{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### taufit: model and extract the damping timescale in AGN light curves using celerite\n",
    "\n",
    "\n",
    "Walkthrough demonstrating how to simulate and fit a damped random walk (DRW) light curve, using the DRW model kernel in [celerite](https://github.com/dfm/celerite):\n",
    "\n",
    "$$ k(t_{nm}) = a \\exp{(-c\\ t_{nm})} $$\n",
    "\n",
    "$$ = 2\\sigma^2 \\exp{(-t_{nm}/\\tau_{\\rm DRW})} $$\n",
    "\n",
    "which corresponds to the structure function:\n",
    "\n",
    "$$ SF^2 = 2\\sigma^2(1-e^{-t_{nm}/\\tau_{\\rm DRW}}) $$\n",
    "\n",
    "\n",
    "\n",
    "where $\\tau_{\\rm DRW} = \\frac{1}{c}$ and $\\sigma=\\sqrt{a/2}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from astropy import units as u\n",
    "plt.rcParams['axes.linewidth'] = 1.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import package methods to simulate and fit DRW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from taufit.taufit import simulate_drw\n",
    "from taufit.taufit import fit_drw, fit_carma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate and fit simulated DRW light curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#num_seasons = 6\n",
    "#season_duration = 120 # days\n",
    "cadence = 7 # days\n",
    "#x = [np.arange(365*i, 365*i + season_duration, cadence) for i in range(num_seasons)]\n",
    "#x = np.array(x).flatten()\n",
    "x = np.arange(0, 2000, cadence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define function to simulate DRW light curves with similar amplitude fluctuations at a given timescale, typical mean magnitude, and error bars, with Gaussian white noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simulate_and_fit_drw(x, log_tau_drw, sigma=0.05, ymean=20, ysigma=0.02, plot=False, verbose=False):\n",
    "    tau = 10**log_tau_drw\n",
    "    # Simulate DRW\n",
    "    #sigma_hat = sigma/np.sqrt(tau/250)\n",
    "    y = simulate_drw(x, tau=tau, sigma=sigma, ymean=ymean, size=1)\n",
    "    y = y[0, :] # The first dimension is each sample\n",
    "    yerr = np.full(np.shape(y), ysigma)\n",
    "    # Add RMS fluctuations\n",
    "    y += np.random.normal(0, ysigma, len(y))\n",
    "    # Fit DRW\n",
    "    # Note the inputs to fit_drw must have astropy units\n",
    "    gp, samples, fig = fit_drw(x*u.day, y*u.mag, yerr*u.mag, plot=plot, verbose=verbose)\n",
    "    log_tau_drw_recovered = np.log10(1/np.exp(np.median(samples[:,1])))\n",
    "    return x, y, yerr, gp, samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simulate $\\tau_{\\rm{DRW}}=100$ days:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log-likelihood: 555.3549572672989\n",
      "Final log-likelihood: 562.58745590685\n",
      "Running burn-in...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/colinjb2/.local/lib/python3.6/site-packages/emcee/moves/red_blue.py:99: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  lnpdiff = f + nlp - state.log_prob[j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running production...\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x432 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y, yerr, gp, samples = simulate_and_fit_drw(x, np.log10(100), plot=True, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Shown above: The power spectrum (top left), light curve and posterior model prediction $1\\sigma$ error ellipses (top right), $\\tau_{\\rm{DRW}}$ posterior (bottom left) with 16th and 84th percentiles marked as dashed lines, and the autocorrelation function of the squared residuals (ACF $\\chi^2$; bottom right). The ACF $\\chi^2$ should located within the grey region (consistent with white noise).\n",
    "\n",
    "**Important:** The grey shaded region in the $\\tau_{\\rm{DRW}}$ posterior plot (bottom left panel) corresponds to > 20% of the light curve baseline. If the distribution peaks in this region, the light curve is not long enough and the result is unreliable (see Kozlowski 2017).\n",
    "\n",
    "\n",
    "Use corner to plot the posteriors with celerite's native variables or the equilivlant structure-function-convention variable:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x396 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x396 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "# Note these are natural logs\n",
    "fig = corner.corner(samples[:,:2], quantiles=[0.16,0.84], show_titles=True,\n",
    "            labels=[r\"$\\ln\\ a$\", r\"$\\ln\\ c$\"],\n",
    "            label_kwargs=dict(fontsize=18), title_kwargs=dict(fontsize=16));\n",
    "plt.show()\n",
    "# Structure function variables\n",
    "# sigma = sqrt(a/2), tau_DRW = 1/c, SFinf = sigma_hat*np.sqrt(tau/250)\n",
    "samples_sf = [np.log(np.sqrt(np.exp(samples[:,0]/2))), np.log(1/np.exp(samples[:,1]))]\n",
    "samples_sf = np.array(samples_sf).T\n",
    "\n",
    "fig = corner.corner(samples_sf, quantiles=[0.16,0.84], show_titles=True,\n",
    "            labels=[r\"$\\ln\\ \\sigma$\", r\"$\\ln\\ \\tau_{\\rm{DRW}}$\"],\n",
    "            label_kwargs=dict(fontsize=18), title_kwargs=dict(fontsize=16));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Celerite has been shown to be ${\\sim}10 \\times$ faster than codes such as carma\\_pack, while having equivilent model PSDs to CARMA (Foreman-Mackey et al. 2017).\n",
    "\n",
    "### Prediction\n",
    "\n",
    "Posterior prediction at future times:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb1598f9128>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.arange(1750, 2500, 1)\n",
    "\n",
    "# Use just as you would with celerite\n",
    "s = np.median(samples, axis=0)\n",
    "gp.set_parameter_vector(s)\n",
    "mu, var = gp.predict(y, t, return_var=True)\n",
    "std = np.sqrt(var)\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(1,1, figsize=(12,5))\n",
    "ax.errorbar(x, y, yerr=yerr, c='k', fmt='.', alpha=0.75, elinewidth=1)\n",
    "ax.fill_between(t, mu+std, mu-std, color=\"#ff7f0e\", alpha=0.3, label='posterior prediction')\n",
    "ax.set_xlabel('Time (MJD)',fontsize=18)\n",
    "ax.set_ylabel(r'Magnitude',fontsize=18)\n",
    "ax.tick_params(labelsize=18)\n",
    "ax.set_ylim(np.max(y) + .1, np.min(y) - .1)\n",
    "ax.set_xlim(np.min(t), np.max(t))\n",
    "ax.legend(fontsize=16, loc=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulate complex kernel (CARMA model)\n",
    "\n",
    "The kernel function for a general CARMA$(p, q)$ model is\n",
    "\n",
    "$$ k(t_{nm}) = \\sum^{p}_{j=1} A_j \\exp(r_j t_{nm}).$$\n",
    "\n",
    "In celerite, this corresponds to a summation of `ComplexTerms`:\n",
    "\n",
    "$$= \\sum^{J}_{j=1} \\frac{1}{2}\\left[(a_j+ib_j)e^{-(c_j+id_j) t_{nm}} +  (a_j-ib_j)e^{-(c_j-id_j) t_{nm}} \\right]$$\n",
    "\n",
    "where each CARMA term corresponds to a celerite term with $a_j=2\\ \\text{Re}(A_j)$, $b_j=2\\ \\text{Im}(A_j)$, $c_j=-\\text{Re}(r_j)$, $d_j=-\\text{Im}(r_j)$ (Foreman-Mackey et al. 2017; Footnote 17). Here, CARMA(p,q) the order is $p=J$ and $q=p-1$. Note, there is no way to explicitly constrain $q$ to be less than $p-1$ using the celerite solver, so we must adopt this general form.\n",
    "\n",
    "Summing to $J$, we can easily see that if $p=1, q=0$, we recover the DRW kernel (after noting that the imaginary terms $b_j=d_j=0$):\n",
    "\n",
    "$$= \\sum^{1}_{j=1} \\frac{1}{2}\\left[(a_j+ib_j)e^{-(c_j+id_j) t_{nm}} +  (a_j-ib_j)e^{-(c_j-id_j) t_{nm}} \\right]$$\n",
    "\n",
    "$$= \\frac{1}{2}\\left[ a_1e^{-c_1 t_{nm}} +  a_1e^{-c_1 t_{nm}} \\right]$$\n",
    "\n",
    "$$= a_1e^{-c_1 t_{nm}} $$\n",
    "\n",
    "*Note there is a typo in the published version of the paper where the summations are shown incorrectly to sum to 2J.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log-likelihood: -420.12008849480895\n",
      "Running burn-in...\n",
      "Running production...\n"
     ]
    },
    {
     "data": {
      "image/png": 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uueWW7A7YKFm7di3Wrl2Lbdu2AUBuinSZrBHGlAWGyQVCiHXLli1bxj2wcsu//du/4eWXXy7Ivn0+HxobG7F9+3Y0NDSgvb19VIZrIT9DIZionzdxXJnG6fP5cNlll+Hxxx9nhwXDMCbef/99HHfccYUexpSlubkZL774Ivbt21fooaRl69atlpHTiUq663r58uV45ZVXXlEUZfn4jmpqwzWtDMNkxOv1IhQKwel0QpZleL3eQg9pwmOMTBczmsOio6MDjY2NRf95GIZhGIYpPthoZZgpxmhEdzweD1wuF2RZhtPphMfjyf3AJhGTydBjhwXDMAzDMIWGjVaGmWKMRoXY7Xajvb0ddXV1o04NniyRx2yYTIYeOywYhmEmLq2trRM+NZhhcgEbrQzDZIXb7UZNTc2oDdbJEnnMhslk6OXCYcEwDMMwDDMW2GhlGAZAfnt1TqbIYzZMNkNvLA4LhmEmPyzqyUwm+HqemLDRyjAMAOu04VwZspMp8pgtRWXoRcOAPFzoUTAMU4Q4HA4EAoFCD4NhckYgEIDD4Sj0MJgE2GhlGCYllvWvsdiItzPZIo+TimgYGO4FNj0C9O7Oa8SdYZjJx5w5c9DZ2Ynh4WGOUDFFjaIoGB4eRmdnJ+bMmVPo4TAJ2As9AIZhMmMUMSqYwdffCQwdBLq8wPxTRrx6UUUeJzE+nw/dBw7EryV/DwAFcFYAfTvQ1taG5ubmQg+TYZgioaqqCgCwf/9+hMPhAo+GmYiEw2EcPHgQoVBowkcwHQ4Hampq9OuamTiw0cowE5xEEaOCRSo7XqOoXLB/dOv37qaInqIAQuR2bExW+Hw+NF6xEh17dqFx5Uq0P/II3GV9gJAAZzk5JsCREoZhRkZVVRVP8hlLfD4fvvjFL2L79u1oaGjgbCtm1HB6MMNMcCaEiFE0DIQGAZsDCKevXbJMLz3yAbDjeSAiA1E5P2NkMuL1ehEKBuG02yAPD8D79j/he+tVdPcNwrdzHxCLAtFIoYfJMAzDTBImxByGmRSw0cowE5wJIWIUGgQg6EceSruoZR3s4T2UfioAREJ5GCCTDR6PBy6HDXI4AqeIoqLXi8Ybf4GO/QfR+N174du1nxwUDMMwDJMDJsQchpkUsNHKMBOcgooYKTGKvoUGAcQorTeD0Zq8DQU4shdwVQAQHGktIG63G+0/ugF182aj/b+vh18GQlHA6bBDDkfg3dUDRIKFHibDMAwzSWAhRiZXsNHKMEVAQUSMut8nkZ6eLUDgMCDZAQhAGWEKaWiADCGbE4DCkdYC455XgZpZM+A+5mh4jl8Cl8NBkVeHHZ4TjiOnwigUohmGyQ+s6M0UOyzEyOQCNlqZvNDb24uWlha0tLRg7dq1hR4Oo2JUIU5LOAjsfZ0Eenp8wGA34ChV3xRAdASG53CfWduHI3mFIxYFAkfovAJwN9Sh/f5VqJs3B+33r4L7mKMAKEAoQWwrNEjrMgwz7liWXDAMM+6sXbsWLS0t2LZtGwBUF3o8Uw02Wpm8UF1djdWrV2P16tVYsWJFoYfDIFmFOK3hqikES3YgOAD4uwB7GZo+dy69PpIU3yN70fp/b6r/CEC2FnKalNGE4AA5ACYKoUGQByGu3uxuqKPIa0MdvaCADFsjfR0UbWfDlWEmFJPyvskwE5QVK1Zg9erVWLJkCQD0Fno8Uw02WhlmihBX8HNkVvAL9EE3bGwOMjRtdjRffB69FslgtEbDlGIaGgR6d6DtLxvodSGA8KDlKpMymhANqYZiMgWZbOpGaxokCRg8YH4tPEiq0Ye2521oDMOMnEl532QYhrGAjVaGKQZiUaoNHUOtocfjgcvphBwMwmmX0iv4DXQCzjL6u6waKDH231MyRFoVYNvzwI4XgX3/jNfCAvQ7NEIhp2IlpopYhYf1l4yGakEmm6HBzD1yhQ3o35ew3hCaLlwOdHGrAoZhGIZhxh82WhmmGBjoBOThMSnvut1utD/0Y9TVTEf7L3+Et956S39Pr3V95SlKAx3oAhzl9KZkA8pmGraUQQE4NAQM7gf6O4Ge94DyWYZVBRCeIkZrVEbTp04HgvFIa8GjIqF+VRArDUIiB4kxrTk8hOZLPkXXIMMwDMMwzDjDRivDFAP7N6mqvWNT3nVPD6BmZiXcddW6AWWqdW25Fr7nWtH69Mvw7epE96HD8G3vMG9EklK3vYmEAHkQqKxF64ubgRn1uugPADRdeK5p3UldjxUNoflTpwOBCVT2EvKbjNbWJ19IsaACBA11rfIQpYlD4T6uDMMwDMOMO2y0MsxEZ6gX8HeT8TcWgyE4AAx2kdHiP6i/rNe6OhyQ5TC87/rw4B9fRuN370XH/h40fvdes+EqOVJHSwOH1WVsaHvqb0mpqM2XfIJqI9U054JHHvNJNAxAmI0/gFKGg/2Wq+SdYL9qfBJtT/3N9LZvewc5Knb3oPVXv6QXYzE6Z1qaNxutDMMwDMOMM2y0MsxEZ+hQPFo5lh6nkSAAQem+Q3Gj1ePxwOVyQQ7LcDps8Jx8GvzBCELhMJwOO+RwBD/73dPx7Uj21HWp/h4YlWmTEAIZ04snC5EQYC8hJV7FIH7Utxt4/xlAGedeqIpCkVbJOj3Yt70j7qi4eTUeXPM7eiMqAxBxB8RUOHcMwzAMw0wo2GhlmInOUA9gd9HfY0kPjgShtzuJyrrR5Ha70d7ejroF89F++zVwN9ShoqwMLocDcjgCp8OOd97bFd+OzZ4y0up761V0Hx5MTilOZIxpzkVBVCZnQyxidjZ0eSnimUJVOJ/jaV27ntK7LfBu2WVwVMTgHwrQOBPPVSwyDoNlGIZhGIaJw0ZrkSGEWCKEuF0I8Q8hxEEhxKAQwiuE+L4Qotxi+WOEEE8JIQ4LIYaEEK8KIf59BPs7QwjxMyHEa0IIvxBCEUI05/RDMekZ6gEcZQDE2Hp+ysMwRUENxofb7aZenYs/BAAoLytB+/2rUDdvDtrvX4XyspL4epKD0kUTuOuO29H43R+gY/8hNH73XgwNpxirQOaWOZOBcJA+qxBxBeGoTCnUM+rofAQHxm88kSDann095dueY482OSoqylzAYA+dK/2yyaQczTAMwzAJxGLj+7xjJiVstBYfVwH4fwB2ArgdwPcAbAVwJ4DXhRCl2oJCiEUAXgdwJoB71WUrAPxVCPHxLPf3aQBfBzAdwKYcfQYmW6IRINCvRlpFagGkbAgNmpVjY9GEfYUpnVXF3VBHhmxDnXk5yU4Gl2Lu99ne/jBCqsEjhyPwDycbtgBovYjhvWC/qcZ20hAeJgNfUeLnTR6mYywkMgQDfeMnRmVweDR97tykt90NdQmOijLg8G6K0BvPNRutDDPhmdQid0zxEZXRdMGZrInAjAk2WouPPwJYoChKo6IoDyiK8ktFUT4P4C4AHwbwn4Zl7wEZm59QFOUeRVEeBHAOgP0Afi5EpoaNAIBfAKhSFMUN4Mc5/SRMZkIDerSu6bMfA2T/2LalifDYnMkPj5jZaE2JEACUpPrairISuFSDlSJ1pdbr2xzA4AH6W1GA7S8CB/41ss9SDMh+VbwIVNcqD5OxXqq2DxISMNA1fmJUkbjR2nzxeZaLmBwVko2EuyLGiDkLMTFMMTCpRe6Y4iMqo/mCMy2ztBgmW9hoLTIURdmoKIqV9Ohj6u8TAEBNFf4sgHWKongN6/sB/BrAEgCnZ7G/bkVRpkhjzQmI7NejXM0XfTwHkVaD0aoYIq2xGEVe7Rl6eOqIBGMGKC9xov2ur1qnFBtxVgKH1ZpX2U9CU5oRO5nQFHfLZwH7/wkc3EKvazWlwgYcyVD7m0vS9Fi1irwCgq6JgU4yYAEaO086GGbc0Hto+3yFHgrDjJ5YhJ4dYxGTZKY8bLROHhaov7vV3x8G4AKwwWLZf6i/MxqtTIEZ6o1H6yRHvDZyNBjTg21Os6BOeBiAYuqpmhaBJKMVsQjcxyyyTik24iihqO9wHxmt0+bDt3Unuru6JtfETPaTaJXNCUAAnW/HzyVAx1oeMjsP8kloAKlu+akir4CiXoOqs0NKLcLFMEY4PXXsmHpoNzZOrvsjM7WIyjTPSJw3MMwIYKN1EiCEsAG4CUAEwO/Vl+epvzstVtFem5+vMXV1deG0005L+lm9enW+djmpaG1tpQhr/weqCBPitaSjIRqhh4ZmNNkc5prWkdYpxpTkh080DNhcSYvqvT9NisIKsP8den/nPjTe/Ct07J1kEzO9tymA8tmAs4yiqzAck52ddG7Gg9BAUt/cjDjKgFA/Gd8AjZ8jrUwWcHrq2NF7aDudkGUZXq/X9L5vkxfdH+yC763XCjRChsmSaJieHUX4/Fi9enXSXPaf//wnANQWemxTDTZaJwc/AYkt3awoylb1NdXSgVUuRjBhmZxTW1uLjRs3Jv20tLTka5eTira2NqB/HzB4AK3PqsFySaKo3GiMHK1Hq4ZkAynBqvWJI61TlITZgI5FaWw2c3qxqffnd++NG642J/UrlRxqq5UonA6H5cSsKIlFzU4CIYDSGQAS+6H+GkOD46SoGBrMPpKu4aqgelytt6vNPjYFa4ZhskbvoS3LcDqd8Hg8+nu+zZvR+PmL0bGvC43N/zl5nH3M5ERzjI93q7cc0NLSkjSXPfXUUwGgq9Bjm2qw0VrkCCHuAPANAKsVRbnH8JZmUSSHvoCShGWYCYcCfPAPoHQG2p76m/mtUfQ4pVQ9JfkNLVoaG6HRanNSBE5DS1tOiOSZe39G4N2i9nstmUYGnZCo1YoaSUicmBUtURkmJwHi0dVn1r0ZPyaRGPz+cXqIy4Mjj7RKdqCsOl7rLNmL0lPOMMWI3kO7rg7t7e1wu936e96NbyAUCsDpdEAOBS2cfRb3e4YpFJEgdUEIHin0SJgiho3WIkYIcSuAGwH8FsBXEt7er/62SgHWXrNKHWYmAlGZWt24KhLeEKMSMmh7+Pf6302fO5cMqN4B+P6ldjEyRFqt03kTsDmAkEHJOIUhk9j703Ps0er6TqCyBoDaauW+VaibOxPtDz9smpgVLQnp1sbo6m+feB5KTKFj4nSgosSeYiO5HE9YjdCnMFr9PSTGZUXFnHiEVti5JolhxhG3242ampqk+6LH3RBXa7fB7Ozr20Pf6aFDltvU6o257pgZN8JBKjcZSwcEZsrDRmuRohqstwBoA3C1oiiJbtXNoNTgMy1WX6r+3pi3ATJjQw4ADouWMQKjazmixA2S009cQgZU1yE0fqmF0srUbSam8w4NWxsorWv/bm4ULg+ZHPua4QvA1PvTKNBkNI7dxxyFmuoquI9dMvLPNhFJOEfGiLMkSfjSJeerx+Q6lJc4gEiee59GguYoazQcP/7bdtO5DMXPZ0rHhWQjp0nS7YZhmPHEvXgh2m9vofvIbVfDfdyxZBj0bAV2vEALbfmL+T6totUbc90xM26Eh2hOEyy+9GBm4sBGaxEihLgZZLD+DsBViqIkhUjU1jZrASwXQpxkWLcCwNUAtgN40/D6NCHEsUKIWfkef7FQMC90OEj9PEumJ7+nxNKmB6f0oMeien2lKWVXqyFVa14T03n9w9YR1LY/v2KuTQnFU0+HhoMmwxdAXFF4uBdAmlrXUaQ+T0iisimomRhx/szyM8wqy/n2Phuj81EZvjfWmY9/17CuCpx4/kyGqxBofebv3KuVKSiJ97cpGTEM9sPdsBA1s2bCvWgeEDgMvPc0Wn/+A2qzJTmo7GNgf+ZtMUy+kQOUHhwNjZ/4IDPpYKO1yBBCfB3AbQD2AngRwBVCiCsNP8beFf8FoB/A80KI64UQXwPwKig9+JsJ0dmLALwPqo817q9OCHGjEOJGAJeoL6/QXhNCpOltUtwUzAutTTIkq6+nSKsgnNKDHpWp1QwMBlQkCqddorSycABNnzknybiqKCs1R90CR9SUM0HCS1qEMNCnp5D6hwPWdazhIPVjVWKpa13zHXEcL6JhUzTS3VCXMuIMYHyMVm08ERnejj6EZFl1XITh7YjXJ6c8fyptz74+8hpohskhife3SR8xVKJmtXeAjFRd+E4BDvgAeRBtz70N2FXZClcFcHjPeI6UYayJBlUByOQe7+mYkg4pJiVstBYfWm/VhaDU4N8l/HxfW1BRlPKXVtgAACAASURBVB0APgrqy3o9gPsBDAH4pKIof81yf0cBuEP9uVx97WLDa0eN4bMwVgzsS63yancBwcMj32Y0DNhJLFo3oGpno/2/r6daqUgQzZ/7tyTj6sJzP2KOum3ZZo6yaQ+fYL8eaa0oK7WuY5UHKXoci6SudR1p652JSizZk+xuqEvRw1aQMyCfRILw7exU04F3wXOiGy67pB5/CZ6PnEPqxuHh1OfPSJ7PE09UGMZAoB/wdye8djhunAoJOLwTKJ1pXsZZAQx2xe/Z4SALqTGFQWsBZ9XjPQ2T3iHFjAg2WosMRVGaFUURaX6WJyz/vqIoFyqKMl1RlDJFUc5WFOVFi+22quvfmvD6ugz7W5fXDzwVGTqo9/NMwuaiCcxIkIcBxOK9NqEZUNPhrptNLxh6ihqNq/oFcw1RNxneHQfi2xVxj6nv/a3o7u2Hb3sHystKrKOKUZl6lcYiqSOPkyU9WA5k315GSHTO84hv8yY03vxrcj7c8HPAWY7226+m4397C9ye04DqBiDQj69dcUH6qDCQ9/RgnqgwE5Vxd6gM91G5iNHYVBSqVdUirSXTSGcgUQdBSCSwNtxH62/9C7D5j3TfHuwGKwwzYyXr70M4SHMMxaLHO8NkCRutDDORiEbIKE3VmsTuHLlkfMq+aBIgqyId0ZCaumPGFBG1CXiWLoM+0VFiFMHbvBmN//UAOvYf1MWbrKOKAnCU61FIy2UmSw/QSNwJkA7f9g509w3At+mdvA7H6/UipEZO5XAE3j29cC9eQMd/0TzAVQnMqAOUKJovOjdNVFhlskTEGWaEjLtDpXcXpQYb7+ORIN1/tRISRynanvun/rappEOSgK5NwHtPk2Ces0ytf31q8pRjMAUjq+9DNEIp7pojl6P9zChho5VhJhLyoCrgk8JolRw08UisbzJtI6HmNZSsHgmADONwkLYVDloarfGI6Gy0334N3Gedb9wAIAfgfXujySCyFG9SYoCrCiibkWbsgj7bZCALozUueHQQjf/1U/g2b87bcDyL51Mv3HAETocNntPOJI+3EqMUQ0cJ9c6dUZ85VVkBG60MMx7EosDB99S+2Ib7eJpJf6KQ2l3/+zdKEbY50PrXd6jtiM1F27QoY2CYnGPUQLA5syqH4RIRxgo2WhlmIhEaTN9ORAjV2EwhxhQNk0fdOBnx96ROVdW2FQlSD04L3A11qJlZRSmkpTNABrVCDx95EJ4Tj4v3C3TY0bhiefJGYhFgxlGmSGvyWCRdwbbokQPkBEgW9tYxCx5F4X37rbwNx71wJtrv/Tal/N7RAvdJp9C5jIaAqtr4gnNPzOwFF5g8EXEmL/h8PnQf6IJv/TOW70+GCem4fIZwgKJUki25xViK1N5EIbX2Z9dTr2VHGdqe+lt8QUcZO5+Y8SEqx7PHbE7SwMgAl4gwVrDRyjATieE++HYfsO6RqaEoqQ2LqEz1kcN98TYn/u709ZXyEBmSVmrFETme2lPdQA8eu4vmSzYHtV1YsijeL/D+Vfj+V1daj3nmUTRRSundT6+MXFRoSokHt5rbzRgwCx7Z4Dn+mPyMRVEAeQjuYxZRyu/R8ym6WnMiUDIDWHhWfNnyOXReDdHw1idfSNiglNppwkx5fD4fGhsb0dHRgcarvwbfv7xJy0zUCelIDNFx+Qy6USnM6cGBwynv6YlCahVlFv2+Aap/ZaOVGQ+iCZHWVNlfDJMBNloZZgJx130/QeNNq617ZGoRWAWpjYZwAKiaR0bHwH6KiKWZ4OiCHlZEQsBQD+A/QPucNo9ed5TSIGwOatUSDcG9aH7qGsjQIC1bXg04XKkjyULkv/XLeKGJTggJiIYsDD+YBatub4F7SZ66R0XDhnoi9djbS4DZDVTfprZCAkCOi4q5poi3KToDqOdpkkTEmZzj9XoRCoXgtNsgyyF43/x7oYeUNRPOmI4EKbNBCLq3xyhzo/U3q4GSKstVEoXwystKLJeDzUGZIJPFUchMXIwt4GxOmnOkyyjT6NuTen7CTEnYaGWYCUBraysQDaP9qecRisT01K5n1r2ptinZDXT7aNIiSUDQQlwpHKDaEUcZRfkObQP698G3cx+6Dx2xjtwKiXqsJqLEAP9BYNHHgcXnAc5SwFlO7znKVBEQJ40jEkJaFcpgP/ULBKgmNxVCTJ704HCAFKBtDiAaTjb8VHTBo0Xz8idOYVRqVBQyVC17AKtUzU+eyMZihlRnwUIaTEo8Ho9aPx2G0+mCp25GoYeUW2IRYPereVfQBqD2VwaaPvdx9f8gEBxA21Mv0n04BRmF1IykFOpjmBxhjOhLktrjPYtOAQe3UFT20M78jY0pKthoZfJCb28vWlpa0NLSgrVr1xZ6OBOetrY24MC/UFHq0lO7YrEYfvvE8/Go694+mjDZS6x7tQ4dIttRCDJa+/fB9/dn0HjLb60jtwCl+g4dhEn4KeSn/TScB1QfBcysp/6qGs4yUKTVTpOokN8cyQ0ZoqWynwR+bC76X2vRYIkAIuH0IlPFQCxKD2UoagpeFpNbmyN/HmVTewGFejemo7w6uRZ3qAcY6KK/09VUM1Met9uN9tU/Rd3camqZVB1D65o1hR5WbhjYT/fLrk3j07YjHACEQPPF58X7Ww52Z1wtHSZlYSD/PaIZJjENXQgSK0yHEgMGOmm+s/fvepbBmIjFsovwpmHt2rVoaWnBtm3bAKB67INiRkLmngwMMwqqq6uxevXqQg+jeIhFgM63UV5Zid/e9DVcdu3daLro42j90wsUdZXD1Kbk5Ai1vQlYGK3+HkOrHBJL8v7rXYQi0Xirky274J5fGU8ts7lUo9OwnWA/UDqdjFULfLsO6JFbd40DGO4lowug+tfBA0CsGoACDB8Gjv00mppVI8fmSNnOp+lz55LxGwmphnGRohmpsQhFlrMyWkfRyihbZD/0E6woKdMKdUqmJT/YtQhtaEBND2ajlUmNe0EVaqqnwX3MImCgC22ta9B81VWFHtbYGO4Dtv2V0v6nfYgMSkVJ3Z4sF4QG4yrkCmiffTtMfbybPndu1pszKgtf8s07EQ7L8L3zD7g/kad6eoYBqJzEqKavgEpoUpRbAyBDV1HUEpuI6gDP8OwyrR8G+vcBR/bS3Ej2x52xNjuJQpZMI4d86Qxq++aqoAyGNN/pFStWYMWKFVi+fDm6urp6sx8Qkws40sowE4FISJ2ICD216zPLz4gLatglEurRIq1DfckRyUCfOeJZVg2P+xiTKIfnmHoyjrSont2pp6ABoIeD3RmPjCbg8/nQ+K2b0dF1iCK3O/fTfrW030iQ1GjlIdru7GOAaQvQ3NxM79tSpwfr0YRoFmlDE5lYmB56sWjatjemyaZW55MPhgxOBa31UDqcZfTwToy2zjsZvve2qOnqu3Lj+WYmJ6Y6esXacaMouVHglYfIcdbfOfZtpePgFspgETa6RypRa+dhLpH9huwUhVrX9O8ztSdrvvi8rDenKQvbJAl7Onuwr+cwGq+9DT6fL8cDZxgDsj/BaFUyZ+uEgwbntcg+jV1RgIPbgE2PADtepO+LzU4K2lXz6Ke0mr5DgT76Xu9+BdjyLLDpUeDt/wW2/AXY90+gbzc9P7mf8YSBjVaGscDn86G7u3v8HuZROV4zqhLvkToH7XdcA/exi8kQ0gR1EmTjfZs3o7tvAE+/uIEMi93dcJ9wgkmUw/2hGUD57Hhqm2SPp7ICdBOffWxKT6PX6zX1ZPVu/4DGblMfSJEgRSEWnEbGUf055g3YnDRZtRAmAtRhjEetWD7RI63RpHRoo6FqmmzanICcL6P1oEFsSSGPciYqa9XrIo5vvx+NN/+a+sre/CtLVViGAUAOGO0e4ixPdkRFZWDH30YlfOTz+dDdtQ++f20ComH4nnkI3d098G18LQcDT0EsChzaQWrbOoLShfOJ7I/fWyU70LuLnJYp+ngnpf4moCkLh8JhAApcTgdkWYbXy99lJo+E1Ejroe30v82W3ghVFJpLaM8qIShrKxOxKLDrFWDXOsA1DZi2ACibSd8Zo0NfstFrriqgfJZqzNbS77JqcoT1+IAdL1ELwXd+Rwbt9heBrn8BhzuAaBgi1ReRyRtstDJMAqaWDY2N+TdcFSVlSmxcqGc+GZvG6KrBaPVt3ozG63+C3fu6cfm3f4Dd+w7oNawmUY7wMLWuMd1rDX/HosDMo1MO1ePxwOVyQo6okduGBWSkaZHWqEw3/XknU7QuUfBHXa7tqRdT7CFW/CI/0TAZ37EIUDrN9FbzRSlS+SQbRblzbbArCjB8UJ3oqjjS5WSpVNYaIq2UouV9dytC4Wi8r+w7b+d2rCrj7jBico9sqHN3ltP9zRiZD/kpwjHC693n86HxiivQ0bEXjVesxNOPtqHxuh+jo/swGr9+XW6uGauat6GDlEFhM0SLhI1SD/OJPBS/t9qcwFA3TcItMKb+Nn73XgwNJ9fcasrCC2pmoX5+DaLRGGXxnHRSPj8Fk4HJ0Lc4LeEhswK2zZW+V2toEIAC385OcsJ0HKIuBulQFGDvGyRAOW0BZUOMBslGc5fy2dQxQTNm7aWU0bH/bWDHC8DQIcwsFSPIV2ZyARutDJOA3rLB6RwfL7R6g06ZSqrEaOJXOj3e49TuROua38TH/PZbCIXDkCQJMUWBJEl6DatpOwAwewkgBJou/Hf1dTV6qyg0jpJpaGpqshyK2+1G+5qHUDd3FkVuGxaSR1QbuxC6UrDlNiTJFH1MqseSHCQoVczE1Im4EiVvL/1Dvwb2p05j1B7quSQcQOvTr5ivrWyM1lKD8JaiAK4KeE4+WVWFVfvKnnBcbseKAjiMmJzTuuY3qvCK6gyT7KDMELVme6g3HkUxpAhmM3Gne3OQ2ukE/PjrX/6s1uw7IIdC8L69cWyDDw8Dezckj+VwB1qf/Yc5kilJNInNMfq+Y6oDT/vulk4HZtSnbF+mpf5qWTD+Yet7ibuhDgvnzcETD9yottu6Gu5jG3L+OZjsmXCtlnKNPETXrd0VL3Hy96RePngEQ4FQ3Anz/Qfh+1cGJ2nfbqD7XWDa/PzUmdudVFNbUUMK+5INkmAbarzhA84wCVA00QVZluF0OuHxePK7w0wCPEqMvH52V9zwdJSj7Q9P6Yt4jl8Cl8OOWCwGSQjEFGqb4znWEDWVh+mG6ywHyueg+TNn0euuKhIkiIZUpV9HvAbVAveJH0ZNdRVFbjWhIWEQ+lHTnFNuw1GqRzOS6rGc5flPucs3xvRgZzml5mrRGyFROtJgt7XYUa77n8p+tD37uvk1Q6uMVM4JlExD0wXq9aHEgJJp5LD40Q2oq52F9jta4D7mqNyOFQVwGDE5p62tzXrSOKy21urdQd+DsmoyylRHTTYTd4/HA5fDTpkekoJPeBbC5SrRHSl7dmwd2+DlIWD/JrSt+ZWqoh6jerZDW/HgE+sSIpkhMs7DuVUR1o+DZvgbj2UKx6ZvewdCchhKTNH1CyrK0jun9AycxQvGRwmZGTfGK3KrZ8Vs3px6n7FoXD3Y5gKUCD0TQwOpvzuDPfAPhwxOmCi8721PvXxEBj7YQM/WVD3pmUkBn12GScDtdqO9vR11dXVob2+H2+3O7w4He5C2NEKJAlUL9Ahl65MvxD2WqkCAu2Eh2m+/BkctmItHf3Q9jpo/V42EGvr0hYcp7ROg9BlZbU1TUkWGZDhAYgUWmIwbY52mNg4aKH0Oh7k2NwlHKfTIYyRkNt4cpRRpLea2N1EZgELGnt0FOCvp/1iMJp2LP07e4P4PzOmR9hKgO83DfzQY64ZiUQCCxqSS0rFgd6H54k/Ez4/a8sjtPoEcFkfPS25jkAPG3WHE5B4llty2WUjxyMpwL6XgSTYACtDzXtabdrvdaP/5DyjT4+6v4sJ/OyVes3/7NXjxb9b9kLMicJjuZeWz6B7kbQc6/wkc3gNE5YRJtBbJFLl3NGlkaUj6tneg8bv34sAhqvmbO2sG2u9fhfKyElNkOGW9q6Kw0MwkYzwit3qq/u5daLzkM3jwf35mvaDWj1WJ0rMnGtHfav31L623/c4GhCJRkxPG0/Ch1CnCB7cCcjC7LCKmqGGjlWEscLvdqKmpyb/BCtCN2KAGaUnFbF0Btu2pv5H3XUH8Jh7yw714AWpmzcCFHz/TurF8LEw9OAGqi0pUhw0HgXJro9Vk3Nic8UmpsxyYuYj+1tqpJNaxJmI3RB4HOoFhQzpwCpGpokJP6VPonLkq1IlhgI67q4J64M79sOlztj63ETjcgbY1v87dWIYOQb/NR0Nouih7pVFUzlUn5BRpBRD/LMCYJ7pWxvm4O4yY3KPEkGS1ingqre/dzeju7SfjyeYkYZMRGH7u+RV0f/vwyUBlbTxieGzD2K7JIx8AUMsb7C5yFHZ5gX1vAqXVuoiR1kM7JIfh2/lB3PmHHEW4FAXY8n+kFJxk/Sfj3bJLN6YlSYLL6YC7oS6pvc0l37wzdb0rR1qZEeL1ehEKBuC0S5DDMvwDKZ7Z0RAAodayOoFYhBzvQkLbw79PWtz3L6/qhKHtaU4Yt/t4tP7oVmB/QvaNolBacDm3TJ0KsNHKMIUm2I+UX8VYBICgSJfkgCkiK9mA/e/QTTtwOGWbGsMK8XYnlgqUStw4SbsZm9rSRfWYquIkTZ/5KKX8ZcJZRvuKRQBnhRrNMxrQMSDYX7ziFBHNaBV0zlxV9PnCAbNTYPrCuBcaQNtTL1HqrmESPGaGe+PpUhEZzZdflP26lbXxyawmEuYsh15/nallQQZSRQPG1WHE5B5FjegbERIQ6INv0ztovOF/SIFaS7EFgN6d2W/f322dAmgvideTG8j6PtK7w+A8FOR8K50ORMKAo0QXMZo7ixSEDxw6jMabfwOfN15Hm5MIV2gQ6NsFdGYndOY59mhTWzMtLdhY4zo4FMDAUCB1vWsWRmvR3o+ZvKCn6ocjcDpdqHClcLxrjiQlSnWhsQg53rVnfwLejW/oHQqMThg4y9H2/Ns05zGuN9xLzyJ7pvkPMxlgo5VhCkk0QhMGIazTt0J+uhlLEkXtjHNByU4pd4NdZLSmVctTRZY0CXnLZUV27VCAuNqtgeZPfyQ7o7W0WjXihoGKudRiZ8ggaGJzAf7u4hWnCPSTR1kIwOaAb/cBiixt202phxrlswBJQtPn/j3+WklVcsr0mMZyOF4TFw1RE/VsKZ8F38596tjVa1JLDZfsOTOueTI8yYhFLfoxk5PL+9ZrppZZ/uGAWhJwMLtth4NxUZdEbE7LsoKs7iOKAp/vvXgEWKX1mQ1A1Vz9f3dDHVxOB4Qk6DNEYmMXfzIy3EdKqzPqzarsaTC1RlPTggGgccVy3ZitLC9FVXmpdb1rlt/lor0fM3nB7Xaj/X/uJo2D+69DuUuyFhLUymViUXq2a85uRxm9l/CdJSeMPUVttgCUKFp/8dP4S0c61B73zFSAjVaGsWK4j4SL8k14GIBI3a4gHIi3KzGm5WqUTAO2/gUYPJA+0qoousiSvi0jsSgZos4M9agawpYc1YjFyOjKhGa4hQOUgjrnOHNtp7OMoinFSqBPFc0CfFu2o/Hr16Gj6xAab/oVfLsMysF2F1BZi+YLzoy/JtnpXGXbSD0d0TBN8rUJfrbnR8W3uwuNdz6GjgN9aLz6q6Tkq12Lkj1nAjQ8GZ5kxCIWRisAIeBZXJs8IbW74iJNmZCHkLL+X1JLCyyiN0B654hv09tovOkhQwSYru22p5JrZI1pwk6nA576HKYlanW/kgRU1lBZSOJYLZybprZmKt//6krdmH3igRvjasEGwxYAnatc3G+YKYe7fhZqZk2He0k9vWClCKwJiikJfcsl61Ig91E1aL/jy9bXKgC4pqHtd7+jv2NRoGfLyJyxTFHDRisz5bGczAz3jk+/0EgQvp370Nl9KDl9S4mpN3rN0HQgyWp1VQIVtfTbaqKooUTNIkuJBm4kBJTOzF4qXrIl91iUhEmZNiUl0wAIShsqm0n7tbvi27OXZD+JnWhEw3TdqOfC++771NvU5YIcicD73g7z8jOOomi6EYHc1PTKQ+bzKZDd+VHxer0IRRU4XRSh8Xq98Qi9JKm1SgyTQEKkVTeyduyDe14l2m9vMU9Iba7sjaaEa671yReSl0lx307nHPG+vTE5ApwCLU24bt4ctN+3Cu6FM3LXX/nI3rRRI010SXNuJokqJWA0Zq0MWwCq0ZrDkgRm6hA4EneKCsm6nZs8RM8LRQFcCU5xBcnPuqGDcB+zyPpaBajmPCoDA13U5iY8PPqerEzRwUYrM+WxnMz4DwIxmaJTeeSuH9yLxpt/hb7+QXT19CIoy/EIxNAhikJqbQ4kmzqhSTBcJSllBE2f1CkxoLzGvI7NEU/ViUVGprwn2S3rx7LahmQjj2tUjgs3VR+tP7xa//Q3Gm8xKgirkSA67go8J59CariRKJwlZfCceoZ5+ZIqWEitpu9hly3h4eRtj+Ac60q+4XBcyVdzdgh7yogWM8WJUUSl6XPnmo2sm38Nn+9duI85yjwhFYIcKtl83xOuOatI6GhEhTzHN6RJSUxGNwCX1ANQksVhRkMsSu2+0ojyGUWX9D7ckWCyqB5gUHXPgORMmx7M6ftMSkID0DMfhA3wd1ks41fT3BVympocqVJyVtVwH7XESYfNAexaB3zwhrnkhpn0sNHK5IXeQwfR0tKClpYWrF27ttDDGTnDB2kikEtRHAva//AnhMJRlLicmDenGjOrKtF+/yp8beWnaNJRe5J5BWPPzywwTepcFeY3neXxutSRGq1CMk8yFYV+so3k2Uto/061hnZ6nR5FiasjF6HRqhqKbU+9CEDAfeJJqhpuPdr/+Ge4TzjBvLyVIJZkI1XlsZKYSqkogD37c2yp5GszRFrZaGUSiUYAUGun5ovPMxtZkRi8m9+zFkxRlOy+7+HhzNkgo8iQeeutt9B++zWpUxLT0PqCj8RhDqePeqZcXzUKW3/1C9X4TP35EkWXPAvKyShInPiH/CRulY3T1WanUpgUzxVO32csiUXputEjrYIir4lZB+EhVaxRSp4fSBJFTI3bDA1mFpUUaqZXNBwvWRkn1r70Blpu+hm2dXQhGFGyr7dhcgIbrUxeqHZFsfrGq7D6f36MFStWFHo4IyMWU9NTpbwbrRWlTt3DX1leivk1s+BuqCNRoxl1gKvS3CPV2ON0pCQapY6y0UdahQTT5CoWJiM0U+seqA3Je4/Ad1CJt8cpn23enoIijbQa6qBVMaa0argOVUnZiJAoyh7NMlKSiuG+eJpmLEYP+hGmUSWNXZJofErq2kFmCpOQvmsyspwOeOpnADaaZJpqM7P9vof88cwTS8SoUl3bHnkc7iVHpU5JTLfu0y/Rve/I3hHvF4gbhW3/+7uk9xLTn02iS/d8A+4PnwKceKmqd2AwUINH1F7cWaRdC4kcBun6Luc544gpQsLDCe3t1Od3Yrpv4Ejc2ekoNTtHVFVx3dCVhwAo2ZUpVcxG6wv/Gu3oR82Kf/8IVt/xLSypq0WJXQyM+wCmOGy0MnlCoQL5zY8DB3zFZYCEh2kCIEA33DxSXuJA+w//X7KHPzwMTFsIILFH6sgirRpNF5yVHOFwlsVTfJXoiOodk9Q7IzK15cmAz+dDY2MjOj7Yh8brf0riPgAZU0ZlQbsr/SRqohI4rE4glcwpTgB9TmFLSO9TH9jh7HtXphyL5oWOySMSYUqLsNH1okR5MsuYSXBkmIys+1bBffzxgM2eJDzn6+hOSme1TEuV/ckickaEIINtpMQi6bebCUdZ9grIVkRCNGFPUG+3Sn/WU5PrZpOQnaMUWHhW/H6pxOh7P/fDQCjVPcSiJCFdr9wP3hhRL10me3w+H7q7u+PPwmIhHEyeiyTWqMrDlEKsPYccZQmXnqCfoGr7jfAasywPYCY1bLQyeUKQ+mHpTGDv68B7fy4ecR3Zr9ZZ2cY2EcmGWATuYxZbePiFdfsYJ0VDLdvjpKH5Mx9NTqNxVsQ9nApGFoUTqvKfRiQIlGbu8er1ehEKheB0OiGHwyTuo4/HkK5sL8mduMl4MqwqB0PJLm1JqG2GEg10gTGr87Y+9if49nTTdbJ1Z/btjDJhbHdkVdfMTFl8725Gd++AtbLtknoysmDuISqHI/Du6EoyWi3TUmUt1TAFQhqdiFksMjYxF7uLHJyjbVW15+/kBEos4UjAFHmNhuP1fDPqyegO+eleUusBquZZZxpHgmg693hAUdD0uXNpu8/8PXXf5VgEOPAuHftcteJiABicuB0daGxsLC7D1ep6cZRQCz6N4UPxa0ao7wuBJKeJ5miS/Wh95rV8jJaZJLDRyuQXm4PSlCJBwPckRV0nwIMvnbhEa2sb3VOFlBtBnFREI+QVT5yEaXVNJRZGoKMsOUqRyXCNRsiASkzddVYYJorKiCINTV/8YsI+wkDJzIzr6eI+shwX99HHUx43guwlNLYJcK2MiOBhtd1NlkYrQOc5kmC0Kkg9icyGiIwHH3sejat+RNfJ9T+DryNHDhghqdeNYJEWRsfn86Hxqq9Se6cM9yVT2xiHHRWVlejuOZR50i5roi6pEKo4jIFoOL06saL1kKT7n5VDMKOTUEtnHE0dfiwKHN5NPZ0z7MccWTL03ZYk+tt/gO4/NceTAVw6I3lMgX40X/ppIBxA88Xn0XaffT11WrXWKzwWpewNJmd4vV6EAsNwOhyQZdnsxB0l+YjcWmc9DCWn8TrLSExs6BBl4fR3xjO8FFBqf6Iuh90JDKo12f6DaPvLP3I2bmbywUYrMz6UTif12o6/AztfTp6kjzNtbW0p6/Lafv8YYHeh6aKP0wRorLWFqUhllMjD1J7GIqLg29WFzp4+U3sc75Zd+vua51z7DYBSQ608+KbIgsiqkb1G81X/mZzWmihnb4GluI+GszweXdV6uBVTSlo0okaCnACU7HvelkzTI636LHp22wAAIABJREFUpHXX/jSpfelpbW0Fhg/BPxwyR7O27RvV9hJp+o/P6hPhtt89nJNtMsWP1+tFSA5Z3pcSMbaNue2bV+KW/3mUnCtXXJF6sh2LUfaBZDff3wBdqbi79wh8W3aYy1FCg8C2v1or7AKq2rACCMmyX3Zimxm9h3YSSvaKvabVyAE0NBxK7Yw83BFPoTRizJ6wu4C6c9B0zdfjDsp5p9A91fjZlShQOd9s3AuJomKJDPfRc6q8mgyUUdbtMtZ4PB64RBiyHEp24o6CfEVuLbMeAkd0wST9ubW7m+Yvvj8Bu9eTM8allaUoNMewky6Hvk7HIXK2AKQ+nKblE8Ow0cqMHzY7MO1D9ADe8mzhe8P17QZ2WtRERMOAowTNF58PQOQvBTKVkI3sB6YvTHrZ5/Oh8WvXoa/fb2qP4zn2aH0ZzXOu/ab9yNapoUaFPoH0fV4TEYJqqTSDfgQ9QFMKE7kqk4/1KNpXFAzZDz0fT1GyF7YqnQ5EZfOE+abV8G1+Z1TDaGtrAw53JESzbGOeEGk0X/F5MgoEii8SzuQNj8cDl91G7Z0S7ktWaGnD/kAw7lxJF22KytBEWkz3NwCnn7hE/e4cROPNv4Jv09v0RixG6wX7U0dbDWrDiWnL/uFAUpuZVD1cfbsPoPvAKCJcUTJak1KmNaNfiZFRGTHsV4mRUyxRp2C+B81Xfzn+/8x6Wm5ANQoU1XCYc6zZkBUSMGwRRe3aREaEkChKdmj7yD4bk5a3Nvwd7Tc1om7+3GQn7igwld/kKHKbktAAYHMmZ34dCAJV84He7eRoMTrHJTvgKMXQcCC+zvU/g+9dH30PA0eSoreJDipmasNGKzO+CAFUzaWI1JZn8i50lJaDW4De3ebayWiYDCetNYhA/morIylaM8QiVI+UgNfrRSgcQYnLYWqPk1HtMhYGXBapxnYXTEVPIzFaAT2dt/XJFyj1ZyTqwym3lxANGUX7ioIhD1FtGAC9J102OErh27kfnd2H4hH0aAzeTWNQRuzdifLysrgIzu3XwH3iSZnXywa7Ual0dEarnsK2ebNldMqkmM0UBW63G+0//j7qamdnd19S0RWGI2obl1TOlWgIqdrBmA3LKLzvkNHqe+cNdPf2w7d/OLWT0JDxkpS2XFaa1GbGqoerb3sHGm9ajY59+9NGuCzTLKNhwFGatG/d6JeHSUTNeG9UYqrieha4qoCqWkrbjMrAzKNoXSEM9YaqiqvRCTXcB/TuiGf8CEGGv4X4GpcJjI62tja4j65FzfTyMRusQIbym1wTPALYndbOFiHIcK2aT8tq6vWSBN+ebnT2HDZni23/AOjXMoHM33HNQTVSHQ9mcsJGK1MYyqvpAbnl2cIYrrEoCQaUVJrTdLUULKO3bzQpX9kgW6QHxyJARQ0dnwT0B1LE3B7HEpMhHkkRaXXEnw/KyGpaAagCQmHqSSqksfdL09JqoT6gegfge3fz2LY5noQGqTZMI0thF9/2vWi8eTX6+gcNEXQHPEdnOSlNJBqmCbqQ4iI4ixZY98ccDZpzQ+vNO0KMKWyXXPQ57N25Fb533zUtY1LMZooGd/0c1MyaTvelWDSre7uuMDx3Ftp/84vUk/eInLKFqdmwtMFzwrF0nTX9J9XYXvdjDA0PW5d6GDJ+EtOWtaiq7vy5fxW+dsUFSZvwbtmFUCQGp8OWNsJlmWYZlQFHqWnfJqNf9qsGquG7psSo3MZASkePEMDic4HqxeQYrP0w3ZvKZhmefYLOlzGzxX9Qb21GBsMR+HZ2Wpa1cC/XURKVSVtCieSkFCZt+U0uiUVpvJIDjSuWm5wte/apUX0h0Pr0y/S3EgXsTvpO/r+70Hdk0Jwt1jAfOPJByt0ZU/Qv+ead2Lu/h43XKQobrUzhKJ1OD8Wt/5deKCMfRFSvfWk1PYS1GtvEdgkK8hdpDQ0g6SsYi9CkwgJ6IP2eJnf3fS/eHieRqAwcMdZApUhVtbnMRscIaloBxFVvFYUiAdn0VkuHGvnV0426DqGx5f8rHkXF4UPmVkBZOgG8vi1qBN0Zj6DftwruhdVoXbNm5OOIhi3OxQjSlTMh2dXtW6hAZoGWwmazSdizdy/2dfeh8YqVxXOemdSEDCnyoUGzeiiS+45quBvqUFNdBfcxaVKKIxYtNgzrm7IKlhxN11mQRG4GhwLo7DkC36aNySsP95m+t+6GOlSUleKWBx7WUx4BkPNn8UI0n598f44bzWFyOGUb4YrIZACoDiXdyWR0RioKqQObLHYlSa09raPH7gKOXkb3aU3gb9qHzIaSgPn/gc5k4b+bV8P3r9GVLTAWRIJxh/Jwb042mbYveK4IBwAIQAh8/6srTc6WFzds0hfThcOUKGAvoe9kJJqcLbbkKGCoJ6XjW8uksEkS9nT2YF/3oQz15cxkhY1WprCUTqcb2vYXxtziI2tiMeqBWTIt3hxbVr3tg93JPUjTRFrHlBYVHEiI6Kq1S1ULUq7iPvFEmtQcnZw+rOPvJq+6cQJi9TCwOShlJxomA0sa4e2gdEZcAdlK6Xik2JyAMNSVOR2Q5VB+63JyydDojFbPqWfonmo9gr6kHoBAW1vryMeR1L5DofM8lj6URiSHaqsqqcVt0qBlDISClK7pcjogh4roPDOpMSqKhgPUu9kQvcvYVzExhTcWo4yUcDCpLVRiumA8q2A+EJXpOrMBQVnG/p5e9A340dh0VbJzJNCXdM9PWV8aDgDBwaRnlSla3LYme4NB9qeMHhMkEIXKWiQ5iDK0x9EwRmBN0diK2eZnmxKLPwcVhdKJnRXJx0JNvWbGSDio3qtLAIi4gm4xkFC2Y+lsMdD6pxcBmzN1tpjW59gZL6kx1rJqTqFQOAxAoWdGmvpyZvLCRitTeMqqyYDb86plvUzO6d9LhpqzLJ6GqnmPB/cnq9elEWKySovK2pANDZgnS7KfDIt0fQgBinRFzZM7PYIx3EfKkLUnmSdDVqmhQu0FGxocXWqvS42uKjEyYMeK3QUoCXVldim/dTm5IhajdhAmozW7yLX7hBPQfv91qJs3C+33r4pH0AVGZRQiFjGLbCkKTXDHGgnXsNnVnvDSqNKDtRS2BXPnoL52FqKxaPGcZyY10bCqKq3XHFAKqkUWTUpxFaPRGpVJhXTTI8Cm35MGgaqKm6joa0oVFBIQCcJ97DFov+0qzJxWhdo51ShxOiCHLFJ3E7+3SK5t1etLw8NUHxrsT/oMerT42MWZjlSc0ED6ZAUlRvdoZxnd92FIyXdm13fZGIE1RWNLpsH0kJDsQEDtcRsaROvTL8G3qxMhOQwlpqjHwgHPkuxqlZkMHN5Dv4Wg6y+XSvnhQOoa7lwQCQDI/tnU9vQ6wO6ie3/rr8m5Y3zWOUpp3mWYhxjF1jSn0IKaWaifX4NoNJayvpyZ3LDRykwMKmtIHr0rz6lHsRiw7y29J56ehvqfX4dvk5dUJhMn9yNMD862vsf33hZq0aBNuMLD2RmPkj3pgdT21N/IWIkEgfqzgJLp8O3opEjEzs7U262cS5PK0aSOuipAMy4lR5FWF3w798E/HMBt37yS0o3u/Ep+05xyRSSg99fVHSFbdmS9uttzKmpmVCWnBY7KaA2bI61KjOqmRklSrZwWaZXsoxsfyHBdOL8GT/z3tairVWv4iuE8M6mJJAolCaB6kWWmSqL6r768ceIeOEy1flXzgPI51DNbTaVMVPQ1tdeR7BSdjQTgXjQf82tmoaq8lFSN7cLsHInIagSXxq0ZoinrS6MhEjJSoik+A0bWzi3oT+9MUmJAmeoQdFXS/9EQIOyZnZuZcFaQY02r87WXUrQLAIJH8OAfX0bjd+/FgUOkKjx31gy03/MNvPXWG2PbL0Mp4fvfjpfkCJFb0UF5yLpFUq4I+ZMz0jKhpcCfdBo5d4zPOiHR98rIQCf9qDXU7oY6LJw3B088cKP+vUxZIsVMWthoZSYOlfOAff+ktKR8ETgMBAYAYYtPfJwOyKEgvBs3qAsZvc8SEM69x9K3yYvGG39BLRq02gwlhqYvXpl5ZclubUj7DwHzTgZKZ8C3fTcab/k1Ojq70Xjrb+HbmqJVQfkseliOJtJqd1FajzICpdw0+N5/H403/xod+3twywMPo6KsDO66Wfnrk5tLVDEXUz2uIRUxoxpu+Wwke66Fud9kNmjp2raE9ODS0TsVkmrlbA7oaYujNFppWFG4G+oprWxelj1tDbBi6QQjahBKikUpKjotdalDEkJQ2QZARqcSA1xVlEUi2cjBpt5nEhV9PfNLKcsEoPtjWFULFsJggM5G+w+/bXaOhIfg27VfTzNOjO4kpzxKwIyjyMkXka0VTaPZPy98m73o7hvA0y9usFZGVWKkuwCQY1BRgHAQTZcli0GNGCEo7Vg75o6SeK/WwQOmPs+SJMHldMC9ZBHaHn927Pue6hzZq6bSa1Nwkbpv+0gJB2l+kKvtWWHo0ZoVihJf3u4EPdsyPdcFUP8xSsc3iKVp30sArCY8BWGjlZk4SDZKhdr5cv5anQz16J5t08THLuBpWICkAiNhS92aZgx4396IkDrhksMRnHz80QAkNF/91cwrSzZY5pQJRW+VQ4IHIDVLxZ66XlCr6x2t0Vk+myZWORD5oTHHEvohiuLo1RoeAhRjLRyJsmjHPaMarpW6s9018h7BVteqEgNKcpC+rSE5AIgxRVoB0LqSXU2N88ezB4Z6s0o7ZsXSCUYkFL8tRQJ0b3CWURlBVteJpCuq+955k7IVtndY1sGahJfu+x7ciz4Uv34ku5oeGdTHQ6m7M+Geb/6e+Ta9Q61qrNKMk1AACLpnVi+Bz/eudYpylmmZPp8Pjd+6Gbs7e3D5t3+A3fsOmMRl9IyNXZ20Qsl0Oo6RIJq/8IWs9pGRqnlxFXubEwgNUaT4yF5UVJQnt/qxO/On8TCVOLTdfM/PZaQ1NKiqEfszLzvqfQyMUCNBMZcoSfakGnUTsQhtf/YS4LjPkECmoXQsqTcsG65TBjZambzQ2+9Hy00/Q8tNP8Pal0aQTuQso5vZPguVxxzQ+ptfAy6K6pgmPne0wF1bahICAEAGYh6MVs8JS+BSjTOnw45vff486l+bTcqX2oYgCQV6xNTj8cBVoqbElZSlrhd0VZLB6Rhlmk3FHBpPDiKtHo8HLqdTVeBUJ0kCxWG0Bo4ANrtaC2ennpMj6ZNnlb7rKB25crU26U+MADlHHslMiSTROR9tza2GEtNrFAER96bvWZ8zJU0m/+iGijGyEw5Q6y4AqJqHpgvOyrwhQdEmn8+Hxqu+QtkKaRRC9Uho/Rz1vq1aqMZIq9G5JwRFQQ1Gpfftt03OQ1OacSJKjFqRSTZgZj28W/dYpCgLQM7ueUEq2jIkyYaYokCSJN1ZZypd+bKqoF4yDbr42RgyJ0yUzYRvV2f8XiEEpQgH+1FeVmZKkS4vK1HramMpU6DZkZQF0TClvSbWJEdDudH0kAfpsg8cHvu2UqH2aM0exfwMsiWXOAGG59bWnaR0DVA22Iyj1G4LREqhtHFg7UtvoOWmn2FbRxeCEaVq3HbMAGCjlckT1dMqsPqOb2H1Hd/Cin//yMhWrpgD9LwP9HfmdlDRCNqe+AvgiBsINPGZSROfgU74OnrNk33JNrIapSxxL65D++3XxGumFs5IqxpsQrIDDpcqemIknqZLYjcPU7+23/8+db2gzQGUzhy90Vk6g8YzogeYNW63G+0/uw11tQaRBgXFYbQGjwA2J6Ui3nMtndeR9MlzlCIpZUqLtI4kRTg8jKFAyOSFHgqEctfuRh9vCXw7PkD3ob7Rt6qJqZFWjWiIPutQL0UimKJAN1T698WjKZEwUDaT/q6oQfOnz8i8ISEAeTjeqiadQqjsjztMQgPA9IXx2lAt0hoaNF9f2j4MxrVnSa214JIVsaiq4gugrBqe45fA5bAlrGtIcc6A56ST4HJIiMVikIRATImLy5hrdqPwer3w7fj/2fvu+Eju+uznNzNbJK2ku5PupCu+6ruzPS5yAWNimrHpDmBDEiwTyWAMccBvQuiOTTG8vBBCsUk7hyDFCFIdO8aEZscJoRiILZfF56vWdd1Jd6eydcrv/eM7vezOrnallW6fz2c/d5JmZ2d3Z37zLc/3eQ6QBsKeg5GVg8shvfsFd6d57yGirhoIVYWtJ/V0qSMzYRTsnOG3ce5WyqwJwuwJilsieCRXBYdHK/0cMdF2dVpjvqTVJa720a8gPeYoXHZtcZ1zoUJp84Brr7ocO+66Dds2rEZSYnUcHG4iCM2kdR7BGDuHMfZWxliNuD1LFEwg8Ymxn9V2njF3CgBHeu/BgFkIEtDp/8ifuyknTKpP0qTkIJ+9zg4IzCp+FDBj1kNTHDRKTtVLR/Io912GntVryyZOQz94svqkM9kZrExcJeQLLkbPCo9Iw3xZIc0FuSlbaGLzavSs7KpMWIgxKiA436s571QBzSv99JM4fPw0pjM5B8269klrev84+j9+D81k9/dXnrjqOgBP0qoWjM4yByZ21aVY1ESdwDklrWYyxWDTH4NE2ooZYOoQBl57iXuN1wrou/BCJESgqGguhVCXx+vscbsbr+vUieGGKJwg0rmUnwpW8HYEy/LaTox84Y/8gkuB71EHlht/ZwzyS1+LkU/f7H4uY5GvV/mcrRj5zM3YtK4X//Dlj2HT2l6rWEejKxIxZRIJpFIp9L/3jzB2bAr9n/0O0nsORXqNchhNP+/uNO85TJoS5ZTP6zW+cyZg6qC/mAIAYKUps1GROUH7z0/NfV8gGvv4+Li9xhdJPGzo335M1/FkRMFBp26GIPqSXVehpqhgdO9R+4/tvcZ/KN4JFUprYsmjmbTOAxhjfYyxXwNIA/gXAEOOv72CMZZljF27UMfXkIinqHt14vna7TNzwteFshNXjtHdB/2UE0GsT9JamLErlSYqUeBddhbdBEw7Ca4D8eqYKsMP/YREsKqB06y+AoQKE7V0wEXpE2O2OIgDjTA7ZR0D50aAbCTvuuq3TYoCMRHcpQmwDAlCOp1G/x98BCenZ3H0+CTyxaIR9CdJGbSGGN1zGIWiirgkoVgMsBEpB19HgRtJa5GuOU0BZo/V7HibqDMKM7ROOufcTMp70Lx27hSw6eUYHBhw0P6o2yRvXoORz9zsUwi1Zlt1lZghasHuWKVW0etxbnRcOfmvepMvDjvh4hzITUI+Z6tdPNRUw4bG0z3KnaaiVGqV/bvOdVSgcnYijW5xJKh5q3D55quvcO1H3roBI5+/zWJszM7OolBUEE8mUeQiRp9+OtprlEHfJZe5O1bnbjX8MkvY6XDUZWTmjADnwOReINkZIuI1x04r51TMMeOWORb90+k0+vv7MTY2ZhcnC7MAN65HrUijRVEKjM61wRwvccAtriai7+JL7D/GWmj+2sE6KucN28TSRDNprTMYY9sAPAZgO4CvAfgPzyb/DeAkgLfN75EtAqRWkT1Nraq604cxm1OCZyESKfSdf66fcmJW7cPAeXU3huKsHVBpRUpAK507lOI2ZYZzewakUghi9TOtVSJUmCjm+QwS7eRnx7krUa3X7FQlybB1DGqBqNom3UtXKrcDAAyRkwAqcESa1+joKArFPJKJONas6sKKjnaMfOGP0dba4qGizR198jlIxCUUVRKdqthj1dtRMOcQzd9XEvw3sfBwzc9xWtvMNSVmrG1mYKsplACu2Ezqws6iIGPAiZ2Qt6wLD0jVAok8dZ5FlPJNr6TXa11hJ5uMUSLtFYtx0oPVPKBp7q5X5gStQVrRPhe5Tuu1N/lOLrO9U+0XCKXO+jpWaqGk4Ji8cRV6Vq2ELMs0759IoFgsVjYrXwayLGPkSx+2PKLlc7fR51LqfsCYS83VQsZfXGzCxtDQECWUxQw+d+/9ruL51VdcRBvNtdNazBgjJgy1UCSmuesC4vG4XZx0dnB1la67QgSWrKvTKhmFXfv8d2mMfOY9kC+4yP38FVsCRqKaONPQTFrrj08CiAO4nHP+QQC/cv6Rc84B/BzAixbg2BobYpwChuO/qXoXrm7YzDGk2lqDZyESHZDPO9dPOWFi6eAiPwUcqcJb1jkTUsxaqr+VYKD/HXaQxnWaL51n+AKxucKbuEsJ+qwK03aSWAuxihBUlQwrWVj+rBOnkN590CEwVAFMVV6XeIxIVMgI6OvrQ0IUUFQ0tLe1YG1PN+RNPRi47nWVH0sZyPK5GPncrWQS//dDlXusejsK3qTV7LY2sTgwfcRKEAeufRnNyTuR6rED6OxJoEc25umXWZuYHqmY2FV6VELN09/PejGpzXcZ/o4tK9wdUk31s1nEuB1gFzMBenY6sPFKDNzYD2ROAuD03novwMBNN7s3FQSacXUWmsyk2HO/COxYqXkEqcBbn4OSsz5T0igYIY2CSmblI0CWz0fPik6634kxYOX20k9ggqtIkU6nMX7kENLf/2bNjmkpYnh4GDi5DxBjGHnoMVfxfOO6XgC86qTVinOKHt/fORb8A4sl2Qm7qKEpZMlkHHdg99i8Fryd1q7NvoK/1T3dss5vw5daOaf30sTSQDNprT9eDeB+znmpzOsggCr5mUscqZXA0afdpvMVwEpCihlAK6KttaXkLISPcmJSzYI6YIaBPcafrXzuspixlYKVXFX03MGbboIddXGylphHBAZic0UsCb+HGwNmjMTt9EHg+e/N/XUiIqjzOjQ0BMwco07Oyf2Amkd67yG7cn7nDmSCxGPKgTEK7p1JORPIpinCccnnnWeIe620aZVqAYP9v1P5sZSDlIS8qZdM4s/dVvnzvQmpGCO7Da1oUDzF2sx3NVF/6CpwYqfF9Bh84xX+pLN9NdI791BAu+cAzaAC9prFOXmkaqrh6Vhixl4tAMkV1OFxBratyzHwxivc2zJPVirGyKcboOtXdySNapG6rMlODP7hn4BUcgtA11Zg3YuN9daDZWd5qMSMfvbYwgR2rIpU7PJi8LprjG5ni+v9ybKMnp6emiasAKjYWYkKOGNAnj7DdDqN/htuwNiBA+j/2NeQmanNHOVSgqtwfmIn0LI8XEioykKdFecUSDnYLnzMrdPqKpb8zVchn7ONOurWuAmzvJivvuIiV/fY8h7etY/uY162T9dW13nnmlkH/OKQyWW0n+Z94YxGM2mtP5YDKKeawEDd2Ca8MKlbc51tdVBaKp+FYMGqfif307+cA8eeBg78ApgZ923mSzA4p0TVoqVxEp6KCGse1Jw7MiuZXrueOiMwEKsFRI+yYLwNOLWf3ufYT4HTY5G9EOeKoM7r8PAwsP8nVHjY/99A7rRnHloLVjyNghWbMPAGUtsmn8YppJ/b5SuKBHaENQXyljWkhm2e25pCN/taQ2qxqVqVqBubCKMHmxTSZnCyOKAWqesmJe1EUy0Crd2uzdJjE+i/cwfGjoyj/86/RXqvoQwvxanbal7P7b1Ae0/5100GzFzG2jD4pt+i/4cxY8Q4WYIAdNxOi7HCNLBiEyVl8TZgzcU0r7/p5eH0+tYuBHpme9anwI5VEH3ZRGYCOOtyf9JdDyTaEfgeQiFY91NSes4hLokoqhpmZ6LN359JsNZqrUjXhhgLFhISxLmPRGQmAClOhQ9BCKZxVwgqlqyCHD9M87g5h90NA4mvdazBxlUd1j1wJpPDBz731xg7chzX3/Z/ceBYgMp8qgcD177cWudtP2ZjLt0r8MgY3XfyTcHeMxnNpLX+GAdwdpltZFC3tYkgtHYDx56ZU6Iy9M2/q27OEKCFOaACmv7p9zB+KoP0kQxw+Emqoj737z7hJl+CoSkU8DuPpwIxI2seVJSAZAfSO3eTCf2uFyLvoxao15wVBI+HWzxFSWvmONGf2rqNinIlgVYNoauG8FKcvsuTe9F3ziaXiEQqVbklxcDAAJBahcE3vdQt/3/nvUg/GcHrWCsGBLnc8iWuKcSY/fnrVcx0a0W3d6cgEWtByRrzTs2kdVHg9AHqjrY4CyPc5ztMnqY6JTe64BYSal9jC5CJsQjrNAue/zdto5zH4YUYM4RkDMEaZ6dWLVhdIwDA2kvodUrNg5sjGUbHiDpcfhXYQHpvYTpYpTczQcn7ik3hr1tLVKosbvrdairdAyRGKsexGFLJMqrDZzKKsy6rIl/xXJAAZY5JprMLKiZIjCwiSuo5aCrdcw//mn52XqNiAug5H32bV1r3QFXTIIkiREHAC0dO4ND4pIuNNTAwAAgCsYC8LDXOqZASULAZeGf/4rDAa6JuaCat9cejAK5ljAUOijDGXgSiEP9gXo9qMUGUaNGc3Fv1Loa/8y+VCx054QnM06NPoP/jd5Plx0e/gvQEB1I9SB+cwviRw6WpspojIeM6UeSqtI1JH8mg/6NfJhP6d7+vdrOlEVC3OSvDw82iOAmC4cMoAqnV9HnpSn3N00tBydszq4l2YPY45G1bXCISbanKqdqDg4MWXXL0ub1un8ZfU9JaOrAISvKYL4GoCZzBdjWdVjWPwWuvtH8WJPpcixn6v9BMWhsenAPjz7i7lSY8a23fxRcj0Zqiok6y1V3gSvVEL0iatjZewTbASL6MRFWQrKKKtY4AFGxzjc6t7KRDcMjo7ng6xGUhxmi9MmYHB6+7hvYVEFhb9N7zzqO53iBLHiVPx735ldXNxVeDgKQ1aDbR9TkCgJKle8BX/pS8tb/4QbQl5umYFxsyk9RlLVWcFqS5dVq9hRgpTg4MEVFSz0ErUpFWybmp5Bx0DnesgXzO2ZZ91N23vw8dbS0oKFTsT3jYWFbhvWW5Ox4CaP8hn9Pgez8AdKz1P6eJMwbNpLX++DwAFcB/M8b+AMbsKmNMNn5+CMAMgC8t3CEuArStAI4+VZ0Ij2ooQXpnJEohd5p8BwFamD2d1tEnfun2t9u5j7pjt/8FUeBKzXg65eG5BnSsruz9OI9j73EUCnmi6Cpq7Si6EVGXOSuRVAXWey7wAAAgAElEQVQpAHTAOxcTkLTW3QpH16kbaHZYEu1UQZeSVDnv6oS8fUv1tD4pDiQ60Ldtnd25jcfQt5GEbYaHh4CxXwTPoPnYAIZnZT1mnS3RKFSn6KjkLXr8wFtebc+O56dsZckSSWulAmD1Oi8awXqpVqj4vWRPUjDutHfiHEGFElmWMXLfMBV1vnWfe71IdiJothMISJ40hfYdlCiLMXroKrExjHXVt46A0drhpOdynai+HtXcUGsuJ2JJvy1VWPLBOfmPP3u/4e3sTBg5qRdvfnmwTVC94LHDcrE8PvRFZLKUgA9ed439few7YiXm8oaV6OlaTvOOutIUUAvC8efKMwgEaW7CScWMW8VeTFAcUwtGkpKjmfW2VZ5RJk4Fd0EEei+CvKbdsnAa+dJHsK6nGxtXd0HT9WA2VrLTf75wHUj1IhBiDNh6DQbe+tomTfgMRTNprTM4588DuB40s/p1ADeD7tBPA/gL4/fXcc4PLNhBLgZISVqUq/FuPDUGK4CPimLWfZPxdFot83eHkAKZY6tEgSsUwhNIrQA74C+xQEdA3+W/hUTbMhQ1XluK7kKCSeVvtEywiwoOOKvFdUkoZo7QuWB2xhkDurfZMz7gc1dxbu+BvL7b7tz+2Ucg9yboMylkgAM/DxYmM0WMTOgaqVLX2O4GgEHjNF+nCnqwkrGSVldSUZi2k9YQ779qBMDqZZFUr/0uBCp+L6de8CePugbEEoHnnHzJS9Bz1ibIfZe6/5A0vJk913wmm/cnT1qeBJjCEG+nIJgJviTB1Sk8/pz7fqBrtjiUA6HWXE6IcXfhRoy5bUGcKM4A47+hhLqj113c0lSiBC+bZ99JKQHSbaBCGN3HbGVbcz7flczesQPpp5+i5xdm6H2Y7yXsvZ/JmD5cPv6oRdLq2p9Ia/Nc9R+UPBUjYq10n7OK/0aByiz8dKyB18Jm/ZpV+Ncv3IoNZ60LZmMFst/KaHyIMQze+sHI/uVNLC00k9Z5AOf8+wA2AfgggH8C8GMA9wP4MICzOeePLuDhLR7E24DxKuivx55ye/F54KM9AcYNmNmBlHdGacNKjHz2DywhhV89s8s2x1YNc+ywBNJ7E2mpXihHvvSlGPmn++tihbBgEESqwJZSZGYiJa0lktuaJxScA4efKHkuUcdmjklrqhdQ8/bM0/bNdP4dfsIQi9lIAYo3wPF2JrnmntGrJQTJjk+qSVqLOf/nyBglHOZMa5D4GeooALZI0Cjd3aH7vo302El3J1RXAakEoyXo2jGtbzzr4mw250+e1ILLTsfXCU12hHbo7eIIp1ncFk/HKIoAVBDM89Vci6QSs4SaCrR0hnTddGDNJfMjvuQEY0aCQ5+bdR8zCrKpVurEupNZDaOjhtVbMQMww/JrchrpZ56a3+NfDDA+o5IQJECtgh6sqTTLeuI5/9+cvsTVwkyGvcfPQQUq8/fJZUYRy31PlresJSGnoNjEN4duoBzToGMtJdCVqF43sSTQTFrnCZzz05zzr3HO38E5fw3n/O2c8z/nnEeflD/TkeykYKOSCpumEEWGicEeYgiij5m0ynbqigoi0bacyE5A3r7FElIYfuAR2xy7txsjO+4OTyCVvGHHyUmMpgIRpiCUouhGorc1GAYGBsgrsNQ8DhOInlacBZQ8BfLFbG1VhXWNXuO4oVw9exyYHS+ftCaXz+1zDypiCBLR48W4MbPEgcl97m2KOX8wXOmMXlSIMVjBSVUzrbngzoOu2DOtIZ3WSgTAGiXBqyUapbv7l996AP2fuMfqhKZ3j1HSWskYholUry+49tqCpFpbDDVse730dUKTy8rPQjOB1glz9s8MfL3eslHBBLrOzOMXk0SdDgLXg9cPXQfA5lTAnBOY7Yts3ceMguyt178c0DVfMtt39hq6RrmGTLZAXdijE+i/+f3zqq3Q8NA1WF3JUhBESkArpVdnjtM5P7nPPwrC+dyT1pDiIaC7C1Sm9oS3iMlYODU61gpXksuN6yBeJmkVJaDn/OoKpk0sajST1ibqgsmpWdxyx9245Y678dCjEZRPo8CkIAXQQkPBNQAsmGoWBpNW2dZNCWbLMmBit3ueNjPhm38CDEXArg7Im0v4rhZnMfTdXwBaAYNve0OwgmSNEIne1mAYHBykSmqUKurBXwFP3ofhv7kH2PkwCVF4k7lqcehXFHwe+DkFucefixaQJ1Jz+9yDZlBTq4hSaN78mUT0TCeUjH0umV2fegXBguOcrWaGTc37g3duUEQFg9oZEpBUIgDWKAnekoOSNzqh7rl+6AoQr1CNFjDEmNxrstcWpK3V8HAuJaiX7Ch/PratBNodOgJKFgPXvc5B8a8MAwMDROk1i6lijIppQcWcgKR14C2vBpQMBq5/w/yJL3khSNbnNnT/j2yWx5azMPj6y4CZY+5k9gsfhLyuk74zxhxd8RiKxRKjMWciuFZB95xV7kl/6gUqOnSsdqkTW/ubq+1NkHPC7jGMT5xGesxTzO9c79Ed4QD8VH0LUpxmb821XsnTvSXKSEvHWlRm1VQbPPTo47jljruxa+wo8iqvg2BEE6XQTFprDMbYy6t9LPSx1xJdnSnsuOs27LjrNlx71eW123GykyjCUcUFdBImCKSahcGkVbaupJuyGKfF1BT+UYtUvQzz2GMCJU9hKExj+OGf2qIiC4hKBW3mDa0rqCgQ0DWxOuYHTgKn9tldGl2h72T/Y3O/UXNOatXmvNrEbuDkXisJdHbty5qiV4pYkvZRqmMkCDTf7exGmnYxgNHJjNWvIGIF3n57j0hQ8pR4h4EJFOCHCK/VRQCsiegoZpBqTbg7b+dsNjqtVai0tywLDOzN5AkAXW97D5f2o5b8hUQfBNGaxR26/0eApmDwhrdVfswGBgcHiVpsnqvm+wjqcHHdl5gOXncNUMxgcPAm3+bzxpQRbOEz2y8TtI6keqloljttJ7PnbgWyE9aIgtUVV1XERWFpaCvUClwH9KjJVYWdUV0DJvaEs3+kOJCfo8q+rli54dD9P7Jnm4+eQP+Hv+iOHdq63A1lTQFWnVtahMo5GqBkASniPSvZ6bZNmydce9Xl2HHXbdi2YTWSEmuqQc0zmklr7fEYgP+s8tFEOcRaie4b1e5EVwExHkw188CVfLR2AS0ddrePMWD6CP2/OIuh7/40/DWZEE4PAwyRJ0bHVioAqzOqEbSZNzAGtHRbNzMzSXzwxz+3O+a3/xXS4yoFoGKcZtTMZGeudjiFaaOLIFDn8+hTAIjm5O3a/+W3H3Y/d65JK0Cd/pIVdyMycBZHFMecaLFEUaUWEARbhKfSpFXX3CqX1j5FT3edV6dM3ET9UZxFW0vC1QmVt24w1rQqktZEu68QaWoNuK63O3cgvWt/+H5iLQGzd3pokXP4gUeM4uEcvYxbu+h8dhZZvArCmgKy1gkIu7gGpPxU/nljyghi8Gek5Mgz9qwXu9cjc4Y3OwFwbnfFV6/EyJ99uFlMckJXkX7hmFXkDBtTspCvYPwpM0FJZVgnV0oA2TneC9WidbsZfuARe7ZZklBUdXdXPdFhCEplDeaMDqzcVnr/zqRVU6Lft2JJDF732tqOBDXR8GgmrbXHZwIePwBd9vsA/D2ALxr/7jN+/31juyaiQJBotjUKdBWQ4iFUMzdcFeZ4m9EFZZTMtnQCJ3bSQjw7juGHfxb+mkwgIY6wbrCSBak1VtmVqBEaXtAm0QZoiku18rbP/TWmMzk3JdELIUbzpxUinU5j/OhhpH/2Q7LyML++RIrk9Q3hltCuvU5U9CDaeMXoWFteSVIQSc3YhLPTqikY6P/duR9HKYjG+wyZPQ1FGH3TQVEksPCZJSVHxasmFga50wCY3XnbuoHWSY7qPKelBFEcHUmfqTXgvt50jD5TorgmJf2MwemjwMxRYPZE4FNI8XiO67AYo2u2aDI8GNH1nQgr7pg2QRFUx+vVeR24IWSt0BQgtZKsTuKt/mt99gTMjMY6F9ZXORu8RJGZmUH/HTswduQ4rv/AZ3H9Bz4bPqYkJYB8BTIn+Smk9x4OT4LFxNwLuGoOzvapLTipIB7zaAowg76fO2X7IJc7r1uWu66NgRv7ox9bx+rK6dRNLGo0k9Yag3P+Kc75p80HKGG9CsD/AbCdc34T5/zjnPObAGwH8MfG37+/cEe9yJDsBCZ2laUIp9NpjJ84ifR+sslxBlgDb3xpcIWO6xh442+Rd108BYBTMhtrJWGgmaPAsWdKi/GAUfUzSPrfFEawOq0Ll7RWImizIIinAF11qVZKoghV09yURN/z2shioALYXeeD6B94N9I//5F7Nm/FRiCWRHr3GApFBVzn/q69VihzXlSAluXl56ASHTS/q5nzQI5OKwMGb3p3bY4lDLEkBt54ReVG72GdgUQ7daxMMIQnrYUZCnSqEYFqYu7InPB1DK2iX7Ud/lhL4Pdts2QUxBOJ0utUrMU/C88YsPU1AA8TbeHVJdpeLN9oJ62C6C+qhCWtao5EoCIcQ706r4ODIckwg9E9E4BV57kTIAainjptj1gVM5lLHLOZWRQUDfGYhJlMzlV0nZ2dAaYO28U6KUEF04hIP/Ur9N/5t24xNAeGHnyMGEOVFhadUPIYuNaeXnMJTt57j7+rLiVp9EPXgEQEkcnkMqT3HMD4BMVqg++5Nfqxta/xzcI3sbTRTFrrj7sA/Jhzfg/n7rsp51znnH8NwKNodlqjI5Yk+mYJddl0Oo3+G26gxfwjX/FVNAdfdxkFXkXP7KNWxOD1r6ObtCkSYJbu4yngwOOGL105wQwBmD2O9BOPY/zQfpt6qxZshbxquxI1QiWCNguCeBugq3jh0DGL2t3e1oJ7bn+fy2rIh1gL0aYqMFW3us4xCUVFweivfob0gVOuCrbZ8T02QYFbb/dyd9deLdYuaU12ApwhSGjCope9cJyugYO/pABBUwBBxMBbrqL3nqyzRoSYxOCbfqu6TmvQVyPG/ccclpQWZyn5LTf/xXnFQfRSVByuObKTwTRXhuqT1nhboFKpTT3txsjX7yq9TgkiXf9mIUfXaa1O9YSvB4zVZh1OrYTZkRp6+Bf+EZEwhkFhBlg+z96sXpiK5F5wbtuPLN/gpuvHWqkw6xRlA6Nt5pIkLSGkn30WhXyBliHj/tXR1kIFT4khlWoj+qxhkTT00E8r6oyOjj6FgqKHMo+GH3jEKCTMQeNByWLwLa9y/coSnLzgQv/2TAB6LwA2vSySsFh67AT67/wGxWqf/AbSzwVY94RhodS2m1gwNJPW+uPFAMrxLkcBvGQejmUJQSDaVwgoCckHCy9xnZLSc6+lgMFZqVOLbjpLvNUOdpKdRMeMEuAk2pB+/FH03/hOjB08gv4b3kGJq5qHS6mgnnOHEdDQgjYSFQx+/POnXNTuN199hctqyAczmK5ADt/qOitFxBNJpFb0ov8jf+6qYDs7voIgIBGP0RyfiVp2WkWJZtw8XSPvPG16XAHGnwGO77S2Gbz25XQzr6MqNQCbBh1qiRACXbUsn5A7DcyMB2/HeXjSmjlJn413btD7/PwUMFaCyh+A+VAcXtSJsa5REBzULeeo/rwL6bQCRpC8oh3yhZeW30/C4dWq5ql7L8VprQ3aP0dt1uFEJ8zEb/i7/+MvqoZ1WnXNrWa8EBATbq9ZgK6vWKt9v0suM9Y3Y5tYC41N+D471ux+wS6cH5skxlVv93L86z1/in+950/pXnbXe3Hru/qpg63ROjf84H/SeRJxTrNvYxcSiZifeTRzzC7ccL0ym0Av1EJ48hkLUQpfdynQtSXS7kefSaOgMcQlAUWNVTamZNpfVVCgbmJxo5m01h8MQLmr9+z5OJAlhWQHKbqGoK+vz1Iz1HUdhaJiU2eUPPnqtfcCm6+iuRwzOdAK7qQ11uYWY1q2wU1hDEM8hdEnn0AhN0uJcz5Pi7FacKvrLXDSWgvUTeFSTMA3L7W1go5EBUmrLMsYue8+bOjtwsiXPoLv/exp19zq6M59Pp9Cn5iXrmPghrdHP75y6DzLStpMkTDvPO3o8y+QsuehX9nnlZIlxc96w+zOVCzEpFLcO3ucEgyuh9gbsXAhpuwEAucGnTjxPH0W00fCt1kgVJMYN0yiq5gzbkH0dT6HTmur+5o9uc9flEiU8W8EaAbdPCeVrC1wlOwIOVdrRA8WBDsxZowSBWcwrRX9aqec07atCzwHKghG0cBRgOI62QOZYIw61mYhyXyvUtwSzbLQFMehwnkx7ytyWveyjT0YHBggani8xe5OR6VYawrkDd0Y+dJH/cyj/JTNQhGkst3bki4Cagml9xqIDvb19SHR0oaioiGeTFY2piTGjCJV83w7U9BMWuuPnwG4njH2pqA/MsZ+G8B1AErI0TbhQ6zVJbnvhSzLGNnxVfSuoErcsYlTtvCBkqVAH6BZxbaVdmXYY15Pc42OwCOqjx4T0Ld1LRIxEUVVQ1xitBirOXcgU6U3YCOhbgqXUhxlDdnDIMYq7gDK2zcT5WnbJjz5m30+Ow+XT2GQmBcDBgd+v7rjDULLclidmwceCZyn7TtnsyE+w236oVqwz+96ItZivG6l9OAiLGXgXtlQjwzrQoUUHrKTwXODThz/jXEeaA1hQj/XpLNhEl01X/qyrHqmtd1NoRUTtl2HWgQgUNJUDokO+9pXiyQiBNB4h1r0W1SZr1ULxMzEmxn6BY77k1rE4LVXurdXslRAXcAxEQvxlPvz5xoVaZ1o73UXmFadCwiSJZplPLHZaYW7cB5Y5BQYFWEEAVi53aIIRx5pKGbgFUMbfuARw+s6Zq95UguNQoWgrIuAmvfHPVqRaPeiP5l1FrGjFLStMaW1qzEy8p3KWV/tPeVFC5tYMmgmrfXH7QAUAA8yxh5ljH2KMfYHxr//CeDfABSM7ZqICmYEBZmJ0E3ks9cjEY+BCcxNE9YUdwU5tZK6ryac4kjxVNXUE/nCPox86WNkA/CFD9JiXMw5aHVz6EqcCajws3FZCUjxykV6HF0dr9q0qY5atuMbRpeqBlLS6syYtGDvPK11HO09JEoBAOC1sd2JcHzUaa2UHmx+L4yCq7ZuQ6HSixB6sFowEicx3FpKU6i7wASk9x7C+NGjNbd0qtTjuCa04wrP6aivWdF7UXIhayIPDWRNlAxi4w4RJU21Kb1cpyJFIlVy3xaSHfY5yWB3Z5PLAF3xjBSUP+aKEG+zaZnwJK3FjGt8YOj+H1E31psYLhScnxtA9bIOD2OjtQvBA+keVOPdvMQgyzJG7r2bBIuCipyc2z7t7avdxYAoSauSDS4e6SpdS2bhJpYsGSe5XAQyUxj99ePuDYLowSX0G5xF7KgFbfmii9GzfjPkCy6ItL0LbT3u+K2JJY1m0lpncM7/F8A1AHYDeCWAOwF83fj3FQB2AXgN5/zJKPtjjG1jjH2GMfYLxtgJxtgMY2yUMXY7Y8wnRcsY284Ye4AxdooxlmGM/YQxdlUl76EW+6gLpAQwdSj87/mpEH9Wj0hN60oHnYm5E494G0rdpH20KCfEOHXvVq6A3JsgUZDCtC1cwZtJa0k4RbDKwDvr+eB/PYnxExOVJSrFWdfLeRPUwPlZJ3iNk0UpbnVmnLRgJ9XM6hoxZgfejNU2eQ6DGKOAX1MqK+woOZqfY8Y+WrtDOjMhljfFDL1HJoTT3vLTABgy2QKpax48VFMv4oXyOE4/8g8YP3ywpq9X8XspZpHee8Rvs8F52fOuZBDrXAu1IpBcDvReSP8XxOhWUpJnOytp7fAXWDivrYK7l+LsFApT3Enr8AOP0D2h3oJpUeGcBS5mDeqlh44dhZ4tSHOboVxCkLdtIvaOr8hp3PvNc1pM2MVsycEwKIGh4fuCb49akbqrThq3kg1ls9guAgXEmYq+czY59qVSMu0VXatQv6FuI0SAIcbUnGk9U9BMWucBnPOfcc7PAXAlgNtACettAK7knJ/LOa9EKeRdIJucvSDF4Q8DeB7AZwH8jDFmRQ2MsS0gevIVIG/YDwNIAfgBY+zqKC9Wi33UDckOmnsKC5gL0+H+rM6bb7Id1qLnTTykRMn1cPC6a3xm4f5EltENJH+abuZinF5PikWnG5dBXW8KCwVRMhKxMtZGu8dweHzCshKYyeTwgc//HcYOH0f/DTdED/DzU+VtZsKgq/S91lL8SGqx3npw8SUkkebcH7jXA9Z75SEzqSFQzYCH0b/JzvDOXVBnsThrzwIWZoK3KZB/4eHxCUznCojHxJp6ES+Ex3Fmdhb9f/ixmifglb6X9NNPov/OewO8JudYtPEmrS2dpELathKQ3xpBsd2AlATAMPQvPzASA+OWGJhQ1zhpjXkUkJ0dMyXvD/RZ2HEtAJKddpe4MB3s85zoAFGfS1zvYoyKs00ASsispe6ZFxZj9m1OTAA5v12el+o//O1/Cr7faIr/94xh6Bs7Ag/FRc/9+Nshb3SMlugKAtu5amVJa91GiIBohZQmlgyaSes8wkhev845/5zxb2WyloR/AbCOc95v2Oj8Nef8dwF8DsCFAJzmjJ8HsAzAaznnn+ec/yWAlwE4AuAvGIsUoddiH/WBGCdaYZAfKmCIHrlnPsB1ClKcM0QmRYdzoqQ550zFeMn5LdMGxaky657vMcAYURkLhtoi54BUu65cXW8KC4lYW8kuntlhPTk1g6PHJ5EvFqFqGiRRJEp4JQlFmI1HFKhFoh/WEmLcosGHFl+8MKvi8xEICzE7ya9kZlTJUrGGcwqu4m0IvMiYEEwzzE0b3xOjpwXY3qSf+Dn677zXOC9OIV8o0gxwjbyI5+RxrFeQ4DswO30ahaJSMgGvZoa10vcy+tRTlu+kS5mdc+o0VgsxBus80AqGWq1Iv6+kG2ms7cMP/MieZwWCCzk177S2OWYJk276upoLCPRrZLdTC7SuQHrfYSrA7jkQ7JcpCBh462tL0zHFGFCYg8XKUoKSReDaxnW3oKPkYBVJ8UA7Px/VX1eDz2mtSMUFZ2imcwzf963Qw5TPPRc9nUnIF17oVnPXFIQWjWtUcJ8zYi10r9QWXregifqjmbQuMnDOf805D8rS/tH493wAMKjCvw3gMc75qOP5swD+FsA2AC8q9Vq12EfdwVn4XJvXXgagrox3hiieoiBYV4Bl691/KyPQ4bRBCfJJsxBrAU4fAIozSO87gvFJw2ezidIoM1Ns0maTiTjWrOrCio523H37+8gLT1URj4nRE4r8VPVJq1agzlAt4VH0jKSgrCnG+TwPtSSrOxBC4w2DWrC7ZkLMXTRyIixpzZ8EpAQxGjgPDJBHf/0rFFTdcV6kMDL0tzWzdqra4zgzCTz3YGWdaQOpuGDYMimIx2KB53U1c7OVvpe+LT1IxINUtOfYaXUmb7pOM6yogkUSM0ZAuG54p5r7pw6sC1y3z79awMnMkeIY+s4/239TcsGB/nywIiIgvecgUemPjKP/k3+H9L5g1e3B/reVFloS481OqwklE7IW60CbI2kVTdFBQ0SpmC09v67rtDYGFSd1jRJi53KabC9tD1aYIuGt5HIg44hLTFExeDQjwBonaTVVrdUynt1NLAk0k9Y6gzF2Z8THHXN8qXXGv2aZ7EIACQA/D9j2F8a/5RLOWuyjvoglgenDwX8LlN3XgWVnuX8lCEgfmqZEctJzSZShe3ptUCyfNC8SKWD6INK7xgz/zxPo/+iX520WbtEi3opS9GAnbba9rQVre7rx5quvoK5kbzdG7r0nekIRKAZUGtaN/Pl9QLIOthVeRc9y0AoGhW8eIEi280klAkGqSZPk9K8oEcXLtC2YPU5BGROCr+HcFCAmiNHABOqQO6Ep5F8Yj9vnxaplkLfX1lmsYo9jrgG7vg9MHa5cvErJoy3BSNittxsjf/uXNfVWjvxeOIe8bhlG/iyg68/53Kh6xtgEzWnbCXDFLBJz1trbzYq5leDTu8cwPjkVmpxVBSfFWUxg+P4f2D8r3k6rQXGvlXLxHDH61FMo6AxxSURRFzD61FPBG8ZToUWqgbe8mpIuJVc1o2AxIpThoAQUzjmnh9dOKJa0xx6A0oq4hSnQ+hmSOCY9BdR4CtCLQH4q+FjNdVaKA8UMhr5xL/2sKQALYJTtPVx9gbceaF9TOilvYsmggc66JYtPlXh80niYP1cFxpgI4A4AKoBvG782pUSDMjrzd2vL7LrqfRydOI3Lrr/N99jxj/9R5iUrRDxVOml1Vjk5JzXW1m7XZul0Gv0fvwdjx06h/+b3uxNJD3Vr6P4fuSqOXhuU0C6YIAGahtHdh6gzK0koqvq8zMItajh9cgMQRpuVt24gAYyz14c+1welUFGH0iX+dMffIH0g3FagaiTaIyc4Q/f/iGjKLTWmKYeh6k5r3hBiEmzxqNYVFOBxTpS67AQFZKGdViM5iLX6fViPPgV5y2r3edGSWHhFU8VQPW5ZXrlFQ3YC4IC8bSOd15vdqq7z5uGqFQGuQd6+yer62zP8fG5+o2IMYAKGH/gxiDY7hw5ksoOOx5lEC6JhD6XbQfjRCfTf+tHaFQ+d9wsxRmuXptJ16RW0MYWrhMYIw/r6+pBItlIBNtkazlCJt4UWqaiQZMy8nkHemaEMByXrv6cUZ+k88RZ4vKKPpdaI7KnwWi6Dg05vbMSM6uKpA8HH6ikOWttoRYBzD6NMweieQw2WtK6qir0SFTv+8T98sez/PrcfWYV3lX92E7VEjXTemyiBV4X8fhmoS3kbgIcB/PUcXuOrIKGkT3DOnzd+Z/K0gu4cec82Yah6H6u7l+Gxb3+lzO5rACkOZE+Q4IVzNknXAW5TWwAAxQwGf+86nwrl6OgoChoQTyRpQR4dtToO6Z27MT45jfSuFyBv24i//PbDKCoPWBXHkS/+STTaJgCAo2/rOtu7rdJZuDMRZdSbgVK0WRZdxVJTjdeJnrTOZnPg4MaNXMPozv2QLw+73KtEPBXZb3b4ge2WmEAAACAASURBVEcwePX5/ip7vWB2Szkq7LQWKNl0Bvgty0kJXFOoU2x2Y72Jplqg78rsWMVbgZmjdL0LAnUxjzwJtK+B3CG4z4uFTlrVPAWqsRb6v65Fp9hNH7GDXybQ3FnXFuvPw8PDtZlrP/YssGJz+GyqkoPrGtF1DL7xcqNrOY30vsOQ+9YEPzcKTO9flFciLolEOx2nNzFIdgLwBuGqa82fE8SYfwkpTIcUdXhtqclzhCzLGPn7b+Ltb387Rka+Hf55SFFU3RmdK40iMrVQCBpRKkwH0+hd+g16aebPzNHwYocpJinG3V+TIAKTe0KO0xniMSN2giXE5GKUSQL6LrkMeGRX+PHNN1qW07oYpHRcA9zyu6/HLb/7etfvXtn/J/jNczsnQ57SRJ3QQKWSpQnO+X+FPB7knP8pgN8C8BZQElsxGGN3AXg/gB2c8887/mRyJYK4R0nPNmGoxT7mAcxvfRGkeleYoYDMg76+PiRaU7QgOxLJdDqN/htvxNixSfR/mESWnNYjRUXF6FNPEp3RBA9RPAWARIfdme3twsiOr9aU4lctGlp52BU8c9fco1e12QcmhIt0eRExMXTCpegbj6Hvsssr3kdZJDsqFJiosbBMKZgKwOBEfY0Czh1UNEfxKNFBgb1WJEpnzwUkRuLtMns7F4JEzysac61Hn6J9BQV0lVJyo6CYAU6FnH/e19aK9N2YyX4J70Rf5/TUC3aizgQq1NUDx5+jrm4Y1Lx7WS3OIP3UKPo/9AVaJwffM7eupRm4C5KP5VLROpVIGdRzz3hHWxfAdTsIV1XEE4naFQ/FBNJ7DrvXpdkTxncdQBNtMOVT+ZKXoGfdJsgXXhS+kSkQVwoMpedezxQoOfdnpRYBCMHiW84CLRPI0iYMUwdLq2lLSaQPTGJ88qR9Hpa6HxZmYJ2fUsJeow0hJhej7NPvhnzZyxsrbhBjJLrWpAgveTST1gUG5/wZAA8C+ESlz2WMfQrAnwL4JoD3ef5scuaC6Lvm70J4tTXdR/0hSMDsuPt3uqfLagpzdK6DF2FCJJYVRCxGHdid+3zWI31b17tpKZkTfrqiiUQKSK2yqavnV2GkXQc0svJwet9R6uDsHqMbqfE9X33FRa4ZG9t2wwHGDL/OCNCUisWLbr3hjXQjX92Fka99uj4FCCmJijzo5suj1XwtKUHXWlR6sG50tLnmnv8zixNaka6Tti4K6n1Ja0j3IX+avuvpIyGJAAOK5Sm56XQa4+Pj0RMvrRjuFetE9iRohlGwu5Kjvw7d3EXhK8xSUGl1EFhwcHbw14FKypHBOflDhq1fACVfztNRzWP04CwK+Rytk3O1/4m1UJcnYC67onUq0Rnsgd3aDXCdgvAvfojmg7/9nZpdu+mdu9F/5w57XcorwOkxEuFLeIpJXG+4pBVA+e6/t4MXBI5m0qopRmxg3Fe4DmTGgc2vDOwGpvcfw/jEabrXiQkM/8O/Bu83P0VrQmBHkfxf0zufR//H7ibtDMPVwLIqCqLRKhl7f8lOGtVQC645bIvRtHkt0NbdeHHDsg128bKJJYtm0toYOABD9TcqjIT1kwCGAdzMuU9i9RkQrfeKgKe/xPg3PGqq3T7qj3grMH3U/TtvsKtrQMfaUOuEICESywpCURGXRPSds9k9Q2lQg8ln0rgRaKo9p1cODaIa2ahIp9Pov+kW6uB86P/h6hfLVid747peV8fbst1wggmB1gGB0BSAk5BI2Q6ugcHrrqEb+Yp2yJddWcU7jAApSWrTEY4HgD0nN18Q45SAepLW0BlLzWBA6Jr7/De9NR94FEgYVidM8M/FFbN+lWExBpzcj6G/+jJ1KP7txwEvzCgwK4F0Oo3+/n6MjY1F90GNmrTOHAXAHLOUk+h/7x9He42ckfCaYAb10vk5aEXgyBMU0IapqZcD12j9On3Q+pXre9R1YPxZoHW543ca+i57MRKSgKKqzX3kwaT1rr2k+n0A1K2PBayvDhaCvGkVelZ1Qz6/oltvSYw+/bTbDihXJMr6zFEg5qUCN16nNRKCuoS67h7FEASgcIZ3vTQ322vg9S8G1l0OdG32dSnT6TT63/8JmrH+0BeRfmE8oBDIaa3Z/cPANZ7uWyeRPnCSCu6qFuxqEOhrnbGPVRDptU7uB07s9DB3OH2386WbUAnqPNfaRGOgmbQ2Bi4HEFmZgzF2JyhhvQ/Auzj3X6mGLc1DAF7JGLvI8dwUgJsB7AbwS8fvOxlj5zDGuqvdx4JBaqUOgFOtUFcBBlskRNeAnnMr2q3VgV3Xi5HP3WrNxlkVx43dQKoX6N5qUBsVQBRLWrS4j7sxVCMbFaOjoygY3pHFfB4bz94G9JwHZCZ8qs227YYTjIL5KLRQnVQSX3TBtvIdXF0lWmhhlhIEzut2E0/v2of+O3aUPh4Lps/fPBZDpDhdd55AKEjsY2hoyLouoavupMIIwoYf/il1pATJsM6YcX9/+Sl/B62lC5jci+FvfRtoXY7hBx7xHydjZbuQFrMiHo/WMVQL9L6j2HtMHQQE0Z6ljEsoFgvRupKzJ5Def9xtNwFuB7WcA7nTlEwyEThAwu7pxx/D+KEXoneNuUZrUsFIfPc8guGhbzqOY5zOeef5xRjkl1xNXcv1Z1Vm/xOE1ReRfcXycvoAZdDeE3wdOANwJVdWHb5S9PX1WarVtC61AtANynNAuLUYC5eGyrMFJU/deTVvM1uEGFCIWDBcqvDM0A++6aVAinyDvV3K0dFR99jRbkNh3IwlNJVinGfvJ0E3j+CZzTw6gf5P3INUKmUX3F2uBiGjHF5rHiYCBx8ndopLK0Qjpd5GsbtxorWLzrtKRAGbWHRoJq11BmNsfchjM2PsFYyxbwG4EsCPIu7vDwF8GtSd/TGAGxhjNzoe1zg2/ziAKQA/ZIx9jDF2K4CfgKi9H/B0Z98K4DnQfCyq3MfCQBCIUuakhhgL1+B11xgy8qDFtkLIsoyelSshb+r1/7GYpe5t5zqD+nMC6Npq3WjIuiEEHIszYJlHuDvdAvpe8kpg1XkUKG/oDlQN9oGxaDQ1I0DwCrRcfJ5nBlotYuANV5BNRaIdWL6JEtaWOtjdABh9dicKRuDh7Cjbiq0OWGqk8xhQiInIs8PDw8NWRxtcByRHoUFK2kFTrMWw0zGENZydzJxDOdiEIAAdq2kfYdeU2Z0sAet8MwolZTuGZmcpQjc//ewzGJ+cQqolaRRbNMRFFqkrmX7iFwGFC2YHxXnDYzGeou9+5hjST48SS+HgYfTf8I5oiauj8DD0lU9RVzU/bQfOJ573d3g4B5KdkF9zI3pWr5k7zTaWRKU0/UpgUbN3vWAUGWubtMqyjJE//zg2rO621yUhZl+Txax7Rn0x3gNMSyGzSJw7BWy6Etj+RirgaKpRcDrDqZrGPKhrrQ5helGxI2F4i0voO28rAG4X2rKTFNN0rHH7uxqwmEeSiKIGzM7OYmTHV0k7w+lqwISQTuusRyvA6La2r7J/lz1J63HPeRV9DFEx5xlZQQRWbIo+EtTEokQzaa0/XgCwP+CxG8CjAG4AsAfAhyLuz/RFXQ+iBt/nedxubsg53wMSevoFgI8B+BKADIDXcc4dBnLhqMU+5gfM3fFwVinVgiHsETDjFAWCGFy94zrQtoIqfMlO6lJ0bbHm/MyOjy/B0DXDn6+2AdNSg9XpXr8BI1/4IOQXvYxu+tteB+SnIG9eU161mcPwyisDnZIpbwf3tne+GYBD9GnnLgy+8wbgvGuB7a8DNr6UlBrrZFvRd+llFMwYibTZUR687pqArfn8ebSaEGN0XTnFyEqhMA1A93damaH0ynUK5C0/S+bed+50CV/LUslO+U5r2Gx7+HuZoeM2LU1CkB59Av23/xXGjpzAJ+/5Fj79gRuxYc1KjHzmPZDPKxMA6hr5ZzqofhYV3kxac077C/oMRn/9CxTyWXpOLhuto2smG0KM/EW7zqbPbOoQraGn9gNJJ6OAU/ISazE6SPVLNmuBdDqN/nf+vi2st+8wwGpvoCDL55JmgbkupVZaHTbkTgLZE47keV/4jhoZ8TaHeB2n86Kti1hHxVkMPfST6CJ4SxXG9Tl43TUUj0jJUJE8WZYxMnQvzVg7k0yzMDZ9CM7ryzvC4hIWiyfR19cHWT7ffR4CRmziYR5pqtF9dV6/jBgP5pyrkgdgeMt6fe5rhJrMyK7YVLmdWBOLCs2ktf74+5DHEICvAPg9ABdyziMJGnHOBznnrMTjlZ7tn+Ocv5lzvoxz3so5v5Jz7hv64pwPGc//VMDfIu1jQcEE9yyXM8lUshj4nd+uft+lpOWTyyhwjbcBF/4u0N5L/3dU030Jhq40Jr2mASHLMnpWr4b8mhvtG357D9B7QcR5VV7aOsCEWgQEFui76zJW//jdSB+OaKNTA8iyjJG/+qJVMXd2lH2zt5yHVvLrBjFGSWRmvDwtnnOinCWX28mpE8lOAIaQlBksJVJErQUocCpMBwvslEOETisQPNseiswkHW+ZhHj0iV+6u+W5PHq6V5DXqlrGy7Iwjb6tZwVT4U3a9NQhzxrF0bdlDRISozlTpkabM9WNwLptJQW3TKDiwbGngZljgK5hyEm95jrRFOvYGa0WQYJaLmG9ooLRXQfqsw4nOsKvBUFEes8h9P/J5yl5vumW2nnEzifibY57LLNHXeLtVLD998dohEI/g2cMtSKsRLCYodigBOQL+vxJZo4S//Tjj2H81CzSu8fc9yNDZEneugEjf2YIi5kFt6AEWUoAmqfTqhUAsGD2jonsCWD9Sxs/bmlbZXSTz+DzbomjmbTWGUaSeVPA492c8w9xzv+Jc37muHDXC7FWCqxMOOfg1DwGB2+qft9MhN+uQKcg22nJYnZO4ylAL+EJqSml5eqb8MN7w+88K7rvZhQZfDVnfSde31c3ZVijYHceIV92JQUz6zox8Jo+QCsivesFX+BCaqTznbQawapmzPmWgpIlGpp5zXgDoEQHBRxi3OHD2gZMH6P9ZycNqn81SZJBp61lMJM5bl/HJRLivnPPRsJIWN3zZeW7v8hPQ96yOoAK77AOmjoEMNEuYhyYhLySY+Qz78GGNT0Y+fS7IG/fWv796KqDpu0QZZk+QlZC8Tb3vLCZtDYYwgS17HEDDXGBo+/iS+vi6UjiSiFJKwdGD86gUMi7fMEXHWIt7nusWYCKtbjt5rxCamcALPEytQDrPFByRO0tBa/GBROAzHGkn3gc/R/7qqUE/N3Hfumef925D5gdh7xxJXpWdtl2RQ4vWGtt2HfM32lVCwALY++A7p+tXcDyjVHe/sJCitM8fFQBxiYWHZpJa51hzK+WjCQZY+2MsfXzdUxLErFWEgpxUoLNgIQxo4tTJZgx3+GErgJdfs9XAJS0lvLW1BQH/bGJqtDWHfi9+KrFYjwaTa2YC/1O+rZvdHS6RPRd+uIqD7pKtBozTMVZDP7BB4HZExgdfQKFQs6jDrkAaqRSwlZsLJTpQCt5h2AVo1k/J5Kdhmowc3uScs2wkjoMiLHSs+IhsM6LKIUONR+NYpadxMBbr4Zr9iwA8sZejNz1Xlf3HoDLyzJUbXn2BCDGfYUU670UZgEli0yuaBcxbv8rpJ99FvKWtfScLWvLz3WrRQy8/iUByufGGMP0IX8Xn+tkIdNgCBPUsunfZ2Hk3rshv+E99TmAMurdfS97HRKtHT5f8EWFeIrugeb91kpak4DuFGk6g6iaRhJvidBlJhysEA60LA9+nglBBCDYHWwmApkTGP3pD12K1AA8tnvrqBh3+qB7BEpKAGBIP7/PXhs+8ufI5PLukRm1UNrCSFeIUVanEZiaY9W50dhVTSxKLJKzcFFjP4A/KrPNbcZ2TVQLUaIgzrxJqnk78J2riTtjdPNxzbVyEmEKQqK9dHCsFRufZtPoEGM0W2OKSugKkD3prxabCrTloOaCv5PsScjd3Oh0rcTIXe+F3Pci/3b1hJQAhDiJUK25CLjw7ei75h3B3bv5tLsBDMsbw4uwVHFA1w36qXF8DP6Z7nibncgKEqxIKt4GHP5f4NQLQLLD7vZVYCRP5wWLlrQWZml2thR0DdCKGLz+tXSspc6x7AnI27f4k07OrfUqSG0ZSg6YeJ4ol14wwVBrpeOczebcbID0865OS1kasprD4LUhtk2tK+kR1JWscZGkYp/cAJQS1KJxg7WQX3V9/dZgI4ELts7ikF/0Coz88wPRZ6cbEfEUXc/mbLqZ0Ihxm5TkKMosZVjn7A+HaY0CaNxkco+7SBeFBSOIdgebMSB3Cn0rdZcS8Jte+WL3CMuGbmDFZmDNxe55f6P4N/qbXdbaMJPJ4fDx00g//YS9neboCAdB19yieY2OVA8gJqMzsZpYVGgmrfVH4w38LFU4bS3UvH0DkJJzD+ZbltuBn9lZarVV/FzKd/HW0n5hnDeT1lpgxRbDaqhoqZhi+oj154G3vNpIWiOoCaqF4O9EyZI66sYe9HR1Qr7gooWpOLd0Amsvpf8nOyFfdqVB/1zp7t7Ntxqp2WmNtQCzx8K3UzKwPP4AUKfV09VrW2nPYQkSrKWzZRl9r/lp+/0pORIGqhTl7I+KWTqfylXqnfNqYry0V2vuVPD3IkilE/0X/scvWAXjvBYkOtbcaYAJSLW2uLsvfX3uzmi55EFTERq4CgLNFnsw8MaX1jRprconNwAVC2rVGrFWZHKFYPo+EwBRqmx2uhERSwIcGLr/h+6iinPe3FGUWSrwMiJc5+z/+QzSj/4Tve+ZI3TtCpIRgyTco0RhcCatYICmQD5nG0a+9FEXU8PFvFDyQPtqYMur/BRjUULf1rVIxGLIF4o4cnwSJ6dn0T/4Hvv68ggV+ootAWtQQ0MQgR4ZyEbwz25i0aGZtDYGekGKvE3MBVy3bW/UAtFrlJyt3DgXtCxD+vm9tJj/ZidVNB2dIpfyXbnEgaEhxUsWHZZtoM/65H4M3NgPbH89Wc8YXa/B664x6MFRkta8X0m0OEuFid4LqaOla6QEuhAQJHfgIMUhn3cuerqWWWJRC6JGygSQeFIrJZa6TrPl3s/c24nk3N9pjSXt3wmCbXkD0PfgDMhMuxLOS9KFfXTxctV383sulFmOtaJdjpQS4Z1ZXafENEi5vBR1XVeBU2OUyHsweN01dD4oWSBzAumxCcxmc4YqsRHYnneuozMaQYSqUm9DrmPw2pdRx61GqNgntwQWNCmUEpjNFvxzh7q2dLy5pQQAjuEH/9NdHBFj9r3NYCCEUt8XIbyMCJe4l6Ji9De7aA05+oxd0FGy1P2LAkFyr1HLNwAty1xJqn+94+TRHLi/GOQNVNhc0dmO1au6kIzH3NdXMWMVG4JEnsi/eRF1WgFyceBq6eZBE4sSzaS1DmCM/b75MH7V5/yd43ETY+yTAG4E8MwCHnLNMTk1i1vuuBu33HE3Hnr08fl5UUGyg2Wz06rmAwO/SpEeO4n+T3ydFvOPfRWZYonFUEqUTUoH+m+Y8zGd8RAE6kD2XojB93+Evu/1l1MCYc5aCcZMZAR6pLvTykmNes3F5MNrdqK6t9Xr3VSOjjUA1+xA4+gE+gfePb9qpCaNV4pT52/2GIn2KFm3H2BQ4aDcXLcYs4WT4q00x2xCVyhR1hW3OJAHbro494uQeJGZoGS0nJCH5hCbEROGV6q7Uzk0NERdfl0NptbGkqSM7LELsuiG+44AjAUn5YIEKDnyY739LzB25Dg+ec+3kGpt8VtAiWXoy0DZpNV3DEqe5llryDqo2Ce3UcEYUqlWJGKim77PtUXhyxrJL9MsVnDd3W0X43bD3ijKBFLfFxnCEm/XORsT0XfRJZR0Zk54ktbSysEWGHVag6nlhMD1Lox6LIgA1yFv3YC1Pd3oaGuxvWCN62vovm9bRTWvT/nozn20rlVrF7hQSHYAK852O0rUCA89+jhuueNu7Bo7irzK51n5sIlm0lofDAH4pvHgAN7s+Nn5+AaATwKIAfj0QhxovdDVmcKOu27Djrtuw7VXXT4/Lyom6GYBGJ0QkZKNlmWlnxcBo8/vd9hWaJjNlUiCpIQdwGoqqXs6wYHBm+agZtyEDSYCZ19l31TbV5MQw/RhR6DOytMjFQc9WFMoyV19MSkmtiynxLVleaBa6pxN0atFqgfQdSPQKCIej82/Gqkg2QWaeCtw6NfA6QN0/mcn7e0yx92JG9fLW9eIccM/MACakbSWEjwLQrnixfRhmqstl+SZlHQgtDAyPDwMHP8Nhr4XUrSTkhh6+BfAcw9ZSaNFNzxwEP133ov07rHgIFWQgOIMRp/9jUukxfJwdW0bK0+R10vQgxEQKCvZmrMOFoLWW69rt60thZH/+363+JapztzgiOSXmWin649r/qTVPI+islwWAcISb+ucPWstRj5zM+Ttm+h661htr4uck597FAgC0nsP+budYVCLNFIRRt91OB+0tSZpFra3GyP3fNa6vobv/751Xnp9yi2tBIMBs2D3umrQez7d98tZsVWIa6+6HDvuug3bNqxGUmJL4wRfRGgmrfXBTQDeBeDdoBXjQeNn7+P3AbwRwDrO+Q8X5lCXEGJJe7bM7LQyBsSCDb29KLUg9118qUv4pr//neE7coohFKYDAmW+KIKXRQnGgE0vA7ZcZSceDL65HRfMLioTSIQnM0HzsWe9iPbHGLD9daHfWU1M0atByzKAGYGGRMWUee9QObulSZo9Te8fx/jJaaR/9RP7b7MOexhdp+eVm+uWSiStZvXf6JyanYkHf/zz0A4FxFjpIFrXgJlxg9ZYJhbx0YwD7Gt0DTj+HIb/45ehuxn+7k+NbSlpddMNNUMVOgCCBBQz6Nu2PtDD1dUZFeN0XpeCrqIi+QVNIU/EGmO+ab11u3aZSHPwTvEtXV869GDGqKCne7rHYsxWdY+qJ7DIIcsyerqX+RkOTkSd/WYiRncf9Hc7w1COeuxZY4lmvAzyptX0C02hNdYoIAb5lNN+KGldsHtdNWjrJmu8UnoDTSw6NJPWOoBzPmw8hgD8F4AHHL9zPr7FOf8PznnTVKoWMCu7uk4VSPPmGUUAAeEL8sDAAOS+yzBy1/uwobcLI1++HbffcUf4jqS4/dpq3q0mrCmG2mJTiKmucM7a6dyedQ6CkzJamAY2vZyq106KdyPOICc7ATDIW9Zi5NM3Y8NZa+ZfeMZ5HjOGz337v9H/yb/D2LFJ9L/vT4iqrKlIp5/D+ORpSiZ1NVAYzaccKyYserCPnspAwbKmIJPNo/9DX8T+Q8fwex/8f9h/6Fhwh6Jcx7E4C0Cn77qYLenpOvStf4CvM+mdG1Vy9sxvKTDBolK76YZOT1cPBBHQdcib1wR4uHo6o2IMKEbptLpRiqIIBp8FzqLqwtQb3tlEwOi0LrLZwFLoXEvnofdajiWNmXWpLp2uhoQp+OiFrtG5EHX2mwno27o+uNsZBCULtJfwf2UCXf8uRgozhPEQeF/02Wsx5tcfWCxY9yL6jJqzrUsGzaS1zuCcv4pz/vcLfRxnBJgAgAPFGaoeMlDyGIuWtIZhcHAQiCUhX/U29CxvgfziV5R9TvqEjvETk0jvPUJJs+pIWuPNMYi6Q4zBTBaGvvd46dkWTXEkpcxWsG10iDE61tnjkLesRs+adfMvPOMpvow8/D9Gl8AQ+/j1L5F++gn037kDY0dOUDK5a7/vmgxUjhVjVrARSJFtWQHoimX3IggCdM4hCEJwh6Jcx9FKOhmsglMIhr/zL56Z3ACvVq0QLViVbHsGi264ZiVGvvBH4d0bxowuNAv2cHVCkIhpUCIJ96pnm4UAk6KYyXo+iwAbsUXVhak3gmZ9+RISYgJIHE2I+d9TrAVWQYexMyNh0NTg71Yt0DoVtejJBMhb1gR3O4OfALR1hf51YGAAWL4JKDgE3xiz18EotmEci9dXvq0L6N4KZCbLb9vEokAzaW1i6SEzQf+qBepG1apL1rWVBA/aS4sqpNNp9H/4SxSk33kv0seKgJqnbpFW9HUomiiNUh2c0L85Aojh7/3MnnUOglqwuwEMkTvzDYF4K1Xzu8626bfzCUFyNRzd1isi+s7fjtEnn3DMg6u4e+QhX3cmUDlWSpSgB4Po0dx+TV3XITAGnevUodi8itYCM/kUy3RalSzATcXhMnPQXHcFckMPP+5WENZ1g1URobMWS7o6IbIso2dFB+TtW0o/Ty1Es6Iw179S78dUWwd1WA+PT2A6kwueldWM2cyllIDVGAM3Bgjt6dr8+yjXE/E2Wn+8ReFYq72eciytpJXrpFjuFGbSNVKqFQOuhxBWSRgGBgfJEmnLutKFKDoYAIzGMkIwODgILF/vGY8R7AJbFA9zBCi9LyasvYzuI03f1iWBZtJaYzDG9jHG9jLGNjl+jvLYu9DHvjTAgH2PUQVYLQQK51QNQaAkuIyw0+joKAoap4BPA0b3HgM0Q+VUKxq0ziaiolQHJ/RvTkEQJgDZE+E0NSdFivM5d+bnFUwENr4M6L1gYV7fVA82YIl9rFmFkbtugbxtC/rO2+qaB39y5wu+ZCtQOVaMuxWIXeCGYia3XnPTul78w5c/hk1re6lDcdYyYMVmGhnIT9GxqvnwfeanAUGwFYdL2cRwneiPBoYf/qm7m1+cpWMMGQNwWfGICQp6zePSdQqyhDKBYqK9AtphmSRcKwBMsJSoT07N4OjxSeQNmnKqtcWmCz+/m0TJmgjF4M3vg9WxN8GX0EyriXjKd46n9x+zRwHAwwtPiw0Te2k2f+aoW5jJTACDiuO6WtH9ZHBwkHxvy/lJA7ROpFa51qFAtK00js1RmFUN5kV2MljZ3Itya1EjI5ECzrrcp9LexOJEM2mtPQS4P1dzqKnco/ld1ALtPSQvn1pJC3NrOHWmXrACcFVHPNmCvosvgXXD0NXoogxNVA9BAmBS0xh1h8KSkMykMfdjdMbEWMPN55U8np5z/0oafwAAIABJREFUa1ucqQQBtDGLrrp5NaDmIG/diJHPvMeeu0zGfYFcoHKsmAjp0hgiL465Y/M133z1FfTaW9YCQhzY8FLgvN8mGpx5LoQlb7lTjm5JaXqwNatmgglum5ww/1UDLiseM9i1PKbz7t8b8HnOplZV1gEp12kVRMvyIpmIY82qLqzoaMfIlz4CADZd+KNfRfpQU9ykJMQY3YO85+9i7lhFQDqdRv8f3WWPAuw9vDQ6rboK7HsUAAcm97j/5kgwfXPguhqNDeFEoiNaV5BrwLKzXL8KvE/EWihxtb4HY13RilRoi5S0LlJ6sImV28lZINukCS92NBOlGoNzvpFzvolzvt/zc9nHQh/7kgAT7Hkiri8IFdcKwDduxMjIdyBf2AdbjIU1lYPnA4xRsODsqhUzwdtmjhO905w/QuPN5zXa8VgQDEuFoC42E4iWVsxA3rreQXcL7mb7lGPD6MGcU8IqJcJdWopZovEzRl3BRLvhl4pw25vcads6SZBKJ54eejCJN2XsudHsJLwCTL6k03fMxvkZklwOvumKihMA+zVZqNckAGOuW3RZXrS3tWBtTzfkrRusuWFL0XTXkYqOo5EwbwWpZRvc6w9jiz/4L4PR0VEUVNuCaXTP4dKz1IsFukasFjEOTO51r3earWDus6rhWuXMHadwY0lwnwd96H3CVHo2YTIvcp6ktZhxrzG6RoWWGvoxLwgEkQQWNbW8/V0TDY1FfiY20UQZLBDVU5Zl9PSuhtx3iWG547jJLaW5pkZGrNWhispIoMsLzoHsBIa/+xOiSLaEU7cbrfvaMBCl4GRKiFHiV5j208ui0CTFmC8ZtjoZByaNrmhI1qpkgQ6HqqZkFDB4iQ5qYdrutIrx0orT3qTVTFBVo5s/c8zXwXB1V73vaXIa6dH/NfYRcHwmlW/6SOnj8sB6zXgrhkf+MXxDrQAIgs/ywlQj9s0qX3JJ5GNoNMxbASi1Cm56MFzXwVJcT/r6+pCIJ1BUHcq3S4EebCV8hgCa5ih8GerzJkvBZVXDUTklvLUr+vxl1KJ8y3L4zsWZY26rK10jCq2zG6lrwbO6ixHJDmDzK4HZEyXGTppodDST1iaWLhqlsi3FKWjmHOTRukRuAo0OZ9IqxoIVBJWcUSlnpPCcDKfZNmK3syECXzHET9VM/Aqzlg+g62/l4J2VMzsZRw3q4c7njXmuoMSVu0cDYkmaG+UIpomrBTpXzNcUpHBlTU2B5evrBHPsOzMeydbKUuk9Non+932QVJODjk8rAG09wOZXlfaaDUMsRYGw5re2AeCwCAuwvIBnVvkzt0C+8OLKj+FMgzn36xR5c8wfNuJ6MlfIsoyRb/wFNvR201z5to0NRQ8uyTYoBV2x79tSi7uwZHRanSwFl1VNpZTwZEd58Uhdw8CbroxelE8EzL6f2u8W78udJA0A1ZEw88qEpBoeKzaSDc70EqGtn4FoJq3zBMbYZYyxWxljtzPG7gx4lDD+bKIqNJJUe3KZZVGxpLz6GhmxFjtpjSWBmaP+bbxdq6CbewOjIQJfMR5MARQlSrAKM/7ALUogJ0gY+u5PrR+tToYkoajqGB0dRXrsZLCXKOduwTTJ8HwVxWCauJKFi84rSBj65+8GH1dYF8Ts4qpmcugJPNUCdUpnjlmJjIt2a6omF2aCn9uyzJhdrkINXTDswHIh1k9aEeXUp61kdsuaRWELteAFHSlhiH8ZXTlPp3Wxw+erbEA+/0L0dHVA3roB6X1HyfrNs81CwSWgVAk0BemxEwbLY8ItlGTaVXlYClbRJ0qBzol4ysUwMT2qB97yaptpsnMPBn/nzdGdEeLtGHjjSx2qzpyU1Z3MIrUIrL0UaOt2iMItoU6riTV9QM8FtBafCR7CSwzNpLXOYIx1MMZ+DOBxAF8HcBeAT4U8mqgpeOMkrd3bqFoba1n88yGLBbFWO7iItWHoH//N3z0rzLgbdUupqjxfKNdpLWb8wXrEpHX44Z9ZP1qdDFVBPB5HKpVC/8fv8XuJcp2SKud3KRkFDCHE9kbJwXUiCBKGH3w0+LhCqXuMZnhLCT2tPJeCUmMbF+1WEkg1uTDjD0a1AnWOEx32ewxA6blZBsyEKGhqxdB1yS0uY4hgLQK2SEMUdISY43xY5NYhDgT6KpswhIfSu8fQ/7Gv0fXp3WYRIf3sszhw+Biu/+MvGUJkX0Mmk7FZC0oOZiEp0DO50hgk3mqsqbQemR7VL7pgm0MM7ctIHyot9uaCKGHwbW+wac2CAKh5pPeP07X93C5yNWjrBnovpA4rQElrfIndExkD1r+ExJmmDzU7rosMzei5/vgzAFcB+B8A7wJwDYBXBTyuWqgDXNJolCBhxUbqZDSVg+cP8Ta708oYhh/+OTA77t4mM2GL7wDNpLUaiPGQmVajy8Q1f0IUiR7sDvasTkZvN0a++TeYnZ0laynJ4yWqq8CKs937kpJ0HGKc6MpeeIsZgkjvKaiD7OyyFGZtOq8gUkKs5pHee9jfAeY6qX0u3wQUZ5HePYbZbA6f/sCN1J353K0kQlXMwLw12wnjQVo7RIm6rWFiTSFzswBo/Zk64P+9rtOxBaiIWvRlqzCQLekL2YQbA793ve3RDSyZTmugr7IJQ2iQmBEq4pLo32aRIJ1Oo/+Gd+DQ8VN44fA4RFEw1pqCXfxSc+EdT4bKO60A0LbKVwj0zczuOVbhPlfafq3JZUgfmnInwUezhnCd4/rWQ/xnFzsEAdhwJdBzPjB1OHxsoomGQzNprT/eDOAJAK/inA9xzh/hnP9X0GOhD3RJwbS3iDBXNi8QYxR0Nv0N5w9SAi4qJRP9dgWzx91zQUvxBl1vlPJTZaajV8BzyiHg2pW3biDq4UWXkuhLsoU6r4aXKADqUCxf736iqSQtxanj6cWp/e7zwAxC9QC/RGentTBFqsPmeyrMIP3M0+i/816MHTmO6z/wWRw4cpySV8aIft7eg/SuF6yA8ZP3fAup1hbI67vo2IuzAGNuNdI7dyC99yC9Tsea8HnbUhBC/Ir18IDNqxo8m8kBrfVdwxac1ltDDA68E+A6hh/4MRVhlgjLJtBX2YQgAkxA37YNBjPCmPF0brNIYCbniRhZqBWK5lqTsEdLlDwGrn158A54ld319h5fIbBvXatbDO3SyyrbZ9tKQMkRGyOWxOi+447RBAWjewxF8HgbUYkBDP37fy3dQq4gAOuvIFu0mWPh7gJNNBSWxgra2OgE8J+cn1kchMmpWdxyx9245Y678dCjj8//AXC9ugpnGcwpoIq1AmuaAibzBu/3L4jA6YO20ISuA9kJg87GF720/4IF+1ICQw8+FvJHT8JqJkxRKHNB2+hGMSrWSqIv9w1boi9trUnDukUAWrvdzxNj9DwxTvOrTtubYgY4fSBYiTPAHiedTpPa7+4x4/1x+zUKMxh9chQFRYUoCHjh8HEcGp8g4ag9h4ga3LIco7sPupPBbJ728//Zu/P4uK76/v+vz6zavMTybidO4sRJGJIoJCQkpd+YAC2bgAJpAX2pVRaxFOgWlrJDWEpKS3/QLy0CWhsQ/fabAqHqAmVpUlrKHtF2SGKTxEq8xImd2I5tLaOZ8/vj3NlnpNEymhnp/Xw89JB15947Z67vzNzPPed8PulJSJ0Gs5KelTQjyb3+ebrWF2cvJRgWHBzbslqROQbpdHkvbVEG0eKvqeKswRG62mPlx3aBNcWw3oWSrSXsMrlyWktBxbrKhSxC4ryN+ZERuz9Xvk4L6OnpIR4Nk85kOHfLerZuCD5r2tt8jVOAqQn6Kw3Lz33WzSFo7VhD0XSFdIrE2WsY+sgb88nQLp9lBu/21YDLjcYoThwVDurJA5G4fz3pFHv+4d+Xdok+M9j4RLjkuf6z/vEjM85zHf7ODxh49yfYO3qY8Sm3+DUVl7nWvUJrHfuADY1uxGLrXtXF4M1vZvDmN9N7wzWL34BMui7zruZ1QWXm56vI4ojES4ZpBvVEsz1tk4/nh0Vma3+2sIZd7Idj7Bn+tyrBUpAxOysz5Y93LQlEgou9ov2mx30wG2yf6Hmyn0N27nofjJ14sPK88dILx4mC8keP7vf7qzA8tmgoMMFwwdf8DqOHg0D03oP51xKOwuQpenZsJR6NMpHyWYbjsSiTqRQj9z0SjLjooucJO4gHAWu+l9h8QB0kcSq7qLzyav88baso/eru/7VnwIkDJEd+Wl4rspBR3qOQrV8L/vidOJDrfS3KGvyxt9LZHtdokdmIdfrPlkzaDw1fQsrqKhcKhSE9mR8ZcdH2xW/gAkgkEgx98oNs27SWL3/yXZyzeb2fr2ohH+CAnx5QYVTI7q/8i79JNpcbobGShIBTfk57YutqNqxdTWL7ltl/X5Xssyhx1AdeQ+LSy/MPdqzN39xqlilW9bRyMzzxRbDmPP/5N1GhPF6g94ZrGLz5zezYtom2iM0hlbvMh4LW+vs/QK+ZbWl0Q5YVV5+gda6qZVqU+kne8wv63jNYnKjHLF+HrvCLyWWCeroya+EYp8cmSuY+ZpMiFa+a3Hs/Rx59vLb3QSTO6bFJ+m76aD4Iu/sX5RdRkTg8Nuovyi55fuWLudKaqtn/+4lT8NAItJ2Vn3dYqCTp0sjICBOTE8SCYHJk34GC54jC5BkS29Yy9JE3sXXDWs7dsoF0OuOTLF2RHx6ZuPI6hj74upJ6qC7Xrl0vfHrBReU6hj7yOyQuvSx4ve2UHdjTR2HlJkbuub+8VmShjCvPmJ0dHpwdyrjjV4uGe5cll2mrXstYSkTa/LQElwnqti4ToXDx0Ppa6442ocR5m3ygWJhcycJwOkhqlp6oGLTuue3bcx9aG1/Brudcl/87PZHrKfW99qtmP/Up1hXcoM2PpshnBN9a3KPaudYH446lOzy4VLQdzr8eLukN5v8fmNs0DKkrBa3198/AvwD/YWa/ZWaXmdk5lX4a3dAlJVOf4cFzMW2mRambkf++yycCiRYk6ol1+i8jgDPHC3rXnHrB5yoS59SZ8ZLhrkFyoq61/gKIIKnP2z7O6KFHansfmHFqPJWbRzaZmmLkrnvLe00jcVi5yc8XXX125Yu5cDTfmxiO+iBv/CTc9TX/WRFty2XpLFIyDNcPF4wE8/TC9FxyPslfHPA9wb94AF9W5hiJi87nnM3r+fIn35Xvyei5Or+jlZtJbOsuDgbNcpmDs0P4EhduY8OalfmANft6s6MGIEgYlYLzd9KTuIh4NFxeKzJ3HCLs3v354mXZADU94bMTrz4nGOpcEtxma7lGl/BwwYVmlp8DvJx6qEORimVhWtJUPjswBCM/jh0nufd+n9goNV5luoOb+9DacJT+Fz09fwynJmH1uf79l07Bxsun3byiUDBtIlUpiZsrntPfscYHrRbyc2GXk5WbIPFrsP0Z/rP1xAGft0DlcZqCgtb62w+8BDgH+CxwJ3B/hZ/7qmwvc5GZapqe1mkzLUrd9DzpSuKRkiGYsU5frzWTgVOH81/US2B4cMPEOujqiBfNfezr3ekfC8dyN49OnRljYnKSWCxa8/ugq6uLeCSUD8IurBCUhuOw41ns6v8toMrc3lAkf9ERbfNZpI8kIZ1i9zfurN6AqeKL7UQiwdCf/CHbNq1j6CNvgvgq+t7z2XxP8L2HYHIs95pzPRnnbyrOytl+FmVfv47yEkzgL5w6uvN/Z6cZZHuypib8/uIrSFz7TIbe/2ofKH/4jSS2lGQrj7Sx52+/Urws29M6NRHMpcPfABgvKamROtM0NwJbSvtZ/kbLcumxgvKh9ukKCc1axdREbgpAUTbt93yG5MgP81MeSjk3v//z9u6COfXO966uCnpE15w/7aZVda0PalIXNdR/PhZm0c+W5Yp1NE8yy8UUCkH3efDEF8NFz/Hv4ccPwcnD6n1tMAWt9ff54GdPwb8r/XyhUQ1cklymaRIITJtpUeomcellDP3Rm/zwyuwQzFDY9yxNnAgyB2cvKlz5PCKpTbSDzvZ40dzHd77+ZWWr9fXuJB4JegGrvA9KA87OrpUMfeA1uf0mtm8pv4gKyjRk5/RWnNsbDCne/ZVv+uG1p4/CI3dBx9rKPax+xxUu8CBx/mY2dK8mce4GRu49zEQqk+8J3vdgUOKntOclyBycFV8ZrOOKVmHsRIU7+s7f/S8U68oHAqmxfG/I6nNInLfBD2fcssJfeBbmAIy2lQcQmSn/nFPj+f2E49C2kl2/emVxPUoFrbPX0d00N1AXTdG8dWvtC/2pcbI9rcXZtNOM/PiHlQNWwPe0zidoPSs/r9R88jnOfrK/+TXXhIGd68rf/y6Tr/+cFev0Ae5yutFSSSgEq7bARc+Cy37D13c1g5OHps26LvUzy6rHMlvOuf5Gt2FZytZkbKDsBXg20+KNN95YOdOi1E3iCU9gQ/eq4vlIZOD+f/MJaTrWBMO9fDbYxLodDWtrywp6q8vmPpZ452tv5IXXXcSN7/1i1fdBWcAZCpPYviU/7+r0I36I3GwFQ4r33PZtP/Q2nfLBb6VehMcP+0yvZuXzPyEYNgekJ+m54knE419kMriQ7bnwbMpL/Dj/PPGCuaChkA9EC0sFhaJ+KGKoYPtsAFvY0wo+aM3Oy52a8HUdwfeUbrzUt3HVltxQ6OSBE34I832H/WdjOpWfG5zNHpxJ5+ar7urvhye8gP7XXgAHfuxfg0v7OrEyO2edB/FlNoqjMJAzg1SF91GjjJ+snCm8moLhwV0d7UymUvmRHxdsAsozjAPB6J15TDnp6M4Pq3bB8N1o2zRBcg3aVlI2lMO58uMRbYezr4HQZ+b+XEtNfAVseIL/mXgc2j/DqUnXwndjWpN6WmVpyqQbPveq8AJ82kyLUj/tq8vq3dG2yvdordqar4V5+Ch9r/1dzTeei2gbuaBnOmPHSVy9kw0bN9b+PigMKsdP+GFxtWQeLhX2dRZzF2yxDujsrrzu5Omgh9V88FcqPeEfy2RIXNbD0Cfez7ZNvhRG4oKt5edbJg0rNpX3jqw62weCWaFIkIm0YM7u5Gl/8620py6+gt23fSf4o+Sic8uV/qJz61Ww/hKSd+8tTpI1NlEcjGfSwXGx3GiD/v5+/5ybr4ANCd/js+7i5ZFJdKHFOuZ2o6WF7dq1q2DEQBP1tE6ehn3/MrttUhO5+1BF2bQ/8iYSW7oqlqH25jk8ODddxfnzZyF66+Mrype5DLStLl5mBt2tmfF5UcRXQLSNsalqdyykXhS0ytLURMODpYHaVpcPt4x1Qde6CrUwpzTfeK5CkbKkRWXSk7Oai5VMJjny8FGS9waJs1Jj0H3B3NsYiec7GTrWVB6J4RyEYyT37ufIoydI3nV3+TqpIAu1GUTaSVx6uU+WdOE23xtSGlS7jJ+LVqq09zQcCXpaC3ozJ09V/hyLr2DPP3y34O+CocfhqN9313pYsYmRfYdKkmRNFJe9mRoPem8qzOs28z0unevgvF9m167+8raIlOh/5av8+yszFYxYaHzQmvzRf3Dk0IP+xmSt7UlPkbuhE8iNKLlou09WVvj1cubRgt5R5jfaK/tedBl/o3UuN+tKReJ+v0WJsZwygkvL0FifOjOzv6phtQxwErgLGHbOPVTfVi0HtjwTCEixeBfgimp9Fg5fzdXCnKo+z1JqEI4UJA2ZRo3D8nIZtx94gL73fo5YLOqDsa55lLyOxCnPclQinSL5wDH63vUXPsvxWz7G0PYb8j3DmXTQO2r+OjbaFlxcBvttW1nhNbrKGTiziZmyPbOhiL+Yzs4vS41VrzedXZbJBBl9qww/DYXpufxS4pFv5IY0xsJhP0Qye52anbcbjlUenRKO5C6+G1YLWFpP57pgCHvlueGLKZlM0rfrtxg9fIy+93yWG5NneOfNH515w/QkVbtSI3GfVTa3bgqmxtn13Gv938b8gsFYZ77O+IETJJ44910VaVvt/18KA+rlPndVWoZ6WuuvH9gV/PRX+NkFvBL4XeDTwKiZvWWxG7n0uCpp6GVZiXaU1RD90F/8Te7hXC3MjWsZ+uIXNHx7rkLR6YNWl/G9eTUmJinKuJ2GU6fOwIYnQjhSOTtwLSJBLVSoXJMVID3ByL7DQamkKJOTKUbuLMguXJjExAWJVqYb0ZENSNtXlz8Wjvrjlhpn1wufHvx7zC9PT8LYY75maqXPsexzTo37XtVpErMkLnsSQx96fUFN2HY4czS/wmP7/QVs6RBBkfnoWueDVbN8QqECu3fvXrSm+M+TcZ+5PJVm6G//rrYNM6nqw39L55aefhjOvob+F/1K0JNr83pPJe+6m773fs7fPLvploWbulKYeTxLo9KkRShorb/twNeAY8C7gJ3AJcHvdwfLvwpcA7wWOAL8kZm9oAFtXTrMFLQKRNs5dWaiaHjk0PDtRaskLjjbJ2u6TL2scxYKl8/lLDQ14S/gasx6WZRxu3MVXWu3wNYrgXn09kXackPFq2YMnpqg54kX+1qsqaAW62UFXRy5i73sPLPY9Bd82TIx1eaCRuIweconhwqFfY9HKOIv8lef4+vOVtwult9/19rqzw/Q0U1i27p8kiwLwelj/rHxkzBx0vemqrelLpLJJEeOHFl+8+U7uoP3i/lhwiVz3vfs2bNoTenp6QlKZ6WJxaJ0tdU4Nzs9NcPgDEd+BYM158FZ23x5lEjb3LP8EgTaLkqsrYPJDAs3daUw83hWhdEcy/a8laamoLX+Xgj8MnCFc+7Dzrl/c87dE/z+EHAlcD3wS865zwBPBcaANzauyUtESElDlr1Ie1kN0a4Of3Ge621LV6mzJ7WzsA8I0ylfDuDkweLHC2uA1iCbcXvbtm0Mfelv6OxagHJENQ0PniRxxZMZ+sCA75n8wACJiwsySqeDi/DCur7TJUgZf3z6oDY77y+re7s/F9NTxfNUy15LsM/0BKw6Z/rX1LaC4tI6IRg/7ocWn34EXJBEK6JyNgstN8x9dJS+vr4lFwBMO+ohvpL8JaY1tFZr4glPCEpnrWPoj99CZ7zGz/uSntZdL3x6yQrm3/+ZoMxVtANWbvUjJeaZOKmnp4d4R5fPTL6QU1diXeXlWko+o5b6eSutS1dq9TcA3OqcO1jpQefcg8CtwXo45x4A/gF40qK1cKnSnFYJR+jsaGfolt8vGB7pv6BzvW2ZlM6VeUgmkxx55CjJ0aP+Qu2iZ5ML7LKyw1hnodaM2zUPF462zxizgkH7WSS2b/Y9kxdsKR5KlwkSs7iCur7ZHsqy+qr4dae7eK02GiSTgmiFTJ9Z4Xh++6711deDCvWHzfeKp87Ao/cFwwXT+X3Kgika5j45ueQSvU076iHub5bseuENgCtJ/rPIpsZJnL+JDWvX+ARKLlNbMqZ0quh93f+iZxY/vnKT/1ybmsiXyepYQ/LhjJ+LOo9gr+jGXUGJsDlPj8gq/DzKBPPzS0pZLfXzVlqXgtb6Oxc4McM6x4HzCv7eDyxA10LjHDtxioF3f4KBd3+C4e/8YPEb4NDwYPFCERLnbaxeQzSdWnYlKRZKPmHSg/R98EuczkRh5WafhKUw+YrLzK424izUPFy4YE5rqVyirnsPFs9DcxQPa8z1FmXytTdDYd97WdJ7sev51wdDBKf5HAqF/TqlF/SZNMR8MFzxIjUU8s+55vyZy9DEOikq9wP+4vrxw3D8Ad8j5tLTDg+e94XyMlU0zH25JXoLRyG+kv7nX0+je1pztZULZescTye4YVXew1piaix3Uy65bz997/1rRh88MO9eyko37uadDC0SJ3cw0qmKr21Zn7czGB4eZmBggL179wLM7k6szJuC1vo7CjxzhnV+BT+3NWs1Mwe6Ta17VReDN7+ZwZvfTO8N1zSgBUrEJIHQDJlt1dM6Z0V35FNTnDoV1P8869zcReHur3zTB0llPX6LLNZBpaD19JnxfKKu9wyS/MWDwWdHMF+t8GI7m020sKcVKpb86X/2VdC9fdqAb9euXb6Ga1mvj+V6RKpepIZjsKaGWoqhsL9hUNgT7Bwc/El+3l21LMXZ16KswXNSrbds2ehaH9Q6duXJfxZTaqx8JERhreJqpibBrLyHtdJ6XT5D+MjICBNp17y9lOFYPoDPTNL/G+XpU5b9eTuN3t5eBgcH2bFjBxRft8siUNBaf18GnmRmXzSzoslHZnaOmQ0BPUBhOrsrgX2L2MaF51z5vIlFkpurOFMPhCwP4WjF7JU56SkFrXNUeke+Kzv3tGuDnzNJMAzbOT/fq5GqZC4+dWasIFFXmpHkXb530gX1GQsvttMpcsFsvGD4bijiL1wLpVOwcsu0AV9/f7+/sK90fs40XDe+0ge8FZQFyh3d4DL5HuUHHvMX8oXzjPV5WRe1DnNfkjrX+l7IRg8PLiu5E/I1VWvZrqZROPmbWE3fSxmO5e/dpVNV584v6/NWmpaC1vp7D3An8HLgXjPbb2Y/MLP9wL3Ay4CfBethZpuAFPCFxjR3gcQ6fYbKkwcXvUbbntu+5YfOKRARCBJyTVeY3Wl48ByV3pF/wxve4B/oCOZ3uQzgqtcArdGCDE+tlCFz3ygTkylcxvmEJ/G4v8iMduZ7Zgp7WqfGIRT2tRgL9xeKVLgot+LAtpr21eWZl61ye4uEwlWzk5YFyh3rOH1mLN+j/M5PkXyoZPSBRqbIQstl7G7w8OCx48V1SS0EZ2roJEuNF78vpnsNQWK2pu+lLExIl05BrIbPKJEmoaC1zpxzJ4HrgPcCo8A5wJOD36PA+4DrgvVwzh12zl3nnPvLxrR4gbSthJ6XwbnX+x6XEwd8eYXF4Cj+gpJlbVf/bwX/qpKFx8z/yJwU3pHPBUvhKLSf5YM8l5l1EqZSCzE8Nbn3Po4cO0ly36j/e98ofTfdwkNHHwNgY/cqhj5xs7/IjHeS61EtHDGSGgML0/+8pxb3hIbCuZ7l3V/5Zj7grWVIdKyLspsqboYETrPV1sWpM+NFpZ8ydph1AAAgAElEQVRG7r4v/7iZsq3Lwst+D1soGCbcIOPHi7NjWwhOH62+ftbUWP7mt8vA8QfLe2hdBiie/tDUvZThaJDtPVOcBV2kBShoXQTOuQnn3M3OuQuAVcDZwCrn3AXOuQ8456YZu9jCInFYdyE88cVw0XP88MDjB2C83tN1F/iCb4EomUlj9L/yVT4x0HR1RNXTuvC61vmeikzGH/9AI94HyWSSvl2vYvTwUfpuuoXTZ8YZufu+XBAXCoWIRyMkrrjabxDt9OeLhSBV0CM5FfS8mBVdBO/qe2nuxsee277t57e2rSzLyllRtjc2G+hmL4KnufE26xqK0c6y0k89F5+ff1yJ66QeQhEgqJneqKDVuQo9rebfo6kZLr2mJvJB65lHYfVWSI0VJy9KT/r3+jxqsi66aDu7v/yNYETH3EfAiCy2FnqXLQ3OucedcwedczWkrlsiQiFYtQUueZ7/iXbAiQdh8nR9ns9lfC9Pk1EykwZataWsuH2Oc+pprYeOdf6iz2WK5k424n0wMjLCxOQksViUyVSKU2fG6Ln4/JL6vfF8ABnvIpfMbargYjs15pc5V3Sx19//WxT15KfGiwL1aYXCfohwNllYZsonjapyTs6phmK0nc72OEMfe2uu9FNZJm1Np5CFFo76wCgUmdM0od27d9e0rOr2n/sM3PuvMPZYhTniNvM1yFTB8OCpCTj7KRBrDzIiB9KpxieZm61YJ3u+9h3/7ya8wS9SjYJWWTxmvq7ZJb2w41k+iDhxcOHnujRp0CoN1LWeisODXcb3spo+Chdc20r8fGFqm9tZR7nkKKk0sUiYro52EhduKwriOtvj+aQk2Qu5ULg4SdKZY/mSEYUXwaXlYqbGag9awSesyV7Up6d8T28Vc6qhGCTBSlxwTuXST4YSMcnCC0Xyvfhz6Gnds2dPTcuqbv/Xn4Oj+9j9nbtyN4Hy5a0enDmDcGoMLAITp/z7ecUGWJ/wQXBW9iZTK4m2+xtvDgWt0lJ0pbYIzKzTzN5iZt8ys7vM7L4KP/c2up2LxgxWn+OHDZ/zFD+35PTR8pT0c+Z8z4VIVtsqoOCCJZjX6O+Sd2rodj0UZqVscE9ELjnKlg28//Uv5tSZMZL7RklcuM0HcRecDVg+WMwGpBbO94BOTQQBbFCOpnA4YDjqhx9m5786lzvnatK5vqCnNTXtRfCcspOGQux6wdOrZ3B1aE6rLLxwFD9iIdyY4cHpSYh3sec236tYXN7qcyR/9pPq22YyfvtQ2JfvWn+JX75ys69rnFtv+ptMTSnWlU+Sp+HB0kIUtNaZma0GfgB8FLgKuAg4C9gAnBv8xFiO/xfhCGx8Ilz6Elix0Sdrmq40yWy02peI1Fe0k9Njk/kLlmBeo0/5v0JDt+sh2hn0YFt5T2QDJBIJurq6eO+nbs2dA7mbF9lhgNlANDv/rbCndfI0uRI4lcr3tK0sDgqrlJKoKNsrDcE5uXLa1zGX7KT9L31hWS3ZPNW1ljrI3ggpGWY/6znZczU1UXQDqKi81VSakZ9OE7Smg6kN2SzoKzb65aWfZZmpxpfzmq14l/+sWnexpgVIS1l+gdLiexfwBOBV+GAV4ONAFz6r8E/xpW8uaUjrmkHbSrjgGf5n/HE49cj8e11bbbiO1FcoxKnxlJ/XGI3w+OkxDh45SnLvfbMLLqR2oZAfph+ONs2c4VNnJipn0E2NFw+Pzf47VNDTOnkan004VXm4c0d3kNjF+WB9Nr3LkTZyGYQzM8+Rm1N20vY15bVkIV+SRBevstAK30dB0qM5zcmei9S47xEt6Ens691ZMI89Ss8Fm6fZfgw/7/UMdHYHN5YIAlQrSJwGRFtsiG203R+XrVc1uiUis6Kgtf6eD/ybc+6vnctHYs77PvAc4GLgnY1qYFMwg+7z4dIX+3mvJw/MrRh59hCrp1VKdHWtIB4JMT4xyaGHj/Hoicfpe8f/Ibn/4UY3benqXDevYacLPWy7q6uLeBCwFmXQnRovbmckzq7nXueHB2d7J8dO+GA0PVW5TETXhuISP7MJAgtrJzrmVdO2qrZVRZ+pu7/yzeD50r5nuUluLMgSYuYDVxeUj0qn5jYney4qVCl45+tflp/H/sdvIbF1miH8U+P+PtLESVi7I788FPbv/8JcHHUssVeXqSsrNvvkeJrPKi1GQWv9nQ0UjkHJALlPCufcw8A/Ay9d5HY1p1in73E973qf9KQw4UEt0pM+cUIrpZ+XRfGG1/Qz9IFXs2bVCjat76YtHgt62/Y3umlL1+qz53VhtNDDtju7uhi6eaBCBl1XXMcxFKX/eb9U3NN65hHfO5GZqhxUZof0ZgqGEtaqcF6ZUZ/h1CUZiffc9m0gCF518Sr1Eo4HmdsN0qm5zcnOevT+2tc9c6zi4tw89ovO9zekqiWCnBqHjPM3oUqH63esgXQwbcCoa9Bal6kr0TZNB5CWpCv7+juDD1SzTgClVzRHgC2L1qJmZwbrLoLEr0GkHU4e9BeCtZiaqK02oiw7/f39JLZvYcuGtazsbA9628L0XHFFo5u2ZCUPPs6RY8frP3etVqEQifM2FWfQdWk/dLbwIi4UCi62M/6iNZMOMge3BUMOKwSVbSvxwwYzs8scDD44jrT5XlyoT9Aa7aiYQHvP175THLDLglvWid6i7eCC8zo9Oac52bt37/bJGvf9S+15L04emrn+tln1/U2cgnCwfWmA135W/mYW1DVoFZE8Ba319yC+tzXr58D/MiuqsfFU4KFFbVUraD/Ll8fZeLn/Apqsoc5bYV01kULxFYDR2dGWHyL2gdeQuOLqRrdsSVq0uWuzYWE/dLc0++f6CikFYh35bMBTEzB+0gd3zlUO8qLt+WG+s8kcnBXvgsyk3389ErsE539Z5OqoUMNSFtKyTvQW9LTu/od/z/VqznZO9p49e+Ch//Z/TDxedBO7at3WscdmLmXmyM21LTN+PAhGrfyaom11vofWsWSD1mV9s0WakoLW+rsDuN4sNy7rb4HtwD+Z2W+b2a3AU4B/alQD6+HYsWMMDAwwMDDA8PDw3HcUjsDZT4aLn+MD0scfClK1V5bcez9Hjp1ojgtkaS7R9tz8qsSF29jQvYrExRdWnp8os1Lp4mbR5q7N1vpLCkrTBJ8lq7aWrxcNglYzGHuUXIIlqD5Pt2s9YNNm/60q1uWTv0Ta6lMzNRT2CWXKPj+dhgdL/UTbIJNmzz9+b+7VATJTcOwX/n2aTsGp/D3+bN3WouA1k/HB7YzztF1RVuMiE6fy78PS0VtF3xluyQaty/pmSxXDw8MMDAywd+9egO5Gt2e5UdBaf3uA24DsVdFfBn//CvBJ4MXA9/BZhpeM7u5uBgcHGRwcpLe3d/47XLXF13XtvsD3uo6fLFsl+V8j9L3/84weONQ8PTvSXM46ryBgSfvzSuat0sXNvOau1dPqs33viHMwdtwHiZWyAUfb/bnigBMHCx6o0POS1bUxqNk6h9Ee8ZX+QnkuAW+tVmysMNXC1Sfxkwjk54HD3ILW1LjvNY0FJbQsBKfL56tmg1e/TXZUVg3JxaqN4Jo4GQSjFcpBxbIZhDN+9EaF97t6KZem3t5eBgcH2bFjB0DlidNSNwpa68w591Pn3Oudcw8Gf085514EPBl4GXAtcL1z7ngj29kSom1w3i/DJc/3F5QnDsKph32WwMcfYuSeUSaINl/PjjSP9Zfke5pcBlYqaK2XudYTrbtYpy9RcfoR37MZ9JqUXWRme1pxcHw0XxopmxG1guQDxzjy2Km53TCLr4DUaWifw9DiWnWuK+9pdU7Dg6V+ou3BcHzzvZ+zdfAnfk55e1Ax0ELByIfA5Gk/17WwTF6qSu9pqXCsYpZhMhkfzIaivt2lIyuiHfjyV1NV55+rl1Jk4SlobRDn3E+cc3/rnPuBc9OMd5VyKzb4ua5PeD6sT/gheZsup+d5rybe1t58PTvSPDq7/XzEseAeUfZCSOpiTvVEF0Pbat+j2bEmN7Sv7CKzcE7rxOMFtVMr9LwQzOF97e8yeujhuY30iLaz+x+/D21rZrfdbLStYtfzritfHlFPq9RJxA8PxkLFQevkaXhstOpmyWSSI0eOkLzzh7n3W3LfKEcePUHyv4Ib0o/u90Hno6P+d3YUQeo0yXsPcOToYyT3VX8OIjHfo1oq2yNswRzw0vd7OArxFez+u3+qz/zzOssdW41GkxajoFVak5kPVs++CrbfAFueRKLnqubs2ZHmEl/hzx8Lzy1hjrQ+C8FFz4btN1Qfxhdtz18Eu4L5rI6KPa3znsMbaWPPv4xAW9fM685VfCX9z3tqca+U5rRKPYWD3kor6Gl1zgetFab5QEkSt7d9nNNjEyT3jdJ30y2MHjpK31v/hOT//A8cutPvf9UWPyT44bv89j8boe89n2X00MO8+E0f5IFDD1cOXqv1tGZrtDrn216p5vJZ57Hntn+tT6bvOmrKBHkiNVKa1Tows9+cy3bOuc8vdFuWm6bt2ZHmEY7BZb8BnX9Z+WJElqyiADXaBtG26sP4wjF/4RrrLCmd4SomYpr3HN5omz8f69lzE44E5TpK5hbqfSD1Eo7i7/QYTJ7yy8486muqp05V3CR3AygaZTI1xWR6nJG772MilSIWjfj62j/+PolEMMfVzA9xf+B7sGIjI3f+mIlUmnAoxP6DD+Nw9N10i6/NfP6mgrbFYOzh4KZUwfzX1Jhf5tK+/ZUSOq3cDGRarqe10s01XS9Jq1DQWh+7qVgRr6psHQIFrSKLwayGzJKy1Mxqnlk2I2il3vgKw4Ozc3hvvPHGuY30iLT54LjePTdd6+Gx/cXLWuzCW1pIKJr/vJ0840cvHA96PaskQcrdAEpNEouuIBZvp+fi84kHQWwsGqbngi3AYXLJlsz8eXzwx/Rs30A8FmUilcKAeMxvNzLyMxLdaXKXZxZi9/B36b/0JcXJ2E4e8u/xTKZ6ZuDOtf79Gmut907TJsgTqYGGB9fPFPBV4MM1/Hwo+C0iIs2gUg9LJu17K0OVvzrnNdIjHPMXypHagtY5ZyftXOfrzhZS2Sepl3A0iBGD91J6Ah65x5/vVYLWXBK3rVsY+sAAnR1tJC7cVlxfe0uFc7b9LDj+AInNnQz98VvYumEt527ZQDqdCQLdjbB6W36uOvhSPIVDhJ3z5XXaVoGbqp5ZOxL3vbstdsOnaRPkidRAPa31cQdwPfBrwAbgM8D/c87NsUiZiIgsqnCsfLyMS0O4TkmLzILEULV9Lc85O2nbynySmnvuB6zlLrylhYQi+cozhs/4nzrjh/WmTlfdLJFIsGHdGhLb8xneExduY8Pas/yy00fL55ab+RELEydJXHQ+52xez5+/+/Xc+DsfZuj9ryZx7TNh5aaSsk/m9xXUat79mb+g/4oYtK/2Jaii08z3jnW0ZF4ETaOSVqWe1jpwzj0N2AF8DLgQ+GvgsJl90swum8++zewPzexWM7vPzJyZ7Z9mXTOz15nZnWY2ZmbHzezrZvaUWT7nDWb2LTM7YWZnzOzHc523KyLSErI1Ggtl0i2ftCh574P0veczPknNmz/IA0ceI/nznze6WbJU5XpaAycPBlNczddgddPMpEpPVS4vFWnzGeArjRDo6Pb1kgO5QPf8jbDmPFixkV29T833tloYHj+cW9/Xew2ibJf2GYaribb7agYisigUtNaJc+4Xzrm3AVuBXwd+ALweuNPMfmhmrzKzuYzJ+jBwA3Av8NgM634K+AvgOPBW4CP4IPoOM9tZy5OZ2cuAbwHnBdu/DXgc2GNm75hD+0UaSkXfpaZzIBz1F7QFFcl2f/XbLV8eZuR/7sknqTn0CAeOHFMWUamfwps/Gefni8ba2fXCZ/igsGCobpnMVOWbRJEYjB+v/F40qzDPNEgE1b4awlH6+16aH5ocCsHjR3zv6+mjMPk4tK0Mnr+OIytEZNYUtNaZc27KOfdl59yzgO34oHMTMAgcMrNrZ7nL7c65bufcM4FD1VYysx7gdcDXgRucc590zn0UuBIf7A6a2bT//2YWBT4BPAxc6Zz7I+fcJ/FB89eB95nZ+bNsv0hDqei71HwORNuK57/9/e0t39Pac8UVxONxJlKTALmkLLMu0SNSi1A4GPLuIGS+zE18Bf0veqYPMEvnVxfKTJG8/0h5vdVoB6zYVHsyPZfxc7mzvbZtq3z2YgDMP374Z5D8qv87W5PZtf7ICpGlREHrInLOjTrn3g28FjgIdAHrZrmP+2pc9WnB7z3O5cffOOeOA1/D97j+0gz7eCKwFrgt2C67j2ym4yjQV2N7RJqKelxlRtH2kp4gVz0xS4tIJBIM/fmH2bpuDedu6iadTiuLqNRVcv8xH3jefwSmxoqzb+eCxxKZDKfPnKHvbR9n9NDD9N10Sz5wtRC0rya5b5QjRx/ja9/6z/LAtmhf6dycVcBnCi563gwc+JHPrF3YtiUwHUBkKVHQukjMbLOZvcvM7gOGgW7gi8BP6/SU2U/aSun5sstmmtu6EPsQaUrqcZUZRTuKg1bnas7u28wST7qGczau5ssffT3bzlEWUamfZDJJ3zs+6QPPdw+SfCiVf9BRPWidGufUmYni2qx35+/ZJ/eN0nfTLdx/4CFe+vt/xP0HHioObIs4H5BmxToommjbtQlWbSkvb+MyLT8dQGQpUfbgOgqG3z4PeDXwLPzx/m/gd4AvOOdOTLP5fGUnKN0A/H1Bmwyf2Rjg7Bn2cQ+QBnaamRX22JLvya24j8OHD3PVVVeVLR8YGGBgYGDm1ouINFq0HU6V9LQuhYvYVWdDfKXPIrppowJWqZuRkREmUpkg8Ewzcu8hEk+4KHjUVR8enEnR1RFnMm1BbdYIPRfnZyON3H0fE6kUoVCIqXSaSDicC2wTF24r3pfDl8PJirT53tqsKiWswPzwZlnWBgcHGRwcLFp2zz33gJ/qJ4tIQWsdmNl5wKuA38Kf1KeBPcBnnHM/XKRm/DPwc+ANZnYI+ArQAfw+ftgvwd9VOeceM7O/Al4D7DazP8W/lhcFy6ruY9OmTdx+++3zfQ0i0uJaehh2aU8rTJ9NtFWEo36IZOJFwP9pdGtkCevp6SEej1UMPIFpgtY0ne1x/vp9v+tL1nzsrUXB6P4DDxGPRslkMoTMyLhM9f2HwsXJmWq+8eQqZy+WZaVSZ8vOnTu54447DlfZROpEw4Pr4xfAHwIHgAFgo3PuNYsYsOKcmwKeDfwH8FFgH/Az4Arg7cFqJ2vY1ZvxSaNeDowE+7kJ33tc6z4WVUtfJIssMS09DLtS0Bqqz0VsMpnkyJEji5vFt2oPk8jCSCQSDH3qj9m2sbss8CQUqV6rNXjf5UrWlPSefus/f8bQx97KeVs38n//9O2ct2Vj+f4BJk+Xz0uNtE1faifLrHiOa4GGvF9Fljl9Y9WHAVP4Xtb3AHeZ2QMz/FTJIDB3zrkHgpqx2/BDgp/onLscGA9WubuGfYw7514LrAeeClyNL+Pzs1r3sdha+iJZRJpHJE6uZmNWHXpekskkfX19jI6OqvyMLDmJSy9lQ/fK8oAyHPVBZSXTlcLJ7jcIaF/wjGsrBraA72ktnasaiflyVplM+fqB3V/5pv9HhaBV71eRxlDQWj9RfHBX689M80vnLAhe/805l/1kfQ6QAb4xi3085pz7D+fcj5xzk8E+AP5pgZsrItIcSi92oWrPy3yMjIwwMTFBLBZT+RlZeiq9j8C/lyaqBa3pBXz+Cjea4l2QqZIECthz27f9XNgK73e9X0UaQ0FrHTjnQnP5WYy2mdnzgefiE0GNFizvMLOLzWzGieXBnN23AXuBW+vWWBGRRgoutnO9LjDjfLi5TE/w8/58vVSVn5Elp2rQGp1xePBc5N+vzidcqnSjKbaC5D33TV8qBypuuxTer5pGJa1IQWuLMbNXBKVz3oWv8boq+7eZvaJk3c+Z2V+Z2ZvN7DVmtgefkOlH+AzGha4G7gI+UrKP15rZsJm91cxeaWa3kC/Tc6NzbprK4CIiLSzoofG9LsEcuOj0JW/mMj0hkUgwNDTEtm0qPyNLULUh9eHINMOD0+x67nVli3e98OkzPt2e277t133eU2HFxorrJB88St/b/7+iGrDZuq/5ILZyIqal8H7VNCppRcoe3HpeRb5kTdbNwe87gC8ULP8hPhHUi4EYPkHUe4CPO+fGany+nwMvBd4CrAQeAv4G+KBz7tBcXoCISEsIx8jVc0yn/Dy4OpXASCQSbNiwoSUvgEWmVZoIKSsU8XVa01M+gC2UGqe/95fLNul/0TNrftr+Zz8ZVp9TsVdxZO8BJoKMxpOpKd73519k3/5DuSA2Fo3m21iB3q8ii09Ba4txzu2cxbqfBj5d47q3U5ZxBJxz3yVfk1VEZPkoHNaYnqjLfFaRJa/a8OCsqXEIdxUvS0/M/waRc9C1oWKvYk9PD/FoOFeK56fJe4nFIrkgdjKV8lMBVKdVpGloeLCIiEgl4YjvXcWRvOdejjx6UplCRWYrHAUMXIVsvWaVa7VmJoP33hylp/xNpvazKj6cuLSHoQ+8hm2b1zP0sbfSvXol8Wg0F8R2dcQhvnLuzy8iC05Bq4iISDXRNk6fGaPvnZ9i9OBDKnEhMhcWqpxcyeF7WkulJvw2czVxEs7aVr0WcayDxPYtuVI5nR1tDH3srbkgtrMt7jMMi0jTUNAqIiJSTbSDU2fG/Py3JVTiQtlDZVFZuEpGYFc5aE1PFg/NnTgFj43WnlU4NeaD1mqinfgZUS63KFv3NXHhNt8r3LaqtucSkUWhoFVERKSaaAdd7XHi0QiTqVTLlrgolZ3np+BVFkUo5Ifsli2PwMTj5cvTBcODM1Pg0tC9HcaO1/Z8ZlWHBufa07YynxW8jNPwYJEmo6BVRESkmmg7ne1xP//tnHNatsRFNSp9IYvCwj4QLRWO+qG8pdKTuaG9u55zNZx9DWy8FNKTFUrTlAoC0dgMw3vbz6o8zzYrOn1NZhFZXApaRUREqom2Q2aKxAXnsGHjpiUVsIosll0vewlkUvkFpx6BM48GQeup8g3Sk7k5rf3P/SXoXAed60nuf4S+mz6aK03zjGsvL9/WBb2kM2X+7Vw3fdAamb4ms4gsLuXvl7o4duwYAwMDAPT29tLb29vgFomIzEH3BRBbAet2NLolIi2r/xUvh198K7/ATcFUyic7qjg8eML3lE6N+2G8QVKkkYemmJiYyJWmOXfLejj1MLt+5XLIpH2g6jLQsWbmRrWtpHBOa5lq9WVl2RoeHmZ4eJi9e/cCdDe6PcuNelqlLrq7uxkcHGRwcFABq4i0rraV/mfbdY1uiUjrirQBxu6vfNP/nZ1LGopC6kzx3FLnIB0EoOMn4azzcw/1PGUn8Ui+vmrP2ath9dn0970UJoMeW5eBzvUzt6nK8OHkvlGOHDtJcu99c3ihspT19vYyODjIjh07AI41uj3LjYJWERGRKpLJJEeOHFGZG5H5iLaBwZ7bvu17RM3yP84V12rNTJHrAc2kYNXm3EOJK69j6CNvZNvmdQx99PdIXHgOnHMddF8Ik6eDgPMEyf1HamhTR9mi02fG/fDjh47R94rf1PtepIkoaBUREakgmUzS19fH6OgofX19nD59uq7Pp0y+smRF2vK9qVPjfq54tnPVgKmx/LqZdLAweLCw9EwoROKap7PhrC4SG2Ow9SofEHd2k7z3EH033cLo4aP0DfzuzAFntN3vP5POLTp1ZoyJyRSxaHTG8lZ6v4osLgWtIiIiFYyMjPj5c0F91lOnKiSMWUDK5CtLVjgWlLBxvoZqxzoAP1y4rKc15WPWzJRP1FTaI3rWOX4I8MbLYG0w17xtNSO/OMhEKuXnu06lZ66nbAbhKMm79uayEXd1tBOPhPzw4xnKW+n9KrK4FLSKiIhU0NPTQzweZ3JyklgsRlfXDCU0RKQyM59MyTlIp2DlZsD54cKYD2SzMkE919S4n5tqVryvznX+Z9u1EA7yiYZC9Fx1DfGQY3IqTSwer6me8umJNH1v/7NcNmIyKYY+8ia2nXP2kitvJdLqFLSKiIhUkEgkGBoaYtu2bQwNDdHZ2dnoJom0rtiKfImZjoLEq2Y+GVNWdrhu6gx0rSvfT9BDWirx1Ocx9JlPzKqe8hU9Pfne2dQUp86Mk3jBm9mweasCVpEmo6BVRESkikQiwYYNG3QBKzJfbSuDea3O/zsc8f8Ox2DiZH69bNCaSRUHtzPpWkdi54tmFXC++U1vJB4ErLFIiK6uTpW6EWlSClpFREREpL7iKyA9CWu2+yRI4SA5UzgKY4VB65RP0mQhiK+sa5MSV1zD0M2v9dmIb34Nb3jlK+r6fCIyd5FGN0BERERElrhYJ4RCsOky/3e0g1xP6+Tj+fUyU0AGnPlAt55CIRKXXs6G7lUkzttI4lnPru/zicicqadVRESkBipxITIPbat8z2nHGv93tD3f0zpxKl8SJzPlkzXFuirOXV1wKzb65wNoX1P/5xOROVHQKiIiUgOVuBCZh441xT2n0TbA+WHALu2HDoMPIF0mqKO6CDY+0QfIq84O2iQizUhBq4iIiIgsrkh7vne1sOzN6UcgFPXDhhdDtN0nhtrxK4vzfCIyJwpaRURERGRxxTrxGZfwv6cm/D9PHvIZfBdjaLCItAwlYpK6OHbsGAMDAwD09vbS29vb4BaJiIhIoySTSY4cOUIymfQlaSIlPalTY5Aah8lTQXbhReppFanR8PAww8PD7N27F2AW9ZhkISholbro7u5mcHCw0c0QERGRBksmk/T19TE6OkpfXx9DQ0Mktq7Kr2AGk2MwfsJ3vmbS09ZLVVI0aYRsJ8zOnTs5fPjwsUa3Z7lR0CoiIiIidTMyMsLExASxWIzJyUlGRkbg9FaOHDtJct8oiS1dfi6rmf9xmWl7WpUUTWT50ZxWEREREambnp4e4vE4k5OTxHIIzJAAACAASURBVGIxurq66Hv1bzN6+Ch9N91C8sET8Mjd8PBdQSmcNISr97TWm3pyRZqPglYRERERqZtEIsHQ0BDbtm1jaGiIU6dOMTGZIhaNMJmaYmTvKLu/+V9wfNQnaHKufM7rIlJPrkjzUdAqIiIyDfW6iMxfIpFgw4YNJBKJoOe1jcmpKWLRCD0Xn8+e4e/C2h1B1mCDUHhOz6P3q8jSpKBVRERkGup1EVlYiUSCoS99iW0b1zJ0y00kLtzmHzAL1nBgcwta9X4VWZoUtIqIiIjIokokEmxYt4bE9k2VVwgtXq5Q9c6KND8FrSIiIiKy+CwM6akKy21Rg1b1zoo0PwWtIiIiIrL4QmFIT1Z/TEQkoKBVRERERBZfKAKZVPXHREQCClpFREREZPFZCDLp8uXOqadVRIooaBURERGRxWchwCo/pp5WESmgoFVEREREFp+FAFf5MQWtIlJAQauIiIiILD6rcBnqHGAaHiwiRXQbS+ri2LFjDAwMANDb20tvb2+DWyQiIiJNpWLQmoZwdPHbIjKD4eFhhoeH2bt3L0B3o9uz3Cholbro7u5mcHCw0c0QERGRJrFr167iBWYQjhQnY3IZCMcWt2EiNch2wuzcuZPDhw8fa3R7lhsNDxYRERGRuuvv7y9fGFtB8p57OXL0MZL7RiGTUU+riJRR0CoiIiIiDZF84Bh9b/tTRg89TN9Nt5Dct189rSJSRkGriIiIiCy6Xbt2MXLvw0xMpohFI0ymphi5+z6IxBvdNBFpMgpaRURERGTR9ff303Pl1cSjYSZTU8SiEXp2nKOeVhEpo6BVRERERBoi0XMlQx8YYNvm9Qx97K0kzt+soFVEyihoFREREZHGiK8ksX0LG9auJnHhtqDkjYJWESmmoFVEREREGiMcgfZV4Jz/22UgrDmtIlJMQauIiIiINE7net/DCr5ma0Q9rSJSTEGriIiIiDRO53rfwwqAqU6riJRR0CoiIiIijdO+Ov9vA+IrGtYUEWlOClpFREREpHHaVub/7RzEuhrXFhFpSgpaRURERKRxou1gIUidgUgbRNsa3SIRaTIKWqUujh07xsDAAAMDAwwPDze6OSIiItLMwjE48yi7v3Fno1siUtHw8DADAwPs3bsXoLvR7VluIo1ugCxN3d3dDA4ONroZIiIi0gqCoHXP399B/9sb3RiRcr29vfT29rJz504OHz58rNHtWW7U0yoiIiIijRWO+mHBYfWniEg5Ba0iIiIi0lihMLR3Q0hBq4iUU9AqIiIiIg21q/+VsGorWLjRTRGRJqTbWSIiIiLSUP39/f4fZg1th4g0J/W0ioiIiIiISNNS0CoiIiIiIiJNS0GriIiIiIiINC0FrSIiIiIiItK0FLS2GDP7QzO71czuMzNnZvunWdfM7HVmdqeZjZnZcTP7upk9ZZbPmTCzL5nZfjMbN7NRM/sbM7t83i9IRERERERkGsoe3Ho+DDwK/BRYPcO6nwJeB9wOvBXoAAaAO8zsV51zt8/0ZEFg+p/AY8AgcADYDrwW+DUzu9Y5d+ecXomIiIiIiMgMFLS2nu3OufsAzOx/gK5KK5lZDz5g/TrwHOecC5Z/GrgbGDSzi51zmRme7w1AO3Ctc+5nBfv/DvBNYBegoFVERETmJZlMcuTIEZLJJIlEotHNEZEmouHBLSYbsNbgacHvPdmANdj+OPA14ELgl2rYz8rg96GS5dm/T9fYHhEREZGKkskkfX19jI6O0tfXRzKZbHSTRKSJKGhduuLB7zMVHssuq2Vu6zeC318ws2vMbIuZ/TLwWeAw8Jfza6aIiIgsdyMjI0xMTBCLxZicnGRkZKTRTRKRJqLhwUtX9hblDcDfZxeamQHXB3+eXcN+9gDnAb8PfL9g+Q+Bq5xzpT2wABw+fJirrrqqbPnAwAADAwM1PK2IiIgsFz09PcTjcSYnJ4nFYvT09DS6SSIMDg4yODhYtOyee+4B2NSQBi1jVjByVFpMdk6rc+7cCo9FgJ/hhwG/C/gKPhHT7wMvB6LA55xzr67heV4PvAAf/B4EeoA/AO4BnuGcO1Gy/u3XX3/99bfffvucX5uIiIgsL8lkkhtvvJFbb71Vc1qlae3cuZM77rjjDufczka3ZTnR8OAlyjk3BTwb+A/go8A+fBB7BfD2YLWTM+3HzD4IfATod859yjn3Nefc+4FfB64C3lKH5ouIiMgyk0gk2LBhgwJWESmjoHUJc8494Jx7GrANPyT4ic65y4HxYJW7p9vezKLATcB3nXMPlez768Dj5Icai4iIiIiILDjNaV0GnHMPAA8ULHoOkCGfZKmatfiETuHSB4K5sWF0DomIiIiISB2pp3WZMbPnA88FvuCcGy1Y3mFmF5tZ4cTyI8Ax4H+Z2Xklu/p1/BzZH9W7zSIiIiIisnypl6zFmNkr8MN9AdYBMTN7V/D3qHPuCwXrfg4wYAQYA54K9OEDzd8p2fXVwL/iswX3AzjnMmb2PuCTwA/M7C+BA/hETK8GjgIfW9hXKCIiIiIikqegtfW8ivJ5pDcHv+8AvlCw/IfAAPBiIAb8AngP8HHn3FgtT+ac+3MzOwy8CR/odgCPAP8XeG8w9FhERERERKQuFLS2mNmk13bOfRr4dI3r3o7vla302JeBL9f6vCIiIiIiIgtFc1pFRERERESkaSloFRERERERkaaloFVERERERESaloJWERERERERaVoKWkVERERERKRpKXuw1MWxY8cYGBgAoLe3l97e3ga3SERERJrdrl27Gt0EkYqGh4cZHh5m7969AN2Nbs9yY865RrdBlhgzu/3666+//vbbb290U0REREREFszOnTu544477phNGUqZPw0PFhERERERkaaloFVERERERESaloJWERERERERaVoKWkVERERERKRpKWgVERERERGRpqWgVZacwcHBRjehpen4zZ2O3fzo+M2Pjt/c6djNj47f3OnYzY+O3/KhoFWWHH2AzY+O39zp2M2Pjt/86PjNnY7d/Oj4zZ2O3fzo+C0fClpFRERERESkaSlolaY0PDzcss/d6tvPV6Pb3+jtG/ncrb79fDW6/Y3evpHP3erbz1ej29/o7Rv53K2+/Xw1uv2N3r5Vn1tmT0GrNKVW/hBr9e3nq9Htb/T2jXzuVt9+vhrd/kZv38jnbvXt56vR7W/09o187lbffr4a3f5Gb9+qzy2zZ865RrdBlhgzO7Bq1aotPT09c97H3r172bFjx5y2/clPfsKVV17ZkOdeCtvr+Onca9T2On6NO36Nbnujt9e5p3OvUdvr3Gu9c29kZIQTJ04cdM5tndMTy5woaJUFZ2Z3AuuAX8xjN93AsTluuwk43KDnXgrb6/jp3GvU9jp+jTt+jW57o7fXuadzr1Hb69xrvXPvAuAR59wVc3xemQMFrSIiIiIiItK0NKdVREREREREmpaCVhEREREREWlaClpFRERERESkaSloFRERERERkaaloFWWBDMLmdnvmdndZjZuZg+a2Z+YWWej27bYzGyHmX3AzL5vZo+Y2eNmNmJm7yw9Hmb2PjNzVX5uqrDvZXGcpzkmpyqse5GZ3WZmj5nZaTP7rpndUGW/q8zsk2Z2MDh+STN7vZlZ/V9V/c1wPjkzS9W47pI/98zsD83sVjO7L3jN+2dY/xoz+1bwfj5pZl83s4p1xcxss5l9Pnj/j5nZj83sxirrxoPPi/vNbMLM7jWzd5lZdAFeZl3UeuzMrM3MXmNmXzOz/cGxuM/M/sbMLqmw/rnTnJP/U+U5av5/aRazOffMbPc0x+QlFdaf1flkZr9pZncG/zdHzOyzZrZuAV/ugprFuTfduZT96atx/SVx7tksrk2C9evy3WpL7LtkOYk0ugEiC+TjwJuBrwJ/AlwS/H2FmT3DOZdpZOMW2SuB3wb+HhgCUsDTgA8Cv25mT3HOjZVs83vA0ZJlP6mw7+V0nL8LDJYsSxX+YWbbge8BU8AtwAngNcA3zOzZzrlvFawbA74JXAF8ErgLeDbwKWAD8L66vIrF9RUql7q6DHgLUKmS+3I99z4MPAr8FFg93Ypm9hTgduAg8J5g8RuB75rZdc65/y5Ydw3w78B64E+BA8DLgf9nZq90zv11ye7/FngB8FfAfwLXAjfjSzr0z/3l1VWtx+5c/Hv434HPAYeA84HXAy8ys2c55/61wnZfxZ/LhY6XrjSb/5cmU/O5V+AVFZb9sMKyms8nM/s9/Dl6B/A7wFbg94Frzexq59zpGtu2mGo9do9Q+ZgB/DnQDnyjwmNL+dyr+dqkzt+tS+27ZPlwzulHPy39AySADPDlkuVvAhzw8ka3cZGPx1XAqgrLPxgcjzcWLHtfsOxcHeei1+SA3TWs9/+ANNBTsKwLGAXuISgrFix/Q7DfN5Xs48vAJLCt0a+7jsfz08Frf27BsmV97gHnF/z7f4D906z7Q+AksKVg2ZZg2b+UrHtLcEx6C5aFg30cA7oKlj8nWPdPSvbxJ8Hy6xp9nOZz7PA1GHsqLH8CMAH8uGT5ucHrfl+N7aj5/6WZfmZ57u0GXI37rfl8AtYCp4NjGC5Y3hus+45GH6f5Hrsq218bvL5bl9u5x+yuTery3coS/C5ZTj8aHixLwcsAA/6sZPlngDPA/170FjWQc+7HzrkTFR762+D3EyttZ2YrzWy60RfL7jibWczMuqo81gk8H7jdOTeSXe6cOwV8FtgBPLlgk5fjj9NnSnb1Z0AU+I0FbHrTCI7TS/E9fl+vss6yO/ecc/fVsp6ZXYA/j251zh0s2P4gcCvwDDPbWLDJy4F7nXPDBeum8T0Qa/CBReG6UH5cs3835XGt9dg5544VvjcLlv8cH3BU/CyE3NDijmken+3/S9Oo9fgVMm+lmU133Tib8+mFQAfwyeD8zLZtGLiPFj/3pvHq4Pdnq62wVM+9Wq9N6vzduuS+S5YTBa2yFDwZf+esaKiSc24cGKH4w2052xr8PlLhsf/CD78ZN7PvmdmzK6yz3I7zS/BfYo+b2cPBfJlVBY9fBsTxQ+BKfT/4/WTwc2iAJwF3Bser0A/xd3iX2vHLuhFYie+5Tld4XOfe9LKvrdp5ZsCVAGa2Cd/b8v0q6xbuL/vvg865BwtXDP4+xBI9rsH7cROVPwsB/gD/3j8dzHf7gJnFS9ap+f9liTgR/IyZ2TfN7JoK68zmfJrp+F1c7YZhqwpez6/jewu/WWW15XjulV6b1PO7dTl/l7Q8zWmVpWAzcNQ5N1HhsYPAdWYWc85NLnK7moaZhYF34+eHfKngoeP4OV/fAx4DLgJ+F/jHYP7b7oJ1l9Nx/iH+jvUv8AHXc/Dzha4P5gudwh8P8K+9VHbZluD3Wfg5TGXrOucmzOxowbpLzavwFw5/VbJc515tZnOezWbd7Po/r/K8B8lfTC41r8MHrTeXLM8A3wFuwwcW6/BBxrvx8yyfVXDjZbbHulU9hJ8D+BP8cN7L8e/T75rZc1zB3EJmdz7NdPwsWGfv3JvedH4DP8T1Y6583uSyPPeqXJvU87t1OX+XtDwFrbIUdODnJ1UyXrDOcv4Q+jP8XJp3OOfuyS50zpUOkcHM/go/dO7jZvZ3QYAGy+g4O+dKexE+b2b/BXwInzDkQ/jXCpWPSeHxYIZ1s+tXHQ7WqszsIuCpwLedc/cXPqZzr2YLdZ6Vrpv993I7J6/DJ//5GT6pTo5z7gHg6SWbfM7MBvFJYF6KTyADsz/WLck59/aSRbeZ2ZfwvVJ/AVxY8NhszqdlcfxKvBofnJYmQ1vO516la5N6frcu5++SlqfhwbIUnMEPJamkrWCdZcnMbsb3Eg465z4y0/rOuWPAX+IzI15X8NByP85/jP8ie27wd/a1VjompcdjunWz6y/FY/eq4HfV+VuFdO5VtFDnWaXjNNNxXVLH1MyuBP4RP1T1uRWGE1bzoeD3cwuWzfZYLxnOuX34RDkXmNmOgodmcz4tq+NnZk8AngJ8MwhQa7Vkz71prk3q+d26nL9LWp6CVlkKDgFrK8z7AD8s5OhyHephZu8D3oW/s/u6WWy6P/i9tmDZsj7OzrkUwTEIFh0KflcahpVdlh2y9BgwVmnd4HiupfJQqJYVJFb6TXzG2q/OYtP9wW+de95szrPZrJtdv9owwi0soXPSzJ6En0d4AnhaYQKbGjyIz2Raek5C7cd6qdkf/C49JrWeTzMdP1ewzlIwqxt4BZbkuTfDtUk9v1uX83dJy1PQKkvBj/Dn8tWFC82sDegBftyIRjVa8KXwXmAP8GrnfF73GmWHfBUmKlnWxzl4nVvJH5P/xg8zurbC6k8Jfv8YIJi/9FN8HbjSL8ur8fO3ltrx68XXyPtilflD1ejcK/aj4He188wR1LV1zh3GX6A9pcq6UHysfgRsMbOzC1cM/t7MEjmuQcD6LeBxfMA6OstdnI8vG1R6TkIN/y9LVLX3aa3n00zH756C6QEtLagj+gp87davzXLzJXfu1XBtUs/v1uX8XdL6Gl1zRz/6me8PcCnT1936341uYwOOyXuC1/55IFRlnQiVa6adje8dOwq0L7fjDHRXWf7Hwet8a8GyW/F3wS8vWJatJbeX4lpyv031WnIpaqhX2ko/wD8Er/dSnXszHquZamX+CF9/cXPBss3Bsm+VrJs9TyvVaX0MWFGw/LlMX1fzqY0+Ngtw7K4IzqkHKKixWWXdsvc+/gL3/wbH49fn+v/SrD/THT+gE2irckwngJ+XLK/5fMInGjoD/IDKdVrf1ehjM99zr2C9l1Q6Lsvx3KOGa5Ngvbp8t7LEv0uW+o8F/1kiLc3MPomfG/FV4J+AS4A3A/8B3ODKM/UtWWb228Cf4y/S3o3/gC50xDn3TTNbDdyPz1Z4F/kMrq/Gfzm8zDl3a8m+l/xxNrOP4+/m/iv+GHbhswc/DX+B9TTn3Fiw7gX4YCCFz7B5Ep8041L8nLlvFOw3hs+UeznwCfwxfw7wa8AHnXPvXozXtxjMbDP+2P3ElSe1QucemNkrgG3Bn28CYviLe4BR59wXCta9Dn8+HsDXW81uswH4JefczwrW7cb3snTjEw4dxNcm3Inv1fhcSTuGgecBn8OXmLgWP5Txi865VyzQy11QtR47M9uGPxZrgPcD91bY3Vedc6eD9b+Czxb+PfywzLXAi/HlQ74GvKjwPJvN/0szmcXx6wH+Gf8+3Uc+e/Ar8d8rv+Kc+/eSfdd8PpnZHwAfA24H/gY/PPMP8Mf+ya4Je1pn874t2OafgWcBT3DO3VVlv0v+3Kv12iRYt27frUvtu2RZaXTUrB/9LMQPvifhD4B78HeAD+Iv2Loa3bYGHIvd+DuG1X5uD9aL4+fX/Dc+aEgBh4G/A65erscZeAHwjeC1jeMv1EaAd1C51+ES/EXFcXzPwb8Dz6iy79X4L+1DwfH7Of7L0+r5mhpwDN8RnGuvqfL4sj/38Bfq075HS9a/Fvg2cAo/zPUbwJOq7HsL8AV8j/U4fvjcb1RZtw34IH6O4gT/P3t3Hh9Vdf9//PXJRkhCAoQ9bO4rSgUVF0IEd40LWlEr1mqNS6ul1toqLm1FrT+ttWpdqFat1qVaXKi7VQLuK9+qIKjIJlEWWRMghHx+f9ybkGUCk3Ummffz8Rhn5txzz/ncCSb55Jx7Dswj+IUyNdafUXM/O4JEfWvfC53aozDnhG1/S7Do2lqCfSEvpOEZK1F/XeLl0YjPr0/47+hzgqRhE0HC8SCwa0v8ewLOIljJeQOwlGBrrF6x/oya+9nVqD+AYMTwzW202+H/7RHl7yY16rfKz1Y62M+SRHpopFVERERERETilhZiEhERERERkbilpFVERERERETilpJWERERERERiVtKWkVERERERCRuKWkVERERERGRuKWkVUREREREROKWklYRERERERGJW0paRUREADM7y8zczM6KdSyNYWa5Zva9md3ZiHPi+lrNbGwY35hYxyIiIrGnpFVERDqcMOFpzOOsWMfcDL8HOgOTYh1IC3oK+Ai4xcz0u4qISIJLiXUAIiIireD3EcomADnAX4BVdY7NBL4G3gFKWje0lmNmA4HzgPvdfUms42kp7u5mdiPwOHAq8EiMQxIRkRhS0ioiIh2Ou/+ublk4mpoD3Oru8xs4dXXrRdUqziP4Wf5AjONoDc8S/HHhQpS0iogkNE25ERERoeH7PM1sfvjIMrM/m9kiM1tvZjPN7ISwToqZTTSzL8xsg5l9ZWY/30pfR5jZ82a23Mw2hvVvMrOujYjXgJ8Ai9z9rQbq7GhmT5jZSjMrNbO3zOyYrbR5iJlNNrNZZrYmvM5PzewaM0uvU/eG8PP6cQNtDQuP/6dGWW8zu9nM5oTxrApfP2Bm29c83903AE8DB5nZrtF+LiIi0vEoaRUREdm2VOAV4GjgGeAhYAfg3+FiQY8DFwDTgHuBLOB2MxtXtyEzuwZ4EdgfeA64DfgSuBR408yyo4xpD6Av8Gakg2a2E8F055OBtwmmRS8mSATHNtDmb4DDCaZL3xNeSznwO+AFM0uuUfceoBIoaqCt88Lnu8N4MsJYfwUsAO4C7gM+AY4Hdo/QRtW1HdpAHyIikgA0PVhERGTb+hEsDFTg7hsBzOwhYDrwBPAVsKe7rwqP3QJ8DvyWIKElLD+EIAF8Gzi6qn547CzgfoL7cX8ZRUwHh88fNHD8r0AuMMHd/1Kjn+MJEtdILgS+dnevWWhm1wJXEiTAjwO4+3wzewE4xsz2dPdPa9TvApwGLAJeCIvHECT6t7r7L+u0nwZ0ihDP++FzPnBHAzGLiEgHp5FWERGR6EyoSlgB3H0GweJN3YDf1ExA3X0ewSjhnnVGJy8On8+tWT885wGCEc4fRRnPwPC53sJRZtYfOCyMr1ay5+7PAMWRGnT3eXUT1tCfw+cj6pTfFT6fV6f8dILR5nvdfXOdY+sj9Fvu7msj9Ptt+DwwwjEREUkQGmkVERHZtlXu/lWE8iXAdsCHEY59Q/Bztk/4GuAAYBPwQzP7YYRz0oCeZpbr7iu2EVNu+LwywrEfhM9vREgaIZjGPKpuoZllAr8ATgR2BroAVqNKXp1TXiBIjMeb2W/cvSwsLwIqCKYXVykm+Bx+a2b7AM8TJPYzG4gR4PvwuUcDx0VEJAEoaRUREdm2hlYVrgBw90jHK8Ln1BpluQQ/e6/ZRn9ZwLaS1qoRy/QIx3LC5+8aOPfbugVmlgq8BuwHfEowDXgZQZINQcy1pvC6e6WZ3QP8ERgH3G9mw4B9gKdrbsPj7mvMbATB9Ofj2DJqu9zM7gQmufsmautc51pFRCQBKWkVERFpO6uBJHfv3gJtLQ2fcyMcq0qiezdwbp8IZccTJKwPuPtPah4ws740nGj/nSARPY/gntyqqcL31K3o7ouBc8KVj3cHRgM/A64muGXpqjqnVF3bUkREJGHpnlYREZG28w7Qzcz2aIG2/hc+R9oO5uPw+eA699RWKYhQtmP4PCXCsXpTiau4+zLgSWB/MzuIYAGmr4GXt3KOu/tn7n47wb23ACdEqFp1bTMbaktERDo+Ja0iIiJtp2pBo7+ZWb+6B80sM5xCG40ZwGagXv1wRPMVgvtta+0XG64eHCkJnR8+F9Spvz1w4zZiqVqQ6XGCqc1/c/fKOu3sYWaRRn6rysoiHKu6tte30b+IiHRgmh4sIiLSRtz9v2b2W+AG4Asze55gVDILGESQTL4BHBlFW6vN7L9AgZl1c/e6CzL9jGBrnVvN7HDg/whGU08EpgKFdepPJdgv9hIzG0IwWjsQOJZgP9kGV/B19zfN7P+AvQnugf17hGqHATeZ2dvAXIIpv/0JpiVXAjdFOOdwYBXBvbYiIpKgNNIqIiLShtz9RoJ9R58DDgImAD8kWJl3MsF+qNG6k2DF4VMj9PMFwUjlv8N+fgEMIJiGW28KsLuXEtxj+giwB8H2PHsB1wJnRBHL/eHzM+4eaQGol4DbgQyCRPVXBJ/DK8BId3+yZmUz2zmM/8EaqxKLiEgCssjbsYmIiEi8C+9X/QQoB37QwB6rbRXLA8CPgUPd/b8t0N6fCKY27xbueysiIglKI60iIiLtVLi/6aUE03LHxioOMxtAMNo7mxaYyhuuVnwBcLsSVhER0T2tIiIi7Zi7P29mvyDyfq2tysxOB3YmSFg7AVe10GjvYILFn/7SAm2JiEg7p+nBIiIi0iRmNo3gvtRFwJ/d/dbYRiQiIh2RklYRERERERGJW7qnVUREREREROKWklYRERERERGJW0paRUREREREJG4paRUREREREZG4paRVRERERERE4paSVhEREREREYlbSlpFREREREQkbilpFRERERERkbilpFVERERERETilpJWERERERERiVtKWkVERERERCRuKWkVERERERGRuKWkVUREREREROKWklYRERERERGJW0paRUREREREJG4paRUREREREZG4paRVRERERERE4paSVhEREREREYlbSlpFREREREQkbilpFRERERERkbilpFVERERERETilpJWERERERERiVtKWkVERERERCRuKWkVERERERGRuKWkVUREREREROKWklYRERERERGJWymxDkASm5kNAVa7+0IzywTuBMqBae7+zxr16h0zs4HAbcD3wFx3/2PbX4GIiIiIiLSmhB1pNbN1sY6hPTCzI81sjpl9aWa/3Uq9rmb2pJl9bmazzeyAsPyXZvaZmX1qZo+aWXqdU4cB24evxwJPuvu5wHF16kU6NiQsOxv4QTMvVURERERE4lDCJq2ybWaWDPwVOArYHTjNzHZvoPpfgBfdfVdgb2C2meUBFwPD3X1PIBk4NWx7dzO7G/gxcEn4entgUdje5jrt949w7B3gHDN7DXixWRcrIiIiIiJxKeGTVjO7JBwF/NTMJtQovyocYXwjHCG8tBl97G1m081slplVmpmb2R9a5gpa1X7Al+4+z93LgceAZJJ5bgAAIABJREFU4+tWMrMcIB+4D8Ddy919VXg4BehsZilABrAkrDPL3c8HHgRuCV/PI0hOof6/zcURjv0EuMbdRwPHNPdiRUREREQk/iT0Pa1mNowg8dkfMOBdMysm+FxOIhgxTAU+Aj5sYh/pwOPAme7+npldC6QD1zT/CiL2NwPoEuHQpe7+aiOby2PL6CYEieP+EeptBywD7jezvQk+q1+4+zdmdjOwEFgPvOzuL2+lvynAHWZ2DDA1vJ4DCKb+Plj3GMHo6u/M7HRgfiOvTURERERE2oGETlqBg4Gn3L0UwMymACMJRvKecfcNwAYzm7qVNrblUOAjd38vfP8/4Eh392a02SB3H9mY+mb2KtAnwqGJjWgmBdgHuMjd3zWzvwC/NbNbCEZmtwNWAU+Y2Rnu/nCNeB+o8bqU4I8I1Ch7G3g7fFv32KfAyY2IU0RERERE2plET1obzcy2J0joctz95K2teBvaE/ikxvt9CEZuMbOzCJKurwhGRycRTLM9GVgBzHL3G83sQeCXBPdyziUYAR0AXOzuv6wTX6NGWt390K1c6wFhP1X6A99EqLoYWOzu74bvnwR+S5Cwf+3uy8L2pgAHAg9HaENERERERKSeRE9aZwAPmNkfCaYHnwiMJ/hc7jGzG8LXxwKTAdx9HsHiP0+GbVStajvVzB4H6iatK4DRAGa2c1j/wBrH73b3/5hZLvBn4LUaZY+FdYoJktlK4AlgX2C3sG4tjR1p3Yb3gZ3MbDuCZPVU4PQIfX5rZovMbBd3nwOMAWYRTAseYWYZBNODxwAfNNTZNra8OYHgvtVsgntnP0fb3YiIiIiIdHgJvRCTu38EPAC8B7wL3OvuH7v7+8CzBFN5XyAYKV3dQDORVrWt6VEgy8w+JUh8T3P3FRFiWUFw/yzAuWb2FvCf8P1rQAFBsntj+DqfIJltNe5eAfwceAmYDfzL3T+rOm5mz5tZv/DtRcA/zex/wFDg+nDk9UmCkeVPCP69Td5Klw1ueePuT4fl5wPj0HY3IiIiIiIJIWFHWt09K3y+BbglQpWb3f134SjhdBpeiKlqVduZRPgjgLuvAwq3FU840loevv0bQaJ6D/Cwu883s8HAAndfZGa9CaYnr9lWu83l7s8Dzzdw7Ogar2cCwyPUuYYIi06Z2RDghjrF7wPPhK8j/QEA4EqCbXgWAE+a2dnAQ1u/ChERERERaa8SNmmNwuRwT9J04MFwVLYqubwO+IGZXU4wRbXuqraNcb6ZHUZwH+rvgFEA7l5mZu+ZWaG7TyVYnbfmCO2cJl5XXHD3TwimXVczs/E08AcAMzPgj8AL7v5RuAXRNe4+PZyqfX/bRC4iIiIiIm3JWmkRW5FGC+9pvQPYALzh7v+sseVNCvBjgtHYmcAbBEn+cmCduzd5H10REREREYlfSlpFREREREQkbiX0QkwiIiIiIiIS3xL2nlYz+xjoCXwZ61ikWXYElrm7VhAWEQnpZ5yIiLQzW/2dPmGTVqBnTk5O3tChQ/OiqTxz5kwAhg4d2qpBxWv/8WrmzJmsXt3QbkQiIgmrZ05WVt7Q7bZr8GfcijVryM3ObrCBho43przk++/p2717Y+JuFdu61rZoa0VpKbkDBkRXd8UKcnNzm1WnoeONKS8pKaFv375Rxdxaovks2qK9xpzX3K9fY481VD+uv35r1kBFRePba+r/f404r6nfG7d1PNG/d26rvZnz5rG6tLTBcxM5af1y6NChedOmTYuqckFBAQDR1m9pse4/XhUUFFBcXKyRBBGR2r4ckJubt/OOOwJQOHIkhfn5tSoUXXcdkydObLCBho43pnz4+PFMuz/2i7tv61rboq2iK69k8gsvRFe3qIjJk7e2rfm26zR0vDHlw4cPj/nvHdF8Fm3RXmPOa+7Xr7HHGqof11+/F1+Enj0b315T//9rxHlN/d64reOJ/r2zofamTp/O1BkzmFtSwurS0pUNnZvISWujHHDAAQndv4iItC+52dkt+suGiIhISyvMz6cwP5+CoiJKli9f0VA9Ja1RuuGGGxK6fxER6VgKR45s0vHGlseDloytqW0V7r9/9HULC5tdp6HjjS2PtZaOq6ntNea85n79GnssXr920Apfv6b+/9eI85r6vXFbxxP9e2dz20vYLW/MbNqoUaNGxXrahDRPOD242N0LYh2LiEi8MLNpo4YMGRXr6WXDx4/ng4ceimkMcWPZMjjyyFhH0SjDhw/ngw8+iHUY0kRx/fVr4vTgRJGI3zsLiooo/uijBn+n15Y3UTrppJM46aSTErZ/ERERERGRWND04CitWNHgFOuE6F9ERKSxik48MdYhSDMUFRXFOgRpBn392i9976xPI60iIiLSKorGjo11CNIMSnraN3392i9976xPI60iIiIiIhK1NWvWsHTpUjZt2tS0Bnr1guTklg1K4pM7qWb0qqigOTu+KmkVERFpJ8zsTqAQyAHWAk8Al7l7eUwDE5GEsWbNGr777jvy8vLo3LkzZtb4RlavhhSlIYnA3Vm/cSPfLFkC5eVNTlz1ryVKY8aMSej+RUQkLtwB/NrdS82sB0HSegXwu5hGJSIJY+nSpeTl5ZGRkRHrUKQdMDMy0tPJ69ePJYsXk11R0aR2lLRG6aqrrmrzPgcPHsyCBQtqlV199dUMGjSI+fPnt3k8IiISW+4+q8ZbAyqBnWIUjogkoE2bNtG5c+dYhyHtTOdOndjUjK1WtRBTHFuwYAHuXu9RN5EVEZH4YmaXm9kTZjbPzNzM5m+lbpKZ/dLMPjezDWa2yMz+ZGaZDdT/rZmtA5YCewO3ts5ViIhE1qQpwZLQzAya8e9GSWuUjjrqKI466qiE7V9ERBrlemA08BWwcht1/wzcAswCLiKY8nsxMNXM6v2cdvc/unsWsDtwN1DSgnGLiIjEHU0PjtL69esTun8REWmUHdx9HoCZfQpkRapkZnsQJKpT3P2kGuVfA7cBpwKPRDrX3Web2f8BDwGHtGz4IiIi8UMjrSIiIi2sKmGNwmkE96bWneL7N6AMOGMb56cCOzcuOhERqemBhx/GsrKqH1369GHvESO44+67qQgXDlqzZg3XTJrE7sOGkdmrF93692fIfvtx3kUXsXTp0uq2zjrvvOp2krp0IadfP3YfNoxzLryQt999N1aX2O5ppFVERCR29iVYTOm9moXuvsHMZobHATCzHOBE4GlgNTAEuBJ4qc2iFRHpwJ546CH65+WxZu1annjqKS669FKWLlvGNVdcwaGFhcxfsIDfXHIJQ4cMobSsjE9nzeLRJ55gybff0qtXr+p2evbowbP/+hcApaWlzPniCx5+/HEOHDOGyy+9lOt/97sYXWH7paRVREQkdvoBy919Y4Rj3wAHmllauA+rE4y83gKkESzENAW4JlLDJd9/z/Dx4+uVF514IkVjx7ZQ+CIiHcfQvfZixx12AODwMWP48quv+Mtdd1EwciTvf/ghTz/2GMcfe2x1/eOOOYYrfv1rKisra7WTlpbGiP32q34/5pBDuODcc/nlb37DDTffzLChQznphBPa5qLi0OQpU5j81FO1yuYEC832begcJa1ROrbGP9BE7F9ERFpFBhApYQXYUKNOubuvAQ6NtuG+3bsz7f77mxmeiEji2nfYMKbNmMHyFSsA6NO7d8R6SUnbvuPSzPh/kybx2JNPcutf/5rQSWvR2LH1/nhaUFRE8UcfNbiwoJLWKF166aUJ3b+IiLSKMqBXA8fSa9QREZE29vX8+SQnJ7Pn7ruTkpLCeRdfzDWXX07ByJF069at0e2lpaUxpqCAJ59+moqKClJSlIpFSwsxiYiIxM4SoIeZdYpwLI9g6nB5UxpesWYNRdddR9F11zF1+vRmBSkikgg2b95MRUUFK1eu5J777mPKs89y7FFHsftuu3HXrbfy5bx5jD39dHIHDmSP4cP59cSJLClp3K5jAwcMoLy8nBXh6G2imzp9OkXXXcfchQsBchuqp/Q+SgUFBQBMmzYtIfsXEZFW8T5wOLAfMKOq0MzSgaFAk7PN3OxsJk+c2OwARUSiMWfOnOgrl5VBcnKLx7BLeD9qU+26zz7Vr5OSkvjRuHHceuONAPz0rLM46fjjeeGVV5j+xhsUv/EGN//lL9z74IO88fLL7LH77lH14e5AMF1YoDA/n8L8fAqKiihZvrzBTF5Jq4iISOw8DlwBTKBG0gqcS3Av6z9jEZSISGPtsssu0VdevRricGrsU48+Sv+8PLpkZTFo4EDS09NrHe/WrRunn3IKp59yCgDP/Oc/jD39dK657jqe/Gd0364XLV5MWloa3bt3b/H4O7L4+9ciIiLSzpnZeGBQ+LYnkGZmV4bvF7j7QwDu/omZ/RX4uZlNAZ4HdgMuBoqBR5oaQ9X0YIDCkSMpzM9valMiIglhz913r149OBrHH3ssew8ZwqzPP4+qfnl5Oa++/joj9t1X97OGpk6fztQZMzQ9WEREJAbOAUbVKbs2fC4GHqpRPgGYDxQBxwDLgduBq9299j4KjaDpwSIiLWPFihVkZ2eTmppaq7y0tJRFixez1557brMNd+eyK69k6bJl3HPbba0Varuj6cEiIiIx4u4Fjai7GfhT+BARkTjz+vTpTPjNb/jRuHEcNGIEXXNyWLBoEbfffTffr1zJJRddVKt+eXk577z3HgBlZWXM+eILHn78cd5+912uvOwyTigsjMVltGsJnbSWlJQwfPjweuVFRUUUFRXVKjslnLseK7HuX0RE2hdNDxYRaRkj9tuP8aedxmvFxdz/0EOsXLWKrjk57DtsGK88+yyjwwVTqyxbvpwDRo/GzMjMzKR/v34cOGIEf7r+ekbst19sLiJORTs92KpWsEo0ZjZt1KhRo+J5NV4zI9LXp6HyRFRQUEBxcXFxY0Y1REQ6OjObNmrIkFHT7r8/1qFIlWXL4MgjYx2FSLPNnj2b3XbbrXmNxOlCTNK6Zn/5JbtVVEQ8VlBURPFHHzX4O732aY1SWVkZZWWx29891v2LiIiIiIjEgv7EEaWjjz4aiN0+qbHuX0REREREJBaUtIqIiHRAuqdVRETinba8ERERSWDa8kZEROJdtFve6J5WERERERERiVtKWkVERERERCRuaXpwlM4666yE7l9ERNoX3dMqIiLxTve0trBYJ42x7l9ERNoX3dMqIiLxTve0trDly5ezfPnyhO1fREREREQkFjTSGqWTTz4ZiN0+qbHuX0REREREJBaUtIqIiIiISPPMehZKl0VXd/16SG7hCZ8ZPWDnYxp92gMPP8xPzj8fgDkff8zOO+1U63jxjBkUHHUUAK9MncqhhxzS7FDnL1jAdnvswf13381ZZ5zRqHMLjjwSgGkvvrjVepaVVf06OTmZAf37UzByJNdedRX98/Kqjz09dSq33H47n8+dy9p16+jVsyc/2Htvzj/nHI487LCgr+nTOeToo6vPSU9PJ7d7d/bac0/GHnccZ55+OmlpaY26jsZS0ioiIiIiIs1Tugyy+0VXN7kUkpNbtv91Jc06vUuXLjz06KNce/XVtcoffOQRunTpwtq1a5vVfiycdcYZnHf22VRUVDDzf//jmuuv561332XmW2/RuXNnbrvzTn5x2WWcfeaZ/HrCBDIzMvjq66957qWXeK24uDpprXLbTTex77BhbNq0iSUlJbzy+uv87JJLuOOee3jl2Wfp2bNnq12LklYREZEOSKsHi4hEb+xxx/Hw44/zh6uuwswAWL9+PU8+/TQnHX88Dzz8cIwjbLy8vn0Zsd9+ABx84IF06dKFs847jxdefpmxxx/PzbfdxgnHHst9d95Zfc7oggLO/clPqKysrNfebrvuWt0ewLiTT+acM89k9DHHcPaFFzL1iScaHWO0qwdrISYREZEOqGr14MkTJyphFRHZhvGnnsqChQt54623qsuemjqVyspKTjr++IjnPPzYY+w9YgTpubn0GDiQ8T/9KSXfflurTllZGRdOmEDuwIFk9e7NcaecwuJvvonYXvGMGYw55hi69OlDZq9eHHH88Xz62Wctdo377rMPAF/OmwfA9ytX0qd374h1k5KiSxMP2H9/zj/nHP7zwgt8FbbbGIX5+UyeOJGdBw4E0OrBzXXBBRdwwQUXJGz/IiIiIiId1aCBA8k/6CAeevTR6rJ/PPIIJxYWkpWZWa/+5L//nfE//Sm77bILUx55hD/+4Q+89OqrjDrySNatW1dd77yLL+beBx/kkp//nCmPPMIuO+3E6WefXa+95158kTHHHktWVhYP33svj/z976xdt46RRxzBosWLW+Qav16wAICuOTkA7DdsGA8+8gg33Xorc7/4osntHn3EEQC8+c47zQ+yAZoeHKVx48YldP8iIiIiIh3Zmaefzq+uuILbbr6ZlatW8errr/PCU0/Vq7d582auuvZaCkaO5LEHH6wu33XnnRl5+OH8/R//4OILL2TO3Lk88q9/cd011/DbX/0KgMPHjGHdunXcfd99tdr8xWWXMergg3nm8ceryw7Jz2f7PffkT7fdxq3/7/81+nrcnYqKiup7Wi+94goyMjI4NlxY6u6//IWTzziDy668ksuuvJLc7t05bPRofjJ+PIePGRN1PwP79weoN8rckjTSGqVFixaxaNGihO1fRERERKQj++GJJ7Jx40amPv88/3z8cfr07s2YgoJ69ebMncvSZcv4UZ1BpYMPPJBBAwdS/MYbALz7wQdUVlZyytixteqdGm5lWeWLL7/kq3nz+NG4cdVJZkVFBRkZGRyw//5Mf/PNJl3P9TffTGrXrnTu0YMDRo8mNTWV5//9b/r17QvAzjvtxMdvvUXxiy8y8de/Zuhee/HU1KkccfzxTLrxxqj7cXeA6nuBW4NGWqM0fvx4IHb7pMa6fxERERGRjqxLly6ccOyxPPTYY8xfsIAfjRsX8d7O71euBKBvnz71jvXp3bv6eNXIY+9evWrVqft+6bJgq6BzLryQcy68sF6bAwcMaMLVwNlnnskFP/0pKSkpDMjLIze3/jpHycnJ5B98MPkHHwzAkpISjjzhBH5/ww38rKiIbt26bbOfReE9upE+j5aipFVERERERIRgivAxJ51EZWUlj95/f8Q63cNE7tvvvqt37NvvvmPY0KHAliTuu6VL2X677arrfLd0aa1zcrt3B+CG3/8+4j6wTd0DtW/v3gwPF1+KVr++ffnpj3/MLy67jC+++or9hg/f5jnPhXvGHnzAAU2KMxpKWkVERDogbXkjItJ4h40ezSljx9I1J4c9dt89Yp1ddt6Z3r168diTT3LOj39cXf7WO++wYOFCfnXRRQDsP3w4SUlJ/GvKlOp7WgEee/LJeu0NHjSIz2bPrlWvtZV8+23E0dHP584FaHBl4Zrefvdd7r7vPk449li2Gzy40TFEu+WNklYREZEOqGrLGxERiV5ycjKPPvDANuv84corOe/iiznjnHM449RT+WbJEib+/vfstOOOnH3mmUCQjJ5+yilcPWkSlZWV7DtsGC//9788//LLtdozM/56yy0cP24c5eXlnDJ2LD1yc/lu6VLeevddBg4YwCVhItyS9txvPw4tKODoI45gu0GDWLN2Lc+/9BJ333cfp4wdW29a8uzPPycrM5OKigpKvv2Wl197jYcefZTdd92Vv91xR5NiKMzPpzA/n4KiIkqWL29wyxslrSIiIiIiIo1QdPbZZGRkcNOtt3L8uHFkZWVx9OGH8/8mTSKzxhY599x2G1mZmdx8222Ul5czetQoHvn73zn4sMNqtXf0EUcw/aWXuO6mm/jpz3/O+vXr6dO7NyP23ZdxJ53UKtdw3dVX8/zLL3P1pEl8t3QpycnJ7LzjjvzxD39gws9+Vq/+xb/+NQCdOnUit3t39h4yhL/ecgvjTzutyVOYo2VVqz0lGjObNmrUqFHRLmw0depUAAoLC1sxqtrMrHo1rpr91yxPdAUFBRQXFxe7e0GsYxERiRdmNm3UkCGjpjVwP5bEwLJlcOSRsY5CpNlmz57NbrvtVv/ArGehdFl0jaxfD8ktvIlJRg/Y+ZiWbVNa1Owvv2S3ioqIxwqKiij+6KMGf6fXSGuU2jJZjcf+RUREREQatPtx0dddvRpSlIZI9LRPa5TmzJnDnDlzErZ/ERERERGRWNCfOKJ03nnnAa2zT+rgwYNZsGBBvfJBgwa1Sf8iIiIiIiLxSklrHFiwYIHuURUREREREYkgoZPWkpIShkfYMLeoqIiioqIYRCQiIiIiIiI1JXTS2rdvX023FRGRjqmyHNYt3vLeLHI9rwweOGDBwwwsactrap5bp526x6vfW1icFJYlbTlW/ZwMScnBs4i0G+6ONfQ9RSQCd4dmzCxN6KRVRESko1qxahlFk/4AQOHwnSgcvgtBYhpyguTRvYGE1sFtSz7aYD0IKnmd99Wd1HkOj7uDVZUnQXIqJKWBpUBSUlCWlAQkBwm0JW1JckmCpJSgLCl1yzFLDt4npYTtJAfP+uVapMWkpqayfv16MjIyYh2KtCPrN24kNcL34qnTpzN1xgzmLlwIkNvQ+Upao3TllVcmdP8iItK+5GZlMHnCWbEOIzpVo71eCZWboNIJkubwGba8rhoVrvWeGolpnQTaCZLX6kQ2TGqTUiE5LUiUk9LC12Gd6hHglLBuikaDRUK9evXim2++IS8vj86dO2vEVbbK3Vm/cSPfLFlC7wh7tBbm51OYn09BUREly5evaKgdJa1ROvTQQxO6fxERkVZTNZLaWmomxV4BFZvAS8E3h2WbqT1SXCs4oBKSO0FKFqRlQ0ompKTXT4Krk179Ei8dV3Z2NgBLlixh06ZNTWtk/XpI1h+CEoI7qWb0rqgguxnNKGmN0syZMwEYOnRoQvYvIiLSbrVEUlxZAZs3QumSYDS43nToGlOfkztBcmdIzYSUjCDJ3VgKZd8HyW5Kejj1WaR9ys7Ork5em+TFF6Fnz5YLSDo8Ja1RmjBhAhC7fVJj3b+IiEhCq5omTOet16saua3cBBuWBcmub4a16+CzjUEdM0jNgPSu0Dkb0rtBWiakdg7KUztrtFZEpAYlrSIiIiItpWpUNykVSN9SXp4G2X2D114JmzfBxtVQtgwqNtZuIzkFOudCZk/I7AGdukB6DqR0arPLEBGJJ0paRURERNqSJQUJaENJaGUFVKyH5XPhu0+3lGfkQtdBkNE9SGQ7dQlWXRYR6eCUtIqIiIjEk6QUSMsKHlXcYdN6+PZ/4T21SYCHiewAyOodTDdOy9TUYhHpcJS0ioiItANm1gm4AxgD9ARKgNvd/faYBiZtwwzSMoJHlepE9lOoDBZsJDkNuvSF7H5BQtu5q6YVi0i7p6Q1Stdff31C9y8iIjGXAnwLHA7MA/YCXjKz79z9XzGNTGIjUiK7uQLKlsOqhVSvaJzZE7oNDkZjM7prSrGItDtKWqN04IEHJnT/IiISW+5eClxVo2immT0LHAwoaZVAcgok5wQLN8GW0dhvPoTKymCrnS59oPuOkNMvmE4sIhLnlLRG6a233gJilzzGun8REYmemV0O7AMMA7YDFrj74AbqJgG/AM4DBgPLCJLQq8NEtaE+UoGRwM0tGbt0MHVHY70SNq6B+TMAD6YS5+4EXXptSXRFROKMktYoXXHFFUDs9kmNdf8iItIo1wPfAx8BXbdR98/AxcBTwJ+A3cL3PzCzQ929soHz7gDWAv9okYglMVgSdMoOHu5QvjZIYL0yWI245y7QdSB07qYFnUQkbihpFRERaXk7uPs8ADP7FMiKVMnM9gAuAqa4+0k1yr8GbgNOBR6JcN4twAHAaHcvb/nwJSGYbUlgASo2wJKPYfEHkJ4NfYYEW+zUvGdWRCQGkmIdgIiISEdTlbBG4TTAgFvrlP8NKAPOqHuCmd0KHAaMcfflzYlTpJaU9OB+15y8YNudBW/D/z0KX70OqxZBhf4+IiKxoZFWERGR2NkXqATeq1no7hvMbGZ4vJqZ3QaMBg5x92VtFqUkntTOwaOyEtYsgRVfBVOLuw2CXrtBVp9gUScRkTagpFVERCR2+gHL3X1jhGPfAAeaWZq7l5vZIIKpxBuBr23L/YYz3P2otglXEk5SUrBNDgQJ7Npv4fuvIa0z9N4LeuwYJLciIq1ISWuUbr217sytxOpfRERaRQZBEhrJhhp1yt19AcFU4qiUrFrH8Ak31SsvOvJAio48qLFxitROYCs2wjfvB49eewSjr+nZsY1PRNqFyVOmMPmpp2qVzVmwAKBvQ+coaY3S0KFDE7p/ERFpFWVArwaOpdeo02h9u2Yx7U+/blJQItuU0inYLqeyApbOhu8+CfZ+7b0HZPWMdXQiEseKxo6laOzYWmUFRUUUf/RRSUPn6GaEKL366qv07t0bM6v1GDx4cJv1/+qrr7ZJXyIi0maWAD3MrFOEY3kEU4ebtPrNinXrKbr9MYpuf4yp737SrCBFGpSUAl16BwnsmsUw62n4/HlYtzTWkYlIOzB1+nSKrruOuQsXAuQ2VE8jrVGaNGkSS5cuxd1rlVsb7WE2adIkAA499NA26U9ERNrE+8DhwH7AjKpCM0sHhgLTm9pwblZnJl90arMDFImKJUFG+Pvm+lUw65lg0aZ++0Bmj9jGJiJxqzA/n8L8fAqKiihZvnxFQ/U00hrB4MGD642oFhcX06lTpD+Ei4iINNnjgAMT6pSfS3Av6z/bPCKR5urcFbLzYN0y+Owp+OLl4LWISBNppDWCBQsW1BtRLSgoiE0wIiJSj5ltboFmfu/uf2iBduoxs/HAoPBtTyDNzK4M3y9w94cA3P0TM/sr8HMzmwI8D+wGXAwUA480NYaq6cEAhfvtQeH+Q5ralEjjmQWLNnm3MHl9GnK3g7xh0LlbrKMT6fDWl5fTOS0t1mFs09Tp05k6Y4amB4uISIdkwAJgfhPPzW/RaOo7BxhVp+za8LkYeKhG+QSC6ygJ2WV0AAAgAElEQVQCjgGWA7cDV7t7ZVMD0PRgiQtVyWvnbrCmBFb+G3rvCX331lY5Iq3E3Vm4ciU79+rVZrcyNlW004OVtIqISHt1f1NHSs2syclgNNy9oBF1NwN/Ch8iHZNZcG9rZWWw2vCyuTBwBOTuGGylIyKyFUpao3TPPfckdP8iItK+aHqwxKWkJOjSJ9jn9etiWDoLBh0IWQ3t/CQiHZmmB7ewXXbZJaH7FxGJMz1p4v6lLXR+3NP0YIlrKZ0gpz9sWA2fPQM9dwpWGk7PjnVkItKGND24hU2dOhWAwsLChOxfRCSeuHuDP9ja4nwRaSHpOdCpC6xcCCu+ggH7Q6/dICk51pGJSBxJ6KS1pKSE4cOHR1X3T38KbjWKVdIY6/5FREREWoUlQVZP2LwJFr4Ny+fC4JFBmYgICZ609u3bl2nTptUrb8wqW4MGDYpYf9CgQcyfP78Z0YmISHOZWS7BSsFlwKvhokcJQfe0SruTnBpOGV4Ds56GvH2gz15BuYh0SLqntY00lJg2lPgOHjyYBQsW1CobNGhQxLoNiZQoK0kWkURmZhcAZwFHufv3Ydkw4EWge1jtAzMb7e6lsYmybemeVmm30rMhLROWfAzfz4ftRwUrD4tIh6N7WuPUggULcPdmtREpOY33PZhERFrZOMCrEtbQTUA34H6gN8EeqOejrWVE4l9SMmTnBaOunz0F/fcN9ndN1q+uIolIG2OJiEhHsBPwv6o3ZtYDGAXc5+4/dfdC4H3g9BjFJyJNkZ4dbJGz+AOYPRXKvt/2OSLS4ST0n6veeeedBu9Hreuhhx5qVNtbu9e1KRrbv4hIgskFltZ4f1D4/FSNshkEU4hFpD1JSoGcPFi/Cj6bAgMPhJ67Bnu+ikhCSOikdePGjVFP1R0wYECj2m7p+0sb27+ISIL5Hqh509sooBJ4q0aZA+ltGVQsaSEm6XA6dw3udZ3/Bqz5BgYdBGkZsY5KRJpBCzG1sMcffxyAcePGJWT/IiJxbjZQaGYTgc3AqcD77r6mRp3BwLcxiC0mtBCTdEhVKwyvWRKMuu4wGrL7xToqEWmiaBdi0ryKKN11113cddddCdu/iEic+wvQF1gMLCJYeOnOOnVGAP/XxnGJSEszg6xekJIOnz8H33wMlQmzm5VIQtJIq4iItHvu/qyZnQ+cRzAN+J/u/nDVcTMrALKAl2ITYSw4bGrM7j7NW9m+aZqx8v02V81v6LhtpUrdgq30EXX/4bNXQmVl7Sa9+j9Be6axhEZJywwS128+gLUlsF0+dMqKdVQi0gqUtIqISLtnZr3dfTIwOdJxd59GsP1N4kjqBJ261imsm5ha5NfN3Uat0Vu71a3v9V/Xq+J1Ci1CpcptnB+pL49wrE6dqq69kshqnFdVp2INlC6rc9wgKfysKyu30l5Yt/rcbX196l5TUvCclAyWHDwnJQcLHFU92mvCnJQcTBcuXQGfToEdDoGuWgdEpKNR0ioiIh3BQjN7GrjH3V+LdTDxYEXZZor+9jIAhSNHUpifH+OIEtyyZTD8yK3X8TBh9jDZ9sotyXnN56rjVVNivXLLo3IztZJWr4TKCthcARUboWIDVKwPXm9av+XhmwHbkvu7B6vzViW1KZ0guVP8rtibmRtcx5wXoN8PIG+fIKEVkbimhZhERCSRzAV+CJxsZl8B9wAPuHuDizp0dLnZ2UyeODHWYUhjmIWj3G2cGLrD5k1BQru5PEhoN4dJbXkZbFwDG8KR4urRYA9GZ1PSITU9SGibO0LfXKmdITsPSmYGsW4/KphCLCJxK9qFmJS0RunJJ59M6P5FROKZuw8xswOBIoLk9SZgkplNIRh9nR7TAEXimRmkpAWPrXEPEtvyMthUBhtWQ9lyKF0OZVULc1dCchqkZgbJbFtPO05KCqcLLw+mC+90GHTp07YxiEiLU9IapR49emy7UgfuX0Qk3rn7W8BbZvYL4EyCBPY04FQzm0Mw+voPd18ZwzBF2i+zYDQztTPBLL4a945urghGZDeugXXLYO0SWPtdeNCDc9K6QHIb/eqZ2QPKS2H2VBgwAnrvEb9Tm0Vkm5S0RumBBx4A4KyzzkrI/kVE2gt3Xw3cDtwejr6eC5wC3AJcb2ZPAHe4+wcxDFOkY0lOgYzuwaPb4KBscwVsWAVl3wdJ7KpFwTRkCFb5Tctq3SnFaZnBvbgL34bSpTDooGD0V0TaHSWtUYp10hjr/kVE2qnlwEpgA9AZ6EQwCjvezKYCZ7v79zGMT6TjSk4JRjwze0DPnYPpxRtWwbrlsHxOsE0N1roJbFJKMF141cIged5xTJBYi0i7onkSIiLSoZhZqpmdamavA7OBCcAy4BKgBzCaYL/W44C/xixQkURjBp27Qc+dYLdjYe9TYfDBkJoRJLCrv4Hyda3Tb5c+wQrJs56GFfNavg8RaVUaaRURkQ7BzHYkuI/1LIIb7iqBp4E73f2/NapOA6aZ2ZPANvYgab9WrFlD0XXXAdryRuJUWmYwAttz5+D+09VLYOlnsHoxJKUGI6LJqS3XX3pOsNrxl69A2T7aFkckDmjLGxFpU2Y2BFjt7gvD99sDE4Ecdz+5Rr0TgGOAbOA+d3/ZzDKBO4FyYJq7/7PNL0DaNTP7L1BAsMtkCXAtMNndl2zltA+BE1s/utjQljfSrqRlBiOwPXcKpvGu/Bq++wwqyoNks1NWy/ST0gmy+wfb4qxfCdvl6z5XkRiKdssbTQ+WhGBmrTDfqH0xswFm9rqZzTKzz8IVVhuqm2xmH5vZf2qU/d3MlprZpw2cNgzYvuqNu89z93PqVnL3p939XOB8YFxYPBZ4Miw/rgmXJ3IIwQjqD4GB7v67bSSsAFOBs1s7MBFppIzukDcM9j4tuAc1OTUYfV2/KrgvtrmqtsVZWxKsLrxeC4pLx9IC/5fEHY20Run5559P6P6lQ6gAfuXuH5lZF+BDM3vF3WdFqPsLgnsBs2uUPQDcAfyjZkUz2x24GNgFWGtmpwLXuPt3bN2VbLmfsD/wSfh6c/SXJFJtN3ef05gT3P1ToKE/wohIrCWnQvftgtWI130HS2bC6kXBFN+M7s3fAzarV5AIz3oGdjwMcvJaJGwRaXkaaY1SRkYGGRkZCdt/R2Fml5jZp+FjQo3yq8xsjpm9YWaPmtmlTWw/Oxyh/MzMysxsppm9Y9bWu6vX5+4l7v5R+HotQVJa7ye0mfUnmL57b53zpwP1Vll191nufj7wIHCLu5+/tYTVAjcCL1TFAywmSFxB35ekCRqbsIpIO1K1kNIuR8IeYyFnAKwpCfaD9crmtd25K3TqAnOeg+9mt8xIroi0OP1yGKU777yTO++8s1755MmT26T/008/PWL/raGtrqmt+qliZsOAnwD7AyOAc83sB2a2L3ASsDdwFDC8qX24+xp3/0HYzyvuPtTdR7g396dqZGY2I0yM6z4O3cZ5g4EfAO9GOHwrcBnBIjbNiS3XzO4GfmBml5vZAWZ2IXARcChwspmdH1afApxkZncRTNkUERGpLzMXdiiAISdD7vawZgmsW9q85DU1A7L6wPwZsOCtYH9ZEYkrmh4cpX/9618AXHjhhbXKJ0+eTFFRUav3P3XqVJYsWVKv/9bQVtfUVv3UcDDwlLuXApjZFGAkwR9vnnH3DcCGcO/G5toT+KwF2tkqdx/Z2HPMLAv4NzDB3dfUOXYssNTdPzSzgkbG8kCd9ysI7lut6e3w+bY6dUsJEn2RZjGzvsAYglkEnSJUcXe/tm2jEpEW17lrsF1O7z2h5H/Bvq+pGcGWOk3Z7zU5NZgevPRzWP89bH9Iyy3+JCLNpqRVZCvqroDbiFVudweqpr5iZmcBJwNfAV2ASe4+r0b5CmCWu99oZg8CvyS4t3MuwS/fA4CL3f2XdeKbEbZX16Xu/mqE60klSFj/6e5TIpx3EHCcmR0NpAPZZvawu5/RwHWKxA0z+z3wW2r/bDO2rElR9VpJq0hH0bkrbJ8PffaExe/DygVbpvw2liVBTj8oXRHc57rzkcHIrojEnKYHdxCDBg3CzOo9Bg8eHOvQ4skM4AQzywiTzxPDsjeBQjNLD0chj606IcIKuNGuctsP+LZO2d3u/gvg18Dv6pT/mGC6LkAxkA+MAp4A9iVYGfW1up24+8hwCnLdR6SE1YD7gNnufkukoN39cnfv7+6DgVOB15qasJrZ9mZ2X7gXZs3y3czsbjN70swuqFGeaWYfhKO9Io1iZj8CriL4f/pkggT1QeB04G8E090fA0bHKkYRaUUZ3WHnI2C3wiD5XL0YNm9qWluZucHI6+xnYNXClo1TRJpESWsHMX/+fNy93gOImMw29OjISW646M8DwHsE93Le6+4fu/v7wLPA/4AXCFaxXd1AM/2BReHrra1y+xJwn5mNihDHCqDmbunnmtlbQNX2Mq8R7Dd5IHBj+DqfIJltjoOA8cDoGve+Hg1gZs+bWb+tnWxmjxJM793FzBabWb3tbGraypY3s8OFm04JY6ryG+BfjbskkWoXECzodaS7PxWWzXf3x8J/b8cS/JvLbqgBEekAsvvC7ifAwAOgdHm4WFMTFlfq1CWYajznRfj2Uy3QJBJjiTw9eEeAgoKCqCrPnDmTSPXnzJkTdRvNUVZWxsyZMxvd1+DBgxuViBYXF7NixYpa/bzzzjts3LixXt1OnToxYsSIRsVTU0t8duHXZcdt1XP3rPD5FiDSKOPN7v47M8sApgMfNtBU1Sq3M9nKH33c/UGCUZ56zCyXYHpxlb8RJKr3AA+7+/xwoaQF7r7IzHoTTE9eU6+xRnD3NwhGnyIdOzpC2TSCfS+r3p8W6VwzGwLcUKf4bHdf2lAsZnYcQZLxUPj+MGAWwZRkkaYYAjzq7jVXUEmueuHuL5nZSwQzHRJisa8Va9ZQdN11ABSOHElhfn6MIxJpI8kpwXThboNg0fuw4ssgAW3sPaop6dClb7A404ZVMGBE0LaItJip06czdcYM5i5cCNDgfPxE/j9vGZBZXFwc6TNYApREOqm4uN5gV9/i4uKIdVtY39WrV5dE6L/FrVu3Lqpr2rhxY6TPozFa4rPbkeBr2VyTw/1G04EHq7ZiCRPM6whXwCVYQOgOMzuGxv/ie36YnHWh9vRg3L3MzN4zs0J3n0pwTStqVInb7Tzc/RNqTKmO8pxngWfN7DngEYLR5EyCe4HXm9nzrbXisnRYqdT+f2Y9kFOnzqfUXxysw8rNzmbyxImxDkMkdjp1gR1HQ69dYf4bwTY5XXo3bn/X5JQaCzSthh0OgTRtQSjSUgrz8ynMz6egqIiS5ctXNFQvYZPWcFsSEQDc/fQGyiOtgNvoVW7DlXUfaKC86vXtNV6fW+P1BNqhCAn/NIL7dmcR3BvcCXgewN0nhuecBSxXwipNUAL0rfF+IbBXnTr9AO1lIZJosvsFU4YXfwDffQqZPSC1c/TnW1KQuK5bBrOfDe6d7dyt9eIVkXoSNmkVkda1jS1vpjVwzgOtGJJ0bB8TbDVV5TWgyMzGE+wDXECwQNObbR+aSPu1efNmli2rP6GpZ8+eJCcnRzgjTqWkweADoWt/mFcMG9dCZs/GbY+T1RPWr4JZz8JOhwXJsEgc2rBpU/Vz57S0mMWxYt06Vq1fzw49eza7LS3EJCIiHcF/gD3NbLvw/R8JFlR7AFhDsNiaAVfGJDqRdmrTpk2UlZXRuXPn6kdZWRmbNjVxZd5Y6zoQ9hwbjJyuXgwV9dfs2KrOXSEtCz5/DpZ/1ToxijTT0rVrAVi2bl1M41heWkpFZctMntNIq4iItHt1p+CHi5jtC/wK2AGYD9wZ3oMtIo2QnJxMTs6WW8RXrVoVw2haQFom7DAGug4O7nVNToGMRuzHmpYBSSnw1auwqSxY9KkxI7Yircw74GrXCZu0mtnHQE/gy1jHIs2yI7Cs7j3K+vp2CBG/tiLRcvevgZ/HOg6R9sLd+eabb2r9wlvZQqMkcccMeuwIWb3g6xnBqGuXPkEyGo2UtGB68MK3YdN66D8ckjSBUaS1dKik1czMo//TQs+cnJy8vffeO69mYWVlJUl1vul89dVXlJSUcOCBB9Zr5PPPP6e0tJR99923uuztt98mOTmZyspKcnJy6N+/P3PnzqW0tJR99tmHzMzMWm24O2ZGWVkZH374Ibvuuis9e/bkzTffpHv37vTrF9wzMXfuXNLS0hg6dCgff/wxGzduxN3Jy8ujvLycnJwcFi1aRFlZGRkZGQwbNqxWPxUVFaxcuZJu3bqRktIxvvQzZ85k9eqIW6r2zMnJyRs6dGhepIOJqGrbpqFDh7Zsw2vWQEX0a9vMnDcviGP77bdZb3VpabNCExGR6FVWVrJ+/Xry8mr/6OwovzNElJ4NuxwF330Gi96B9K7Rb42TlALZeVAyEyrWw6CDtCWOxIWqZKgjjbh2mP+zzKyTu280s6QoVx79cu+998575ZVXahVu2rSJ1NTUWmWXXXYZ9957L88991y9Rn7yk5/wySefULOd/v37V8VE9+7dWbduHWlpaZSWlnL33Xez1161F7QsLy8nLS2Nzz//nKFDhzJx4kR++MMf0q1bN/Lz8zn//GAtmwsuuIDevXvz6quvcvDBB7NkyRLKy8sZM2YMq1evZty4ccyYMYNXXnmFu+66i/z8/OqEGODf//43r7/+Oocccggnn3xyFB9R/CsoKKC4uDjSaOqXQ4cOzZs2bVpbhxS3Lr/8cgBuuKHulqrN9OKL0Igb7C+/444gjp9vfQCsoKiI4o8+0ki5RGRm85p4qrv7Di0ajEgHk5Gx9S1dkpOTWRjsqQgEv+8MGDCA9PR2utV2UhL0HRJsh/Plf2Hd0ugXaUpKgpz+sOKLIHHd/hBI6dT6MYtsTZisbu5AMyU6RNJqZvcR7O14hbuvaUTiGpUuXbpQVlbGtGnTKCgoqC5fvHgx7733Hr17965VPysri7S0NL7//ntWr17N5s2bq//SkZmZyddff80ll1zCqlWrSEpKwsxISUlhyZIlQPDD4uuvv2bjxo106rTlG19KSgql4chTamoqmzdvZu3ataSmppKens61116LmVFUVER+hE3kDz300FrPklhaPFltom0lqyJRSmLLH5OrpLFl25vNwHKgB1C1xGkJUN4m0bUSMzsFuBgY+v/ZO+/4qMrs/7+fmcmkTDoJSUhCEhJCr6FIVZAqBAsoFlgQFQHbrlhXVnFXdPenoiyuLMqKX0GqimtoogICgnSQHkoIqYT0MmmTeX5/3GSWkEAGCGk+79drXsncee69J0OY3HPPOZ8Pmj1UaP1GpPg9cmUlNjExsWm0Ebs2hw73aHOuWXHgFmBfu7AQWsU1NwViN0LEEG1uVqGoZ3RNaNa60TffCyFcgLuA9sCbQghPKaVViJr/lfLy8ti/fz/79+8nLS3tquueeuop2rRpwyOPPMLBgwcBSEpKYvTo0eTk5PDPf/6z0voFCxYQHx9PYGAgpaWlFBYWkp2dzbRp03B0dGTkyJHs3LkTJycn9Ho9UkpKSkrw9vZm4sSJDB06lJkzZ2I0Ghk1apTtuJ06deLYsWPk5eXRtWtXsrKyKCwsJDc3l7S0NDIzMykoKCA4OJjS0lLOnTuHxWLh8OHDjB49mvPnzzN27NhKYgoKhULRGJFShkopwyoeQBcgCfgVGAQ4SSkDACdgMLAbSKSqd2tjIwv4CHitvgNR/H4RQlR6NCkcnDWRpuA+kJsKJWb793Xzh6I8OBEDhVm3LkaFogaaTlPw/2jUSasQQodmFH8SOAW4A28IIbztmW09ePAgffv2pW/fvoSEhNChQwcGDBjAokWLKq3z9vZm9erVeHt7M27cOHbs2EF0dDTp6emsXr2aHj16VFo/aNAgVq9ezfHjx/Hz86O4uJhBgwbx/PPPc9ddd5GRkcG6devYsGEDmzZtYsOGDWzevJmtW7fy6aefsnHjRtavX8+ECRNo3ry57bi9e/fGYrHw008/0adPH4qKiggKCuL8+fN07tyZsLAw7r//fiIjI0lISODs2bMkJCTw2muvsXPnTl57TV3j/J4ZO3YsY8eOre8wGPvii4x98cX6DkPR9JgDeAJ3SCl/llKWAUgpy6SUW9ESWe/ydY0WKeUPUsoVQHx9x6JQNFkq2oXbjdLUgQvS7d/XVK5CfPw7yEu9NfEpFL9DGnXSKqW0SilLgJXAYWADEAr8UQgxUghx97X2b9euHV9++SVffPEFbdu2JT4+nieeeIJJkyZRWlpa6eHt7c2qVauQUjJq1ChSU1NZuXIlnTt3xmKxVHn079+fFStWEBsbS2BgIP/85z8ZNWoUFy5c4F//+hfe3t6cO3eOc+fOcfToUeLj44mPj+f48eM899xzREZGEhgYyK5du2yPvLw8nJ2d+e677+jevTtCCMLCwti5cye5ublER0fToUMHfvnlF6xWK2FhYQQHBzNnzhz69+/PnDlzkFLaWpXz8/PZvHkz+fXs4aSoGzIyMsjIyKjvMMjIySGjevEsheJmuBf4b/nfhCpIKYuA/wL31UUwQohXhRCrhRDnhBBSCHH+Gmt1Qog/CSFOCiGKhBAJQoj3hRCqv1ChqE/cW2jtwk4eWuuvvZNnTh6al+uJGMiIu7UxKhS/E5rETCuaYfztUsoHhRAFwEvAi+WPq6oKe3t7c9dddwEwcOBAHn74YWbMmIHZbOaZZ56ptNbDwwMfHx/Wrl3LiRMnCA0NpV+/flgslirCTRWMGjWK3bt3YzQamTx5MufPn2fBggVVKrMlJSW29pqPP/6YlJQU5s6dy/Hjx6uIIbRr144ffviBjz76iFGjRvHLL79gMBiIiYnhzTffJDs7my1btpCamkpkZCTp6el069aN7777rkp8e/bsYdeuXQAMHjy45ndZoVAoGi7NgOo/jP+HQ/m6uuBtIBM4gFYBvhYfoM2prgHeB9qVP+8mhBhSmxoNCkVDwWq1kp+fb7uR7uzsjNForOeoqsHRTVMXvvArpJ3Q5lztUQg2uoBOD2d+gNK+4NdBebkq6gxL+Yx5SVlZPUdSezSVpPVLoH/598Vos02HgbZCCA8pZY1lHQ8PD77++msef/xxXnjhBfLz821qq5fTvXt3unfvbndgbdq0Yfjw4Rw6dIi5c+fSt29fDh8+zLRp0zAYDDRr1gxXV1datGiBg4MDa9asYdy4cURFRXH8+PEqx+vUqRMHDhzg0KFDPPXUU6xdu5Zu3boRFxeHxWKhV69eGI1GLBYLK1asICIigry8PI4cOcIjjzyCn5+fTdK+Innu1auX3T+PQqFQNFDOAuOEEG9U95kvhPACxgE3qjp8vYRLKc+Vn/soUK2HhhCiA/AM8I2Ucuxl2+OAfwIPAstufbgKxc2RkZFhs6DT6/WVxpsqKC4uJjU1FSklpaWlNmvA4uJiioqKqghbNhj0DhDaH5y94cJOcPEGh2srLAOairB7AMTvhJICCOqpvFwVdUpTmm1tKv9zdIC3EOJt4DPgz2hCFa5oIhx24eTkxH/+8x9GjBjBvHnzaiWwPXv2sGPHDubOnWtTHj5+/Dg5OTkYDAaCgoIoKSmx2eaEhoby4jXm/So8Wy9cuEDLli0BTUk4Ly+P+Ph4SkpKePzxx4mMjMTf359mzZrx4Ycf8vXXX7NgwQLKysps4k06nY7Bgwfj6mqnH5lCoVA0XP4NtAD2CCH+IIQIFUI4l3+dhCbE5A/8qy6CqUhY7eAhtG6hD6/Y/ilgBibUZlwKxa3A19cXDw8PTCYTJpOJ7OzsateVlpai0+nw9/cnODiY8PBw/P39cXd3r+OIbwAhwL8DtLkLigvsF1rSGcAjEFIPw7mtUFZ6S8NUKJoqTaLSKqXMFkL8AMwGXpJS/rtcpCnGnirr5ej1enr16sXGjRtt/qlXkpmZibe3d6VtFSrBV37w7tu3D4AxY8aQm5sLwLhx4/j0008JCQnho48+Ii0tzZaM1kTFMQICAli4cCF6vZ5Tp04xatQoEhIS6NatG6BVZI8fP05qaioXL17E09OT2267jfT0dHzLPTVr8mFTNC3uvPPO+g4BgDtVZV9xC5BSfiSEaI1WtVxczRIBzJdSfly3kdVIT8AK7Ll8o5SySAhxqPx1G0IIPVqbs4P2VDhpy2VxHcWrUFTBycnJ5tEqpSQ19eoCRDqdrvH6uYKWgHa4W/NzzUsFV7+a236FDtyDIOu8JuwUcaemUqxQKOymSSSt5SwBfpFS7r7Mp/WG1F4qkrr09PRKyWRSUhIvvPAC33zzDYsXL+bhhx+2vTZ58mRWr15NcXFxJfn3AwcOEBgYSEBAgC3hdHBwYMKECbz33nscP34cHx8fu2PLytLu7Hl5efH555/TrVs39u3bx7Fjx7hw4QKzZ88mNDSUY8eOkZaWRklJCR07diQsLIzNmzczd+5cxo0bx969e3nllVeIiIi4kbdI0Qj5y1/+ctPHCA0NJT6+qmhpSEAA52Ni7Ivj8cdvOg6FojqklM8JIVYAU4BugAfa34EDwOdSyp31Gd9VaIHmt1pd0pkE9BVCGC8TmJpI5aS8EE1JOPTKnVMyM+kxcWKVg069916m3lcnelSK3ylSSpuvfEFBAYWFheh0OsrKyq6qA9KocPKAtqMgbpuWiLq1qLntVwitVbjgEpxcC62Hg1MjqDArFLeAT775hk/WrKm07ZR2fRlQ7Q40oaRVSnkJuFT+vV2iFVarlaKiokrbiouL8fLyArQktVmzZlgsFubPn8+7776LxWIhPDycZ599lm7duhEQEIC7uzurV68GtJkOLy8vCgoKKC0tZevWrXTv3h2z2UxBQQGOjo4AREdH8/HHH/PZZ59x9913c+bMmSrxXbhwocqHe0JCAjqdjpSUFHJzc8nKyqJ169aEh4fj5eXF0qVLeeyxx+jZsyexsbHk5eVRVFTEF198wcWLFwHYvXs3zZo1w2AwsGDBArKysipZh0gAACAASURBVPj222/p2LEjEREReHp62hLvpKQkPv30U5544gnOnTvHzJkzef/99xkwYADFxcXExsYSGRnZuO+aKuwmPj6eKppmGzciRo6sn4AUiiuQUu4CdtV3HNeBC5oWQ3UUXbamBEBK+TnwuT0HDvD2Zuvi6orOCgUUFRXZZlArsMMtsEaEELi5uZGZmWk7pqurK87OWmWxSSStoM2rht8Jifsg5RC4+YHeDiEpky+YM+HEd1qrsYt3zfsoFE2MqffdV+Xm6R1Tp/LzgQMpV9vnppPWqynzNgYMBkOVdt7i4mL8/f0Brap56NAhnnnmGQ4fPszQoUN577330Ol09O3blxkzZvDdd99hMPzvbUxOTsbX1xdHR0feeustUlJSeOqpp3BwcCA8PLxScjdp0iQ+/fRTBgwYYKvuXo7JZCIsLKzStgrv18TERADOnj2Ll5cXvr6+DBs2jMDAQAoLCzGZTAwfPpw9e/bw/fffk5OTg9VqRQhB+/bt6dy5My+88AIAn3zyCZ9//jm9e/fmySefpHPnzphMJqSUfPTRR2zduhWA9evXc/ToUWbOnMmePXuIjY3l6NGjAHTu3Pkm/zUUt5qR5Ynlhg0b6jeOZ5/V4vjnP+s1DoWigWAGqirWaDhdtua6ycjNZeoczZY2esAAogcOvJHDKJooZrOZkpIS3NzcKm03mW7eacnekadGj04HLXuBsyfE/QzOXmC04/1z8YbiXDj+X4gcoVVgFYpbgK4RKFbHbNtGzPbtxF64ANdQ+K+NSmumEGIrsBnYLKU8VgvHrFcqFO+io6MBbX508eLF3HfffbYK5BtvvMELL7zAl19+yYwZM2z7JiUl0aVLF/bv389HH33ElClTGHiVC4Vp06axcOFCtm3bxtixY6tdcyXZ2dkEBARw8uRJDAYDRqMRk8lEWloaBw8eJCoqip07d9KsWTM8PT3p378/bdq04e2332bEiBFs3LiR119/nfbt21NaWsq5c+dIT0+npKQEBwcH2rZta5t1NZvNjBs3Dp1OxxNPPMGdd95pq7QCREZGVvqqaNgUFhbWdwgAFF7R3aBQ/M5JBtoLIRyraREORGsdrtZ7tiaaubvzyWuv3XSAiqaLk5MTnp41OTLVDcXFxTYvcU9PT/R6fT1HdB34Rmotw6c3gaUIXOxw1nJ010SaTq6FiKHgHXrLw1QoGiLRAwcSPXAgd0ydSkp6esbV1tWGevAU4ALwBPCbECJVCLFCCDFVCNEoByYjIiKYOnUqQgjuvPNODh06RHR0tC1hTUtL49NPP8XFxYUOHToA8Nprr9GpUye6detGaWkpzzzzDH5+fvztb3+76nnCwsLo1q0b587Z78Dg7OxMVlaWbT6kXbt2mEwmLBYLx44dY82aNWzdupVvv/0Ws9mMu7s7nTt3ZtasWaxdu5ZZs2bRrl07AE6cOMFXX33F4MGDmThxIrNnz8bLywshBCkpKXzwwQd4eHjwt7/9jcDAQAYMGMCePXsYMGAAoP2x69y5s2oNVigUihtnL9rf4koKZeUCS12BffURlEJRl5hMJlxcXJBSkpOTU2V0q1Hg5gcd7gEHE+Smgj1NiA4uWrvw6U1w8cStj1GhaMTcdNIqpVwjpXxOStkZzU7gGTRD9T8Bp4QQVVVbGjhCCObNm8fZs2f56quvKrUQJyUl2ZR6v/rqK6KiogCYPXs2Bw4cICAggA8++IBjx44xd+5cPDw8qhxfSsnp06eRUtKhQweSkpLsniNp0aIFcXFxlQQNXF1dCQ4OplevXkRHR9OzZ0/uuece3N3dbQnl7Nmz2bVrF7Nnz7YdKzU1lUuXLqHX65k9ezaBgYG21xYvXsymTZtYtWpVJWEphUKhUNQqK9Gs9P54xfYn0GZZv7zRA1e0B0+dM4eYbdtuIkSF4tZiNBrx8fHBx8enWteGRoOjmybQ5BUMuUlgtUNixeAIbv5wfhskHbQv2VUomhAx27Yxdc6cOmkPtiGlvCSE2HzZJk+uYqjeELBarRQXV+7GqlC7A609RUpJYWEhhYWFHDlyhIcffpj8/HxWrVpFnz59KCoqqiQqcPbsWf72t78xcuRIhgwZUqkl02w2U1ZWxsyZM1m2bBnLli2jXbt25Ofnc/z48Sp+qfHx8ezfv7/Stor52dzcXKxWKwaDgZ49ezJ48GD69+9PXl4eSUlJuLi44OTkhJQSKSWzZ8+2PaSUCCHo168fDg4O9KrGguTRRx+t9FWhUCgU9iOEmAiElD/1BYxCiFnlz+OllEsApJRHhBD/Ap4WQnwDrAfaAc8CPwPLbjQG1R6sUNQDBiO0GgzGfZByENwCQF+D+JTeAdwDIXEPlBZCy9tqViNWKJoI9rYH14YQkydwOzAYGAT4AduBbcBw4MjNnuNWUZ1XmJSy2rt869atY+rUqTRv3pxt27bRsWNHQEsiK+YupJQ899xzODo68u6771Y5dnZ2Ng8//DA7d+5ECMG+ffts4jiurq507dq10vrqWosDArRh/ZycHKSU7N+/n65du7J8+XJycnIIDg7m4MGDxMXFcf/999vUijt27MhXX31lO44QAldXVwYPHlzte9OiRQteUxc7TYrRo0fXdwgAjC5vL1comjiPof1tvJyKD/Wf0WzaKvgjcB6YCowC0oH5wOv2quErFIoGRIVAk6MbnN8BJh9wqGGUSqcHjyBIOwaWQggbWHOyq1D8jqiNSmsGcAL4N/CplPJoLRyzTsjNzWXPHs3PPSgoqFq1OyklH3zwAa+//jq9e/dm0aJFfPfdd9Uq+y5ZsoStW7cyf/58W3JZwZEjR3jggQfIyMhg6dKlfPjhh+zfv58XX3wR0Oxtrkxaq0Ov1+Pi4mLza7VarWzbto38/HwOHTrEwoUL8fX1JS8vj5MnT9KlS5cbem8UTY8Ktej65oVqfCMViqaGlPKO61hbBrxf/lDUI1YpsdrT0nkN9DqdGqupI6SUZGVlIaXEwcGhiiNEvePXDhxd4cwPYHXVkthrIXRaxTUrHiw/QPjgmpNdheIaWBtIu3lFl+fNUBtJ67+BO4C/AAPLlYS3SimP18KxbymHDx/mjjvuAMDX15ejR49Wsq8B+O2333j99dcZPnw4q1evZvbs2cydO5dvv/2WnTsr+9TPnz+fLl26MGXKlCoiAjNnziQxMZFZs2bxwAMPsG7dOrZs2YK3tzdOTk6kpqbaFbMQgsjISJv/Wc+ePWnZsiUnTpyge/fu9OrVi44dO3Lo0CGCgoIAzdv1448/ZsaMGQQHB1d73KKioibnuZqSkkKPHj2qbJ86dSpTp06th4gaD6GhocTHVx1HDwkJqWY1hAQEIK54r0MCAjgfE3NL4lMoFDXTFC1vbrXDXkJmJqVlZTd8cWW1Wmnm6op3LdjGKGrGYrGQkZGBu7s76enpZGVl4eTkhJ+fX32H9j88g6Hd3RC7AQqzNFucayGEZoGTnwanNkDkMPtsdBSKBoxVSvRX+VytM8sbKeVTAEIIP7TkdRDwRyGEO1qL8BYp5YKbPc+toEOHDrz11lukpqYyffp0FixYwDPPPFNpTbt27WjevDlSSpydnW2twM2aVX1PW7ZsydmzZ9FVM4fw7rvvMm3aNN566y1+++03fvrpJwYMGMCpU6coKiqqUrW9Fs7OzrZZ2dOnTzNt2jQGDRrE6NGjOXPmDBEREdx2220265qPP/6YjRs3AvDOO+9Ue8ym6LkaEBBg85hVYLtBY897Eh8ff10Xh9Ulp1cmsbY4ym8YbP3kE7uPr1BcTvlYSj8gC9h1uVe4EMIEzJRS/rW+4msoNLWZ1kt5eWSab8iy1m4EEObjg8MN2q1k5OeTWVBATnUWYzk5EBdXZbObmxs+Pj43dD6F1oHm5+eHp6cnJSUlpKen13dIVTE1g3bREPs9FGRoz2vCtbm29kQMtBmpWeooFE2QOptprUBKeRFNBXGlEMIbmAi8DIwFGmTSGhsby7Rp0wCt0jpv3jwmTZqEr6+vbY3RaGTKlCn84x//4MyZM/j7+wPVJ629evVi/fr1ZGVl2WZJK+jSpQtbtmxh0aJFvPrqqwAMHjyYzZs13arrTRQrEuOLFy9y7tw5DAYDq1atspmEd+rUyba2wkf2cj/ZK1Geq4raprrqK4Cj0cht5TPhCsX1IoToAPyIJm6kAw4IIcZKKStaA1yBN4DffdJaXFbGhfKunKZAaVkZ/u7ueDg713coV8XbZMLtat1KFgtcptIPmkDj5QKQihvH0dGxYbdlO3loysKxmyDvomaRUxOmZlCYXZ643gUu3rc+ToWigVIrSWt5VXUgWpV1ENAZTUjiZ2BLbZzjVuDt7U3Hjh3Zv38/2dnZAHzwwQc8//zzldbde++9vPfee/zrX/+yzb2aTCZKS0spLi62VaQq7G927dpFt27dqgg6FRUV8cQTTzB06FBKSkoIDw9n8uTJeHp6kpiYSGJi4g39HP/9738JCwujpKSEiRMnVko8pZQEBwfzzjvvUFZWxsWLF2nWrFmVNmhHR0c6derUsD/wFY2Kq7UGX60Cq1DYyTvALrQbo+7APOAXIcQgKeXpeo2sgZFXUMCc8o6GEX36MKJPn3qO6OZxdGjYwjRCCIyGq1xa6fVwxXVBSUlJHUSlaDAYTVrV9OxmyE3RrG5quu5y9oTi3P8lrq6+116vUDQy6qw9WAixF80APRctSV2M1hLc4AWZ2rZty9tvv83cuXM5dOgQKSkpLF68mGnTpuHp6WlbFxwczKhRo/jiiy/Yv38/wcHB9O/fH4PBgLOzs83ypm/fvuh0Og4cOED//v1trcQVlJWVodfrCQ8PB7RZjB07dtCmTZtq/Vz9/f0xGAy2ZDYkJITg4GCsVmulFuS4uDjc3Nx45JFHGD16dJUqbwXp6emcOnWKuLg47rnnnmrPqfj9Ud386tVmVxWKBsBtwCApZQFQADwghJgLbBVCDAJy6jW6BoSPuzsLX3mlvsNQKBSX4+AErYdC3DbIOAsegZoA07VwdNfWnIyByBHgXlU4VKForNjbHlwbJlDLgV6Aj5TyPinl/MaQsFbQoUMHOnXqhJeXF7m5ueTl5bFw4cIq6x599FFyc3PZsGED48ePJ/CKFh/Q5lI6dOhgUySuiYMHD5KXl2dLYqvjysQXtDu5FUmrt7c3JSUlODs78/DDD9sS1oKCArZs2YLZbMZqtVJQUEBqaiozZ85k69atfPLJJwwbNoy9e/faFaui6VIxv3r54/z58/UdlkJxNRyBSgPXUsrngVXAVjSPU4VCobCbvLw8srKy6q7yrXeAVneAXwfISQJ7FKuNrlqL8cl1kHn+FgeoaMxcqUlyqwXs7KE2VIxvOmmVUs6VUh6UV3lHhBC9b/Yct4rU1FRiYmI4ffo0Li4u6HQ6IiIiWLhwIUlJSZXWRkVF0alTJ5YvX37V41W8BXl5eXafH6hU1a0Ob29vmjdvbnvu5OSExWIBIDw8HA8PD8xmM08//bStYrZnzx527drFzz//TEFBAbm5ubz11lucO3eOhIQEPvvsM3bv3s19993H9OnT8fDw4M9//rNdcSsaJw888AAPPPBAfYeBt7s7Px84gOjRo9IjNDq6vkNTNA5OAVV6zKWUfwJWA/+t84gUCkWdYrFYSE1N5dKlS1VeqxiFsvdaDDR9kJycHHJzc2szzGuj00NIXwjsDrlJUGapeR8HF83z9fQPkK6mIRTVc6UQnLkBjCHkVidOd53URqUVIYSrECJKCOFz2bYuQoi1aC3DDZKMjAzee+891q9fz759+7BarUyZMgWAt99+u9JaIQRjxoxh9+7dV1Wm27t3L0eOHGHChAl2nb/Cl/XKBPlK3NzccL5MeCIoKMgm8S6EICkpiXPnzrFhwwb++te/UlpaSkREBJmZmTbBKHd3d2bPns2wYcOYPHkyxcXFgOZVu2zZMgD+9a9/2RW3onEyY8aMa4px1RUZmzcj9+2r8ohPSanv0BSNgzXAQ9W9IKV8DliKJgKrUCiaKKWlpRQWFmIymSrZ2zg4ONjENHNyrm9SwMXFBavVSllZWa3Gek2EgKAeENIP8lLAYkdyYXACt+ZwdgukHrv1MSoaHfVfV61KbWjm3HTSKoS4E0gC9gIJQogxQoh/oAllJABtbvYctwpPT09at26Nm5ubTTRp9OjRTJs2jTVr1lRp8x09ejRWq9VmH3Mln3zyCa6urjz0ULXXU1UICgrC39+fC9rgsd20bNmStLQ0pkyZwt69ezGZTBgMBlq1akW3bt1ISEhg27ZtZGRkcOzYMUwmEyaTiXbt2rFo0SLuuece/v73v9OvXz/GjBnDww8/DMBTTz11XXEoGhdmsxnzLbaLsCuOoiLMV/gYKxT2IqV8R0o58hqvPyWlrJUbso2dCp/WqXPmELNtW32Ho1DUKnq9Hg8PD0yXeeIKIapssxcHBwfy8/Or9Si/5fh3gIghUHARSu34+6g3glsAxO+ApAPQANo/FQ0Hqz3t5nXMtVqUY7ZtY+qcObdeiAmYA/wb+D/gceALYB/Q7jILggaJTqcjPT2dwMBAwsPDSUpKwtXVlSeffJIVK1Ywa9YsYmJi0Ol0lJaW0q5dO/z8/Fi7di3jxo0DtETA2dmZrKwsVq9ezYMPPojBYCA3Nxe9Xs/OnTtxdHQkKiqKoqKiKiJJUVFRbN++nZRqqkylpaWUlpZW2lZUVIS3tyZ5PmTIEBYsWIC/vz+pqakMHTqUS5cuMX78eAYNGkRISAgjR460zb8WFhaSm5uLm5tblVbRBQsapCuRoha56667APt8Wm9pHM8+q8WhfFoViltKU/NpVShqm7KyMgoLC5FS4u7ujpubW/0krQDNWoF+JJzeBNITjC7XXq83gHsgJO6DshII6gU6db9OUbWq2dBvadSlT2sboL+U0iKEeA14DnhQStkA3Z0r4+XlRa9evbBYLHz88cdMmDCB5s2bYzAY+Pvf/87kyZN5/vnn6dOnDxEREXTq1IkRI0awZs0adu7cSUJCAufOnSM5OZkjR45QWFjIY489xo4dO1i5ciUxMTFkZWUB4OrqyoABAxgyZAhDhgwhIiICIQT9+vVj3bp1dO3atcps6y+//FLlbmFYWBgtW7YEoLi4mIceeoilS5disVj46aefMBqNnD17lvPnzzNhwgTS0tJsNj0uLi62r8raRqFQKBSKhoE9Qinq73btk5+fT0ZGBq6uruh0urptDa4Oz2BoOxpObQBZBo5u116v02vqwym/gaVYazPW14qbpULR4KiN32y9lNICIKUsFELk1HXCKoR4EM1o/gCwR0pZWsMugPZHok+fPnz//ffk5+fTv39/22vjx49n+/btfPfdd6xZs6bKviNGjLB937x5c0JCQhg2bBj3338/KSkpuLq6MmbMGMaNG4fFYuHHH3/khx9+YMOGDYCWfK5du5bevTWdquPHj9O3b1+7ft6goCBAm4V96qmnWLJkCW5ubkRGRuLl5UV2djbjx4/n9ttvt621WCykp6fj4+NTyS5HoVAomgJCiKHAUDTP8JaAD1AIpAGHgM3Ad1LKa4sIKBR1iF6vp6CggNjY2BrXBgQE4O7uXgdR/b5wcXHB39+/vsP4H25+0C5aUwmWEpxq+DcXOvAIgozTWsU17HYwGK+9j+L3RRNpH6+NpNUohHj+sueOVzxHSjm3Fs5TLUKINUAAkAI8i2Y8/5k9++r1epYvX86PP/4IVDb5FkLw4YcfEh0dzbx589iyZQugeVr279+f8ePH07JlS3x9ffHw8CA5OZl+/fphMplYunQpgwcPtokgAdx9990UFRWRkJDAN998w+uvv87GjRt57LHHcHd3Z+vWrXYnrW5u2p23goICQkJCCA8PJy8vj/j4eG677TYAevbsyZAhQzAYDJw9exYHBwebgFSD+nBWKBSKG0QI4YL2uf8kWqJaUYoqQktWnYFWQDgwFpgnhIgB3pNS7qr7iBWKyjg7OxMZGVnjurS0tPqvAirqDlMzaDcaTq2HwmxwvrbLBEJorcI5CZqycMSdmh+sQtGEqI2k9Vfgcq+KPVc8l8AtSVrLDeWbSSlvK38+DXhbCPFfKeVVe6IrOHPmDPv27UNKiU6n46WXXmL+/Pk89thjTJo0iX79+vHbb7/h7e3NY489xoQJE+jVq1elFp2ickGZN954g/z8fNatW0f79u2rzKJW0KpVK2bOnMmHH37I0aNHMRqN3Hnnnfz3v//l0qVLNtW7Gn5u4H/tRAaDASklZWVljBo1yjZ/azKZOHfuHGfOnCE0NJQWLVrg4+NzrUMrFApFo0AIMQX4G9pNy5PAm8AvwF4pZe5l6wTaGMttwHDgbuAeIcRXwItSyutTwmtEVAgxAUQPGED0wIH1HJFCUTNCCJKTkxFC4OzsTGBgYH2HVD+4eJdXXNeDOVN7XhNuAZCfprUXRw4D4/ULUikUdU3Mtm3EbN9+64WYpJR33OwxbgQhhBfaD/aP8ucGYDGaGFQzoMak1WAw0LZtWwB8fX1JT09n48aN6PV6/vOf//Dbb7/xj3/8g4kTJ1JUVITJZCI/P7/SMYqKisjLy2PNmjU8+OCDtG7dmtLSUsxmc5X5k8LCQtu29u3bc/ToUSwWC7179+bbb7/lu+++495777Wtr/BXvRxvb2+bjHtBQQFZWVkIIWwy7WFhYUyePJng4GDKysrw8vKiVatWhISE4ODgAGjJbkUcVqsVs9l8Q3Ouar6mcTF58uT6DgGAycqPVVE7LAK+Bd6RUu692qJyD/GT5Y/PhRDuwCTgFWAy8NdbH2r9oISYFKB5x2dnZ1fZXlpaauvcaki0aNECq9VKcXExaWlp9R1O/eLkUV5x3QgF6ZpHa024NtfWnlwPkcNrbi9WKOqZuhRiqheklFlCiL+izSxRPldrKU9eWwghTksppRDCUDFzeyV5eXmUlpbSsWNHTCYTW7dupaSkBGdnZ+bOnUu3bt148sknEUIgpbTZ4lyOTqdjxYoVNhEmJ6f/tWNUJIkVCCFsr3fu3JkvvvgCo9HI6NGjWb9+Pb/++itz5syx7RcYGFjlnH5+fjbBJicnJzw8PHB0dEQIQVlZGR4eHnh5eQGaD+2hQ4eIiIhAr9dX+z5mZmZy6NAhunbtWqmdWdH0UEmroonRQ0p54Hp3Kq/CzhdCfAqE1npUCkUDo7i4GAcHh2rnYa90NGgICCHQ6/VXvW651ZSVlZGcnGwT5qx3HN2g7V0Qu0mroro2r3kfk49WnT25FtqMBGevWx+nosFS1kRmWmtFkUcI0VoIsVwIkSKEKBZCJAshvhRCtK6N418NKeVZKWVyeQwOQgg9UAqYyxPWx4DpQohqf86goCB69erFoEGDCAgIwGq1cuDAAZYvX86FCxd49dVX7aomfv7553Ts2JGoqKgqr+3cuZPz589X2d6hQwfy8/NtHq0PPvggly5dYvPmzTWe7/IqKWjJcUV7cEZGBgcOHCA+Pp74+HiOHz/OypUrWbJkCQsXLiQrK4vS0lLOnj2L2Wzm0KFDnDt3jsTERMrKyrh48aKam2mipKen2+aa6zWO7GzSq7nrr1BcDzeSsF6xf5GU8mRtxaNQNGQcHBxwcXGp8qivxLChYjAYaNGiBcXFxVcd86otLBYLOTk59l1zGU1a8uniDbmp9p3AxRsQcGItFNTYfKhoIkgpKbrSLvMW/y5fjRLL/2qG5st0g26Um76FJIRoCewGktDatZKAQLS5oV+FEF2llAk3ex47sEopy4QQRUCyEOJRYAHa3fhqXXb9/PxYvXo1MTExtnben3/+mb179xIUFMSwYcNqPGlcXBz79+/n3XffrZLgXrp0iejoaPz9/Tl27Jht++XtuQcPHqRDhw4MHDiQFi1asHz5coYPH37Ncx49ehQAo9GIlJLs7GzKysoQQvDtt9+Sl5eHm5sbffv2xWw2Exsby/fff4/RaMTV1ZU+ffpw5swZLl26hMlkIiIigrZt25Kenk5ycrLtvSkrKyM9PR1vb29KSkqUVU4jp8JbuL59Wse99JIWh/JpVSgUCsUtwmq1UlRUhNFovC7XBFdXVzIzM29hZBq5ublcunQJb29vu/RMcHCC1sPh7E+QmwJu/poA07Vw9oTiPDgRoyW9bn61E7yiwZJTWEhecXGlbdmFhXibTDjU8U2qhHLbTwBzLSTOtVFpfQn4HugqpfyLlPLfUsq/AN2AjcDLtXCOGpFSVtyqSgf+D0386TYp5W9X26esrIy9e/cSGhrK999/z4gRI1i2bBmDBw8mMTGRHTt21HjeimS0X79+VV7z9fVl8+bNbNq0qdL2Dz/8kBkzZuDk5GSrrOr1eqZPn87u3bv5+OOPr+rZlpubyxNPPEF4eDj33nsvW7Zs4dSpU+Tl5ZGens7hw4cJCgqioKCAH374AZ1OR1hYGCaTiZCQEO644w6Cg4OJiIigc+fOhIWFMXDgQJycnPDx8akk1lSRxB45coRly5bZElqFQqFoLAghmgkh7hVCDC/vxlEoFE2cig60pKQksi67cG5oGAwGsrKysFiqnWKrZgcjRAwBrxDITbLPysTRDRxdtVbhnMSbC1jR4LHH87muqO1YaiNpHQy8eVnSCNiSyL8Bd9bCOWpEaDigWRsMBAbU1D6Wm5vLqlWreOyxx0hKSmLfvn2kpqYSFBREYGAgb7zxRo1v+KlTpwBo06ZNta936dKlkvLd5s2befXVVwHw8fFh06ZNtnOMGTOGMWPGMH/+fF5++WVb+28FpaWlrF+/HqvVypIlS/Dw8OD999/Hy8uLkpISDAYDRqMRBwcHUlJSSE5Opri4mF27drFnzx5iY2NJTEzEwcGB8PBwmzdZxcyGXq+nefPmmM1mLl68SGxsLJ6enpw6dYq9e/eybds21T6sUCgaJEKI6UKI3UII78u2RaEJMH0FrAd2CiGUnKZC0cRxdHQkJCQET0/PBnURRDXSngAAIABJREFUfyXu7u7X36Ktd4BWd4BPZHniWm0zYWWMJm2u9dQGyIi7kVAVjZyG/P/AXmpjwjzganNBUsqTQoiAWjhHjZQrRJYKIWYCSVLK4zXtYzQauXjxIs7Ozvj6+tKqVSsOHTrEkiVLePnll3n22WdZuXIl48aNq1YNGLRKa2hoKEajsdL8Q3FxcZX1cXFxPPLII7Rp04akpCTMZjOZmZkcP36cli1bAvDKK6/g7+/PJ598goeHB127dsVoNGK1Wjl06BDZ2dmsWLGCli1bsmXLFvbv309ERARubm5YLBYOHz7M8OHDGT16NEajkfj4ePbt24eXlxd9+vShY8eOFBQUXLXVtyJhPXjwIAkJCRiNRu666y6MRiMdO3as1D6sUCgUDYjxaH8KLu/rexfwQlOW9wNGAdOA9+s+vLpHWd4oFE0UnR5CB4DQQdoJ8AjUvr8WDs5g8oUzP4D1dvCtvtiiUNQ1dWZ5Q83V2jodgpRS/mDvWmdnZyZPnsyf/vQnLl26ZBu837ZtG/PmzSMqKoqnn34aJycnoqOjq1WRO3v2LO3bt6+i8iuEqKQeXFhYyOTJk7FYLCQlJVFaWmqzszl9+jQDBgywrZ09ezbdunXjueeeIy4ujn//+9+sXLmSn376iTfffJO7774bKSXz58/H39+fM2fO0KxZMwoLC0lOTubYsWM8/fTTZGVl0bZtW1xcXMjNzaVXr14UFRWRmJhIaGgoAD/++CNDhgzBw8MDABcXF/z8/Bg4cCDnzp2jc+fOuLi4MG7cOCwWC+np6fj4+KjZVoVC0dBoDayreCKE8AFuBxZJKZ8s37YbeJjfSdKqLG8UioaJxWIhPz8fZ2fnGz+ITgch/UDoIe0ouNuRuBoctVnYcz9DWSn4d7zx8ysUtURdWt44CiGev8brVX1iGgg6nY6LFy/aksf09HSioqLIyMhg8eLFrF+/ngceeIBJkybxj3/8g+nTp1fa32KxcObMGUaOHHnN85SVlTFjxgwOHTqEyWTCaDTSunVr9u/fb5t7nTJlSqV97r77bhwcHHjppZcYO3YshYWFTJo0ifHjxwOwdu1adu3aRXR0NDExMfj5+eHl5cXAgQOZOHEiWVlZxMXFUVRUxNChQ8nOziY5OZmCggLy8/Mxm81s27aNjRs3YrFYbMfV6XS4u7vj7u6Ov79/pZgMBkOVbYrGw5W/v/XF9HJBKIWilmkGXG7qWCE0sOaybdvRvFkVCsXvnMTERIqKiurFq7akpMRmU1hxDXpD6HTQ8jbta8pv9lVc9Q7gHgDxO6GsBFp0q1nQSdHoafzNwbUz0/orEH2Nx6+1cI5bRnx8vO1Ol4eHB+np6ZhMJi5cuICnpycxMTH079+f99+vemO+pKQEIQQJCVcXR87JyWHs2LEsW7YMf39/jEYjDz30EN7e3rRu3ZqCggI2b97M8uXLq+zbqVMnVq1aRWhoKEOHDuWlctVVgP/3//4fERER7Nq1iwEDBmA0GjGbzXTo0IH4+HgOHz7M+fPn2b17N88//zyxsbE2oaW4uDh0Op0thm7dutX4PlksFlJTU+0XC1A0OMaPH2+7OVGvcQwbxng7lLkViuskE/C57PntgBXYedk2CTihUCh+9xQXFxMUFETz5nb4nt4CKnRIAPLy8m78QDodBPeGgC6a0JI9M646A7i3gMR9kLAXrHbso2jUqJlWQEp5Ry3EUW9MnTqV3NxcysrK+OabbwgODubUqVPMnj0b0Ib5W7VqRVxc1cF1FxcXnn76ad5//32mT59O3759K71eUeU8duwYzZs3JygoiOnTp/PVV19x7NgxW2tIWVkZL774Iu7u7owaNarSMYKDg1mzRisUCCGQUnLixAn27t1LVFQU58+fJy8vj7KyMry8vMjPz2f+/PmUlJTQv39/zp07x969ezGbzTz//PPEx8dz7NgxCgoKMJlMDBgwAD8/v0o2PNVxuR2OqrY2TipurgQHB9dvHKmax1yw+j1S1C4ngGghxGtAGfAgsFdKeXkZIxSw0+RQoVA0dQwGQ72PO3l7e5OdnY2Xl9eNH0QICO4FCEg5CO5BWjJ7LXR6raU49RBYS8srtkpgXdFwue5KqxBirxDitlsRTH3QokUL3njjDRISEsjKymLdunW89dZbtGvXzrbGbDbj4uJS7f5//OMfCQwMZObMmVXUfmfNmsXhw4dp06YNXbt25YUXXqBr165ERETYTL0vV/2dMWMGP//8c5VzCCEqfaguXboUvV7P/v37cXV1Ra/Xo9frycjI4LfffuPEiROUlpYSGhrK2LFjadmyJaNHj8bd3Z2oqCgGDBhA3759cXBwoFmzZpjNZsxmc6Vz5ufns2HDBnbu3ElRUVEVOxxF42PixIlMnDixvsNg4uuvM/H11+s7DEXTYx4QACQCCWjCSx9fseY24HAdx6VQKGqJgoIC4uPjSU1Nrfdks7YwmWpJ0FwICO4JLbprqsJWO5wedDotcU07DnHboUx10ykaLjfSHhwFtKrtQOoDi8XCq6++Sr9+/Th69Ch6vZ7+/fszdepUSkpKbI+8vDwcHR0pKCio8rBYLMyePZsDBw6waNEiCgsLKSwsZOPGjcyfPx9vb2+cnJwYPHgw3bt3JysrCxcXF8xmM87Ozri5udG3b1+sVit6vZ4pU6awfft2rFYrBQUF5OTkVHpkZWXx5Zdf0rJlS4xGI0FBQbRr1w4/Pz8MBgO//vorer2eNm3aEBYWxt69e3FycsJsNuPj44O/vz8jR47E29ubyMhIAgICcHd3p6SkhJUrV3Ly5EksFgt79uxh7dq1rF27ltjYWPR6Pb6+vhQVFVFWVlYrbQZSyqs+FAqF4nqQUn6Hpgx8DDgFvCClXFrxuhDiDsAVzVdcoVA0QkpKSnBwcMDf3191fVWHEBDUQ3vkJoHVjiRUlCeumWfg3BZNoEmhaIDUhhBTo6WsrIwvv/wSKSXh4eFcunSJTz/9FCenyiNPRUVFmEymalXedDodDz30EJ999hlvvfUWf/jDH8jNzeWZZ56hbdu2JCUlUVxczJEjRygoKGD8+PGkpKRgMBhIT0/Hzc2NwMBAnJycyM/Px8nJiUmTJvHNN9/QpUsXdFe0d/z000+kpqbi5uZGdHQ0J06cYOjQoZw4cYK4uDji4uJo0aIF0dHRODs7M3z4cIKCghg9erTtbl5BQQGgVZldXV3JzMxk/fr1LFmyhK5duzJ27Fi6du1KcXExHh4e+Pv78+2336LT6ejYsSN+fn7XvDN4ucpwdYrLCoVCcSuQUn4CfHKV17ai2d8oFIpGjMFguDnVXTvJz89Hr9dXcYdo8AihiSvpDHBhF7i1AH0N12JCaIlrdgKc/gEi7tSUhhWKBsSNZhRXLYUJIUYDT0opo2/w2HVGQUEBer2enJwctm/fzqJFi2x+qZdjNpspKSnBYrFUm4QJIZgxYwYTJ05k9+7dLFq0iEuXLpGbm4terycyMhJ/f3+ysrL47LPPOHxY60677777+Mtf/kJiYiLHjh0jOTmZ5ORkTCYT99xzD1999RU9e/asdK5Vq1bh5uZGXl4e33//PQ8++KDtzmOXLl1wcHCgTZs2ZGdn07x5c7p3705UVBRms9k2t1rR6uzi4kJaWhrJyckUFhZiMBgwm82cPXsWq9WKj48PiYmJnDx5klWrVtG8eXNcXV1p1qwZMTExREREYDQayc3NpX379rZkX82/KhQKhUKhaKx4eHiQnZ2NlLLehJquRsUo2pVFjUoIAQGdNTuc+F/AzQ/0diTf7gGQlwqnN0HEUHBQunWNjaslaPXRxVhWy+e80aT1bSHEGLTZoEPAYSllSvlrXYDhtRHcrSY+Ph43NzdcXFzIyclBr69+AP3uu+9m1qxZPPTQQyxatMjmaQqQkZHBZ599xmeffYYQgqSkJFatWsUf/vAHAgICSE5O5qWXXqKwsJA333yTLVu2MGzYMPr168f48ePx9vbmzJkz9OjRgwMHDhAaGsovv/yCl5cXCxcurJS0ZmZmsnHjRlq2bImTkxMuLi7ExsZiMpno3r07mZmZ5OXlceLECfz8/Bg0aBA6nY6CggKbpLrJZEIIYauUVsyoPvTQQwQFBREeHk52djYpKSns3r2b3NxcQkJCCAgIICwsjE6dOrF27Vo+//xzevToQWhoKFarFYPBQOfOnSsdU82/KhSKukQIEQT8CegKBAEO1SyTUsrwOg1MoVA0Kjw8PCgrK2uQjglxcXFIKYmIiKh5sX8HzeIm7mcw+dpXPXXzh/w0OLUBIoeDsXpNF0XD5FJ+frXbL2Rl0cbPr46jqUxNoq81caNJqxG4FxhPeVIvhMhG88gLA47ecER1iLu7OwaDgTFjxrBr1y5efvllhg4diq+vb6V1L774Ik5OTrzyyisMGzaM5cuXk5CQwP/93/+xdu1aSkpK6NWrF0uXLmXevHn4+/szffp0evbsaRNxOn36NPv27QNg06ZN/PnPf8bLy4vvv/+e8PBwQkJCKC0tJSgoiF9++YWuXbuyadMmW5stwDfffENJSQmJiYlIKenQoQOtW7dm2LBhtG/fnl9//RVXV1eCg4Nt1VY/P79KldUr0ev1+JX/Eo8ZMwbQ2qaTk5MJDQ0lMTGRPn36sGfPHnbv3k1JSQmFhYVYrVY8PDwYMmQIubm5REZG2o55pZ+r1Wq1vQ/XvDMIpKSksHjxYh555BHKysoIDg5ufK05DZSZM2fWdwgAzJwwob5DUDRBymdW16NZ2liAi+Vfqyytw7DqlYzcXKbOmQNA9IABRA8cWM8RKRSNl7y8PAoLC/Hw8MDRsf5aZ687kfaNBJ0DnP0RTD5gsKN66toc8i/BqXUQORIcXW8sWIXCDmK2bSNm+3ZiL1wAzXO9Wm40aX0RWAW0Rbuj3QXogKbcuBl47QaPW6cEBARw++238/jjj+Pv78+sWbN4/fXXmTdvXpW1Dz30EOHh4Tz66KNERUUhpcTT05MJEyYwdepU2rdvz9dff82ePXsYMWIEQUFBSCltFc2QkBD69u3Ljh07AFiyZAl5eXmcOnWK8ePH8/jjj/Pll1+yY8cOwsLCsFqtlJaWsmLFCh5//HGklHz55ZcEBweTkJCAh4cHAQEB3HvvvaSlpZGamkp4eDi9e/cmOjoaJycnW7JbUVktKChgz5499OrV65ozqXq9nuDgYIKDg+nRowdSSo4ePcqOHTswmUxMmzYNZ2dn7rrrLry9vWt8n81mM7m5uVitVnQ6XaXkNScnhx9//JEhQ4bg4eHB4sWL+f7778nMzCQ0NJSffvqJ++67j3HjxuHk5HRdd2hSUlLo0aNHle1Tp05l6tSpdh+nqRAd3TA69tWFs+IW8f8APfAHYJmU9pgVNm2aubvzyWuN4s+xQtHgycnJobi4GIPBUG9J6+UJa1FRURUNlqvSLAzEUDjzA7j42Nf26+oL5gw4uRbajAQnj5r3UShugOiBA4keOJA7pk4lJT0942rrblglR0ppQauoHgWW1rC8QZKRkcGKFSv49ttvefnll2ndujWLFy9mypQpVZIdDw8PRo0axS+//MJHH31E7969uffeezEajRgMBoqLi3nzzTfp1KkThw8f5vHHH+dPf/oTw4YNA7Tq5bZt2ygqKgK0qufRo0cpLi4mPz8fb29v9u/fz7Zt2wDYt28fUVFRfP3117z88sscPnyYkydP0qlTJ0pLSxk0aBD9+/enqKiI3NxcgoKCKCwspEuXLhiNxkqVzqKiImJjY0lMTOTgwYMADB482O73SQjB5MmTkVIyefJkvL29mTBhAhaLhdTU1BoFlyoqvFar1dam7Oqq3bX78ccf2bRpE+fPn+fpp5/m0UcfBeCRRx5h5syZ7Nq1i9TUVFtLdOfOnSsJMJSLSrWt7rwBAQFs3brV7p+zqXPq1CkA2rRpU79xnD+vxREaWq9xKJocnYDllysGKxQKRW2i1+vJzc3FYDDg7u5e5+cvKChACGG77rQ7aQXwDoXIERC7EVyagYMdYlYuzaAwC06UJ64uNRcqFIpbxe9a2jU5Odmm2rts2TLuvfdePv/8c5599lm2b99e7Yxr69ateffddzlx4gTr1q0jNjaWM2fOcPjwYc6fP2+zuDl58iR//vOfbUmrs7MzkyZNYuHChUyYMIHAwEDuuecejhw5wogRIwCIioriyJEj6HQ69u/fT58+ffjoo4/Yu3cvK1aswMnJidjYWDp16sRjjz3GoUOHOHv2LC1btqSwsJCwsDDc3NxsFdaSkhKb/2xsbCytWrWiT58+9OrV67rfqxYtWvDqq69iNpttFVN7BZd0Oh2urq6VKq0VDBkyhPPnz+Ph4WH72V599VWEELzzzjvMmTOHO++8E6vVyv79+wHo3bu3bf+4uDhQiqB28eSTTwLUeyL/5Ntva3F8UlnkNSQgAFFNZVyhsJMsILO+g1AoFE0XLy8vioqKMJvNN5W0FhcX277X6XSUlpaSkZFBs2ZX7Yy0cVPJsmewlnye2gguXuBgx7yqsxcU5WqJa9u7tBZjhaIeuJGkdQQQX9uB1AeXt5oWFBQwcOBA4uLiWLlyJQsXLmTGjBmV1peUlLBgwQLeeecdMjP/d20UGBhI69atCQ0NRafTYTAYcHV1ZdKkSQAkJSWxaNEi4uPjad68OWazmVmzZgHQsWNHm6LXpEmTiIyM5MUXX8TR0ZEDBw7g4uLC/fffT2ZmJh07duTo0aNcvHiR7OxsDh8+zIgRI/D398disWA2m0lLS8PT0xODwUBCQgJnzpwhKCiIjh07EhkZeX135a6gos0XtErp9QouVSSvl+Ph4cHTTz9NbGxspblY0G4QfP755wAUFhbi4uJiE3uqICwsjIyMjKwb+XkUDYvzMTGVnt8xdSo/HzhQT9EoGiFrgdvrOwiFQtH0KCgosDlIODk5UVhYeMPHslqtXLp0yaafYjAY8PX1rZTI3lI8grTk89QGTZXGHqElJ3cozocTMdDmLk2NWKGoY66tilMNUspNUspTtyKYusbHx8eWuJ49e5alS5cybdo0hg4dyuuvv05iYqJt7Q8//ED37t158cUX6dGjx/9n77zD2yyv/v85mpb3iu0kOHEGSaBAEsgezFBWaV/Gr4y3tBTaUFZLS19WNxRKA5SSl0LhhUKhtA1QKCtQIGQxQoCQQELIjp3tbcuytu7fH4/keEiybEuW49yf69Jl+5nnsWxJ3+ec8z3MmDGDIUOGMHHiRJRSbN68mdmzZ+PxeLBYLJx55plcccUVANxxxx3cddddvPvuu1RXV3PGGdHNlXNzcznjjDM4+eSTERFWrVpFWVkZ9fX1iAjr16/noosuorm5mVtvvZXKykrWr19PaWkpu3btYuXKlaxfv57NmzcDUF5eztixYznyyCM57rjj+iRYwSjzzc3NbcuURgyX+jqL1W63c+yxx8btEXE4HEybNq3LbLZwb+6XfQrgMGHVqlUsX74cEenwGDlyZLpD02iSwW1Anoj8SURiN+1rNBpND9m3bx92uz1pxpAiQkHBwSKx7kwqk07uMJhwDnibwedKbB97NthzjR7Xpj2pjU+jiUI//5cMLMrLy7nyyis5/vjjycrK4ssvv6SqqooZM2YQDAa58cYb2bp1K+effz7nnXceoVCI6667jgceeICHH34Ym83WoYR46dKlbd9feumlbWZHX3zxBXCwHOSZZ56JG9e4ceOw2WyMHj2aPXv2MGrUKKxWa1tp75w5c3jggQc444wzuO666xg1ahRjxoxh7ty5bRlVAJvNxpgxY5L2IhvJlLZ/cW1ubua1115ry8BqBi5er5eTTjoJpVSHx85wj6lGcyijlKrFqAS6GNgvIp+IyDtRHkvSHKpGozkEKSkpwWqNNkXrECWnLCxcW4xHItgyjXLhTYuhfmdKw9NoOnNY97RaLBauv/56Fi5ciFKKTZs2sXr1ar788kuKiop46aWXeOmll8jOzmbSpElcdtllWCwWVqxYwYQJExg5ciRlZWUEg8EOx7300kvJzc1tKyW56667+M53voPdbkdEuOOOO+LGdckll7Bjxw62bNkCQHV1NUcccQQjRowgOzubZcuWsWzZMm688Uby8/P59NNPOfbYY6OWz6aalStXtplHnXPOOXGHF7cvx46YQ40bNy6t1vEajWZwICJfAZZysMd9coxN+3/CukajSRvBYBCv14vNZuvTjMhBSXYJHPU1+HIxqJBRBtwdVofR17r1LRh9KhTrsdea/mFQiFYRuQooBj4Gtiiltie4H5988gl+v5+CggJaWlr49NNPycnJwefz8cQTT3DNNdeQkZHBiBEjWLp0KaFQiAMHDlBYWMj27dtxuVyMGTOGmpqaNpF5//33s3r1ah588EHKysqYPXs2a9asobW1lZKSki7ltJ1fRCM9ohs3bqSlpQW/38/s2bM577zzePDBB9tE8oIFCzj77LPbHIHbGxT1F3Pnzu3wtT3btm1jwYIF3HTTTYwZ0/FFbfPmzaxbt47a2lpOPPHEDr+TWG8q+s2m70R6qdMaw5VXpjsEzeDkDxjz3X4J/BXYq5QKxt9Fo9EMZmw2G06ns23KQucWo0ONHs9oTYSs4rBwfQ3cjeDI734fSwZklcC2JaACMCS9Uwk0hweHfHmwiLwEXIUx9uTXwO9F5OuJ7n/KKadw8sknM2HCBLKysvD5fGzatAm73c4tt9xCXl4eV1xxBaeeeio+n48NGzZQVVXFnj17KCoqwm634/V621yCI7z33ntt4tNkMpGfn8+wYcMS6v+sr6+noKCAqVOn4nQ6ERG2bdtGUVERa9eubdvuf/7nfzj22GM56qijAKitrSUU6t/RhLm5uZxzzjlR3ewWLFjA22+/zYIFC7qsGzduHMOHDycjI4Pa2tr+CFWD4dacbuZNn868NNxg0Qx6ZgIvKKV+q5TaNVgFq4hYROQBEakXkUYReVxE+mZYoNEMUnJycqioqBg0FV21tbVtLV/xKtt6TGahIVxVyBCuiWCxGSXG25fD/vXJi0WjicEhnWkVkdnAWOA4pVRQRI4HLgRuEhGzUurFePvv3r2bqVOnkpGRQXV1NS6XC6fT2WFwtIiwdu1aRowYwc6dO2ltbQWMXs4ZM2bQ3NzMyJEjqaqq6nDs8847r9cGRa+99hpbt26lsbERm82Gz+dj6NCh3HLLLYAxf3T16tVt1uiFhYWsWbMGp9PJjBkzujj0poubbrqpw9f2ZGRkcOKJJ1JbW5uw+7Cm76xdu5ZJkyalN4bwvNhJaZ4Xqxl0+ICd6Q6iH7gNOAVjLq0PeBlYAPwwnUFpNIOVpIrDJFBYWEhNTQ0HDhwgPz+BrGiiOAqMHtdNi43ZrI4EpgmarZA7FCrfg1AAhk4EXRWnSRGHtGgFmoEmoFhEapRSa0SkHuON/EoRqVJKfRJrZ4vFQnl5OSNHjmTbtm2EQiHOOussnnjiCZqamgDDMXf9+vU0NDTQ0HBwsorX66WxsRGlFA0NDYwbN45rrrmGxx57jFtuuYX58+f3+qLOOeccAI4++mgWLlyIz+fj9ttv58CBA/z85z/njjvu6DDLa+zYsYRCIYYPH95hBmq6GTNmDI888kjM9RH3YU3/ccMNN6R9TusN990HdJ3TqtH0kWVAz4dQH3p8D7hJKbUHQER+DTwnIj8erNlljUFTU1PbjfNo5OXlDZib1oMBi8VCbW0tHo8n3aF0oaioiMbGBDOiPcGRHxaur0NrvZGB7Q6TBXKHw67VhnAdfoIWrpqUkDTRKkbDYQWQAziBnSr1t6fqw+e8RCn1RwCl1E4ReQ74CnAcEFO0ut1uNmzYQG5uLqeeeio5OTmUlZVx6aWXsnLlSux2O4FAgPXr1+NydbQE/+EPf0hOTg67du1i1qxZ7N69m4ULF3LXXXdx8cUX9+miCgsLueyyy1BKtc0pBUOcvvPOO116OzMyMjjuuON0z6dGozmcuQn4UERuAX7fD+8/cRGRW4HjgROAUUClUqoixrYm4EcYrS4VQA3wLPBLpZSr3Xb5QDmwtt3uazDedyuAbUm+DM0AoaCgIO5NaafTidvt1qI1ieTm5pKRkdHmsB/5jCUitLS0dJi1OqjIyDNmsW5+A1y1Rs9rd5jMhnDdswZCISifqoWrJun0WbSKiA2jNOlyoH1jY7OIPAHcopRKycRkpdQeEbkaeFpE6pRST4uIKKU2iMhW4EIR+atSKmqjp9frxefzsW7dOi699FKKi4upqqqiqamJm2++mSVLltDY2EhVVRWjR49ue8EaOXIkRx11FLW1tZx99tlMnDiRuXPn4vF4uPPOO7noootScbkajUajic3PgfXAncD3RWQtRiVOZ5RSqj/cwO7CuLG6Buiuhu9+jPLeF4H7gKPCP08WkXnt3sNywl/bp1gaO63TDEKsVmvccSs+n6/LJANN37HZbIwaNQoRaRv3l5OTg1Iq6aP+/H4/wWCwwyjFtJGRGxaur/dAuJoM4bpvLagglE83lmk0SSIZmdY/YWQ1v4nx5tyI8QZ9PPAr4H+B3tfKds/LwM3A/SKSpZT6c3i5E9gPxLzVU19fj8lkQinFCSecwIEDB/j8889Zv349Pp+P3NxcduzYgdfrZdu2bW3lwYFAgIceeoisrCymTJnCpk2b+OY3v8nChQu54447kvaCEy1zOtCzqQM9Po1GM2i5vN33o8KPaCigP0TrmIiTvYisB6KmwMKjeq7HMJG6oN3yHcBCjLmzfw8vdoa/5mG8v8FBQRxZp9FokkjnmwUikvR5rRkZGdTV1dHa2kpOzgC5/2TPDgvX/4CrBrISyCqbTJA3HPZ/bpg6jZiphasmaSRDtF4AHKmUqmu3rBZ4U0Q+BTaTQtGqlFIi8ijGHfX/E5ELADdwInBKvB6fMWPG0NjYyD333MOuXbt48cUXmTt3Llarlb1797J7927OPPNMdu3a1WGbo9X4AAAgAElEQVS/pqYmAoEAxx13HJmZmTz11FPk5uZywQUXcNppp6XqUjUajUYTm1giNS0kOnoNuATj5uofOy3/P+Bu4FuERatSqlFEdgGTgE3h7SYTbsnpY8gajSZN2O12MjIGoAm4LQvGnwVb3gLnAcgp7X4fCQvX6i+MHteKOUb5sEbTR5IhWhUQ65aThX4Y5B4Wpn8XkY+BGYANuFEptSXefqWlpSxZsoSnnnqKpqYm9uzZ0zaz9fnnn8fj8VBTU0N1dTUlJSWdz8ns2bOxWCzs2LGDQCDA5s2bcTgc3Hfffb12DtZoUsldd92V7hC469pr0x2CZnAyEmhWSq3tdsuBxVQgBKxuv1Ap5QmXOE/ttP1jwK0ishLwY4x6e1KbMGk0iREKhfD5fAPOFXjAYnXAkV+FrW9D837ITcBAU8KlwrVbDOE66kTDaVij6QPJUFZ/A94QkTuBdRjlwXkYd4JvBZ5KwjkSQim1GSOzmxChUIjf/OY3fPDBB8yZM4dTTz2VWbNmMWHCBF599VWcTmfMO19Dhw5l27ZtfPzxx9hsNo477jhGjBjB9OnTOXDgAMOHD0/WZWk0SWPWrFnpDoFZEyemOwTN4GQp8AhwTboD6SHDgNoY3g97gFkiYlNK+cLL7gKKgQ0Ys9afx2iR6cK++nqmXHZZl+XzzzuP+eefn4zYNZpDjsbGRhoaGrDZbG19qppusGYcFK7O/cZ81u4Qgdxh0FAJoSUw+lRjtqtGAzz6wgs8+mLHyaSbKisBhsbaJxmi9SfAz4B7MVwNFUap0y6MO8LpT+3EYOvWrQwdOpS8vDxGjRrFvHnzyMvL4/HHH6e4uJjS0lIqKirYtWsXRUVF+P1+ABwOB8cccwzr16+ntbWVjIwMHn30USwWC19++SVgZGJ1f6cmHVRUVFBp/ON3oLS0lPfffz/twvX9desALV41SacWozXkUCMTiGVW6Gm3jQ9AKRXAMGnqdi7r0MJClj3xRDJi1GgGDUopcnNzB6fzbyqx2GDsvLBw3Qc5MbXFQUSMOa5N+2DLm8b+1gFYBq3pd+aff36Xm6cnz5/P8jVr9sXap8+3mJRSQaXU7UqpkUABRolWgVJqpFLqjoFcsuR0OnE6ncyePZuvfvWrjBgxgi+//BKz2UwwGCQnJ4c333yTvXv30traSl1dHV6vl2OOOQaA4cOHYzKZuOCCC/D7/ZSVlXHMMcdQVlamBasmbVRWVqKU6vKYMGECt912W7rD47Y//Ynb/vSndIehGXwsA9JfStBzWgF7jHUZ7bbRaDSDnLq6uqS7EicViw2OPN3IoDbH1BZdyS2D1jpj/qvP1f32Gk0Uktp4qZRqIvqIgQFJUVERs2bNYuPGjbz99tsMHz6co446CqUU5513Ho8//jhbthhtsXv27CEQCFBSUsL06dNpaWnh5JNP5tprryUYDFJUVITZbKa0NIEmdY1Go9Ekm59jzGm9A7hdKeVPd0AJshc4WkTsUUqEh2OUDvui7Nctdc3NzL/zTgDOnTuXc088sW+RagY0LS0t+Hxd/1R8Ph95eXlpiEjTE4qKimhoaGDfvn2YzWaysrI6rB8wI43MVhhzGmxbCk27jVLhRBI12SXgqoMvF8O4M1Ifp+aQ4ZUVK3hl5Uo2V1UBFMXaLqVuQeEZrl8qpUan8jy9paKighkzZrBhwwYqKyt57LHH+Pa3v824ceP4+c9/zpYtWzjppJP44IMP2vbZtm0b//nPf/B6vbz++uv86U9/orS0lJaWFv785z9z+eWXM3RoAiUTGo1Go0kmt2LMab0NuFJE1mGMhensttJfc1oT5SPgq8A0YGVkoYhkYHhDrOjtgYtyc3n0Zz/rc4CagU9eXh42W+x+QYfD0Y/RaHqD3W6ntLSUQCCAx+PpIlpramq67cF1uVx4vV4KCwtRSlFTU4PNZiM/v7tR0T3EbIUxp8COFdCwA3KGJSZcs4qgtR6+fBUCNkCXaCeTupaWuOvdPh+OOK8TySQQ5SZLk9tNfmZml+Xnnngi5554IifPn8++2tq6LhuESbXFrQAVKT5Hn5g1axYWi4VFixZx9913s3jxYs4991wqKytpbW3lv/7rvzjttNPYsWMHf//737FarezevZvGxkZ8Ph9333039913H/feey+LFi2itraW++67L92XpdFoNIcbl7f7viz8iEZ/zWlNlEUYQvsG2olW4PsYvazPpCMozaGF2WwmOzvqKGDNIYSIxB1903mSRWcaGhpwuVwUFhbi9/tpaGjAZDIlX7SCIVxHnWQ4BddtNdyCExGumYXgaYK61VBYCHZdBZAsal3xS6+rGhoY308VoS3erlYNB5zOqKI1UfosWkUk3iw6E/0w8qYv+Hw+tm/fzpo1a/B6vWzatAmLxcI3v/lNampqWL58OaWlpeTk5OD3+5k8eTIjRoxg06ZNBINBrr32Wv7973/z6aef4nK5qKqqIhgMYjbrmVQajUbTjwyoOa0ichmGxwMY6QSbiPw8/HOlUuppAKXU5yLyJ+A6EXkBWAwchWG0tJzwjNbeoMuDNRpNvAx8Z3w+H8FgMPHMvNlijLMRE9RuTly4ZuSB2Qb7V0LpLMgoTDhGTXQ8/sQ6YoKhEOZ+cM32BAIJb9uf5cFDMO4SV0VZZwP+mYRzpIylS5eybt065s2bR0ZGBpmZmZSXlzN8+HA2btzIunXryMzMxOFwkJOTQ0NDA1dddRUul4sjjzySqqoqFi9ejNlsZsqUKVxyySXU1tZSUlKizZg0A4o//vGP6Q4BgD/eeGO6Q9AMQpRSXS2z08uVwEmdlt0R/roceLrd8huAncB84BwMJ+T/BX6plAr1NgBdHqw51PH7/ezduxcR0W6/3RAMBnF1k2nrjv379+N2uxk/fnxC27tcLux2O5aKOYZYrdmUuHA1O4xs7b53oXQGZMbPImuio5TC4/dT1dCQ0Pb7mpooy83FksLkWiAYpMkd3czfFwhgs3SUn/1ZHrwWOKCUeqnzChGxY5QID0jcbjcvvfQSFRUV/PCHP+TWW2/lpZde4v333+eYY45h9erVmEwmsrKyyMjIoKWlhenTp7NkyRJKS0tpbGzE7/czc+ZMKioqOOGEE/jXv/7FzJkztWDVDDgmTZqU7hAAmJTgm6FGcyijlDq5B9sGgfvCD41Gg5EhHDp0KEop6urqoppMDUZEhNraWvLy8rBYEv+YHgodvL/VV9OmRCsGd+/eTXZ2NsOHD4eRcwCBmo1h4ZpANs/iMLY78D6UTIWs4X2K+3DE7fezK0HBCuDy+djf3MwRBQUpi6na6Yy5bm9TExVFMZOpcUmGaF0I1MdY5we+m4RzpIRdu3ZRW1tLKBTCZrOxevVq3nzzTRobG1m+fDkTJ05kyJAhnHXWWdx+++1UVVXxxhtvUFdn3AS47LLLKC4uZsiQIYwfP57XXnuNFStWkJOTw/XXX5/mq9NoOvL2228DMG/evPTG8eGHRhzTp6c1Ds2hjYg4lFJ9msuajGMMZHR5sOZQRkTa+nQbGxvTHE3/UVhYSGNjI8FgsEeiFcBisRAKhXA6nWT2onfQHc6O9aTNLbIPJhOMnB0WoRsgL0HharaDvQCqV0Px8ZAzsvt9NG20v1mRKP6B4kQdpt/Kg5VSz8VZFwL+2tdzpIry8nImT57MD37wAxwOB9OmTWPDhg088cQT7Nixg+rqaubNm4fD4aC+vh6n08mIESPaROurr77KvHnzKCsro7y8nK997Ws0Nzfzta99Lc1XptF05be//S2QftH628cfN+LQolXTN3aIyO+AP0cZFRMXEZkI3A58zMGS3UGHLg/WaAYeDd1kxUSkW8EoIoRCIZqbm8nNze2wvP3PAB6PJ2ERmsi5O9PB0dhkghEzAYEDn0PeEYkJV5MV7IVQuwZUCHIHlEXBwGYQVHYOFPfgAY3D4eDhhx8GjDsVgUCAN998k927d/Pkk0/i9/tpbm7mL3/5C5999hmhUAiTycTUqVP56KOPOPvsszn66KMZPXo0ZrOZiooKbrjhhl7d3dJoNBpNj/gP8AfgVyKyCHgWWBUrcyoio4EzgG9jjJfZBdzTT7FqNBoNAE1NTd26AHeHiJCXl4c3ikNreywWC8FgMOoInVjH7TMmE4yYYYipA58nXipssoK9CGrXggpC3ti+x6KJSlplruq9P2+PRauIvNPNJgpwYxgzvQm8pFQfIuwn3G4369atY8SIEezfv5+tW7cSCoV49dVXAdruXG3fvp36+npGjRqF1+ulvr6eI488EjD+2SMvCi6Xi9WrVzNt2jRtQ6/RaDRJRin1HRF5ELgTw8BoPhAUkY3APqAByMAoNRoPFGO8V1cDPwPu72mGVqPRaJJBMpIbNput295Vk8nUI/fgpGEyQfl0Q7ju+yzxUmGTBTKKoe5zUAHIGz8oMokDjQEvymLQm0zraMDBwYnAkUaDyBCoGoxRN2cDVwHvichZSqm+WZqliIiettvtfPbZZyiluPbaa/nXv/7Fp59+Chj/9IWFhQTC9s2BQIDx48czefJkRo8eHfW4q1ev5oMPPgDg1FNP7Ycr0Wg0msMLpdRHwFdF5EgMt97TgEnAsZ02rQFeAP4F/EspldhsgEMc3dOq0Ry+tLS09KovNmlEhCsC+9ZC7hHGsm73M4OjGBo2QigIBUclJnh7QXVzM5k2G9lxZuP2N9VOJw6rlZw0xVTd3EyG1UpugmOPdtbVMTQ3F7vV2uNzuX0+alpaWLd+fcp6Wk8GlmKUVd2rlKoBEJEhwP8AFwKnAE7gVuBG4JfAzb04V0pRSlFdXU1RURFut5uZM2eSnZ3N17/+dYYMGcJ99xlGjpWVldTX19Pc3AwYd8jGjBnD66+/zty5c6PasE+bNq3DV41Go9GkBqXUFuAWABHJBIZjvPG5gWql1L40hpc2dE+rRnP4UFdX15ZcAfB6veTm5nZbQhzB4/G0mfr4/f7kZGhFoHwaB4Xr8MSEq5ghYwg0bTGEa9FXjGW9YGdtLUPz87FHEe8NbjeeQGBAidaG1lY8YdG6r6kJu8VCYZzS7t7koaPt0+rz0eBy0eLz4QgEEhat3kCAnfX1FDgclHTqp45H+zE9qexpvR94TynVQYSGxetNIjIco+zqfOB/RGQCcAEDULT6/X727TM+y2SE/2AnT55MVlYWp556KiNGjOC3v/0tn332WYfG9IsvvpjXX3+dvXv38pvf/IbrrruOadOmdegXiBxDoxkoPPLII+kOAYBHbrst3SFoBjFKqVZgS/ih0Wg0hwWhUIiysrI2N18RwW63Jyxa/X4/jrBQcbvdCfXAJoQIlE81vu5dk3jGVUxGqXDLdupcrQTyxlOa3/MxLd5gEH8gEFW0wsGKy4FIs8eD1WxuE61KKXbW1TGquDgpxw8pxZbqasaXltLq89HSh7FSzR4PIoI1ASOvrdXVOHqRme2NaD0VuCnO+pXA3e1+fhs4vRfnSTlWq5XS0lJ8Ph8vvvgiS5YsYdKkSSxatIirr76aIUOGcPPNN7Nt2zbMZjObNm0iEAhQWVnJ+eefz7Jly5gyZQqvvfYaPp+PM844I92XpGnHvn37mDJlSpfl8+fPZ/78+WmIKL0kOiw81YyvqEh3CBqNRqPRDCqSYaJksViw2+3JF3IicMQU4+ueT4yMa0L7mcA+hPraakJuD6U5s8Dc8wywL07vr7dddnqgEGr3+1edvo93LT0lGGNcTm+e/5BS1Le2YjObY94gaDuvUrj9Pe/S6W2h+4Ru1rX/zwlhlGgNOESElStX8qMf/Yi8vDz8fj/79+/HZrNRU1NDbm4uZ555JtOmTWPFihVcddVV1NTUcNFFF1FcXMy4ceM4cOAAzz77LHPmzEn35Wg6MXToUJYtW5buMFJKRUUFlZWVHZaNHBl9xtkrr7wCwLnnnpvyuOLxyooVRhy6v06jSSm6p1WjSR1er5fq6uo+OwFHIxQK0dDQQFlZWdKPnSwipcimRLKmYAjW4ScYQnT3x8ZoGwyBFFdwiyC2XPC1wIH3oWQGWLqW8waCQVp9vqhlrfGOnxTH5CRjafc7NYvQ4vVit1gwpShWXyCAK8GMfCxUp6/dbRdsJ4xTOaf1beBqEflQKfXP9itE5BLgB8Cr7RYfD+zsxXn6hV/84hc4nU5MJhNnn302Q4YMoaGhAZfLxccff4zZbObll19GKcWrr77KwoUL+cpXvkJeXh42m43Fixezd+9ennvuOb7xjW90OPZA/EfQDC4qKysTviMW6dFOt2i9729/M+LQH6A1fUBEvgAeVEo9lI79DwV0T6tGkxocDgclJSXU1cVsv2tDKYXb7cZmsyVsilRUVERNTU1fw0wpkf7XHhk9icCwyYDAxr+CyqGqJYTDIpQ4uh4nGFKYIh+lrdkQaIX970HZTLB0dGBu9nioaWnpIFqTnTGucTopys7us3gMhkI0trZSlOB0kT2NjeRmZFCSkwMY17W5upojo3jqJMrexsa2LPOB5mY8UTLOTo8HoIsplNvnw+33R+219QeD+ONkg6NlimcdfzxTJ05kc2Vl3J7W3thx/QTDifEZEdktIsvCj93A34BaDPMlRCQDGAk81YvzJISIjBSRo3q7/8UXX4zX6+Xb3/42s2fPprm5mdNOO41rr72WM888k2uvvZaysjJqamooLi4mFArxve99jwsvvJAXX3yRk046iaOOOoqf/OQniEiHh0aj0WhSxgSMMTbp2l+j0RymiEibF0p3uFwudu3aRX19fcLHdzgcHbxU+gO/398//Z0iMGwSZI8Ddy2eQBB3IPp5tzb7qXYHD2bvbPkQ8sG+98Df0mHbaGIosp85zmfynlxzfWsrgSSU57b6fNS6ejZUpX2cleG/pWAfni+X19ttqfHepib2NjV1WV7vclHT0hJlj97R5HbTFBbI8ehxplUpVSkiEzGcGr8GTA+v2gn8Hfi9UqouvK0Howc2JYQHyhcD00TkifC59yS6/969e/nDH/5AMBjkgQceoLy8nEAgwLhx47jwwguZPt24tAcffJCbb76ZBQsW8MADD7Bs2TJ8Ph8bNmxg6tSpTJw4kZ07dzJp0qR+f5HRaDSaw5iT+3CDcOC6b2g0mkMOr9eLUiphMdsTQqEQLperzSipM8FgEKfTGdU8SSnVwVU4Fi6Xq1eOwUopWlpayMjISDzrKgJZo8BWAFVfYLbkxd3cahK8wfBLti0P/E7Y9y6UzQJb94618d4nEjEOSvRYqSBa2W0kQxpSikCMvtR4eIPBhLOWqRk21Dt61dOqlKrHMGOKZ8iUUkTkaeAI4CzgGOBJYA/w+0SPMWzYMK6++mruv/9+5s+fzxVXXEFJSQm1tbXcd999fOtb36K0tJS6ujpmz55NXV0dN910E1VVVXi9XubNm8fRRx9NS0sLtbW17Nq1iwptMqPRaDT9xcnhh0aj0aSVSLvOuHHj2oRNMBhsG5fYF7xeL4FAIKZoDQQCKKXIyspqcw+OYLVaaWpqIi8vvjA0mUxkZWUl7DYcobW1ldbWVrKysjjiiCMS31EE8sdBvQurZyeEio0ZrdFi67zAmgN+F+xbaQhXe89dhQcyPbmjWp2Evy8OkZ7fNE0c7hsicgowGviaUqoZeF9E7gQuEpF7AVFKJWQHduWVVzJ+/HjmzJlDTrhW/G9/+xtvvPEGADfeeCNz585FRJgzZw41NTWceeaZbN26lSOPPJLc3FzMZjOVlZXs2bNHi1aNRqPpH05JwjF2JuEYAxZtxKTR9C8iwq5duygvL0dE8Pv9uN3uts+XfcHhcMTMhLpcLqxWa9Rqv9zcXBrC8zCDwSB79+6ltLS0y7GCvSh7tVqtbYLZ3ws3WACyhhGyW8GzBTKKwNRVmniCUWScNQsCJiPjWjIdSO2s1YE6GqfnedYwIhC5pjRf2weff86HGzakxIgJEcnCyLKehyEeAbYDLwD3KKV6Vqjdc94n3CcrIialVAhoAPKVUkHpwW2BnJwczjrrrA7LvvWtb3X4mpOTw5lnntnWwzBu3DhcLhdDhw4lPz+f8vJydu/ezXHHHZecq9NoUsDTTz+d7hAAePr229MdgmYQoJRanu4YBjraiEmj6V8qKirYuXNnh2UWiwWHw9F7UdcNwWCQ2tpa8vPzAUNc1dbWkh3F5CcYDNLa2orf7+8gWoPBIG63G4vFklCmdd++fV0yun3JyHnsZZCTBXVrwR5duEbF4jDE14H3sWYfC0Q3NopnDDQg6QcROZBE+Mxjj2XKV77CZ59/nlwjJhEpBFYDvwBKgU/Dj1Lgl8Dq8DYpQUREKeUFHlVKNXAwi95AeNSOUkqJyCki8pXujqeU6vAIhUJkZGRw6aWXUtxpeK9SCp/Ph8fjoaWlhSOPPJLMzEx++9vfUlxcHLNsQ6MZCJSXl1NeXp7uMCgvK6N8ANv4azQajWbgEQqF2hxrBypWq7XfzxnppS0sND56FxYW9liQtIRNdbrrx/X7/bhcLlwuV1JFuEkEckdB0STw1kGoY7FkXD1szjAMmuo+g9YDSYspFgNJ7PWF9g7I8W44DKSr7U2m9XYM18XrgEeUUkEAETED84H/BX4N/DBJMXZAHfxrkfCPkZ9bAUc4lp8CvwK6Fa3tn6hgMEhlZSUNDQ14PB5MJlOXGVkfffQRzzzzDPv27WP79u0UFhayZMkSfD4fjz/+eN8vUKNJEYsWLQLgoosuSm8cb75pxPHVr6Y1Do1Go9EcGlitVvbv3w/QJs40B8nMzGwzQTKZTDFnp7piONYGg8G2TG08GhoaaGhoSJ3paO4oQ6HWrDFKhRPFbDOEa/N2aMyAvCO7Ubo9J5nirbeRdRbM3R2nwOGgoVNGPKHz9HiP/qE3plBfBx5TSj0UEawASqmgUuph4C/AfyUrwGiIiDlcEtyZ3SLyE+BW4GSlVFV3x3I6nSxevBin00lVVRXLly/HbDYzevToLplWgKlTp/Kd73yHwsJCPv30U9555x3cbjcjR47s+4VpNCnk4Ycf5uGHH053GDz8/PM8/Pzz6Q5Do9FoNIcIZWVljB07lrFjx2rR2gd8Ph9AFzfhlpaWDkI3Vha1X7KMORUw5ASUpx5CwcS1p8liOAk3bICGLyCqTOgDh2CGdUgSeqkHjg1T70RrpCQ4FmvC26SEsGCNZHefFJHb2q0+G/gpME8p9Ukix1u5ciUrVqxg5cqV7N27l/379+NyuRg2bFgX626Xy8VHH33E17/+db7xjW9gMplobGzE5XKxcePGZF2iRqPRaDQajUaTEjo7Gvt8PjIzMwGjB7elFzM4e+I67Pf72dLYGHVdMBRCZY8gVHw8BFrwtxPY8URzUCkQE2QMgabNULcOVPJ6WfsyE7Uz3fX/qhjfd+ZAH5yDE72egSTVe1MefACYHGf95PA2SaeTYF0ETAG+H179JfAWcJNSal0ix4tYkwcCAebOnYvFYsFiscQ0VProo494++23+fvf/84111zD6tWrWbt2LQUFBfz617/u8/VpNBqNRqPRaDSpIisrq4toMpvNbf24mZmZMct/I+XFmZmZOJ1OoHfZ12AwSCjsJRPB4/djNpnYXltLbkYGJTnlkNuCqXUzVlMuXuKXJIfamgfDwtVZCUE/hHowhicO3V2nNxDAYjJh7lSa3erzkdnJqTlZY2RaU2Xu1al3PBgK4Q8GsZhMXdYlk+5mzvZGtL4CXCUia4D/i5TpiogJ+B5wBfBIL44blyiC9XhgglLKLyJ2pZRLRL6mlEr4GfT7/TidTqZPn95mRz59+vSYf0xTp07l6aef5uOPP6aoqIgzzjiD3Nxchg4d2qX3VaPRaDSadKJH3mg0GgC3252U0t7IWJxon5N7I8QiAsgkQmV9PdlhceeLZFcdxZBhh9r1YMoGEjS6igjX1v3gc0P2xB7H1lN21tWRZbNxREHHmbG7Gho4Ij+fLLs95TEkC1On57K2pYVGtxuH1Yrb7297npJFZOTNzn37IM7Im96UB/8SY7zNQ8BeEVkuIsuBvcDD4XW/6sVxYxIeaxMRrP8ETgCODgtWS9hNmJ4IVjAa+0tKSggEAt3Op1JKkZmZyeTJkwkGg9hsNj744AMKCwvZv38/S5Ys6eXVaTQajaaviMiJIjIp3XEMJCIjbx792c+0YNVoDjH8fn9Cs1Obm5vjuirb7XZCoVBbP2tfiGRgO/fEdm6nSxRv+DgRkRQpWe0ggB1DoOArEHBBMPESZERQ9iLwNkHtZxDs+/VD/HLZWDcGQn24YdCb+bnJJhJ9qnqaZx57LNd+85sMKykBiDnypsd/ZUqpOhGZAtyMYbg0NbxqO/AYsEAp1fsi6+jnjGRz/wlMA8a3E6yB+HvHPS6bN2/G4XBgsVjiZksj/0CbN2/G6/Xy8ssv4/f7KSkp4aKLLuK0005LWrpfo0kFzw8Q86PnFyxIdwiawclSjCqfa9IdiEaj0bQn4oGS6GhEs9mMUoqGhoaopqDtcbvdcZ1/LRYL9iRl+SwWC36/n9bW1j4dJyLEOos5q9mMO1rJa0Yh5E8A/5eGK7A5sesJKgxzJn8z7H8fSqcbs10TxBcI4A0EyOlmFFCEzhnKRGhobaUg3E8cDRExTKD62QjKncBNjtYk3AgB8CdYctyrWyNhUfqz8KNfEJERQAlJEqxg/KPv3r2bI444otsXhQg//vGPsVgsnHvuudx11104nc6ErcI1mt5SUVFBZWVll+U9ca1O9G881RTr/xVNaqgFeu7tr9FoNCkmLy8Pj8fTJUMZC7PZzJAhQxLKsplMpm7FcLxMq9/vT0oWtifEOl9c0WfPh+wZUPOh8XOCwhUAWx4EnWHhOgOsWd3u4vJ6afZ4aPZ4GN9etMYRjz2VlUopqp1OMiwWHAmU3KZKtkY7blVDQ5dlbcm58NddUbZJJb3L56cBpVSViJymlFLJEKwADoeDSZMmMW7cuIRLG0aNGsUf/vAHAKgPEGwAACAASURBVDweD4sWLdLjbjQpp7Kyss9lGU8++SQAl19+ed8D6kscr7xixHHuuWmNQzPoWAbMSncQGo3m8MPj8XS7TTqr8Ww2W5txUmcCgQAWiwVbH/sUlVL4fL5eHSfRTJvXVkgw/wSyGsMDQnokXPPB1wz734XSWWCLPQ5GKcXuxkYyrQn20IYJJFjK2/nzXFVDA+NLux+84u0n46XOdPn8mabxP90qNRH5dm8OrJR6qjf7dXNMFf7aZ8EKxt2pWE7BsXjqqae45ZZbuPvuu5k0aRJNTU0ccURynMk0mlSiRatmkPNz4EMRuQO4vaceBxqNZvBiMpnYvXs3drudrKzus2w9QSlFVVVV0o+bTHJzc2loaMDj8ZCfn98l42uNI84io2zilRiLCHa7vdf9l74EM9DVTiduv4XxJTOgehWgwJxY6S4QLhVugX0roSz2Pc6IJOtpL2qsGxOxMsixjh4rSbGnqalH8SSKt5vfv3mAtD8mkl58EuP32pOIFZB00ToQuOWWW2hqauKWW27h3HPPZcOGDfzud7/jmWee6WIRrntcNRqNpt+4FVgP3AZcKSLrgP10/VyglFJX9ndwGo0mfQwfPhyfz8fu3btTeo6Bis1ma8sGZ2Vl0dQD8bN7924CgQDjx4+Pu53J1BtvV0NcmE2mDuNOBGh2d+32aBNPmSVQMgMOrAIbHYRrSKm4ZcZNIQe5Jg+y/10wTQBH7Jal7kawbD5wgIqiImwJVGt6/H52NzQw1jAbMoghTgOhEM4Esvf9QUgpGjo9Fy39XE4eIRHRekrKozgEiAjQO++8k5/85CfceeedHHPMMXz22Weccsop1NbWUppAal+j0Wg0KeHydt+XhR/RUIAWrRrNYYSIxJw9mgoCgUDc7GWqUUrhdDrbel0zMjIwm829yoRmZGTQ0tKS7BCjEjH/sVksVHd3zswSI1t64ANQIGFJE1RgipMz2u8OkpGTiV3MUP8FyNFAJ8+POBnWYLt1CiNLmYho9QYCbftGMrixzhIIhdiboqzqoUy3v2Wl1PL+CORQ4YorruCKK64ADDfWiRMn4vf7KSwsTHNkGo1Gc1gzKt0BaDQaTUZGBjt27GDcuHG4o2QL+4OIOE1GyXJEsHZnIhUMBnG5XAk7JEcjVoViTE8PRzGUzYb970Ewg85zXOu9xu/BH4qyvyUDLEFo2AD5GZDdtdUv2nmVUiil8Id/x4n2sUaEqr/d9ol4lQS7Ebj9SapG3iTKIWPENBCZN28ebrebE044AZ/Pl9a7ahqNRpNsRORYoEkpVRX+eTSGa3yeUurCdtuNABYC9cBmpdTdIpKFMc/bByxTSj2TyliVUl3ttTUajaafKS8vZ8uWLfj9fmpqaigqKkpLHBaLpdfzUyNERIrZbO7WbConJ7axUaJERGvnslxfZEROtJ0yCmHobNj5XnjGzcHP4k2+6OW9/pDCbhYwWcGcDTUfgQpATkWH7TpnVSO4/f4251yTydRBiEbD4/djDWf6t9fWMiwvr8sxU0Gy2xR7WwKetPOn9eyHOPn5+Zx++uksXry430onNIObiooKRKTLIxkO1YsXL2bx4sVJiLKPcSxcyOKFC1NybBE57P4RReQvIlItIutjrB8vImvbPZpF5IbwugwRWS0i60Rkg4j8ptPuJwCjIz8opbbH6Ac9FnheKXUFMDm87Pzwsu8DX+/rdfYEEckSkckiMrc/zzvQqGtuZv6ddzL/zjt5ZcWKdIej0Rx2WCyWtInWzgR7mOGLICIxs6eh9n2oSRRI/k5ZXQk/PLHcc+2FUDQZQj4IxJ4hu7XJ13a8gwe3gL0Iaj6Fpq1dzhuN9gZNAuzuZvRLrcsVd/2hQqrci1evX8+fnn2WvdXVADH/YXSmtReEQiFaW1vJzMzkueeeY9myZdjtdq677rp0h6Y5xEnGaJtYZMYZXt2fZCY4pFuTME8CDxLD/E4ptQmYBCAiZmAP8GJ4tRc4VSnVIiJW4F0ReR1oBn4IjAecInIx8Cul1IEYMawCnheRK4Cnw8uOAD4Pf987S8keIiJHAA8A5wJmjBvZlvC6OcCjwDVKqWX9EU+6KcrN5dGf9ds4dY1GM4DJysrC5XJhNptxuVwEg8Ee9fmGQqEu5c4Wi6WDGO6te3BnTCYTdDqWzWzGG+/4tlwoOAr8GyEgYDn4mccVUARCykjERj2hBTKKoe5zCAVQuUfGja+zmPX18rrbf95TSg0YA9dYUaTq8+m0Y45h2jHHsGrNGvYcOFAXazudaU2QSA37zp07ueGGG/jss89obW3F6/VyxhlncNFFF6X0/I8++mhKj5+Oc/XnNaWaQ+H5eeihh3jooYf65Vxx43juOR567rno53vhhaScQ0R+IiLrw48b2i3/hYhsEpF3ReQfIvLTPpxjooisEJEvRCQkIkpEbk/KBfQApdQKjLLcRDgN2BYppVUGkey0NfxQSqkvlFI/AP4K/EEp9YM4ghXguxii9lTgnPCy3RjCFfrhvUZEhgIfAt8AXgU+oON774dACZDaF2uNRqMZgERuXDscDqxWa4csaXeEQiEaGxsxm80dRt+0vxluMplobY2d5YxGZNRNZE5od6LN0l15qjUbSmdC0Nsh4+oPqZilwm2YzEaPbONGaNgIKtTj8l1Ppwxxewfg7q6tp+N1UkmsSBL/i0kNWrT2AK/Xy6233sq///1vnnrqKRwOB//85z+5/vrrKSkp6VLSmUwOBVE0UM/THzz66KMxS3t78kikDLi3v7dnn32WZ599tsfXlWyefestnn3rrejne/HFqMt7goicgCGipgMzgO+HS0WnAhcAE4GzgCl9OEcGsAj4qVLqaOBO4F7gVwnuv7JTyW7kMa+3MSXIxcA/OsViFpG1QDXwllLqwzhxF4nIn4HJInKriMwUkWuAN4AfhtftDG/+AnCBiDwMvJKCa+nMrzBE6elKqfOBDn9k4bmtK4HZ/RCLRqPRJI3a2tqoIrM7c6T2FBQUMHbs2LafGxoaqKmpSWjfvLy8bvsZIw7FPaGzi25kVE2sUTMJfba25+MrnoEKeAzxGiaWJvSF1EGjJjFDxhB8DVuheQeorhnU7qTl/qYmWrxeGlpbe+QA3N14nf6kt5njVKPLg3vA5s2byc7OJjs7mxNOOCHtDcmagUUqS3s1PWIO8KJSygUgIi8AczFu0r2klPIAHhHpi5CaB6xRSq0O//wZcKZK8A9AKZVwr6WIvE308S0/U0q91IPj2DB6S2/tFEsQmCQi+cCLInKMUmp9eN2TnbatA37Q6dAfhL9e2GlbF8bNg/7ibOBlpdTSONtUYfwtaDQazSGD1+tl2LBhHZZZrVZqamoSNgHtPPanIdyHmZ2d3WU7v9+fdIPRyNtjIsIzFAphNZkozs6mye1OKOPZvt91R0uAwpwTwPmJoVYt8duSPAGF1WbE5VdCVSAP/DWGaM0dE3ffztfT5PHQ1IsZqzvr6hgfZ3RmcACJ2nShRWsPKCkpoaCggP/+7//mlFP0+FqNZrDQ2RU3AefbYzjYrwlwPLCmB+dbCUSzWvypUurt9guUUsnKvp6FIbSjlvkqpRpFZClwJhDV1GmAUwps6WYbP9D3GRAajUbTj5hMpi5OwDk5OVgsll7fLBeRqPtaLBbsdjvBYLCtNS4ZHDhwALfbzahRo/AnYugTFoOtCZr/mMOJpLqwMarXlAEFRxulvgEPPuvBUuaYva3tz23NBW8DNG2GkmIixal7Ghs5Ij8/oZhi0ZsZrKYkV3AeimjR2gPee+89GhsbsVgslJSUpDscTT9QUVFBZWVikzSS4fCrSQorgSdF5G6MnsbzgMswXu8eEZHfhb//GoYxD0qp7cCVIvJ8+BgR59tXRGQR0Fm01gGnAojIuPD2s8I/Xw6cBGwHQkqpOzsH2JNMaxK5hK6lwUMAf1iwOoDTgd/HOkA8MS8iRwE/wpjSvgRD+P43xu/6aKXUrOReThfqgfJuthkH7E9xHBqNRnPI4HQ6u5Qeiwh1dXVkZWWRkSTzRLfbjc9nuPd2Z9gUVApCoV4JtUiWUykF1ixDuDZuRAKtgHEtKk7utu2MIoa5k78FDqyCwuMPbpMkAalr83rG4Sxax65du5aTTz454R08Hg/bt2/H4XDwxhtvkJuby6ZNm3p0jN7SX+fpz3Ml4zxr164FGBtlVY+e31WrVuH1ersst9vtnHTSSd3u/8knn1BRUTGgf2/h31WP9k3oXPX10IMSorWbNxtxzJ/f9XyVlW3Lw9tFe27jopRaIyJPApHS3ceUUp8CiMjLGKW8BzAypbFud3bnfPsP4OvhMTO1wCXh0tkIbyilFonIP6Lsm1TC5zgZKBaR3RiGSI+H1y0GvodxnacDV3XafSjw17CrsAl4Vin1apzTxRTzSqmNwA9ExAQ8pZR6GFgpIv8FfJSES+2O9zCekzKlVBdhKiJHYmSR/9YPsWg0Gs2AJpJBDQaD5ObmdlgXCoXweDyYzWZsNhtA1DmtERHankAggMfj6VJ23Dlja+7OdMlsbptt2hvaWvismVBwNOL6EvxusEQf3+P0hbCZBUvnsKzZEHBC9YdgORLM9qj7J4M6PT4zLoezaK1pampi+fLlW7vftI0ioADwVFVV7cG4STJ0+fLl+1ISYUf66zz9ea5knGcsEM1JoKapqSlr+fLl0f7G9wIJndfr9bJ8+fJENj1knp8Erycp54obx5qo1bRDl69ZEzlfrOc2Jkqp7PDXPwB/iLLJvUqpX4tIJrAC+CTGoSLOt2uJYlgXdtw9N04okaFsKa/nUUpdEmfd2e1+7DL7TCn1GQfnqrYhIscCv+u0+Aq6EfMi8nXgag6OvQG4FIg22zXZ3IPhHLw87BidGY4pCzgRuB/D/PC+fohFo9Fo+ozL5aK4uDjpx41kViM9rt0ZKGVkZLSNyGlv/hStzLepqYna2lrGjx/fbRxB1THn6W+XgbX20Temw5uvxUFT1gTwfRl2Fe7YneMOhmjwhnCYheFZUT422grA3QjNX0DBBISCvsUToZOQHyzzXFPFYStalVJdPqhpBg/6+dXE4FERORqjRuivSqk1YLjiYjgATxaRW4GFwIMicg7943w7oFBKfY5RPt2BcCY3nph/GXhZRF4D/i4iI4AmpZQzxSGjlPpQRK4CHsYYeROhOfw1AFyhlNqQ6lhSiYh8E2OG7iSgVilVkd6INBpNKnA4HNTU1EStAksWkSxqLJxOZ1vvbIS8vDzq67tOWRMR3G53zJnw0Upq/YEAJg6OUukwt7T78OPi7Px7sziMOa4NG8HXAra8g9v6DroYxzyvLQ9cTqjfQK3FBNi7xBwPXQrcdw5b0arRaA4/lFKXxlgezRW3V8637R13lVIX9+YYA5gXaCfmRWQmMFkp9ZCInIxRPmwHFoe3vxJ4or+CU0r9JWxydQ3GuKMijNLoVcCDSqlN/RVLCmkAHsQwnvpxmmPRaDQpwuFwJK2fNBZut7uLwRNEL/uNEKufs3OsgUAAi8VCXV1d3B5Qu9WKO0rGNiNO21FtSwsOq5Vmj4eheXkxt+uCJQMKjwbPJvA1AUapcCTfq+jGpMmSAUEvrdXrIG8C2HPjbJxcEjWkGsxo0arRaDSahIgxxuaD8LplwLJO2yc0tzaZKKW2MIjFnFLqLYBwr7BGo9H0CZ/PR1ZWckzVTSYTbrcbOFiCXFtbi4jEHJ9j7kUZcJ3LRb7D0XPRCkZP6pAp0LTGKBW2tMsMJ5IONdsNk6bGLyB/Ar5gYr87b5SZujr72jP0oFGNRqPRHPKIyOUi0p17cDLOc6uIPCci20VEicjOONuaROTHIvKliHhEZJeI3Bfus9VoNJq0Yrcnx1SofYmsKYoIdTgccbO3/Y4lA8pmgckCgYN9pN5QgjLSZDPEbuOX1NVVJbRLne5X7TOHbaZVRD4FhgA9MWLSDDzGAjWde1j18zso0M/t4Cbq89sH/gIoEdmOMXLnHeAdpVRtko4f4S6M8TprgO6G9d2P0X/6IoYB1FHhnyeLyDylVNucCRH5J3BRnGOdEs5mazQaDUAHU6R00l0c7cuDextzCAi2G83j62ZsTjx8gQB+WybkHwWNm1B+F1h6eC/RZDX2adoMaiw4hvQ6Hk1iHLaiFRiSl5c3fNKkScMjC7Zs2UJ1dTWzZ89u26ilpYUtW7Zgt9sZPXo0jY2NbNrUtS2qvLyc0aNH90/kmjbWrl1LU/QhzV2e33js37+f7du3M3r0aMrKyti2bRuNjY3k5+czZswYampq2n4eMiT6C9P+/fvZv38/xcXFDB06tIsbn9PpZNu2bYwZM4acnByUUvj9fqxWa9sLeigUoqWlhezs7La7lX6/n+rqarxeL/X19RQXF1NRUdHh2PX19TQ1NbWV+Cil2LNnDy0tLRx11FExY/Z4POzZs4fhw4e39aM0NjayZ88eamtrmTlzJo2NjWzcuJEpU6aQlZXVdZ/mZkjBG+fa7dtpin5nskfPbVJiCY8LmjRpUn+dMi3n7E/i/O/2lmuB0zDG/8wHvo8hYjdwUMQuT4Ip1JjwXF/CI4+yo20kIl8BrgdeUEpd0G75Dgyjr4uBv7fb5fvAdXHOm9RflkajGRyISNIyphEsFktMcdkXoWy1WrvMhE0Uswj+BE2PusMkQm1LC5htkD+BUOOX4G/BZs+Jun1MsyWTBSw50LwVQkHIKutRHImaOGkMBpVoFRFRif8FbJ00adLwpUuXti24/vrr+cc//sHpp5/OeeedxxdffMEjjzyC0+lEKcWcOXN48sknuzStBwIBmpubaX+scDx9vSRNN5x88smxxhZ1eX6j0dTUxNtvv83VV1+NiFBfX8/atWt56623WLp0Kddccw3Z2dlYLBaWLVvGvHnzyM3NbXtunU4njz/+OM899xynn346H3/8Meeccw633nprlxKZk046qa13ZOnSpRw4cIC9e/cybNgwysqMF7pVq1bxySefcMIJJzB9+nT27dvXFltjYyM5OTnccMMN/L//9/9YunQpp5xyCnl5eTidTt59913q6+t55513WLVqFR6PB4vFQlNTE+vXr4/69/jTn/6UN998kzlz5nDPPfcQDAbZuXMnv//973nsscd4/vnnWblyJRdffDFPPvkkRx99NFdffTU7d+5k0qRJPPzww6j//IdGs5nX3n+fc2bNoqCwkH179/LE4sV89+yzGTZsWLfPY7R/2lPmz2f5mjUxn9tly5Z1e9xkEZlVO9jP2Z/E+d/tFeG5sA+L8Yc+CUPAngbMAY4FfgQEReRjpdSsPpxne4KbXoIx5eCPnZb/H3A38C3aidawmE65y7JGoxlcOByOpH/eHD16NM3NzRw4cKDLumhjbmL1q3amL3FazWY87QRzd3Neu6M5MnfWbIX8CdC4CfxOiDLOJqTiCVezIVydO0AFIWuY0fOqSTqDpqdVROxKKRUebN8rInd/7rvvPq688koWLFjAqFGjmDZtGnPmzOF73/se99xzT9v2c+fOpbCwEIA//vGPfPjhh20N6JpDg7fffpt33nmHCy+8kLy8PBYsWMCWLVtwuVx897vfJTs7m7179xIIBLjgggvI69Tw/+677/KLX/yC1atX869//YszzjiDkSNH8tlnn3V5Yb/33nuZMmUK9957LwDFxcUMGzaswwy24447jhEjRrB48WL27dvHE088QV1dHfX19bjdbqxWK3l5eSxZsoTly5fzzjvvAJCTk0NRUREPPvggBQUFjB49mrFjxwJw9913x7z++fPnM3XqVObPnw/A+++/z4033siWLVsA2Lt3b5dsWEFBAXa7nYKCgy/sr73/Pks+/pjX3n8fgCcWL+Y/q1bxxGuvJf5kDGBmzpzJzJkzB/05BwPK4FOl1L1KqbMwHIR/jDHz1wJM76dQpmJUtK3uFJ8HY2TQ1N4cVETMIpIBWI0fJUNEUjftXqPRHHZExKVSqkNmNNiHktxE6EnJbzwDp5yeZp7NVsgfb/Spehu6rPbEtRTGEK62XHBVQcsuUIllk7uM5dHEZVBkWkXkccAtIrcppZpFxNS+VyhRNm7cyKhRo1i3bl3bDCqPx8PPfvYzamtr8Xg8zJ49m9GjR1NXV8enn35KS0sLZWVl+P1+VqxYQSgU0h80Bzg1NTUsWrSIiy66iHnz5hEIBJg0aRILFy7EYrHg9f5/9s48Lqp6///PMxvMMOw7iqggKqLCVdDc9z3TMk273VKzr93Mm5ott27mNbt1227drPRW9uta17Q0zY1yySVUwAUUBBSUTRSGbWAGZhjm/P4YmKRAAcH1PB8PHyNnzvI5h8PMeX/e7/frZeL8+fOsXr2aWbNmUVxcjNlsxs3N7XclOIMGDSI8PJyEhAS0Wi2iKHLo0CEyMzORy+X06NHDnnGNiopi//799m0VCoU9w1qHWq0mKSmJn3/+GQcHB2bPno1MJmPcuHHs3LkTf39/AgMDWblyJW5ubpSVldl91J5//nmSk5PJysrC29ubqKgoXn75ZcLDwxu9FnK5nBkzZiCXy6murub9998nISGBqKgofHx8iI6ORhRFevToYQ+CFy1aREBAADNm/Np+N3HAgHqvsydMqPf6W0pLS9kdH8+oqCjc3K7VFnjz+cc//nFXHPNOQRCEEH7NtA4HPLBlPTOwlQrfCAKw+ag29FSSBwwQBEElimJz1Ukeob6NUCWQBXT87Yr5xcX0feSR3+3gialTeeL++5t5WAkJibuJusD1ynalltKcMli5IFAjitdVOuuqVjc/IJQrbT6uprNg0IPy186PUrMVT4drXANBBkpXMOaB1QzOnWzB7FUoMRqbN8Y7iJjYWGKOHKm3LCMnB8C/sW1u+6BVEAQNMAE4AywXBGG5KIqlTSkVvnjxIlFRtsluURQ5ceIEcrkcuVzOgw8+iFwux9XVlX379uHn58e6dev4/PPPKS8vx83NzZ5VvXTpEitXrqRTp06MHTu2jc9YoqmkpaURHBwM2Myw63pMQ0JCqKioAGDBggUMGzaMAwcOsGLFCpYtW0aXLl3Ys2cPe/fuJS4uDo1GQ58+fdi5cycmk4kFCxbQrp2tndLZ2ZkPP/yQFStW0KdPHyIiIvj666/p0qULmzZtQhAEevTo0aySmNmzZ9tf/f39efrpp4mPj2fhwoU4OTkxffp0YmNjcXR0ZP/+/eh0OuRyOXq9Hi8vL3r06AHA1KlT8fb2xs3NjY8++ogHH3wQHx+fescKDAzEYDBw7tw5DAYDEydOxGQy0bVrV+bNm8ekSZMAWLVqld2E3NvbmwUL6rfeuXt48MdJk6g2m8nMySHQ15e/Pv44jZ317vh49h47BsC00aPtyw0VFWz7+WfO5uffWkqDErc8giA8zK+BantsQWo+sIvanlZRFJsm89g6aIDGnpqqrlinWTd6rQ/wF01Z19/Dg5/X3jCbXAkJiTuIOo2MK/U5Wlrea2xGcCYIAogi6iaWHLcmokxps8OpOALmClDZAldrUwNoQbAFrlVFYK0GlxBbMCzxO8YOGMDYAfU7dR554QWKS0vzG9vmtg5aa0uBLUAqkAa4AMsEQVghimLxtbYPCAiwl1fGx8fTv39/nJ2dKSsrY9euXfzlL39h7dq1HDlyhIiICHJzc6mqqkKpVGIymZDJZMjlcmpqauxllFu3bqVXr15tedoSTcRisdChQwfc3NyYOHEis2fPRi6X2zOtDz74IAaDAQ8PD7Zs2cKRI0d46623WL16NU8++SQ5OTnodDry8vKwWq1UVVWRn59PQkICX375Jf7+tsmggIAAli5dirOzM5999hk5OTnk5uaSkZHBxYsXeeONN1CpVKjVavtsZUPzKdXV1ezcuZP//Oc/zJw5Ezc3N0RRJCEhgSO1s1H9+vVj/PjxmM1mzp07R0FBAR9//DEARUVFODo64ubmxrx581AqlbRv356PP/6YrVu3UlhYyLJly+odLycnh/z8fPbu3UteXh7z58+nb9++7N27l8LCQjIzM3FwcMDb2xtRFK/6hVVpNLLjl1/svS2dAn/vPiJiiyRG1U4WjYqKqtfPeujkST787jv0RiOGun6TW4AHHrDp6Hz33Xd39DFvc/6L7Rbbi61ndJ8oiqk3cTxGwKeR9xyvWEdCQkLihtKUMt+Gsqu/FZhsiLrnG4vFYp/slslkTRZgkstkWJop1lRUUUF1a5Uuy5XgGgr6s2DWg8oFtaIZmWZBsJUKV1dAaSq4hdq8XRvASaXCIE3QN5nbuqdVFEVrbWnVN0AisBNbidQzgiCMFwThvmvtQxAEBEEgtrYXz2AwIIoiZWVlbN++ndOnT1NVVUVlZSVGoxGLxYLFYqGqqsr+/7r9jB49mrlz57bV6Uo0Ey8vL+bPn8+oUaNwdXXl9ddfZ9OmTWg0Gp5++mm0Wi16vR6z2cyyZcsYMmQITz31FDt27OB///sfkyZN4r777iMqKopevXphMBhwdnZGr9ezdu1a+73j4+NDSEgIKpWK8+fPU1FRQWFhISUlJfzvf/8jOjqamJgYCgsLr/qhnZOTwzvvvMPBgwd56623OHXqFF9//TUzZsygoKCAqKgoEhISyM7OZvbs2fZMqrOzMxqNBrPZjF6vZ9u2bfznP//B398fmUxGcnIyBQUFZGdn/+54586dw8/Pj9zcXJKSkoiJiWHy5Mn4+PhgNpt58skn0ev1diXBzMxMqqur7ecuCAIybIFo0rlz5Oh0VFdXE+jri760lO9++omy0lLAlkX9OS4OQ0UFrm5uPDB6NK6/KQ0O8PLinh496NO1Kz63UNlwUVERRUVFd/wxb3PM2G7FocCfgIcFQRgmCILqJo3nIuDVSL9pO2ylw236tFKk1/PEypU8sXIlPxw40JaHkpCQuEWoCzavpvLr7NywSm5rYKhV/a+urm6RUrCyCYHxlegrK9EZDNdlgfM76gJXlQtu6JG3JMGs1ILVBCWpoVwLLQAAIABJREFUYGl4Ev5mZJNvReJOn2bVhg1cLCgAmw5Fg9zWQesVCMAwURS/BdYAg4FNQCDYlCqutYPY2FiCgoIQBIGwsDCioqJIS0vDxcUFd3d3Bg4ciF6vb3T76upqsrKyyM3NBWx/tHv37rWXoUrceHx9fZkxYwbz588nOzub7du38+qrr/Ljjz8CoNFocHFxQaPR0KVLFz7//HOqqqr46quv+Pnnn7l06RJPPvkkb7zxBtnZ2RQWFlJZWUlFRQWDBw+2H6euN3X16tXExcVx6dIlIiIi7KU12dnZPPHEE5w/f95eUq7T6Vi1ahWFhYX2/QQGBrJkyRIGDRrE0qVL6dmzJ0uWLKG0tJQvv/ySqqoqfvrpJ8xmM5s3b+bChQsMHDgQLy8vXF1dcXFxse/r22+/5ZNPPsHNzY1x48YRFhZG3759+eCDD9i1axeVlZUEBgbSvn17qqurWbBgAf3792fq1Kl07tyZKVOmkJmZyf79+3nppZeAX4PcHFvPwe/oFRLCPT16MGHgQFQqlb0EeHd8PABxKSkcPn2auJQU2/6ys/nrBx9wJiWFfbXBbLfOnRk/ZAj3jxxJy0TxJe5i3IDRwNvYvttewFYWXCIIwk+CILwgCEJUU74PWon42nFEX7mwVkQpAkho6wF4uriw5qWXWPPSS9w7ZEhbH05C4pZGEARqamooKyu7o90dZDKZ/fmjMQICAujatWubH78uo3u9PbFXI7+BZ/Nr/X5rrhJM26u/ZIrawNUDser34kxNQuFkUxQuSYbqBi38JIDo8HCemj6dAFsLW6Oz9XdK0PoVUDfFYgJ6Y8u8dhMEwbWx3la9Xs/Ro0fZu3cvP/74Izk5Ofj4+ODr64u3tzcymYySkhJEUWTdunXXHERiYiJLly4FIC4ujsOHDxMXF3eNrSTaGrlczmOPPUbHjh1Rq9VkZWUBtg/R3woM9OrVi4cffpjp06czffp0du7ciYuLC//85z8ZNWoUnTp1wmQyNXg/LFy4kIkTJzJy5EhGjRrFG2+8Yfc+LS8v55lnnmHLli2UlZXx3nvv8cYbb/DBBx9QVlbGpk2bMBqN3HvvvWzbto1Zs2ahVqt55513cHd357333mPz5s2kpKSQk5ODs7MzTk5O+Pj4kJ+fT2ZmJlqtlsArSnI3bNhgt6t59dVXMZlMbNmyhVWrVvHkk08SFxdHZWWl3Yf473//O7169eLIkSMkJibi6emJ1WolPj6eM2fOEBgYSEhISL1jXIlGo6F/r15oNBrAVvo7ok8feylwdFgY94SHEx0WBsDH33/PriNHeOnTT/l440Z+OnoUpUrFoIgIwjp3xlF1sxJkErcjoihWiaK4RxTFv4qi2A/bbO39wKeAH7ASOMJVvhBbmW+wPf8885vl87D1sn51g8YhISGB7VkgKCgIf3//eur3Eq1HY5lVi8XSaoFroLv7Ne1uHBRX735sco+qTI7g2QMcvRpUFW4SCjUgg5IUMDWe/JK4Nrd1T+sVyAAPQRBeB2YBfwUqgFHYeocaNGU/ceKEXenXycmJvn37Ul5eTlpaGg4ODgwdOpSwsDAuXbrEgdrSKj8/P8rKyqisrMTd3R1XV1cyMzMZPXo05eXldkuc6Ojoeq8SNxdPT09WrVrFpk2bGDNmDFartcEPULVazcSJEwHYtGmT3Xv3/vvv56uvviIjI4O3336bZ5991r6NxWJBp9MRGBjIxx9/TEZGBkVFRXh4eLBjxw7eeecdfv75ZzIyMuxK1KdPn6a8vJwzZ86wZ88e9u3bR0FBAWVlZfzpT3+y98s+/PDDzJo1C0EQ7KWiI0eO5MyZM3Yf1/bt25OQkEBkZCSRkZFkZWXxj3/8gwkTJmCxWCgpKWHo0KH07NkTmUzG0aNHOXz4MPn5+axcuZIePXoQGhpqV0Z2cXGhrKyM2bNnk5GRQWFhIStWrODrr7+2C1s1hboS4DqctFqGRUfbxZkeHjGC9OxsQkNCOHbqFJdqy4iVKhWdAwPv6JlwibanVkn+EOAAqLH1l3oDrlfd8BoIgvAIEFT7ozegEgTh5dqfs0RR/G/t8U8JgrAKWCAIwiZgB9AdWAjs5wqP1rairjwY4N7Bg6Vsq8Rdz28dAG404nWq4t4MmtLHeiWNBa4ODg7U1NRQXFxsLyGud5xa1eCmUtWAX2yTac7zhSAHj3DQJ4Oh0Nav2lwUjjZF4dIUcO0Cjo1WwN6VxJ0+TXxKyjXLg++IoLVWLfgn4FXgOVEUP6kVafpBFMUGA1YAf39/CgsL0Wq1LFy4ELVazb///W/y8/MxGAyYTCaGDBnC4sWLmT17NikpKbRr146QkBCMRiNOTk64uLgQFBTEfffdx2OPPWb/QHRycmLEiBE35PwlmoanpyezZs1Cr9djNBrRarVXXX/kyJH215qaGnQ6HR07duTjjz+uF1DpdDouXrwIYFfi9fT0xN3dncDAQObNm4fRaOTcuXMUFxfz/fff89BDD3HmzBnmzJnDwIEDATh+/Dj79u0jLi6ONWvW4On569+tKIo4Ojoyd+5cBEGgU6dOiKKIp6en3dLGYrFQVFSE1Wpl/PjxJCQk8NVXX/Hhhx/SqVMnPD09WbhwIXl5ebz88st4eHhQWVlJZGQkOp0OLy8vzp07x8svv0xQUBBOTk58++23rFixgr/97W/Nvt7VZjM5ly8T6OuLsoGsaVZxMV2CgggLCMDFxYWMrCzycnNp1759s4/V1pw8ebLBkrKgoCAuXLjQJsesu/8kmo4gCE7AEH5VEe6JrX1EwDZ5uYXrt7yZi61v9kpW1L7uxyYIVcczwAXgCWAioAP+DbzSElu25lJXHiwhIXFrUFhYiFwub9Ny2dZCEIR6JcRyudwutNgYWq32mm1xdd7vMsBksaBuYVXVDbuGggAyGXhFQEWCLeOqdG5e4AsgU4FCBmXpUNMJnPyuvc1dQnR4ONHh4Rw5fpy8y5cbrYa6I4LWWv4L/CKK4tErfFobDVgBCgoKUKlUmEwmrFYrn332GXq9HplMhslkoqqqCjc3NzZv3oxMJkOhUFBVVcUzzzyDg4MDn3zyCSUlJQwZMgSVSkV6eno9T0wpU3TrUVe6Wvd6NVxcXJg6dSoAWVlZHDhwgCFDhth7n81mMzk5OXh6emI2m+39z1arFU9PT1xdXRFFkYKCAtzd3ZkzZw4//fQTWq2WTZs2IZfL2bZtG+PHj2fq1Kncc889nD17lurqarZs2WK3vgGbXHxdT3Vdr8hvZ2vLysrYuXMnwcHBnDhxgoQEW8vco48+Snx8vN1nNSAggI8++oikpCTCwsJISUmhqqoKg8HAwoULOX36NBUVFfTu3RtfX1++/vrqCaHs7Gw++vprHhs7llKzmV61olTHU1Mpqv1y6nxFSXHdqAdHRCAIAoN69+ad9es5mJiIk1rNq08+iaGigtLycqBR15wbSllZWYOz4235N96SiYK7GUEQDmLrH1Vgu28qqbW6qX093hqBoiiKw5qxbg3wTu0/CQkJCfz9/ZudvbwVqHv2yc9v1JGkWSgEgeqGvlev+L9KocDTyYmiBjKzNwr7eGQKcAkGfQaYikHp0oLAVQEKZyg/D1YzoqZt+orvVO6YoFUUxUKgsPb/TXow8fPz49KlSwwePJjVq1dTXFyMTCZDFEUiIiJYu3YtGzduZNu2bYSFhWE2mwkKCmLz5s2Ul5fbBX1CQ0OZNm0aoaGhUqB6i/Hb34cgCA1mWK/1eztx4gQbN27E2dmZjh07Ar8KE2VlZVFdXU1+fj6dO3e2B4dgCyzHjx+PUqlk1KhRTJgwgb///e889dRTbN26lWnTpmGxWFAqlfj7+/PRRx+xefNm7rvvvnpjujLYrlv+21nG77//nh9//BF/f398fHyQy+V2b7QXXniBt956i8DAQJRKJWq1mn79+nH58mVMJhOOjo7ExsZSXFyMt7c3AwcOJCUlBT+/a88EfvTjj2xNSCAuJYWJtVnjjgEBCIBcFDmanIyns7NdKbjurJxdXPDTarn/hRfoFxHBiD59eHDwYD7ZuJHdR49y0SZSdV2lnBJ3Ff2Ao/wapB4WRfE66sduf6TyYAkJidbiWlnWZu9PJqMhfWMHhYJyk83iWhAEHK/Rn3ojsE9ay+S1gasApqIWBq5yULmC8SKUWEEZaFt2F3NXlQe3FKPRiLOzMzqdDrVaXe+9srIyCgoKMJvNlJSUUFRURHBwMIcOHaKqqsousAM2pda67KvEncmFCxcoLi6uVwpaJ0jk6+vL5cuXMRgM/OlPf+Kll16qV1Lj6upq99z817/+RXp6OidOnODFF18kNTWV48ePEx4eTmZmJqGhoTz++OO/O36daNSV1NTUUFBQgEajwdnZmSlTpgAwYsQI3n77bRwdHe1Ba0lJCefOnQNss6V15cBeXl6AzR5o9erVpKamMnPmTO69994m92P/ecwYzpeW4u/ujkqptGdaAc5fvMgviYmo5PJ6/a11/PXzzzmclERyRgZrXnyR1Px8vti6lezLl6ms/dK6VRg/fjw7d+68occDbugxb3PcRVGU5BmvQCoPlpBoW0RRbJLnaUuxWq2UlLRQAOgWpCkWONcSURKAGlFskZ1OqyCTg2tnW+BapWtZ4CoItu0qL4PRCC5dbDY7dyl3Y3lws+ncuTNOTk60a9eOoKAgvvrqKy5dugRAamoqjz/+OO3bt6dv374olUoSExPp0KEDFouFYcOGcfLkSX755RdKSkpYunQp27Ztw2QykZ6eTmhoaL3AVuL25o9//CNKpZIZM2bYl6lUKrswkVarZfLkyezZs4eysjK2bNliX6+uH9bLy4uOHTsik8no2LEjgYGBFBYWYjQa+eCDD+w9rF5eXvzrX/8C4PHHHyckJKTBTLBOp7OrBoeEhODp6cncuXMRRZGnn34ao9FIUVERNTU1hIWF4erqSnl5OQ888ACPPPIIgwYNsgetACkpKZjNZs6dO8fw4cObXDUQ2KEDn/3tb8SlpBAdFoa6Nivs4+XFuP79UcjldHR3Z/5rr7F05kz7NcvLy6ODhwc+zs50DAjAaDQydsAACktLOZOXx+5Dhzhz4cJVS/xvJHV2RXfq8W53fhuwCoLgjM0Gp0wURUmyUUJColWRy+UIgtBmugZg0+KoK8e9Hfpgr0Wd53tDNFWESSYIyAThhgla1T0L1TueIAeXTiDIoLKg5YGryh0qymzKwm5dbYJNEo1yVwetWq2WAQMGEBMTQ0FBAW5ubvagFSA/P5+MjAxCQ0PR6XQUFhYyYcIE/vznP2MymRg4cCBOTk7s2rWL3NxcXnnlFYYOHUqBLb1Nr169btapSbQy3t7ePPnkk+h0OmpqapDJZOh0OlJTUwkMDCQwMBBPT0/kcnk9ASWw9cPWzZR6e3sTGhrK0aNHmThxIgEBASxevBg3NzdcXFwIDQ3lnXfeYf369fYZ3IkTJ9K/f/96fbgVFRUkJSVhMpl47733WL58Od27d6eyshJHR0f0ej0BAQEMGzaMU6dO8csvv+Dp6UliYiKxsbHk5+czYsSIeiJSixcvxmg0snjx4mZfHyetluENZGbrFITnv/Yau+PjkclkfPTXvwLw/vr17EpIYMI99zBu4EB6BAej1WqZ/+CDlOv17Dt8GG6RnlaJ2wNBEBTAs8DjQKcrlp/HZn3ztiiKDT8xSUhISDQDuVxOhw4dyMzMbLNj1CU/PD09UdwCZbLXi4ODA1VVVde9H5kgNDqxrriO4L66puaqHq71EOTg3BGQgTHfVvLbkhZBpRYsRpuXq1s3UF7dY/du5vb/C7gORFFk+PDhJCcns3DhQn744QfOnz+P0WjE3d0dd3d3MjMzKSoqsqudZWVloVQqyczMxGAw2B/409PT2bhxIwaDgT/+8Y+EhobezFOTaAOuDPC0Wi1Hjx4lISEBf39/vLy8mDlzJgaDgXnz5tmzq46OjiiVStzd3fHy8mLo0KHs3buXtLQ0/vGPf6DRaDh//jwVFRUsXLgQlUrFvffey549ewgLCyMyMpJTp05hNpsJDg4mKCgIlUpFXFwcCQkJ/PjjjyQmJpKbm8vGjRvtX2pVVVVcunSJvLw8HBwccHNzo3v37owfP56zZ8/SvXt3Dh8+zNixYwFbdnfs2LGEhYU16sN6PSx96CEA5o4dy6bduxnZty8uWi1KmQxz7azrxYICivR6/tCtGwdPnqTMpkAo9bRKNAlBEFTALmzKviKQA+QD/kBHbD6t4wRBGCOKovlmjfNGIvW0SkhI3Km0lYZMbq39XtMGIQPnDrZg1XgRlC0MXBUasFTVZly7gcq5+fu4jWlqT+vtX2twHVRXV3PixAk8PT0pLS1l/vz59OnTh6CgIBYsWIBcLkehUNhfAc6dO8ePP/5ISUkJzs7O9OrVCzc3NyIjIykqKqJdu3YEBARI/a13IF5eXgQEBODl5YVGo6Ffv36MHDkSJycnkpOTKS4u5vHHH8fT05Pvv/+e9PR0jEYjHh4edOrUCZlMhkaj4cUXX6R79+6o1Wp69uyJKIoUFRWxevVqLBYL27Ztw9PTEy8vL1JTU/H19QXg0KFDnD9/HrD5//bv359//vOfdO3alfbt27N//34cHR3Jy8sjODiYESNG0L17d9q3b8/QoUMZMGAA58+fp6qqig4dOjB48GAEQcDX19cuZd+5c+dWE1soLS5m3bZtlBQXExwSwicvv0xWSQm74+NZFxPD7EmTeHjiRDq3b8/Z/HyOpaby5hdfcPjYMQZHROBq6+G9ZcqDJW55FgPDgO1Ad1EUO4qieI8oih2BrsAPwODa9e4K6npa17z0khSwSkhItCparfaa1oFXQ97MjOgtK3QqyEDbATTtoLoMmlG2XG9NhaPNFqckxWarcxcRHR7OU9OnE+DjA9BoT+tdHbQqlUomT57MmDFjGDlyJGvWrOHIkSPk5OTw0UcfYTabCQwMxNvb266i2qNHD0JCQoiNjWXv3r2cO3cOjUbD6dOn0el0bNy4sV6foMTti1BbflL3T6FQ4OXlhU6nw2q1YrVaiYuL45577mHw4MGMGzeOsLAwTpw4walTpygoKMDHxwcnJ6d6+/H09GTZsmWMGDGCAQMG0K1bN5ycnPD29mbDhg20b9+eDh06sGXLFr7//nuSkpLsZb91gmFarZaIiAjS0tJYt24dU6ZMYeLEiZSUlHDmzBmys7MZMmQI+fn5rF+/npMnT3Lq1Cnee+89zp8/z/79+3F2dkYmk/3uPIWrlN00eJ0a+bc9Npbd8fFsj421LxvZty9hHTvi7+6OyWrl5TlzmDpiBMMjIjh26hS74+L4fOtWnF1c8HR1BbhJSgu/Z9KkSTf8eDf6mLc5s4DTwBRRFM9e+YYoihnA/UAy8PBNGJuEhITEHUHd80G7du3w9vZudD2j0Uh2dnaj7yubGLTW9bqqbqJN0DXDUEEAbWCLAtd6yFW2rGtpGlTqWraPO5i7ujxYEAR7Zkmj0bBw4UI2bdpEdnY2Op3OHrRarVaUSiUBAQFMmjQJo9FIamoqer3enpUKCgrCZDLxwQcf3Jb+WxJN48oS4XXr1rFr1y4AlixZQnV1NampqXh7e6NQKBg3blyj94JGo2H48OF89913GAwGu13Snj17GDhwIJWVlej1egRBoLS0lIsXL9K9e3cCAgLs+9i+fTt79uwBbEJRYFPmKygoICIigvT0dBISEigoKECn09G1a1fefvttli5dyosvvkhNTU2b3qsTBwyo9wq2Htf/e+ABMnJzMZttFZphISGIgEKlso1HJqPSaERv82W7ZaZWn3322Tv6eHcAIcC/G7M8E0XRKgjCTuDpGzssCQmJuw1RFO3e6rcyoihiNpubJfLk7e2Nu7v7NderqqpqVHSpOTS5x7Q5NCOoFIDK6mo0ta4Ija9YG7gCGPNqxZmufl2raho4N5kCFFooOwtWCzhd23oQQKNUYqy+s13e7uqgFWxem2lpaRQWFtKrVy9Wr17NsmXLyM3NRRRFtFotBoMBX19fQkNDKS0tZdCgQXTq1In8/HyCgoKoqamhvLyc999/n6ioqJt9ShJtiIeHBwaDAQ8PD3ugWPeak5NDUVERnp6eDB06FIvFwqlTpwgNDW20XDwkJASTycSjjz6KSqUiJycHX19fnn32WYxGI6WlpSQnJ+Pi4sLcuXPrCTFMnDgRsFmjlJWVYTQaiY+P5/z58yQnJzN06FCeeuop9u/fz9ixYzlz5gxvvvkmQ4cORa1Wo9Pp7KXHbXWtHpk0CYvFwiWdDi83N+QKBUqVCqvVyoETJ7CKImG1vrbL5s7FxdmZRdOnk3TuHOU2u56W1x5J3G2Yufb94gTc2d/qVyD1tEpI3HgEQbBXZbW2t2lrU6eI6+zc9B5KBweHRp9pbpSi7/ViamYwbTCbUTfld1kXuAoyqMgB1dUDV6Olkeslk4PSGSoyQbSAU7tr9spab5Nr3xCST2sTqbMdAUhKSiI3N5fRo0dz/PhxysrK6N+/P+3bt8doNJKSksK+ffvIy8ujffv2dO7cmUuXLnHq1ClEUWTv3r0MHz78Jp+RRFtiNptRq9WYzWZ8fX1ZsmSJ/b06AaPAwEDkcjkpKSkkJSVhNBqJjo5usOT2v//9L7m5uZw4cYJly5ah1WoZNGgQzs7OdnGwOkXf31ooubu7M3HiRL755ht8fX3x8PCge/fuKBQKBg8ejJOTEzNnzmT69OnodDrmzJnD4cOHSU9Pp0OHDgwcOLBtL1YtutJSLtaWVLtotWgcHak0mag0m6k0mSjX6zl48iSDIyL44IUXAPAzGnG2qSVX3JBBNoFhw4bx888/39DjATf0mLc5ScA0QRBeFUWx8LdvCoLgBUwDEm/4yG4Skk+rhMTNwc3NDZ3u1i/vdHd3tztetAbVtZk+hUJh94m/0TQlcG5uPy00oUS4DkGwBZlgC1yVLtASRWOZ3CbsZMixZVydO1w1AL5le36bQFN9Wu/qnlaA0tJSjhw5gkqlwsHBgVOnTrF9+3YmT57M5MmTKSwsJC8vjy+//BIPDw+GDRtm980qKSmhurqanj17MnPmTObPn3+zT0eijdFoNLi4uNSzn6lDoVDUEzIKDQ0lJCQErVbLqlWrGDt2LImJvz4vi6LIU089xYgRI3jqqaeQyWREREQgk8lIT0/n7bffxsnJieeffx5vb2+MRiNHjx7FaDQiiiKiKLJjxw7279/P8ePHcXNzo1OnTowZM4a8vDy++OILLl++TFZWFh4eHrz++usMGDCABQsWMG7cOARBwGq12vdVZ7FTUVFBTU1NveVirZH3b5eJoogVyM7O5sUPPiA9PZ2k9HSqqqoQsX3IW81mdh48SIVeT3ZeHl/t2IGfqysRXbrQLSiIgydPcigpiYMnT9q3cdRocHFygmZ8T0jc9XwIeANxgiDMFQShsyAIakEQOgmCMBs4Wvv+hzd1lBISEnc8giAgl8vv6naxtsq6tiTgvOHUBa7aILDooaUlzoLMFrhW5oP+PFhrmrzp9Vj/3Krc9ZnWb775ht27d2MwGJDL5Xz33XeUlpayfft2BEHg0KFDVFRUoFQq+fjjj1m6dCkmk4nc3FwEQSAqKor777+fwYMHN6nGX+L2RiaT4WQLpjAYDMTFxREdHW1fZjKZSE9PJzQ01B7kpaam8uGHH5KTk8PTTz/NypUr7WJe/fv354UXXqgXCKvValauXElMTAyxsbGUlJTw1VdfMXfuXDw8PLBYLAQHB+Pp6cmECROwWCz069ePoKAgUlNTycjIICEhgbS0NM6dO0dFRQUPP/wwUVFRdk9io9FIcnIy3bp1q9fLkp+fz86dOxk/fjzt2tlmCuvse7y8vBr9Al61aRPbYmO5pNMxuraHtWet7dN3+/dzODkZZ62WakFgU0wMF4qKGNyjB+dyc7knPByAwRERt04Dq8RthyiKGwRBiABeANY0sIoA/FMUxQ03dmQSEhJ3GzKZjJDa1hcJG6Io2jOx18O1glZVK/vZKmqfexrqrRW4ysy6IIA2wLZSRRYoWphxFQRb4FpVaCsVdgm29b1eg9a+DrcCd14Y3kzGjh2Lt7c3U6dOZcyYMUyfPp127doRFRXFDz/8QHFxMUFBQZjNZkRRZMOGDbi7u2M0Grl8+TK5ubkUFRXxyy+/YDKZbvbpSLQBFRUV7N27l4qK+pWqcXFx7Nmzh/fff5/y8nLA5tebnJxsyzgmJXHy5Ek8PDx49tln6dOnD7179+bdd99lxYoVvPPOO2zdutUesAqCgEajQSaTMWTIEJRKJaIo8uGHH5Kfn8+HH36It7c3MpmM3NxcCgsLMRqNODk54e/vT05ODhs2bOC7774jKCiIAQMGoNFoSEtLIz4+HrCp+VksFgoKCsjLyyMnJ6feOcXGxhIfH09sbKx9WZ341NVKnR4cPpzo7t15cPBgikpL8XNzs783Y+RIxvbrx0MjR2KprKTSZKLGYMBSU0NxWRm5Oh1jBwzA2cXlun9XEnc3oij+FRgAfA6cADJrXz8HBoqi+MJNHJ6EhITEXUedFofFYsHaiqJKLRVoan/F80lzaGhSvUnZTKcAW8a1Wt+sTGn9gwugcgVTKZSkQc1dYTX+O1otaBUEIUQQhK2CIOQJgqC/8l9rHaMtSEpKQq1Wk5KSQkREBN26dSMqKop9+/bh5+fH559/Dtjq9MeNG0dWVhbffPMNwcHBqFQqIiMjOXnyJIsXL2bTpk03+Wwk2oK4uDgOHz5MXFwcFRUV7Nu3D4PBQEREBJWVlWRlZbFo0SKmTZuGxWKhR48ehIaG0qtXLyIjI+nfvz+PP/44e/bswc/Pj4KCAmJiYsjPzyc5ORmVSmXvRUhOTmbatGnMmzePoqIi/vCHP3DPPffg5OREv379SEtLIzMzE6VSyZ49e+jduzerVq1iz549qNVq+0xmfn4+/fr1Y8qUKTzwwAPKlvhFAAAgAElEQVTMmDEDsJU3u9V+YL/xxhsUFhZiMBjsXyRjxoyx/wM4duwYs2bN4uLFi1e1coro0YOVTz2F3molKz+fLYcOUV2rDuzt48OCmTPx9vFh9sSJPHbvvfxx3Dj+0LUrHq6uVJnN6GrNvEWrFYPRiNgWaoESdwWiKB4RRXGeKIp9RVHsUvs6TxTFwzd7bBISEncet4v40M2iLmhtTLyppVTXtDAAbEUUTS3/dgoA505gKW954Ao2YSerEUrOgKXqqqs21VLodqI1c8dfAtnAPMDQivttM0RRpGfPnlgsFkaNGoVMJmPs2LGYzWbi4uI4cOAAZ86c4cKFC7Rv355du3YhCAI5OTno9Xrc3NwoKCggNjaWjIwM/vWvfzFz5sybfVoSrUx0dLT9tS6ANZlMWK1WIiMjOXjwIDExMZSXl3Ps2DFiYmLsH85XCjAplUr+/Oc/c/LkSaqqqtBoNPTv35/U1FTCw8OxWq0899xz/Pzzz/j5+bFgwQKioqLYsmULwcHBxMXFsWPHDsLDwwkKCmLx4sXo9XqSk5MZPHgwJSUlPPzwwxw4cACZTEZVVRXR0dGEhYXZv1QFQcDJyYkVK1aQmJjInDlzGDZsGAsXLqRr1664urrywAMP2Nd//vnniY+P591336Vv376NlgjLFQpctFoiQkIoLCnB08WFnMuX6VwrTlWHt48Pc+67D73BgEqlIjwkBF1pKV5ubpiqqvgpNpY9CQkM7d27VWdkW4Pp06ff0ce7nREEoQMQha1SK14UxZxrbHJXIKkHS0i0LXK5nMDAwNtaBKctaCiQVygU1LRioCkTBLuH622Bk58tY1qeCQpnm9BSS1BowWKE4tPg3g2UDYvm+9ZWrwW6u5NTUtLSUbcKMkG4qrrxzVAPDgeGiKJ4/aZMN4jq6mouXbpkL+0E8Pf3Z8iQISQlJVFTU8Nbb73F1KlTiYmJqfehZDQa6d69O2lpafblQUFBN/wcJNoerVbLiBEjgF8DWEdHR86ePYuXlxevvfYa3bp148033+Ty5cssXbqUBQsWMHDgQHQ6HW+88QZeXl4sWLAAX19fPvjgA7744gtmzZpl9/rdtGkTWVlZdOjQAbAJhG3evBl3d3fi4+N59NFHcXJy4syZMxw6dIj4+HgqKyuRyWQ899xzFBYWcuDAAYYMGcKjjz5q76ttrAd15cqVzJ07l0uXLvH1119z4cIF1q9fX0/2XhRF/va3v7F8+XKmT5/Ot99+i5eXF//5z39YunQpOTk5TJ06FRezmZycHNp5e9Pe3595U6aQV1hIYK2dTklxMdtjY5k4YADuHh5oalWQNY6OCDIZblotKZmZmMxmPvruO35JSiL1wgUqb7Fy+z//+c939PFuVwRBeBt4hl+rt0RBEN4TRXHpTRzWLYGkHiwh0fao1eomradUKlEoFM0SZ1Iqlfj7+zf5GLcKTk5OTfKptUKjnqm34kSAo0KBxWrF0tJJdY0vIIA+w2Zp0+LAVQM1JihOBtcu4Ojxu1Xqrp/qJouBuanVKOVyCisaN4Noqnpwawatp4BA4Hwr7rNNsVgsvPDCCzg4OHD58mUWL15McXExX3zxBdu3b0etVmO1WomJibEL7VxJWlqa3aNVq9Xi4fH7m0bizkKr1TJ8+HBMJhNarZbQ0FAyMzM5evQoq1ev5r///S+dOnViz549KJVKduzYwdatW3F0dMTNzY3Ro0fzySefsGTJEjp06IBOp2PlypUcP34cgPvuu49Fixbx7bffYrVa+fe//43FYmHXrl1MmzaNmpoazp49C8Do0aOJioqiZ8+eLF26lKCgICIiIrBYLPbMbUpKCgcOHODBBx/E0/PXyavevXsTExPDtGnTiIuLIyUlhd27dzN16lQArFYriYmJnDlzhnfeeYejR49y9uxZVq9eTXZ2NosWLaJ3794IgsBwuZwd6ensP3qU1+fNIyQ0lE6BgVBb6rv14EF+jItDtFr54+TJCDIZTleoL+8+fJhPf/iBP44aRWlJCQaTieKiItTN8I27ERiNxgZVo9vyeMANPebthiAIM4HF2DKsqdgC167AYkEQjoui+L+bOT4JCQmJOtzd3Zst2CkIAi63kd5DS0qlGxNWakshoZZ6mirkcqqu8HhtUVit8QFBQNBnICq0LQ9c5Q4gyKEsDaydwbW9/a2utUmDujHfzGyri6MjapXqqkFrU2nNO2Ir8IMgCB8Bl658QxTFNm32FAThIWxWBseBOFEUmyRPlpWVhdFoxNnZmQEDBpCUlIRKpaKyshKtVsvly5cB7OUMFovFbgsil8tRKpWo1WqCg4PRarU89NBDt+TMkETr4+DgQM+ePQFYvnw5+/fvp7q6mkmTJuHo6Minn36K1WplyJAhXLx4Eb1ez/Dhw3n77bc5dOgQgiDwyiuv8P3335OQkIDBYKBDhw60a9eO5ORk5s6dS2JiIq6uriQnJ9OzZ0+2bduG0Whk1qxZaDQaNBoNfn5+rFmzhoSEBMrKynBxcbHPbhYXF7Nq1SouXLiAQqFg3rx59c6hrKyMxx9/HHd3d7y9vfHx8bHfvzqdjp9++omTJ09SVlbGvffei0wmIzExkZKSEp555hnkcjlTpkxBc/AgW3fv5nhaGsuVSta9/joAhqoq9AYD/cLC0BuNDOvT53fXscZiYXtsLGfOn+fHhASyCwsRRZESg4F2rq6NXv/8/Hz69u37u+VPPPEETzzxRMt+qddgwoQJN9QzdcKECYDk03oNHgcswFhRFPcBCIIwCtgJzAWkoFVCQkLiBuHg4NBshWDlTcgEtiS4btVCZLU3tozrWVu5bxPUgBtEprCVGpdngqwGHPxtJch3KK0ZtNaZlP62JEsE2ixoFQRhM+AP5AMLgX9gU4q8JiqVCqvVSnR0NIMHDyY0NJQLFy4QHBzMxo0bf7e+KIr2wFUQBBYuXMixY8eYMmUKvXv3pkuXLq15ahK3CcuWLWP58uV06dKF7du3U1JSwsmTJzl16hQWi4WcnBw6dOhAZmYmTz75JAADBw60+6b269cPPz8/Bg8ezNq1azl48CAymYzXXnuNU6dO8cADD+Dq6sorr7xCcnIyvXr1om/fvhw4cIDq6mratWvHwIED+ctf/kKXLl0wm81oNBry8vKIiIjA19fXnkG9ksDaftPJkydz4cIFQmstagC8vLzo0aMH69evp3v37tTU1FBWVkZeXh5ubm7IZDLmzp0LwOWqKnp27UpGXh49evSw70MGZOfnE965M3Puu89eFnwlutJS/AICKK+sxFEmY8bw4ew6cYI1f/kLL3/5ZaPX3N/fXwrmJAB6AVvqAlYAURR3C4KwBRh200YlISEhcReiuEVsVm4LL1e1ly3ALDsLCqfrCFzloHSx2eqYTeDcoXXHeQvRaneXKIqdWmtfTUUQhHcBT1EU+9f+PB94XRCELaIoNloTXYdKpcJisXDw4EHS0tKQyWSYzWb7A3odoigik8nw8PCwZ1+1Wi0HDhyguLiYjIwMJk+efMv8sUrYuFHZuO7du7N+/XoSEhIwm8307duXDz/8kMrKSg4ePEhmZiYGg4Hly5fTsWNHwsLCePPNNzl27BjOzs5MmjQJjUbD/v37qaysxNHRkSlTpuDh4UFkZCRlZWW4urrSp08fMjIyUKvVhIWFsXfvXjIzM0lMTGTs2LEMHToUsPXAAHTq1AmFQkFgYCBKpZLi4mK2b9/OxIkT8fDwQKVSERwcDEB4eDhGoxGr1YpMJkMul7NhwwYuX75MfHw8zz//PAC7d++mX79+hIWFkZqaSnBwMF4uLjxx771Eh4Uxrl8/+3U5l5tL5sWLaBwd7Z6tdTOVNRYLutJS3LRaDsbFYaysJD49nbeeeYbXFy/GwdERrhK0SkjU4o6tLPi3pAJTbvBYJCQkJCRaQKC7O6IoklvrJHArUlpZ+fuF15HVFAEcPQEBytJtfaoyZct2JshA5QaVl8FqBm8vkKtaPLZblWZHWYIgHAD+J4rix20wnuaMwx2bwtSbtT8rgLXYysU8gWsGrYGBgfTp04edO3fi4+NDXl4eM2bMoLi4mL1799ozZ05OTlRUVDBw4ECWLFnCmDFjqKio4OLFiwQHB/PQQw/ZSzK12oZVvCRuPDc6G9e7d29cXFxQq9UMGDCAL7/8ks6dO/PJJ58wfPhwsrKy8PPzo6qqisjISHbv3s3GjRupqKjA2dmZdevWYbFYqKmp4YcffiAoKIjY2FgiIyNxdXW1W+rcf//97N27l7S0NHr37s3w4cOZPXu2fRyiKNr7Lzt37mxfvn37dnbv3g3AI488Um/sRqPxd/fwSy+9RE1NDY8++igymYw9e/ZgsVgwmUysX7+e48ePs3z5ckYoFHQNCaFrrZG6qaqK9OxsAjw80JWW0jkgAENFBYdOniTA25tunTpRrNdzscj2J/r2/Pn8be1anp8+nQEREQi3wwypxK2CDGioFq2aFrYbSUhISEjcWDQqVbMsbGqs1tYt172ZOHqA0A1KU68vcKXOy7UMLh8Gn2hQ3F4CXteiJanBQYBOEIS1QBBQIYpiXusO69qIolgiCMLfgcrany2ApTZ4DRAE4awoiqIgCIqrKRo//fTTVFRUsHnzZnQ6Hf/85z8JDAzEbDaTkJCATCZj8uTJLFmyhMjISMBW/lAncjN16lSCg4NvuEiLxK2HQqHA1dWVixcvUlBQgNlsxtHRkSVLlrBt2zZ8fX1Rq9WoVCry8vI4ffo0AGvWrGH06NF4enoiCAIXLlzgyy+/pKioCFEUOXnyJCqVCn9/f+Li4pg2bRrBwcEEBgYSHR1N37598fHxAWz911lZWfZs65UCYhMnTsRisdC3b18sFku9yoC6e/fKe7hr166sWLGCc+fOkZOTw8CBA8nIyKBPnz68++67ZGRk8O6779J/7lwqAC83N+QKBenZ2ZzOzLRlUl1cqKiqIiUzkx/j4vD18MBJo0EpimyMiWFs7958d/gw7y9cSKcrAmwJiWZwxzy7tDaS5Y2EhMSdiFIux9yEIFd+FVscgaZ9eVzNfu/KmVEHhQKTpYUGKg5u4NYNStNskVmLA1dA5WyzxMk/CL79bd6utzhtbXkzFCgBVACCIFwCvgHeEkUxv4X7bDaiKGbU/V8QBCU29exqwFgbsM4FNIIgrBJFsdG7TqlUcv/997NmzRrUajWFhYWYTCbMZjP79+9n0KBBWK1We+O2g4MDZrMZlUrFxx9/zCuvvCJlWCUAWy8oQEJCAhs2bKCiooJvvvkGi8VCYmIiy5cvp3fv3gQHB9OhQwfy8mzzPUqlkkWLFjFo0CB69+6NQqEgJiaGRYsWkZOTw86dOyksLEShUPDaa6/x+eefk5eXR0hICJcuXUImk+Hj44NOp6OkpAR3d3c0Gg3V1dXk5OQQGBiIu7s748ePJzMzk5iYGIYPH45arUYQBGQyWb17uG47X19fKisrycvLo1evXixatMi+7LPPPqN79+4cSUvD6upKWMeOBPj5EVpr29O5XTsqqqrwdHUlukcPSkpLOZOby3vr1uHk4EBcejr7T5ygzGDAUa3mzWeeqXcta2xfFI2rMd1gHnvssTv6eLcxrwqC8GpDbwiC0NBTjSiK4l3RyyFZ3khISNxuyJpQbaWQyeoFre4aDSW1ivtX4unkhMFsxmA211venJnOlioNNxsHN3DrWhu4iiC7jvJelStUGyB/P3j3A4Vb642zDWhryxs34BzwM+AARGPzyZstCMIDoijubeF+rwerKIo1giBUARcFQZgNfAz0bSxgvXDhAi+++CI7duygY8eOPPjggxw9epQOHTqQlJTEuHHjGDx4MGD7I6pTVnV0dKSystKeSZO4u7iaQrRcLsfX15eYmBguXbrE2rVr7b2iFRUVLFiwgNdeew1HR0dee+011q1bhyAIrFy5Eq1Wy2effcaiRYtYWZsdKSwsRKPRUFJSgsViwcnJiaeeeorDhw9z4sQJvLy86NWrF15eXgiCgJeXF5WVlZw9e5acnBy8vLzsgXHnzp3x8vLi2LFjnDt3Dk9PT/pd0YNaR0VFBd9//z1ms5nExET8/f1JSEhgzpw5jB8/HoD+/fuze/du+vfvTye9noyqKvTl5SSmpzM4IoKeoaGI2DK958+f518bN9KvWzd+PHKE3EuXGN2nD6OjohjSrRsbDh3iySlTKC0pYdeRI9wTHo6DoyN5tv7x0N8N8CYhBa23LM0tA5bKhiUkJCTagNZw0GhNNWEHpRKFXP67oLXFGdG2xp5xTQU519eXqnSCGgVc/gVcwkF0vu2VhVsatP6MzWLA/lsXBCEa+BT4XhCEP4iieK4VxtdkRFGsm3LRAf8P+APQXxTFpMa2KS4uJjk52V7WGRwczOTJk1m7di1lZWUsX768we2uDFSNRiMXLlygY8eOrXYuErc/K1asYPny5YwcOZLnnnvOPslRU1NDRkYGM2bMoF27dowfPx6z2cy+ffuIi4vjl19+YeTIkTzxxBN8++23VFdX07t3b3r27InFYmHYsGHIZDIqKysxmUzU1NTg4+NDRUUFBw8epEePHnzxxRfk5uYCMHPmTEJCQuxKwXK5nOHDh+Ps7IyTkxPV1dWoVPU/FOPi4jh58iRbt25FFEVca61n0tLSGD9+POXl5Tz33HOcPXsWT09PpowZg5NCwaebNrF682b+fP/9vHCFvc7zH3zAjvh4MjMzeWziRE6mprL4oYcICgrCVFWFxsMDmYMD22NjeefLL0k8V++j45ZREtDpdPZM+o06HnBDj3m7IYqi1AAtISEhcYvg5uaGWq1ukaWMRC0OruAeBiVnbD9fT+AqdwAHTyg6DYI/aDsgkytuXPa4lWlJ0GoFNv22T1QUxThBEIYCicBfgTmtML4mI9imdxRAMNAdiBRF8fTVtvHw8ODTTz9l/fr1lJWVcerUKQICAqipqSE8PJzevXs3uF1QUBDt27fnxIkT6PV6Xn31VdasWfO7h3+Ju5c6RWFRFOnZsycvv/wyAwYMoLKykiFDhtC+fXuqq6vR6/Xs3buXI0eO0KVLF0aNGsWkSZPYunUrSqUSvV6P0Wike/fu9OnTh/DwcCIjIzEajbi7uxMUFITRaOTgwYMcOHCAjRs3cuDAAfr160dkZCR+fn507tyZ6upqMjMz8fb25sKFC3h6epKbm4tGo7ErCANcvHiRvXv3kp6ejiiK+Pn5sXTpUjIyMpg5cyYGg4EDBw7Qrl07AP7yl78gP3sWXy8vfjx6lIKSEnYeOcLS2bMpKClB4+jIxZISzBYLBRUVTB8zhmnDh3MoMRE3V1dSc3I4lpaGr4cHf+jShdzCwt9eyuYZvrUh06ZNu6HCXtOmTQMkn1YJCQkJidsDlUqFSqWyCzs2B7lMhptajew2zwa2Cipn8OgOJamAaAs+W4pMAWpPKLkMNVUIbl1AuD07ZFoy6mLAo6E3asWRPgfmNfR+WyLapnWqBUFYAuSJophyrW06duxIVFQUERERJCYmkpiYaDdFdnd3b3S7IUOG8NZbbzFnzhyys7Pp0aMHWVlZkk+rRINER0ezZcsW9Ho9CQkJ5OXl4e/vT8eOHTEajTg7O+Pi4sKpU6f4v//7P0pKSqiqqkKr1aLT6VAqlYSFheHg4MBXX33F+fPnmTJlCsOGDbNb5ERGRmK1Wvn6668pLy9HLpfzwAMP2DOsqamp7Nixg5CQEMxmM6GhofUysHWsXbuW/fv3c8899xAeHs78+fNp164dJSUlbN++nY8++si+7z/96U8EBATA2bMAvPvkkzz/6ae8+f/ZO/O4qMrvj7+f2diGTVFZFFHMfcENzT13Tf25VJaVZe5bZZaZlra4VpZfbdVyL81Ks3I3MwU3FFFxF2QHRRHZYRju74+BCQRUcEC05/163Zdy73Of88zMZbjnnnM+Z9QoricmcvzMGXYcOoSHszOt69Xjk/HjsbayYtexYxw4eZJLcXGEXrlCuwYNaNWwIU56PfNGjWLhhg1EXruW1xNZPgmSSCQSieQhJStfaq6NjQ0ZGRlFjlMJQTUHh2KFjx6K3quWRGsPzg3yRVzvw3FFlVvnmgIJZ8Cx7kOpLFwap/UoMFoI8T9FUYp6lHKDOyg/lTWKouy+17Hx8fGcPn2a9evXM378eEaOHEmbNm3Izs7G3d29QHpDXv9KMDmtCxYsoHnz5oSGhnL+/HmysrLYtGkT27ZtY/r06Xh7e1skt1/y8KNSqbCzs8PKygofHx/S09OpXr06QghCQ0MJCgrCz8+PmJgYDAYDnTp1om3btqSmpnLw4EEqVarEkCFDGDduHFu3buWff/7hxIkTxMXFkZKSwsWLF8nIyMDKyopXX30VnU7Ha6+9xq1btzhy5Ah9+/YlLi6OqKgoQkJCeP7556latSp//vknTz31FFWqVDGvNa91zogRI3B1dQVMKfAnT57k888/59w505ennZ0dqampHDlyhFc8PNC7uNCiVSt+rVOHPceO4QWcDQ/nTz8/DDk5vPzkkzRq2JCNe/ZwLTmZRrVrc/bKFY5duoS1jQ0D+/VDLQRP9etH106d+GPfPt5asgSj0Zha3p+XRCKRSCQSy3An9d2SoKmATmuZ3+Vr9f+mCisKaO5TR0erB2M6JASDYz2wqvjKwvkpjdP6CfAX4CeEGK0oypG8A0IIa2AYUG4KwvdDYmIis2bNIiQkhKioKL799lveffddpkyZQsOGDQs4nfmFmNq3b49areZ///sfERERHDt2jKpVq3L48GEuXryIWq3mm2++eVAvS/KAKOohRf59Wq0Wz1xl3bwHIk2bNiUrK4tKlSrxySef0LZtW6pXr46joyPBwcFcuXKFTZs20adPH/7++2+sra05f/4858+fR6VSUadOHRo3bsyZM2cICwtj4cKFzJ8/H39/f6Kjo4mKikKn09G7d2+2bNnC6dOnmTVrFl27diUgIACj0cikSZPMa3Rzc2PGjBnk5OSQlpZGWloav//+O46Ojpw7dw6DwYBKpWLcuHHs2bOH8PBwDty6Rd/cdjXbjxxh64EDGIxGRvTty5Fz5wiLjKRm1ar8FRDAxp07ScvMpGebNvRs3pyQqChsnZyIiY3Fy8MDZwcHnB0cGDt4MAtXreLqzZsPZw6LRCKRSCSSh54HXv2ptTM5ronnIDvj/h1XjQ0YsyDxLDh4g02Vu59TQSjxDaGiKP/ktpL5GjgohLiMqY41C1MrHHdgnkVXWUY4OTnx4YcfsmDBAlxcXNi5cye7d+/m1q1b2NvbF3uevb09LVu2RKvVotVqSU1NJSoqig4dOhAXF0f//v3L8VVIHiauXbvGTz/9RJ8+fbhw4QIdO3akY8eOLF++nIyMDDZv3szSpUtxdHRk6NChnD59moEDB+Lv729WrV65ciVNmzalbt265r6qN27cYMCAARw9ehQ/Pz+qV6/O9evXady4MV26dMHGxoYpU6bwyiuvEBMTw8WLF2natCmdOnUiNTWVnJwcjh07hq+vL3Z2dty6dYsLFy5w+PBh/vnnHwIDA82vYerUqTz55JPUrl2bsLAwOhr+LTut6+FBsLs7dT08cKlShRXvvMNfx47RrVUrAGKvXWP3kSMYgWXbtmFnZUVIWBgffP01V2Jj+WzCBFq0bMmJCxfyhALuvdu4RCKRSCQSyR3QWFCduNzQ2oJTA5OqcHb6/af2qnSgUcOtyyYH1s79oVAWLlUUQ1GU1UKI/cAbQH/gqdxDGcAS4H2LrK6McXFxISMjA6PRyOHDh1mzZg02NjYkJiZSqVKRZbtmOnfuzOLFi3nttdfYuHEjly9fJjAwEK1Wy9GjR3nyySfL6VVIHiZ++ukndu7cSXBwsLluum/fvsycOROj0cjLL79MjRo1SEpKYv369aSnp/Pjjz/i4uLC1atX2bdvH61btwYKptxUrlyZ3bt38+yzz/Ltt9/y+OOP4+TkhJubG9nZ2aSnp3P8+HGio6MJDw/Hy8uLadOmUbNmTZKSkjhy5Ah+fn5kZWXRq1cvbty4wbVr12jWrBkBAQE0bdqUK1eu8MQTT6DVaomLi8PHxwcfHx+UnTvN6/CuXh0HJyeW/Pwz4zMysLa358kOHVCr1ezz9+eb335Dk5PD9cREAi9fxk6no7Jez82MDFJSU5mxYgU7WrbEvUoVbGxsIDHxVvl+QsUzfvz4R9qeRCKRSCT/dQQliK6Wp6Ontc2tcT0P2Wmgsb2/+VRq0DlAagTkZIG9J4iK7dCXOkFcUZQriqJMVhTFC5MwU03AUVGUKfnaz1RoDAYDixcvZseOHRw9epTExETatGmDRqNh+PDhdzx33LhxqFQqFi9eTFRUFFeuXAFMReZ3O1fy32Xo0KH06tWLt956yxxlBahXrx4//PADTzzxBBcuXCAoKIgGDRpga2tLw4YNOXLkCAMGDDA7rEVha2vLpk2bGDJkCIcOHUIIwTPPPENQUBCDBw/m2Wef5dq1azRq1Ii///6bfv36sWHDBvR6PdWqVSMpKQknJ1MD6po1a1K3bl0cHBwYOHAgWVlZTJgwgcqVKxMcHMyKFSuYMWMGkZGRBdZwPjKSH379lV927eKdb7/lxMWLXIyIIDI2lje+/proa9fIArzc3QFIzcoiIiEBV70evY0Nfdq04fO1a8lMTcXOygrgall8DqVh6NCh5W6vvG1KHi1uJCUxZu5cxsydyx/79z/o5Ugkkv8Yjo6OBdq22dramvVhHjXKxX3V2JgcV1Qmx/V+ESrQOkL61dyo64Np2HA0OJgvN24k5to1uIMukkXqxRRFSQQSLTFXeZKYmMhPP/1kjnhZW1uzadMm5syZQ926de94bq1atXjzzTeZO3cuQgji4+OJj4/nqaeeIi3NAheS5JGkatWqTJ48GUVRCrSaAVOda0REBDExMYSFhZGens7o0aPRaDSEh4czYcKEu86v0WhYt24dmZmZ/BVO5y0AACAASURBVPnnn0RERBAcHEy1atWYO3cu48aNw9nZmRMnTvDUU0/x6quvcu3aNbPicExMDEeOHKFp06YkJyfz448/EhERQUhICGvWrKFr1664uLgQHx/P4cOHAZjbubPZflNvb7xr1CAmMRFvDw+a161LXU9P/vz7bzRALVdXvp8+HUdHRy7HxBB08SIqlYqrSUk42Nuzfs8e7G1t2ervT5pJYbDCPPaLjIwspLZc1vaAcrUpebSo7ODAspkzH/QyJBLJf5RKlSqh0+nMfcf1ej3u7u7mXvKPEuVW+6qxhkq54kyGVFPN6/0ghElZODMJjGdNAk33WzdbQnwbN8a3cWMOBwYSffXqjeLGPZqPO+6R0NBQtFotKSkpaDQanJ2dady4MW+++SaKohTYcnJyCu17++23qV69Oj4+Pmg0GrRaLXv27KFu3bqysbLkjtx+LSmKQlpaGlqtljp16nD69GmCgoIwGo388MMPAPj4+JCTk1NgK2oetVptrps1GAx8/fXXXL58menTp+Pk5ISiKPj4+BAQEECPHj2YPXs20dHRODg4IITg6NGjHDhwgIMHD+Lv74+iKNSpU4fBgwdjMBioUqUKrq6udOzYkbFjx5KUkUHs9etkG41Y29mxdNo0Xn32Wd4fN46m9eujs7bm4NmzZBqN9OnShWbNm3P60iWOnT2Lk50dlRwd6dKuHd1ataJ/584EXbzIrevX8/4AlLzZWxnx4osvlru98rYpkUgkEsmjgLVGg9YC9at3iqA+sDY8aitTxFWltUzEFUCnh5xsk7JwVrJl5rQw/2llTm9vb65evUpSUhJGo5GYmBh++eUXdLrCrSHzqwfnodfrWbhwIc8//zy+vr6cOHGC5ORkHBwceO6551i9enV5vRTJQ0ZRSsN5okq2trZMnz6dJUuWMHHiRCIjIwkLC6NFixaFFK2LS7Oxtrbmzz//NP+sKEohm5UqVWLLli0sWLCAWbNm0aBBA06dOoWnpyf16tVDpVJhMBg4ePAgPj4+6PV6kpKS8PPzY//+/aYI6dWr9PPyonb9+qiEoEqlSjg5OzNz1CiEWk3KrVv4nTzJiJ49UXJy6NykCZnp6YxftMjkeKvVNK1Zk/kjR1KrZk3qDxpEYkoKYUYj1d3ciIiLs8TbLZFIJBKJ5D9EzcqmLNOMfGKR1XNLoEqCk60t11Pv3n0vp5TBqrvV0Lo6OBCXVMTze7UVONfPrXFNBbW+VPYLoLE1CTPdPAP2tcG26v3PaUH+05FWFxcX/P396dOnD4qiMHnyZHx9fUs0x9ChQ+nYsSOhoaEFoqvr16+39HIljzhCCOzs7FCpVHh5efHZZ5/h6emJwWDAy8urWHEwf39/hg0bxjVTLUCJUKlUzJw5kx07dpCens7OnTvx9/fnr7/+4oUXXqBu3brY2Nig0Wj4559/mD9/PmfPnuV///sfb775Jjt37mT4xx8zY9UqNu3cyZIff8Szb19Gv/8+oaGhfPT99+w+coTg8HBquLpyPiaG+StWkJrb5uf69etcionBy8sLgGe7dMHRzo6+nTvnpQffp9KARCKRSCQSSelQq1TYaLVFHisQCiil03pf0do8x1Wlg+yU0s9TYE4daPSQfBmSI6ACyRT9p53WuLg4OnfuzMmTJxFC8NFHH5V4DiEEkyZN4vr16wWc1v79+5OdnW3J5Ur+g6SlpZGRkUFKSgrx8fFFjpk9ezYbNmxg06ZNpbbTo0cPLly4wLp16zAYDHzxxReEh4cTGxuLk5MTzZo14+eff6Znz55cvHiRyZMns2DBAiIiIpg2bRr79+/nw1WrmLtiBWlZWfy4Zw+vffklUXFx5OTkkJCUxI87dvDn8ePMWbGC9PR05s6dC0DnRo3M65jy0kssmzGDN555Bo1GA2CZruQSiUQikUgeOGVdPpe/s0JZUyEKAdVW4FQfVNaWc1xVatA6QVoMJF56YAJNt/OfdlqvXLlCQkICkZGRphvrhIRSzbN3715sbW355JNPaNKkCT/88APvvvuuufBcIgHTF2lKSkqJvlBtbW157733SE5OZtSoUUV+2aekmL6k3Nzc7mt9Go2GYcOGMWnSJNLT05k8eTInT54kLi6O8PBwfH19OXnyZIGUZBsbGw4fPoytrS1927RhWNeuADjY2JCRlETMtWvsO3aMWStXcvz8eS5cuMB7773HhQsXzErF3R5/nJTkZLb89RdhcXH079SJ+t7e6ExOq4y0SiQSiURSDEWVG1VkiirBsyRWxURFH2nUOqjUyOS4GgqnMqtKc4nkCTQZkk11robS1c5asi+uxZxWYaKWEKJp7r8V/rdIm3th5y315MmTJZ7DaDSyefNm3N3dWb58OadPnyY0NBQ3N7cCMt8SSVpaGklJSWZ16ZCQEMaOHUtISEix56hUKnx9fVm4cCF//vkn33zzTaEx1atXL/Dv/eLh4QFAbGwsWq2Wli1b4u3tTdOmTbl69Srvv/++eezs2bPZv38/LerX52RYGJeuXuWDUaPo07EjUdevI5ydORUSQrt27di5cyeXL1/m/fffx8vLi3PnziGEIDEjg4OnT7PjyBH+8PMj8to1ElNTSc/MBHCwyIuyAFOnTi13e+VtUyKRSCQPD15eXri6uj7oZZQIda4TY2VBZ6Y0ONnYFLm/JNHT8ozq3hW1zhRxVVtDZsEgnLXmPtw9bW6tbEIwZBQr7Fv86RXJaRVC6IQQi4GbQAgQlPvvTSHE50IIq/u1UVZUrVrVrPorhODkyZPFKrIWt/+ff/7h2rVr2NjYcOXKFdRqNR9//LF5bokkD1tbWxwcHMyCSx9//DF79uzh448/LjCuqGtv4sSJ9OrVizfffJOffvqJjIwM8zX5888/YzQaadGiRbHXakmua/fcHqqKoqBSqQgLCyMlJYVevXrRpk0bli5dyunTp9m+fTvz589Hr9cTHRND7NWrJKekUMnGhn1HjxKflMTx48dZsWIFmzdvplu3bgVe37lz56hVqxY3s7IIu3aNNo0a0b9jR2pUrYqLoyN2pj8oFaZ/VP/+/cvdXnnblFRshBBWQojlQohQIUSyEOKiEGLyg16XRCJ5MFhZWT2095oPIraVP+qnsoD9CpEenB+1FpVzfdA5lcrBLBaNtalH7K2LD7TO1RKR1i8BX+AZoCqgy/33mdz9Sy1go0xISkrCYDCQnZ2Nt7c3p06dMqsE374Vt//XX3/F1taWM2fOYDAYMBgMfPjhhw9duoak7FGpVOj1evO1NG3aNLp37860adPM11MekZGRvPPOO0RGRqJSqVCr1axcuRIPDw+GDRtGjRo1mDJlCoGBgQB3vVZLcl3nRWyrVKlC06ZNGTx4MJGRkTRs2JB58+bh6OjIkCFDGD58OE2aNEGtVhObmMjNtDTCr11j5vffE3H1KnXq1OH48eO89NJLZjv57Z0/f57IiAi+37CBnX5+aDUamtWrh1anQ63RYG9y7kuXs18GXLhwodztlbdNSYVHA8QBPQFHTH9n3xVCPPNAVyWRSCoUNjY22BQTSXxYMRhL5ygVV0Nr8XY1FeS+v4qjM1T1BetKkPFvmaKN+j7Xp9KA1jG3zvUCGDNLdLrWAu+3JT6xIUB/RVF2KYpyXVGU7Nx/dwEDgactYKNM0Ov15tz6kJAQTp06VaLzFUVh06ZNpKenI4TAxsaG7t27M2HChLJYruQRo06dOixbtow6deoUOvbVV1+xY8cOvvrqK/M+V1dXjh8/zqeffkq1atX47rvvaN26Nc2bNyc8PNxi63J1dUWlUtG4cWOWLVvG0aNH2bp1K4sXL6Zq1aq4uLhw+fJlbty4QXBwMGlpaeYHNklpaVxPTOSdd97hwIEDRb42MKXUXLp0CWudjpeHDKFfp070bN2aq9evY8zOxpidTYYpPbjC1LSOHTu23O2Vt01JxUZRlFRFUd5TFOWyoig5iqIEAb8DHR702iQSScWhcuXKeHp6PuhlWJQ817PIoFCuY+poY4O9VcEEz+x8KbxlLQJVEXCytTWlClf1BevKZse1ut4CEfm8OtfsNEg4A4Y7Cz/l/6SsLVBrbImcAgUobiUaKmD0PI/ExET0ej1CCBwcHEpcg6ooCpmZ/z5pqFatGvPmzbP0MiX/QfIefNz+AESr1dKqVStatWrF1atXWbVqFdu3b+f8+fPUrFnTIrY1Gg39+/dn5cqV+Pr6EhsbS3Z2Njt37mTHjh1ERkbi7OyMm5sbKpWKtLQ00tLSSE1NRaPRsH37dnr27HnHPw4qlYq2bdty4MABzl+8yKjJk8lRqYi5YUpnSUxMJCQ6GsDbIi9KIrEQQoh3gBZAS6AWEK4oilcxY1XAa8BYwAuIBzYCsxRFuXvjv7uvRQt0BD6937kkEonkYSOvh2mucCOuDhVGBsOi2Gq1pBlKqOCr0poc12sBplRhq6LbJpYKjZ0p0poQXK79XC3htK4Ddggh5gIngURMaUs+wDvAGgvYuCNCiLGAC3AMuKQoSui9nJeVlUVKSgr29vZcvXqVDz74oER2VSoVHTp04NKlS4SEhNChQwfmzZvHtGnTSElJwdfXF73eAs1+Jf85atSowfz584GCTwYvX77MiRMnCA8P58KFC/z111/Av+JJluKHH35g8ODBjBs3jk6dOmE0GomIiKBnz5589tln9O/f35yloChKqdLhN2/eTN++fdm4Zw9CCL6cNg1XZ2ey0tKY9d133DI103608pskjwLzMKWtBwJ361T/OfAqsBlYBDTI/bm5EKK7oijmEIAQYgMw9A5zPaEoyr7b9n0BJFMOf2clEonkQWCr0xUrmmT1kNbzlhsqLVRtbXJc069jUW1LtRUIDSSHQHYq6D1NrXLKEEt82m8AMzE96a2BKbIqgEjgO0x/4MsMIcSWXLtngH5AlBBiraIov9/t3IyMDABu3bpF7dq1GTx4MDk5OeaWHiNHjuTy5cvUrFkTT09PvLy88PT0pF69eua0i86dO7N161a0Wi3r16/H0dGRhIQEevToAUDX3BYgEsn9kOe4Jicns2bNGmrUqMGJEyfQaDRkZWXh4eFhHmM0Ggs5kcVFPbOzswu0sMlDo9GwefNmhg4dSmBgIG+//TYjRozA2/vfwGfenPl/Z/JT1P78Snv29vZs27aNfv36sWHXLto1a8ZL/fqxaMsWLkZGorezIzEl5ea9vD8SSTninfdgVAgRDBT5ZFII0QiYDGxSFGVIvv1XgCXAs8CP+U4ZDUy6g91bt83/GfA40FVRlKxSvA6JRCKp8FhrtVhrtSSkFk5OybsPsWRblZKQ/07LEsJOZUKe43r1KCTfACsLOq4qtanONf2aqdWOYx2TaFMZcd9Oq6IoRuBD4EMhhCNgDyQrinLrzmfeP0KI9kAdoKmiKEYhRAvgKWCaEEKtKMrmO51fq1YtcyRUo9HQvn17AEaPHk3v3r1ZtWoVjz32GJGRkeZermCKsG7atIn+/fvTuXNn4N+b/8cff5yZM2eaI62SB0dsbCytWrUqtH/MmDGMGTPmAazo7twtYvnee+8RHBxMaGgoTZo04fDhw9jZ2eHk5GQ+N0/sKD/FRUOLGpu3X6fTsWXLFvPx0sxx+/7b9zk4OLBt2zb69+/Pq598gt7WFvcqVbh+7RpG0+9b2B3fEImknLnXTB7gOUz3NItv278cWAC8QD6nVVGUZExR07uSq9jfDZPDKhuCSyQSyQPExc4OgMzs7CKPezg5EZ2YWOr577vOMs9xvXUQspJAa0HHVQjQOeTWuZ4Gx8fA6m5JSKXDonH1XEe1zJ3VfCTl2nMRQsQrihIohEgAsoCRQogIRVGOF3eyp6cnf//9d4F9eTfmy5YtA+C3336jQYMGZGVlER0dTXh4OJMnT2bKlCn06NEDHx8fHBwcSE423Wt07NiR1q1bAw9fw+dHDTc3N/bt2/egl2FRZsyYwcSJE+nUqRNhYWEoioKHh0eZXWvlcQ3r9Xr++OMPBg0axIj338fF0ZGk9HQMWVkAFUZJ4t13332k7UksTmsgBziaf6eiKBlCiKDc4yVGCLEE6IopXTj+vlcpkUgkkvuisl5PVnY2BqORW7lZnHlUsrVFb1UBun+qtCaHMukSZCaDzt6y82tsIScLEs+bUoVtXUFYVqG5TJPBhRA64LyiKLXLyEQCJnGL5xRFWQygKEqYEOJnoBHQFCjWab0Tfn5+VK5cmfr16wMmARwvLy+8vLz4/PPP6dmzJ8OGDeO7776jU6dOHDp0iMTERPbt28egQYOoUaOGueZPIrEUiYmJdOvWjS5duuDp6cnbb79Nenr6g17WfWNnZ2d2XHft2pX/UIV5cd27d3+k7UksjjtwXVGUovoCRAPthBC6kqT2CiFqYko5zgSu5HuodEBRlD63j49NSKDViy8WmmfMoEGMGTz4Xs1KJBLJfVNUGVFpKW3k0UqjIauUrXPuhk6jobJeX8hprWJ//86hxcIHKg041YObFyHrlilCaklUOtBoICUCDKnonIvuIAGw8+BBdh4+XGBfSGQkgFtx55R1BbPA5FSWCYqiRAshxgNrhRA3FEVZK4QQiqKcEUJcBp4SQqzOL3Zxr7Ro0YJ169Zx6tQpmjVrVuBYt27d+PTTT5k+fTotWrRgzpw5XLhwgcTERBRFISQkBKBA/Z9EYgnyHJnu3bvj4OBAx44dmTdvHpcvXy62vczDgo2NDb/99htr164lOTmZr776itDQ0JgHva48goKC8PHxKVd7QLnalFgUW0zOZVFk5Btzz06roijhlOD+xa1SJfatXHmvwyUSyX8MOzs7qlYtH+VXq3uNNhaT4ZU/86u0WWAPawbkvTjpbo6OZN/BIVcJgZuDA9eSk3MjrpchM7EMHFeVKf04MxHPzGDIsgWdAy56Pcn5Oq70ateOXu3aFTj1xenTSUhMjC126vtdmxAitLgNuEDZt7z5HXgb+FwIMU75V3EmGVMT9lJdocOHD8fa2prvv/++yONTpkzBz88PKysrRowYwaBBg3jiiSfYtm0bL730EjExFeZeW/II4ejoyJAhQ3BwcCAtLY1x48ah0WhYunTpg16aRbC2tmb06NG88cYb1KhRA6CEGu9lx+uvv17u9srbpsSipAHF3aVZ5xsjkUgkDwSdToezs/ODXkYBVELg7eKC9jZxJUdra2rkrlX3gISXbudBOMG1KlemTpUqhfZr1Wps7pLh6ZCnwqxSg0MdrGwrYWVMMve5tRhCgE6PihyI+QdSY81tie4HS0RaqwAzgIgijumADRawUSyKoihCiGWYaluXCyGGYEop7ISp5ueOeQC3q6rmKZ46OzvTo0cPfv/9dxYvXlykEmqrVq04cuQIU6ZM4eOPP6Z9+/Y8++yzbNiwgWHDhnH58uVCKcIP61MeScUiLS2NpKQk9Ho9jRo1YuXKlcyZMwe9Xl+kIrDBYEBbRGPnrKwsNEV8kWQXISaQnZ1d5BxGo7HIOdLT01Gr1YSEhBAWFkbXrl0xGo3YFCFdX9Qcub+bli2IkEjKjxigoRDCqogUYQ9MqcNlqvp7IymJMXPnAtC/Y0f6d+pUluYkEonEIhSlBqxSqbCtYGV3D0Ix2BLOHwAqNSqn+uiSL5KZHG+Kjlr69Wj1ppThq4ehcmNQ7Iu0cTQ4mICzZ4m5dg2gcrFLtsCSgoCriqJsuX3DFAUt809UURSjoig/As2Btbl2WyuKcuJu5wohCmx56qZCCAYMGEBERATBwcEF9uffHBwcWLlyJWvWrOH48eMcP36cV199laioKPr168etW+WpSyV5FCnqurO1tTVHW4cOHUpKSgp+fn4IIdBoNKjV6kJbUfMUNU6tVqPRaO74u3Ev+4UQrF69mjZt2tC/f3969+7NqVOnSjQHd/jykkgqOAGY/sYWkJEXQlhj6mN+rKwXUNnBgWUzZ7Js5kzpsEokkgeGvb091tZl1wrFktwe4X2kUanAuQFYu4ChDCKuAGqdaf6EYEgOhZzCsUTfxo2Z+MwzuJtS1W8Uu1wLLGfJHQwYgBEWsHFPKIpyUVGUNYqifKcoyqX7na9fv34IIdiyZctdxz7//PPs3r2bhIQE1q9fz8yZM9m3bx+dOnViyJAh+Pv7Fxm9kkhKg0qlws7OjipVqvDMM8+g0+nYu3fvXc9bu3YtTZo04fHHH2fQoEFMmjSJDz/8kOXLl7Nv3z5Si+iDVhqSkpJ4+eWXGT9+PL6+vnzyySecO3eOjh07MnLkSBLvQ/pdInlI+AlTecztOd6jMdWy/lDuK5JIJJIHgLu7+73XtD5gXB0csKtgEd0yRajAoVbZOq4qNVhXgfTrcPMcZJdOY9MSfVp/vsOxHGD1/dp4UFSrVo1OnTqxcOFCfHx86Nev3x3Ht2vXDj8/P5588kkWLVrEO++8w+LFi4mMjOTChQvs2bMHN7diRbEkkhKj0WioVasWnTt3Zt26dUyfPh0np6L7YyUlJTFy5EgAnJ2dMRgMBAQEEB8f/2+Dbo2GFi1a0L59ezp37ky7du1KXO9y48YN+vTpQ1BQEB9++CFvvPEGarWaF198kZdffpnVq1fTvn17XnnllXuarkTGJZIyRgjxIlAz98cqgE4IkdefKFxRlLUAiqKcFkJ8CUwSQmwCtgENgFeBf8jXo7WskOnBEomkolJRi+Uq6rrKAnPJolCbHFeAjOtlkyosVAX7udrXBuvKIES5pgc/0qxfv54GDRowaNAgc+/WO1G3bl0OHjyIj48PH330EWPHjqVhw4acPXuWsWPHEhtbrCiWRFJqPvjgA27cuMGUKVOKHePg4MChQ4fw9PSkatWqHDx4kLCwMFJTUwkNDeWPP/5g6tSpaLVavvzySwYOHEi1atXw9fXlgw8+4NixY+Tk3FmIOy4ujq5duxIcHMzGjRt56623UOem2iQmJnLkyBF8fHwYNmzYvb60Fvc6sKyZN29eudsrb5uSe2Ik8FHuVhVwyvfzyNvGvg68iakF25fAs8BSoF9pVO1LikwPlkgkFQ21Wo2npydaC7bAkZQOdX7HNM9xLcuIK5j6uaptTP1ik69AjvGe04NLHGkVQtwtB1HBJIQUAewCtii3qx09RLi6uvL3338zdOhQxo8fT3h4OB999NEd+01VqVKF3bt3M2rUKD799FNefvll/u///o/Zs2fTqFEjunXrxty5c6lTp45F+1ZJ/ru0bdsWW1tb1q1bx5AhQ+jfv3+R41q2bMmSJUsYOHAgX3zxBa+++ioajYbq1atTvXp1evXqBUBKSgonTpxg//797N69m3nz5jFnzhxcXV3p27cvffv2xdHRkYSEBK5fv87Nmze5ceMGv//+O3Fxcfz555+0yydlnpWVxYsvvkh2djYbNmwoSW1LYdWmB0S726TZHzV7kntDUZQuJRhrBBblbhKJRCLB1OKuTFXo/iNo1WoMluw7a464CsgoI3EmMPWL1TpCejwYUk0teDR3vy8sTXpwbUw3knl6y3nFaXk5ifGYIrh9gbGAvxCij6IolimWszDFqQfnx87Ojl9//ZXXXnuNBQsWEB4eznfffYeVlRXGYi4WnU7H2rVr8fb2Zt68efj6+rJ161ZmzpzJL7/8gtFo5NNPP6VWrVooilKsqrBUG5YUx+3X7vLly5kzZw4TJkygffv2BdJ6c3JyzNdS79696du3L3PmzKF///54enoWmttoNNKmTRvatGnDW2+9xfXr19mxYwe7d+/ml19+YcWKFYXOsbW1pXr16vz++++0bduWjIwMcw3LjBkzCAgIYPXq1dSqVavQ743BYCikHpwb1S2bLuCl4ODBg+XqSB48eBCQzquk9Mj0YIlEUh486NiURR23+0CjUqEWAmPu+1FFr7fIvJZ8f4UQBaKohWYWanDwMv2/LB1XIczpwkeP7CAgIvmu6cGlcVq7AH8DnwCfKooSb7ItqgBvAU8BT2Dqk/oOMBWYhamXaoXjdqcwT8X0dqysrPjmm2+oVasWM2bMIDY2ll9//RVHR8diHUuVSsVHH31E8+bNefnll3n++efZsGEDR48e5b333mP//v34+PiwfPlyvLy8yuLlSR5hbr/unn76aby9vWnTpg3Tpk0r4FhaWVkVGL948WKaNGnCBx98wOrVhcvOtVqtOa0XTPXdzz33HC+//DIGg4EjR46QnZ1N5cqV0ev1uLq6FoqeWllZYWVlxaZNm/jyyy+ZOHEizz77bIF581AUpdDDotz13t4q5IExY8YM9u3bV672gHK1KXm0yEsPlkgkkrLCxcWlyL/rZUl2rpNqvq+5D6fO0caGW+mlEwa6HSEEjjY2JKSZWnDbWUh8Sn2XrMxKtrb3PFc1e3ui83U2ySnqvSsjx7WSlZqEzNseMGhs8a1fG986qRw+fpzoq1ctqh78OeCvKMrbeQ4rgKIo8YqiTAMOAZ8ripKgKMpbwFZgSCnsVDiEEEyfPp1169bh7+9Phw4duHTp7iLFgwcP5tChQ+j1enr06IFGo+HYsWN4e3vz119/MXLkSMaNG8f8+fNZs2YNfn5+xMTE3LV+UCLJIz09nZMnT3Lx4kUaNGjAqlWr+Pvvv4sd7+3tzejRo9m4cSOHDx8ukS2tVkuHDh3o0qULTZo0wd3dvdh035MnTzJ06FDc3d1ZuHDhHeeNjY1l1apVjBo1iuHDh3Pu3DmAwo1hJRKJRCKRVAgqV65crABkWWHJuG5JXTFLRU8tSRV7+3seq7/tfq3YXrN5qcI2VUtV41rVpvCDDF1xzzZUWlO6cE4W1eyERSOtXYFpdzh+AFiQ7+c9QI9S2ClzDh8+TM2aJhHIJk2asG7dOhwdHe963rBhw3B3d+epp57C19eXFStWMHjw4Due06hRIw4dOsQrr7zCG2+8QZs2bWjQoAEZGRkEBASwf//+QimTVlZWeHl54e3tzfDhwxk6dGjpX6zkkSQwMJBnnnmGiIgIc0slIQTe3t5otUX7wQ+/uwAAIABJREFUe1FRUXzwwQesWrUK+xJ80ZWGtNynjTExMTRu3JjmzZvTsmVLmjdvTvPmzQkJCWH79u1s376dEydMbZWrVq2Kg4MDycnJUMx3VGxsLK1atSq0f8yYMYwZM6bMXo9EIpFIJJKHn9Km3NoUc2/1SCJUYO8FCEiLA53j/UVc7/SWCwFCjZWGYvsNlbblTf27HMv/inIwCTNVOJycnOjWrRtr1qwhLi6Onj17smPHDipVqnTXc7t06UJgYCBPP/00Tz/9NFOmTGH+/PnFOgpgajPy22+/sXbtWj744AOio6OxtbXF29sbW1tbrKysSEhI4Ny5cxgMBjIzMwkLCyMyMpJt27Zx69YteUMuMWMwGOjTpw/x8fH069ePF154gfr16/PYY49hY1NYvyg9PZ1PP/2UhQsXYjQamTx5Mm+88QZVTWptZcLjjz/OhQsX+PXXXwkMDCQwMJDNmzcXGKNSqWjbti1z5syhd+/eNGnSBCEE3bt3Z//+/UWmG7i5uVWItNmaNWsWWR5Qs2ZNwsLCyn9BEkk+ZE2rRCJ5lLkX98nB2prkjAwych/s306R6bEVCL2VFckZGWU2/12dd6EC+5qmyGtatCkiauEa16MXwgm4FEHMjVtkZCnFhrJL47TuAcYLIY4oirIh/wEhxHPAOODPfLtbAGGlsFPm1K1bl9dfN/V9X7duHadOnaJHjx7s2rWrkONalEBTjRo12Lt3L9OnT+fzzz8nMDCQ7du3o9PpihRoyhObGTZsWIGWHzdv3ixQD5CVlcWZM2c4duwYwcHB7N+/n7S0NMaOHUtWVhaTJk2y5NsgqeAU94Uyb9484uPjGThwIOvWrTM/MMnOziYrK6vA+Rs2bGD27NlERETwf//3f7z//vt4enpy8+ZNEhMTC80dHx+P7W01EufOnSu2Obi3t3ehfdnZ2bi6uuLq6srEiRMBk+OckZHBqVOnOH36NK6urnTr1g1bW1uzPYPBAJiFmK7f+d15sBTnmEoBNUlFQNa0SiSSRxmdRkPNSpVIzypei1ijVqO3sjI7rZrb7uV15VyPW1LuWM9qQYdbq1JhKK4sUahAX8PkrKZEmQSUhOW6n/jWq4lvvZocDjrN1ayElOLGlcZpfQPwBX4QQnwKXM7dXwdwA2IxiS8hhLDG1IR9TSnslDnp6en8888/bN++HaPRiFar5cyZM/Ts2ZNdu3ZRufK/adXFCTTZ2tqydOlSWrRowciRI3nvvff45JNP0Gg0hcar1ep7upnV6XQ0b96cpk2b4uTkRGpqKgMGDMDPz4/JkyejVqsZP378/b8BkoeWb7/9lg8++ID+/fuzbt06dLqC2RR519m5c+d444032Lt3Lw0aNGDLli107NjRPE6tVhebHXC7sEJycjK3bt3it99+Y/v27Xh4eDBs2DCaNWtWpAhDTk5Oof0qlYpKlSrRpUsXunTpYt5flHpw7mso9survFm8ePEjbU8ikUgkkvLGeB/6LUIIrLXaOzqtUDArVT5SLoa7+SdCgF11QEBqJGgcoKRtO+/zzS+x06ooSrgQohkwHegHtMk9FAb8CCxUFOVG7tgMTDWwFRIbGxuSkpLQ6/UkJyfTtGlTYmJiOHv2LN27d2f37t24uLiYx1+5coW9e/dy5swZnnvuOVq3bm0+NmLECAICAli0aBFdu3Y197u0BHZ2dvz+++/83//9HwcOHGDChAnk5OSYo1eS/w6BgYEMHz6cs2fP0rdvX9avX49OpyM9PZ2wsDCuXLnC5cuXiYiI4PLly+zatQu9Xs/8+fMZOXJkIcfwXomOjmbVqlXs27cPg8FA27ZtCQkJ4f3336du3brMmDGDzp07l0WEsXA/ngeEj4/PI21PIpFIJBJLUFSJUnGk52ZXPWjqVKnC5fj4uw+0ACohKnxacpEIAfrqpihrcjho7UFVfpHqUt3BKoqSgEmM6U6CTBUelUpldgDPnj3Lm2++yf/+9z82bNjAhQsX6NKlCwMHDiQoKIjAwEDi4uLM5y1evJgvv/yScePGmedbtGgR/v7+jBgxgsuXL2NnZ1ei9axcuZLZs2dTo0YNateuTa1atWjcuDF16tShdevWZsd1//79TJo0iYSEBN59912ZivgfYvz48Zw7d44+ffqwYcMGdDod+/fvp3fv3mYhJjBlANSqVYtRo0bx7rvvotPp7slhzczMJDo6mqCgIBISEoiKiiIwMJAjR44A0LVrV55++mk8PDwwGAzs2bOHn376iZdffplatWrRtWtXfH19adGihaXUBCuM4sGePXvo3r17udoDytWm5NFC1rRKJJIHQUnuSyuV8F7ZUhTKhrzHqKG1VouHkxPRRZRWFbJRzH5PZ2fCEhLuyV6FxM4dUEHKFdDcv+NaljWtjxTW1tZkZGQQHh7Orl27aNu2LTt37uTmzZvExMSwcOFCGjZsyPXr11GpVOa61u7du/PWW2/Rq1cvateuDZieLC1ZsoQnnniCjRs3MmLEiHteh9FoZMmSJbi5uVG7dm1CQ0PZu3cvmZmmNpX16tVjx44dbNmyheHDh/PHH38wa9YsoqKi+Oabb6Tj+h+hWrVqKIrC8uXLzfWlBoOB7Oxspk6dysCBA/Hw8MDd3b3ANXErX0+u20lOTubrr79m3bp1xMbGFqihValU1KlTh7Fjx1K/fv0CtatarZY+ffrQuXNnQkND2bp1K2vXruX7778HwNPTk/bt2+Pr60vz5s3x8vIq0dPXisacOXPK1YGcM2cOIJ1WSemRNa0SiaSiY6srViy2TLm9tvVeEUKgv8/+q1aPggKxnasp4poUcu8R12KCy2VZ04oQwg5TlHUQUDt3dyiwCfhEUZTU0sz7IAgKCmL//v1cunSJQ4cOYTAYyMrKwtraGrVajbu7O3Z2djRo0IBLly6h0Who3bo1gYGBqFQqxo0bx86dO80OQqdOnWjUqBHffPNNiZzWnTt3EhkZycqVK+nfvz9gEmRKTk4mICCAcePG0a1bN3bs2MFvv/3GzJkzWbBgAcuWLQOQjut/hLS0NPR6PW5ububIatOmTQFTq5g2bdpgMBju6VrIzMxk5cqVfPnll9y4cYMePXrwwgsv4Onpia2tLY899hjVqlUz17weOnSoyHm0Wi1Dhw5l6NChZGRkEBwcTGBgIAEBAfz111+sX7/ePNbOzg4vLy88PT2pWbMmAwYMoEOHDndaZmFFM4lEIpFIJBLJg8W2qillOOmyRSKud6PETqsQohKmXqwNgHjgRO6husAs4GkhRMfcFOIKT17qbVZWFo8//jje3t64ublx+vRphBCkpaXRqlUrvLy80Ol0PP/882RlZbFs2TK+//579uzZw+rVq3nppZfMc44bN47Jkydz9OjRAnWvOcUUm0dHR/PFF19QrVo1GjduTGRkJAAzZszg7NmzAOj1esLCwmjSpAmBgYHMnj2bKlWqMHXqVJYtW0ZOTg7Lli2TjusjSP7I582bN6lTpw5gis6rVCoqV66Mh4cHQUFB5OTkkJycXCgV+Pz582bn02g0smPHDr777jvi4uJwcXGhc+fO2NnZcfHiRS5evIizszO//PJLgTmcnJyIjo4utL7HHnusSNGgBg0a4OXlRXJyMgkJCSQnJ5OTk0NWVhbBwcHs3buXb775hpYtW/LSSy8ViihmmCTepdMqkUgkEolEUhGxqQIISLoEGj2oyi6JtzQzf4ipF+sk4FtFUYwAQgg1MAZYCrwPvGqhNZYpLi4uvPXWW3Tq1InGjRtTo0YN2rRpw8WLF1mxYgWHDh1i7969+Pr6Mnr0aJydnQF47733mD17Nu3bt2fq1Kn06dOHatWqAfDiiy8yffp0vv32W9q0aWO2VZxKa2RkJEePHuX1119Hr/83lXv79u2FxhoMBnPEdcKECQBMnTqV7777Do1Gw1dffSUd10eM/J9nSkoKPj4+CCHQarXmY82aNeP06dNoNBq0Wm2h9kyKoqBWq7l+/TqvvfYaly5don79+qjVahwdHYmPjyc+nwBBVFRUgWsRICYmpsj1+fv7F1IvzpujQYMGAFhZWWFlZYWtrS1du5q02bKysvjrr7/Yvn07r7/+Oi+88AITJkzA0dEx/zSW01SXSCQSiUQiodhMVQBc9HoMt26RVUT7SkkR2LiYIq63LoHGrswc19LcEA4AvlMU5as8hxVAURSjoihfAyuAgZZaYFmjUqlwd3fn8ccfJzk5mYsXL5KQkEDjxo1p3bo16enp+Pj40KtXL65cuVKgNrB58+YcPXqU1NRUXnvtNfN+BwcHXnjhBTZs2EDCPRRa//jjj+h0Op5++um7jvXw8EBRFHr06EFwcDATJkzg008/BUwpwhMnTrx7o2DJQ0l2djZXrlwx11Dnp1mzZpw7d4709PRiz09MTGTSpElERUUxd+5cVq9eXWKxsKIwGo1kZmaSmZlJdnb2PV9/Op2OPn368NFHH9GuXTvWrVtHr169+OGHH/LPIZ/ASCQSiUQiKTestVocrK3L1WZpa2wrDNaVwakeZKdCTtkoQpfmHarGvynBRRGYO+ahwsXFBXd3d+rWrYu7uztVq1YlODgYRVFIT08nMzMTf39/s6InwJgxY3B2dsZoNLJx40Y+++wz87Hx48eTmZlJt27dOHfu3B1tHz9+HBsbG27cuHHXdVpZWTF79mzi4+P54osvAJg4cSLz5s0D4OuvvyYoKKg0b4GkghMTE0N2djbfffcdwcHBBY61a9cOo9FI3759CQ0NLfJ8Pz8/QkNDcXNzw9XV1WIReUVRMBqNGI1Gsu7SK60oHB0defHFF/nll1/Izs5mzpw5+dOQK0zX72+//bbc7ZW3TcmjRZ568Ji5c/lj//4HvRyJRCIxo8q9B3lQ2YFZ+TouPIzorazuWxDqfs8vhJUzVdybQ3Y6ZGcUO0x920d+9EI4X/55gJgbt0i9g3pwaZzWq0DzOxxvnjumXBBC1BRCNCjNubGxsbRq1YpWrVrRtm1b+vXrR4cOHdiyZQtqtZqZM2fSrVs3GjZsSPPmzenatWuBurtnn32WsWPH0qhRIwYNGsSbb77JU089RVxcHE2aNOH3338nOjqaFi1aMH/+fAzF9KJasGCBuV724MGDd1xzSkoKU6ZMoWHDhsyaNcu8f8iQIeb/nz9/vjRvxyNH/s83/5YnXvWw4enpyccff4wQgpYtWzJv3jzzNdW7d2+WL1/OqVOn6NSpE1999RXG29JaevfuzZtvvkliYiIjR45k6tSpZnXq+0GlUqHT6dDpdFhbW5fqD1BOTg5r164lNTWVSZMmUb169bxDFSY3p169euVur7xtSh4t8tSDl82cKdvdSCSSCoVGpaJetWpm57W8MT7kWYkeTk443kdHBndHRxzKoKNDJRdPcG4IORmQnVbkGL22oPvpW68mE/t1xL2yI3Y6Uax6cGmc1j+AkUKIsUII8/lCCJUQYgzwCvB7KeYtMUKInzClIx8VQiwRQniU5Hw3NzeOHTtWYAsICGDMmDEAeHt707NnTw4dOsSxY8cYMmRIgXq7jIwMWrRoQdu2bQkLC6N27dps3bqVRo0asWbNGvr27cupU6fo168fM2fOpF27dkVGQRs0aMCGDRtwdXVl5MiRTJgwgYCAgCLXnOcQ79q1C3d3d/P+/D0xt2/fTkpKsZ/5f4aiPt9jx46ZP9+HkREjRvDtt98yePBgZs+eTbt27Th58iRCCEaMGGF2WmfOnEmfPn04efKkOdVWo9HwzDPPsGnTJsaNG8eJEycIDw8nKirqvpxXlUqFRqNBo9EUqqW9F/Ic1s2bNzNp0iQmTpyY/3CFibT+8ccf5W6vvG1KJBKJRCKR3Bc6e6jSGoyZYLBcQ5nSOK2zMLW3+QqIEUL8I4T4B4gBvs49NttiKywGIcRaoDqmtju9gN7AC5a2k5OTg9Fo5NChQ8yePZvY2FjzMZVKRVhYGLVq1SItLY3o6GhycnJo2LAhI0aMoG/fvmRmZrJx40Y2btxITEwMbdu25b333ivgJCiKgpubGz///DMTJ04kKCiI4cOHF7keGxsbtmzZgoODAwaDwbzlteixt7fn0KFD+Pv7YzQaSUlJKVa1WPLw4ezsTM+ePfnhhx/M11SbNm2YOXMmly5dwt3dnXXr1vHNN99w6dIlunTpQtOmTVm0aBEHDhwgPT0dGxsbRowYwebNm3F2diY5OZmQkBCioqKIi4vj6tWrZGRkkJSURHJyMsnJyXd8CKIoCjk5OeTk5KAoinkzGo2kp6eTkZGBwWAwpxDfunXLvN28eZPvv/+egwcPMn78eEaPHk1WVhZZWVl5znaFibQuWrSo3O2Vt02JRCKRSP4LPKgIb2l4KGPCOgdw62CqbzVYJpBWYqdVUZQbQCtgAXADaJ27XQfmA61zx5QZQognMPWH7acoSpKiKAeBuUBnIYRaCFFq2SohRIHtqaeeolOnTpw9e5ZNmzaxcuVK89jt27ebI6KdO3cmKyuL7Oxs/P39qVKlCn5+fjRp0oSvvvqKQYMGERwczLBhw5g/fz4tW7Zk1qxZ/Prrr6jVah577DGaNm3K0qVLiYqK4uuvvza3NnF1dQVgwIABREdH4+LiYlZjzdusra1xcnLC3t6eqlWrcu7cOZYtW0ZYWBhpaUWH5yUPB/mvR7VajV6vJzMzkxo1ahAQEMCAAQNYuHAhDRo0oHHjxixYsIB69epx9uxZli1bRqtWrfjrr7+YOnUqPXv2ZNasWezYsYPk5GQOHjxIREQEr732GlZWVmRmZpKcnIzBYCAlJcXstCYlJRW7PqPRSEZGBhkZGaSnp5u3K1eusGfPHnbv3s3ff/9NUlISlSpVolq1avTs2ZO+ffty5MgRjh07xoQJE1i0aBGPPfaYebMxpa3EFmtYIpFIJBKJpBQ4WkBo6aF0JssTnSO4dQQlxyKOa6mcO0VRkoCZuduD4CCwBkxpyYqi5AA3ASdFUYzCglXdTk5OTJs2jbp163Lx4kVGjBhhPpaens62bdtwcXGhWbNm+Pj4EBwcjF6v55VXXuGPP/7Aw8ODyZMns3btWv744w9WrVrF0KFDmTlzJgsXLjTXHdra2tK4cWPat2/PjBkzGDt2LCNGjGDr1q0sXbqU/v37s2TJkmKVWRVFwc7ODpVKRUhICPv27SMrK4urV68ybdo0S70dkgrCqVOnOH78OABNmjTh9OnT6PV6XFxcWLJkCYsWLcLJyYkOHTowcOBA1q5di7+/P9u2bWPnzp3s3LnTPJe9vT2NGzfm2WefpXbt2tjb22NnZ4ejoyO2trZoNBoyMjJIS0sjOzvbrBRco0YN1Go1N27cID09ndTUVFJTU80R1/T0dDQaDYqiEBUVxcGDB1m+fDnLli3DysoKDw8PQkNDGT9+/O0pwflxK/t3UyKRSCQSycNKaW778855GBxPdTlEhTUqFYayaPGjszdFXGP9cmtcSy/+VHYdYMsIIYRQFCVTCLFMURQln4N6k9z2GLn7nwCuKYpy5n7sJSUlceDAAQYMGIC9vX2BY5988gm3bt1i6dKlDB48mIkTJ+Lv709aWhqnTp0iMTGRSpUq0aNHD3bv3s3XX3/NrFmz6NOnD3369CEjI4OzZ88SFBTE6dOnOXXqFEuXLmXt2rV89tlnDB06lAEDBjBgwACzzaLEnAwGAxMnTiQiIgKVSkW7du1ISkoytzPZtm0b/fr1w7qc5bslZUfTpk3N/yYmJpprp1u3bk1GRgYnT55k6dKlXLhwgVGjRvHll1/y+eef8/nnnwMmQa8zZ84QGBjImTNnOHnyZJHiTXdCq9XSs2dPBg8eTL9+/Qq1z0lKSip0zQUFBXH27FkCAgI4efIkU6dO5ZVXXrmTmeLl5yQSiUQikfzncbCxwUrz0Lk090w1Bwfss7KIydd209JUd3LiUnx8qc93srEhsbi2i1q9yXEN9zMpC+tK127xrp+wEKLo4sq7oCjKmtKcdw/z5j0UEbk/5v2cBtgACCHexFRX26i0dvIcz8jISAICAkhMTKRRo0bUr18fq1yJ6KVLl9KvXz8Azpw5w4oVK0hLS2P79u3UqlULvV7P6NGj+fXXX+natSurV6/m3XffNYvVWFtb06JFC5o3b25+4nPq1CnGjh3L8OHDWbNmDV988QXe3t7FrjMlJYXnnnuOXbt2AdCpUyf8/PwQQuDh4UFCQgIhISHY2dnRvn179Hp9qcRyJBULW1tb2rRpA0CXLl1wcXHBxsYGb29vUlJS+P/2zjs+qipt/N9nMqmEEEKkl5hAREBAugpKWym6Kq4Vy4oF17q8r22Vn6u+a1lddcGCyurKLu6uYAFhFUUsgCBGauihJgECEkpCEtLP749zZ5gMM0kmM5lkwvl+PvczmVvOOfc+d27uc54WERHBJ598wosvvkj79u3ZtWsXw4cP57rrruPFF1+kc+fODB48mH79+jnvh7KyMmes6ZEjRygsLCQvL4/S0lLCw8MREaKiopzW02+++YY5c+bw+eef06xZMy6//HKuu+46RowYQUREhMdxx8XFMXLkSEaOHFllfTW1Xf0vJOsjSUlJZGZmVlkXGei08AZDEHCUvAH49bBhJoOwwWAICjabjbCwsKC9b9pEiPby3hEIyhs4N0yYzUZ42Ol5Ke1hYUTVQVm322ynKfn+yso1RthusxEdHl51h/BYojtcQEzmj1ZyplOZi9O2Z/LzjiwOHMmjuJqSN7U501lo67kvtmmF5b5bH4hImFLKk0lon4j8L/A4MFwpleVr246XZ4f75TnnnEO/fv04efIkaWlp2Gw2zjvvPADGjRvHqlWreOSRR/jLX/5C8+bNuf7668nNzSU1NZU+ffrw5z//mblz52Kz2SgpKWHp0qUMHz68Sp+VlZXOm+W8885j+fLlvPPOOzzxxBP07duXqVOncs8999C8eXMqKysJs27cgwcPcuWVV7JhwwZAl+D5+OOPnQrwL7/8QmFhIVu2bOHw4cMkJCTQs2dPmjVrhlKKoqIibDYbO3fuJDU11VhiQ5TIyEhatmzJzp07qaio4NChQ+zYsYPi4mI6d+7MmDFjWLlyJbNmzWLhwoUsWLCAiRMncuONN3LBBRcQbj1Y7HY7rVq1olWrVnTs2PE0xbOsrMy5L8Do0aN57rnnWLJkCZ988gmfffYZc+bMoUWLFowdO5bRo0czZsyYKhbYiooKyj3URnMkPHOlGkW2XsnMzDyt7+zs7KCPY/bs2UHv09C0cJS8MRgMhmBis9mceVkMgcGTEhZms9GlVSuf20o56yz/B1SH9iOiW9ApZRgH9/wAZUVgjwF0yZtB53Rh1fqNHCo96jX4tTZK64g6jbiecFVYRWQWkKGUet7aPB7oB4xWSq2rS/sOZa5Xr17AKffLbdu2UVlZSWpqahXf+fj4eJKTk4mPj0dEaN26NVOnTnVaaP/zn/8AUF5eTlxcHP/4xz8YMaLqJbXZbFXatNvt3HfffVx55ZVMmTKFJ598kieffBIRISYmhmbNmtGsWTOOHz9Ofn6+8wX766+/rqIQnHvuuRQVFXHw4EH27NnDhg0bGDhwIKBdN9PT0/nuu++cpXMcLqeG0MD1nunUqRMAHTp0IC4ujsOHD1NeXk6bNm3o1q0b8fHxbN++nR07dpCVlcXcuXP5+9//Trt27bjuuuuYOHEiAwYMcLZpt9tPixHxtA5g/PjxXHbZZZSWlrJ48WLmzZvHggULmDNnDtHR0YwZM4YJEyZw+eWX06dPH49tVFRUEB4ejlKKnTt3UlJSwkntZtIosgc7rm9T79NgMBgMBoMbXibRI8PCaBcXV6sm2rdoQU5eXp1jaBtL7G3zyEhO+FEmkfBmkHg+5KyH8kKw196hrkalVSm1tO4jCyxuCuscdBbju6zN24CvgUeVUhvq2kdRURFHjx6lrKyMAQMGEBYWRm5uLgsXLiQ1NZVBgwZVsUi+8MILfPPNNwDOzMIREREkJyczY8YMAMLCwggLC6OwsJCPP/6Y119//bT42MzMTObNm8f69eux2WyEh4cTERFB586duf32252Ws+LiYkpKSigtLXVap84++2zGjh1LixYt2LdvH6tWrSI5OZno6GgKCgo4duwYWVlZ7N27lwMHDvDzzz8THR3N8uXL2bx5MyUlJdx44411vWSGRkBERAQdOnQgIyODrl270r9/f/bs2UN0dDRbt26lZ8+e3HnnnSxevJg1a9YwcOBA1q5dS9u2bXnrrbeYPn26U+F1ZCp2nUxxWEgdZWsqKytp3bo1KSkpnH322aSkpJCSkkL//v25/PLLKS8vZ+nSpcyfP5958+Yxf/58wsPDGTFiBFdddRVXXHEFZ7nMxO3bt485c+Ywe/ZsMjIyGuoyemXOnDkAXH/99U26T4PBYDAYmjI2m412cXFeS954Ug6rK48TFx3tdZsrzaOiOOiD0npWbCyHqyk3GEwiwsIotbzhmnlRWn1KhmWPgpbd4fh2nxTXkIla9qCw9gO6K6XKRCRSKVUoIpcrpU7PVOQDMTExZGZmsmbNGtLT09m9ezeZmZnMnTuXZs2a0apVK6677jrn/o8//jjl5eVccMEFFBQUEBt7yhX7gQceAKB9+/bMnTuX9evXU1RUxO9+9zumTZtGTk4O8+fPZ8GCBaxdu9a5r4hUqcFaVlaGzWYjIiKCyMhI52dSUhKFhYWUl5eTnZ3NiRMnGDlyJGPHjmX79u0cPHiQ5s2bs379eoqLi3njjTc4fvw4hYWFtG3blj59+lBRUUGvXr04dOgQmzZtonv37hw5coROnTp5jUs0NE4yMjLYtGkTAD169KBFixbk5eWxbt06ysrKGDNmDDk5OSiliImJoUePHiQmJpKWlsbhw4cpKCigtLSUjh07kpCQgIiQkZFBbGwsR48e5ciRIzRr1oz+/fsTHx9Pfn4+aWlpfPTRR1Vce2+55Rbef/99RowYwchf93JUAAAgAElEQVSRI5k2bRppaWl8+umnfPLJJ9x7773cf//99OnTh549e5Kens7GjRtRSjF06FAeeOABzjrrLJ555hm2bt26raGupytvvfUWEFwFsiH6NBgMBoOhsVPpZ/hQXHQ05T4knrTZbFAfmXWrwVMMa5MiLBLiz4Xj23Q5nHCvoaxOQkJptcraOBTWD4H+wLmWwmpXSpUA1EVhLSoqYuXKlZSVlTFs2DBiYmI4duwYu3bt4scff2Tt2rWce+65hIeHY7PZTou7S01NZdKkSfz444+kpaU5E8wcOXKE//73v/To0YNp06axbds27HY7YWFhfPTRR063YRFhyJAh2Gw2oqOjuffee1m7di0LFiygffv2JCUlsWLFCgBKS0spLCykoqKCW2+9la5du/Lzzz+za9culFLs37+fbdu2MXDgQJRSHDp0iC5dunD//ffz8ssvIyKUl5eTlJREz549GTp0KJ07dyY8PJytW7fy008/sWbNGlq3bs2JEyfo3bu3SdoUQqSmpjo/w8LCaNOmDXl5eRw8eJCVK1dy4sQJ7HY77du356KLLiIyMpLo6Gjsdju7du2ia9eufPvttwwePJguXbpw7rnnMnjwYNatW8fJkyd5/fXXSU5O5r777mP37t389NNPFBQUEAfkl5QQFxuLVFYye/ZskpKSeOqppwD9sB8yZAhDhgzh2WefZePGjcydO5fFixfz3//+lwEDBvDkk09y0003kZyc7DyfGTNmsHXr1sbiEWMwGAwGg6ERUC+lWSw82Qu95tgIQimaUKFOeUjCwiG+O+RlQGnNVuWQUFqtOqwOhXUQcI6Lwnp6VhcfSE9PZ8GCBZSUlBAZGcmgQYNo3749o0aNYtmyZRQVFdGsWTN+//vfs3PnTi644ALnsQcPHuSDDz7gqquuAmDQoEEAHD9+nKlTp5KTk8OaNWs4ePAg1vix2+1UVlYSHx/PpEmTyMrK4ssvv8Rms1FZWUlSUhKzZs0CdGbgn3/+2dlfx44dnXGsy5YtIyEhgQ4dOjBq1Ciio6NZu3YtV111FXl5eRw7doxDhw5x8uRJrr76asaNG8eXX35JTk4ON910E4mJiezdu5ewsDASExMpKytj165dJCQkoJSirKyM77//niFDhlBeXs6SJUuIjY1l6NChxMTE+HPJDfVEVFQUvXv3rvLgKCsr44cffqBVq1asWrWKhIQEEhISSE5OpnPnzuzdu5cJEybQsWNHZxzs4MGD2bVrF3l5eWRlZdGiRQtSUlK4++67+eqrr8jPz2fQoEFERkayYcMGfti4kaKyMtq2akX7hAS2Zmbypz/9ie7du3PDDTdUGaOI0KdPH/r06cOzzz6LUso5GRTunmlO40fgRMPRpUsXj64yXbp0Ye/evcEfkMFgMBgMTYTq3HX9pbHOlDdUckqoXSbeOo8uLBxapEL+DvCYY/cUIaG0AohIZ6A1AVRYARITE8nPz2fUqFG0bt2aJ598kjvuuIOhQ4fy5ptv8swzz/DUU0+xZs0aNm7cyPLly0lKSgLggw8+4MsvvwTg4Ycfdra5ZMkSysrKaNeuHa+//jq33nqrI6kM/fr1Izc3lwceeIDx48fz7rvvOtuw2+0sWrSI6dOn88QTT1BWVsb27duJjIzkV7/6FcOGDWPp0qUsW7aMjh07UlpaSnJyMomJiSxevJgff/yRbt26ce+992K32+nRowdFRUVERESwfft2zjrrLC644ALOOeccp2LbsmVLWrVqxfr164mKiqK8vJzhw4eTnp5Oeno6+/fvJyYmhnnz5hEbG0tcXByDBg2iqKiImJgYY4kNAtU9qDwpRkoplFKcPHmSv/zlL+zevZuKigratGlDfHw8SUlJlJaWYrPZ6Ny5s9PtvbS0lAsvvJDu3bvTpUsXEhISaNu2LcePH6dVq1bk5OSQlZXF2rVrGTx4MGFhYaSmplJx4AARLVsybuBAft64kTFDhnCkspI77riDs88+2zmZA1TJfu2InXUdsweS/Ll2DYU3xbQuBdANBoPBYDCcItwlxtLQBHAorhKGVKMjh4zSqpTKEpFRSikVKIUVdLKTXbt20a1bN9atW8fixYsREV555RViY2O56KKL2Lt3L//617/o168f48aNo6CggJiYGG6++WYA56eD0aNHOz8d2YUffvhhLr30Urp160ZKSgp2u51NmzYxadIk5s+fz549e4iLi+Phhx+md+/ejB8/nrVr1/KHP/zBGS+bk5PD8ePHiY+Pd1qAe/bsSWFhIdu3bycvL48dO3YQERHByJEj6d27N9u2bWP69OkcPnyYlJQUunfvTmxsLAkJCdjtdlq2bElRUREXXHABRUVFdOrUyRnXuGbNGgoKCkhJSeHqq68mNjaW3r17U1RURH5+PkCVGF5Dw1NQUEBaWho9evSgsLCQ3r17c+TIES677DIOHTrEyJEj6dChA506dXJa/tu0aQNoWSYmJhIVFeWcoIiMjKRNmzZUVFRwsVXj8dprr0VEnMro00OGsLu8nCdnzGB7VhYX9epFUvPm7Nu3j9/85jekpaXRoUMHQJfn8aS4ecpMbH0/Wn9XK/h4ssAa66vBYDAYDIbGSlBsvDY72GM4Xqzyve0SMkorgLJMMYFSWAEmTZrk/CwtLQXgwQcfBOC7775j1apVvPvuu+zbtw+A//znP1xyySUkJyfTtm3bKhZWB/Hx8VxzzTXO73379mXJkiVUVlY6LZSLFi1i5cqVVFRUcNttt/Hpp58667I6SE1NdboKr1u3jvPPP58VK1awefNmSktLyc3NJSsri8zMTI4dO0a3bt1o3rw5WVlZJCUlsXv3bjZu3MiAAQNYtWoVqamprF+/nvj4eEaOHElKSkqVMV177bVkZGRQXl7O2rVryc7OJjo6mt/85jdceOGFznFVWkWWa3IT3rlzJy+99BKPPvqoqdcVQHbt2uX1uqalpbFq1SoqKyspKChg69at3HzzzYwfP54tW7bQu3fvKnI7efIk6enpVcodxcTEEBUVVWW/LVu2MHv2bG655RYSExMBreSOHDkS9eWXpDZvzj0TJvDN6tXERkby1erVjO7blw+XLOHKK6/ks88+Y+3atezbt4+cnBz2799PTk6O0+IrIoSFhVXJWrxx40aARjEr8vHHHwekHU/KqTfra6D6NBgMBoPBYGj0iJBXgl91Wps0rVu35o477qCgoIAZM2bw4IMPEhsby7vvvssll1yCzWZj8uTJvPrqq3Tv3p1ly5YBOOu4+oLNZnNaJocNGwboOMTS0lIee+wxxo0bV2V/h9IQExPDZZddBsA111zDNddcQ15eHkuWLGH48OE8/fTTVFRUEB0dTUZGBosXL2by5MlOReSpp57i6NGjfP3110ycOJFevXo5rcWOMRUXF7Ny5UqioqJISEgAYM+ePYgIixYtIjIykl69ehEfH09MTAwrVqygf//+tG3b1quL8EsvvcSSJUsAmDlzps/Xy+AZT9fVMfkwYMAAQMdXz5s3jx07djBs2DCKioqcLuX5+fkkJiZit9tJT09n+fLlLF682GlJLS0tpZVbsepvv/2W9evX06FDB4/1fCOjohg+aBDt27Vj/4EDZObmMrJfP3qlpDDllVeq1By12Wy0bduWdu3aER0dTWVl5WmLYxxAUaCvX11wKOpNvU9D0+JIfj6Tn3sOgF8PG8avrd+4wWAwnEnERUUR1gDhOf6EBMVERHBWkL0ZvZXZqc1ZNI+M5FiRb69sLaKiyCsuJm3TJn7esoUDv/wC0Mrb/me80pqbm8uBAwd4++23nVl6w8PDefPNN+nZsyezZ8/m6NGjfPjhhxQVFTFv3jwmTJjgdyxnXFwcl112GWlpadjtdjp27HhaiRlXJdedFi1a8Jvf/AaAP/zhDyQkJHD11VezcuVK+vTpQ2lpKTExMSQlJRETE0NsbCxt27bl888/p1u3bowfPx445d6bkZHB/v376dChA23btuWKK65wltLZv38/ixYt4uTJk9x2223ExsayYcMGDh8+zODBgykpKaFHjx5V6tcCPProo1U+DYHB03V1uGzHxcXRvXt3XnvtNfLz8zl48CCZmZmUl5djt9spKipyJgZr27YtPXr0YP78+WRmZlJZWclVV11F69atAZ3EKTs7m06dOjFx4kTCwsKqLb+SkZ3N5t27SWnfnikTJ1JSVobtwAH+/tRTnCwpISs7m5kLF0JxMed16MDAXr0YkJpKzokTDOvTh1kLF/Lpt99CRQXHTpwArbxW1tuF9AGHx8Ntt93WpPs0NC1axcUxc+rUhh6GwWAwNCgRdjsR9tBSecJsNhKanapfGgwX3YRmzepUGzY+OtqvEj2DevViUK9erFq7lv2HDh3xtl9oSbAecFgzHn30Uael9YorrqCwsJC0tDSee+45unfvTnl5OUOHDuWuu+4KWN+VlZUkJycTERFB9+7d69yOzWYjMjKS1q1bM2bMGHbu3El2djYpKSl88MEH5OTk0L17dw4fPkxGRgYzZ85kxYoV3H333ezYsYPLLrusSrkUu91ObGwsEydOJDc3l5UrVzJ79mzn37///e/ZunUrnTp1YunSpU6FyN0C17VrV2NhrQdSUlJ45513qqyLiYmhvLyc/Px83nvvPRYtWkReXp4zM6/DQl5ZWYnNZnPe90VFRVx66aWkp6fTr18/kpKSnImSsrOz2blzJwDJycncf//9HmcNc3JymPXZZ9wwciQ9k5NJ7dSJ8IgIjuXnU1pSwvHCQjq1bs2zq1cTGRnJ0eJimsfE8M3PP7MyPZ0eycm0adWKSePGsTI9nU27d1NSUYE1LfRLPV7KWmOUVoPBYDAYzky8KYy+2lFFBGnALMB1xR4WRomV+Koh00me8Uqr3W6nbdu2ALz66qsopXj77be58847GTRoEHfddRc7duxwJpIJJEVFRZSWltK1a9fTrJS+8P777zszEA8cOJAHH3yQ119/nZSUFG6++WY2bNhAaWkpOTk5gI5PzM3NZdeuXZx99tkA3HLLLacpnY5rc+mll1JaWsratWu54YYbyMjI4MSJE2zevJnk5GSioqKcSq+hYbDZbBQXF3Pw4EEuv/xyNm/eTFlZGeHh4dx9991OV3CHa66DxMREevTowdChQ53WeQcOl15X115PzPr+e77S8ac8fuedABQWFVFaWcmJkyf5YcMGEhMSuHX0aJauXQvAsnXrGNS3L6qigkrgnM6dSU1KYs5zz/Gnv/2NdRkZHDlxgt3795/ui2wwGAwGg8HQgHRu2ZIoz6X6nLiX5unSyqvna6OmbVwcu3JzAWgeFUVZRQW5hYVBH8cZr7S6IyJceOGFbNmyBYDy8nJSUlICHl+Wn5/P0qVL6d+/v9eERuXl5eTm5jrjDx3jc8c1mdS4cePYvXs3jzzyCJdeeilt27bl9ddf58svv+Tmm2/mX//6F2PGjGHFihVMnjyZ7du3M3DgQF5//XWuv/56p2soUCVJ0w033OCsuZmcnExZWRl9+vShsrKSzMxMSktL/VK8Dd7xFhORn5/P8uXLGTZsGHFxcc57NDExkbfffpuFCxfSv39/4uLivLbhOmnj7p4eERFBSkpKjeO77ZJLUNHR3DZ+vHMGLsa6F3p16cJPGzeS1Lw5m/bv5/8mTeLZf/yDv959N73OO481GRn0T02la6dOUFGBPSKCN594gjC7nTgd990oEjEZDAaDwWAwOIh2e2dyEFZN+KA/LrQNid1l3CJSo7JeX5gimzXgeKm3B9gXfvny5fzwww+sW7fOY3ysQxnct28fudbshjfat2/P1KlTad++PdOnT6dHjx5Mnz7duX3v3r3885//pFOnTkybNo0+ffrw7LPPMmjQIG655Ra+/vprvvjiC9544w1nBmU4FSdZ5BZYHR8fz0033URycjLZ2dmsXLmS5cuX+3lFDL6yfPlyli1b5rz2jns1LCyMFi1acNNNN9G5c+caszzXFUeG4rZt2zL1rrto3769c5vNZqNZTAzpu3dTXFbGF2vW8PVPP7E5K4uPXnqJocOG0b1rV24aP57uXbsSZrfzzdKlXPvYY3yzdCkAKbo934MrQgxHGRz3ZdWqVQ09NIPBYDAYDD7gpeZ8oyWURmssrQ3E4MGDOXDgAIMHD/a4vaioiPDwcFq2bOmTlXf48OFs2LChyronnniClStX8sQTT7BgwQKgambSCRMmsH37dpKTk9m2bRu9evXCZrNVyV7sjiNJlCPDsiMbcl0oLi4mIyOD1NRUY631Acc1d3y6XkdHPdRmLkH8gcZZr7ekxGkOLS0tJfvQITq1aUN4RARD+/QBoHNCAm/Mm8e5yclUVlaSGB9/WnuvLVjApp07eW3BAi4dNYr4Fi0A1tfbCTQSvNVo9SfroMFgMBgMhuBT6aK0mv/igcVYWhuIvLw8OnfuTF5ensftMTExJCQkcPbZZ/tt5X3++ee58MILef755z1ajktKShg7dixnnXUWcXFxFBUVceDAAV544QXy8/OrzZTsyIIcFxfnXFdeXs7BgwcpL69dOd2MjAw2bdpERkYGBw4c4LnnnuPAgQN1P+EzBPdr77iO33//Pc8//zw5OTlUVFRw6NAhKqwA+kASExNDXFwcMZGRznXZhw6xc98+sg8dAqCgsJD1GRnkl5QwevBgEuPj6Z6U5PGefu7227mob1+eu/32gI/VE0lJSR4tnF26dDlt3y+++IIvvvgiKONy4Eh05mmM7ktSUlJQx2YwGAwGwxlDiFlPG4JgXCFjaW0gakpy47BkHj16lM8//5zLLrvMWT/VV/r27csXX3zB8ePH+fjjjxk9ejTxLpYuxxg6dOhAeXk5MTExTJ8+3ZncaapVMmHZsmVMmTKFadOmOWt6esJRRgiokvTHG66Zi1955RW+/PJLysrKGDx4MLNnz2bs2LFcc8019ebm2lRITU1l/fr13HPPPURGRlJWVsbvfvc7n2ThC86STC6TGp3atKnyOeuLL/jqp58oraggNTGRF+fO5azwcIYPH35ae8lnn83kCROIiYvjyJEjHD52DOpxYi0zM7PWbjwNce9lZWXVel9jlTUYDAaDwdCUMZZWP/GlpIsjBrCystKZ5MY9+Y07n3/+OUuWLOHhhx/2d6i8++67PPTQQ7z33nts2bKFG264gS1btlBQUMCPP/5IUVERsbGxvPvuu0yaNImxY8c6kzwBTJkyhU2bNjFlypRq+0lMTKR9+/bVujUXFxfzxz/+keLiYqKioujduzdRUVHOfkeNGsUrr7zCV199xZtvvklaWhqrVq06Lb62sRDM0j4zZ86kuLiY9PR0iouLUUqhlKKyspJ33nmH7Oxsjh07xqhRo2oli5r6cuDoZ+vWrYwdO5Yrr7ySjRs3cjAvz2lVj4iIIKVTJyIiIlDAbePHM2bIECb/+te8/PHHbNm7lwdnzDitHwX8sGEDf/33v1mUlsb8Zcs4rmuFtfR1nPXBjBkzmDFjRlDlPHHiRGZ4uFae8BYXWxsLbLDOyZS/OjOZ+emnDT0Egx+Y321oY+QXujSWZ2dEI0oe1SSUVhF5QET6NUTfvjwQvCU2qo7LLruM0aNHs9YqFeIPixcv5vDhw3z11Vc8+OCDLFq0iHvvvZe5c+eyZMkSp/vjzJkzqyR3cjBt2jR69erFtGnTqu3H3QXZoayXl5c7lfaMjAxmz57NypUrq7gRO/odPHgwDz30EGPGjOG+++6jsrKSNWvWkJ6e7vd1qA+C+Y/hnXfeYeXKlaSnp5ORkeFcn56ezpAhQ+jXrx8vvvgiAwcO9DuRmKfzmjJlCqtXryYqKoqnn36anGPHyD1+/LT9BGjXrh2P33477dq1Y9jAgUSHhzN8yJAq+xUUFPB9Whp9U1LIPnSIcQMHctWwYcTHxgIcq+s4A8ncuXOZO3duUOW8cOFC5s6dW6t99+7d65xUcF0yMzNrPDaQ5+TN5VpEuPvuu6t8X2ol3DI0bWbOm9fQQzD4gVF6QhsjP+84/KwqfXD9bR0bvIIGjeXZGVODcc1BMPy9Qt49WEQmAtOBj0TkVaXUT7U9NicnhwEDBpy2fvLkyUyePDmAo9R4S2xUVFREeno6vXv3rrKtvLyc0tJSJkyYwJ///GenVbKuvPzyyzzyyCMkJSURFxfHwYMHiYmJoXnz5owePZrx48efdsy+ffuYOXMmkydP5uKLL66iPNc2gZJDWXcorKBdWSMiIoiKiiI3N/c019WIiAjGjRvHuHHjnG3ExMScVku2OoIt32BRXl5OVFQU7du3r1Ift3fv3hQVFXHrrbcSExNT65hiX8jLy+Pnn3/GZrMxd+5chg8fTjO73WNiJXduvOACVq9fT3Lbtk55AqRt2cKPVp3X+ObN6ZacTEV5Oc319uiAn8QZhMMCWxPV7dOlSxevyaLcqc7lesCAAaxevdr5ffjw4UZxNRgMBkODUmG9l7oTGR5OuBX+VJ/xmi2ioymvqKDQpXpHKBKMmNamYGnNADYA+4ApIjIYQKy3MBHxeo7t2rVj9erVpy31pdA4YgDdExulp6d7tCI6YkPT0tI4efJkFataXejduzd33XUXAIcPH+bQoUNs3bqVgwcPctNNN9Gy5ememDNnzuTLL7/0OFvnmkCpOhwJexITE3XinpgYoqKiiI2NJTk5uVauqzExMQwZMuQ0hb9QFzfu7umYYMs3WNjtdpKTk7n44ouJdEmCtHPnTl577TVOnDhBmzZt6iUOc//+/Rw7dozp06czYMAAtm3bxubs7FpZct9fsoQ9Bw8y96uvSN+507l+UI8eXHDeeQzq0cO5Lvf4cfK1R0Lc6S35hi8Jl5oa3iywrkv//v2r3e7NWuvpup4J17QpsXDZsjpt93V9YyCQY6trWwt9KGO1cOFCv/fxtt3X9Q1NoMdV1/Z8Oc5f+fm6rbHKDupBfnX9/Xk5ztNE68Jly4iNjCT5rLPqNIa0TZtqfVxibCw/u1X9aAy0iNY2g6Vr1gS0XX+exU1Fad0PbAaKgIdEpAvQGkAp5XkKpRHRu3dv+vfvf5oV0RGPOGjQIKKjo6tY1erK6NGj+dWvfsXmzZs5evQohw8fZuHChdjtdo9xs5MnT2bs2LEeFb3U1FR69epV47gcyrrdbq+itIuI3zVw9+zZA7WMe2wqOK5bmFucwR//+EdWrFjByy+/TFxcXLVZn/3Fbrdjt9spKChgRK9etTrmkRtuYPwFF3DvhAn07trVuT42NpYRgwbRzMXtJjE+njitdOd7amvVqlVVlKU1a9Z4jeF0WP/cl9paD890vMXLAuaahjgLa6iv7W27r+sbA4EcW13bWvhTrR3BjNLqglFaa97WWGUH9SC/uv7+fDiurs9GBz9v2eLTcY352fl9AMITXfHnXCXUiuC6YllR7cC7wEtAGHAb0Ac4HxiplFrn5dh9LVq06NC3b1+/xrBmzRr69+/vVxsN0U9+fj47duygZcuWZGdnO9dfcsklQT2nPn36cOzYMVq2bFkn5XXNmjUUFBQUKaWqFCQNlHx9GUcwrll1fRUWFrJ7926aN29Ox44d/S6V5KmvwsJCVq9ezbnnnsu+ffsA6Hf22RCAvgDWbNtG/+7acL4+I4O8goL9SqmOrvuIyD6gwyWXXHLaOFetWkVJSUmVNiMjIxniFkfrK+vX63KxFRUVQZPz8uXLad68OfV9DzfUM2z9+vXk5eWdJl9DYBCRfS2aNevQ95xzvO6TkZVFaufOPm/3Zb3rb7ohqelcg9FWxp49pNYyxMUReuPPPt62+7I+mP/bvFGbaxGM9nw5zl/5+brN2/6NWn5Hj0J4uO/tZWXRpX17KpQixofj3X+3CjhZVkaYiLOtorIyoux2dmZnV9m3uKyMSnRSIrvNVu0zoKyigsyDB2nfuvVp43M9rqisDICY8HAysrLo1K5dFRfbrbt2VXl2VipFcXm5T+dcG0rKy6tcS8e47DYb5ZWV7D90iG4dO1YZb4VSlLiEoNltNsLDwjhZVlbj+DKyskjq0IHyykpnHw627d7NicJCr+8FIa20OhCRJ4AopdQfRWQK8CywEbhHKbXeyzHrgLOAnZ62+0A7IMfPNhq6n1bAOcB24Eg99+VKO6AUbSk9ZvXtK12Bw0qp811XBlC+tSVY16ymvlrh3/WsTV/u90sgce2vOtkmUTUmPxwoAw54GG99ja++aQrPlur68ShfQ2Co5TOwFdX/hr1t92V9MH8z1VHTuQajLV+Oq82+Z4r8Aik7f9oLpvx83eZtfyO/uh1X199WTdtD7bcHwZVfte8FIa20iohdKVUuItcCw4C/AV8A/wbaAuXAfUCJCuUTNRgMBoPBYDAYDIYzlJBVWkUkTClVYf0dDywG+gH3KqVmisgQIFMp1RhmKQwGg8FgMBgMBoPBUAdCMhGTm8L6D2AKMBu4Vik1E0AptcoorAaDwWAwhC4iEi0iO0WkoKHHYqg9IjJDRLJFJF9E9ovINBGpXcFHQ4MhIpEi8jcR2S0iJ0QkQ0QeaOhxGWqPiFwnIj+ISIGI7G3o8QSSkKvT6qawzgEGKqV+28DDMhgMfiAiYlz4my5GvgY/+D8gEx3yYwgd3gAeUUoVikgi8BHwBPB0g47KUBN24CBwKbAb6A18JSKHlFJzG3RkhtpyDP37awP8TwOPJaCElKXVg8LaD6tGp4iEnAJuMBj0zK5SSlVXU9kQuhj5GuqKiPQHxgIvNvRYDL6hlNqilCq0vgpQCXRrwCEZaoFSqlAp9aRSaqdSqtJKZroAGNrQYzPUDqXU10qpD9GTfU2KkHmJEBGbi8L6IdAf6KGUKnUkZGrYEQYfEWnR0GPwF3EUfPTy3aARkbtFZKqIjBGR5Hru6wYReUBELhKRwOZWP72v94BXRCROKVV5Jis2TVHGRr6hi4g8LiIfWW6Cqjo3MxGxicj/iMg2ESm23EJfEZFm3o6pRf92dHLF+63qL6UAAByWSURBVNBZ5g0+0NDys9r9g+XW/Qu6FOE0f9o7U2gMsnNpPxyd6DQ9EO2dCTQm+TU1QuYFQilVCU6FdRBwrlKqrDEprCLSXUTaikhCEPp6E7hVRJrXcz+DRCRFRNrXQ9uvAB+JyHQR+S2AZZEJKcVVRLqIyLn12P5nwN1or4KngRdF5Ip66mseOkZ8JDALuKU++rH6igHGAz2AZ0Qk3lJsfJa/pYD1C/ggT++nXmTdFGUcSPkaGoTn0ffILrS7WXX8FXgV2AI8gHYFfRBY6D5RISIfWi9y3pbh1q6PAOuUUssCeE5nEg0tP5RSf1ZKxaKfAW/TOMp3hAINLjsX3gBOAP/075TOKBqT/JoWSqmQWYDOwLdAuPXd3tBjchnbJ8BPwDZgPjDOWi/11Nc6dK2jsHo8p7nAMmA5+oHVLoBtf2Bdr1uBV6zr9qbL9oBft3q6RnOAb9AP9deADgFu/yJgs0POaJf454EfgAkB7utVYJnL99+hY1ta1cN1swERwHfAW8B76Id3Qh3amoh2PZsDDA41WTdFGQdSvmZpmAVIdvl7E7DXy349rd/fJ27rHwAUMNFtfXMgsZolHF2rL9NxvwDDgYKGviahtDSk/Lz0cy3wXUNfl1BYGovsrP8X6UBiQ1+TUFoakfyu8tZ3qC4hY2kFUEplAaNU47OwPo++YS5Ezw5noS2I45V15wSwr8HohBSDlVJHgP4iMiDQViYR+RjopJS6GD1D2gOIDVDbbYFk4Eal1D+BqcAdwHUi8g5oi2sg+qpPRGQ20BGYAIxBx17dHOBu8oE8IFG0i/xaYCawBLhDdMyX34hIS/QkyIvWdzvwPrDPWh9QlI6VKUUrghuARUASMEVExonIlT40l2G1sc86fjCccjV3n62sC/Us6yYn4wDL19AAKKV213LXG9Exi+6un38DinD7nSilTiilcqtZytDxc22ADBHJBT4DmolIrohc7NeJnSE0sPw8EQ6k+nIOZyqNQXYiMg34FfqdO7fuZ3Pm0Rjk11QJKaUVTikzjUVhtWgNzFZKVSilFqItlDHAv0RkTID7aoWeTSkVkUeBfwMvAEtF5MFAdGC5JSpOBd73RFt/rheRe0RklJ9dHEPHKI0WEVFKFSulVqBdCS8VkYf8bL/eEZERaMX7cqVUvlJqJfAccImIhEngEoMdRb/s36gsF3ml1F60C8lJdGY/v1FKHUNn6VxnfS9XSpWgMwm2d1EAA53wTIDhSqmP0YraMOBToJPVX21cSTOA/WhrZRHwkIh0Qf8ucVy3Og+w/mXdlGUcCPkaGjcD0daCNNeVSqliYL213Vfmoq2tfa3lTvRvuy/aQ8cQOAIuPxFpISK3iUi8aHoD/w/4KhADNjipj98eIvIaMBoYqZQ67O8gDV6pL/mFiUgUeqJIRCRKRCL9HWxjIOSU1saE9TC2o93gznGsV0r9gHZ/fQ+4S0RiAvhythooEZG70e42o4HL0RagvwbIgrEKnaq+QkSuA+4FLgY+BxKAaSJyvh/tV6D990cBLV3WrwH+DAwRkdhG/kK7EivGw8WSdwyIVzphWEUgOlFK7QfuAf5PRG6x+hOl1GZgJ3BNICyJVl+7lFIHrD7CRSQMKAOKlFJKRO4A7glUfxb/4tS1KkEn69gAdBeRFjVZ3K2xFKMVvzS02+5+tAVxm5/3qYN6lXUTl7Ff8jWEBO2BXGsCxJ39aA8Cn+pzKqWKlFL7HAtwWK9W+7z0Y6g7AZcfetL7ZnTJlBPokKkv0G6PhsARcNlZE74PoCeN9oiu9VkgIov8H67Bjfr47YHOU3ESPfnX2fp7e51H2YgwZWL8wHrhKheRfwCfiUgR2n99LPpmfB8dxB6jlCrytz9LiSsHstEuillKqb2iSwEtEZGZwBC0K1WdUUr94vJ1B9DNMdsmIkeBq9Huwuvqcg5KqXIR+SN6xnyGiNyplCpQOknLJuAudHxfo3yhtc6hRERmWi/6DuX6GNqyhLV+BPCLpXz4wwLgMfSkRDOl1NvW+hPoeMT6UO4rrUmLYuCAiExCxyYO8Ndy6YYNSBDtYj8RXcevAD0ZE4V2m/WKNZZSEdkGXKeU+qOIZKLvoY3ol6c6E0RZN1UZ+yVfQ0gQg56Q8ESxyz51zgCslPqeAIWnGE4j4PJTSuWjf+OG+qU+ZJdJ/fy/MZxOvTw7lVKz0EkWmxxGafUT66X2GxG5Gp2R8zy0YnmppYQdAZoBfscEWErcUSvW4B9AWxEZo5RyuNwoAlwaQCm1DkBEIpRSpUqpTOuc6vRSa73ghyulckXkQuBn4D0ReRv4HuiFPo9G+9B0UabF+ur4XgREA4jIw8BTaNdqv/uzJiTygL+JyG/QM2cXAyMsa19AcWkzF32v9QOGKKUCmvZeKXVcRL5GZ8x9VCn1tmXlW6iUqlGhkVOx7TuAYSJyHvAQ8CY69vsBEbkPKKnLJEiwZN1UZeyvfA0hQRGWK74Holz2MTROjPxCFyO70MbIz0eM0uoHlsKqrM/FIrJCKVXosv4hdAzqiQD3lSYit6FdIX8vItegMy3egM5E6nc/7uuVTqqCiNyLTqawspbt3Y1OUrUa2KGU2q10Iq0IpdQh0Ulm/oaOEYxE/4AnKKWO+3Me9Y1l3fakSOwTkf8FHkfH8mUFoj+rr3+LyGq0NT0CeEgptSMQ7btjWRTtQApwLnC+UmpTffQFzAZWKKV+Ep2IqJJaWOAsGThi279GJ0G7F7hXKTVTRIYAmUrHh9SZYMm6Ccu4TvI1hAwHgB4iEunBza0D2v3N1FltvBj5hS5GdqGNkZ+PGKXVB0SkJzqweZPSSUyUy0sYnJoRiReRm4FngIuVUkcD2ZelWP5kufMNQbsjd0BbZLYG+Jwc+12Ejp2dDPzKciGpqe3P0AlXNlvH7hOR2UqpBUonkopQSh0WkRus8ccDB5RSjbqWm6sSIyKzgAyl1PPW5vFoi9Voh5U6kCilMtCJh+oVa+KizJp42a+U2lKPfR1Gx6zVOmmSmwz+AexBK0cvKKXmWW2t8ndsDSHrpibjusjXEFL8DFyKrp++3LFSdCKQvuiyaYbGi5Ff6GJkF9oY+fmIUVpriYg4khCdC/xXRH5USr1pKZE2qroOVqKDqPtZL6CB7gurvy3ohEZ/r8YaFKhzOgq0QCvhNcbtWUpuV6C30nFz/YBrgEetsc5zzCBZlrBdvoy9oXBTYuYAA9Dxk6BrzX6NdoPc0EBDDChKqa8begzueJDBQKXUb4PQT5OUdWOUsSGkmIOOVZ6Cy4sX+rcSg07GZWi8GPmFLkZ2oY2Rn48YpbUWiMgjQHul1Pki0gtdsPcKEemolHrcVckTkRilVJ6IzK+LVcGHvrD6KoIq8Wn1cU7NlFJbRWSKD64KrrUnDyul1opO4lSKrj2ZpZRaY8Ub7lVKfe7L+BsCD0pMP6C75e4cabmGX67OgFpZDYU3GVjfA1a72cjacKYjOpN1F+vrWUCEiPw/63umUmo2gFJqo4i8CdwvIp+is8SeCzwILEWXZTMEGSO/0MXILrQx8qtHlFJmqWEBHgZmuHyPB24CFqNLwzjW/xqdVtoOSGPuy8d+Mqx+bD603wHtrz/FbX1PdP3J263vT6It0g0u5xrOx+by94foUiTh1nd7Q4/vTFiCJQMja7OYRYFOjKe8LN+77RuGToC2HZ0Ncz/wKhDb0Odxpi5GfqG7GNmF9mLkV3+LWBfNUA0i8hhwrVJqgMu6OGASOvHRFKXUARFpD0Qrpers6hqsvoLRj+iasbOB+5RSsx1JnkSXv+itlLq8LmNvSETkQ3T8wTlKW90CZt0z1I5gycDI2mAwGAwGg6FxEKgC8k2dl4A4EXGa6pWuQ/YpMBS40Fp3wB+FNch9BaMf19qTv1OnZkgKgF9EJKzOo28ARKQzOruxUWIaiGDJwMjaYDAYDAaDofFglNYasGLbFHA90FtEPnBsU0plc8oNIGT6ClY/Vh8z0f75r4jI1yKyAHgUeF3VQ+3J+kTpkiajjBLTcARLBkbWBoPBYDAYDI0H4x5cA24JWYaglbDj6Fi3Nmhf9D4BsLAGra9gnpNLn6mcqj25VNVT7UmDwWAwGAwGg8HQtDDZg6vBTbl7D11eZhDwBjAQXS7monpQWOutr2CekysqSLUnDQaDwWAwGAwGQ9PCWFq94KbczUXXaOyplDrpsk+Eqn0JmAbvK5jnZDAYDAaDwWAwGAyBwMS0esBDjcbz0QlZTopIhMuuftdoDFZfwTwng8FgMBgMBoPBYAgUxtLqhojYlFKV1t8foq2R59ZHQpZg9RXMczIYDAaDwWAwGAyGQGKUVi8Es0ajqTtpMBgMBoPBYDAYDJ4x7sEeCGaNRlN30mAwGAwGg8FgMBi8YyytXhARUUqpYCh3weormOdkMBgMBoPBYDAYDIHAWFq9oCxtPhjKXbD6CuY5GQwGg8FgMBgM3hCRi0VkgYjsFxElIrc19JgMjRejtBoMBoPBYDAYDIZgEwtsAn4PnKxhX8MZjlFaDQaDwWAwGAyGICMi/xCRX0SkmQ/H7BWRvfU4rKChlPpCKfWEUupjoNLTPiLS37LC3hnk4RkaGUZpNRgMBoPBYAgxrBf56pbbGnqMBu+IyEDgFuDPSqnChh5PY0UptQaYD/xJRGIbejyGhsPe0AMwGAwGg8FgMNSZZ7ysXx/UURh85TkgH3iroQcSArwA/AQ8CDzfwGMxNBAme7DBYDAYDAZDiCEijuSK0tBjMfiGiKQC24B3lVKTfTx2L4BSKinwI/MPEXkWmFrDbiOUUt97OLYAuF8pNctL21uBGOBspZRHV2JD08a4BxsMBoPBYDA0UUQkyXIXniUiqSIyx4qjrBSR4S77DRaRj0XkoIiUiki2iLwjIu29tCsicr+IbBaRYisD7Bsi0sI97lJEhltjeNpLW17jNGs7LrfzTBKRD0Uk1xrbahG5vJprNMi6LvtFpEREckRksYhcZ23vbrX9XTVtbBSRMhFp520fF24HBJjjpS2v17aa/m8TkU9EZLeInBSRfBFZISI3u+1Xp3MRkStE5Bvr2pSIyAERWSoi97ocOg04t4YlraaL44UPgc7Ar+p4vCHEMe7BPmA93L8DJnmbCTKELka+BgfmXjAYDE2QFLSLZQbwLyAa7Z6KiNwOzARKgAVANtANuBP4tYgMUUplubU3De2umWMdWwZcCQwGIoBSfwdcx3F1QStGu4HZQAJwPfCZiIxWSlVR1kTkLrSLboXVxw6gNTAAuBeYq5TaZil5I0QkVSmV4dbGhUAv4BOlVE4tTm201d8qL9vrcm3fAjYDy6zjWgHjgdkico5S6kmAupyLiEwG3gEOAguBXOsa9QYmATOstnOtbfXBCuvzV8BX9dSHoRFjlFaDwWAwGAyGEMWL9XKvhwm3ocALSqkn3I5PBd4G9gKXKKX2u2wbBSwGpgMTXNZfiFaqdgGDlFJHrfVT0RN+7YBMP8/L53FZDAeeVko947L/v4EvgUes8TnW90ArXPnAMKXUZrcxdHT5OgMYAUwGHnbr0+Hi+04tzqsZ0BfY6ikBkx/XtpdSapdbWxHAIuAPIvK2yzX09VzuRivKfZRSv7j1kVj9GXtHdGKlrtZXG9BZRPoCRz1MRvxsfV5c1/4MoY1xDzYYDAaDwWAIXZ7ysNzmYb9DeE7adA8QDvzeVTEEUEp9g7Y+/lpEmrtsmmR9PudQqqz9i4HH63YaARkXaIXuWbf9vwKygEEe+rADf3JXWK3j9rl8nY+2YN4mIpGOlSISD1yHVjKX1OK8OgBhVlueqNO1dVdYrXWlwJvocxzl57mUoy2+7n34Y1kdAKyzlmj0/bkO+D8P/eQBxWgXYcMZiLG0GgwGg8FgMIQoPiRi2qCUKvGw/gLr8xLRZVjcaY1WslKBNda6ftbnUg/7/4B2ffWXuowLYL1SylP/2S5tOhhifS6qaTBKqXIR+RvwR+A3wL+tTbegFa6ZqnbZTVtZn8e8bK/TtRWRzsBjaOW0szUmVzo4/qjDufwLeAXYIiIfWmNboZQ67OUcaoWVkMmXRGJHgTb+9GkIXYylNQCISKKIvGklB3AkCXhTRFp52DfJCpTPt5bPRORsKwnB90Ec8yUi8l8ROSwiFXJ6fbcfgjWWxk4oyVdExniQpfuypuaWDJ4IpXvBZRzmt24wGEDHI3rC8fx6BM9W2wut7a41Mh0JgQ65N6aUKicwcY11GRfAcS/tlXP6e2+89bmf2jETrTTe7bJuMtp19v1atnHS+ozyst3naysiycBa4HdoOb+LtjY/A/zD2i3S7bBan4tS6lXgt2gr9oPAPOCQiHwnIgO8nEd9EM2p62c4wzCWVj8RncltJdon/+/oh8b5aJeTkSIySCl1wtq3FbAcPUv0NrAVGIaOUWgWxDH/1hprDtpt5AhwNToO5Dh6Bu3rYI2nMROC8s1Ez5Q6eAntzuOagn53kMbSpAjBe8H81g0GgyverIB51mcLpVR+LdtyHNMGt/8pImIHEgFX11pHiRJv753xnK5s1mVcvuLoswO6BE21KKX2i8gCYIKIdEcneeoFzPHB6uiICT1tstPC12sL8L9We6clDxSRG9EKp1/nopT6J/BPy4X4QnQs8e3AVyLS3V+ra02IiA19n+ypz34MjRejtPrPo+hMdvcppWY4VorIeuANa/uT1urHgI7AzUqpf1nr3hKRl9AzifWONRv3NvrhPFQpdcxa/zY661wXYKJSqigY4wkBQkq+SqltWP94RSQceA+Yr5T6IBj9N3FC6l4wv3WDwVBLVgH90RNrn9fymLVoN9ZLOH0idCjabdcVhytsJ/eGRKQr2rrorrTWZVy+sgodVzmOWiitFjPQCtvdQEtrXY0JmFzIAQ4D53jZ7uu1hVPJjD7xsO2Sasbi87kopY4DXwBfWIrk7ejkSJ76DiTnoF2J19dzP4ZGinEP9p8J6IfPTLf171jrXbPa/Rr9sPqP274v19voTud/0C4pdzleYgGUUmXA9+hU6l2COJ7GTqjJ15XuaHluaKD+mxqhdi+Y37rBYKgNb6A9cv4qOmNvFUQkQkSGua2eZX1OFZEEl32jgBc89LENnaH3ShFp7bJ/NPBaAMflK2+h3YafFJ1J2L2PjqcfwjfoskG/RSct2u5eRqc6rFjRZUCipbC7M8v6rO21BZ1hGbQXjRMRGYMuD+SNWp2LiIwQEU+xpw5ZBmPy0xF/XOtrbWhaGKXVf85G/8jLXVda3zOAZLd9dyqlKt32/QW3GUYRuU5EfhCRAvFQcFtE7CIyXUSOishxEXnPeqDVxBXWGFZ62OaIdyhw6ed70UWkT4hInohss2L4qrzsuuxXYO33k4iMtrY9JCKr3fZ/U3Rhc9cH8gTrXDzNIjYUoSZfV/panx5nJQMhW2t7KMvXF0LtXvDpt24wGM5MLA+d24EkYLOILBSRV0TkNRFxZJn9m9sxK4DX0bVfN1n7vgJsQnvx5bjtX4YuT9MCWCcib1heH5uA5sCBQIyrDue+BV2L1TGuuSLynIi8LTr/w2wPxyi0F0tLrKRFdejaYZUc46F9n66txQx0LOpHIvKBiLwkIl+gE0x97G0QPpzLPCBbRD4WkZctOaQBl6OTYNUma7K/XIqOwf0sCH0ZGiFGaW28HEPPMk71sv0JdI2t89Auiz3Q8YteEZGW6Ixy3ixvg4CDSqlst/VTlVLN0bEEV6PjJtaLiLtry1SlVCxwFjpW7lMRiUPPip0vOg7CwQj0zOslbuuWesn619QIuHw90Mf6rM7S6q9swcjXXxrTb91gMJyBWCEk/dFZYnsD9wM3o91OP0Yrdu78HngAHYN5N3Aj8BUwGq1AufMUumRLMTrhz3i08jYGD6VU/BiXTyil/oZ2u/0v2lL5CHrS7zA6F4AnZqHjdIs5lejIFz5Bx7be6mW7T9dWKZWO/j+xErgMnWshDv1//e0axjKLms/lD+g6qf3Q13wSuhzRY8AIa1Ki3hCdU+Iq4L/m/9YZjFLKLLVc0A8zBdzmsm4z+sFjd9vXbq3f5LJuG3o20ea2b2ur3e899HkVuki4+/os4AaX72PQrjdh1Yy/s9XPvz1sG2Rtm+62/nvgYQ/ntgkdrO9xP6Cn1d5A9OTIUeAKa1tb69o8CLzmcsxGdD02I986yNdDG4uAY9Vs91u21veQkO+ZdC/U8be+F/1ishI4gY71Sm1oWZjFLGYJvcV6nuxt6HHU4/k5/kfM9qONx602zg/1cwnCGB+wxji0ocdiloZbjKXVf+ajrU/uMQN3WevnuaxbCLRDz5i58rAvHVoWrU5Udftci3axSarm0IPombRLRCTGpb2W6PTo+dTCmqe0O+R83GInXNqLBu5AzwZmKu0iuRQ9C4h13DK0hW6EdcxZaGXo25r6DzKhJF932nEqS2Gt8FW21jGhLF9fCKV7oa6/9VutpRVavq/6Ml6DwWA4Q3jU+nzDjzb+ip6U/D//h+MXgTiXesN673gc+EQpZUq0ncGY7MH+8xJwLfCmiPQD1qHLYNwBbKfqi+GLwETgfREZhLbGDEOnDs/Fezp6d5pbn66xccfdtp2GUqpURN5Bu518KyL/Rqc4vwMdzzBBKVXbWmX7rWNd+ZOI/D+0S0oBcL3SMXygFZjbrb9HoK13m4C2lkIzHH0NNtWy/2ARMvL1QA4wypLJBqXUwloe56tsIXTl6wshcy/48Vt/Sym1E0BE/olWcA0Gg+GMR0TOQ8dw9kdnG/6vUuqnuranlCoWkVuAESLSTClVGKCh1kigz6WeSULH2s5q2GEYGhpjafUTpVQecBE6g+h4dBa88egYgqHKqtto7ZvLqbiJ29Evts3QL/lC7QsmO9ps4bIu3m2bNx4BnkdbgV5Gx0p8C/RTSvlSr7EDuuajK08qpeLR7qGr0dfFwXdAb9H1K0ei3SMVupblCLd1jYYQlK8rU4EtwNPoguO1xVfZQojK1xdC8F6oy2/dNcFHIb5NkhgMBkNTpj/6mfor4CN0XKdfKKWWKaWeCabCahHwc6kvlFJblVJPK6X2NvRYDA2LsbT6gFLqe/QLp/v6w+jA9BoTAiil9qAD451YL/qt0G4itRnHcRHJRmeH3W6tPh/9Eru3hmPL0MqMt6QvNSK6uPWVaGuapz5+EZHbga0i8m+l1Dq0hS0XuAX9Ar7Z2t3hVjoCmFbXMQWCpiBft3bWciqDcK2oo2whBOTrC03hXgjEb91gMBjqglIqqaHHEGiUUrNoIta+pnQuhjMHY2kNMpZvvjt/sD6/dtkvzCprEa6/SpSIRLoc8y7wuIi0t9wvnwZmqXrOzCoi3dHZ5TqiMwF6xJoR+yfwrPVdoRWhx4BlLha379H1Lc8htOMdgdCWb11la607I+TrC6F8LxgMBoPBYDA0JoylNfh8ISKZ6GQqNmAUOq5gJTrRi4NbgPddvp9EJ0ZJsr4/DySiLVo2dOr3x+ppzM+JyFPoOLwcdDHqvkqpzBqOewHIEJELlFI/ol1Ir6WqFW8jEAHsV0plBHzkwSfU5Bso2cKZIV9fCLV7wWAwGAwGg6FRIiEcYhaSiMhD6OycSehCzvuAT4FnXGPiDKGJka/BgbkXDAaDwWAwGAKDUVoNBoPBYDAYDAaDwdBoMTGtBoPBYDAYDAaDwWBotBil1WAwGAwGg8FgMBgMjRajtBoMBoPBYDAYDAaDodFilFaDwWAwGAwGg8FgMDRajNJqMBgMBoPBYDAYDIZGi1FaDQaDwWAwGAwGg8HQaDFKq8FgMBgMBoPBYDAYGi3/H2S1DoTS4Ev7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note we have four parameters (a_j, b_j, c_j, d_j) for each p term\n",
    "gp, samples, _ = fit_carma(x*u.day, y*u.mag, yerr*u.mag, p=2, init=[-4,-6,-5,-4,-4,-6,-5,-4,-5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "corner.corner(samples, quantiles=[0.16,0.84], show_titles=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We recommend you set the `bounds` and `init` arguments yourself for better results. Note that the parameters of higher order CARMA-like models quickly become difficult to physically interpret."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Equivilance to CARMA parameters (coming soon?)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Assess bias in the fitting\n",
    "\n",
    "Generate random DRW light curves with a range of input $\\tau_{DRW}$, both seasonally-gapped and not, and see how well we can recover the input for each.\n",
    "\n",
    "You may togggle whether to plot the output or not by changing the default arugments in `simulate_and_fit_drw` above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Modify the function above to create gaps in the light curve\n",
    "def simulate_gapped(x, log_tau_drw, sigma=0.2, ymean=20, ysigma=0.02, plot=False, verbose=False):\n",
    "    tau = 10**log_tau_drw\n",
    "    # Simulate DRW\n",
    "    y = simulate_drw(x, tau=tau, sigma=sigma, ymean=ymean, size=1)\n",
    "    y = y[0, :] # The first dimension is each sample\n",
    "    yerr = np.full(np.shape(y), ysigma)\n",
    "    # Add RMS fluctuations\n",
    "    y += np.random.normal(0, ysigma, len(y))\n",
    "    # Note the inputs to fit_drw must have astropy units\n",
    "    gp, samples = fit_drw(x*u.day, y*u.mag, yerr*u.mag, plot=plot, verbose=verbose, supress_warn=True)\n",
    "    log_tau_drw_recovered = np.log10(1/np.exp(np.median(samples[:,1])))\n",
    "    # Gapped light curve\n",
    "    x_gap = []; y_gap = []; yerr_gap = []\n",
    "    days = 0\n",
    "    for i in range(6):\n",
    "        ind = (days<x) & (x<days+120)\n",
    "        x_gap.append(x[ind])\n",
    "        y_gap.append(y[ind])\n",
    "        yerr_gap.append(yerr[ind])\n",
    "        days += 365\n",
    "    x_gap = np.concatenate(x_gap)\n",
    "    y_gap = np.concatenate(y_gap)\n",
    "    yerr_gap = np.concatenate(yerr_gap)\n",
    "    # Note the inputs to fit_drw must have astropy units\n",
    "    gp, samples = fit_drw(x_gap*u.day, y_gap*u.mag, yerr_gap*u.mag, plot=plot, verbose=verbose, nburn=50, nsamp=200)\n",
    "    log_tau_drw_recovered2 = np.log10(1/np.exp(np.median(samples[:,1])))\n",
    "    # \n",
    "    return log_tau_drw, log_tau_drw_recovered, log_tau_drw_recovered2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from multiprocessing import Pool\n",
    "# Generate input taus\n",
    "x = np.arange(0,2000,7)\n",
    "log_tau_drw_true = np.linspace(0.5, 5, 500)\n",
    "# Use multiprocessing to pool each fitting to a simulated light curve\n",
    "pool = Pool(20)\n",
    "args = zip([x]*len(log_tau_drw_true), log_tau_drw_true)\n",
    "taus = pool.starmap(simulate_gapped, args)\n",
    "pool.close()\n",
    "pool.join()\n",
    "taus = np.array(taus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the results\n",
    "\n",
    "Plot input $\\tau_{\\rm{DRW}}$ vs. output $\\tau_{\\rm{DRW}}$. Note the confirmation of the bias reported by [Kozlowski (2017)](https://ui.adsabs.harvard.edu/abs/2017A%26A...597A.128K/abstract) when the input $\\tau_{\\rm{DRW}}$ approaches 10% of the light curve baseline. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,figsize=(6,5), sharey=True)\n",
    "ax.scatter(taus[:,0], taus[:,1], s=10, c='k', alpha=0.7)\n",
    "ax.set_xlim(0.5,5)\n",
    "ax.set_ylim(0.5,5)\n",
    "ax.plot([0.5,5],[0.5,5], lw=2, color='b', zorder=-1, linestyle='dashed')\n",
    "ax.tick_params('both',labelsize=16)\n",
    "ax.set_xlabel(r'True $\\log_{10}\\ \\tau_{\\rm{DRW}}$',fontsize=18)\n",
    "ax.set_ylabel(r'Recovered $\\log_{10}\\ \\tau_{\\rm{DRW}}$',fontsize=18)\n",
    "baseline = np.max(x) - np.min(x)\n",
    "ax.vlines(np.log10(cadence),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.hlines(np.log10(cadence),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.vlines(np.log10(0.1*baseline),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.hlines(np.log10(0.1*baseline),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.text(0.6, 4.7, 'non-gapped', fontsize=16)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,figsize=(6,5), sharey=True)\n",
    "ax.scatter(taus[:,0], taus[:,2], s=10, c='k', alpha=0.7)\n",
    "ax.set_xlim(0.5,5)\n",
    "ax.set_ylim(0.5,5)\n",
    "ax.plot([0.5,5],[0.5,5], lw=2, color='b', zorder=-1, linestyle='dashed')\n",
    "ax.tick_params('both',labelsize=16)\n",
    "ax.set_xlabel(r'True $\\log_{10}\\ \\tau_{\\rm{DRW}}$',fontsize=18)\n",
    "ax.set_ylabel(r'Recovered $\\log_{10}\\ \\tau_{\\rm{DRW}}$',fontsize=18)\n",
    "baseline = np.max(x) - np.min(x)\n",
    "ax.vlines(np.log10(cadence),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.hlines(np.log10(cadence),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.vlines(np.log10(0.1*baseline),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.hlines(np.log10(0.1*baseline),0.5,5, color='grey', lw=3, zorder=-1)\n",
    "ax.text(0.6, 4.7, 'gapped', fontsize=16)\n",
    "fig.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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