWVji9tESf/LKOfpzCfb0Z6NkiMPFFH3VGvsHczivjvOhsTJfO2kT75XSMfJJnysLS1FOipsqWd68OBudnJJL+pGLeNtytXwWET6wo0R/LsHvPvc25Uycu3f3Nt1z5OJsdMpOFaj4LoXgecPFJOkg9CcMpQKiOol7DgtLdW7bXmRytholIbxte5Fz0/PRKRWVXCLKNxOyo6X/HRjM89I7U4yUUgwXU1F4VDbhcXl+iXImzlh/llhwfaiQ5OhoiWdOXeL85QU+erCCiFCt1am2JKN1HaFWNyR9l7lqrWmMh9+FhPfEPYe9lRxLpycZbKnXxnEV1utCrR61zW3biyws1Vc9NrK1HY+MFPnmm8t5juKey96BehSSFtbfwwcq/NHL50j5Lo8P51lcqjf9XV+b8jTSn0tELv+PHhrgiy+e4dHDgywu1fmjl20YxXAxyemJuagewjoZ7U2zuFTn9fErbAs2g/f0Zzl5YYZqrU4F6M3EWViqMZBPUqsbPFeik2VEhP5snHzw/LG+LPsHc9w5s8jTJy+SinlRXpawh4ZzUj7pR2FHMdchFfe4b0+ZiZlFiukYvxvMaw/eMsTFKyuPaI17DjNLdfYEPzxSSnHLtgIvvm3DPXaVMxwcyvOtt6d4ffxKNJ+Gzx0qJCln4zYUaWZlrpQPjZVZXKrz9MmLjPVliXkOU3OLHBjMk/Bdjp+/wluXZsk35K8ZyCej3DXppE9lrkoF2N2XiUKWwhCcRiq5BP3zS8wsLvHwgUpTWNr281eIe45N0msMd+3q4akTl6LQsnC8Ajy0rx/PlSi8aKiQbMoBFbZZ+LfDxRTlTJxn35qgkkvwgZ09zFdrvHFxlmNnm49izsS9plN50jGPh/YvJzp3XjrLXLUWzb1np+Z5+uRFhoPvBwtJ+marPLh/9eTom8oD48zUHINdzH8BttOev7xw1eQ4iqIoitIREyehsL27z+gdgwuvdfcZW5zBgl07xDyHdNzl1MUZnntzkkzCi7wF4p7bNmN6Ju4R91wyCY/HbxmK4r8BbhkuEPdcEsFWYuOpIA/s7WMgn2SokIzifmt105Twsycd4+bhPKWWsNhwV/n+m/rYP5DjzNQcxVQMz3WiuPOY5zDam6aST5CJWZlCD9W47zZ5QYTx/dt70oz2pLltexFYeXRjI635GMLPrmPd87Nxj/lqjcFCkgODObLx9nteqYbfGcwn2RvE/9+9qzeKYQ7L5LuC7zpsK6VwHCEdW/5bEYnqvpJb3swqpWOkg2dLkLCxLxunN2O37F0Rbh0p8sBNfR178OaTy+0RtldYV+FpEeFWWmPbxTwrezkTZ1c5QyWX4PBwgTt2lOjNxHlnco7tpVSU06FWN5TSsSgXyemJWRxHouSqSd+NPIk+NFZmpJRirG85f0Jrv7l5uHDVcvVm4pTSMfYN5MgmPIwxUR6Te3b3ciToF434XvOm4Xy1xsGhPAeH8pyfXiDuOfiuQz7pc2TE/v3O3jQfPzzIXbt6o3oJ49YPDOatkpVLRL95dHRl/p5cwudDY+Xoc5jjxRGhnI3z0YMDlDNxRkpp7trZw8HhPH7DtuyO3jRglf/QeAHt+/xD+6wiNJBP0pdNkAtytoz1ZSkH/SjEGs/SLNbMqkejNv7NoaE8N1WyUa6AXMJnqJBsO9eE3B7Ux47eNEdHS015EMDOM+GYHiwk2d6TppSOkfBdfEeYWVyKPreT7a5dPSuuHx4uRPd/cHcvvuvw+C1DuI7gBfVaySU4MlIk6bvRmAOb7yeb8KK+1BfknujJxCI5wY7VmQWb4NVzhZS//ButuWzCabKQ8lkKjr8Nx+LtoyWKqRg9QT1nGmS5e1cv947ZflcMTq388N4+PhgY5sI5IOwP9+0pU87avhj3HO7a1cOBwTwiEvWV8G/CfpFL+vRlE4yUUjx8oMIt2wpkE/4KY0I476dibjTHFdM+u/sy3La9FNX3SCm1IvluKe3z8cOD9OcSTcasXeVMJEelYQyFnJ2eZ7iUxHVkRfvv7suwrZQi7jkkfJdUzM4B6eD/j/sb5shUzCXuuVHKhiMjxSh3TV/Wzr/hvYeHCxwcyhEP/h+MBS4YCd9tyvcS0nryU2tuqLBdw3kw0eKq887k3IpTe1rZVB4Yr4/PRBNSt8gmfLaVkrz0znQ0gSiKoijKu6Zeh/OvQN/+7j6nfJPNtaE007C+aVSuwyR/M4tLVPIJsgkvcnX12igVnutQSPnRYjb8e/udrLgWkkv4kaEA7O5mORvnrUt2Fyub8Ej4Ltt70lGm/XDXs1HJGuvPUs7Go8VouChuPG0hXBznEtbYkvCcplQJjiN217aSjZIFwkoX348eHMCwnBX/oX39nJ6Y49jZ6Ug5Cf8kl/SZnq9yaCjftFCOuQ63jhR5+uRFHBEcR3jkYIU/+NZZUvGG+zyHXGCQCH+7ValrbI9swmOpZiikYtH9YbLK0AMi3A3sa1jYt0vyF/dcHjlY4f+9Os7k7CLbe9JNXiHZhBft7IenK4TKcdg2Yf02GkWMsUaC3t12Af6BnVZRHMgnKaZifO3kpej+mOtQChSsO3aUol3ihaV6tDiPe05TgsxQmfjw3j7+9Nj5SFGAUKmzvz1cTHF6Yja6fvHKIuNX5jk0nI+Un8WlOpfnr0QGpp4WRT0kbJMjI0VqdcPzpyfJJXwcsXXbl01wx45S9JsAcd/BcYRU0E6e40THse7uy0QyvnlplvHLC1FSx13lDBeuLDA1VyXhu5TS1hPpqRMXoz4WennEPGeFt0ioBI71ZaPyOG0UnYf29fPHr5zDdx1yCZ+E73JkpMhQIYnjSHSCSibuRclWQ/pzcfpzcU5dnOH18SuRJ8JoT5pTF2fwHKdJad8ZKH13jJZwXYmU7Xhr/EQDfoPBIOzLd+3qYWq2ylAxyZdePsdgIcH+wRz5pD3RpZK39x3eVuD89Dy+61DOxnn8liHOTM1FnmXpuBfNIWDHwsJSjb5sPPLMaFV8fddhtCfNgcEcIhIZBu4dK/PNNye4srBELuFTTMU4MT5DTzoeGX4bjUpxzxq6zk0vUEzHGOlJ0ZeLU63ViXlOUzLRMFmsiJ27ZheXyCU9JmerVHIJBgtJ6nWD6wildCzyDnCclccDZxM+oRrtuQ7lTDwyihRSMW7Z5nNTJdtkCAnLHdYZQD7lk455+K6zwggUzmW+a8fs/Xv6SAenaST8ZeN4Ibkyh2PMcyIPoxDPsWNo/2Au8ooJ22Z3X4Zn35pkpCfFpZlFzk7PRx6ClVyCvZVck2ddK/fdVEaQaJ5xXeHjhwdxnOVwk/DfO3eWqNZsgurQcBly/LxNOB3q5gl/eWyu+uw91ij51IlL1I2hWqsz2qLbl9IxTk/MRn0n7I/7B2x//+qJi6t6EUX1d9Vv15lXz17mg2O9177xfXLLtiLPvzWpBgxFURTlvTNxEkwdSju7+5zyPrjwKtRr4FwlEP0GI5/0efhAhTNT800L2r5sPHJxTsc90nGPj99sncBbj2AEq8ANFZKR4h4uzuKe3cGCZWXEdayCcufOlTuc4bX+nD1Ws3EBXEzbHT3fdbhnd2/T7ibQlLg87q9U9r1gtxTgkYOVSJZqDT4SuNmG10N811lxLH3jwtN1hHTcixaRKd/l8HAhUrrzSZ/TEyuNDiJWmbp3rBwpj3HPjRbIoZHBDRbLDx+oRIpCuxDhu3b20JOJR0pueLIANHuFNJarkdZj/e7f0xcZnsKdWhHhzOQcNWN4aF8/Cd/lw3v7+cvXL0RtEXlgtARfDxWTnLhwham5amRIakfCd7l3z7JHwUcPDTR9f3Aoz0K1zkhPioTv8pH9/W2Vb7AK2XAx1XS6S+hlFJ4qEB4DPFhIBt/lm37DKphOW6NdI35wmslAPhF5HOSSXrQbXq0tHzcaGfTc0KMmHCsOBwZz7B1o3o3d058lG18uQzruBYqZVJ4AABFeSURBVO711cjYVUjFeOTgcl0t1VZXXFK+SyVnFfurESrwt4+Wov7U6OWQavD8OTSUbzrtorWP3runzMzCEj2ZOHv6syzW6m3bLZ9q9v5pZ/QMCcdUY7/uyyboCzwFHtrXv2KOCBkqWK+vRkIj06kLs2QTXqSoDxdt3/jayUuBMSeYz9rMgzdvW/buqeQSzFdrFNMx+rIJ5qozpGIuIhLNN/ff1Nck/4P7+knHXKbmqkzMLuI7y7v0rQaTj+zvbxrHPZkY8XmHuOeSTZiofh1H+NjhwSh8JOkvz8lX4+7dvcwtLh85HM7brURzX9Af8kmfD+9tf/KF5zpk4h6FVIylWp1c0kNk2ZvKcZaNBO3Y3ZdhVznNUt3wxYYQp3ZtEfcc0oGHxI5yOgofqhvTVOer0dr3pueqkVx3jJYiI2F47ypdjV3ldJNjQbrBYNmK7zo8uK8vevYjByvU6waRlWMq7Ifh74R1sK2UivrK7DUyVG8qA8ZLZ6b4G/fs6Ppzbt1W4KsnLvLDH+ryolNRFEW5fnnzKRg60j7D2FqSG4R4Bs6+AIO3dvdZWwjBLo5bPTcdRxjtSfPWpVkGC80uuAnf5e5dvfzl6xeinUnPlSblJlxM3TPWGy0Ww2uldIyY67R13Q7pycS5q2W3O5vwI4PGajvhIfmkzwN7+66ZD+xDY70s1c2qC/pHWxToRj6yv78p7AXsAr2xLvNJn5jrtFmQ2/vDXdqQ8D4R4Z7dvZHC0FhX7dyC+1rcpNst0BuvJWPNdd+6G9ioSDbW4QN7+zCmWZ67dy1vmoVKZZjOcGc5TcJ3cB3h/pv6qNU7Ux5WI3TPDgnbrV14BRB59xTTMRamlndoWz1EVqOUWQ5duRrZuMedO0t4DWEioRIyXEySaTBAhO3X2AahYQ3Aobl+ejPLoT5hn3stiO9Pt+m3d+3siY4lbofnOpHXy9VwHOG27UV6M+1PNBQRjowUqeStUXHvQI4XTk829Qew4RiNCngy5pKkMyNy2J+Gi0l81+H0xFzkbSMiHB0tRcbCVlYzXqyG6wgD+SSldAzfcaJ+X6sTecb4rlBIxcgl/LZhNo00zocxzyGb8FfMR+FY2FPJkk/60XgPw8Da7dLft6dM3HNXjOEwNCk8DrWVXMKjkktw+2hpVQNBK8nYyue00s4j5Wq/Hxo3VpubryWbDVtpTbi5bLAOjWi9mTi3B15PfdkEDx+o4DiyYnx1wu2jpaakorZOOuvDItKUTDM01lTbeL0lfXeF4WS1+sgFbRzWhYg0zSOw7G23GpvGgHHywgyXrixy87b8tW9+nzx6aICf/YNjfPZrb+I6wvcc3db1ZyqKoijXGcd+D8a+o/vPEYGbHoWvfgrGHoZ9HwO/u/mitjqldCwIP2gTI56N87HDg1Rrdf7wpbMrlGrfdRgppZpyO4TKyM7eDIVUZ3kW3g+5xLWf0clOZCd/W8knVsRng83fcdtoc86ESi6xYqe5He2MNK0J594NobI0Uko1KeWPHKy03Q1sx7We3brYHsgnm571fowXV6N1N72V20aKbY0VrXHlreQSftOu+mqISLTzL9JszLtte2nFva2KRqeEfS5UftrVZ6sx6/0wXExd9fvGcu7oTbcNYW810r0bkjGXo6OlqH0PDxeiMCK4dru/Fxrnuw/v7SPmOVE+AhEh5gkPrOJhsBrFlM/Vun4u4TfNV6HxpdGTKqSQunp9DuQTbceziHRkuHq3ZDuYZ1vlWAuOjpZW5LfYUU6zOzByOo401el7nTdh2XNrrWjn2VdIxdheuvp4a/2Nq80jYZjO1dgUBoxvvDHBp//sdT6yv/+qLldrRSWf4F98/AD/+9m3NYxEURRFeXe89XU4/iU49efw2H9cn2fe++Pw+R+B5/477HpADRgdcLVFn01U6a66iLp1pFlxFxEODOYpZ+NdU2Q3imzCX6Gogl1Eh4ptyPtRIt7PIjzM5dHaLmu9Zjw6WooSFG4WVtvFHC6krhpusVnZVc5cU5HdDIT5V94PrUaKkVKK+eq1j1JdC0LlPO7xno1OYI1K78awNJBP8rHDg+9pnuzEY2gtCXOIrDet/eLISJH+XOKa4V6bgXaeffc1hM6tBffuKVNd2gIGjF/6yuvkEh4/+ei+dXvm931ghO/7wMi6PU9RFEW5Tjj/Mky8Ad//JKS7n7cJgOIo/NAfrc+zlLaEyQmV9ac1L0W36MaueLcY6Ukx0tP5rudmIeG7W6Ke34/BbTVaDXDXK9ebkbfbtJ5Cc6OTiXtwDTvypjBgfOaTRzdaBEVRFEXpjNs+aV9KR4jII8AvYgNvP2OM+ZmW7+8FfgE4DDxhjHly/aVUNjOtx4kqiqIoNy6b31dFURRFUZQtiYi4wKeAjwL7ge8VkdZzZ98EfhD4zfWVTtkq9OUSG+LqrSiKomw+NoUHhqIoiqIo1yV3AMeNMScAROSzwOPAy+ENxphTwXfrExyuKIqiKMqWRT0wFEVRFEXpFkPAWw2fTwfXFEVRFEVR3jVqwFAURVEUZUsgIj8iIs+IyDPj4+MbLY6iKIqiKOuMGjAURVEURekWbwPbGj4PB9feE8aYTxtjjhpjjpbLa3t0m6IoiqIomx81YCiKoiiK0i2+DoyJyA4RiQFPAF/YYJkURVEURdmiqAFDURRFUZSuYIxZAv4u8IfAK8DnjDEvichPi8hjACJyu4icBr4H+BUReWnjJFYURVEUZTOjp5AoiqIoitI1jDFfBL7Ycu2fN7z/Oja0RFEURVEU5aqoB4aiKIqiKIqiKIqiKJseNWAoiqIoiqIoiqIoirLpUQOGoiiKoiiKoiiKoiibHjVgKIqiKIqiKIqiKIqy6VEDhqIoiqIoiqIoiqIomx41YCiKoiiKoiiKoiiKsukRY0znN4uMA2+swXN7gQtr8DubnRulnKBlvV65Ucp6o5QTtKzXI2tZzu3GmPIa/VZXEZHLwLc3Wg6liRtlzG0ltE02J9oumw9tk81H2zXJuzJgrBUi8owx5ui6P3iduVHKCVrW65Ubpaw3SjlBy3o9cqOUs5UbtdybGW2TzYe2yeZE22XzoW2yddAQEkVRFEVRFEVRFEVRNj1qwFAURVEURVEURVEUZdOzUQaMT2/Qc9ebG6WcoGW9XrlRynqjlBO0rNcjN0o5W7lRy72Z0TbZfGibbE60XTYf2iZbhA3JgaEoiqIoiqIoiqIoivJu0BASRVEURVEURVEURVE2PWrAUBRFURRFURRFURRl09M1A4aIPCIi3xaR4yLyE22+v1dEvikiSyLyiW7JsR50UNYfE5GXReQFEfkTEdm+EXKuBR2U9W+JyIsi8pyI/LmI7N8IOdeCa5W14b7vFhEjIlvy6KUO2vQHRWQ8aNPnROSHN0LOtaCTNhWRvxaM15dE5DfXW8a1ooN2/fcNbfqqiExuhJxrQQdlHRGRL4vIs8E8/OhGyPl+6aCc24P/Y14Qka+IyPBGyNltOp2blbVFRLYF4yicH/9BcL0kIl8SkdeCf4vBdRGR/xC00wsicmRjS3D9IiJuML/9XvB5h4g8HdT9b4tILLgeDz4fD74f3Ui5r2dEpCAiT4rIMRF5RUTu0rGysYjIPwrmrm+JyG+JSELHyhbFGLPmL8AFXgd2AjHgeWB/yz2jwGHg14FPdEOO9Xh1WNYHgFTw/keB395oubtY1lzD+8eAP9houbtV1uC+LPBnwFPA0Y2Wu0tt+oPAf9poWdeprGPAs0Ax+Ny30XJ3q6wt9/894Nc2Wu4utuungR8N3u8HTm203F0q5/8EPhm8/zDwGxst90bUg766VvcDwJHgfRZ4NRhPPwf8RHD9J4CfDd4/CvxfQIA7gac3ugzX6wv4MeA3gd8LPn8OeCJ4/8sN89/fBn45eP/EVl2PboUX8N+AHw7ex4CCjpUNbY8h4CSQDD5/Lljf6ljZgq9ueWDcARw3xpwwxiwCnwUeb7zBGHPKGPMCUO+SDOtFJ2X9sjFmNvj4FLBVd8U6Ket0w8c0sFWzxF6zrAH/GvhZYH49hVtDOi3n9UAnZf2bwKeMMRMAxpjz6yzjWvFu2/V7gd9aF8nWnk7KaoBc8D4PvLOO8q0VnZRzP/Cnwfsvt/n+euBGmrM2FcaYM8aYbwbvLwOvYJWCx7HKGsG/fyV4/zjw68byFFAQkYF1Fvu6J/C0+k7gM8FnwRownwxuaW2TsK2eBB4M7lfWEBHJA/cCvwpgjFk0xkyiY2Wj8YCkiHhACjiDjpUtSbcMGEPAWw2fTwfXrkfebVl/CGtl3Yp0VFYR+Tsi8jrW0vz310m2teaaZQ1c/LYZY35/PQVbYzrtv98duDU+KSLb1ke0NaeTsu4B9ojIX4jIUyLyyLpJt7Z0PC+JDWnbwbLiu9XopKz/EvgBETkNfBHrcbLV6KSczwPfFbz/q0BWRHrWQbb15EZaX2xaAnfqW4GngX5jzJngq7NAf/Be22p9+AXgn7C8IdgDTBpjloLPjfUetUnw/VRwv7K27ADGgf8ShPZ8RkTS6FjZMIwxbwP/DngTa7iYAr6BjpUtiSbxXEdE5AeAo8C/3WhZuokx5lPGmF3APwX+2UbL0w1ExAF+HvjHGy3LOvB/gFFjzGHgSyxbpK9HPGwYyf1Yr4T/LCKFDZWo+zwBPGmMqW20IF3ke4H/aowZxrrq/kYwhq83fhy4T0SeBe4D3gau53ZVNgARyQD/C/iHLV6XGGMMW9fzcsshIh8DzhtjvrHRsihNeMAR4JeMMbcCM9iQkQgdK+tLkG/kcaxxaRDrJb5VN6lueLq1gHsbaNylHQ6uXY90VFYReQj4KeAxY8zCOsm21rzbdv0sy65YW41rlTULHAS+IiKnsDGLX5Ctl8jzmm1qjLnY0Gc/A9y2TrKtNZ3039PAF4wxVWPMSWyM99g6ybeWvJux+gRbN3wEOivrD2HjXDHGfBVIAL3rIt3a0clYfccY813BgvmngmtbNjnrKtxI64tNh4j4WOPF/zDGfD64fC50dw/+DUPvtK26zweBx4J1yGex7vC/iA1B8IJ7Gus9apPg+zxwcT0FvkE4DZw2xjwdfH4Sa9DQsbJxPAScNMaMG2OqwOex40fHyhakWwaMrwNjQWbXGHaB/IUuPWujuWZZReRW4FewxoutGlMPnZW1Udn7TuC1dZRvLblqWY0xU8aYXmPMqDFmFJvb5DFjzDMbI+57ppM2bYzDfAwb97wV6WRe+h2s9wUi0osNKTmxnkKuER3NwSKyFygCX11n+daSTsr6JvAggIjswxowxtdVyvdPJ2O1t8Gz5CeBX1tnGdeDG2l9sakI4r9/FXjFGPPzDV99Afhk8P6TwO82XP/rwQkLdwJTDe7zyhpgjPlJY8xwsA55AvhTY8z3Y3PghCf8tbZJ2FafCO5XL4A1xhhzFnhLRG4KLj0IvIyOlY3kTeBOEUkFc1nYJjpWtiLdyg6KddN9FZst/KeCaz+NVfIAbsdaKGewFq2XuiVLt18dlPWPgXPAc8HrCxstcxfL+ovAS0E5vwwc2GiZu1XWlnu/whY8haTDNv03QZs+H7Tp3o2WuYtlFWxo0MvAiwSZqbfiq5P+i80N8TMbLes6tOt+4C+CPvwc8B0bLXOXyvkJrNH4Vay3VHyjZV6vetDXutT7PViX9xca1jOPYuPC/yToe38MlIL7BfhU0E4vbtX/I7fKC2t8D08h2Ql8DTiOPZ0oHlxPBJ+PB9/v3Gi5r9cXcAvwTDBefge7WaBjZWPb5F8Bx4BvAb8BxHWsbM2XBI2kKIqiKIqiKIqiKIqyabkek5gpiqIoiqIoiqIoinKdoQYMRVEURVEURVEURVE2PWrAUBRFURRFURRFURRl06MGDEVRFEVRFEVRFEVRNj1qwFAURVEURVEURVEUZdOjBgxFURRFURRFURRFUTY9asBQFEVRFEVRFEVRFGXT8/8B92j2R8gKYC4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "ax = pm.traceplot(\n",
    "    posterior_trace.posterior,\n",
    "    var_names=[\n",
    "        \"mu\",\n",
    "        \"p_0\",\n",
    "        \"p_1\",\n",
    "    ],\n",
    "    lines=[\n",
    "        (\"mu\", {}, [mu_true]),\n",
    "        (\"p_0\", {}, [sim_point[\"p_0\"]]),\n",
    "        (\"p_1\", {}, [sim_point[\"p_1\"]]),\n",
    "    ],\n",
    "    compact=True,\n",
    "    figsize=(15, 15),\n",
    ")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Posterior Predictive Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='1000' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [1000/1000 01:22<00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with test_model:\n",
    "    posterior_pred_trace = pm.sample_posterior_predictive(\n",
    "        posterior_trace.posterior, var_names=[\"Y_t\"]\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import arviz as az\n",
    "\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "from pymc3_hmm.utils import plot_split_timeseries\n",
    "\n",
    "\n",
    "plot_data = pd.DataFrame(\n",
    "    {\"y_t\": y_t}, index=pd.date_range(start=\"1/1/2020\", periods=len(y_t), freq=\"H\")\n",
    ")\n",
    "\n",
    "with test_model:\n",
    "    az_post_trace = az.from_pymc3(\n",
    "        posterior_predictive=posterior_pred_trace,\n",
    "        dims={\"Y_t\": [\"dt\"]},\n",
    "        coords={\"dt\": plot_data.index},\n",
    "    )\n",
    "\n",
    "hdi_data = az.hdi(\n",
    "    az_post_trace, hdi_prob=0.97, group=\"posterior_predictive\", var_names=[\"Y_t\"]\n",
    ").to_dataframe()\n",
    "hdi_data = hdi_data.unstack(level=\"hdi\")\n",
    "\n",
    "plot_data[\"E[Y_t]\"] = az_post_trace.posterior_predictive[\"Y_t\"].mean(axis=1).squeeze()\n",
    "plot_data[\"E[S_t]\"] = posterior_trace.posterior.S_t.mean(axis=1).squeeze()\n",
    "\n",
    "plot_data = plot_data.merge(hdi_data, right_index=True, left_index=True)\n",
    "\n",
    "\n",
    "def plot_fn(ax, data, **kwargs):\n",
    "    ax.plot(\n",
    "        data[\"y_t\"],\n",
    "        label=\"y_t\",\n",
    "        alpha=0.7,\n",
    "        color=\"red\",\n",
    "        linewidth=0.8,\n",
    "        drawstyle=\"steps\",\n",
    "    )\n",
    "\n",
    "    ax.plot(\n",
    "        data[\"E[Y_t]\"],\n",
    "        label=\"E[Y_t]\",\n",
    "        alpha=0.3,\n",
    "        color=\"blue\",\n",
    "        linewidth=0.8,\n",
    "        drawstyle=\"steps\",\n",
    "    )\n",
    "\n",
    "    ax.fill_between(\n",
    "        data.index,\n",
    "        data[(\"Y_t\", \"lower\")],\n",
    "        data[(\"Y_t\", \"higher\")],\n",
    "        label=r\"95% Y_t CI\",\n",
    "        color=\"b\",\n",
    "        step=\"pre\",\n",
    "        alpha=0.3,\n",
    "    )\n",
    "\n",
    "\n",
    "axes_split_data = plot_split_timeseries(\n",
    "    plot_data,\n",
    "    twin_column_name=\"E[S_t]\",\n",
    "    twin_plot_kwargs={\n",
    "        \"color\": \"green\",\n",
    "        \"drawstyle\": \"steps\",\n",
    "        \"linestyle\": \"--\",\n",
    "        \"alpha\": 0.4,\n",
    "    },\n",
    "    figsize=(15, 20),\n",
    "    plot_fn=plot_fn,\n",
    ")\n",
    "\n",
    "for (_, twin_ax), _ in axes_split_data:\n",
    "    _ = twin_ax.set_ylabel(\"E[S_t]\", color=twin_ax.get_lines()[0].get_color())\n",
    "    _ = twin_ax.yaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "\n",
    "\n",
    "plt.tight_layout()"
   ]
  }
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