{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cell-00-intro",
   "metadata": {},
   "source": [
    "# The Kuramoto Model — Companion Notebook\n",
    "\n",
    "This notebook reproduces the numerical results discussed in the article *Synchronisation and the Kuramoto Model*. It is organised into five self-contained sections:\n",
    "\n",
    "1. **Two dynamical regimes** — $r(t)$ for $K < K_c$ and $K > K_c$\n",
    "2. **Role of initial conditions** — fixed $\\omega$ vs fixed $\\boldsymbol\\theta(0)$\n",
    "3. **Phase transition with Gaussian frequencies** — $r_\\infty$ vs $K$, comparison with the self-consistency equation\n",
    "4. **Phase transition with uniform frequencies** — same, with $K_c = 2/\\pi$\n",
    "5. **Kuramoto on Watts–Strogatz networks** — $K_c$ as a function of rewiring probability $p$\n",
    "\n",
    "All simulations use a vectorised Euler integrator; the mean-field reduction (replacing the $O(N^2)$ pairwise coupling with a single complex order parameter) keeps runtimes short even for $N = 1000$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cell-01-imports",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "from scipy.optimize import curve_fit\n",
    "\n",
    "plt.rcParams.update({\n",
    "    'figure.dpi': 120,\n",
    "    'axes.grid': True,\n",
    "    'grid.linestyle': '--',\n",
    "    'grid.alpha': 0.5,\n",
    "    'font.size': 12,\n",
    "    'axes.labelsize': 14,\n",
    "    'axes.titlesize': 13,\n",
    "    'legend.fontsize': 11,\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-02-core-md",
   "metadata": {},
   "source": [
    "## Core simulation functions\n",
    "\n",
    "The central trick is to replace the $O(N^2)$ double loop\n",
    "$$\\frac{d\\theta_i}{dt} = \\omega_i + \\frac{K}{N}\\sum_j \\sin(\\theta_j - \\theta_i)$$\n",
    "with the mean-field reduction\n",
    "$$\\frac{d\\theta_i}{dt} = \\omega_i + Kr(t)\\sin(\\psi(t) - \\theta_i),$$\n",
    "where the complex order parameter $r e^{i\\psi} = \\frac{1}{N}\\sum_j e^{i\\theta_j}$ is computed in $O(N)$ at each step. This drops the inner oscillator loop entirely."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "cell-03-core-code",
   "metadata": {},
   "outputs": [],
   "source": [
    "def kuramoto_meanfield(N, T_end, dt, K, omega, theta0):\n",
    "    \"\"\"\n",
    "    Vectorised Euler integration of the mean-field Kuramoto model.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    N      : number of oscillators\n",
    "    T_end  : end time\n",
    "    dt     : time step\n",
    "    K      : coupling constant\n",
    "    omega  : (N,) array of natural frequencies\n",
    "    theta0 : (N,) array of initial phases\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    t   : (steps,) time array\n",
    "    r_t : (steps,) order parameter magnitude r(t)\n",
    "    \"\"\"\n",
    "    steps = int(T_end / dt)\n",
    "    t = np.linspace(0, T_end, steps)\n",
    "    theta = theta0.copy()\n",
    "    r_t = np.empty(steps)\n",
    "\n",
    "    for i in range(steps):\n",
    "        z = np.mean(np.exp(1j * theta))\n",
    "        r_t[i] = np.abs(z)\n",
    "        psi = np.angle(z)\n",
    "        theta += dt * (omega + K * r_t[i] * np.sin(psi - theta))\n",
    "\n",
    "    return t, r_t\n",
    "\n",
    "\n",
    "def r_inf_vs_K(N, T_end, dt, K_values, freq_dist, n_runs, rng):\n",
    "    \"\"\"\n",
    "    Compute the steady-state order parameter r_inf for an array of coupling\n",
    "    constants K, averaged over n_runs independent realisations.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    freq_dist : 'normal' or 'uniform'\n",
    "    rng       : numpy Generator (for reproducibility)\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    R_avg, R_std : (len(K_values),) arrays\n",
    "    \"\"\"\n",
    "    steps = int(T_end / dt)\n",
    "    tail  = int(0.8 * steps)  # average r over last 20% to estimate r_inf\n",
    "\n",
    "    R_avg = np.zeros(len(K_values))\n",
    "    R_std = np.zeros(len(K_values))\n",
    "\n",
    "    for ki, K in enumerate(K_values):\n",
    "        r_runs = np.zeros(n_runs)\n",
    "        for run in range(n_runs):\n",
    "            theta = rng.uniform(0, 2 * np.pi, N)\n",
    "            if freq_dist == 'normal':\n",
    "                omega = rng.standard_normal(N)\n",
    "            else:\n",
    "                omega = rng.uniform(-0.5, 0.5, N)\n",
    "            _, r_t = kuramoto_meanfield(N, T_end, dt, K, omega, theta)\n",
    "            r_runs[run] = np.mean(r_t[tail:])\n",
    "        R_avg[ki] = np.mean(r_runs)\n",
    "        R_std[ki] = np.std(r_runs)\n",
    "\n",
    "    return R_avg, R_std"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-04-regimes-md",
   "metadata": {},
   "source": [
    "---\n",
    "## 1. Two Dynamical Regimes\n",
    "\n",
    "The Kuramoto model exhibits a sharp qualitative change in behaviour as $K$ crosses $K_c$.\n",
    "\n",
    "- **$K < K_c$** (disordered phase): the order parameter $r(t)$ fluctuates near zero at all times — the oscillators drift incoherently.\n",
    "- **$K > K_c$** (synchronised phase): $r(t)$ grows from its initial near-zero value and saturates at a positive $r_\\infty$, signalling a macroscopic locked fraction.\n",
    "\n",
    "Here we use Gaussian natural frequencies ($K_c = 2\\sqrt{2/\\pi} \\approx 1.596$) and compare $K = 1$ and $K = 2$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cell-05-regimes-code",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1560x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rng = np.random.default_rng(42)\n",
    "\n",
    "N = 1000\n",
    "T_end = 100.0\n",
    "dt = 0.05\n",
    "n_runs = 10\n",
    "Kc_gauss = 2 * np.sqrt(2 / np.pi)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 5), sharey=True)\n",
    "\n",
    "for ax, K, label in zip(axes, [1.0, 2.0], ['K = 1  (K < K_c)', 'K = 2  (K > K_c)']):\n",
    "    r_all = []\n",
    "    for _ in range(n_runs):\n",
    "        theta0 = rng.uniform(0, 2 * np.pi, N)\n",
    "        omega  = rng.standard_normal(N)\n",
    "        t, r_t = kuramoto_meanfield(N, T_end, dt, K, omega, theta0)\n",
    "        ax.plot(t, r_t, lw=0.8, alpha=0.5)\n",
    "        r_all.append(r_t)\n",
    "    r_mean = np.mean(r_all, axis=0)\n",
    "    ax.plot(t, r_mean, color='red', lw=2, label='mean over runs')\n",
    "    ax.set_xlabel('$t$')\n",
    "    ax.set_title(f'$g(\\\\omega)$ Gaussian, {label}\\n$K_c \\\\approx {Kc_gauss:.3f}$, $N={N}$')\n",
    "    ax.legend()\n",
    "\n",
    "axes[0].set_ylabel('$r(t)$')\n",
    "plt.suptitle('Order parameter $r(t)$ — two dynamical regimes', y=1.02, fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig1_two_regimes.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-06-ic-md",
   "metadata": {},
   "source": [
    "---\n",
    "## 2. Role of Initial Conditions\n",
    "\n",
    "For $K > K_c$, the dynamics are dominated by the coupling term, so the specific realisation of initial conditions has a limited effect on the final state. However, the *transient* behaviour — how quickly and how consistently the system reaches synchrony — does depend on which variables are fixed across independent runs.\n",
    "\n",
    "We consider $K = 1$ with **uniform** frequencies on $[-0.5, 0.5]$, for which $K_c = 2/\\pi \\approx 0.637$, so $K = 1 > K_c$.\n",
    "\n",
    "- **Fixed $\\omega$, varied $\\boldsymbol\\theta(0)$**: the frequency landscape is the same each run; only the starting phase configuration changes.\n",
    "- **Fixed $\\boldsymbol\\theta(0)$, varied $\\omega$**: the starting configuration is fixed; the frequency landscape changes each run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cell-07-ic-code",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1560x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rng = np.random.default_rng(7)\n",
    "\n",
    "N = 1000\n",
    "T_end = 50.0\n",
    "dt = 0.005\n",
    "K = 1.0\n",
    "n_runs = 10\n",
    "\n",
    "# ── Fixed omega, varied theta0 ──\n",
    "omega_fixed = rng.uniform(-0.5, 0.5, N)\n",
    "r_fixed_omega = []\n",
    "for _ in range(n_runs):\n",
    "    theta0 = rng.uniform(0, 2 * np.pi, N)\n",
    "    t, r_t = kuramoto_meanfield(N, T_end, dt, K, omega_fixed, theta0)\n",
    "    r_fixed_omega.append(r_t)\n",
    "\n",
    "# ── Fixed theta0, varied omega ──\n",
    "theta0_fixed = rng.uniform(0, 2 * np.pi, N)\n",
    "r_fixed_theta = []\n",
    "for _ in range(n_runs):\n",
    "    omega = rng.uniform(-0.5, 0.5, N)\n",
    "    t, r_t = kuramoto_meanfield(N, T_end, dt, K, omega, theta0_fixed)\n",
    "    r_fixed_theta.append(r_t)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 5), sharey=True)\n",
    "\n",
    "for ax, r_list, title in zip(\n",
    "    axes,\n",
    "    [r_fixed_omega, r_fixed_theta],\n",
    "    ['Fixed $\\\\omega$, varied $\\\\boldsymbol{\\\\theta}(0)$',\n",
    "     'Fixed $\\\\boldsymbol{\\\\theta}(0)$, varied $\\\\omega$']\n",
    "):\n",
    "    for r_t in r_list:\n",
    "        ax.plot(t, r_t, lw=0.8, alpha=0.5, ls='--')\n",
    "    r_mean = np.mean(r_list, axis=0)\n",
    "    ax.plot(t, r_mean, color='red', lw=2, label='mean')\n",
    "    ax.set_xlabel('$t$')\n",
    "    ax.set_title(title + f'\\n$K={K}$, uniform $g(\\\\omega)$, $N={N}$')\n",
    "    ax.legend()\n",
    "\n",
    "axes[0].set_ylabel('$r(t)$')\n",
    "plt.suptitle('$r(t)$ for 10 runs — fixed $\\\\omega$ vs fixed $\\\\boldsymbol{\\\\theta}(0)$', y=1.02, fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig2_initial_conditions.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cell-08-ic-std-code",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1560x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(13, 4), sharey=True)\n",
    "\n",
    "for ax, r_list, title in zip(\n",
    "    axes,\n",
    "    [r_fixed_omega, r_fixed_theta],\n",
    "    ['Fixed $\\\\omega$', 'Fixed $\\\\boldsymbol{\\\\theta}(0)$']\n",
    "):\n",
    "    sigma = np.std(r_list, axis=0)\n",
    "    ax.plot(t, sigma, color='red', lw=1.5)\n",
    "    ax.set_xlabel('$t$')\n",
    "    ax.set_ylabel('$\\\\sigma_r(t)$')\n",
    "    ax.set_title(title + f' — max $\\\\sigma_r \\\\approx {sigma.max():.3f}$')\n",
    "\n",
    "plt.suptitle('Run-to-run standard deviation of $r(t)$', y=1.02, fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig2b_std_deviation.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-09-gauss-md",
   "metadata": {},
   "source": [
    "---\n",
    "## 3. Phase Transition — Gaussian Frequencies\n",
    "\n",
    "Sweeping $K$ from 0 to 5 and recording the steady-state order parameter $r_\\infty$ traces out the bifurcation curve. The self-consistency equation\n",
    "$$1 = K\\int_{-\\pi/2}^{\\pi/2}\\cos^2(\\vartheta)\\,g(Kr\\sin\\vartheta)\\,d\\vartheta$$\n",
    "can be solved numerically by bisection for each $K$ and plotted alongside the simulation.\n",
    "\n",
    "For a standard Gaussian $g(\\omega) = \\frac{1}{\\sqrt{2\\pi}}e^{-\\omega^2/2}$, the critical coupling is\n",
    "$$K_c = 2\\sqrt{\\tfrac{2}{\\pi}} \\approx 1.596.$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cell-10-consistency-code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K_c (Gaussian) = 1.5958\n",
      "K_c (uniform)  = 0.6366\n"
     ]
    }
   ],
   "source": [
    "# ── Self-consistency equation helpers ──\n",
    "\n",
    "def g_gauss(omega):\n",
    "    return np.exp(-0.5 * omega**2) / np.sqrt(2 * np.pi)\n",
    "\n",
    "def g_uniform(omega):\n",
    "    return np.where(np.abs(omega) <= 0.5, 1.0, 0.0)\n",
    "\n",
    "def beta(K, r, g_func, n_pts=2000):\n",
    "    \"\"\"Returns (consistency integral) - 1; root in r gives the self-consistent solution.\"\"\"\n",
    "    vartheta = np.linspace(-np.pi / 2, np.pi / 2, n_pts)\n",
    "    integrand = K * np.cos(vartheta)**2 * g_func(K * r * np.sin(vartheta))\n",
    "    return np.trapezoid(integrand, vartheta) - 1.0\n",
    "\n",
    "def bisect_r(K, g_func, tol=1e-8, max_iter=200):\n",
    "    \"\"\"Find self-consistent r in (0, 1) for given K using bisection.\"\"\"\n",
    "    if beta(K, 1e-9, g_func) <= 0:  # no positive solution exists\n",
    "        return None\n",
    "    a, b = 1e-9, 1.0 - 1e-9\n",
    "    for _ in range(max_iter):\n",
    "        mid = 0.5 * (a + b)\n",
    "        if beta(K, mid, g_func) > 0:\n",
    "            a = mid\n",
    "        else:\n",
    "            b = mid\n",
    "        if b - a < tol:\n",
    "            break\n",
    "    return 0.5 * (a + b)\n",
    "\n",
    "Kc_gauss   = 2 * np.sqrt(2 / np.pi)\n",
    "Kc_uniform = 2 / np.pi\n",
    "print(f'K_c (Gaussian) = {Kc_gauss:.4f}')\n",
    "print(f'K_c (uniform)  = {Kc_uniform:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cell-11-gauss-sim-code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating 28 K values, 5 runs each ...\n",
      "Done.\n"
     ]
    }
   ],
   "source": [
    "rng = np.random.default_rng(0)\n",
    "\n",
    "N = 1000\n",
    "T_end = 100.0\n",
    "dt = 0.05\n",
    "n_runs = 5\n",
    "\n",
    "# Finer sampling near Kc\n",
    "K_gauss = np.concatenate([\n",
    "    np.arange(0.0, 1.3, 0.3),\n",
    "    np.arange(1.3, 2.1, 0.07),\n",
    "    np.arange(2.1, 5.3, 0.3),\n",
    "])\n",
    "\n",
    "print(f'Simulating {len(K_gauss)} K values, {n_runs} runs each ...')\n",
    "R_avg_g, R_std_g = r_inf_vs_K(N, T_end, dt, K_gauss, 'normal', n_runs, rng)\n",
    "print('Done.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cell-12-gauss-plot-code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulated Kc (Gaussian): 1.720  |  Theoretical: 1.596  |  ratio: 1.0779\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCQAAAK8CAYAAAA3c24dAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAASdAAAEnQB3mYfeAAAwmpJREFUeJzs3Qd8FGX6wPFnQ6ihBiRC6CAg4RAIYq+o4RQEz3JnVxRQsYD+vVM5xS53NvTOBljubOdh77FhxXIEEAEBCR0x9F5D9v953uyEzWaz2SSb3Xd2fl8+y+zubJmdeWay8+z7Pq/P7/f7BQAAAAAAII5S4vlmAAAAAAAAioQEAAAAAACIOxISAAAAAAAg7khIAAAAAACAuCMhAQAAAAAA4o6EBAAAAAAAiDsSEgAAAAAAIO5ISAAAAAAAgLgjIQEAAAAAAOKOhAQAAAAAAIg7EhIAAAAAACDuSEgAAAAAAIC4IyEBAAAAAADijoQEAKDKHn74YfH5fHLqqaeGnb9+/Xo58cQTzWO6dOki8+bNs3Jt+/1+eeutt+T888+Xzp07S6NGjaRu3bpy4IEHyoABA+Suu+6SRYsWSTLTbaSXZDR16lTz2R544IEaef01a9ZIw4YNZejQoTW6n+kl0nvccMMN5jG33HKLJMKCBQvkkUcekQsuuEC6d+8uKSkpZnnefffdCp9bWFhotk+vXr2kQYMG0rx5c3Nc+fLLL2P6nOo8ryouueSSkm0X7jJw4MCYvycAuElqohcAAOBeM2fONNM+ffqUmTd79mxz8rRkyRI56aST5L///a80a9YsAUsZ2YoVK+Sss86SH374wdzWEyld3vr165sTzenTp8tnn30mt99+u9x///1y/fXXJ3qRUQlFRUUyZswYadWqlYwaNapG1l3Lli3lmmuukfHjx5vkxwknnFAj+5n66KOPZMeOHeZEOtSMGTPK3R/j4YknnjAJicrau3evSQh88sknJjlw2mmnmWRmbm6uuTz77LNy0UUXVfs51XledR111FEmKRvqd7/7XczfCwBcxQ8AQBX17NnTr39KXn311VL36+20tDQzb/To0f7CwkIr13FBQYG/TZs2ZjmPO+44/08//VTmMbrs77zzjr9///7+kSNH+pPVzz//bC7J5tlnnzXb98EHH6zR91m/fr2/Xr16/uzs7Brbzw4++OCw+5ujadOmZv4vv/ziT4RJkyb5b7zxRv8rr7ziX7RokdmndHl0/4nknnvuMY/r06ePf8OGDSX3f/zxx/7U1FR/3bp1/cuWLav2c6rzvKq6+OKLzftpHAIAyiIhAQCokp07d5ov8Pple/Hixea+oqIi/1//+le/z+czX+xt/xJ+xhlnmOU/9thj/Xv27In42H379vlnzJgRt2VDbPTt29fE6Zo1a2p8lZ5zzjkmnqZNm1Yj+9nLL79spueff36Zx+Xn55t5jRs3NvuhDaJJSOzdu9ffvHlz87hvv/22zPwRI0aYeddff321nlOd51UHCQkAiIwaEgAQI7t27ZLU1FRJT0+XPXv2yEMPPSS9e/c2Tav1vlj66aefTP/jDh06mPoH4RQUFEjt2rWlcePGsnPnTnPfwoULZfjw4dKtWzdJS0uTpk2bSteuXeW8884z3RIqQ7tkaF9s7YbRsWNH2bp1q+micffdd5vaC1988YXpP22r+fPny5tvvmmuP/7442ZdRaL94cM1hdem31dddZXpj67buV69etKpUye54oorZNmyZWUev3Tp0pJtF06k+ZXZfpXd1uXVkKjs5wt9rZdffln69+9fsgzaRP7HH3+Uqvjuu+/kzDPPlBYtWpjXO/LII+Xjjz8uWWeHHHJIqcdrNxztxqD99A844IByX3f58uWmbkiTJk3kt99+i7gM+ln0vV577bUy85ym/tp1IVac/Uz3sT/84Q9mf9aaDNr1IFy3Dj3muKkWyLRp00yXCY33ww8/vMz8c88910y1xkt1nlOd59nE2bf0uK9xlp2dbeqX6L5V3eNLVffbWP5dAeA9JCQAIIYnDvv27TNf9I499li59dZbJTMzUwYNGmS+zMWS9jvWk2M9Ifz888/DPubFF180JzJnn322qYcwa9Ys85zJkyebxMnvf/97U7BRvzy++uqrpsZDVetHaMFH/YL/9ttvmy+xWnfhsMMOE5u9//775ku9Ln9WVlaVX0dPzJ977jmzjrWA5ymnnGLi4KmnnpK+ffuaQn+xUJntF8ttXZ3P99e//lUuvPBCc5Kjy6AJDV3vxxxzTKWLhP7jH/8wCQhNIvXo0cPsU5p009d98sknzWP05CyYc2Kpyx2J1pbYtm2bqROiybRI+vXrZ6ZfffVVmXnHH3+81KpVyyQMtHZFLATvZ3Xq1DGfe/PmzWVO9BJdP6K6ny902zmc+/Pz803Ss6rPqc7zYkFri2gtk5EjR8q4cePM7erQJOG1115rkmiDBw+u1jGsOvttrP+uAPCgClpQAACi9MQTT5jmvno5/vjj/b/99luNrrsJEyaY97rkkkvCzj/kkEPM/C+++MLc1sfp7fHjx4ft/56Xl1ep99d6Cvp6hx12mL9Zs2bm+oUXXmiamLvBBRdcYJb5sssuq9brvPnmm/7NmzeXqTsxbtw48/o5OTml5i1ZssTc3759+7CvV978ymy/qmxrJ3ar+/mCX6tFixalui/s3r3bP3jwYDNv2LBh/mh98MEHphtQZmam/6uvviq5X7vZDB061MzT1/znP/9Z6nlHHnlkhV0oPv30U/MYrSWya9euCpfl/vvvN48/+eSTw87v3bu3mT9z5kx/LDj72V133WVua30GvR1az+T3v/+9uf+5556LqhtFZS7lxWosumyMGTOmpNZMebQbij7GqfFSledU53mx6LIR7qLHzqVLl1bq9Zzn6jE3XBeyqh5fqrrfxvrvCgDvYZQNAIgR59c3bRXx+uuv1/iIEtoc9sYbbzRNxx977LFSVfe1S4c2r9XWGvqrltIRI1ROTk6Z19JfwCrbrcT5Rfb77783U/21rioV9hNl3bp1ZlpeU/5XXnlFPvjggzL3a2uBYEOGDCnzGP2VXH9t118NtUuB/tqqXQKqozLbL5bbujqfT4dLPeKII0pu6y/82nLonXfeibopt3Z/0l+VtcuM7lfaAseh3Wx0OZyuN6G/fOuvt+rggw8u9/XvvPNOM9Vfr3Wo14royAxq9erVYedr6w19X71o94nqCm35oL9A63Jq6w/taqTrpaIRb4Jp95XymvOXR7vI1BRtmaK0qX95tEvCli1bSlotVOU51XledWgMHHrooabVQLt27WTjxo3y7bffys0332yOnTqij247fd/K+POf/1xjrWEqs9/G+u8KAO8hIQEAMeKcEOgJTjyGt9QTaT050W4Sb7zxhpx//vkl8/71r3+V9Gl3+gRrU3NtdnvllVeaZTzuuOPMF82q0Cb7mvRQZ5xxhnl/PSkcO3asGQIxGfzvf/8rWY+REhJKu8689957pi+1nsjo+lHaz1+b7msz5+qePFRm+8VyW1fn82l8htJhVdWvv/4a1Xtr1yOt8fCnP/2pVDLC4QylqM3Fg2tIbN++3QyPqckTbdYejnY30Von+pjQoR71s+rJliY5tLuKw+mKUV6XDOcEzDlRq47g/cxZv5r40ZNb3b56YqvDSeq61NoXmqjQhEgkN910k9jEqYFTmboXVXlOdZ5XHaNHjy51WxPHOsywdn3SLk+672gtCE0uV4Yed2tKZfbbWB9rAHgPCQkAiAGt1aAnDnpSpIUd4+Xiiy82CYl///vfJQkJPYl56aWXzPXgkyz9RU2L/H344Yfmy7AWJ9QvxNq/Xh930EEHRf2+P//8syniqV+u//Of/8jpp58uubm5puDgp59+WqUvpHrC6fyCWV36a90111wT1a++a9euDTv/gQceMBely1VeCwftbz1+/PiSk/Rw9BfX6qrM9ovltq7O52vbtm2Z+5z1qC0foqHJLhWccAvmFGzVE/HgxMGmTZvMVH95Lu8EVE+klP6CHdoK4NJLLzVFELVeQ/DrOidkrVu3DvuaWnQy+P2rw9nPNMkX/H56MqrLrutGExJOMlRry+gxyE2ceIi07zvznMdW5TnVeV5N0Di57rrrTMsy3ZaVTUhoa4uaUpn9NpbHGgDe5K6/WgBgKefEQX9NjWcTVS2YqU3INQmgJ0p60qJN6LU5uZ6odO7cueSx2kxZuyBowUn9tVt/GdZRC/Sk67777jO/0mml9Gg4J0A68oImH5yK7F9//bUpEDhp0qRKfxb9FTwWJ+7B3TEi0V+cX3jhBcnLy6vy+2jRtnvuucecXEyYMEFOOOEEadWqVUnTfy3CqL9ilzcSSjjl/fJeme0Xq21d3c/ndCeoDmf7OMUkQ82dOzdsdw2nlZKeYOryhUtKON0hQl9bW1bo++pndRIM0RZGdGLYGfWgOsrrhqEJQO3GogkJTZpVpqClJpd0hJnK0GSNk5yLtfbt25vpihUrws7XFjnOOnUeW5XnVOd5NUVHpahMa6FgwUmyyoim2Gpl9ttY/l0B4FGJLmIBAMngX//6lynspePYx9uoUaPMe//97383t88991xze+LEiRU+VwtQPvLII6YoYN26df2bNm2K6j21KJy+x5VXXlly39y5c/2NGjUy9+tr2u7nn38uKYY4Z86ciI/dunVr2KKPf/zjH819//jHP8I+74ADDjDzp06dWnLfqlWrzH3p6elhn/PZZ59FXUiwMtuvosfG6vOV91qVmR+sdu3a5rHbtm0LO//qq68OW9BSpaWlmXkbN24M+9xjjz221L7jeP311839WqAymBb3a9KkiZmnxTDDcfa/Z5991l9dzn520003lZl39NFHm3mzZs3yn3HGGeb6448/XuFr2lbUUovu6mM6dOgQdr7Gls7v1KlTtZ5TnefVlJdfftm8X9++faN+TkX7TnWOL7Hab6v6dwWANzHsJwDEgPMLZXm/miotPKm/uGpzWG1RoE3NtTCl/pKqQ2ZqK4uqdttQ2m1Df+HTWg7abPacc86p8Ln6OG0yrC0pdu/ebfrNV+aX2+Cifdpk/vnnnze/RN9www2m1YbNtE+0071Gh9DTegiVtWHDhnKbOOvnD9cdRGt/aKsSfW64+dr0OVqV2X5V2dZV+Xyx5jQV16EYQ+ln0MKa5e17TnzOmzcv7Gs72zz0V2NnGNHQbiq632oXDi0KqUN8huO8VywKDkYqVOnUENBWEs7xR5vKV0SHCdZzy8pcli5dKjVFW9loKy99D/1lPZR2CVPBXeGq8pzqPK+mTJkyJWLrn6qI5fGlqqr6dwWARyU6IwIAycD5pXX69Olh58+fP99/4oknml+K5s2b5z/ooIP8AwYM8F9//fXml99vvvnG3K6qHj16mPd3fi3WX7ZDPfbYY/6FCxeWuX/27Nn+OnXq+FNSUvy//vprVO/n/Er8ww8/lJl3xx13lPxC98svv/htVlBQYIZ71OXVX3PDDfW3b98+/2uvvRb218FrrrnG3HfaaaeZX8+Dh9bTbew8J7QFgcaC08KkqKio5H79JVl/UQz3C2Zltl9VtnUsP18sW0icfvrp5rF/+MMfzDCfwS1yOnfubOalpqb6d+zYUea5Y8eONfMffPDBiK0ZTjrppDK/Wg8ZMsSsq3Xr1pn7Fy9e7D/wwAPNvH//+9/ltqSpVauWif3g7aqcYVI1zqLl7GfhtqUuj87r2LGjmer7bt++3W+TaFpIqHvuuaekpUBwa5ZPPvnEbFvdJ5YtW1bt51TneVXZfjos54svvlhmOFmN1Ztvvrlku/34449Rv2Y0+05Vji/RvHa4+bH8uwLAm0hIAEA16Rc+Hbtev3wFn7QF++9//2u+uDnefPNNM9b73r17S+47/vjjq7wMOgZ8cBPr999/v8xjDjnkEDOvS5cu/qFDh/rPO+888+Vav4Tr/TfeeGNU75Wfn1/yRVqb5oZbH04Tck2UbN682W8zPfk49NBDS9Zd9+7dzfrRk9UTTjjB36pVK3O/Nj++4IILSj1XEy667XV+u3bt/GeffbZ/4MCB/nr16pkk1ZFHHhn2hP2rr74q6Yqg6+iss87y9+nTx7yHc6ISesJQme1XlW0d7mSjqp8vlgmJ77//vmRd6cm3LoPuKxp/el1PeLKzs8t9rpNQCefDDz8sWZYjjjjCPE5f9/LLL/dPmTLF3N+1a1f/mWeeWdIdafjw4eUuq57w6WMuvPDCMvNuvfXWMsmPaPazhg0blkluOHr16lWy/BpHiZaXl+c/7LDDSi7OOuvWrVvJfRqPoTTRpOtFH9u8eXOzP+hJtW5b3Seee+65mDynOs+r7PZTb7zxhnlOs2bNzPN0Pzz55JNLujrp34zKdu2JZt+pyvElmtcONz9Wf1cAeBcJCQCopkWLFlXYD1hbRegXUW0hsWLFCnPyoyd0WnNCT+r1i7ye/FbVypUrzRdqXQ79FbewsDDsyZK+n36B1C/i+kuZfikdNGhQ2ARGeV599VXzPllZWeU+Rn8p7tmzp3mcvr62MrCZnvDpyYMmIfSkt0GDBuZkISMjw3y51pORcL8COift+oW/devW5kRdT77011T9VdT5hTj0hF19/vnnZr7WOdCTzmOOOcb/3nvvmdYH4U4YKrP9qrKtyzsZqcrni2VCQunra/JD319bDegJpMahJvrKq7Hg0GSFnhxpa5hwJk+ebD6TriOtLaAtfDRRqPuQ1nBo2bKlv379+v5+/fr5n3nmmYjLqQkSXZ5p06aVmafrXudpC4zK7GdHHXVUuY9xfrXXy/nnn+9PNKcGQ1XqUWiiQGt56HFFt3PTpk1N8kvrPpSnKs+p6vMqu/2cpNK1115rjvea2NRjisaSxtsVV1xhWvlUVrT7TmWPL9G8drj5sfq7AsC7fPpforuNAIAXaA2Ju+66y/RXv/vuu80whiNGjJC33nrLVHTXoToPOeSQRC8m4AraN/3YY4811f111IjyhhfU2ipaZ+X++++X//u//6ux5dE++5mZmZKVlWWWKXRYYB19R5dR55U3DCnsxPYDgJpDQgIAEqy8IQkBFA/7GVqwUosS6vCy77//vlx33XVmSNLyaAJQiz0WFBTI4sWLqzxcYkVuvvlmM6SmFvs88cQTS83TIRB1GF4dkvekk05is7oM2w8Aag4JCQAAYKXly5eb1kOdOnWSbt26mRE3li1bZkaV0BEydCSZF198UVJTUyO+ztSpU02S4O9//7vceOONMV9OHc2gY8eOJtmgo9wAAIDokJAAAABWWrlypYwbN06++OILWbNmjezatUtatGgh/fv3l2HDhsnpp5+e6EUEAADVQEICAAAAAADEXUr83xIAAAAAAHgdCQkAAAAAABB3JCQAAAAAAEDcRS5LjUrbtGmTKb7Vtm1bqVu3LmsQAAAAAOAJu3fvlhUrVshxxx0nTZs2rfDxJCRiTJMRQ4cOjfXLAgAAAADgCjoM9pAhQyp8HAmJGNOWEc4G6NKli9huz549Zli1Nm3aSJ06dRK9OAAxaZGej/c00zlXzREv4zgJGxGXsA0xCdsQk4mxaNEi8wO9c15cERISMeZ009BkRFZWlrihSU2DBg2kQ4cOdDGBFYhJi7QsnrjhWFaTiEnYiLiEbYhJ2IaYTKxoyxeQkPA4DZRu3bolejGAEsQkbENMwkbEJWxDTMI2xKQ7MMoGAAAAAACIOxISHqdNmbSfj04BGxCTsA0xCRsRl7ANMQnbEJPuQJcNSGFhIWsBViEm7eAf50/0IliDmISNiEvYhpiEbYhJ+9FCAgAAAAAAxB0tJBLE7/fL9u3bZcuWLaY5kd5OhH379smuXbtk+fLlUqtWrYQsA5AMMenz+UzxpMaNG0taWpq5DQAAAKB8JCQSQJMPa9askQ0bNpjbtWvXlpSUxDRW0ffVk6dEvT+QLDGpiZTNmzebS3p6urRs2dL1SYnsidlmmjciL9GLAgAAgCREQiIBtGWEJiMaNGggrVq1kjp16kiiBLfMcPvJE5KDm2Nyz549snr1arN/a1KlYcOG4mYzVs9I9CJYQY/RXbt2dV08IrkRl7ANMQnbEJPu4K6fIEXk1VdflWuuuUaOOeYY0zRavyBecMEFVXqtlStXyrBhw6R169amqXWHDh1k9OjRsnHjRqlJ2k1DJToZoXT9ORfABm6OSd2fdb8O3s/hfhqL2mLHjTGJ5EVcwjbEJGxDTLqD6xISd999t/zzn/+UWbNmSWZmZpVfJz8/X7Kzs+XZZ5+V/v37y5gxY6RTp07yyCOPyBFHHCHr16+XmqI1I7SbRqKTEaqoqMgsj04BG7g9JnW/1v2boXSTh7Z8Wbx4sZkCtiAuYRtiErYhJt3BdQmJhx9+WBYuXGh+fXziiSeq/DpXXXWVqePw6KOPyptvvinjx4+Xzz77zCQmFixYIGPHjpWabJJuU/94t574IXm5PSY1I5+oQrWIPd2W+qWGbQqbEJewDTEJ2xCT7mDPWXGUTjjhBDnooIOq1XRWf+n66KOPTBeNUaNGlZp3xx13mL7fzz//vKn1AACVRdN+AAAAoGKeLGqpLSHUKaecUqalQqNGjeSoo44yCYvvvvtOBgwYUO7raAuLtWvXlrpv0aJFZqq/pgU32dbhC1NTU6WwsNBU49f3dX4FdvrLaxYv3C9w+tianqdTZ3kqel55v2BHmud8RpvmhfuMVZ3nfH6b5rl1OwXHpDN123Zy9ic9DmgXDidDH0pr16hw3TsizdPX1M8Y7lf7SPOcEX327t1bZntEmqfHLD2GhZunxzWd5xzbgoUe98LN0/t1fuj61OWJNE+XQ5cn2nm6TsrbFpHmBavsNoz3dnK2hVe3k1v2p1htJ/0sel2nbCd7t5OX9qfgYezdtj95aTu5+bgXbl5F28I5Toabx3YqqpHtVNkurp5MSGiXDKVV08PRFhiakNCuIZESEo8//rhpUVFewcz69euX3NYhAHUoQO1qoi0vtBWGs3PoBnQObqE7hs5zkhehG1c3vh40Is3TA0nogUhfTw9SzsEteCd25qnQ5+nBqV69euZ66EEq0jzlzAsX4Pp++vxI88IFv36+8nYMZ164g5Sua2enKW9eedsiUdupvHnJup30evCBz23bSV9D93M9DmhtGp23ZMmSMsvSpUsXc33p0qVltlO3bt3M9RUrVpT5/M6ID/r6ocvauXNn8/l1tI+dO3eWmtexY0ezrAUFBbJt27ZS89q1a2dG/tEkq1OQ8+xOZ5vpjh07TLJWRw8JLfqrRTybNGkimzZtknXr1pWaF3zc0wRusBYtWpiLLocua7BmzZpJRkaGed9Vq1aVmqfFjLUQ8a5du2T58uWl5umoJm3atDHbPXR96/G4ffv2Zl2GztNtG2k7tW3btmRbBCexbdlODq2r5OXtZPv+FOvtpJ9DH6cOPPBAtpOl28lL+5Ne17+Xym37k5e2k5uPe1XZTs5xUteXYju1q/HtpHFVGT6/izvFfv7556YLx/nnny8vvPBC1M8bMWKETJo0yVwuv/zyMvO1fsS9995rLjfffHOlW0gMHTpUZsyYIT169AibOdIDin6p1Z3ahl909RLcxNxtv7w/88wzctlll8mnn34qxx9/fMk8LUyqNUH0fj1QHXfccaZ1jNtbSOgfJu1upPHvpu1UmXlOnRW3bifdx/Uz6RcMftlw/y9QOs/5DKHdcfgFyp7t5LVfCnV5nOStc3HD/uS17RRuXrJuJ+dvty6PLgvbyc7t5KX9Se/XBJE+zvn77Zb9yc3bad68edK3b1+ZM2eOZGVlSUU82UKiIs5GragfuGaD9BKOBokTYOE2pgrtLuKcSIVj07xwyx7NPE3gPPTQQ/Lee+/JsmXLzHo+4IAD5JBDDpFBgwaZpEJ13k+nwY+74YYb5L///a9JMOlJvGZKQ3/dtGWdxmM7afb8ueeeMwmz3r17V2kbJmKeTes02nk6dVpVOLfDHQ8cVZ0XaaSeSPP0j1Gs5zknRJWdp+vJOSZWZl5wK6HKzIu0LSLN088e6fOznezYThVtC7YT2ykcjnvsT27++6Q47oXfFvrdQ1unsJ3ie9yr7EiSnkxIaHMTtXnz5rDzneYrzuOSmZMBdLJlNUWbrunwqtrE56yzzpLhw4ebYNUCox9//LFMmDAhYkKiKvR1c3Jy5LbbbpNk63JUUbIsHE1IaBcjbV2hCQmvxyQqlvdrnplmt8729OrSXx+0lZU2V7RhuGZAEZewDTEJ2xCT7uDJhITTp0prRITzyy+/RKwxkWziMcTiAw88YPqbaeLhuuuuKzO/sn2NovHbb7+Z/kzJJlIWPFm4fdjPZNFvUj8z9Y9zbc++mNDWXNqP1sU9HJGEiEvYhpiEbYhJd/Dkz49ad0Jp4crQE5+tW7fKN998YwrMHH744QlawuTjJH/KKxKqhX5C5efnyyWXXGIKBOmvkvqYq666qkwhlVD6HKeGwL/+9a+SpvTaXSES/VX+4YcfluzsbFN0VIu69OrVS8aNG1fqcdoXTVsadO/e3RSB1KTH4MGDZfr06WVeU99Xl+eHH36QE0880TQba9q0qZx77rll6o9o8Zgbb7zRFFXV+NOCPL/73e9M15Ng2sLBqZXh0BFhdBl0XWnCQn/J1fd75513zPzbb7+9JO4vvfTSknUS+jqvvfaaqbWhBX90Gfr06SOTJ08u87mcZdDtOmTIENOaSD/baaedZrZbZdet/vqsLSL++Mc/ht02f/vb38zyfvjhh1IR3Ye1m44mHnVd6PbRbiqzZ88O+1hNkOn60s+r/d2mTJli1pe+n7YqAQAAAFAzkrqFhJ4E6cmRnuhoxViHXtchPzUh8dhjj8k111xTMk9PkLQ6/siRI82JE2LDWf/PPvusObksr++RY9asWeaEV6vADhs2zBQH1JYrTzzxhClSqSf45XWp0W130kknyYUXXijHHHOMKWKqjjzyyIix8vvf/968tp6QazcPPWmeP3++OUF1RlPRQi2nnnqqTJ061dS9uPrqq01LDF2uo48+Wj744IOSE3/Hjz/+aF77oosuMifceXl55iRfExDBJ9jnnHOOeV1dXk0EaHEbjV9dpkg0KaCfV+txjBo1ypxca7JDC6t+++23JlHxhz/8wXxGLdSqr6/rRWldDYeehOvn1OXX/UBP0HNzc033Gi3WOn78+FLvq9Wljz32WDn99NPNNtXt849//MPc/umnn0q6W0SzbnWZ9XlvvvmmSTjp/GBPP/20iQHdbyPR7la6HXR5L774YlOfRNezFrA94ogj5KuvvjJJB6WFd3S5NAGp60cTOFrbROPNK62jAAAAgITyu8wbb7zhv/jii80lJydH28/6O3XqVHLfDTfcUPLYJUuWmPnt27cv8zqLFi3yt2zZ0swfMmSI/6abbvKfcMIJ5nbXrl3969atq9LyzZkzx7yGTsuTn59vLuW6zu/3HxefS9FxRf7CYwrNtMLH63JVkW6Lpk2bmnWTkZHhP+ecc/wPPvig/7vvvvMXFRWVeXzv3r39HTt29K9fv77U/fr4lJQU/+23315y37PPPmted+rUqaUeq/dpTETj/vvvN4+/9tpryyzPvn37Sq4//fTT5nFXXnllqccsWLDAX7duXf9BBx1U6vH6WJ/P5//6669LPX7kyJFmnj5Pbdq0yTzuiiuuqHBZNZ6PO043SLFHHnnEvJaum0h0/ejjdH2Fmjlzpnl//fyhRo0aZdZ5cMzqMuhrvfTSS6Uee99995n7c3NzK71uP/roI/O4Bx54wL9jx46Sec5y33nnnRWsGb9/9OjR/tq1a5dZFxs3bvS3adPGf/zxx5fZltddVzqwp02bZtaFztO4rYoK93GXkNvFXLxu165d/p9//tlMAVsQl7ANMQnbEJOJEc35cDDXfdMcN850Zi73Epx8iJSQUMuXL/dfcskl/gMPPNCcxLRr186cNIWeBMc9IaHnmmLhZf85cJUsW7bMrF9NNARvsy5duvg/+eSTksf99NNP5v6bb77Zv3bt2jKXbt26+Y844oiYJiQOOeQQf1pamn/btm0RH3fqqaea1129enWZeZdeeqmZN2vWrFLLcOSRR5Z57KuvvmrmvfPOO+b27t27/fXq1fP36dOnwhPZ0ITEv/71L/NamlTTE/mqJCQ0kafzfvzxxzLr20kUPPXUU6WWoXXr1mVeZ/r06eax//jHPyq9bjVZobFw8MEHm2SEk7w477zz/LVq1fKvXLmywue3aNHCf+yxx4aNm2HDhpnXcdaRsy0LCgrKvNZJJ51EQoKERAmNR/1SE5xAAxKNuIRtiEkkW0yuXLfN//QnP/vvfW2GmeptxD4h4bouG9qsXC/R0H7ukYqQtW3b1nQhsI6tAyBUc7natWsnjzzyiLnoEKDanUCH5Xz55ZdNHQLt46/Dc/7888/m8ffdd5+5hKOPq6wNGzaUGRtYuznosE3a7UFrQlTUTUdHBWnevLkceOCBZeZpvQel3Sy0q0CkZdXXUOvXrzdTrZHx6KOPmu5D2r3l4IMPNl1MtHuIrpvyhpZSf/rTn8w61C4VWjT0sMMOM90W9P6ePXtKNJx1HrzcobQoabBoPpeKdt1qzQbtTvLnP//ZxMZRRx1lttnrr79ualNkZmZGfL529dDLl19+abZrpMfpvq/bqUWLFmGH7tUxkz/55JOI7wfviDRMG5AoxCVsQ0wimWIyd9YKmfDubCkKOpWc8m2+jB7US3J6t43NAu4Tkd2By66QabjLcfplW5KO6xISnjAhfm+lRT21L73WdIjnEIt6Eqgn2nrRRIWeTOtJtRYjdAqN6sm51hUIR+sbVJbWCfjiiy9K3bdkyRKTuIqWJrgqO+RmpGRCcMJMazXo533//fdNrQMdtlRrJ+hwqbrcWkAzHE1maO0KrU2hdVG+/vprU0BS60Xo6CbXX399hcvorPN333233AN3aAIi2s9VGVpw89Zbb5WJEyeamg/PP/+8KSLq1AGJ5jNoXQt9jfJESlY4GE0BwbQOiibktOZKpLG5gXgiLmEbYhKOVeu3mxP6gs07JaNJfXMCn9k8zY6Y1K+oeyMkAnaJrNq0XSbkzTYPDaZfbye8M1t6vpMumbvTyn1+pNcuNS2s5Af6SkSOlqRDQgKmUGNFRSZrklNs0hn6M7igoBZrjJUHH3zQFDgM5rR00PfUX/K1oGmkX/K19cKCBQtKDm7B5syZU+XWGw59TT0p14ueFGtrAU0qvPrqq3LBBRdEfK6OYKEXpS0LdJSYW265Ra699lqzfSMlUvTza4FNLS7pFH2MlWjXrdIWC5o40s+rLWm0+KeOrjJw4MAK30cTDTqCiW7jaOLG2ZbaWie0lcS8efOi+GTJb/rwsiPHeJEmu7Zt2xZVMguIF+IStiEmUemWBUWBk/OdQZfQ2zur+JidIrV21pKWW1tKamHq/sdoIqCC381yT1ohRceWvd/pb5775QoZ9kn3+G/wPZKUSEggLj7//HPzS7+OmhHqjTfeMNMePXqYae/evU33B20dcOWVV5ruC8H0RF2b3Vf25MA5WQ9HT/Z1yE39Zf2hhx4q8wfWaT2iJ8vaguGuu+6Sf/7znyWP0VEdXnrpJenSpYsZzrKyduzYYabB60cTCE5yILgLRChdF3oiH0yHuuzYsaMZ+UJPpPREXYfldJIVoXREEu0ycvPNN5tWEqG/Am/evNm00KhKs7do161DW0NoaxlNpGiSR0f8iNQaw6Gvo++l20WHe9VRNkIFJ5KcbaktSbSri0O7i4Qb2US30fLly83oLpq48YLs1uXvMwAAIAlbFzgtCPSr6fbANJrrjz0rq5o0kAkXp2lFd5Gg38H8RSIT3potPXN2S2ZKl/1Jgxo+wU6RFKkjdSr9vIKmOyuer19f6wUudYOmwdfLm1Y0r27Q7TpB9+0fNDKpkJBAXOgJnzNUpiYGmjVrZk6k33vvPdMdQWsd6HCLzon4Cy+8YIZh1BPySy65xCQotNmVdrHQoSH1vmhriUTjuuuuM8uiXR1mzpxpajfo0JP6y752g3BaP+hJ7osvvmiGi9WT05ycnJJhPzVRol0NqtL1Rd9HuxoMHTrUrAtNMGiNgyeffFIaN24sZ5xxRrnPvfvuu03rBl232jpD318TQLrc+nqajHASPvqZHn/8cZP40Pu1ZYCu5379+pnX+etf/2re/9xzzzUtE7T1gNb2ePvtt02rgcp0b6nsunXoetAklHbX0M9y2WWXRf1e99xzj0ybNs3Eh8aJDm+qn1W3lSYZ9LrGobMtNemlLTFWrFghAwYMMMN+6vrRYVd12NRgOtSsDomqz3vuuecqvR4AAACq3brAHziR3xZyqUzyoKLrWtug0i6V3L7zpSglv8wcv6/4kturUIbFqkSX/lZVP+RSr/TtfXX3ybbCbdKwRUOp1bBW+ARCmIRAxur6IivKf+uMkfVFpsToc4CEBOJDf3nXpvuafNATQ/3FX+tA6H133nmnjB49ulRzfm1lMGvWLFNbQusjPPPMM+ZkUosR6kn2OeecE9Pl0xYBubm5JnGiyZDbbrvN3KetDM4+++ySx2nXB/1V3al5oc/R5dIikvqcQw89tErvr5/r8ssvN4kEbaGgv8brr/BaY+Omm24ydTbKo+tDkyKvvfaaaQHgLPff//53U4fDoev7P//5j0k66PrevXu3HHfccSYhobR+hyYmtKWEtjLYsmWLaYXSrVs3k6wIV8gzlus2mCYh/u///k9+//vfm3UTLU3eaA0Nfa9XXnnFvK8muFq3bm2KfV500UWltqUmcvRzT5kyxSRNNBGisTZ37twyCQkvGvFOce2OiYMnJnpRAACwu2VBOP7ASf62Ci53PiSrGjWWCRceaE7cJaibbUnrglMKJXNvx+LHV7b2QDz4dkhBs00RH1LQ8heR4d3DJg/Kva+8+6P4Wb1wd6GsXrLafOesVbfi1raOnPVtZcoT+aZmRHDvDmfT5PSNUVFLGD4daqP4KmJBT2T0F2b91Vcr9Zc3UkN1aw3Eim5+p9l8ZYs1AjUVk9riZNSoUfLWW2+VW9i0JmnrmzvuuKPSRU9t3Merw3dH8THBb0Zb9i49RmpxVe22FM/iv0AkxCVsk8iYDNeyIMUnVRsRQesa6En/VhHZEuVla9A0tNVClH9CnzlpvrxybNnWBY4/ftm56nUL9IReczMNApfyrkeaF+m6vn7PLHmm10B5pceJ5X+GeZ/JsJcfFDfEZHkxNWZwLznlEBIS1T0fDkaXDY/TJEQ0/fOBeCYktNuEtozQ4T6BRNMvMeHq3wCJRFzCNgmJyawsWdWwhUw49f8CdQuCWxb4ZcJbP0rP8yZJ5nV3Rp9g0MclQEHT7ZHnt1wocm13ES0JFnpJC0oShCYLtDVBPPJDc+dKzvrtMuWJz8tvWfDYneKWmNREVs926ZI7M6jVTZ+2kpme4FY3SYiEhMclathPIJS2RtCCktplRTOrWqeDZBlsoPVr1q5da7owMewnbEFcwrbuDtWOSX+gVcGmSlwW/1dyj9suRSlry76cz1dctyDzPBl2hcSenug3Dro0ClyCEwWhtyNcMqaliUwr/+0yhnUVGSBW05jRVinasiC4Db4v0LIg3ifz1Y1JXd5hAxIwmobHkJBAwof9BJTWF9HhTps3by7XX3+9jBw5khUDaxK3WlNFYxOwBXGJhAzTGE1MpjUv7qqgg3qtD0xDr+tlY5gEg3aXqJQsKWg0M/oRE3yBJEHjKC+NItxfhZxLJLqudb2X27qgjzu6CdjUsoDjpDtwFgrACjoyhl70j4cW3ExkTROtIRHLUVwAALC1ZUTor9lKb+v9PeulS2ZhWuTEQuB2nfV1pOv6rpKyqwZb3Oo5bdOgy4+fS8ZObVZR/neGDN+7Iiv7FCcS9PmWNgi2rXVBddCyAJVBQgIAAABIZk53iLWByzodSmms5B7aVYqyW4R9uJ4U516zIupCir7AvwrPPLSxWTMRSQ9JLpR3aRaYNgnXKuH4iusWPHl98Xu5gE2tC4B4ISEBAAirb6u+rBkAsNUu7Y8gIr8FTdeGuawLTHeHvsA9UlBbuzv8Gl13h2CaGEgPJBd0mi6yr8k+2ZS6SZp0aCKpLVPLzDcXrZcQ4waQydSyQNG6AF5DQsLjtFl8nTp1GPIT1iAm7ZE3Ii/Ri2AFrbGTmZlJrR1YhbhMnmKQpewOJBeCEw2hSQdnqiNCVFPGpvqR5xfmify3T+mkgiYZ0sIkFvaJ1NlRR3wNfCJxHsCNlgUIh+OkO5CQ8DiG/YRtiEnYRkd7adRIK5gB9iAuEygry0xyO/aTCYeeJUVBo5RN+foXGf2/VyVnyXQzDGKp1gyrNYMRaJAQOnWSDFrYsbr0cHWAiLQITA8o5/YBIjm12sqU5yMUUnz63Ki7OyQ6JmlZANtiEtEhIeFxWkBQR9nQHZZhP2EDYhK20WHDNmzYIOnp6Qz7CWsQl4m1qmELk4zQoSWD6e0Jh54tPecOkczfByUctPBjdWj9hAwRObCCqSYa6kX/spkSu+4OxCRsQ0y6AwkJSGFhoUlIALYgJu3gu6P4i7Z/XEj5dQ8myTZu3ChNm2pVNcAOxGUc+AOjSCwPufScK7n150tRSn7Zp/h84veJ5HbpIcM+rOD164pI68DlwDDJheDrlUgyJKq7AzEJ2xCT7kBCAgAAAN6j3ShWhkk46GVFYLoj/FMLziqn2KMzv9VOEa0LnBlIOISbaleIxI1wXQrdHQAkCgkJAAAAJJ99gYTDEhFZHGaqdRsqq442g1guGds3RnxYxt4XRPL6VHnRAcArSEgAAADAnTaEJBmCr2sLh72VfL2WItIu5NI26LrO/93vJWd9C5lS9H+BLhr7mzn4/H5zyVn8v5h/VABIRiQkPE5HNKhduzbDfsIaxCRsHDasVatWDPsJq7g9Lis1XOZmEfkl5LIwMI3cUKE0zRu0EZFOItJRRDqEJB50XuRRMIvNnWt6XIyetaJsMcgUn4wZfIhkjvtSvMbtMYnkQ0y6A0cMj9OTP/5wwCbEJGyjRX+bNNES94A93ByXuYET+aKgE/kp3+bL6EN6Sc7utmWTDmsq8eLpgWRDx6DEgzNtFygkaVkxyGTh5phEciIm3YGEhMf5/X4zooEmJfREEDWzju+55x659dZbrVomWxGTsI0eIzdt2mRG2SCBC1u4Mi6zsmRVgw4yYdAVxd0cgr53+ItEJsyYLT0fTZfMDRWc0GvzhINEpKuIdBGRzkFJhzifD1MM0uUxiaRGTLoDRwuPc07+NINIQqJm/PDDD5KRkWF1EsAmxKQ9nhr0VKIXwQr79u2TdevWSaNGjfiSDWtYHZf65+43EflZROYFTRd8IbknrCtnuMziS27fFTLsk+7FtRoOCko8ONc1AeHNBgjWszom4UnEpDtwtABq2HvvvSdXXXUV6xmuMyJ7RKIXAYDttmtNBRGZHXIJW9uhhRQ01fE0y1fQ5hORTd3j3tIBAJAYJCSAGrZ69Wo58MADWc8AAPcqCoxeocmGn4ISD4sCLSIiaSgiB2tNiLckY69WqGxe7kMzdi0hGQEAHkJCAqhBS5culY4dtVMr4D4T8yaaKS0lAI/ZG+hiMUNE8gLT2YHWEJHoCBU9RaSX1osQkR6Bi45eYcpFDJGc9dtlyhOfm5EpgvMYOltLSuQ8dmfNfjYAgFVISHgcQyzWrLffflsGDx5cw++SXIhJe4x8d6SZej0hoTV2WrZsaaZA0sXl3kCXi7ygiyYfdlXwvI6BxEPwRYtLVrA4OrTn6EG9yg6X6RMZM7iXZ0eoSAYcK2EbYtIdUhK9ALBjiMV4FbTcvXu31KlTRw455JAy87QQ0sknn2yW5ZprrpG9e/VbUvz98ssvcvvtt8tRRx1lulqkpaVJjx495NprrzXdLyrjp59+kt/97ncxfY/bbrtN6tevL9u3V/RTVWKMHz9e/vjHP8pBBx0kKSkplS5s5SQk9Ll6PfSybdu2Uo9fu3atjBo1Stq3b29iq3Xr1jJ8+HD57TetqFbWli1b5K9//ascfPDBZj2mp6fLYYcdJi+88EK1PjeSl8awxglF2uD6uNwX6G7xtIhcKSL9RaSRiPQRkctF5AmtxBySjNBWD0cEHq/zvxER7XWxWETeFBFt0HBWoPBkreiHy5x81fHyxyM7y/FZrc1Ub59ySNtKrwfYg2MlbENMugMtJDxORzTQCrTxGmVj9uzZJtGQnZ1d6v7//e9/ctZZZ5mkhJ4Ynn/++ZIoTz/9tDz66KNy2mmnydlnny0NGjSQ7777Th5//HF58cUX5ZtvvpHu3btX+DqbN282Q1/F+j1ef/11ycnJMUkMG918883mc/fp08ckDzRhUBnOaCTHHHOMjBhR9pf5evXqlVzX19ZkgnaNueiii+SII46QJUuWyGOPPSaffPKJfP/99+YXRMeqVavkhBNOMHF2ySWXSFZWlknsLFy4UJYtW1atz43kpSMRaSKrcePGJCVghVXrt8sHM5fJynVbpE2LxvL7Pu1Ny4My1onI9yLyrYh8F0g2bI3wwg1EpLeIZAddutfMt0WGy0w+HCthG2LSHUhIeJye/GmCwPk1uqbl5WlbUJF+/fqV3Ddp0iTTIqJt27bmpDxci4J40sTIX/7yF2nWrFnJfXpifPjhh8vIkSNNC4X//ve/Fb7OBx98IAMHDozpe2jLirlz58qf//xnsdWiRYukc2dttyty/PHHVzkhobU3LrjggoiPvffee00CQqeaCHFoNxlNaGhLiIkTi+sgKE1abN26VX788UcTb0A0NGm7Zs0akwSklQQSLXfWCtPdocjp7vDLenntuyUy+tRekuNruz/58G2g4GSk5EOfMMkHeiahijhWwjbEpDvQZQNxFZyQ2LVrl1x22WXmRFx/8Z8+fXrCkxHOsgUnChx/+tOfSlp5ROOrr76SY489Nqbv8dprr5nuDE5dioceeihst4bQy/z58yVenGRELOzZs8ckEMrz2Wefmemll15a6n7tCqNdRl5++WUTZ0pbnejjNRGkyQj9IxXa/QMArJWVJasOO04mvDVL/CXZiGL+IpEJ78yWVSdtFxklIs+HJCN8gSKTl4nI5EC3jS0i8rWIPKLZ2sB8khEAgDgjIYG4JyT0hFqbPutJ43PPPSd33XWXvPnmm9KkSfUGHddm+NFeduzYUenX1+b+KrgLgJ4wX3nllaV+hXeaiCn9rNV9j9DuGtrlwElm6DrUX/3VLbfcIs8//7y5aKsTdeSRR5ouINF0Mfnoo49MLYZzzz3XtCz44Qdt21uantDrMsSDJl+0K4vGSvPmzeXyyy+XgoKCMjVJlD4ulN6nCYc5c+aY2++9915JwuTMM8809SMaNWokmZmZpoVFUZGOaQcAlipqILlthkhRSor4Q1o0+n0iRSkiuX1XFN+RLiKnBuo7fCQiG0VkTiAZcVlgJAySDwAAC9BlA3GjJ+96cqg1APREWn+5124Np5xySkxe/4ADDoj6sePGjTNFJStDT9LVsGHDSu7TX921VsQbb7xRqt6Bto44+uijK/X65b2HY8WKFabWxpNPPllyn9ZP0ASEuvrqq6VVq1bmupNM+P3vfy/nnXdehdtFH6fJBm05oCfqr776qtxzzz3m5F23jyZAvv32W5k6dappdVDTtMaI1tbo1q2bSSp8/PHH8swzz5TUhcjIyDCP0xoQCxYsMMs+dOjQkudrYVCnVcjy5ctNi5Sff/7Z3NZWOfq5Jk+ebGJQ1+fYsWPN44LXLQAk1I5AC4ZPROQL7ZrxPynoOVNEfi33KQUDd4o8JiIHOcNsAgBgNxISlvLdUf43iacGPVUyDN/EvIklQ/OF4x+3v1ln9sRsmbFaBxMv6/K+l8ukwcW/quf9mif9JvUr93WqW9BST3g3bNhgaiXEKhmh9KQ1Wp06darUa+sv6NoyQE96L7744pL7tbWCntx27drVdC3QX9yVJlq0xUIs3sOh87TWR/CJt5o1a5Y5QXeSEcFdY7SwZEW0tcjOnTtNEuPQQw81961fv960WtE6Fi+99JJp8aHJj9zc3Jhus3A0SaDJj+DRX7SWhL6/tuC44447TPFPdf3118tbb71lWqloawmtwaHFKW+88caSFg9Oaxin64duoy+++MKMyOF0k9ERTrSVy5gxY0wSBLHb75OBFv1t0aIFw36iZukIGDMCCYiPA6NZ7Cn9kIxNOuRF+TKmvyByQ8XHfaAmcKyEbYhJdyAhAcMXh59SnJNk/eX9/fffl6eeesqcMGtiIhZOOukkqQmPPPKI+QVdCzRq94fQ4p/t2rUzQ0jqyboWq6xohI2qvIeTkNAuGE7rAKcApBZo1BYnwWbMKE489e6t5dIj0y4RX375pTloz5s3zySLtKCktiTQSzBNKC1evLjSCZ2qDPsZSpMO2qrF6Xqh9HNPmTLFFEV16m/o83U7aKsITVzo51OaCFPaJcVJRih9L21Fcuedd5oWICQkEEqTY5qQAGJK8335QQkILYmzqZzOtX11mM1nJWf1zzKl6BjTZSO424bP7zeXnMX/YyMhYThWwjbEpDuQkHD5L5PaUsJpLVGRvBF5EYf9dGS3zq6RX0adhIT+0q11D/TkWrsZ6MlvLH51/+2336J+bMOGDc2lIlo08oYbbpABAwbI22+/HbZWgRoyZIj5pV5PhHUUDP3FPVrRvIeOVKHdQ+6///4yI1pol4bQxIOua+3CovURKqKtLrTbh7Y80BErHL169TLdJjRJoskVbUHxwAMPyFVXXWW2W7yHotXr7du3N+s32BlnnCGnn366SaZs3LjRtFjRz33OOeeY+ZosUs6oGgceeGCZ93Ral2gyBgjlFEDVY0bwsRKoNG2wNVWL2mhTOhFZWs7jumqWPXA5XkRM2aBLRY/oowOjbAQGJDJ8KT4ZM/gQyRz3JRsFCcOxErYhJt2BhITHxXPYTz1J1kylnujWrVtX3n33Xenfv7856Z02bZqpBxDq888/N0Uvf/rpJ9Nt4I9//KM88cQTYV8/uMtCLGpI/P3vfzcjMujQnVojQmtflEcTEtpCQ5fxnXfeMcsZjWjfQ7tP6EH1D3/4Q6n7Z86cWaYlhFOrQxMJ0di0aZNcccUVJtHgFHvU5IPWkdB1pO+rdNtpV5KKalLUVExqFwxtnREuoaAnicEjtGj3Da0roSNt6EVpdw6NHa3FEUrrR6jg1ico7uZVXjLTS3S/1rokmjwlIYFKWxJIQLwfSEYUD/xTWsugBMQAbXpX/svl9G4rPduly3vTl8qSX9dJx9Yt5LR+HSQzPY2Ng4TiWAnbEJPuQEICceGcJPfs2dMkI1SHDh3MifaJJ54op512WqliheqVV14xTfGffvppMyzo9u3bS7oi1HQNifvuu8/UgBg0aJA5MXeWuTza9SQtLU2+/vpr08pAT1wqUpn30BEntNCjthCoKCGhRR71hD6a7hpKkyCagAg+oXe60uiIJDocqx7QNXlU3ugfVaWFJ7XLRPBQoVq/IlzrlfHjx5sWDBdeeGGFr6vrVV9HW58EJ420pYe2BtHioU69D/3l+9///rdZjpquj+E25dWcARCB5nCnichbgUREuFGXtdfYcZpdEJGTRUQPv5X4TUCTDxcf10WWLKll/t5U9DcKAABbkZBAXGgLB01K6El1MO22oaMd6EmmNrvXFhH6C70mH7SAodaZGDx4sHms9vvXbg01XUNC6w7oCa0mR7RFgtYoCKYny6GFJZUuvw63GXxyHYv30HoU+mt/uBYdWtBSu3hoUc3QritaqHLLli0lNRQiJSSCkxHBtN+8tt6oDD3h18KSSqfa4uHuu+8uM5KI051CkyxLl+5vt6w1RrTFjCaqNGmlRSk12fThhx+a4Utvu+22Uu+n92myoUuXLuax2tJEi1Zqiw9nSFSlw8pqrQ5t5aHFO3UYUaWjd+hwq/q+TrcOAKgUHYH4UxF5Q0TeFpE1YR6TGRiK87RAK4iKew0CAJD0SEggLpz6EaEJCWcEBf2lXE8INTGhJ+d6QqknytqFIN6cITMLCgrCDr+pJ9DhEhJ6Uqy/sH/33XcxfQ/tAqItHkK7azgtJDSZoN0bHNolRgsz6qgRmgz45z//KfGkLVp0+wW79dZbwyYkwtGuJlon4oUXXjAtNPSzaZJHn/fnP/+5pGWDQ2uSaAuTX3/91SSttHWHjg6iXYFCaYJCa2toawtN8Gg3EF1/OpSpUxQTAKKyJdAN483AtHggn/30sHxEUBKiF0NxAgAQyufXMxbEjJ5IabcE7Z4QriaC0n7wqiZHKoiWnpA5BQSDT2oTTZvQawFFHSrULTRpoCe3P//8c0zrcWgiQhM2WrTRC2yNycqwaR+PxfDDXh/+U/dt7S6Unp4edgQYWK6cv8VlhBTMDWtboAXEf0Qkt+ywnKYrhnbBOEObzYnIAVJjiEvYhpiEbYhJe8+Hg9FCwuP0hM/Gk76+ffuaWgg6lKa2OtCTAR3eUpvx20pPVLTLSayLgx5xxBFhW1EkK1tjEt6l+zYFT5PDqoYtJLdZFylo2lIyfHskZ/F0ydy2LvKTdgZGxNAkxLuB28EaBVpAaBLi94HbcUBcwjbEJGxDTLoDCQmP0wYy+ot0PEbZqAzNqumICDq8pDbFb9asmVx//fVWJyRUuBEgquvGG28UL7E1JuFd2mJH65NovRZG2XChQMuH3MBwmUVBDX6mZJ0oowf1MiNXlLJXKyUHkhBvhumOocNwai+6s0TkBBFJQE1J4hK2ISZhG2LSHUhIeJye/GmxSa3QbdvJn7YK8FLLANgfk14zvO/wRC+CFXSUGS18yrCf7rVq/XaTjAjtpKq39X4dRtMMmzlLRJ4TkRdFJLThhBah1NI+fwp0y9DuGQlEXMI2xCRsQ0y6AwkJAEBYEwdPZM0gKWjriOCWEQ5/ICmRO3GFDHu5u0ho2aJ6IjI4kITQ7hj147XEAAB4AwkJAACQ1Ao274w8P2/n/mSELzAs58U6fFL8akIAAOBFJCQAAGHl/RoYrrd12eF6ATfJaBK5aUPGpvoiXUTkEhG5UETaxW3RAADwNBISoEgbrEPhQDv0m9TPTL0+7KcWWG3cuDGjv7hVoUjO+rYyxZ9f3EUjqDSNz1/cICLnL22LW0W4qGwNcQnbEJOwDTHpDoyt53G6o9apU4cv2rAGMQkbhw1r3bq1mcJFfhWRO7Xuw2rJ/GOajH6zl0lABPP5i2TMD69I5nX9XZWMUMQlbENMwjbEpDvQQsLjGGIRtiEmYRsdhnbXrl1Sr149kre204TDNyLyiIi8oWO+6Z2tzKycH5tJz41bJbffIilo4pOM7RskZ/H/JHPbenEj4hK2ISZhG2LSHUhIeBxDLMI2xCRss3fvXlm+fLkZ9lOHo4WF9orIFBF5WESmh8zrIyJXisi5DSWz4Z8kWQaTJi5hG2IStiEm3YGEBAAAcKcNOj6tiPxTRFYF3V8nMFTnVSLS3121IQAA8BISEskkKyu6x82dW9NLAgBAzVkhIg+KyCQR2RF0/wGBJIS2iMhgAwAAYDsSEsksP7942rlzopcEAIDqWyAifxORFwLdNBw9RWSMiJwnIvVY0QAAuAUJiWQS2vLBaTFRQYsIhliEbYhJO0wfHtoZ37sjvzRs2JCClok0Q0TuE5HXAoUrHTpU519E5CTvdcsgLmEbYhK2ISbdgWE/Pc7GIRYvueQS8fkS/83y888/N8vx3HPPJfXntI2NMelV2a2zzcXrdNiwNm3aMOxnIuSJyCANRhF5NSgZcYaI/CAin4jIyd5LRijiErYhJmEbYtId+Mbvcc4QizqtaWvWrJGbbrpJfve730njxo2lUaNG0qlTJznjjDPk6aeflmQ0YcKEGktoJKt4xiQQDY3H3bt3myniZJaIDBWRfiLyXlCbzotFZJ6IvC4ih3p7axCXsA0xCdsQk+5AQsLj9KRPv2jX9MmfDpnXq1cveeCBByQrK0vuvvtuuf/+++Wss86SpUuXmhN3x6RJk2Tnzp2S7AmJZPqcboxJVGzEOyPMxet02LAlS5aYKWrYHBE5KzBU51tBiYiRIrJIRPRwejBbgbiEjThWwjbEpDtQQyJJrVq/XXJ7DZSCtHTJ+HS+5PRuK5nN0xK2PJqIKCgoMCfo1113XZn5K1euLNW8Si/JziufE+41aYYOYSAycbCOqwjUoKUi8lcReSmoW0Yt7dsWuL8Dax8AgGREC4kklDtrhVz+xOfySo8T5fP2veWVafnmtt6fKAsXLjTTAQO0AllZ2j87Um0F574NGzbI5ZdfLi1btjRF5k455RT55ZdfzGPefvttOfTQQ6VBgwaSmZkp48ePL/M++hr6WlWtF6FNv+699145/vjjpVWrVqbWgb7XpZdeWiqpoq0+9PWWLVsmX3zxhbnuXHReeZ9TzZ8/X/70pz9JRkaG1K1b13Rr+b//+z/ZsmVLqcfpsurzp06dahI9Xbt2LXn8ww8/HPFzAIAV1ovIDSLSTUReDCQj9JvJJYERNSaTjAAAIJnRQiIJW0ZMeHe2hLZ219t6f8926ZKZHv+WEp0DQ48+++yz8re//U1SU6sWegMHDjQn6uPGjZNff/1VHnroIZOUuOuuu+SGG26QK664wiQH/vOf/8jNN98s7du3l3PPPTdmn2PPnj1m+f/whz/IaaedJk2aNJHZs2fLM888I59++qn8+OOP0qxZMznggAPk+eeflzFjxkiLFi1k7NixJa+h88oza9YsOfbYY2Xfvn1y5ZVXmuTC119/LQ8++KB88sknMm3aNJNwCXbLLbeYZIV+bk3S/Pvf/5brr7/eJEw0sQEA1tHeav8QkXtFZHPQ/eeIyF0i0jWBywYAAOKGhESS0VYQRWG63vsDSYncmStk2IDupebFYzSDG2+8UV566SWTQHjxxRfluOOOk8MOO0yOOuoo6d+/f9SjTfTt21eefPLJUif3etKvJ+8//fSTdOhQ3K73sssuM8mIf/zjHzFNSGgLhNWrV5dJCgwdOlROPvlkU5xTWzOkpaXJBRdcIH/9619NAkWvR+Paa6+Vbdu2mcTD4Ycfbu676qqrpHv37iYJo+tPXzPYjh07ZMaMGWbZ1LBhw8xnf/TRR12bkGCEDdhEj0/169dnVJxY8AdaQtysffWC7j9ORP4uIv1j8i6eQFzCNsQkbENMugNdNpJMweadlZqvJ356IlvTJ4CaKNDWA3rCrSfz//3vf02LBj3p1q4G2rogGvqcYJrYUKeffnpJMkLpZ9KEh9NVJJYHNicZod03Nm3aJOvWrZPevXtL06ZN5bvvvqvya69du1a++uorycnJKUlGOJwkx2uvvVbmeVdffXVJMkLp44444oiYf/Z4iVdMAtHSrlma5NMpqjmE59EicmFQMiJLRN4VkakkIyqLuIRtiEnYhph0B77xJ5mMJvUrNT+eQyy2a9dOHnnkEVm8eLEpcPnmm2/KeeedJ/n5+TJkyBBzf0W0C0Mw7R4R7n5n3vr12kE5tnS5jzzySPOLqdM9Qy+anNAaF1XlfH4dhSSUJkG024uuq1DhPnvz5s1r5LPHA8N+wsaY1ErdjPxSRWt1yJbAMJ3TAvcdGKgP8aOInKbZ3thtL68gLmEbYhK2ISbdgYREktHRNFJ8Zb/b6W29P6dPWyuGWNSilJqE0O4bf/nLX2T79u3y8ssvV/i8WrVqVer+aBUWFkadjDjjjDPMyYl2n9BCmh9//LG5aBJAkztV5WyDaLuvxOqz24ZhP+3Rt1Vfc/E6rR2jyUCdohJ0lNRHReQgHbIl0F1DBxa6USsda9+6wEgaIC6RFDhWwjbEpDtQQyLJ6NCeowf1KlPYUs9xxwzulZCClhXR1gYqeJSKmpKenh62FUM0rTOUFoysV6+eGTkjuI6EJlQ2btxY5vGVSS44hT/nzJlTZt7OnTvNMjqPAeIhb4S2sQeq4HsRGS4iPwXdN1BEJgRG1AAAAKCFRPK2kph81fHyx3mfyfHLZskfj+xsbp9ySOnWEfGkw2pq8cVw3njjDTPt0aNHjS9Ht27d5Ntvvy21LLt27TLFL6Oho4NokiG0JYSO8hGudYSOehFtNw7t9nH00UdLbm6u/PDDD6Xm6SgbWuzyzDPPjOq1ACAhdHTiq0XkiKBkhOZR3xGR90lGAACA0mghkaS0JcSw2R8W35i8f8jJRJkwYYJMnTpVBg0aJNnZ2ab2ghaDfO+990xrg549e5rRIWqaFtXUUTeOP/54ueiii8xJvrZ60OE7o3HWWWfJlClTTDHNSy65xHQv0ATCvHnzzPCeobQ4pY68ceutt8rBBx9sCjUOHjzYFJ4MRxMjOuzniSeeWGrYTx2h5JBDDilT1BMArKG55Wt0/OnAba0BqoMC/VkrDSd42QAAgJVISCAuoxncfPPNZjQNTT7oiBpacFGLQup9d955p4wePbrck/RY0mEwddhOPfG//vrrTaHNK664wgwnOmDAgAqff84555gkxsMPPyx//vOfpVGjRma4Tx0dQ1s3hLrnnntMC4nHHnvMFL3UBMaSJUvK/aw6Wsf3338vt99+uzz33HOyefNmad26tVnW2267rcxwo8mKETbs4LujuMuRf1x8a8zYRltFaaXuytZ38YyVgUTEm0H3HS8iT4lI1wQuV5IjLmEbYhK2ISbdweenbHhMzZ071/zar3UAwo2WEFyvINzoCDHlvP/cuTX7PgASs4/XMBISiEjzVP8SkesCXTVUuog8ICKXMHIGAABeNDeK8+FgtJBIJqEb3BkiMvT+oARFcD6KX/9gA2ISNsakXvQYyXEy4LfAUJ5aG8Jxvog8pMMoJWY7eQ1xCdsQk7ANMekODPuZzHREhgpGZdAdVYs60lAGtiAmYeOwYQsXLmTYT8d/NdEdlIxoJSLvisgLJCOIS3gZx0rYhph0B1pIJBO6ZgAAYim4hV1hE5Hf/iqy5dT99zV+T6TxPSKnTWO9AwCASiMhAQAAItt2mMiv40UKA/0xam0UaXWnSOOPWHMAAKDKSEgAAIDwfpwrcruI3BsoYqkafiay6ESRjIdZawAAoFpISIAibbCO2wsHOgUQ3e6pQTpuI1Rqqgf/XC4XkfNE5Jvim6tab5fc/i9JQfM1kjGnteSktpXM5jU/XDPK58m4hNWISdiGmLQff8kSQE9U9u7da8VJS0pKitSrVy+hywAkU0zqfr1v3z6pXbu2uN2IbB1GAXXr1pUuXbp4a0W8KSLDRGRj8c3cQStkwmGzpcjfWkRai0zLlynf5svoQb0kp3fbRC+tJ3kyLmE1YhK2ISbdgVE2EqBhw4bmhGX16tVSWFiYiEUAUAN0f9b9Wvdv3c8B19ktIteKyBn7kxGrRm03yYigUaINvT3h3dmyasP2hCwqAABwP1pIJECzZs1kx44dsnnzZnPRpkT6q3AiWkvor7lFRUUJe38gGWLSWWYnwdigQQOzn7vdxLyJZur1lhK7d++WpUuXSocOHcyvLUnrVxE5S0S+DdxuIiKTRXKbrZCiMINo+ANJidyZK2TYgO7xXlrP80xcwjWISdiGmHQHEhKJWOmpqdKuXTvZunWrbNmypaT7RiLoSdT27dslLS1NatWqlZBlANwek5o40f26fv360rhxY2nUqJFrkimRjHx3pJl6PSGhEnWMjptvAsmI3wK3+4vIKyLSQaTg9Z0Rn1qwOfJ81Jykj0u4DjEJ2xCT9iMhkSB6sqInLnpJdOZwyZIlJkHCLyywATEJxJGezz4pIteJyN7AfcNF5B/a+bb4ZkaT+hFfoqL5AAAA5aGGBAAAXrRLRC4XkasCyQitw6oDq2hPnaAeAFq0MsUnEtrmR2/r/Tl9KGoJAACqhoQEkqJpOZILMQnbJF1Mar2IY0XkmcBtHTzjC+2fU/ahOrSnjqYRugr09pjBvSQznaE/EyXp4hKuR0zCNsSk/eiy4XHaTaNbt26JXgygBDEJ2yRdTP4oIoNEZGXg9tEiMkVEDiz/KdpKome7dMkddZsUpKVLxrlnmpYRJCMSJ+niEq5HTMI2xKQ7kJAAAMArPhSRs0VkW+C21i19VETqlPP4rKySq5kiMiw/v/jGty+VftzcuTW0wAAAIJnRZcPjtIDgokWLzBSwATEJ2yRNTD4VaBmhyQht6f+giDwRIRkRTufOxRckXNLEJZIGMQnbEJPuQAsJSGFhIWsBViEm7eAfx5CCSRGTRSJyk4jcH7itg2K8ICJ/iOK5tHywmqvjEkmJmIRtiEn7kZAAACBZ7RSRi0Tk1cDtliLyjoj0T/ByAQAAkJAAACBJbRKR00Xkq8Dtg0XkPRHpmODlAgAACKCGBAAgrOyJ2eYCFyoQkeODkhF6/RuSEQAAwC502fC4OnXqSNeuXRmjF9YgJu0xY/WMRC+CFVwXk0tE5BQRWRS4rbUidFCMugleLng7LpH0iEnYhph0BxISHqdfZPgyA5sQk7CNq2JSR988WURWB25fFhhdo1aClwvejkt4AjEJ2xCT7kCXDY/bs2ePLF682EwBGxCTsI1rYvLHQNcMJxnxZxGZRDIiWbkmLuEZxCRsQ0y6AwkJj/P7/WZn1SlgA2IStnFFTOaJyAkisi5w+z4R+Zv+PJTg5YK34xKeQkzCNsSkO9BlAwAAN/shUDNic+D2wyIyOsHLBAAAEAUSEgAAuNW3IjJQRLYEbv9TREYleJkAAACiREICABDW8L7DWTM2mx6UjPAFileyyQAAgIu4sobEypUrZdiwYdK6dWupW7eudOjQQUaPHi0bN26s1Ou89957csopp0ibNm2kfv360qlTJzn77LPl22/1JyfvDIfTuXNnMwVsQEzaY+LgiebidVbG5I+BbhpOy4jJJCO8xsq4hKcRk7ANMekOrktI5OfnS3Z2tjz77LPSv39/GTNmjEkkPPLII3LEEUfI+vXro3qdv/zlLzJo0CCZMWOGDBw4UK677jrp27evvPXWW3LUUUfJCy+8IF4ZDqd27doMHQZrEJOwjXUxOU9EThIRJwf/hIgMS/AyIe6si0t4HjEJ2xCT7uC6hMRVV10la9askUcffVTefPNNGT9+vHz22WcmMbFgwQIZO3Zsha/x22+/yQMPPCAZGRkyb948mTx5snmdV199VXJzc01F1ttuu028QCt0L1u2jGHDYA1i0h55v+aZi9dZFZO/iMiAoNE0tIDlFQleJiSEVXEJEJOwEMdJd3BVQkLH2/7oo49MF41Ro0pX7brjjjskLS1Nnn/+edm+fXvE19E/4EVFRXLYYYdJy5YtS8074YQTpFGjRrJ27VrxAk2+7Ny5k2HDYA1i0h79JvUzF6+zJiZXBVpG/BY0tCejaXiWNXEJBBCTsA0x6Q6uKmqpLSGU1n1ISSmdS9Ekgna10ITFd999JwMG6E9I4R100EGmT9EPP/wg69atkxYtWpTM+/LLL2Xr1q0ydOjQCpdHW2qEJi4WLVpUkpHbvXt3yf21atWS1NRUKSwslH379pV6jjNP79f5wfRzapPMSPM0ubJ3796o52nzJf38upPqMurrOssaPC/cry5as0MFf7Zo5ulr6muHGzM90jz9DPpZ9DPoZ4l2nq5PXa+R5kXaFrZtp9BtkczbyYlJZ/2znRK/nXRbeHl/clR2X4vpdtogUvuU2pKyvPhv375b9knhmEKRoLfluOfe415V9qfgv99u2p/c/PfJS8e9qmwnve2sf7aTvdvJS/uTvlfweY6b9ic3b6fKttxzVUJCu2Sorl27lpto0ITEwoULIyYk0tPT5W9/+5tcf/310qNHD5N8aN68ualP8fbbb8vJJ58sTz2l5coje/zxx03LjPIKb2qhTIe2xND33bJli0lkBNOEiF62bdsmq1evLjWvWbNmpmvJjh07ZNUq/Xlsv8aNG5vCnrt27ZLly5eXmtewYUNTrFMDasmSJaXm6XK1b9/eBI0+b9OmTeZ+DSQNbq3JoYEd+jyd36VLF3N96dKlpYJfd4hu3bqZ6ytWrChzYNBtpo/R9RIapFqUS3cO/ez6a0+wjh07mh21oKDArJ9g7dq1kwYNGpikkK7XYJmZmSZJtWHDhjLFTlu1aiVNmjQxn1sTUsFs3U6h85J5O+ky6bbRlk76PLZT4reTxrWX96e2bduW7DPByfB47U++nT5pe1lbqTuv+EuLDutZcFWBbFnCcS9ZjntV2Z+cY6U68MADXbM/eW07ufW4V5XtpNf1xESxnezdTl7bn4LPc9y0P7l5O+nyVobP76K2fiNGjJBJkyaZy+WXX15mvtaPuPfee83l5ptvrvD1tAaFjtYRvMI1YDTJcN5551W5hYQmOLRYpiY7bM+Ya2sQ3Rk1ODVwyfDZuZ28lInV5dKY1AO7HjD5BSpx26ne+HpmWvjXQk//Uqj0C4b+oQ4d0aDG96fdRZJ6TqrU+qD4S77/bL/4XvbJ3iJ7foGyZTu5+bhX1RYSzt9vPVaynezcTl7an/S2JlP077e+vpv2Jy9tJzcf98LNi7Qt9ERdf3B2znOC57Gd9tbYdtIajTpYxJw5cyQrK0uSqoVERZydJpqK03//+9/llltukWuvvVauvvpq8+vC/PnzTSLj/PPPl1mzZpnHRKLZoNAaFME7sxP4wXRjORm6ULoxncxyZebpjhXuvSqap+tJM4HassQ5iATPK+95qqrzIg1PFmmeLl+s50XaFrZtp6rMc+t20utOTCq2U+K3kxPTXt2f9I+y/toQepys8f0ptbbICBH5IHDHABHf8z6RWiK1a3HcS6bjXlX2p+BjpROXbtifvLadwknW7aTrSpMRkY6Viu3E/hSv/UljNNx5jhv2Jzcf9yo7HLWrilpqMxG1efPmsPOdZifO48rz+eefm2E/Tz/9dHnooYdKfonVTM4bb7xhfgV78MEHTRHNZOfscJH+cADxREzCNgmLyXtE5LnA9WwReUO/scR3EWAvjpWwDTEJ2xCT7uCqs1Cnj43WiAjnl19+iVhjwvHuu++WjKgRShMT/fv3N7+IzZw5U5KdNsnRfj6hzceARCEmYZuExORLInJr4HpHEXlfqzfH7+1hP46VsA0xCdsQk+7gqoSEk0DQwpWh/Vq0FsI333xjCo4cfvjhEV/H6UtV3tCezv2VbW7iRroetdhJ6PoEEoWYtMf04dPNxeviHpNfi8ilgeva4O897SMYn7eGe3CshG2ISdiGmHQHVyUktJqoDvmpFUofe+yxUvPGjRtnqvJfdNFFkpaWVpIV07oQWswk2DHHHGOmEydOLFPJ+IMPPjCJjXr16smRRx5Z458JAGyV3TrbXBBH2tBPR53W2mXaRfN1ETmYLQAAAJKT64pa6lCbmijQYpSffvqpHHzwwfL999/L1KlTTVeNe+7RTrfFNNmg83WIFk1iOM466yw56aST5JNPPjHzzzjjDFPU8ueffzbdObQ45vjx481QoAAAxIWOTDZIRNYHbk8UkRNZ9wAAIHm5LiGhrSSmT58ut912m3z44Yfy/vvvm3FRNUGhrSR0DNRoCpzo87SVxX/+8x9TyFLHqdXnnnrqqea1tCUGAHjZiHd0iAeRiYP1zBg1SkfQ0tGmnRJJNwd12wAAAEhSPn/oALOolrlz50rPnj2jHnfVhr5Vu3btMl1UGGkDNiAm7eG7o3gIZf84b/+ZiEtMagJifOC6dtl4zW2dKhFvHCthG2IStiEm3XE+7LoWEogt/XKtI4sAtiAm4bmYfCUoGdFDRP5NMgIWxCVQScQkbENMugO/v3icFv789ddfGfYT1iAm4amYnBXUNaOpiLzF8J6wIC6BKiAmYRti0h1ISHicNmXasmULw37CGsQkPBOTGwLdM3YG/hr/R0S6xPYtkLw4VsI2xCRsQ0y6A102AACItYr6TPp9Iiv+KbLt+OLb2mUjh80AAAC8hRYSAADUtPz84otj/bD9yYg/iMj/sQkAAID30EICABBW31Z9WTNVNXdu+BYTev+XInJi4P5OIvKMDmnCqgYAAN5DQsLjUlNTJTMz00wBGxCT9sgbkZfoRUi+mCwQkT+JyD4RqSsir4pIk1gsJbyGYyVsQ0zCNsSkO3AW6nG1atWSRo0aJXoxgBLEJJI2Jv0pIueLyOrA7UdFpE/1XxbexLEStiEmYRti0h2oIeFxOhxOQUEBw4bBGsQkki0mV63fLs/0Gij3Zd8iz/jmy6r07cWJieExX1R4CMdK2IaYhG2ISXeghYTH6XA4GzdulKZNmyZ6UQCDmLSH747iwgb+cX7xsurEZO6sFTLh3dlS1CNQNKJrvkw5Ol9GD+wlOb62sV9YeAbHStiGmIRtiEl3oIUEAAA1QFtGaDLC7y/bc2PCx7Nl1YbtrHcAAOBptJAAAKA6nBE0QuT2Gri/ZUQQzU9okiJ35goZNqA76x4AAHgWCQkAAGIpP99MCo5Ij/iwgs07We8AAMDTSEh4nA6H06pVK4b9hDWISbguJufODdtiImPwmSKzi5MT4WQ0qR/T5YS3cKyEbYhJ2IaYdAdqSHicDofTpEkTMwVsQEwiKWLSL5Lz77aSUiTiC6khoaVCU3wiOX0oaok4xyVQg4hJ2IaYdAcSEh5XWFgo69atM1PABsQkkiImNw+VzNfTZPRbvUwCIpjPJzJmcC/JTE+L9aLCQzhWwjbEJGxDTLoDXTY8bt++feaLdqNGjei2ASsQk/Z4atBTiV4E18WkjqyR2/NMKfAPkoyN8yVnRVuZfMHxkjv2NilIS5eMc880LSNIRiCecQnEAzEJ2xCT7sBfMABAWCOyR7BmKiF31gozzGdRz8NEZK25TJF8Gb2llwyb/WHxgyaPZZ0CAAAE0GUDAIBq0pYRmozQ4TyD6U29f1XD5qxjAACAELSQAACENTFvopnSUiK61hFFIckIpXdpkiK32UEy7McfSkbgKHeEDgAAAA8hIeFxWn22ZcuWVOmGNYhJe4x8d6SZej0hEU1MFmzeGfE1Ctp0EuncuQaWDl7FsRK2ISZhG2LSHUhIeJwWwkpPT0/0YgAliEm4MSYz1tSPPP/cM6kfgZjiWAnbEJOwDTHpDtSQ8DgdDmfDhg0M+wlrEJNwXUxuFcn5R1tJKRLxhXTb0CE/U3xiRtYA4hqXQJwRk7ANMekOJCQ8TofDWbNmjZkCNiAm4bqYHCeSOS9NRr/VS3yagQiit8cM7sUwn4h/XAJxRkzCNsSkO9BlAwCAqpohIo8UX81p0FZ6XpkuudfcJgVp6aabhraMyExPY/0CAACEQUICAICq0B+mtd5nkYjUFpGnRDJbpMmw2R8Wz588lvUKAAAQAV02AACoiidFJC9w/c8iEjKiJwAAACKjhYTH6XA4LVq0YNhPWIOYtId/XEiFRo8KG5PrReTWwPVOIkJjCNgQl0ACEZOwDTHpDiQkPE6Hw9EvNIAtiEm4IiY1GbExcH3v1SL9pu6fl59fPM0KaTIxd24NLym8hGMlbENMwjbEpDvQZcPjtPrs5s2bqdINaxCTsD4mZxXXizBOEZGGQckI1blz8QWIZ1wCCUZMwjbEpDvQQsLjdHze1atXS8eOHWn2CSsQk/bInphtpnkjnEIJ3lQqJlNqiVwbKGSpf0EniMjBtHxAguOSbhuwADEJ2xCT7kBCAgAQ1ozVOqYlSnlFRL4KXL9GkxGsHwAAgKqiywYAANHYLiI3Bq63FJFxrDYAAIDqoIUEAADBQopR1vb7peOePVJn8xiRdaOK76z1V5Emd7PeAAAAqoEWEh6XkpIizZo1M1PABsQkbOPLz5c6y/eIrL+0+I56c0WavpnoxYLHcayEbYhJ2IaYdAdaSHhc7dq1JSMjI9GLAZQgJpFwIcNz+rTFxOpbRTY2KL7jvSyRE+ckZtmAAI6VsA0xCdsQk+7Az+Iep8PhbN26lWHDYA1iErbx7+4g/o1nFd/4vYicmOglAjhWwj78/YZtiEl3ICHhcToczqpVq8wUsAExaY/hfYebi+etGS0+SRW/zy8y3vNrA5bgWAnbEJOwDTHpDnTZAACENXHwRNbMNyK+rSeb9VB0QZHU6lWLdQIAABAjtJAAACAcv4j8OXDVt0sKb6MlGQAAQCzRQgIAEFber3lmmt0625tr6C2RVfO3S+5JK2R1y5/kgMU95LRmHSSzeVqilwwAACApkJDwOB0Op3Hjxgz7CWsQk/boN6mfmfrHaVMBjykSyX16hUy4drYUmbaEDUS+Xypv/LBURg/qJTm92yZ6CeFxHCthG2IStiEm3YEuGx6nw+G0bt3aTAEbEJOwwaoXt8uEfrPF7yt9v98vMuHd2bJqw/ZELRpgcKyEbYhJ2IaYdAcSEh5XVFQkO3bsMFPABsQkEm6fSO77K0zLiDIJCY1Rv0juzBWJWjrA4FgJ2xCTsA0x6Q4kJDxu7969snz5cjMFbEBMIuFeESko3BnxIQWbI88HahrHStiGmIRtiEl3ICEBAIBDB9K4QyRjU/2I6ySjSeT5AAAAqBgJCQAAHC+JyEKRnBltzR/IkB4b5naKTySnD0UtAQAAqouEBAAATuuIO4tXRWbdNBmd00t8IRkJvT1mcC/JTGfoTwAAgOpi2E+P0+FwGjZsyLCfsAYxaY/pw6eLpzwvIvmB67eI5PRvKz27pMuHo26T3xo0lZZ/OlNOzW5PMgJW4FgJ2xCTsA0x6Q4+v18HMUOszJ07V3r27Clz5syRrKwsViwAuME+EekuIou0eURgWi8wzzmWz52byCUEAABIuvNhumx4nA6Hs3v3bob9hDWISSTEa4EkhPpzUDKiZKhPP8dJWIVjJWxDTMI2xKQ7kJDwOB0OZ8mSJQz7CWsQk/YY8c4Ic0l6mnEYH7jeQkQuD5nt98vePXs4TsIqHCthG2IStiEm3YGEBAAgrEkzJplL0vtIRGYGrl8rIg0SvDwAAAAeQVFLAIC3Oa0jGorI1UE1IwJ8+flSW8st9elTPMyGg5oSAAAA1UJCAgDgXd+JyOeB6yNFpFnZh/g7dzZdNmrHe9kAAACSHAkJj/P5fFK/fn0zBWxATCIhrSM02zAmfMuHwj175LfVq6VVq1ZSp04dNhCswLEStiEmYRti0h1ISHicfrlu3759ohcDKEFMIm7michbgesXB4b7DIOYhI2IS9iGmIRtiEl3ICHhcVo9vrCwUFJTU2klASsQk6gR4cbBXnWPiAzVgcFEpg4SyVoWti4EMQkbEZewDTEJ2xCT7sAoGx63Z88eyc/PN1PABsSkPfq26msuSWnRNpHNpxZfb/SxSN1l5T6UmISNiEvYhpiEbYhJd6CFBAAgrLwRecmzZkJbPhzwuMi6QD2ID3NEjizbMgIAAAA1ixYSAABv2S0iG88pvn6oiByR6AUCAADwJhISAABv+Y+I7GtRfP06LcOd6AUCAADwJhISHqfD4WgFWob9hC2ISXv47vCZS1Lxi8iEwPXUNSJnV/wUYhI2Ii5hG2IStiEm3YGEhMdpMqJTp05mCtiAmESN+kpEZgWuN/uPSBSHPmISNiIuYRtiErYhJt2BhITH6XA4RUVFZgrYgJhEjXJaR/h2izT7b1RPISZhI+IStiEmYRti0h1ISHicDoezcOFChv2ENYhJ1JglIvJW4HqTd0VSNxKTcC2OlbANMQnbEJPuQEICAOAN/xSRosD19BcSvDAAAAAgIQEASH47ReSZwPUTRKTewgQvEAAAAEhIAACSn5aL2BS4PirBywIAAAAjtXgCL0tNJQxgF2LSDk8NekqShvNRMkTkdBG5rXJPJyZhI+IStiEmYRti0n6ciXpc3bp1pUuXLoleDKAEMWmPEdkjJCn8JCLfBq4PE5HalXs6MQkbEZewDTEJ2xCT7kCXDQBAcpsYmPpEZHiClwUAAAAlSEh43O7du2XBggVmCtiAmLTHxLyJ5uJqO0Tk+cD1U0SkY+VfgpiEjYhL2IaYhG2ISXegywbE7/ezFmAVYtIOI98d6f6uG6+IyObA9eKPUyXEJGxEXMI2xCRsQ0zajxYSAIDk5RSzPFBEBiV4WQAAAFAKCQkAQHL6UUS+D1y/rPLFLAEAAFCzSEhAfD6t9AbYg5iEbcUsiUnYiLiEbYhJ2IaYtB81JDxOh8Pp1q1bohcDKEFMIiZ2isgLgesDRaR91V+KmISNiEvYhpiEbYhJd6CFBAAg+bwlIluCumsAAADAOiQkPE6Hw1m0aBHDfsIaxCRi4l+BabOyxSxXrd8uz/QaKPcdcZ488+l8c5uYhNtwrIRtiEnYhph0B7psQAoLC1kLsAoxaQf/OJcOCbxaRD4KXD9X22zun5U7a4VMeHe2FPU4sfiOafky5dt8GT2ol+T0blvuSxKTsBFxCdsQk7ANMWk/WkgAAJLLiyJSFLh+0f67tSWEJiP8IXkWva33r9oQuaUEAAAAYouEBAAgefiDumtovd7+pVtHFPmLHxL6FL0/d+aKeC4pAACA55GQAACElT0x21xcZZaIzAlqHRE0qnHBZh16o3wVzQcAAEBsUUPC4+rUqSNdu3ZljF5Yg5i0x4zVM8R1nNYRmoi4sPSsjCb1Iz61vPnEJGxEXMI2xCRsQ0y6Ay0kPM7n80lKSgoJCViDmESV7RWRlwLXtWZlSI1KLVqZ4ivVaKI45vSPoU8kp0/4opbEJGxEXMI2xCRsQ0y6AwkJj9uzZ48sXrzYTAEbEJOosg9FZG3ZYpaOzOZpZjQNX0hGQm+PGdxLMtPTiEm4BsdK2IaYhG2ISXegy4bH+f1+s7PqFLABMYmoZGWVvW/FQ9oOQsS3Q+S+40T+tkNk7twyrSR6tkuX3FG3SUFaumSce6ZpGVFeMoKYhK04VsI2xCRsQ0y6AwkJAID7LVonsuf44uuNPxZJ2VHuQzX5MGy2NqcQkclj47SAAAAACEVCAgDgPiEtHyTzFpFf6xZfnzJE5OQhCVksAAAARI+EBAAgrOF9h7tnzWwZWDxtISInJHphAAAAEA0SEh6nw+F07txZUlMJBdiBmLTHxMETxRU2iMi2I4qvnxn7v2zEJGxEXMI2xCRsQ0y6A2ehHqfD4dSuXTvRiwGUICZRaW/of4Hj2B9jv/6ISdiIuIRtiEnYhph0B4b99DgdYWPZsmUM+wlrEJP2yPs1z1ys99/AtNY6kWNj//LEJGxEXMI2xCRsQ0y6AwkJj9PhcHbu3Mmwn7AGMWmPfpP6mYvV1orIp4HrjT8SqRX7tyAmYSPiErYhJmEbYtIdSEgAANzrdRHZF7jeODCUJwAAAFyBhAQAwL2c7hqpBSINZiR4YQAAAJD0CYmVK1fKsGHDpHXr1lK3bl3p0KGDjB49WjZu3Fjp1/rqq6/kzDPPlFatWpnX0ukpp5wi77//fo0sOwAgRgpE5POg7ho+P6sWAADARVw3ykZ+fr4ceeSRsmbNGhkyZIh0795dfvjhB3nkkUfkww8/lG+++UaaN28e1Wvdfffdcuutt0qLFi1k0KBBJhmxbt06mTlzpnz++edy6qmnSrLTETY6duzISBuwBjGJqL0mIkU1312DmISNiEvYhpiEbYhJd3BdQuKqq64yyYhHH31UrrnmmpL7r7/+enn44Ydl7Nix8uSTT1b4OlOmTDHJiJNOOklef/11adSoUan5e/fuFS9ISUkxLUMAWxCTiNorgWlbEan/Y42tOGISNiIuYRtiErYhJt3BVV02Fi9eLB999JHpojFq1KhS8+644w5JS0uT559/XrZv3x7xdYqKiuQvf/mLNGjQQF566aUyyQgno+YFmnjRLjBeScDAfsQkorJa+9wFrp8tNdpdg5iEjYhL2IaYhG2ISXdwVQuJzz77zEy1xoNmvIJpUuGoo44yCYvvvvtOBgwYUO7rTJs2TZYsWSJnnXWWNGvWTN577z2ZM2eO1KtXT/r37y9HHHFEVMujLTXWrtUx5/ZbtGhRybi3u3fvLrm/Vq1akpqaKoWFhbJvn1MSvvQ8vV/nB9PPqcmRSPM0wRKaUIg0z+fzSZ06dUqGwtm0aZM0btzYPDZ4nn6GUE5riuDPFs08fU19bX1Nfe1o5+ln0M+in0GXL9p5uj51vUaaF2lb2LadQrdFMm8nXS6NyfT0dPNctlPittO0S6aZqca1dfvTW0WS4i/+O7Dn9D2S+oFffLpvBJLOFe1PtQPrZu/u3RXuT2rbtm3SpEmTMp/f9v0pdB77U/JsJ+dYqX+/dRn5+2TndvLS9wi9vXXrVjnggANctz95aTu5+bgXbl6kbaH3B5/nBM9jO+2tse1U3neppEhILFiwwEy7du0adv5BBx1kEhILFy6MmJD43//+Z6YZGRnSt29f+emnn0rNP/bYY+XVV181B9RIHn/8cdMyIxxtdVC/fv2S2y1btjQnWFu2bDGJjGBaw0Iv+oV39Wr92W8/TZjocu7YsUNWrVpVap7uXFrYc9euXbJ8+fJS8xo2bCht2rQxAaXJl2C6XO3btzdBo8/THVVpIOlBqFOnTuYAFPo8nd+lSxdzfenSpaUOUnrg6tatm7m+YsWKMgcG3Wb6GF0voUHauXNnc2DQz64JkmBa30IPqAUFBWb9BGvXrp1p5aJJIV2vwTIzM02SasOGDWWKnWqtED2x0M+tNUOC2bqdQucl83Zy/nhoSyd9HtspcdupmTQzU41r2/Yn/5vFcV3YolAWH7BYOu7ZIym1aom2bYtmf9LHK71e0f7Utm3bkn0mOBnuhv3JwXEv+baTc6xUBx54IH+fLN1OXvoeodf1xES5bX/y0nZy83GvKtsp+DxHsZ3a1fh20riqDJ8/NPVlsREjRsikSZPM5fLLLy8zX+tH3HvvveZy8803l/s6Om/8+PHmoKk7ltacOOyww2TZsmVyww03SG5urhx33HGmsGVVWkgMHTpUZsyYIT169LA+E6uZbD1o6kFEDzBkYu3cTl7KmOtyaUzqH2A9YPLLhp3bKXReXLfT7trib+EX326f7Lt0nxQ+USi1+/QpbiExb150LST69DH37505M6oWEvpFUP9Q6+PctD+FzmN/Sp7t5BwrnZMA/j7ZuZ289D1Cb+tJuv791td30/7kpe3k5uNeuHmRtoUmVHRABOc8J3ge22lvjW2nefPmmR/9tQdCVlaWJFULiYo4O43uRJE4K1Efry0hDjnkEHNbV9gbb7xhsoZffPGFfPvttxG7b2g2SC/h6M4crlikbiwnQxdKN6aTWa7MvEgFWyLN0/Wk83R5dBr8OGdeeao6L/TLfLTzItX0qOq8SNvCxu1U2Xlu3k7OQc+5znZKzHYa8c4IM504eGKFz4vrdnpHTDLCPOYPtaRW3Vq6M1Rufwo8PprjnvNlrrzjeujr2LY/BWN/Sq7t5Pz9dm7z98nO7RQqmbeT8x3cjfuTl7aTI9m3k67vcOc5zjy2U81sp0ix4/qiltpMRG3evDnsfKfZifO48mgzHqUZXCcZEdxsKicnx1zX4USTnQacZg29UsQT9iMm7TFpxiRzsc5bgWkDESm/d17MEJOwEXEJ2xCTsA0x6Q6uaiHh9IXSGhHh/PLLLxFrTIS+TtOmTSMmLEL7TSUjzQ5qU0/AFsQkItJWme8GrmvueH+pHmISnsKxErYhJmEbYtIdXJWQOOGEE8xUC1dqv5bg4mJaC+Gbb74xLRwOP/zwiK+jRSu1OYkmMLR/VGizEu3vonR40WSnfYS0DoYW8KSVBGxATCKib0RkQ+D66ZVYV6F9GPPzw98/dy4xCVfgWAnbEJOwDTHpDq7qsqFVX3XIT60k+9hjj5WaN27cOFOV/6KLLpK0tLSSIJw/f74pZhJMK7L+8Y9/NF0/7rzzzlLzPv74Y1PUUrt9DBw4UJKdJna0q0to4RIgUYhJRNVdQ/96DarGuurcufhCTMKlOFbCNsQkbENMuoOrWkg4Q20eeeSRcu2118qnn34qBx98sHz//fcydepU01XjnnvuKXmsVvrV+TqUjiYxgj300EPmefr4L7/8Uvr3729G2dCilloYRUfyKK9LBwAgAbRu8duB60dpdrkSzw3T8gEAAACJ5aoWEk4rienTp8sll1xiEgoPPvigaQGhCQodFaN58+ZRvY6OjqHPHzNmjBmf99FHH5XPPvtMTjvtNPnqq6/k7LPPrvHPAgCohHna1SJwfQhrDgAAwO1c10JCtW3bVp599tkKH6c1IELHzw2Wnp5uWkroBQBQWt9Wfe3srlHZ+hEAAACwkisTEogdLe6ZmZlZ7niyQLwRk/bIG5EnViYkDhaRg+L3tsQkbERcwjbEJGxDTLoDZ6Eep/UyGjVqlOjFAEoQkwhrtYj8EL67xqr12yW310ApSEuXjE/nS07vtpLZvLi4cSwQk7ARcQnbEJOwDTHpDq6rIYHY0pFICgoKzBSwATGJsHLDd9fInbVCLn/ic3mlx4nyefve8sq0fHNb7ycmkcw4VsI2xCRsQ0y6AwkJj9PhcDZu3Miwn7AGMWkP3x0+c7HCh4FpMxHpv79lxIR3Z0toqSC9rfev2rA9Jm9NTMJGxCVsQ0zCNsSkO5CQAADYbZ+IfBy4fpK2wSy+qq0givzFo4EG09t6f+7M2LWSAAAAQOyRkAAA2G26iGwIXB+4/+6CzTsjPq2i+QAAAEgsiloCAOyQlRX+/rVXisjVxdfHnygy7DNzNaNJ/YgvV9F8AAAAJBYtJDxOh8Np1aoVw37CGsQkSuTnF1+2HVV8u+4vIrULSmbraBopPpHQKhd6W+/P6dOWmETS4lgJ2xCTsA0x6Q60kPA4HQ6nSZMmiV4MoAQx6WFz55ZtMbGvscgvfYpvX32QyAP7H6NDe44e1KtMYUufT2TM4F6SmR6boT+JSdiIuIRtiEnYhph0BxISHldYWCibNm2Spk2b0koCViAmUcr2w0WKAtdzyq4bbSXRs1265I66TQrS0iXj3DNNy4hYJSOISdiKYyVsQ0zCNsSkO5CQ8Lh9+/bJunXrpFGjRiQkYAVi0h5PDXoq0Yuwv7uGloM4JvxDNPkwbHZgXNDJY2O+CMQkbERcwjbEJGxDTLoDCQkAQFgjskckds34gxISx4tIvcQuDgAAAGKLopYAADvt6SxS2Krc7hoAAABwNxISAICwJuZNNJeE2Xb0/uskJAAAAJIOXTY8TqvPtmzZ0kwBGxCT9hj57sjEdt1wumu0F5FukjDEJGxEXMI2xCRsQ0y6AwkJj9PxedPT0xO9GEAJYjKJ6LCdVRnuU+3QS7/9rSN8kjDEJGxEXMI2xCRsQ0y6A102PE6Hw9mwYYOZAjYgJpNYfn7xJRpfaVHLusXXB0pCEZOwEXEJ2xCTsA0x6Q60kPA4HQ5nzZo1kpaWxrCfsAIxmURCWz44LSbCtYgI9blzpUjk+MTmzolJ2Ii4hG2ISdiGmHQHWkgAAOzjJCTq/SzSLMHLAgAAgBpBQgIAYJdtIvK/wPUGzhUAAAAkGxISAAC7fKPtLAPX00hIAAAAJCtqSHicDofTokULhv2ENYhJe/jH+RPzxlNFVqVvl9y+y6SgXTvJ+HS+5PRuK5nN0xKyOMQkbERcwjbEJGxDTLoDCQmP0+FwNCEB2IKYRO6iFTLh2tlSZNrw9RSZli9Tvs2X0YN6mcQEMQlwrIR9+PsN2xCT7kCXDY/T6rObN282U8AGxKS3rVq+XSb8brb4faXv9/tFJrw7W1Zt2B73ZSImYSPiErYhJmEbYtIdSEh4nI7Pu3r1ajMFbEBM2iN7Yra5xFNu7grTMqJMQkIHAPWL5M5cIfFGTMJGxCVsQ0zCNsSkO9BlAwAQ1ozVM+K+ZgpW7oz4l6lg8854Lg4AAABqEC0kAADWyFhaP/L8JpHnAwAAwD1ISAAA7LBVJOeDtpJSJOILGeBDe3Ck+ERy+sS/qCUAAABqBgkJj0tJSZFmzZqZKWADYtLDvhHJXJsmo9/qJb6QGhJ6e8zgXpKZHv+hP4lJ2Ii4hG2ISdiGmHQHakh4XO3atSUjIyPRiwGUICY9bGrxJOfHttLzjXTJvek2KUhLl4xzzzQtIxKRjFDEJGxEXMI2xCRsQ0y6AwkJj9PhcHbs2CENGjSQWrVqJXpxAGLSyz4PTPuKZLZPk2GzPyy+PXlsIpeKmISV+PsN2xCTsA0x6Q600/c4HQ5n1apVDPsJaxCT9hjed7i5xMUWEckLXD9erEJMwkbEJWxDTMI2xKQ70EICABDWxMET47dmvtGfMuxMSAAAAKBm0EICAJB4XwemWszy6AQvCwAAAOKCFhIAgLDyfi3uQ5HdOjs+LSTU70SkSRSPz8oqfTs/P/z9c+fGZvkAAAAQcyQkPE6Hw2ncuDHDfsIaxKQ9+k3qZ6b+cf6afaO9IvJD4PpRVXyNzp2lphCTsBFxCdsQk7ANMekOcUlI7N69W+6991755JNPzO1jjjlGxo4dK40aNYrH26OC4XBat27NOoI1iEkPmikiOyuZkIhjywdiEjYiLmEbYhK2ISbdIS41JK6++mrZsmWLTJ06Vb744gupW7eu/OlPf4rHW6MCRUVFZthPnQI2ICY9yOmuUZ0WEjWImISNiEvYhpiEbYhJd4hLQuKdd96R0aNHS506dSQ1NVVuvvlm+fjjjzkJtsDevXtl+fLlZgrYgJj0cEJCG2u1F+sQk7ARcQnbEJOwDTHpDnFJSLRr107efPPNktvPPvusdOjQgboFAOB1/qCExFGBUTYAAADgCXGpITFp0iQ544wzZPHixbJ9+3b54IMP5K233orHWwMAbLZERH6zt7sGAAAAXJ6QyMrKktNOO820jDjggAPk+OOPN/cBADxuWtB1EhIAAACeEpeExA033CB5eXmyYMECk5AYMWKEnHfeefLGG2/E4+1RwXA4DRs2pPsMrEFM2mP68Ok1/ybfBab1ROSiQ0R8hfvn5ecXT0MT2HEcYUMRk7ARcQnbEJOwDTHpDnFJSLz44osybdo0adWqlbn94IMPSkZGhvj9fvH56DCc6OFw2rRpk9BlAIIRk/bIbp0dv4REPxHZEJSMUJ07iw2ISdiIuIRtiEnYhph0h7gkJPSEV0dy6Nq1q7m9cOFCad++PckIS4bD0Qq0usNqFhFINGLSQ3aKyI+B64eJyAPxbfkQLWISNiIuYRtiErYhJt0hLmegkydPluuvv14uuOACufjii+Xyyy+Xf/3rX/F4a1RAkxFLlixh2E9Yg5i0x4h3RphLjZkpIk6jiMPFWsQkbERcwjbEJGxDTHqohcSQIUOkd+/ectttt0mtWrXKzO/Xr5/MnDnT1JDYt2+fdO/e3fwiDwCw16QZk8x04uCJNdtdw2khAQAAAE+JSQuJ999/X/7zn/+ETUY4dF6PHj3kd7/7HckIAIDI94GVoOWFKGUDAADgOTFJSGixyiZNmsTipQAAXvFdUHcN6hsDAAB4TkwSEieffLL8/PPPsnOnViiDm+goJ/Xr16fAKKxBTHrEahFZ7o7uGsQkbERcwjbEJGxDTHooIXHTTTdJYWGh3HXXXbF4OcRRnTp1zIgnOgVsQEx6rLuG5QUtFTEJGxGXsA0xCdsQkx5KSGjriHHjxskDDzxgkhNa0RTu4Pf7zfbSKWADYtIj/hf0VyhbrEZMwkbEJWxDTMI2xKSHEhJDhw6VsWPHmhE07r//fsnKypLbb79d8vLyTMsJ2GvPnj2Sn59vpoANiEl79G3V11xqxPTAtIeINBSrEZOwEXEJ2xCTsA0x6aFhPw899FCZM2dOSQ2JRYsWme4betGmMj179pS+ffuWXHr16iV169aNxVsDAGpI3oi8mnlhf1BCol/NvAUAAAA8kpD4/vvvpaioSBYsWCAzZ84sucyaNUs2bNhgWkroRQuLmDdNTZXdu3fH4q0BAG6zVEQ2BK5b3l0DAAAAlickVEpKihx88MHmct5555Xcv3z58lJJihkzZsiqVati9bYAALdxWkcoWkgAAAB4VswSEuVp166duQwZMqTkPm01ATtoqxXtVuO0XgESjZi0h++O4uOCf5y/ZhIStUTkELEeMQkbEZewDTEJ2xCT7lDjCYlw0tPTE/G2CEOTEZ06dWLdwBrEpAc4CYmeIlJfrEdMwkbEJWxDTMI2xKSHRtmAu4fD0fofDPsJWxCTSc7vE8lzV3cNYhI2Ii5hG2IStiEm3YGEhMfpcDgLFy5k2E9Yg5hMcnvaimx2V0KCmISNiEvYhpiEbYhJdyAhAQCIn13aT8NdCQkAAADUDBISAID42dmjeFpbRH7HigcAAPAyEhIAgPjZdXDxNEtE6rLiAQAAvCwho2zALqmphAHsQkza4alBT8X2BXX00N3di6/3FlchJmEj4hK2ISZhG2LSfpyJelzdunWlS5cuiV4MoAQxaY8R2SNi+4KFrUT2NS2+3kdcg5iEjYhL2IaYhG2ISXegywYAID52BVpHuLCFBAAAAGKPhITH7d69WxYsWGCmgA2ISXtMzJtoLjWSkDhEXIOYhI2IS9iGmIRtiEl3oMsGxO/Xjt2APYhJO4x8d2Rsu244CYlOItJEXIWYhI2IS9iGmIRtiEn70UICABAfTkLCRfUjAAAAUHNISAAAat5GEdnbpvg69SMAAABAQgLK5/OxImAVYjIJ/Rh03YUtJIhJ2Ii4hG2ISdiGmLQfNSQ8TofD6datW6IXAyhBTCapmUHXXdZCgpiEjYhL2IaYhG2ISXcgIQEAiF5WVnSPmzu39O3ZgWmtDSKt01njAAAAoIaE1+lwOIsWLWLYT1iDmHSZ/PziSwVW5W+XZ06aL/ednSfPfDZfVq3fLm5BTMJGxCVsQ0zCNsSkO9BCAlJYWMhagFWISTv4x/krbvngtJgIvT9I7owVMmHAbClyyihPy5cp3+bL6EG9JKd3W3EDYhI2Ii5hG2IStiEm7ccoGwCAGqMtISa8P1v8IbVz/X6RCe/OllUb3NNSAgAAALFFQgIAUGNyZ62QIr+UTUiImPtzZ65g7QMAAHgUCQkAQFjZE7PNpToKNu+s1nwAAAAkL2pIeFydOnWka9eujNELaxCT9pixeka1XyOjSf1qzbcBMQkbEZewDTEJ2xCT7kALCY/z+XySkpJCQgLWICaTixatTCkS8YXUx9QeHCk+kZw+9he1JCZhI+IStiEmYRti0h1ISHjcnj17ZPHixWYK2ICYTC6Z9dJk9Fu9yiYkfCJjBveSzPQ0sR0xCRsRl7ANMQnbEJPuQJcNj/P7/WZn1SlgA2IyycwVyZnZVnouS5fc456VgvTNknHumaZlhBuSEYqYhI2IS9iGmIRtiEl3ICEBAKg5PxVPMjekybDZH4rUXSIyeSxrHAAAAHTZAADUoDmBaV2tLrWcVQ0AAIAStJAAAIQ1vO/w6q+ZeYHpwdqZcx9rGgAAACVISHicDofTuXNnSU0lFGAHYtIeEwdPjG1C4kdxJWISNiIuYRtiErYhJt2BUTY8TofDqV27NsN+whrEZBLZIiIrA9d7iGsRk7ARcQnbEJOwDTHpDiQkPE5H2Fi2bBnDfsIaxKQ98n7NM5cqmx903cUJCWISNiIuYRtiErYhJt2Bdvoep8Ph7Ny5k2E/YQ1i0h79JvUzU/84f/W6azhdNlyKmISNiEvYhpiEbYhJd6CFBACgZswLSn13YSUDAACgNBISAICaTUgcJCK1WckAAAAojYQEAKBm/Oz++hEAAACoOSQkPE5H2OjYsaOZAjYgJpPEDhFZkhwJCWISNiIuYRtiErYhJt2BopYel5KSInXr1k30YgAliMkksUCrSbm/oKUiJmEj4hK2ISZhG2LSHWgh4XF79+6VlStXmilgA2IyybprJEELCWISNiIuYRtiErYhJt2BhITHFRUVybZt28wUsAExaY/pw6ebS7UKWupfma7iasQkbERcwjbEJGxDTLoDXTYAAGFlt86u+pqZH5h2FJH6rGAAAAAkSQsJ7WIwbNgwad26tal/0KFDBxk9erRs3Lixyq/5/PPPi8/nM5fJkyfHdHkBwHMWBqbdErwcAAAAsJbrWkjk5+fLkUceKWvWrJEhQ4ZI9+7d5YcffpBHHnlEPvzwQ/nmm2+kefPmlXrNFStWyDXXXCMNGzY03RcAACIj3hlhVsPEwRMrtzq0B9gvgesu764BAACAmuO6FhJXXXWVSUY8+uij8uabb8r48ePls88+kzFjxsiCBQtk7NixlXo9v98vl156qUliXHHFFeLF4XDatWvHsJ+wBjFpj0kzJplLpa0QkV3Jk5AgJmEj4hK2ISZhG2LSHVyVkFi8eLF89NFHpovGqFGjSs274447JC0tzXS92L59e9SvqYkNTWg8++yz5vleHA6nQYMGZgrYgJhMou4aSZKQICZhI+IStiEmYRti0h1cdRaqiQN1yimnlDmBbtSokRx11FGyY8cO+e6776J6vZ9//lluuukmue666+TYY48Vrw6H8+uvvzLsJ6xBTCaBJEtIEJOwEXEJ2xCTsA0x6Q6uqiGhXTJU167hv+EedNBBpgXFwoULZcCAARFfq7CwUC688ELTXeHee++t0vJo15G1a9eWum/RokVmumfPHtm9e3fJ/bVq1ZLU1FTzvvv27Sv1HGee3q/zg2niRZsbRZqnQ9roDhftPC3cWadOHdNdZefOnbJhwwZTP0MfGzxPP0MoLSKqgj9bNPP0NfW19TX1taOdp59BP4t+htChSSPN0/Wp6zXSvEjbwrbtFLotknk76XJpTDZt2tQ8l+2U+O2kcV3e/lRH4zFwTHX2mVo/15JUSRV/fb/4Mn0l82oHlmfv7t2u2p/Uli1bTOI79PPbvj+FzmN/Sp7t5Bwr9e+3LqNb9ic3/30Kncf+VHo76XbbvHmz6QbNdmJ/smF/0vuDz3OC53Hc21tjx73yvkslRUJCD3KqSZMmYec792/atKnC17rzzjtl5syZ8vXXX0v9+lUbk+7xxx83XUXKGwkk+HVbtmwp6enp5kutJjKCtWjRwly0oObq1atLzWvWrJlkZGSYlh+rVq0qNa9x48ZmpJFdu3bJ8uXLS83THa9NmzYmoJYsWVJqni5X+/btTdDo85z1pYGkf9Q7depk/qCHPk/nd+nSxVxfunRpqT/6+kWgW7duJUVCQw8MmkTSx+h6CQ3Szp07mwODfnZNkATr2LGj+YJSUFBQpuCoJpO0u4kmhXS9BsvMzDQnD3oQCh19pVWrViZW9HOvW7eu1Dxbt1PovGTeTrpMum2065U+j+2U+O2kcV3e/nRQUZHUSkkptZ3azG4jDaWh7Ou8T1JTUmXLpuL9qWNgWTVm3bQ/tW3btmSfCW6d54b9ycFxL/m2k3OsVAceeKBr9ic3/31ysD+F3056XU9MFNuJ/cmW/Sn4PEdx3GtX48c93f8rw+cPTSVbbMSIETJp0iRzufzyy8vMv+WWW+S+++4zF+2KUR4dlUNH6rj++uvl73//e8n9t99+u0kwlPf60baQGDp0qMyYMUN69Ohh/S/vW7duNV9C9I+y/sHmlw07t5OXfoHS5dKY1C+0esDkF6jEbad64+uZaeFfC8tvIdG3b3ELiR9/LNln6nSvI76lPik6q0hSpqTsbyHRp4+Zv3fmTFftT0pPrPQPtT7OTftT6Dz2p+TZTs6x0jmpdsv+5Oa/T6Hz2J/KtpDQpJf+/dbtwXbaj/0pMfuTJih1hEbnPKeibcF2So3Jdpo3b5707dtX5syZI1lZWZJULSScFhBOS4lQTpanvBYUwV01NNN+1113VWt5NBukl3D0j6MT+MF0YzkZulC6MZ3McmXm6c4T7r0qmqd/LHSeLo9Ogx/nzCtPVeeFfpmPdp4eOGI9L9K2sHE7VXaem7eTc9BzrrOdErOd+rbqa6bOtohqf9Lvp8uK70vpllJ6ns9XJvbcsD85J0flHddt35+CsT8l13Zy/n47t92wP7n971Mw9qe6Ybc724n9yZb9SY9f4c5znHkc92pmO0U6Fod9nriI05RPa0SE88svv0SsMaG0WY/z/Hr1in/9CzV8+HBz0WKXEyZMkGSmQaO/+pUXWEC8EZP2yBuRV/kn5et4yslT0FIRk7ARcQnbEJOwDTHpDq46Cz3hhBPMVAtXajOS4L682vXgm2++Mf0aDz/88HJfQzNhl112Wdh52s1C60ocffTRJvlxxBFHSLLTjKL2FQJsQUy6XJKNsKGISdiIuIRtiEnYhph0B1clJLRokQ75qQmJxx57TK655pqSeePGjTNF8EaOHClpaWnmPu3/ov2GtNmJPldpwmLy5MlhX19rSGhC4uKLL46qhkQy0HWkhUu0EEmk5jlAvBCTLpeECQliEjYiLmEbYhK2ISbdwVUJCWdkCy1Iee2118qnn34qBx98sHz//fcydepU01XjnnvuKXmsFtbR+VoJWqs5oyxtaaJVVHWIRcAGxKQ9fHcU9wX2j/NXPiHRQkTSJSkQk7ARcQnbEJOwDTHpDvv7PLiEtnSYPn26XHLJJSYR8eCDD5pWEJqg+Pbbb83YxwCABFkUmBaP7AcAAAAkTwsJpWPCP/vssxU+rkOHDmWGHIpEu2zoBQBQRVrUUhX3kgMAAACSp4UEAMBSu7SvXOA6CQkAAABUgISEx+lwOK1atWLYT1iDmHQxLdXjT76EBDEJGxGXsA0xCdsQk+7gyi4biO1wOE2aNGGVwhrEZBJ011CdJGkQk7ARcQnbEJOwDTHpDrSQ8LjCwkJZt26dmQI2ICaTJCGRRC0kiEnYiLiEbYhJ2IaYdAdaSHjcvn37TEKiUaNGdNuAFYhJezw16KmI81et3y65vQZKQVq6ZHw6X3KWtpVMSRNpICIHStIgJmEj4hK2ISZhG2LSHUhIAADCGpE9otw1kztrhUx4d7YU9Tix+I5p+TKlab6M7tNLcva2FfGxUgEAABAZXTYAAJWiLSM0GRE6qrLenDBktqw6eDtrFAAAABUiIQEACGti3kRzCdc6osi/f0ANh98nUpQikttlBWsUAAAAFaLLhsdp9dmWLVuaKWADYtIeI98dGbbrRsHmnRGfV9Ak8ny3ISZhI+IStiEmYRti0h1ISHicjs+bnp6e6MUAShCT9stoUj/y/PTI892GmISNiEvYhpiEbYhJd6DLhsfpcDgbNmxg2E9Yg5i0X07vtpLiK1u30ucXSSkSyenbVpIJMQkbEZewDTEJ2xCT7kBCwuN0OJw1a9aYKWADYtJ+mc3TZPSgXuLzlU1IjHm7l2T+Lk2SCTEJGxGXsA0xCdsQk+5Alw0AQJVaSfRsly65o26TgrR0yWh4puQ831YyG6WJ1GGFAgAAoGIkJAAAVZKZnibDZn9YfKPJWJENItKLlQkAAIDo0GUDAFB9ywLT9qxMAAAARIcWEh6nw+G0aNGCYT9hDWLSHv5x/ugeWFRbZHXgegdJOsQkbERcwjbEJGxDTLoDCQmP0+FwNCEB2IKYdKHCViL+5G0hQUzCRsQlbENMwjbEpDvQZcPjtPrs5s2bGWUD1iAmXWhPq/3XkzAhQUzCRsQlbENMwjbEpDuQkPA4HZ939erVZgrYgJi0R/bEbHOp0N7WSZ2QICZhI+IStiEmYRti0h3osgEACGvG6hnRrRknIeETkbasTAAAAESHFhIAgOpxEhLac6MOKxMAAADRISEBAIhNQiIJu2sAAACg5pCQ8LiUlBRp1qyZmQI2ICZdaG+rpE5IEJOwEXEJ2xCTsA0x6Q7UkPC42rVrS0ZGRqIXAyhBTLqMP0Vk74FJnZAgJmEj4hK2ISZhG2LSHUhIeJwOh7Njxw5p0KCB1KpVK9GLAxCTblPYUv/kh09IZGWVvp2fH/7+uXPFZhwnYSPiErYhJmEbYtIdaKfvcToczqpVqxj2E9YgJu0xvO9wc4nZkJ+dOxdfXIaYhI2IS9iGmIRtiEl3oIUEACCsiYMnRl8/IlxCwvKWDwAAAEgsWkgAAKpuTyVaSAAAAABBSEgAAMLK+zXPXKLqstFcRBqyIgEAABA9umx4nA6H07hxY4b9hDWISXv0m9TPTP3j/BUnJJK4dQQxCRsRl7ANMQnbEJPuQELC43Q4nNatg5pcAwlGTLpMYWDY4LaStIhJ2Ii4hG2ISdiGmHQHumx4XFFRkRn2U6eADYhJl9kbSEhkStIiJmEj4hK2ISZhG2LSHUhIeNzevXtl+fLlZgrYgJh0kW36175x8fU2krSISdiIuIRtiEnYhph0BxISAICqWRV0PYlbSAAAAKBmkJAAAFQ/IZHELSQAAABQM0hIAACqhhYSAAAAqAZG2fA4HQ6nYcOGDPsJaxCT9pg+fHrkB6z0RpcNYhI2Ii5hG2IStiEm3YGEhMfpcDht2tDWGvYgJu2R3To7uhYSKVtEGgaKWyYhYhI2Ii5hG2IStiEm3YEuGx6nw+Hs3r2bYT9hDWLSRZyERO01ksyISdiIuIRtiEnYhph0BxISHqfD4SxZsoRhP2ENYtIeI94ZYS4VdtlILZBkRkzCRsQlbENMwjbEpDuQkAAAhDVpxiRzqbiFRHInJAAAAFAzSEgAACpvr4j8FriemtxdNgAAAFAzSEgAACpPkxF+b3TZAAAAQM0gIeFxPp9P6tevb6aADYhJl3C6a3igywYxCRsRl7ANMQnbEJPuwLCfHlenTh1p3759ohcDKEFMxllWVvnzzgl6zNy55SckkryFBDEJGxGXsA0xCdsQk+5ACwmP8/v9pgKtTgEbEJMJlp9ffKmIM8KGB4b9JCZhI+IStiEmYRti0h1ISHjcnj17JD8/30wBGxCTcaYtH4IvnTsXX+bOlb6t+ppLmdYRwS0kfHtEam2UZEZMwkbEJWxDTMI2xKQ70GUDABBW3oi88tfMqqARNny0sAIAAEDl0UICAFB5TpcNhvwEAABAFZGQAABU3mpv1I8AAABAzSEh4XE6HI5WoGXYT9iCmLSH7w6fuYTlDKyRuk6SHTEJGxGXsA0xCdsQk+5ADQmP02REp06dEr0YQAli0gV2isiWwPVa6yXZEZOwEXEJ2xCTsA0x6Q60kPA4HQ6nqKiIYT9hDWLSBZzWER5pIUFMwkbEJWxDTMI2xKQ7kJDwOB0OZ+HChQz7CWsQk25LSCR/CwliEjYiLmEbYhK2ISbdgYQEAKByfvNWQgIAAAA1gxoSAIDoZWWJbDxbRG4vvr0qT8S3svj+YHPnslYBAAAQEQkJAEDlFDbff71TQ5GUzqxBAAAAVBoJCUhqKmEAuxCTdnhq0FNl79SWD6NE5HERaSYiP88SLyAmYSPiErYhJmEbYtJ+nIl6XN26daVLly6JXgygBDFpjxHZIyIXtcwQTyAmYSPiErYhJmEbYtIdKGoJAKhaUcsDWXEAAACoOhISHrd7925ZsGCBmQI2ICbtMTFvorl4vYUEMQkbEZewDTEJ2xCT7kCXDYjf72ctwCrEpB1GvjsyfNeNAu+1kCAmYSPiErYhJmEbYtJ+tJAAAERvh4hs9VYLCQAAANQMEhIAgOg5rSMUCQkAAABUAwkJiM/nYy3AKsSkCwpaeqzLBjEJGxGXsA0xCdsQk/ajhoTH6XA43bp1S/RiACWISct5sIUEMQkbEZewDTEJ2xCT7kALCQBA1RISHmohAQAAgNgjIeFxOhzOokWLGPYT1iAmXdRlo6V4AjEJGxGXsA0xCdsQk+5Alw1IYWEhawFWISbt4B/nL7+FRHMRqS2eQUzCRsQlbENMwjbEpP1oIQEAqHwLCY/UjwAAAEDNISEBAIie00KC+hEAAACoJhISAICwsidmm0spa7xVPwIAAAA1hxoSHlenTh3p2rUrY/TCGsSkPWasnlH2zvVBNSQ8gpiEjYhL2IaYhG2ISXcgIeFxPp+PZASsQkxaTOvfbgpcbyGeQUzCRsQlbENMwjbEpDvQZcPj9uzZI4sXLzZTwAbEpMU26tAb3mshQUzCRsQlbENMwjbEpDuQkPA4v99vdladAjYgJi3mdNfwWEKCmISNiEvYhpiEbYhJdyAhAQCIjkcTEgAAAKgZJCQAANEhIQEAAIAYoqglACCs4X2Hl76DhAQAAABiiISEx+lwOJ07d5bUVEIBdiAm7TFx8MTSd3g0IUFMwkbEJWxDTMI2xKQ7cBbqcTocTu3atRO9GEAJYtJi64P+cjQSzyAmYSPiErYhJmEbYtIdqCHhcTrCxrJlyxj2E9YgJu2R92ueuZRJSGjrCJ94BjEJGxGXsA0xCdsQk+5ACwmP0+Fwdu7cybCfsAYxaY9+k/qZqX+cv2xCwkOISdiIuIRtiEnYhph0B1pIAACi49GEBAAAAGoGCQkAQHRISAAAACCGSEgAAKJDQgIAAAAxRELC43SEjY4dOzLSBqxBTFpKy0is82aXDWISNiIuYRtiErYhJt2BopYel5KSInXr1k30YgAliElLbRORvd5MSBCTsBFxCdsQk7ANMekOtJDwuL1798rKlSvNFLABMWl5dw0PJiSISdiIuIRtiEnYhph0BxISHldUVCTbtm0zU8AGxKQ9pg+fbi5eT0gQk7ARcQnbEJOwDTHpDnTZAACEld06e/8NDyckAAAAUDNoIQEAqBgJCQAAAMQYCQkAQFgj3hlhLgYJCQAAAMQYCQmP0+Fw2rVrx7CfsAYxaY9JMyaZS5mERLp4CjEJGxGXsA0xCdsQk+5ADQmP0+FwGjRokOjFAEoQk5ZyEhKN9S+8eAoxCRsRl7ANMQnbEJPuQAsJj9PhcH799VeG/YQ1iEnLExIeLGhJTMJGxCVsQ0zCNsSkO5CQ8DgdDmfLli0M+wlrEJOW8nBCgpiEjYhL2IaYhG2ISXdwZUJi5cqVMmzYMGndurXUrVtXOnToIKNHj5aNGzdG9fz169fL5MmT5YwzzpAuXbpI/fr1pUmTJnL00UfL008/zck5AJQ5cHo3IQEAAICa4boaEvn5+XLkkUfKmjVrZMiQIdK9e3f54Ycf5JFHHpEPP/xQvvnmG2nePPI35ilTpsiVV14prVq1khNOOMEUdSwoKJDXX39dLr/8cvnggw/MY3w+X9w+FwBYjYQEAAAAvJ6QuOqqq0wy4tFHH5Vrrrmm5P7rr79eHn74YRk7dqw8+eSTEV+ja9eu8vbbb8tpp51mip047r33Xunfv7+89tprJjlx5pln1uhnAQCb9W3Vd/+NzYFp00QtDQAAAJKNq7psLF68WD766CPTRWPUqFGl5t1xxx2SlpYmzz//vGzfvj3i65x44okyePDgUskIdeCBB8oVV1xhrn/++efiBampqZKZmWmmgA2ISXvkjcgzF/GLyJagUTY8hpiEjYhL2IaYhG2ISXdwVULis88+M9NTTjmlTDKhUaNGctRRR8mOHTvku+++q9Z4tcorJ+i1atUy606ngA2IycRZtX67PNNroNx3xHnyzKfzzW1jl4gUejchQUzCRsQlbENMwjbEpDu46qx7wYIFJV0uwjnooINMC4qFCxfKgAEDKv36hYWF8u9//9tcHzhwYIWP164ja9euLXXfokWLzHTPnj2ye/fuUjuEJjn0Pfbt21fqOc48vV/nB9PEiyZJIs3TCrI6rE2087Q2Rp06dcTv95vWJJs2bZKmTZuaxwfP088QSouIquDPFs08fU19bX1Nfe1o5+ky6WfRz6CfJdp5uj51vUaaF2lb2LadQrdFMm8nva4x2aJFC6lXrx7bKU7baeq8AnnkvZ+kqMeJxXdMy5cp3+bL1QN7yMDMdlJLipOWexvslaLdRZ7an/R1N2zYYFrhOUlrt+xPXtpObj7uVWU7OcdK/futx0q2k53byUv7k77/tm3bTC03fV037U9e2k5uPu6FmxdpW+zatUvWrVtXcp4TPI/ttLfGtlO4WE2ahMTmzcWdmHVEjHCc+/UPdFXcdNNNMmfOHDn11FMlJyenwsc//vjjpqtIeSOB6OgdjpYtW0p6eroZYlMTGcH0xEsvehBfvXp1qXnNmjWTjIwM0/Jj1apVpeY1btzYjDSiO9vy5ctLzWvYsKG0adPGBNSSJUtKzdPlat++vQmapUuXlnyh0UDSg1CnTp3MASj0eTpfRyVR+rzgg5QeuLp162aur1ixosyBQZNI+hhdL6FB2rlzZ3Ng0M++c+fOUvM6duxoDqhadFTXTzAtRtqgQQOTFNL1Gky7oWjLDz2JCB19RYuZaqzo59aDVDBbt1PovGTeTrpMum309fRLNtup5rfTmq175JHcFRLyvUP2FRXJI+//JF0HNJSD5ABz39pda2XLki2e2p/atm1r4lNHaApuneeG/clL28nNx72qbCfnWKl/v7XLKdvJzu3kpf1Jr+uJiX4W/Qxu2p+8tJ3cfNyr7HbSH1513TjnOYrt1K7Gt5PGVWX4/KGpL4uNGDFCJk2aZC46GkaoW265Re677z5z0eRCZWiRzOuuu86M2qEjdehKrWoLiaFDh8qMGTOkR48e1mdit27dag6aehDRAwyZWDu3k5cy5rpcGpP6B1gPmPyyUfPb6V9fLJLXvl8q5Tm7Y0e5/MLi49neKXulaLC3Wkgo/SKof6j1cW7an7y0ndx83KvKdnKOlc5JANvJzu3kpf1Jb+tJuv791td30/7kpe3k5uNeuHmRtoUmVHSERuc8J3ge22lvjW2nefPmSd++fc0P/VlZWZJULSScFhBOS4lQTpanvBYU5XnsscdMMkITCJ9++mlUyQgnG6SXcHRndgI/mG6s8upT6MYsr5ZDpHm6Y4V7r4rm6cFG5+ny6DT4cc688lR1XuiX+WjnhTaTjsW8SNvCxu1U2Xlu3k7OQc+5znaq2e20flvkpnVrt+3/MlM7vbZImNBJ5u3kfJkr77hu+/7kle3k9uNeVbaT8/fbuc12snM7hUrm7aSv59b9yUvbyZHs20nXd7jzHGce26lmtlOk2HF9UUun6ZHWiAjnl19+iVhjIpwJEybI1VdfLT179pSpU6eaZo8A4CUZTepHnu8Lmu/BopYAAACoGa5KSJxwwglmqoUrQ5uRaNcD7Wqh/bAOP/zwqF7vb3/7m4wZM0Z69+5tkhHltXZIZprF0j5BXhlVBPYjJuMvp3dbSfGJFP+utZ/fXyR+/z7JqdvW0wkJYhI2Ii5hG2IStiEm3cFVCQktsqJDfmpxEu1mEWzcuHGmcMlFF11kKqEr7f8yf/5803co1F133WXqTGRnZ5tuGloUxYu0iZN2cWHYT9iCmIy/zOZpMnpQLwm0tA3il7n+RyVzZ/Ex1asJCWISNiIuYRtiErYhJt3BdT+L68gWRx55pFx77bUmkXDwwQfL999/b1o4aFeNe+65p+SxWlhH52vlWk1iOP71r3/JbbfdZoL0mGOOMQUtQ3Xo0EEuueQSSXbBVbppJQEbEJOJayXRs1265I66TQrS0iXj3DPl6q9PlJ2yWiS4CLMHExLEJGxEXMI2xCRsQ0y6g+sSEtpKYvr06Sah8OGHH8r7779vuhxogkJbSURTkNIZNkergGoNiXCOO+44TyQkdB3o0C06xAsJCdiAmEyczPQ0GTb7w+Ibk8dKYdPbi6+/HniA1oyKXG4iKRGTsBFxCdsQk7ANMekOrktIKB0T/tlnn63wcdrKIdyoprfffru5AADKNyJ7RPGV5wJ3NNJS36wxAAAAeLCGBAAgAbZ4t7sGAAAAao4rW0gAAGrexLyJZjpia6ClBAkJAAAAxBAJCY/Twp463CmjbMAWxKQ9Rr470kxHbPF2QoKYhI2IS9iGmIRtiEl3ICHhcVrIMppCoEC8EJMW8niXDWISNiIuYRtiErYhJt2BGhIep8PhbNiwwUwBGxCTFvJ4QoKYhI2IS9iGmIRtiEl3ICHhcToczpo1a8wUsAExaXFCQkfZ8CBiEjYiLmEbYhK2ISbdgYQEACAyj7eQAAAAQM0gIQEAiGx7YEpCAgAAADFEQgIAEB0SEgAAAIghEhIep8PhtGjRgmE/YQ1i0h7+cX7xD/OL1xMSxCRsRFzCNsQkbENMugPDfnqcDoejCQnAFsSkpfUjPJyQICZhI+IStiEmYRti0h1oIeFxWn128+bNjLIBaxCTFickPDzKBsdJ2Ia4hG2ISdiGmHQHEhIep+Pzrl692kwBGxCT9siemC3Z32SL11tIEJOwEXEJ2xCTsA0x6Q502QAAhDVj9YzSd3g0IQEAAICaQQsJAEB0SEgAAAAghmghAQDJJCsrusfNnVv51yYhAQAAgBiihYTHpaSkSLNmzcwUsAExGWP5+cWXWPBoUUtiEjYiLmEbYhK2ISbdgRYSHle7dm3JyMhI9GIAJYjJagpt+eC0mKhKi4hg9b37F4OYhI2IS9iGmIRtiEl34Gdxj9PhcLZu3cqwn7AGMWkpD3fXICZhI+IStiEmYRti0h1ISHicDoezatUqhv2ENYhJewzvO1yGbxouXk9IEJOwEXEJ2xCTsA0x6Q4ebYALAC5Sk4UqI5g4eKLIk4EbHk5IAAAAoGbQQgIAvFyosiJbAlMSEgAAAIgxWkgAgFcLVVYg79c8k7bOlmwSEgAAAIg5EhIep8PhNG7cmGE/YQ1i0h79JvUTOVHE/6Xfs0N+KmISNiIuYRtiErYhJt2BhITH6XA4rVu3TvRiACWISUt5uMsGMQkbEZewDTEJ2xCT7kANCY8rKiqSHTt2mClgA2LSQtpDpJ14FjEJGxGXsA0xCdsQk+5AQsLj9u7dK8uXLzdTwAbEpIXmiMhfxLOISdiIuIRtiEnYhph0BxISAAAAAAAg7khIAAAAAACAuCMhAQAAAAAA4o5RNjxOh8Np2LAhw37CGsSkPaYPn57oRbACMQkbEZewDTEJ2xCT7kBCwuN0OJw2bdokejGAEsSkPbJbZyd6EaxATMJGxCVsQ0zCNsSkO9Blw+N0OJzdu3cz7CesQUzCNsQkbERcwjbEJGxDTLoDCQmP0+FwlixZwrCfsAYxaY8R74wwF68jJmEj4hK2ISZhG2LSHUhIAADCmjRjkrkAAAAANYGEBAAAAAAAiDsSEgAAAAAAIO4YZcPjfD6f1K9f30wBGxCTsbNq/XbJ7TVQCtLSJePT+ZLTu61kNk+L4Tt4AzEJGxGXsA0xCdsQk+5AQsLj6tSpI+3bt0/0YgAliMnYyJ21Qia8O1uKepxYfMe0fJnybb6MHtTLJCYQPWISNiIuYRtiErYhJt2BhITH+f1+KSwslNTUVFpJwAqeiMmsrOgeN3dulVtGaDLC7y99v97W+3u2S5fMdFpKRMsTMQnXIS5hG2IStiEm3YEaEh63Z88eyc/PN1PABp6Myfz84ksMW0cU+UVC8hHmtt6fO3NFVK/Tt1Vfc/E6T8YkrEdcwjbEJGxDTLoDLSQAIN5CWz44LSaq2CIiVMHmndWa78gbkReT5QEAAADCoYUEACSZjCb1qzUfAAAAiAcSEgCQZLRoZYpPJLTagd7W+3P6UNQSAAAAiUdCwuO0QJtWoKVQG2xBTFZcsPKZXgPlviPOk2c+nW9uh9KhPXU0jdD6i3p7zOBeURe09N3hMxevIyZhI+IStiEmYRti0h2oIeFxmozo1KlTohcDKEFMxmYoT72to2nkjrpNCtLSJePcM03LCEbXqDxiEjYiLmEbYhK2ISbdgYSEx+lwOHrRDCKtJGADYjJ2Q3nq7WGzPyy+MXlsDW2x5EdMwkbEJWxDTMI2xKQ70GXD43Q4nIULFzKcHaxBTNbsUJ4gJpEcOFbCNsQkbENMugMtJAAgFpyhOytSxaE9YzWUJwAAAGALWkgAQE3Izy++xAhDeQIAACDZ0EICAGIhtOWD02KighYRWhsit9fA4sKTn843xSh1lIxQer8WsPSHdNvwBUbPYChPAAAAuA0JCUhqKmEAu3glJiszaoYzlGdoYcvKDuVZYVcTp1VHVpY81anV/sdUsatJsvBKTMJdiEvYhpiEbYhJ+/ENy+Pq1q0rXbp0SfRiAJ6LyaqMmhGXoTw7dy65OmJxs9i9rot5JSbhLsQlbENMwjbEpDuQkACABI6aEcofSEroqBnDBnQvMz/mQ3l6vOUDAAAAEoeilh63e/duWbBggZkCNkiGmNTWD8/0Gij3HXGePPPpfHPbjaNmTMybaC5elwwxieRDXMI2xCRsQ0y6Ay0kIP7QNuNAgrk5JqOtC+GGUTNGvjvSTEdkjxCvc3NMInkRl7ANMQnbEJP2o4UEAMSpLsSqDftbSmhyIsVXPEpGML2t9zNqBgAAAJIdCQkAiHFdiNDf0vV2UaAuROioGTpKRrBqj5oBAAAAuARdNiC+0DMiIMHcGpOVrQsRl1Ez4OmYRHIjLmEbYhK2ISbtR0LC43Q4nG7duiV6MYCkiMmq1IWI+agZiDk3xySSF3EJ2xCTsA0x6Q502QCAGKEuBAAAABA9EhIep8PhLFq0iOHsYA03xyR1IZKTm2MSyYu4hG2ISdiGmHQHumxACgsLWQuwiptjMpnqQvjHMdRlMsQkkhdxCdsQk7ANMWk/EhIAEGPUhQAAAAAqRkICALKyolsHc+eyrgAAAIAYISEBAKHy84unnTu7P7nifJbQ+6NIrmRPzDbTvBF5sVs+AAAAIICEhMfVqVNHunbtyhi98HZMhp6cOyfvlWkRUZlEQAyTBhWqRlJlxuoZ1X//JMBxEjYiLmEbYhK2ISbdgYSEx+lJX1xP/ADLY3LV+u2S22tgcUHKT+ebIpU6ekaNJgJi2RKDbiVJF5NAOMQlbENMwjbEpDuQkPC4PXv2yMqVK6VNmzYmiwh4OSZzZ62QCe/OlqIeJxbfMS1fpnybL6MH9TKJiZglAkgauArHSdiIuIRtiEnYhph0h5RELwASy+/3m51Vp4CXY1JbRmgyIvRt9bbev2rD9rguD+zBcRI2Ii5hG2IStiEm3YEWEgCqJ0lGqNDWEUVhciD+QFIid+YKGTageyIWDQAAAEhKtJAAEFtaoNEp0ugiBZt3Vms+AAAAgMqhhQSAxI9QYYGMJvWrNT8ZDe87PNGLAAAAgCRGQsLjtGhg586dJTWVUIAdI1QkKiZ1WbWApXbPCO65oWMr6AALOX0qKGqZhCYOnpjoRbACx0nYiLiEbYhJ2IaYdAfOQj1Oh8OpXbt2ohcDSaBaI1RYEJOaONFlDS1sqcmIMYN7SWZ6FYb+rKk6HU6XmND7XdYqxS04TsJGxCVsQ0zCNsSkO5CQ8DgdzWD16tXSqlUrhv2MtyQpBhnNCBU926VHfUKfyJjUxIkua+6o24pbeZx7pmkZkdBkRDidO8flbfJ+zTPT7NbZ4mUcJ2Ej4hK2ISZhG2LSHUhIeJwOh7Nz506G/bSB86t3nE42bR2hItExqcmHYbM/LL4xeaxYIUFJqX6T+pmpf5y3hwVOdEwC4RCXsA0xCdsQk+5AQgKw4CTT1F64OuhX+SrUXkgk149QQZcIAAAAIO5ISABJUnshkZJuhAoXtlIBAAAA3IaEBJAktRcSyfUjVLigTgcAAACQbFISvQBILB3NoGPHjoy0keDaC6E90/V2UaD2ghs4I1Ro8iFYVUaoICZhG2ISNiIuYRtiErYhJt2BFhIeZuoWzFph+vdrk3q31S1IBq6vvRBUfyFHRHo2bC65zQ6SgqYtJcO3R3IW/08yX15fqVYIKSkpUrdu3ZpcYqBSiEnYiLiEbYhJ2IaYdAcSEl4TOHnM7dhPJhx6lhSl7G8kM+XrX2T0/16VnCXT7W7CHlSAcFXDFpLbqV9xMcjtGyRn8XTJ3LaueKbNnyFJay9kblsvw7atF6lGw469e/dKQUGBZGRk0HIHViAmYSPiErYhJmEbYtIdSEh4kJ7EazLCH9K+Xm/r/T3XLpFMsV/YpEr34/cnVVzA9bUXaiDxU1RUJNu2bZMDDjggpq+Lyps+3B37UU0jJmEj4hK2ISZhG2LSHagh4TVz50ruvU+Zk/hwCQm9P/feiWK1uXNl1Zc/yITDzxF/UDJC6W29f9VXP4j1srIk89j+Mvq7/4qvqKjULL095rtXJPOY/glbPCC7dba5AAAAADWBFhIelAx1C5xikKH0Ln+gGOSwAd3FDbQ1h7ZKye10aFDXk/+Z7g8AAAAAkKxISHhNVpZk9Boo0uPEch+SMeUFkT/0EZslQ1IluKuDdpEZltCFAcoa8c4IM5042PJWUwAAAHAlumx4kBZ+TCkqEp82JQiit/V+/XXe+qSKJk0iqGg+7B6iqV27dhS0tMCkGZPMxeuISdiIuIRtiEnYhph0BxISXjN3rmR+/4WMHtJbfCmla0jo7TFDe0vm91+K7VyfVEHEIZoaNGhgpoANiEnYiLiEbYhJ2IaYdAe6bHiUju7Qs126vJ+3TFas2ShtWzaTU7PbS2Z6mrgiqSIio2etkAnvzjY1I0olVQYfIpnj7E+qoPwhmtauXWtG2dDMNpBoxCRsRFzCNsQkbENMugMJCQ/T5MNFx3aWJUuWSMeOHaVu3brixqSKFrDUmhEZTeqbYTJdkVRBxCGatmzZIs2bN2ctwQrEJGxEXMI2xCRsQ0y6AwkJuJomH9wymgYAAAAAYD86aQMAAAAAgLj7//buPLaKqn3g+FOWFiiF0rJY9qVsBQSqUShbEIOKYlkS4oLsgoJgVQwokUUjSyIRiBADJSgY/8GlwosSjGCNlSXIkrBDQWlRKSA7pUjpm+e8v8Eul7L8YOZM5/tJbubScx3PveeZuXOfOQs9JAAAISXGJfLJAAAA4J4hIRFwFSpUkHr16pktYANi0h6/jv7V6ypYgZiEjYhL2IaYhG2ISX/gV2jAlS9fXqKioryuBnAdMQnbEJOwEXEJ2xCTsA0x6Q/MIRFwuhzO8ePHzRawATEJ2xCTsBFxCdsQk7ANMekPvkxIZGdny4gRI6Ru3bpmqcrGjRtLSkqKnD592pP9+H05HH2/ugVsQEzaI2xGmHkEHTEJGxGXsA0xCdsQk/7guyEbmZmZkpSUJDk5OZKcnCytWrWSLVu2yPz582Xt2rWSkZEhsbGxru0HAAAAAAAEoIfE2LFjTRJhwYIFkpaWJrNnz5b169fLa6+9Jvv375cpU6a4uh8AAAAAAFDGExKHDx+WdevWmaEV48aNK1I2Y8YMiYyMlBUrVsjFixdd2Q8AAAAAAAhAQkJ7MKjevXtLuXJFq64rRXTp0kUuXbokmzZtcmU/ZWU5nLi4OJb9hDWISdiGmISNiEvYhpiEbYhJf/DVHBI6lEK1aNEiZHnz5s1Nz4cDBw5Ir1697vl+dMjHiRMnivzt0KFDZnvlyhXJy8srsuyMHhRXr16V/Pz8Iv+NU6Z/1/LCNGFSsWLFUst0wpbiq2SUVhYWFibh4eFSUFBg9lmpUiWz1UfhMn0Pxenkn6rwe7uVMt2n7lv3qfu+1TJ9D/pe9D0Un3iztDL9PPVzLa2stLawrZ2Kt0VZbyeNSQft5H07aVwH/XiqXr26OWaK18cPx1OQ2snP5707aSfn+1vrRjvZ205BOp6qVavm2+MpSO3k5/Ne8bLS2kIV/p1TuIx2+ueetVOoWC0zCYmzZ8+arV4YhuL8/cyZM67sZ9GiRWaIx41W8KhcufL1f9euXVtiYmLk3LlzJpFRWM2aNc3jwoUL8ueffxYpq1GjhtSpU8f02Dh27FiJk76uEHL58mU5evRokbKqVatK/fr1TUAdOXKkSJnWq1GjRiZodHJP/e/1YNUDVE9CTZs2NSeg4v+dBlp8fLx5/ttvvxU5SemJq2XLluZ5VlZWiRODJn/0Nfq5FA/SZs2amRODvvfc3NwiZU2aNDEnVF2aVD+fwho2bChVqlQxSSH9XAurV6+e6e3y999/l1g1RXuEaBtr+548ebJIma3tVLysLLeTngD1s9IhVdoWtJP37aRxHeTjSWNR359+Nvq5++l4ClI7+fm8dyft5Jwr9ftby2gnO9spSMeTxqS+P33/fjuegtROfj7v3W47nT9/3gzVd37nKNqp4T1vJ42r2xFWUDz1ZbHRo0fLkiVLzGPUqFElyt9++22ZNWuWeUyePPme7+dGPST69esn27Ztk4SEBOszsXqg6klTTyJ6giETa2c7BSljrvXSmNQvYD1hcmfDu3ZK3ZFqti89+FKg70ApvRDUL2p9nZ+OpyC1k5/Pe3fSTs650vkRQDvZ2U5BOp703/ojXb+/df9+Op6C1E5+Pu+FKiutLTShojdfnd85hctop3/uWTvt2bNHEhMTZdeuXdKmTRspUz0knJ4LTg+H4pwsz416Ptzt/Wg2SB+h6MHsBH5h2lj6CEUbUx+3W6YHVqj/183K9GSjZVof3RZ+nVN2I3daVvxi/lbLnG5Xd7OstLawsZ1ut8zP7eSc9JzntJM37TTu4aKT/gb1eHIu5m50Xrf9eApKO/n9vHcn7eR8fzv/pp3sbKfiynI7Ob3I/Hg8BamdHGW9nfTzDvU7xymjne5NO5UWO76f1NLpeqRzO4Ry8ODBUueGuNv7AQAAAAAAd8ZXCYmePXuarU44WbwbiQ49yMjIMOOwOnXq5Mp+AKAsW/zrYvMAAAAAJOgJCZ1kRZfq1IlbFi5cWKRs2rRpcvHiRRkyZIhERkaav+n4l3379pmxQ/+f/ZRl2sVJh53cqKsT4DZi0h5j/jPGPIKOmISNiEvYhpiEbYhJf/DVpJZKkwtJSUlmQsnk5GRp3bq1bN68WTZs2GCGWPzyyy8SGxtrXqsJB50NVmeu1ed3up/bsXv3bmnbtu0tT+IBALYKm/G/scAF03z1NQEAAACP3O7vYV/1kHB6N2zdulWGDRtmEghz5841yYUJEybIxo0bbzmJcLf243c6G6ou7VJ8dlrAK8QkbENMwkbEJWxDTMI2xKQ/+GqVDUeDBg1k2bJlN32drh1fWgeQW91PWaZLs2gvER2ecqMZUwE3EZOwDTEJGxGXsA0xCdsQk/7gux4SAAAAAADA/0hIAAAAAAAA19FH/y7Ly8sz20OHDokfXLlyRbKzsyU3N1fCw8O9rg5ATNok59/JiYKM8yRsRFzCNsQkbENMesP5Hez8Lr4ZEhJ3WVZWltn269fvbu8aADzRdlFbPnkAAADc1u/ixMTEsrfsp+3OnDkj6enpZsLMiIgI8UMGS5MnaWlpEh8f73V1AGIS1uE8CRsRl7ANMQnbEJPe0J4Rmozo0aOHREdH3/T19JC4y/RDT05OFr/RZMStrBMLuIWYhG2ISdiIuIRtiEnYhph03630jHAwqSUAAAAAAHAdCQkAAAAAAOA6EhIAAAAAAMB1JCQCrlatWjJt2jSzBWxATMI2xCRsRFzCNsQkbENM+gOrbAAAAAAAANfRQwIAAAAAALiOhAQAAAAAAHAdCQkAAAAAAOA6EhIAAAAAAMB1JCQAAAAAAIDrSEgEVHZ2towYMULq1q0rERER0rhxY0lJSZHTp097XTUE0BdffCHjx4+Xbt26SbVq1SQsLEwGDx7sdbUQYKdOnZLU1FTp37+/xMfHS+XKlaV69erStWtXWbp0qVy7ds3rKiKAJk2aJL169ZIGDRqYmIyJiZGOHTvKjBkzTMwCNlixYoX5HteHnkcBt+nvGicGiz/uu+8+GsQyLPsZQJmZmZKUlCQ5OTmSnJwsrVq1ki1btsiGDRukZcuWkpGRIbGxsV5XEwHSoUMH2blzp1StWlXq168v+/btk+eff14+++wzr6uGgPr444/l5Zdflri4OOnZs6c0bNhQjh8/Ll999ZWcPXtWBg4cKCtXrjQXN4BbwsPDJTExURISEqR27dpy8eJF2bRpk2zdutXcYNDnmqwAvJKVlSXt2rWT/Px8uXDhgixZskRGjRpFg8D1hMSZM2fMzdbi9Fpz4sSJtIhFKnhdAbhv7NixJhmxYMECc1fa8frrr8uHH34oU6ZMMRfjgFs07jQRoXei09PTzQ9AwEstWrSQVatWyZNPPinlyv3bmXDmzJny0EMPyZdffmmSE5qYANxy7tw5qVSpUom/6/e2xuasWbNk0aJFNAg8UVBQIMOHDzc3tQYMGCAffPABLQHPREdHy/Tp02kBH2DIRsAcPnxY1q1bZzKH48aNK1KmXT4jIyNNVzu96wK4RRMQzZs3524zrPHII49I3759iyQjlHb1fOmll8zzH3/80aPaIahCJSPUoEGDzPbgwYMu1wj4l97oWr9+vSxbtsxcTwLArSAhETD6RaF69+5d4kI7KipKunTpIpcuXTLdPgEAJVWsWNFsK1SgkyHssHr1arO9//77va4KAmrv3r0yefJkefXVV6V79+5eVweQvLw8M/RXe4/Nnz/fDE3XoUSwD1dTAbN///7r3ZFD0bvU2oPiwIEDZuIsAMC/rl69KsuXLzfPH3/8cT4aeEK7wuv4fJ3PROeP+Pnnn00yQn8QAl6cF1944QUz147++ANs8Ndff5m4LKxJkyamB0+PHj08qxdKIiERMHrxonS2+FCcv+tEMACAovQH365du6RPnz7y2GOP8fHAs4SETrLq0OTYJ598IrVq1aJF4Lp3331Xtm/fbhJjuvoL4DWdy0RXbmvTpo3pAa5D1j/66CNZvHixPPHEE7Jx40Zp376919XE/2HIBkpMSKSYOR4ASo6Pnjt3rlmZSOfaAby886ff17rVyVX1YluX/9y2bRuNAlfpKm3aK+KNN96Qzp078+nDCtOmTTNzQdWpU0eqVKkibdu2NRP26wT+ubm5THZpGRISAeP0gHB6SoSawbvw6wAAIgsXLjRjo3W5RR2HGhMTw8cCz+nFdv/+/c1Qy1OnTsmQIUO8rhICOFRDhwG/9957XlcHuClnUuqffvqJT8siJCQCpmXLlmarc0SE4szQfaM5JgAgaObNmyevvPKKucOiyQhdaQOwSaNGjUyybPfu3XLy5Emvq4OA0HlM9HpSJ7TUFWC0d63z0JXb1Isvvmj+nZKS4nV1Aaldu7b5FFhN0C7MIRHA5RWV3k25du1akZU2zp8/LxkZGWb8X6dOnTysJQDYYc6cOWbeiA4dOsj3338vNWvW9LpKQEh//PGH2ZYvX55PCK6IiIiQkSNHhizT4UM6r0TXrl3NzTCGc8AGOneEatq0qddVQSEkJAKmWbNmZslPTUhoF+Tx48cXGW+lGcMxY8awfjSAwNMuyFOnTpUHHnjAnDMZpgEv7du3T6Kjo0v00NGbC++8847k5ORIUlKS1KhRw7M6Ilj0BlZqamrIsunTp5uExNChQ2XUqFGu1w3BpT3F4uLiSnxn//7776a3oxo8eLBHtUMoJCQCaNGiReaiZcKECfLDDz9I69atZfPmzaYrsg7VeP/9972uIgImLS3NPJRO0uZksYcNG2ae611pnVUecMunn35qkhF6t1ln6tYJLYtr3Ljx9RgF7rW1a9fKm2++Kd27dzc3F2JjY81KG+np6WZSS01ULFmyhIYAEGgrV66U2bNnm17husynrrKRmZkpa9askcuXL5tVsiZOnOh1NVEICYkA0gsZXbdcL7b1Aufbb781mURNUGgvCe4Cwm07duwwPwAL0wtsfTjjo0lIwE1Hjhwx2/z8fDOHRCi6jjkJCbjl0UcfldGjR5uhlTt37jTLc0dGRpobCTqxoH6H8/0NIOg0EbF//37TQ0dvbmnvb+1dpsOH9FypD1YTtEtYgbPOIwAAAAAAgEtYZQMAAAAAALiOhAQAAAAAAHAdCQkAAAAAAOA6EhIAAAAAAMB1JCQAAAAAAIDrSEgAAAAAAADXkZAAAAAAAACuIyEBAAAAAABcR0ICAAAAAAC4joQEAAAAAABwHQkJAAAAAADgOhISAADAt/bu3SthYWHmceDAgZCvycnJkR49epjXREdHy5o1a1yvJwAAKKlCiL8BAAD4wrZt28y2atWqEh8fX6J869atMmDAAMnKypJWrVrJN998Iy1atPCgpgAAoDh6SAAAAN8nJDp06CDlyhW9rFm+fLl069bNJCOefvpp2bx5M8kIAAAsQkICAAD4PiGRmJh4/W9Xr16VlJQUGTp0qOTl5cnUqVMlLS1NqlWr5mFNAQBAcQzZAAAAvrVjxw6z7dixo9mePHlSBg0aJBs2bJCoqChZsWKFJCcne1xLAAAQSlhBQUFByBIAAACLZWZmXp83YufOnZKfny/9+vWTo0ePSvPmzU2viISEBK+rCQAAboAhGwAAwNfDNSpVqmSed+nSxSQj+vTpI1u2bCEZAQCA5UhIAAAAXyck/vnnHxk+fLjk5ubKW2+9JatXrzbLewIAALuRkAAAAL60fft2s42IiDDb6tWry8iRI0ustgEAAOzENzYAAPB1QmLOnDny8MMPy9mzZ83ynufOnfO6agAA4BaQkAAAAL6TnZ0tOTk55nnnzp3l66+/lnr16smePXvkmWeeMRNcAgAAu5GQAAAAvp0/omLFitKuXTuJi4szq2roBJffffedTJw40esqAgCAmyAhAQAAfJuQaNOmjYSHh5vnDz74oCxdutQ8nzdvnqSmpnpaRwAAUDoSEgAAwLcJiY4dOxb5+3PPPSeTJk0yz8eOHSvp6eme1A8AANwcCQkAAODbhERiYmKJspkzZ8pTTz1llgMdOHCgHD582IMaAgCAmyEhAQAAfOXEiRNy7NixGyYkdNnPzz//XBISEuTUqVPSt29fVt4AAMBCJCQAAIAve0do4qF9+/YhXxMVFSWrVq2SmJgYs/LGs88+y8obAABYJqygoKDA60oAAAAAAIBgoYcEAAAAAABwHQkJAAAAAADgOhISAAAAAADAdSQkAAAAAACA60hIAAAAAAAA15GQAAAAAAAAriMhAQAAAAAAXEdCAgAAAAAAuI6EBAAAAAAAcB0JCQAAAAAA4DoSEgAAAAAAwHUkJAAAAAAAgOtISAAAAAAAANeRkAAAAAAAAK4jIQEAAAAAAMRt/wUTK+XwrVs3wQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ── Self-consistency curve ──\n",
    "K_theory = np.linspace(Kc_gauss + 0.01, 5.3, 300)\n",
    "r_theory = np.array([bisect_r(K, g_gauss) for K in K_theory])\n",
    "valid = np.array([r is not None for r in r_theory])\n",
    "r_theory_clean = np.where(valid, r_theory, np.nan).astype(float)\n",
    "\n",
    "# ── Estimated Kc from peak run-to-run std ──\n",
    "Kc_sim_g = K_gauss[np.argmax(R_std_g)]\n",
    "print(f'Simulated Kc (Gaussian): {Kc_sim_g:.3f}  |  Theoretical: {Kc_gauss:.3f}  |  ratio: {Kc_sim_g/Kc_gauss:.4f}')\n",
    "\n",
    "plt.figure(figsize=(9, 6))\n",
    "plt.errorbar(K_gauss, R_avg_g, R_std_g, fmt='o', ms=4,\n",
    "             elinewidth=1, capsize=3, ecolor='red', color='steelblue', label='Simulation')\n",
    "plt.plot(K_theory[valid], r_theory_clean[valid], color='magenta', lw=1.5, label='Self-consistency eq.')\n",
    "plt.axvline(Kc_gauss, color='green', ls='--', lw=1.2,\n",
    "            label=f'$K_c = 2\\\\sqrt{{2/\\\\pi}} \\\\approx {Kc_gauss:.3f}$')\n",
    "plt.xlabel('$K$')\n",
    "plt.ylabel('$r_\\\\infty$')\n",
    "plt.title(f'$r_\\\\infty$ vs $K$ — Gaussian $g(\\\\omega)$, $N={N}$, {n_runs} runs')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig3_rvsK_gaussian.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-13-uniform-md",
   "metadata": {},
   "source": [
    "---\n",
    "## 4. Phase Transition — Uniform Frequencies\n",
    "\n",
    "For a uniform distribution $g(\\omega) = 1$ on $|\\omega| \\leq 0.5$, the critical coupling is\n",
    "$$K_c = \\frac{2}{\\pi} \\approx 0.637.$$\n",
    "Synchronisation is easier to achieve here because all oscillators have similar natural frequencies: a smaller coupling is sufficient to overcome the spread.\n",
    "\n",
    "The self-consistency integrand uses the indicator $g(Kr\\sin\\vartheta) = \\mathbf{1}[|Kr\\sin\\vartheta| \\leq 0.5]$, which restricts the integral to the band of lockable oscillators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cell-14-uniform-sim-code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating 40 K values, 5 runs each ...\n",
      "Done.\n"
     ]
    }
   ],
   "source": [
    "rng = np.random.default_rng(1)\n",
    "\n",
    "N = 1000\n",
    "T_end = 200.0\n",
    "dt = 0.05\n",
    "n_runs = 5\n",
    "\n",
    "K_uniform = np.concatenate([\n",
    "    np.arange(0.0, 0.5, 0.05),\n",
    "    np.arange(0.5, 0.75, 0.02),\n",
    "    np.arange(0.75, 1.6, 0.05),\n",
    "])\n",
    "\n",
    "print(f'Simulating {len(K_uniform)} K values, {n_runs} runs each ...')\n",
    "R_avg_u, R_std_u = r_inf_vs_K(N, T_end, dt, K_uniform, 'uniform', n_runs, rng)\n",
    "print('Done.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cell-15-uniform-plot-code",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulated Kc (uniform): 0.640  |  Theoretical: 0.637  |  ratio: 1.0053\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "K_theory_u = np.linspace(Kc_uniform + 0.01, 1.6, 300)\n",
    "r_theory_u = np.array([bisect_r(K, g_uniform) for K in K_theory_u])\n",
    "valid_u = np.array([r is not None for r in r_theory_u])\n",
    "r_theory_u_clean = np.where(valid_u, r_theory_u, np.nan).astype(float)\n",
    "\n",
    "Kc_sim_u = K_uniform[np.argmax(R_std_u)]\n",
    "print(f'Simulated Kc (uniform): {Kc_sim_u:.3f}  |  Theoretical: {Kc_uniform:.3f}  |  ratio: {Kc_sim_u/Kc_uniform:.4f}')\n",
    "\n",
    "plt.figure(figsize=(9, 6))\n",
    "plt.errorbar(K_uniform, R_avg_u, R_std_u, fmt='o', ms=4,\n",
    "             elinewidth=1, capsize=3, ecolor='red', color='steelblue', label='Simulation')\n",
    "plt.plot(K_theory_u[valid_u], r_theory_u_clean[valid_u], color='magenta', lw=1.5, label='Self-consistency eq.')\n",
    "plt.axvline(Kc_uniform, color='green', ls='--', lw=1.2,\n",
    "            label=f'$K_c = 2/\\\\pi \\\\approx {Kc_uniform:.3f}$')\n",
    "plt.xlabel('$K$')\n",
    "plt.ylabel('$r_\\\\infty$')\n",
    "plt.title(f'$r_\\\\infty$ vs $K$ — Uniform $g(\\\\omega)$, $N={N}$, {n_runs} runs')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig4_rvsK_uniform.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-16-ws-md",
   "metadata": {},
   "source": [
    "---\n",
    "## 5. Kuramoto on Watts–Strogatz Networks\n",
    "\n",
    "The mean-field model assumes all-to-all coupling. On a Watts–Strogatz network $\\mathrm{WS}(N, 2r, p)$ the dynamics are\n",
    "$$\\frac{d\\theta_i}{dt} = \\omega_i + \\frac{K}{2r}\\sum_{j \\in \\mathcal{G}(i)}\\sin(\\theta_j - \\theta_i),$$\n",
    "where $\\mathcal{G}(i)$ is the neighbour set of node $i$ after rewiring with probability $p$.\n",
    "\n",
    "For $p = 0$ (pure ring lattice) $K_c \\to \\infty$: local coupling cannot propagate phase coherence globally. As $p$ increases, long-range shortcuts enable synchronisation at finite $K$. By $p = 1$ the network is effectively random and the results approach the mean-field limit.\n",
    "\n",
    "**Computational note**: The neighbour structure is stored as a pair of edge-index arrays `(src, dst)`. At each step only the $O(E)$ edge contributions are computed with `np.add.at`, far faster than an $O(N^2)$ dense matrix approach for sparse networks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cell-17-ws-functions",
   "metadata": {},
   "outputs": [],
   "source": [
    "def kuramoto_ws(G, N, r_deg, T_end, dt, K, omega, theta0):\n",
    "    \"\"\"\n",
    "    Vectorised Euler integration of Kuramoto on a Watts-Strogatz network.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    G      : networkx Graph\n",
    "    N      : number of nodes\n",
    "    r_deg  : half-degree of the initial ring (degree = 2*r_deg before rewiring)\n",
    "    T_end  : end time\n",
    "    dt     : time step\n",
    "    K      : coupling constant\n",
    "    omega  : (N,) natural frequencies\n",
    "    theta0 : (N,) initial phases\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    r_inf : scalar order parameter magnitude at t = T_end\n",
    "    \"\"\"\n",
    "    # Build directed edge index arrays (both directions for undirected graph)\n",
    "    edges = list(G.edges())\n",
    "    src = np.array([e[0] for e in edges] + [e[1] for e in edges], dtype=int)\n",
    "    dst = np.array([e[1] for e in edges] + [e[0] for e in edges], dtype=int)\n",
    "\n",
    "    theta = theta0.copy()\n",
    "    steps = int(T_end / dt)\n",
    "    scale = K / (2 * r_deg)\n",
    "\n",
    "    for _ in range(steps):\n",
    "        sin_diff = np.sin(theta[dst] - theta[src])\n",
    "        interaction = np.zeros(N)\n",
    "        np.add.at(interaction, src, sin_diff)\n",
    "        theta += dt * (omega + scale * interaction)\n",
    "\n",
    "    return np.abs(np.mean(np.exp(1j * theta)))\n",
    "\n",
    "\n",
    "def scan_K_for_p(N, r_deg, p, K_values, T_end, dt, seed):\n",
    "    \"\"\"Run WS Kuramoto for each K at a fixed p. Returns array of r_inf values.\"\"\"\n",
    "    rng = np.random.default_rng(seed)\n",
    "    G = nx.watts_strogatz_graph(N, 2 * r_deg, p, seed=int(rng.integers(1_000_000)))\n",
    "    omega = rng.standard_normal(N)\n",
    "    r_vals = np.zeros(len(K_values))\n",
    "    for ki, K in enumerate(K_values):\n",
    "        theta0 = rng.uniform(0, 2 * np.pi, N)\n",
    "        r_vals[ki] = kuramoto_ws(G, N, r_deg, T_end, dt, K, omega, theta0)\n",
    "    return r_vals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "cell-18-ws-sim",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running WS simulations ...\n",
      "  p = 0.00  done\n",
      "  p = 0.05  done\n",
      "  p = 0.10  done\n",
      "  p = 0.20  done\n",
      "  p = 0.30  done\n",
      "  p = 0.50  done\n",
      "  p = 0.70  done\n",
      "  p = 1.00  done\n",
      "All done.\n"
     ]
    }
   ],
   "source": [
    "N_ws  = 1000   # number of nodes\n",
    "r_deg = 3     # each node initially connected to r_deg neighbours on each side (degree 2*r_deg = 6)\n",
    "T_end_ws = 80.0\n",
    "dt_ws    = 0.05\n",
    "\n",
    "# Rewiring probabilities; K ranges guided by Kc(p) ~ 0.265/p + 1.745\n",
    "p_values = [0.0, 0.05, 0.1, 0.2, 0.3, 0.5, 0.7, 1.0]\n",
    "Kc_approx = {0.0: None, 0.05: 7.0, 0.1: 4.4, 0.2: 3.1,\n",
    "             0.3: 2.6,  0.5: 2.3,  0.7: 2.1, 1.0: 2.0}\n",
    "\n",
    "K_scans = {}\n",
    "for p in p_values:\n",
    "    if p == 0.0:\n",
    "        K_scans[p] = np.linspace(10, 18, 8)   # illustrate high-K regime\n",
    "    else:\n",
    "        centre = Kc_approx[p]\n",
    "        K_scans[p] = np.linspace(max(0.5, centre - 1.5), centre + 1.5, 10)\n",
    "\n",
    "print('Running WS simulations ...')\n",
    "WS_results = {}\n",
    "for idx, p in enumerate(p_values):\n",
    "    WS_results[p] = scan_K_for_p(N_ws, r_deg, p, K_scans[p], T_end_ws, dt_ws, seed=idx)\n",
    "    print(f'  p = {p:.2f}  done')\n",
    "print('All done.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "cell-19-ws-rvsK-plot",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABvQAAANSCAYAAAC6NynTAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAASdAAAEnQB3mYfeAABAABJREFUeJzs3Qd4VFXawPE3HZJA6JAQIKF3BKQKKqKIbUVUbLgooq4FC+radlddy+dasGIDe8fewEZRRIpSlA6hh15DIKTP97wHJk5CemYyd878f88zTJg75c55z71n7n3vOSfE5XK5BAAAAAAAAAAAAIAjhfp7BQAAAAAAAAAAAACUjIQeAAAAAAAAAAAA4GAk9AAAAAAAAAAAAAAHI6EHAAAAAAAAAAAAOBgJPQAAAAAAAAAAAMDBSOgBAAAAAAAAAAAADkZCDwAAAAAAAAAAAHAwEnoAAAAAAAAAAACAg5HQAwAAAAAAAAAAAByMhB4AAAAAAAAAAADgYCT0AAAAAAAAAAAAAAcjoQcAAAAAAAAAAAA4GAk9AAAAAAAAAAAAwMFI6AEAAMAvnnrqKQkJCZEzzzyz2OV79uyRU045xTyndevWsnz5cnGqFStWmPWsWbOmZGVlFfucMWPGmOdERETIoUOHin3OjTfeaJ5z3XXXHbNszpw5ctlll0lSUpJERUVJrVq1pFWrVnLaaafJAw88IEuXLi1x/WbMmGHe94knnigxDnobNmxYie9x2223mefcc8894g+rVq2SZ555RkaOHCnt27eX0NBQsz5ff/11ma/Nzc01371r164SHR0t9evXN/Xu559/9uprqvK6ysjJyZEffvhBbrnlFunVq5c0atTI1I3k5GQZPXq0qZeB5ODBg/LQQw9J9+7dpXbt2hITE2O2fY25v7f/nTt3SmxsbKnbiFO5XC754osvzP5D9xm679B60qRJExk8eLA8+OCDkpKSIrZy799sVdr+PdjrPgAAgHVcAAAAgB9cfvnlLv05es899xyz7I8//nAlJyeb5aeeeqpr7969jo9R48aNzfr+/PPPxS5v06aNWa6377//vtjndOnSxSx///33Cz3+2GOPuUJCQsyyVq1auc4++2zXJZdc4howYIArOjraPH7bbbcV+555eXmubt26ueLj410ZGRklxkFvNWvWdB06dKjY9zn55JPNcyZPnuzyh5tvvrlgPT1vX331Vamvy87ONnVIn1u/fn3XBRdc4Bo0aJArNDTU3N58802vvKYqr6usH374oaAcEhMTXeeee65r+PDhrqSkJPNYVFSU6/PPP3cFgpUrV7qaN29u1jshIcF13nnnuc4//3xX9+7dTdm9/fbb/l5F11133WXWb/r06a5AsWnTJlfv3r0L6kn79u1dw4YNM/uPwYMHu+Li4szjWsZPPvmky0bu726jsvbvwVz3AQAAbGTnr1oAAAA4XufOnc0Jwo8//rjQ4/r/mJgYs+yWW25x5ebmugLBhRdeaNb5wQcfPGbZ1q1bzbLjjjvO3N97773HPGfPnj0FSTt9vtuiRYvM4+Hh4cck+tThw4ddH330keudd94pdr1ef/11854lnax3x6FDhw7FxsOtTp06ZvmaNWtc/jBx4kTXHXfc4frwww9dKSkprpNOOqlcCb2HH37YPE8TQ56JYU2GaZlq0mvjxo1Vfk1VXldZ06ZNM/Vuzpw5hR7XbebOO+8066IJm927d7ucLC0tzdWsWTNTz//v//7vmG1+y5YtXi23ytJttEaNGq6ePXu6AsGOHTtMolfrgW4vS5YsOeY5Wta6DWnS79prr3XZaMWKFeZmo7L278Fa9wEAAGxFQg8AAADVTpNQmuDQE5Hr1q0zj+Xn57v+9a9/mZP6mvjQE5WB5Pnnny/oUViUJuJ02csvv+yqV6+e6VlX1GeffWae07Zt20KPa/JPH7/44osrtV49evQwZb1z585S4+Bex8suu+yY561du9Ysq127tomTE5QnoZeTk2N6yunziia91DXXXGOWjRs3rkqvqcrrfNlzp127duYzvd0z0Nu0THQ9r7vuOpfTjRgxwqzrr7/+6nI67eWo63riiSea3qNl1ZeFCxdW27rBO0rbvwdz3QcAALAVc+gBAAA4QGZmpoSHh0u9evUkOztbxo8fL8cdd5yZg0sf86YlS5aY+XZ0LrYjo5Eda8eOHWauN53H6vDhw+ax1atXy9VXXy3t2rUzc1vVqVNH2rZtK5deeqlMnz69Quvw559/mrnG6tata+b7Sk9PN/Pz6PxZOq/TTz/9JFdccUWFv9v69evlmmuuKZhnTstuyJAh8uWXX5Y5t9L7778vvXv3LvhuZ511lvzxxx/l/uyTTjrJ3P/6669mbjNP7vnT9DknnHCCzJ8/v6Bciz7n5JNPPmb+IqXlUlH6OQsXLpShQ4dKw4YNS4yDxmD48OEm3jonXdH1X7RokbnXOhlIc1FpLHQuRq0Pffv2PWb5JZdcYu51frGqvKYqr/MVnWNQ5/FTW7Zs8dv+piw65+Rrr71m/v7nP/9ZLZ+Zl5dnvqvOC6b7uttvv93My6hzYOo2cO6558qaNWuKfe3f//53c//iiy+Kk61cuVI+//xz8/cLL7xg9udl1Redu7CoH3/8Ua6//npTl7Ru1KhRQ1q2bCn/+Mc/ZOPGjcc8f8OGDQXtS3FKW16RNqYizy1pDr2KfjdftBue5s6dK+eff740aNDAvF///v3NHJnuMuvWrVuF9u9umzZtMvMmxsXFyfbt20tdB/0u+lmffPJJwNZ9AAAAm5HQAwAAcABNrOhJZj3JeeKJJ8q///1vadq0qZx99tnmBKE3denSxZy41ROWM2fOLPY57777rkn0XHjhheYk9+LFi81rJk2aZBIBZ5xxhgwePNicwPz4449l8uTJFVoHd4JI3zMlJcUkQDTppicTf//9d+nTp0+Fv5cmVDQpMXHiRImMjDQJKj0Bqid39QT93XffXeJr//Wvf8nll19uTmTqd9OTu1OmTJGBAwea9SuPTp06mROxGRkZ5jt40gRl48aNzclnja8mUfTkbdHneCYG3Zo3b27utZy3bdsmFeFOHp1yyillxkHLTOtaWlraMSfE9aSx+3mBxP39evbsWexy9+Nr1641SeXKvqYqr/Mld90tmgyuzv1NWRYsWCD79++XNm3amPXR7eDOO++Ua6+91iT4K5scKc3y5ctNQl23V93XPP/88yaprcl/3b/pvkjLRRO0RWnCPSwszCS+8/Pzxal0/6UXbOg2q/umytLk1htvvGHaAd2PaBlp3Xn55ZelR48esmrVKq+sb0XaGG+1R1X9bt5oN9yee+45k8DTJGzHjh3NdqjJZn3fl156qdh9S1n7d7cbbrhBDh48KPfff3+ZF4Ycf/zx5n7WrFkBW/cBAACs5u8uggAAAHC5XnzxRTOUld5OPvlk1/bt231aLE8//bT5rCuuuKLY5d26dTPLf/rpJ/N/fZ7+/9FHHy12bp0FCxZU6PN1riZ9vz59+rjq1q1r/r788svNEJCVoa9zzxV1zz33FBoWcvbs2a7Y2FizbMqUKYVe5y7zBg0aFBpGLCsry3XOOeeYZaNHjy73egwfPty8RucBc9u1a5cZRlTnOlNz5841z7nvvvsKzSEWFhZmHtf5wjxt2LChYE5Bvb/kkktcEyZMMN+rrPLq379/qUOkuePgnvdP56fT/xedS+uMM84wj7/xxhvlHgqzIrcWLVqU+b6VGXLz1ltvLZiLsSQ6jKg+xz2/WGVeU5XX+YrOr6efpcPXes7JWJX9jS9iq8PQ6vOGDh3quuiii4p9D62P3pxL0z3vmN769evn2rx5c8EyLaukpCSz7JFHHin29e65MHV+S6caOXKkWcerrrqqSu/z+eefm/2TJ42F7r/0/U8//fRCy9avX19q3EtaXpE2pqLtkTvWVf1uvmo3pk6datqIpk2bumbNmlXwuA6TOmzYsIK5VXVY54rs3z33A9o+ZmZmlrkujz/+uHn+aaedFrB1HwAAwGbh/k4oAgAA4K/ePdpL5tNPPzVDUfqSDkt2xx13mGG1JkyYYIaf8xySU3vFaG8Z7WngOezj6aeffsx7aa+Eig7T5+7xNW/ePHN/0003yTPPPFPp76M9MlJTU00PuAcffLDQ8Gra62HcuHHy3//+V5588knT46EofU2/fv0K/q+91bTX0ldffVWh4US1d53GT3sZ3XXXXQVDaeo5YO3x4+5locOpuXvkqV9++cX0DGndurUkJCQUes8WLVrI1KlTzRCk69atM0O86c29njrcmn6W5/p79mRRHTp0KHZ9i/a807LRoUq154cO06fD8BXtyVcWXZ+ShtsrifaU8gXtlaK0vEuiwy4eOHCgoNdcZV5Tldf5wu7du2X06NHmb93O4+PjvbK/8UVs9+7dWzD8oW4D99xzjxlKUYcI/Pbbb+XGG280Paa0h+sDDzwg3uoVqJo1a2Y+Q4fZdNOyuuWWW8ytaC9aN+1BpduW3rRXsBNpHVAlDcX44Ycfmv1KUdpjzZP2bi5Ke2lpby/tIadDQmp91nhVRUXaGG+1R1X9bt5oN7S3tvZG1X2tbovaS91Nh0nVdXEPnVq0h15Z+3el7Z669dZbzb69LPXr1zf3JfUGD4S6DwAAYDMSegAAAA7gPsGuJ998ncxzn+TV5I0OLffZZ5/JZZddVrDszTffLJgvx50Y02G4dCix6667zqyjJq705GVl6El7TRqq8847z3y+nrC89957pVGjRpV6T/f8cyNHjixIQnnS5Iau9+zZs83n60lbT8Ul+XROLbV169Zyr4d7uEzPz3En7twJPR0iTocY1efo/GF6ktX9nKLz57lpYlWHf9MTzN99952ZO0lPqOqwgRpDHQJNE3B6Ytjt0KFDZvhPXQedO6m0OLgTdXriWoeu01jPmTPHzPen31/nXdL11JO5ZXEnMp3APUdkReb9q8xrqvI6b9M6pfNw6ZC6Wp/uu+8+r+1vfBFb99B9OsSvzmf28MMPFyzT/ZLOa3bBBReYZLwmJzUp6q2EniZfPJN5bjoXm2eStih3wsidWApEv/32W8G+vrSEntK69M0335h56zTBpfsOpXNtavx0eMmqDsdbkTbGm+1RVb6bN9oNHd5a57i7+OKLCyXz3PQiD3e74TmHXln7d6VthrYt+hz3/Hdu+n21/mqSUIccLbo9ljSkpg11HwAAIJCR0AMAAPAzPZGtiRU9YTds2LBq+9xRo0aZZNBbb71VkNDTk5nvvfee+dvzBOA///lPk0TS3iw6z5CeZNc5hnTuHn2ezn9VXitWrJDMzEzTK/CDDz6Qv/3tbyZJpUmIadOmVerE7JYtW8y9zoNVHO2Jo++rn6vzYhVNHOryoty9MrQHRXl17drVnPDUXkfa+61Xr17mhKomTXTuQs8EnX5XLVP9u6T58zy554pyn0TW76LlpvON6Ylb7eV45plnFnwXnZdMaQKkuCSTOw5aFp69AjXJqifLNdGqCT138kfXX9chkLhjWFJixnOZ+7mVeU1VXuftfclFF11kEty6fWqivGjM/LW/KYlnWVxzzTXHLNf9gvby0x5nur2UNV9YWXQfpz2QNcmhZVUcTZaU1rvNnQR0b2Nl0WRNafWiIrRX2tixY8vdM3LXrl3FLn/iiSfMTem6lVQndZ64Rx99tCDRVRztdVpVFWljvNUeVfW7eaPd0P2s8ryoxpNetKH0YgrPxFtZ+3el+3Gl7VDRnrJXXnmlmXdW50z1fF93IrJoT/HK1n0AAAB4V2AdkQMAAFjInVjRK+UrOnRlVZx99tlmeC1NLOlJPD2Bpz3AdKgtTeS0atWq4Lk6jKAOz/b777+b3gyagNLh6PSE4P/93//Jiy++aIbJKw93gkiTX5pk0+EjtWeCDjt5ww03yMSJEyv8Xdy9oyr7nOJ69VWGnljVBJ0OWallpCeWNXly1llnFTrp6h7KVJ+jJ6LdQ1+W1EOvOHoSW4eM05O1+jnaW0NPcLvj4O55pSfr9bsXPelb0jCammDVnn56ollP+BcdlrMseoJ85cqVUhF6stmdXPAmHa5Ubd68udjl2iPHfcLe/dzKvKYqr/MW7VGjSXqtezoEnyZ7i+u5U5X9jS9i6zmEZ8uWLYt9jibqNaGnPUWrSr+/biuaICmud57nUMAlDSnojmOdOnXK9ZnaA8sbSS/PoTTLotvrO++8U9AbsTI+/vhj02NSy+npp5+WQYMGmSFJ3UM36nDG2pO3PPtft5J6flWkjfFGe+SN7+aNdsMdH+11WJxly5YVO9xmWft35d53F31vrf/6ufp9i24D7nah6OdVtu4DAADAu0joAQAA+FlZJ9B8RZNp2nNE59DTYb90ODvtrac0MVAcPTHoPjmoSYFXXnnFzDWlPUZGjBhR4tBfnoomiPTEpCYhdBhKnbdIe4Jpb7OKSExMNPc6x1xxdH49HUJNk2C+TppqLzt3Qk/n9NMT2EV73um8Szo/kj6nT58+Zt00meH+HhWhiVgd5k3L1bM3jvaA1BPf2ttIe2EUPQFbUqJOe+zpyWxNsGpPporMn6c0qeg5P2B5aILLFwk99zqXlNRwP65l7+5ZU5nXVOV13qAn9DWBob1rNRGv89GVNHddVfY3voitZ73S3rPFlY0+rrw53GZJ+yrtraXzy2mCpKQejO71Ke8QwZpoqm7aW/f22283Q/NqUqhTp04Vfg9NeilNfGmPrqJ0OMqi3D2sS5onUoe4LE1F2piqtEeV+W6+4N5nl7RPcK9n0e21rP27O5GsmjdvXuhxTfbr0Lw6L6Un7VXonvtPez56o+4DAADAu7xzKTIAAAAqzZ1YKe0Euybd9Gp6HeJLe7TpMFyXXnqpOYmniTDtdVIZ7sSdJvL0BKwO0adJLz0ZWhZ9nibeNIGgJwd1Tp7ycCcUPHu/aG+Zt99+25xEv+2220yvwYpwz0+nicnieoC8/vrr5l57Hvp62Eh38m7WrFkyY8aMQuvnpkOcabz1RL8mX0rrnVdW7xdNQKxfv978XTQh6C7j5cuXH/O60hJ1Ouym0l567vqpPQnLY+bMmWadK3LbsGGD+IImJrUXqr6/9uApSod8VZ6Jm8q8piqv84Ybb7xRXnvtNXPiXredkobLK+/+pjpjq3VWe5mq4rb7tWvXFiSBvHHRgzuhp+tV3Lb13HPPmV6Ww4cPL5gPrSj39lTVeeN8SdfdXdd0bkK9aKCidOjgkoaW1FgVN5ynDlOqST19bXHLNSlcXhVpYyraHlXmu/mCO5Gn9bwo/Q56kUtJdb+0/btyx7xom/jSSy+Z+6JDjepvC00Oaq/ZktqjQKj7AAAAVnMBAADAr0488UQ9q+z6/fffi12+cuVK1ymnnOLav3+/a/ny5a42bdq4Bg8e7Bo3bpzr4MGDrtmzZ5v/V1bHjh3N5994443m/qKLLjrmORMmTHCtXr36mMf//PNPV2RkpCs0NNS1devWcn1eXFyc+Zz58+cfs+yBBx4wy+rVq+das2ZNub9DRkaGq2nTpua1//rXv1z5+fkFy+bOneuqVauWWfbNN98Uep0+VtpP4rKWFycvL89Vp04d87q6deu6YmNjXTk5Occ874477ih4jt6/+eabxb7fPffc47rllltM7Is6cOCA68orrzSv1++4a9euQsvvvfdes+zJJ58sMQ7FxXXdunVmWXJysrkPCwtzHTp0yOUkJ510klm3r776qtTnPfzww+Z5PXr0cO3bt6/g8R9//NEVHh7uioqKcm3cuLHKr6nK6+677z7zOv1OFeWuRwkJCa6UlJQq72/84bPPPiv4DkuXLi14XPd5um/TZcOGDfNKufXv379gu9b9mqd3333XFRER4WrYsKFr06ZNxb4+PT3dbA+6j/LczzjRjh07XImJiQVltGTJkmL3V5988kmx+7qxY8eax8466yxXVlZWwePr16837ZD7NTNmzCj0Om2v9PHrrruuUBnptqrbgC5r0aJFpduYirZH3vxuJb1fRZZ7+tvf/maeO3z4cFd2dnbB48uWLXO1atXKLNN9h7ZxRZW2f1eXXHKJWX7qqacWPPb++++bx84991xTVrt37y7Y5zdp0sQse+uttwK+7gMAANiKhB4AAIAf6Umx2rVrmxNrnicVPU2ePLnQiefPP//c1aBBg0JJopNPPrnS6/Doo48WnIDU25QpU455Trdu3cyy1q1bmxPrl156qTlBrCca9XFNKpTH2rVrCxJEhw8fLrY8zjvvPPMcTTSmpaWV+3v88ssvpiz1te3atTMnM/XEsn6WPnbnnXce8xpfJPTU2WefXfDaIUOGFPscPbntWe7FJXrUzTffXPCcpKQk1znnnGPKX7+b+/vqSXI9KV/UvHnzCk5aFxcHTTaWdGK2a9euBZ+rsfC3BQsWuPr06VNwcydpNdbux4pL+uhJcj2hrc+tX7++64ILLjBlpyf9Q0JCXG+88YZXXlOV1/373/8+5sR7eXzxxRcFMRowYIBr1KhRxd4mTpxY7v2Nv7jreY0aNVyDBg0y9VwTa/pY+/btTXKqquWmyauYmBjzGe4LGLTe6EUM7gsbNG6//vprie/h3m4vv/xyVyDQ/UqvXr0K6omWpW4nun/Uco6PjzePa/0cOXJkodfqRRXufUzz5s1dF154oWvo0KGm/DQx7E6OFk16zZo1yyRG3fsO3Q66d+9uPuPuu+8uNqFXkTamou1Rcfvxyn63kt6vIsuL7qPdZaUXUOh6aHuu7Zb+rfuOnj17lvja4vbvbt9++23BuvTr1888T993zJgxro8++sg83rZtW9f5559fsD+9+uqrran7AAAANiKhBwAA4Efao8bdo6ck2jPrtNNOM71VNm/ebE7M6QnHa665xiTFNNGhJ2YrKzU11Zw01PXQK/Rzc3OLPZGnn6cnUvWEtyaQ9ISsJq6KSwCW5OOPPzaf06lTpxKfo70AOnfubJ6n768n4ctLE1V6slJP0OpJUu0ppyf7NQlaHF8l9B5//PGC1z700EPFPmfv3r0F5a6JupJoD4r33nvP9MQ77rjjXI0bNzYnrvUErMZDe++V1jNLTwbr8z0TIu44nHDCCSW+zt37SW+XXXaZy9/0xLpnArS4W9EkgWei7bHHHjP1Tk/Ya73Qk/c//fRTiZ9XmddU9nXuBLD2nqmI119/vcwy0Zsm9cq7v/GnDz/80OzbNNGi+5gOHTqYpF1Jif2Klpv2/nMn8XQ/p3Vctz1NcOo+Q5N8W7ZsKfU9NMmi71Fa0s9pNJGrvSA1iadJo+joaPOddV+iiTAt4+J6vLkTX5qQ096TWp81ga7llpmZWdBLtrik18yZM81yTaDqhQMDBw40PaS1B1xx22pF2piKtkcl7ccr+9283W7oZ2gCUddBe07rRQC6j9aLefR97rrrrgrt3z1NmjTJfC8tI63r2gteLwbS+q9tR6NGjVw1a9Z0HX/88a7XXnvNuroPAABgmxD9x9/DfgIAAKB0Oofegw8+aObCeeihh+Syyy6Ta665Rr744gtp0aKFvPfee9KtWzeKEcfQ+RF1rsTHH39cbr/9dkrIYXJzc6VevXrSpk0b+f333808kvBNubm3BZ1TTvepFaXzrjVt2lQ6depkPhPwFZ0HUOde1Xq2cuVKU8/9uX+n7gMAADhDqL9XAAAAAGW74YYbZPv27bJz506TyIuJiZF3331X0tPTZdmyZSTzUKKRI0ea+vHkk0/K4cOHKSmHmT9/vtmO//e//5HM83G5LViwwNz37NmzUrHSpElmZqY89thjlXo9UFKd9LRhwwYZPny4qeNjx44tMZlXnft36j4AAIAz0EMPAAAAsNyMGTPklFNOMYmIO+64w9+rA/jFgAEDZPbs2bJ48eIKXwSxa9cuSU5OllNPPVU+//xzn60jgsemTZtMD/uWLVtKu3btpFatWrJx40ZZuHCh5OTkyIgRI8yFO+Hh4X7dv1P3AQAAnIOEHgAAAADAajpcce3atc1QnQcPHiwzSQL4Wmpqqtx3333y008/md732vuzQYMG0rt3bxk9erT87W9/IwgAAAAohIQeAAAAAAAAAAAA4GDMoQcAAAAAAAAAAAA4GAk9AAAAAAAAAAAAwMFI6AEAAAAAAAAAAAAORkIPAAAAAAAAAAAAcDASegAAAAAAAAAAAICDkdADAAAAAAAAAAAAHIyEHgAAAAAAAAAAAOBgJPQAAAAAAAAAAAAAByOhBwAAAAAAAAAAADgYCT0AAAAAAAAAAADAwUjoAQAAAAAAAAAAAA5GQg8AAAAAAAAAAABwMBJ6AAAAAAAAAAAAgIOR0AMAAAAAAAAAAAAcjIQeAAAAAAAAAAAA4GAk9AAAAAAAAAAAAAAHI6EHAAAAAAAAAAAAOBgJPQAAAAAAAAAAAMDBSOgBAAAAAAAAAAAADkZCDwAAAAAAAAAAAHAwEnoAAAAAAAAAAACAg5HQAwAAAAAAAAAAAByMhB4AAAAAAAAAAADgYCT0AAAAAAAAAAAAAAcjoQcAAAAAAAAAAAA4GAk9AAAAAAAAAAAAwMFI6AEAAAAAAAAAAAAORkIPAAAAAAAAAAAAcDASegAAAAAAAAAAAICDkdADAAAAAAAAAAAAHIyEHgAAAAAAAAAAAOBgJPQAAAAAAAAAAAAAByOhBwAAAAAAAAAAADgYCT0AAAAAAAAAAADAwUjoAQAAAAAAAAAAAA5GQg8AAAAAAAAAAABwMBJ6AAAAAAAAAAAAgIOR0AMAAAAAAAAAAAAcjIQeAAAAAAAAAAAA4GAk9AAAAAAAAAAAAAAHI6EHAAAAAAAAAAAAOBgJPQAAAAAAAAAAAMDBSOgBAAAAAAAAAAAADkZCDwAAAAAAAAAAAHAwEnoAAAAAAAAAAACAg5HQAwAAAAAAAAAAAByMhB4AAAAAAAAAAADgYCT0AAAAAAAAAAAAAAcjoQcAAAAAAAAAAAA4GAk9AAAAAAAAAAAAwMFI6AEAAAAAAAAAAAAORkIPAAAAAAAAAAAAcDASegAAAAAAAAAAAICDkdADAAAAAAAAAAAAHIyEHgAAAAAAAAAAAOBgJPQAOEJubq488cQT0rVrV4mOjpb69evLmWeeKT///LOj3hMAYD8ntElXXHGFhISElHgbOnRoFb4hACAYeLs9W7VqlTzzzDMycuRIad++vYSGhpo26euvv/b6ugMAgoc32qucnBz54Ycf5JZbbpFevXpJo0aNJCoqSpKTk2X06NGyYsUKn34HoLqEuFwuV7V9GgCU0OhqQ/3jjz+aRnvQoEGyZ88e+emnn8zy119/Xf7+97/7/T0BAPZzSpukCb0333xTTjjhBGnduvUx79mlSxe57bbbqvRdAQD28kV7pidJNaFX1FdffSVnn32219YdABA8vNVe6etPO+0083diYqL07NlTwsLCZOHChbJhwwaT3Pvwww/l3HPP9fl3AnyJhB4Av3vkkUfk3nvvle7du8u0adOkbt26BY3xGWecYRrg1atXS/Pmzf36ngAA+zmlTXIn9PQAVv8GAMDf7dmkSZPMa44//nhzovSqq64yJ1xJ6AEA/N1eTZ8+XV566SUZN26c9O3bt+DxvLw88/7/+9//JC4uTtauXWsSh0CgYshNAH7vVj9+/Hjz9wsvvFDQcKtTTz3VdIvPysoq9krQ6nxPAID9aJMAADbw1fHQmDFj5LHHHpMRI0ZIq1atvL7eAIDg4s326pRTTpHJkycXSuYpTQhq0rBdu3aSlpYm33zzjQ++CVB9SOgBQUCvRtExqGNjY2XHjh1y++23mzkPatasKbVr1zbdzdesWeOXdfv1119NV/qkpKRjGl11ySWXmPsvvvjCr+8JAPAO2qTCaJMAIDAFW3sGAAhMtFdi5nzV+fnUli1b/B0SoErCq/ZyAIFg+fLlcvjwYWnRooX06dNHtm/fbsak1qtTZs2aJV9++aXMnz9fli5dWu3dzhctWmTudciW4rgf1y7x6enpUqtWLb+8JwDAO2iTKtYmzZgxQ/744w/JyMiQJk2ayMknn2zacACAfwVbewYACEy0V0ekpKSYez2mAgIZPfSAILBgwQJzv3HjRklISDCN2NSpU80VmcuWLTNXbuoB6CuvvFLq++hJxJCQkArd9L1Lo+ukmjVrVuxyPbjUK1w9n1sWX7wnAMA7aJMq1ia99dZb8vTTT5s2+r///a8ZSkZ7W9B+AYB/BVt7BgAITLRXR+bX04tdoqKiZOjQof4OCVAl9NADgqjx1gO6b7/9tuDgTcXHx8stt9xibnPnzi31fbTRK+vgsagGDRqUuvzgwYPmPiYmpsTn6DA2Bw4cMFePlocv3hMA4B20SeVrk4477jjp1auXDB482EwAv2/fPpkzZ47cfffdMm/ePDOnhB6U6msBANUv2NozAEBgCvb2avfu3WYuPnXHHXeY7wwEMhJ6QBA13v/+978LNdxubdu2LdSQluSuu+7y+rq5XC5zr1eaOvk9AQDeQZtUPnpQ7UnnabrgggtkyJAh0qNHD9MT5MUXXzQHpQCA6hds7RkAIDAFc3uVlZUl559/vumNrj3i77vvPp98DlCdGHITCILJb3XunbCwMLnooouKfc6hQ4fMfcOGDat57Y4M91LWDwf3svLO7eCL9wQAVB1tUtXbJD0Iv/nmm83fU6ZMoVoCgB8EY3sGAAg8wdxe5ebmmu/8888/mwsiP//8cwkPp28TAh+1GLDcihUrJCMjQzp27FjslThKh+5yD+9VmkcffVRWrlxZ4e71TzzxRInLdRJ5tXnz5mKXa5d67Vrv+dyy+OI9AQBVR5vknTapXbt25n7r1q1USwDwg2BszwAAgSdY26v8/HwZNWqUmde2Q4cO8t1330lcXFyF1h1wKhJ6QJB0rS+p4dKrdT788EPTvX3YsGGlvpeOtf3TTz9V6PO1wS2t8e7evXuh9SzK/XjLli3LfTWOL94TAFB1tEneaZP27t1r7pk/DwD8IxjbMwBA4AnG9kqH8bz66qvlvffek1atWsmPP/5Y5lx+QCBhyE3Acu7Gb8OGDQVjU3t67rnnzJUww4cPl/bt25f6XjNnzjTvUZGbfm5p+vfvL/Xr1zfPK24C3g8++MDcl/XDwtfvCQCoOtok77RJH330kbk//vjjqZYA4AfB2J4BAAJPMLZXN954o7z22mvSvHlzmTZtmiQkJJT7tUBAcAGwWv/+/bXFNrcJEyYUWvbuu++6IiIiXA0bNnRt2rTJb+v48MMPm/Xr0aOHa9++fQWP//jjj67w8HBXVFSUa+PGjce87q677nK1a9fO3HvrPQEAvkObVL42aeHChaaNzszMLFR+GRkZrrvvvtu0b2FhYa4//viD6goAfhCs7VlRJ510kvmMr776yuvrDwCoumBrr+644w7zXgkJCa6UlJRq+w5AdWLITcBiOma0Tn5bo0YNGTNmjNxwww3y1ltvSVJSkixZskSWL19uroTRMaWbNWvmt/W84447ZMaMGaYbfOvWrWXQoEFmODH31T+TJk0yV9YUtW3bNlm1apW599Z7AgB8gzap/G3Sxo0b5bLLLjNXl/bs2VMaNWoku3btksWLF5v7yMhIefnll6Vr165UVwCoZsHcni1cuFCuv/76gv/rd1W33367PPTQQ+bv+Ph4+eyzz3z63QAAZQu29urLL7+Uxx9/vGCIzgcffLDYzxswYIApDyBQkdADLJ/89tChQ9KnTx95+umnTUP95ptvyqJFi6RJkybmROHdd9/t9+7nERERMmXKFLOOun5ff/21+cExZMgQs34nnniiI94TAFB5tEnlb5M0UXfTTTfJb7/9JsuWLZOff/5ZwsLCzIHs+eefL2PHjjUT2wMAql8wt2cHDhyQefPmHfO4nlD1nC8JAOB/wdZeuecZV7/88ou5lYSEHgJZiHbT8/dKAPANvfJm1KhR5irKCRMmUMwAAL+hTQIA2ID2DAAQCGivADuF+nsFAPh+8lsdrgsAAH+iTQIA2ID2DAAQCGivADuR0AMsRuMNAHAK2iQAgA1ozwAAgYD2CrATQ24CFk9+W7t2bcnNzZWDBw9KeDhTZgIAaJMAAOAYCwBgM84JAvYioQcAAAAAAAAAAAA4GENuAgAAAAAAAAAAAA5GQg8AAAAAAAAAAABwMBJ6AAAAAAAAAAAAgIOF+3sFbLN//3756aefpFmzZhIVFeXv1QEABICsrCzZvHmznHTSSVKnTp1q+UzaKwBAILRXijYLAFBRHGMBAGxsr0joeZkm84YNG+bttwUABIHPP/9czj333Gr5LNorAEAgtFeKNgsAUFkcYwEAbGqvSOh5mfbMcwegdevW3n57AICFUlJSzMUg7jakOtBeOce478aZ+/Gnj/f3qgCA49orRZvlDLRXAAIJx1hA5dHmA85tr0joeZl7mE1N5nXq1Mnbbw8AsFh1DtVMe+UckxInmftmcdV7ghwAKqu6pxagzXIG2isAgYhjLKDiaPMB57ZXoT5fE1R67NRVq1aZe/gWZV19KGvK2TbU6eDk7bhrIo9knrOwbduPGIN6UnE2tlfsC+xHjO1HjJ2HmNjf5hNj+xFj5yKh52Aul8vfqxA0KGvK2jbUacoagbONbU7bbG5wFvaj9iPGoJ5UjK3tFfsC+xFj+xFj5yEm9rf5xNh+xNiZGHITAADAj277/jZzP/nCycQBAOBYtFcAAAQH2nzAueihBwAAAAAAAAAAADgYCT0HCwkJ8fcqBA3KmrK2DXWasgbbGNiPgrYS/KYCv5vBsVEw4PjXeYiJ/Yix/YixMzHkpkNFRUVJu3bt/L0aQYGypqxtQ52mrME2BvajoK0Ev6nA72ZwbBQMOP51HmJiP2JsP2LsXPTQAwAAAAAAAAAAAByMhJ5DZWVlSUpKirkHZW0L6jXlbBvqdHAi7vYjxvYjxqCegH1BcGB/bz9i7DzExH7E2H7E2LkYctPBcnNz/b0KQYOypqxtQ52mrBE429jkCyd77b3gPexH7UeMQT2pGFvbK/YF9iPG9iPGzkNM7G/zibH9iLEz0UMPAAAAAAAAAAAAcDASegAAAH40Z/MccwMAwMlorwAACA60+YBzMeQmAACAHz019ylz369ZP+IAAHAs2isAAIIDbT7gXCT0HCoyMlLatm0rISEh/l4V61HWlLVtqNOUNdjGwH4UtJXgNxX43QyOjYIBx7/OQ0zsR4ztR4ydi4SeQ2kij2QeZW0b6jXlbBvqdHAi7vYjxvYjxqCegH1BcGB/bz9i7DzExH7E2H7E2LmYQ8+hsrOzZd26deYelLUtqNeUs22o08GJuNuPGNuPGIN6AvYFwYH9vf2IsfMQE/sRY/sRY+cioedQLpfLbDh6D8raFtRrytk21OngRNztR4ztR4xBPQH7guDA/t5+xNh5iIn9iLH9iLFzMeQmAACAHyXWTqT8AQCOR3sFAEBwoM0HnIuEHgAAgB+NP3085Q8AcDzaKwAAggNtPuBcDLkJAAAAAAAAAAAAOBg99BwqMjJSWrVqJeHhhIiytgf1mnK2DXU6OHk77pOXTTb3IzqN8Mr7oerYtu1HjEE9qTgb2yv2BfYjxvYjxs5DTOxv84mx/Yixc5EtcqiQkBCJiIjw92oEBcqasrYNdZqyRmBtYx8v/9i6E6SBjv2o/YgxqCcVZ2N7xb7AfsTYfsTYeYiJ/W0+MbYfMXYuhtx0qOzsbNm4caO5B2VtC+o15Wwb6nRwIu72I8b2I8agnoB9QXBgf28/Yuw8xMR+xNh+xNi5SOg5lMvlksOHD5t7UNa2oF5TzrahTgcn4m4/Ymw/YgzqCdgXBAf29/Yjxs5DTOxHjO1HjJ2LhB4AAAAAAAAAAADgYCT0AAAAAAAAAAAAAAcL9/cKAAAABLO+iX39vQoAAJSJ9goAgOBAmw84Fwk9h4qIiJDk5GRzD8raFtRrytk21Ong5O24j+s3zivvA+9h27YfMQb1pOJsbK/YF9iPGNuPGDsPMbG/zSfG9iPGzkVCz6FCQ0MlKirK36sRFChryto21GnKGmxjYD8K2krwmwr8bgbHRsGA41/nISb2I8b2I8bOFZBz6KWmpsro0aMlISHBJL2SkpLklltukX379lXofb755hsZMmSIJCYmSs2aNaVly5Zy4YUXypw5c8TfcnJyzPfUe1DWtqBeU862oU4HJ2/Hffyc8eYG52Dbth8xBvWk4mxsr9gX2I8Y248YOw8xsb/NJ8b2I8bOFXAJvbVr10rPnj3l9ddfl969e8utt95qEnHPPPOM9OvXT/bs2VOu97nzzjvl7LPPloULF8rQoUPl5ptvlh49esgXX3whJ5xwgrzzzjviT/n5+XLw4EFzD8raFtRrytk21Ong5O24z02da25wDrZt+xFjUE8qzsb2in2B/Yix/Yix8xAT+9t8Ymw/YuxcATfk5vXXXy87d+6UZ599VsaOHVvw+Lhx4+Spp56Se++9V1566aVS32P79u3yxBNPSOPGjeXPP/+URo0aFSybMWOGnHLKKfKf//xHRo4c6dPvAgAAAAAAAAAAAFjVQ2/dunXy/fffmyE2b7jhhkLLHnjgAYmJiZG3335bDh06VOr7bNy40WSZ+/TpUyiZpwYNGiS1atWSXbt2+eQ7AAAAAAAAAPhLWkaOvD9/kzw7bY251/8DAOBEaX5sswKqh9706dPNvc57pxMzetIknA6VqQm/uXPnyuDBg0t8nzZt2khkZKTMnz9fdu/eLQ0aNChY9vPPP0t6eroMGzaszPXRnoJFE38pKSnmPjs7W7KysgoeDwsLk/DwcMnNzZW8vLxCr3Ev08d1udLX6t9603kCPZe5aRlERESY5GTReXxKWxYSEmK+v8vlMutZ3mVK18W9fhVZpu+p763vqe9d3mX6HfS76HcoOrRZacu0PLVcS1vmjoW7rPW+onEqWt7EqfQ4eZZ1ReNUXCyIU/Hbk3LX7erenoItTm7Fva4i+73iXu9NvmyvAjFuVW2vdD0992VV3b6UPl50fYJ9+/Ln7wraq8CIE7//qj9Ovm6vnNZmFd0XBNu+sOgyfR93O2jLb0LPGNsSJ367F46FO8ZaxsTJmb8B9Tkv/LReXp61QbJy/6rP93+5TK4dmCTXn5Rs3q+kbcYdY/f/Ocbyf3tVtP1kPxh4x1jutqWkGHrGmPbKzt9/7hi7/2/T77+qxKm8bZYvj7ECKqG3atUqc9+2bdsSE3Wa0Fu9enWpCb169erJ//73PzNMZ8eOHU3yrn79+mZ+vi+//FJOO+00efnll8tcnxdeeMH0DCxOamqq1KxZs+D/2hNQP/fAgQPmINWTJhT1pvPxbNu2zTymwdSbPl97HmZkZMiWLVsKva527dqSkJAgmZmZsmnTpkLLYmNjJTEx0VTg9evXF1qm69WiRQuzURRdphVK5yTUzy66TDe01q1bm783bNhQqDJqJWzXrp35e/PmzcdscBozfY6WS9FK2qpVK7PB6Xc/fPhwoWXJyclmw9mxY4cpH0/NmzeX6Ohoc8Cv5eSpadOmJsm7d+9e2bdvX6Fl8fHxEhcXJ/v37zcJXXdZa/nqMKwViZNb3bp1zWuJU+lxSktLKyhrrQ8ViZOnim5PwRgn/Wx3OVfn9hRscdJ2R8tO17PoD5SK7Pf0Ob7ky/YqGLcvd9vhuY1VZftS+llFv0ewb1/+/F1BexUYceL3X/XHydftldPaLF3mub8P9m1Mf+vo+tr0m9DzWFDLxIY48du9cJw8Y9y+fXvi5MDfgO8s3iNvLyq8T1F6ovTZGetk3/59clm3eiVuT+4Yuy/85xjL/7/d9XM920/2g4F3jOUe/c79/kXbK899q64L7ZV9v//cMdb6qfXRpt9/VYnTu3/sLVeb5ctjrBBX0RShg11zzTUyceJEcxszZswxy3X+vEceecTc7r777jLf7/PPP5fRo0cXqowaJD2AvPTSSyt99agmCBcuXGiShbZnpcu7jKtxiBNXj7I9sd8reZ+4fPly6dGjhyxdulQ6deok3kZ75ez26pOVn5g2/vz250uwX+1W3mX8riBO/K6ws71StFm+iZ032qzPVn9mlp3X9jyu0HZwnOihx2+LQPoNuHP/QRnw+CzJzitcjws9NzxUZt0+UOJqRjiqzaK9Kj6m7Aft+E340fKPzGMXdLjgmGW0V86JE78rqnd7SjucU+42q2FcjM/aq4DqoVcWd+F49kgpyWOPPSb33HOP3HTTTXLjjTdKkyZNZOXKlSYReNlll8nixYvNc0qjmeaic/B5BsYd8KI/rt3DaxWlJ+D0prTiabKwYcOGxywrSitscZ9V1jItp8osU5Vd5h4OsKLLdIP09jJ3LDzL2h2b8sapIsuIU0ShsvaMTXniVNFlwRwnLWe9MqZoOVfH9hRscSqpTld0v1fac7zBl+1VIMatPMtKi4l+ZknbWGW2oRGdRkhpgnX78ufvCtqriseC33/BsT35ur1yWpult+La+UCMXXEq2mZd3OViKUugtVnF7e8DPU7lWRZocaroMuVeVvTciueyYIuTzu8zZek22ZWeJQ1rRcmZneMlLjrCL3HKzMmTvYey5b15W0o9Meru9TB99V65uHfzYmNRdDvmGMt3cXMra1lJv6Vt3r5s+0142XGXlbhMecbY3TuWONn1+88zxlqv2Z6i5MfF2yvQZsX67BgroBJ62oVT6TBIxXF3CXU/ryQzZ86UO++8U8477zwZP358weOaCf3ss89Ml8gnn3xS/vGPf5gul/6g2WT9PjoUKChrW1CvKWfbUKeDE3G3HzG2HzEG9QTsC4ID+/sjF78/Nz1FJsxIOWa+nxsGtZaxp7Qu14XxpcnNy5d9GTmy51CW7DmYLbsPHrnXpJ0+tvtgtuw5mHXk/wezJT2rcC+msmgSkhgHDrY7+xFj+xHjv9q3+Rv2ytQl2+WThalVbrO8IaASeu7xY3WOvOKsWbOm1Dn23L7++mtzP2jQoGOW6XixvXv3Nom9RYsW+S2hBwAAgsO478aZ+/Gn/3WREQAATkN7BQQmTeaN/+HY82ia3HM/ftPgNoWW5ee75EBmTkEibo9JzB39Wx87mrhzP7b/sM6ZVv51Cg8NkfqxkRIaEiLb0jLLfL72KARQfWjzEcxy8vLl17V75Nul2+S7ZTvMxSgV4es2K6ASeu4E3Pfff2+yxO4uvSo9PV1mz55tJjns27dvqe/jHn+26Px3bu7Hq2NIGQAAENxSD1RsAmQAAPyB9goIPDrM5vMzUkp9zjM/rpEV2w5IembukZ51h470rMvLL3+GTjv41Y+JlHoxkSZRVz82ShqY/0eZ/zc4+pgubxATJbVrhptegbp+vR/5sVDPweLmIzqjc3yFvjeAqqHNR7DJys2TX9bslilLtsuPK3aY+fLckhvEyBmdm8jA1g3lijfm+73NCqiEXqtWrWTIkCEmoTdhwgQZO3ZswbL77rtPDh06JNdee63ExMQUjPW6du1aM8arvtZt4MCB8vzzz8srr7xint+0adOCZVOnTjWJwRo1akj//v2r+RsCAAAAAAAAlac97DbsOSQTZ62T7FJOPKo8l0umLt1+zOO1aoRLg9gok6jTpJwm50xizvzf/fiRhF3d6EgJC634sJ06h58O+1lcD0I3Xe451x8AAN5wODtPflq9S6Yu3SbTVuyUgx7DQbdtHCtDO8fLmV2aSLvGtQqGpnZCmxVQCT31wgsvmETbTTfdJNOmTZMOHTrIvHnzZMaMGWaozYcffrjguVu2bDHLW7RoIRs2bCh4/IILLpBTTz1VfvzxR7Nc59Jr0qSJrFixwgzHqeOLP/roo36dv04nX9VEY0mTsIKyDkTUa8rZNtTp4ETc7UeM7UeMQT0B+4LgEAz7ez0huWpHuizfekCWb0sz9yu3p0tGdl6530N7Hlzcu7lJ0mkSr25MhESFh0l10Dn8VNE5/rSXg3uOv2CPcaAhJvYjxvazNcaHsnJl+sqd8u3S7eb+cM5fbWXH+NomgaeJvNaNYn3SZnlDwEVEe9r9/vvv8p///Ee+/fZbmTJlisTHx5sEn/bSq1evXpnvoUN16uu0l98HH3xg5svLyMgwrz3zzDPNe2lPQH8KCwuTWrVq+XUdggVlTVnbhjpNWYNtDOxHQVsJflOB382w79hoV3qWGR5zud5MAu+ArNt1UIobHTM+robE1Ywwyb2ynNS2obn5g/Z60Dn8RvVLMr0k9Dvq/EM6ZFl5ejnYFmMbEBP7EWP72RTjA5k5Mm3FDjOc5s+rdxVKxHVrVsdc1KK3FvWPjProyzYrKBN6qlmzZvL666+X+bykpCTT2644OgznLbfcYm5OpMOF7t271yQZdV1BWduAek0524Y6HZyIu/2Isf2IMagnYF8QHKpzf6/zwU3xOLl3ZhVO7uUdHTLTnbRz3+t7F6VDXbZvHGt6FnSIry0dE47c63x1gTRHnZaV9hKsKNp05yEm9iPG9gv0GO87lC0/LN9hkm6/pOyWnLy/ckTHt6grZ3SJl6Gdm0jTOjWrtc0K2oReMMjPz5d9+/ZJnTp1/L0q1qOsKWvbUKcpawTWNnZr31u98j7wHvaj9iPGoJ5UnI3tFfsC+1VHjPVC8uempxwz/Nb9Xy4rGH7LPfdOSUNmrtxeOHG3clt6oWHA3GKjwk3iTpN27nsdFqxGRFjQzlHHduw8xMT+Np8Y2y8QY7wrPUu+X77dDKf569o95uIYpVO89m1ZT87sEi+nd2oijWvXkEBGQg8AAMCP+jXrR/kDAByP9goonibzikuYaXLP/bgOz6V2pmeapN2KbelHE3hpsn73oWKHzEyIq1EocdcxPk4S69aUUD0zWQFOmO8HQGChzYc/VaTH+44DmSaBN2XJNvltw96C9lR7rw9s08D0QB/SqbGZH9YWJPQAAAAAAACASpx0fH5GSqnPeWbaGpmzbo+s2XFQdh88dsjM8NAQaXt0yEx3Ak+HzKwbE+mVeDhhvh8AALzV4z11X4ZJ4k1dul0WbNxX8LzIsFAZYJJ4TeS0jo2lTrR32lGnIaEHAADgRyM+GmHuJ184mTgAAByL9go4lvYgyC5lfjqlQ37NWbvH/F0rKlw6FOp1V/qQmd7kz/l+AAQW2nw4scf7/PV7JT0zR/5ITSvU2/zkdg3NRSqndGgktWvYf6EKCT2HCg8Pl/j4eHMPytoW1GvK2TbU6eBE3O1HjO1HjEE9AfuC4OCr/b32Ili765B8u3RbuZ7/t24Jcsfp7cyQmaXNp4eKo013HmJiP2Jsv+qOcXl6vP+SstvcR0eGyaD2jUxPvEHtGklMVHDlT4Lr2waQsLAwiYuL8/dqBAXKmrK2DXWasgbbGNiPgrYS/KYCv5vh3WOjjOxc+TVlj8xcvVNmrtolqfsOl/u1/VvVl2b1ogmJD3D86zzExH7E2H7VHePy9HhXl/dtIfee1aFaerY7FQk9h8rNzZX9+/dLnTp16KVHWVuDek0524Y6HZyIu/2Isf2IMagnYF8QHKqyv3f3wpu56kgCT4f6ys7762RjvZhI6ZtcT75fvkNy810lvo8OB6ZDgcE3aNOdh5jYjxjbr7pjrPO7lkejWlFBncxTJPQcKi8vT3bv3i21atUioUdZW4N6TTnbhjodnIi7/Yix/YgxqCdgXxAcKrq/1154Ot/djFXH9sLTkTK7Nasjg9o1lJPbNZIuTeMkLDREnp22ptg5f9xuGNTazF8H36BNdx5iYj9ibL/qjPHCTfvkyz+2luu5DWtFSbAjoQcAAAAAAICg49kL76fVu2TeusK98OpGR8hJbY8k8Aa2aSD1Y489kTj2lNbmfsKMFMnyGC5Me+ZpMs+9HAAA/OWPzfvlqR9XmwtoyoMe70eQ0AMAAPCjJ4c8SfkDAByP9gq2cPfC0xOIOh/e5r3H9sI72STxGkrXxDqmF15pQkJC5KbBbWRUvySZunSbGTZMexDoMJv0zAMQiGjz4UtLt6TJUz+slmkrd5r/x0SGyRUnJInLJfLCzLUlvo4e70eQ0AMAAPCjZnHNKH8AgOPRXiGQe+Gt231Ifl2/1fTEm6dz4eUW7oV34tEE3oltGhbbC688NHl3ce/mXlxzAPAP2nz4wrKtafL0j2vkh+U7zP9rRoTJqP5Jcs2JLc28tNpe6/x49HgvHQk9hwoLC5NGjRqZe1DWtqBeU862oU4HJ2/HfXPaZnPPQZNzsG3bjxiDelJxNrZX7AsCS1pGjkzx6AF3Zik94A5n58mcdbtl+oodMmPlTtmStq5wL7zEODmpXSMzH155euHBudiOnYeY2N/mE2P7eTPGK7cfkKd/WCPfLttu/l8jIlT+3u9IIq+Bx0U09HgvHxJ6DqWTTdarV8/fqxEUKGvK2jbUacoagbWN3fb9beZ+8oWTvfaeqBr2o/YjxqCeVJyN7RX7gsCgV+w/Nz3lmCv27/9yWaE56tbvPiQzdBjNYnrh1SmYC69qvfDgPGzHzkNM7G/zibH9vBHj1TvS5Zkf18g3S7YVzIE3sm8LufakltKoVo0SX0eP99KR0HOo3NxcOXDggNSuXdtsQKCsbUC9ppxtQ50OTsTdfsTYfsQY1BOwLwgcmswb/8PqYx7X5J4+Pn3lDtl7KEc27c04phfewDYN5PimNaVf2wSJiiy+Nx8CG2268xAT+xFj+1Ulxik7D8oz09bI139uNfPiRYaHyqW9m8v1J7eSRrVLTuShfMgUOVReXp7s3LlTYmJiSOhR1tagXlPOtqFOByfibj9ibD9iDOoJ2BcEzjCbz89IKfU5izenFfTC0953phde24ZmGK+srCxZv369iOuv3nqwC2268xAT+xFj+1Umxut2HZRnp62RL//YKvmayAsLlYt7N5PrT24tTeJI5HkLCT0AAAAAAAA4js6Z5zl0ZkmuO7mV3D6kHXPhAQBQzTbsPiTPTl8jny/aYhJ5EWEhcsnxzcyw2Al1ahIPLyOhBwAAAAAAAMfIzMmTaSt2ysSf15Xr+dERYSTzAACoRpv2ZMhz09fIp4u2SF6+S8JDQ2TE8YkmkdesXjSx8BESegAAAAAAAPArl8slCzbuk08WbjHz7qRn5pb7tQ1rRfl03QAAwBGp+zJkwowU+ej3VMnNd5kLai7smShjT2kjzeuTyPM1EnoOFRYWJg0aNDD3oKxtQb2mnG1DnQ5O3o775Asne+V94D1s2/YjxqCeVJyN7RX7Audc4f/Zoi3y6aJU2bgno+Dxzk1ryxmd4uWZ6WtKHXYzKjxUzugcX+wyYmw/Yuw8xMT+Np8Y26+4GG/df9gk8ib/vlly8lwSGiIyvEdTuemUNpLUIMav6xtMSOg5lE42qRsNKGubUK8pZ9tQp4MTcbcfMbYfMQb1BOwL/OtAZo5M+XObfLpwi8zfsLfg8ca1o2RY96YyvHuitGtSyzyW53LJ+B9Wl/heOrRXXHREscvY39uPGDsPMbEfMQ6uGG9Py5QXZqbIB/M3S3ZevoSEiAw7LkFuGtxGWjaM9feqBh0Seg6Vl5cnBw8elNjYWHrpUdbWoF5TzrahTgcnb8d9zuY55r5fs35eWDt4A9u2/YgxqCcVZ2N7xb6geuXm5cuslN3yyYJU+WH5Dsk62uuuZkSYDO3cxFzl379Vg2Pmwht7Smtzr70C3K9x98zTZJ57eXGIsf2IsfMQE/vbfGJsP43x+u175e3fd8j7v202PeU1kXdOtwS5eXBrad3oyEU3qH4k9BwqNzdXtm3bJsnJyST0KGtrUK8pZ9tQp4OTt+P+1NynrDtBGujYtu1HjEE9qTgb2yv2BdVj+dYD8unCVPl88VbZfTCr4PF+LeubJN4ZXeIlNqrk01MhISGmF8Cofkkydek22ZWeZebM02E2S+qZ50aM7UeMnYeY2N/mE+PAlpaRI1M82tMzi7Sn+viE6avlPdMjz2UeO6tLvNx8ahtp25hEnr+R0AMAAAAAAIDX7EzPlC8WbZVPFqbKyu3pBY+3bBAj5/dMlHOPS5DEutEVek892Xhx7+ZECQCASnC5XPLc9JRjerzf/+Uy0+P90t7N5JVZ6+WtORskM+fI8iEdGsqtQ9pLh/jalLlDkNADAAAAAABAlWTm5Mn3y3eY3ng/r94l+Ucu6pc60RFyTtcEk8jrlhhnetwBAIDqpcm84uak1eSePv7c9DWSc7RH3uD2DWV4myg59fj2EhUVRagchIQeAAAAAAAAKiw/3yW/bdgrny7cIlOWbJP0rFzzeERYiJzarpEM75Eog9o3lKjwqg9TDgAAKj/M5vMzUkp9jibzTmzTQO44vb20bVhD1q9fT3E7EAk9hwoNDZW6deuae1DWtqBeU862oU4HJ+JuP2JsP2IM6gnYF1TNht2H5NNFW+SzRamyee/hgse1B572xDu7a4LUi4n0e0Vjf28/Yuw8xMR+xDiw5OW75P3fNkq2xzCbJTmzS7x0SYyTnJwcchMORULPoSIiIqRx48b+Xo2gQFlT1rahTlPWCKxtLLF2otfeC97BftR+xBjUk4qzsb1iX1D4yv0pS7fJrvQsaVgrSs7sHG/mrCv6nK+XbDW98RZs3FfweHxcDTmve1MZ3qOptG5US5yEGNuPGDsPMbG/zSfGVW9TvSk3L1+2H8iU1H2HzW2Luc+QLfuP/H/r/sOS6x4Huwy6zooYOxcJPYfKy8uTjIwMiY6OlrAwhqagrO1AvaacbUOdDk7ejvv408d7Zb3gPWzb9iPGoJ5UnI3tFfsCEZfLZebUmTAjxcyh43b/l8vkhkGt5R8ntZRZa3bLJwtT5cflOyU778hzoiPD5IzO8XJ+j6bSt2V9CQ115rx4xNh+xNh5iIn9bT4xrlybOvaU1pWaR1Z71m1LcyfqjiTrUo8m6/QxTeZpL7zSxEaFy8Gjw2KXRhOQihg7Fwk9h8rNzZUtW7ZIcnIyCT3K2hrUa8rZNtTp4ETc7UeM7UeMQT0B+4Ij9MTj+B9WH1Mh9ESkPv7izLVyOCfPPKbnIAe0bmB64g3t3ESiI51/Son9vf2IsfMQE/sR48q1qeqmwW2OWZ6Zk2d60ZkEnbnP8EjeHZYd6ZniKqODXePaUdK0Tk1JrBstiXVrStO6R/7Wx/SmScHej/xYKNFYVFR4qLlYhxg7m/N/fQEAAFhs8rLJ5n5EpxH+XhUAAEpEe2XnkGDPz0gp9TmazEtuECMjjm8mw7onSHxczWpbPwCAf9Dm+6ZNfW76GqkZESZ7DmUXGhLTPcxlSbQTvA5vbRJ0JlFXs1DyLr5ODYkKL330oJqRYaaXYHEJRzdd7suhQeEdJPQAAAD86OPlH5t7EnoAACejvbKPzu+jV+yX5ZoTW8olvZtXyzoBAPyPNt83bWpOnksenrLimMfDQkOOJuz+6lXn7mXXrG60NImrIRFhoVJVOuSnKjokqPbMcw8JCucjoQcAAAAAABBkyuoR4La7nM8DACBYlbdN7ZxQW4Z0avJX8q5uTWlcK0rCvZCwK4vO36dDfo7qlyRTl24z66xz5ukwm/TMCxwk9BwqNDRUateube5BWduCek0524Y6HZyIu/2Isf2IMagnCPZ9wb5D2TJrza5yPVdP9gWqYI5xsCDGzkNM7EeMC3O5XGYIzfIY2beFXOznXu+avCtrHYixc5HQc6iIiAhJSEjw92oEBcqasrYNdZqyBtsY2I+CthL8pgK/m4uTn++Syb9vlv99u1L2ZeSUWUg6DJdeuR+oODayHzF2HmJiP2L8lyWpaXLfl0tl4ab9VrWpxNi5uETJofLz8yUjI8Pcg7K2BfWacrYNdTo4EXf7EWP7EWNQTxCM+4JlW9Pk/Jd+lbs+XWKSef1b1Zcr+ieV+hqdUyeQh+EKthgHI2LsPMTEfsRYZM/BLLn70z/lbxN+Mcm8BrFRMqRjY2vaVGLsXCT0HConJ0c2bdpk7kFZ24J6TTnbhjodnLwd976Jfc0NzsG2bT9iDOpJxdnYXgXLvuBAZo7c/+UyOee5X2TRpv3SqFaUPHtJd3l3TB+575yOMu60tqbXgCf9vz4+9pTWEsiCJcbBjBg7DzGxv80P5hjn5OXL67PXy8lPzJT352+WsJAQuXpgsky//SR5+fKe1rSpwRxjp2PITQAAAD8a128c5Q8AcDzaq8Cc0+eLxVvloW9WyO6DWRIWGiKj+yfJrae1kVo1/uohcNPgNjKqX5JMXbpNdqVnmTnzdEiwQOlFAADwLtr84v2aslvu/2qZrN5x0Px/YJsGct85naR1o9iC59CmwtdI6AEAAAAAAFhkzY50+fcXS2Xuur3m/z1b1JUHz+0sHRNqF/t8Td5d3Lt5Na8lAADOt3lvhjwyZYVMXbrd/L95vWj599kd5dQOjSQkJOSY59OmwpdI6AEAAPjR+DnjzT1XQQIAnIz2KjAcysqVZ6etkVd/WS+5+S6pFxMpd53RXi7okSihoceedAQAoCja/CMOZ+fJSz+tNbes3HypGREmN57SWq4akCw1IsKoOPALEnoOFRoaKrGxseYelLUtqNeUs22o08HJ23GfmzrXK+8D72Hbth8xBvWk4mxsr2zaF+jwmt8u3S7//Xq5bEvLFO0wcGmf5vLP09tJnehICVY2xRjFI8bOQ0zsb/Ntj7G2qdob7+FvVsiW/YfNY3/rliB3n9le4uNqSjCwPcaBjISeQ0VEREhiYqK/VyMoUNaUtW2o05Q12MbAfhS0leA3FYLnd/P63Yfkvi+Xyc+rd5n/d2kaJw8N6yzdmtWRYGdLjFEyYuw8xMR+Nsd41fZ0eeCrZfLr2j3m/x3ia8sDf+skvZPrSTCxOcaBjoSeQ+Xn50tOTo7ZeMiEU9a2oF5TzrahTgcn4m4/Ymw/YgzqCWzYF2Tm5MkLM9fKSzPXSnZevtSuES53DG0vl/ZuLmEMr2lFjFE2Yuw8xMR+NsY4LSNHnvpxtbw9d6Pk5bukTnSE3D6knVwSpG2qjTG2RUBGIzU1VUaPHi0JCQkSFRUlSUlJcsstt8i+ffsq/F6zZs2S888/X+Lj48176f2QIUNkypQp4k+6waxfv97cg7K2BfWacrYNdTo4EXf7EWP7EWNQTxDo+4LpK3fIaU/9ZObL02Te+T0SZfrtJ8vlfVsE5YlHG2OM8iHGzkNM7GdTjDV59/78TTLoyZnyxq8bzHCbf+/XQmbefrKMDOI21aYY2ybgeuitXbtW+vfvLzt37pRzzz1X2rdvL/Pnz5dnnnlGvv32W5k9e7bUr1+/XO/10EMPyb///W9p0KCBnH322SaZt3v3blm0aJHMnDlTzjzzTJ9/HwAAAAAAgPJI3ZchD3y1XH5YvsP8v32TWvLfczsH3VBgAABU1e8b9sr9Xy2TpVsOmP/3Sa4n9/+tkxlmE3CqgEvoXX/99SaZ9+yzz8rYsWMLHh83bpw89dRTcu+998pLL71U5vt89NFHJpl36qmnyqeffiq1atUqtJzsMwAAqA4XdLyAggYAOB7tlX9l5+bLxFnr5LnpayQzJ19iIsPk1tPayqj+SRIRFpCDLwEAHMr2Nn/HgUx5dOpK+WzRFvP/+Lgacs+ZHeTsrvESEhKcPfIQOAIqobdu3Tr5/vvvzRCbN9xwQ6FlDzzwgLzyyivy9ttvy5NPPikxMTGljgF75513SnR0tLz33nvHJPOUjg8LAADgayM6jaCQAQCOR3vlP7NTdsu/v1gq63YdMv/XE47/OqujNImr4ce1AgDYytY2Pys3T177ZYO5OCYjO08iw0Pl2hNbynUnt5LoyIBKkyCIBVRNnT59urnXOe6KTsaoSbkTTjjBJPzmzp0rgwcPLvF9fv31VzMG7AUXXCB169aVb775RpYuXSo1atSQ3r17S79+/cq1PtpTcNeuXYUeS0lJMffZ2dmSlZVV8HhYWJiEh4dLbm6u5OXlFXqNe5k+rsvdr3c/pjyXuWkZaOLRPUlleZfplQaRkZFmTGD9nPIuUzrPoPL8buVZpu+p763vqe9d3mXuiTf1O+h3Ke8yLTst19KWuWPhLmu9r2icipY3cSo9Tp5lXdE4FRcL4lTy9qTlXnQbro7tKdjipK+tWbNmsb26K7LfK+5zvcmX7VUgxq2q7ZV+P899mWL7sut3Be1VYMSJ33/VHydft1dOa7OK7gsCsc3y1zbmycm/LTxj7MQ47TqYLf/9apl8s2S7eSy5QbT858x2clL7JkEVp/IuKy4WnjFme3JunMq7rLhtxh1jN46x/B+3ou0n7VXgbl8lLfOMcaD8rvhpzR55ZOoq2bAnw/z/1PYN5a7T20izetESGnLk+9oWJ08VjZM7xu7/87siyzHHWAGV0Fu1apW5b9u2bbHL27RpYxJ6q1evLjWh99tvv5n7xo0bS48ePWTJkiWFlp944ony8ccfS8OGDUtdnxdeeMH0DCxOamqqOcnr1qhRI6lXr54cOHDAHKR60jn89Hbw4EHZtm1boWXp6emmJ2FGRoZs2XKkG7Bb7dq1JSEhQTIzM2XTpk2FlsXGxkpiYmLBBJaedL1atGhhdmxFl2mFatmypalMRZfpRty6dWvz94YNRyYJddNK2K5dO/P35s2bj9lpasz0OVouRStpq1atzI5Dv/vhw4cLLUtOTjYbx44dO0z5eGrevLkpGz3g13L11LRpU5Pk3bt3r+zbt6/QMp0rMS4uTvbv32/mTHTT8q1snDQxrPWJOJUvTu66XJk4KeJU+vak27Fur0X3GdW5PQVTnPR99URjVfZ7+hxfqo72KtDiVpX2Suu6vs7ze1Zl+7rv1/tMud3S4ZZCy9i+/P+7gvaK33/s96q3vXJam+Ve5r4P9mOs59c8b77Lncfdad1vQn1/J8UpL98lv+wMl+dmrJODWbkSFRYil3SrK8M71ZHI0AOSmVmH3+4VjNPWrVsdtT1xjOX97cl94T/HWM5pr9z7bravwDsW/u+8/5rH7up+V6n7QY2x0/eDqWnZ8vJve+S31COJvOT6NWVMjzrSs2m05KbtkPVp9p2z8GZ75f58zglucMwxVoiraIrQwa655hqZOHGiuY0ZM+aY5Tp/3iOPPGJud999d4nvo8seffRRk7XXyqxz7vXp00c2btwot912m3z33Xdy0kknycyZMyt19eiwYcNk4cKF0rFjx0pfPaBh0b91Q3Py1W7lXebkq3HcZa2Pu2+2XZXolDi5y0fLUd+Lq0d9EyelDYKWu+fY34Fy1VQgbU/6Ovf3KzrOekW2p+XLl5sLTLS3eKdOncTbfNleBeN+UF+n6+rel1V1+7rk00vM4+8Oe/eYZcG8fdFeESd+/zlve/J1e+W0Nku/t+dv12DbFxZdNvKLkeY9tb2y5Teh57Ggvs4JcVqwab888PVKWbXjYEEPgruHtpXEun8ls/ntXv44ecZYR2XyVpzKEwviVD3bkzvGejJaY8Exlv9/u3tud+73ZPsKrGOsSz+71DzmPkYtGkPPGOsyJ+4H9x/KlBd/Wi9vzt0kOXkuiY0Kl1tObSMj+zSTEFfhz+NY+Ng4uWOsbaeWKecEsxxzjBVQPfTK4i6csiavdG/s+nztidetWzfzfy2wzz77zGRQf/rpJ5kzZ06pw2/qFQF6K44Gxh1UT+6EUXF0p6M3d0XQ7KwmHIsuK0o3uOI+q6xlWk6VWaYqu8ydbKjostLmNKzsMncsPMvaHZvyxqkiy4jTkR8p7rL2rCfliVNFlwVznLRO6xVFRcu5OranYIuTlrVeaVVSWZd3v1fac7zBl+1VIMatPMvKiklx+7KqbEOlff9g3b78+buC9qriseD3X3BsT75ur5zWZrmvqi26vw/E2BWnom2W50UsJQm0NsvzWNBdVv6K0+6DWfLo1JXy8YIjV2lrAu+Bv3WSwR0al/g6fruXHYui51aqGidvx8Km7amiy7y1PXnGWF/DMZb/41Y0JsXFrbSYFsX2Vf3bl7vHa9HnuePkGWP3c50SJz3f/+Wf2+T/pqyUnelHEi0jjk+UO05vLw1rlfy9A3k/WJFl5Y1F0fPltFdRjjnGCqiEnna1VWlpacUud3cJdT+vJDp0h9Jur+5knmdX2dNPP11effVVmT9/frnn0wMAAAAAAChOWkaOTFm6TXalZ5kTimd2jpe46AgzvOZ78zfJ49+ulAOZuRIZFir/OKmlXD+otdSIKD7xAgBAsCqpPVVLUtPkvi+XysJN+83/j2tWR+7/WydzD9gioBJ67nFJdY684qxZs6bUOfaKvk+dOnVKTfgVHWsWAAAAAACgvLSnwHPTU2TCjBTJyv1riK/7v1wm5/dMlCWp+2XJliMXJw9s00D+e25nSW4QQwEDAFDO9vTKE5Jk36FsmbwgVXQAvwaxUXLXGe1lePemEhpa+kh+QKAJqITeoEGDzP33339vhkJyd+lV6enpMnv2bNPDrm/fvqW+z4knnmi6imoCUMcqLdqtUccrVUlJST75HgAAAAAAwH568nH8D8delKwnI9+bt8n83aR2DfnPOR3ljM5NypxCBACAYFRae/rST+vM3+GhITJ6YLKMPaW11KpR8tCSQCALqIReq1atZMiQISahN2HCBBk7dmzBsvvuu08OHTok1157rcTEHLmaTSdrXLt2rRnjVV/r1qBBA7nooovk3Xfflf/+97/y0EMPFSz74Ycf5LvvvjPDdg4dOlT8xXPSWFDWtqBeU862oU4HJ2/H/da+t3rlfeA9bNv2I8agnlScje2Vr/cFOizY8zNSSn1OWGiIfHJ9f2lap6ZP1iHYsb+3HzF2HmJif5tf3TEuT3uqHfE++kc/6d78yMh7qBq2Y+cKqISeeuGFF6R///5y0003ybRp06RDhw4yb948mTFjhhlq8+GHHy547pYtW8zyFi1ayIYNGwq9z/jx483r9Pk///yz9O7dWzZu3CifffaZmSB44sSJJQ7JWR10p6hz/IGytgn1mnK2DXU6OHk77v2aMV+v07Bt248Yg3pScTa2V77eF+gcP9kew4IVR+fQm7V6l1zcu7nP1iOYsb+3HzF2HmJif5tf3TEuT3ua7xJZtT2dhJ6XsB07119jVgYI7Wn3+++/yxVXXGESck8++aTphacJvjlz5kj9+vXL9T6NGjUyr7/11ltl8+bN8uyzz8r06dPlrLPOklmzZsmFF14o/h4XWIcV1XtQ1ragXlPOtqFOByfibj9ibD9iDOoJqmNfsCs9y6vPQ8Wxv7cfMXYeYmK/6o4x7Wn1Yzt2roBL6KlmzZrJ66+/Ltu2bTNz4GnPumeeeUbq1atX6Hk6B55WvqK989z0+dpTb/369eZ99uzZI1988UWZc/BVB12f1atXm3tQ1ragXlPOtqFOBydvx33ERyPMDc7Btm0/YgzqScXZ2F75el/QsFaUV5+HimN/bz9i7DzExP42vzpjrOf2dxzILNdzaU+9h+3YuQJuyE0AAAAAAACn69G8jujsQqX1X4gKD5UzOsdX41oBABAYVu9Ilwe+WiazU/aU+VzaUwQLEnoAAAAAAABetHlvhox56/dSk3nqhkGtJS46grIHAOCotMM58syPa+TNORvMXLN1oiOkR/O6Mn3lTtpTBD0SegAAAAAAAF6yYfchuXTiXNmalildm9aWAW0ayqu/rJes3PxCPQk0mTf2lNaUOwAAIpKf75KPFmyWx75dJXsOZUtoiMjIvs3lttPamaTec9NTZMKMFNpTBDUSeg4WHk54KGv7UK8pZ9tQp4MTcbcfMbYfMQb1BL7YF6TsTJdLJ86TnelZ0rNFXXn9yl5Su0aEXHtiK5m6dJvsSs8yc/zoMJv0zKse7O/tR4ydh5jYz9sxXrRpn9z35TL5MzXN/L9XUl2575xO0rlpXMFzbhrcRkb1S6I9rSZsx85ExsihoqKipHVrrtSjrO1CvaacbUOdDk7E3X7E2H7EGNQT+GJfsGLbARk5aZ7pVdC3ZT15dVQviYk6ctpFk3cX925OwVcz9vf2I8bOQ0zs580Y70zPND3yPl6Qav7fuHaU3HNmB/lbtwQJCdGZaAujPa0ebMfORUIPAADAj54c8iTlDwBwPNqr0i1JTZPLX5sn+zNyZGCbBvLK5cdLzciwaooOAACB1eZn5+bLm79ukGemrZGDWbkSGRYqYwYmm+Go3RfDADhWaDGPwQGysrJk1apV5h6UtS2o15SzbajTwcnbcW8W18zc4Bxs2/YjxqCeVJyN7ZW39gULN+2TSyfNNcm8Uzs0kol/J5nnFOzv7UeMnYeY2N/mVzXGP6/eJWc887M8PGWFSeYNbt9Ivr/1RPnn0PYk8xyC7di5SHc7mMvl8vcqBA3KmrK2DXWaskbgbGOb0zabe9tOkgY69qP2I8agnlSMre1VVfcF89btkdFv/CaHsvPkjM5N5JmLu0tkONdOOwn7e/sRY+chJva3+ZWJ8aY9GfLQN8vl++U7zP+TG8TIf87uKIPaN6rC2sJX2I6diYQeAACAH932/W3mfvKFk4kDAMCxaK+O9cua3TLmrd8kMydfzj0uQZ68sJuEh5HMAwAENm+3+Yez8+TFmSny0s/rzFCbMZFhMnZwG7nyhCSJCmd4aqAiSOgBAAAAAABUwIyVO+XadxaYE5Mjjk+U/xveVcJCQyhDAAA8enh9s2SbPPLNCtmalmkeO697U7nrjPbSuHYNygmoBBJ6DhYSwsEAZW0f6jXlbBvqdHAi7vYjxvYjxqCeoLL7gm+Xbpex7y+UnDyXjOzbXP77t84SSjLPsdjf248YOw8xsV9ZMV65/YDc/+Uymbtur/l/p4Ta8sDfOsnxSfWqaQ1RVWzHzkRCz6GioqKkXbt2/l6NoEBZU9a2oU5T1mAbA/tR0FaC31Twze/mr/7YKrd8uFjy8l1y1YBk+ddZHTjh5WAcG9mPGDsPMQnuGKdl5MhTP66Wt+duNG1l3egIueP09nJRr2b0ZA8gbMfORUIPAAAAAACgDB8vSJV/fvyH5LtEbhjUSm4f0o5kHgAAIiZ59+Fvm+Xx71bKvowc0Y7ro/q1kHGntZO46AjKCPASZmt2qKysLElJSTH3oKxtQb2mnG1DnQ5OxN1+xNh+xBjUE1R0X/DevE1yx9Fk3rjT2preBgxF5Xzs7+1HjJ2HmARfjBds3CvnTvhF7vlsiUnm9UmuJ9/cNFAeOLczybwAxXbsXPTQc7Dc3Fx/r0LQoKwpa9tQpylrBM42NvnCyV57L3gP+1H7EWNQTyrG1vaqPPuCN2avl/u/Wm7+vvuM9nLtSa2qYc3gLezv7UeMnYeY2N/ma4x3pmfJ+M9XyGeLtpjH4uNqyL1ndZCzusRz0YsF2I6diYQeAAAAAABAMV76aa08OnWl+fv+czrKFSckU04AgKCWnZsvHy3dJ+//uUEysvMkMjxUrj2xpVx3ciuJjiTdAPgSWxgAAIAfzdk8x9z3a9aPOAAAHCvY2iuXyyXPTkuRp35cLSEhIg8P6yKX9mnu79UCAMCvbf6MVTvlgS+XyYY9Geb/Qzo2ln+d1VGa148mMkA1IKEHAADgR0/NfSqoTpACAAJTMLVXmsx7/LtV8sLMtRIaIvLYBd3kgp6J/l4tAAB8Li0jR26d8rBk5ebLP3u9JGd2jjfz4G3YfUge/Hq5TFu50zwvsXaEmSNvcKcEogJUIxJ6DhUZGSlt27ZlvGHK2irUa8rZNtTp4ETc7UeM7UeMQT1BSfsCTeY99M0KefWX9RIWGiJPX3ScnNONk5WBiv29/Yix8xCTwKTt33PTU2TCjBRJDUkzj9396RK5/8tl0i0xThZt2i85+S6JjQqXmwa3lr/3bSFREWH+Xm34CNuxc5HQcyg9oPA8qABlbQPqNeVsG+p0cCLuzruCdMrSbbIrPUsa1ooquIK0Koix/YgxqCcobl+Qn++S/3y5VN6Zu0kiwkLkuUt6yNDOTSisAMb+3n7E2HmISWDSZN74H1Yf+Y/H4ZT21Ju/YZ/5W3ur/3NoO2lUq4af1hLVhe3YuUL9vQIoXnZ2tqxbt87cw7co6+pDWVPOtqFOByfi7qS5jdZI70d+NFeO6sGn3uv/9XFdXlnE2H7EGNQTFN0X5OW75K5P/zTJvMjwUHnl8uNJ5lmA/b39iLHzEJPAvEjy+RkppT5HL3T591kdTTKPGNuPGDsXCT2H0pNQuuFU5WQUKGunoV5TzrahTgcn4u6sK0j1ilFP+n99XJdXFjG2HzEG9QSe+4Kc3DwZN3mxTP49VWpEhMpro3rJoPaNKCQLsL+3HzF2HmISeHTEk+wix1VF5eS5ZOrSbeZvYmw/YuxcDLkJAADgR4m1Eyl/H1xBqnM/jOqXVOXhNwEAdrdXeoJy3MdL5bvlOyUmMkxeu6KX9GlZ39+rBQBAtdHpCzyFSf1yPQ9A9SOhBwAA4EfjTx9P+fvgClLtqadXkF7cuznlCwBeYGN7lZWTJw/N2C7zUjOkVo1weXN0b+nRvK6/VwsAgGqlc5F7qpdzdbmeB6D6MeQmAAAAAkp5rwzlClIAQEkOZ+fJ9e//YZJ5dWpGyHtj+pLMAwAEpTM7x0tUeOlpAl1+Ruf4alsnAMUjoedQkZGR0qpVK3MPytoW1GvK2TbU6eDk7bhPXjbZ3FB+5b0ytLJXkLJt248Yg3oS3O3VoaxcufKN+fLL2r1SLyZC3ru6j3RJjPP3asEH2N/bjxg7DzEJPDpNwQ2DWhf8/1DYLHPzpMvd0xkQY/sRY+cioedQISEhEhERYe5BWduCek0524Y6HZy8HfePl39sbnDOFaRs2/YjxqCeBG97dSAzR/7+2nyZu26vNKoVJZOv7ScdE0jm2Yr9vf2IsfMQk8A0tFPjgr8zQmebm/u4atxpbWXsKX8l/Iix/YhxkCf0srKy5L777pMTTjjB3O666y5JT0+vjo8OWNnZ2bJx40ZzD8raFtRrytk21OngRNz9T68M/cdJrUp9jucVpBVFjO1HjEE9CU77M7Jl5KR5smDjPkmIqyHvjj5eIg7v5bjbYuzv7UeMnYeYBKZXf9lg7i88PtH0Wm/bpJY8OryLzL/nVLlpcJtCF7QSY/sR4yBP6N14441y4MABmTFjhvz0008SFRUlF198cXV8dMByuVxy+PBhcw/K2hbUa8rZNtTp4ETcnSG5QbS5L6mfZJtGsZV+b2JsP2IM6knw2XMwSy6ZOE/+TE2T5vWi5cNr+0nzejU57rYc+3v7EWPnISaBR+ce/2zRFtGc3fUntzbtpB5PXdy7ebEXSRJj+xFj5wqvjg/56quvZN68eQVzzdx9991Su3Ztyc/Pl9BQRv0EAABAxQ4uXpt95ArSf53VUWKiwsxBqM6ZtzM9S8b/sFru+PhPadO4lrSuQmIPAGCHnQcy5bJJ82TNzoPSskGMvHt1H4mPq2lGEwIAINi9PWeDZOfly2kdG0tygxh/rw4Afyf0mjdvLp9//rncfPPN5v+vv/66JCUlkcwDAABAhc1fv9f0sKgXEymX9W0uNSLCCiX7Vu1Il2/+3Cb/eGeBfH7DCRIbVS0/eQEADrQt7bBcOnGerN99SNo2jpV3xvSRRrVq+Hu1AABwhMPZefL23I3m72tObOnv1QFQhmo5uzFx4kQ577zzZN26dXLo0CGZOnWqfPHFF9Xx0QAAAI7WN7Gvv1ch4Eyctd7cj+zbolAyT+ncDo+d31VWb083PTH++fEfMuHSHoXmfAAABEd7tXlvhlw6aa5s3ntYOsbXNsk8vRgEAAAc8cnCVNmXkSPdmtWR41vUDdg2HwgW1ZLQ69Spk5x11lmmZ17Dhg3l5JNPNo+hZBEREZKcnGzu4VuUdfWhrCln21Cng5O34z6u3zivvE+wWLfroExbuUMiw0Pl7/1aFPucmKhwefnynnLu87NlypLt8srP6+Tak1qV+zPYtu1HjEE9sa+9SsvIkSlLtxUMwdwpobb84+0FsjUtU7olxslbo/scMw8Q+wL7EWP7EWPnISaBIz/fJa/+cuRiyasHJhdcBFlWm0+M7UeMgzyhd9ttt8mCBQtk1apVJqF3zTXXyKWXXiqfffZZdXx8QNK5BaOiovy9GkGBsqasbUOdpqzBNmaz12avF5dLZHj3ptIgtuTfSi0bxsqTI7rJNW8vkP99u1K6NI2T/q0blOsz2I/ajxiDemIPHWr5uekpMmFGimTl5h+zvGfzOvLG6N5Sq8axF+KwL7AfMbYfMXYeYhI4flyxwwxJ3bROTRnaqUm5X0eM7UeMnSu0Oj7k3XfflTfeeEPi4+MlPDxcnnzySfnmm2/MD28ULycnR1JTU809fIuyrj6UNeVsG+p0cPJ23MfPGW9uKNu+Q9ny8YJU8/dVA5LLfP6QTk3khkGtJN8lcuP7i2Tr/sPlKma2bfsRY1BP7GmvNJk3/ofVxSbzVL9WDYpN5in2BfYjxvYjxs5DTALHpKNTGYwekCzhYaHlbvOJsf2IcZAn9BITE2XTpk0F/1+9erW0aNGCuUxKkZ+fLwcPHjT38C3KuvpQ1pSzbajTwcnbcZ+bOtfcULZ35m6UzJx8ObldQ2nTuFa5imzcae1kYJsGsvdQtlz37kLJys0r8zVs2/YjxqCe2NFe6TCbz89IKfU5E2etM88rDvsC+xFj+xFj5yEmgeGPzftl/oa9UqtGuFzUq1mF2nxibD9iHOQJvUmTJsm4ceNk5MiRMmrUKBkzZoy8+eab1fHRAAAAsEBmTp68OWej+fvqgS3L/bqw0BB59uLuZhgZPWi9/8vlPlxLAEB10jnzskvomeemPfemLt1WbesEAEAg0Ate1KV9mktsVLXMygXAC7yytZ577rly3HHHyX/+8x8JCws7Zvnxxx8vixYtMnPo5eXlSfv27c3EigAAAEB5fPnHVtl9MEs6xNeW/q3qV6jQ6sZEysuX95ThL/4q78/fJN2b1ZERRa5CBQAEloNZuTJj5c5yPXdXepbP1wcAgECxeW+GTF26XcJDQ+SK/kn+Xh0A1d1Db8qUKfLBBx8Um8xz02UdO3aULl26kMwDAABAuem8y68end9hzIDkSg3b3rlpnDw8rLP5+19fLJU/U/cTAQAIMPn5Lvk1ZbeMm7xYej30o3y/fEe5XtewVpTP1w0AgEDx+uwNkpfvknO6JUh8XE1/rw6A6u6hFx8fL3Fxcd54KxylPRibN29O8rMaUNbVh7KmnG1DnQ5OxL36/bxmt6zakS6Na0eZg87KuvD4ZrJ48355d94mue6dhfLV2AFSLybymOcRY/sRY1BPAsuG3Yfk04Wp8snCLbJl/+GCx3s0ryN/pqZJbr6rxNdGhYfKGZ3ji13GvsB+xNh+xNh5iImzpR3OkQ9/22T+HjMwuVLvQYztR4wtT+iddtppMnnyZDl8+LDUrElW3xtCQ0MlOjraK+8FytopqNeUs22o08HJ23G/oOMFXnsvW006Or/DqP5JEhletQEm/nNOR1m29YBJ7N30/iJ5c3RvM8+eJ7Zt+xFjUE+c316lZ+bIlCXb5OMFqfLbhn0Fj+ucqOf3TJTzezSVFvVj5Nlpa2T8D6tLfJ8bBrWWuOjip/xgX2A/Ymw/Yuw8xMTZPpi/SQ5l55lpDDolxFWqzSfG9iPGlg+5edddd0lubq48+OCD3ng7iEhOTo5s3brV3MO3KOvqQ1lTzrahTgcnb8d9RKcR5obirdx+QGat2S01I8Lk0t7Nq1xMUeFh8uLIHtIgNlJ+SdktT3y/6pjnsG3bjxiDeuLM9kqH//plzW655YNF0uvhH+XOT5aYZF50ZJic3yNR3r+6r8z65yAZd1pbk8xTY09pbf6vPfE86f/1cV1eEvYF9iPG9iPGzkNMnCsnL1/e+HWD+fvqgS0r3eYTY/sRY8sTeitWrJD77rtPnnjiCZPc83USKjU1VUaPHi0JCQkSFRUlSUlJcsstt8i+fX9dtVdRb7/9tpmPRW+TJk0Sf8vPz5cDBw6Ye1DWtqBeU862oU4HJ+JevSYdnTtvxPGJUif62OExK0PniXjukh6mZ96LM9fKt0u3F1pOjO1HjEE9cZZ1uw7K49+tlAH/my4jX50nny/eKpk5+dK3ZT154sJu8tu9p8qTI7pJv1b1JbRIr2o9hr9pcBuZf8+p8ujwLnLbaW3Nvf5fHy9t3lX2BfYjxvYjxs5DTJzrmz+3yba0TGnTKFZOatuw0u9DjO1HjC0fcnPYsGEFP5Iff/xx+fTTT+XSSy+Vc845R7p16ybh4V75GGPt2rXSv39/2blzp5x77rnSvn17mT9/vjzzzDPy7bffyuzZs6V+/foVes/NmzfL2LFjJTY2Vg4ePOi1dQUAACjLuO/Gmfvxp4+nsIrYeSBTvli8RfRn5ugBlZvfoSR6Uviuoe3l4Skr5PaP/pDWjWLNDQBQPe3Vgcwc+fqPbfLJwlRZsPGvi3Ob1aspF/RoJsN7NJVm9co/xLUOq3mxF3pyAwBgI5fLJROPTmWgc+cVvUDGE8eogHN5JdPWq1cvWbp0qZlDT6WkpJjhN/UWGRkpnTt3lh49ehTcunbtanrWVcb1119vknnPPvusScK5jRs3Tp566im599575aWXXqrQzuzKK680ScDhw4ebXoYAAADVJfVAKoVdgjfnbJCcPJcM7dSkYGg1b9ID2cWp+82Vqv94Z4F8fsMJEhvlvQvRAMAm3mivzJCaKbvlkwWp8t2y7ZKVe2REmpjIMDmzS7xc0DNReiXVK/UkIwAAqLg5a/eYucR16oFzj2ta6nM5RgWcyytnLObNm2e6Ya5atUoWLVpUcFu8eLHs3btXFixYYG7uXnzaYy8rK6vCn7Nu3Tr5/vvvzRCbN9xwQ6FlDzzwgLzyyitm6Mwnn3xSYmLKd9JHE4PTp0+XmTNnmnsAAAD4X0Z2rrw7b1NB4s0X9LfpY+d3ldXb02XNzoPyz4//kAmX9vDJZwFAMEvZedD0xPts4RbZfiCz4PH+reqbJN7Qzk0kOpILKgAA8BV377y/90uSGhFhFDQQoLz2izk0NFQ6dOhgbjrcptumTZsKJfkWLlwoW7ZsqdRnuBNuQ4YMMZ/nqVatWnLCCSeYhN/cuXNl8ODB5Zr7T+f8u/nmm+XEE090VEJPk55Nmzb16nCloKz9jXpNOduGOh2ciHv10N4b+zNy5LhmdaRni7o++5yYqHB5+fKecu7zs2XKku3yys/rZMyAJH6HWY7tGNQT30vLyJGv/twqHy9IlcWb9xc83qJ+tFzQI1HO69FUEuuWf0hNX2BfYD9ibD9i7DzExHlSdqbLjFW7pEZEqIzs26LK70eM7UeMncvn2aLmzZubm85356a99ipDewCqtm3bFru8TZs2JqG3evXqMhN6ubm5cvnll5t1e+SRRyq1Pjr0565duwo9psONquzs7EK9EMPCwsyGoJ+bl5dX6DXuZfq4LnfT4Uq156MuL7pMaVIzIiLCPCcnJ6fcy/RqdH1vHW5U17O8y5R7qNTieliWtkzfU99b31Pfu7zL9Dvod9HvoN+lvMu0PLXcSlvmGQtdB/2/fn5F4+RZ3sSp7Di5y1pvFY1T0VgQp+K3Jy0f3R7d5Vzd21OwxUkvKNFlRde1Ivu94j7Xm3zdXgVi3EpaVp646Xf03JdVdftS+njR9Qnm7UuHZHv1l/Xm7yv6NTvmtd7+XdG0doQ8cWFXufadhfK/b1dKu0bR0q9lPdqrMuJU1jJ+/9kXJ1+3V05rs3SZ5/4+kGPnqTJtVtrhHNm455Bk57nknTnrZUiHhhJXM+KYNiszK1t+XrNLPlu0Taat2iXZR4fU1OGMz+jcWIZ1i5eezeMKRu9xHxP4s81yx9jdvgdynBS/3Y+NhTvGWkeJk7N/A5a1rKRtRh93X/jPMZYz4ubZfrIf9P/29fLMI7+lzu+RKPViIsvcvtxti2c8i2577hjr47RX/t8P+uJ3hb6fG+cEsxxzjOWX7l/16tWr1OvS0tLMfVxcXLHL3Y/v3//X1X8l+e9//2t6DP7yyy9Ss2bNSq3PCy+8YIb6LE5qamqh923UqJH53gcOHDAHqZ4aNGhgbgcPHpRt27aZx/RgQuckjI+PN1eIZ2RkHNOzsXbt2pKQkCCZmZmmJ6Sn2NhYSUxMNBvb+vVHToi56Xq1aNHC7HSLLtMK1bJlS1OZii7TA4PWrVubvzds2FCoMmolbNeunfl78+bNx/xA1CSsPkfLpWglbdWqldlx6Hd3z8PolpycbDaOHTt2mPLxpMnY6Ohoc8Cv5epJy0xPsmvyeN++vyZYV1qmWle0nuzevbugrLVcdFlF4uRWt25dady4MXEqI04aC3dZ68FUReLkqaLbU7DFyX0BhDbG7oPW6tqegi1O+jotF/3+RRvoiuz39Dm+5Mv2KhDjVtX2Spdp3N37sqpuX0o/q+j3CObta86mQ7JhT4Yk1q0pHWKzjnmtL35XDGzZXG4Y1EomzFgrN32wWB4bXE+a1Y+lveL3X8BvTwez82VNZqzsSs8S1+E06d+sptSKCnNke+W0NkvL2fO3azAeY+n6vPfnPvnwz/2yJfRIG/avL5bLf78OkYu61pFLu9Y163AovLZ8vzpNPlmwWXYfOnJSUlN23eNryvk9msr5fVrL4YNpJk4bNuxzTJvleSyot0CNkyd+uxeOkzvGOi2LjihFnJzdZlVme3LHuFOnTmadOMbyf9z05LZn+8l+0L/b177DufL54m2mXb5qQHK5tq9Dhw6Zx9zvX7S98mw/9fNor+z6/afcMdb31N9knBPc4LM4VfQYK8RV9Aykg11zzTUyceJEcxszZswxy++55x75v//7P3PToTRLMn/+fOnfv7+MGzdOHnvssYLH77//fnPwWNL7l/fq0WHDhpmhRTt27Fjpq0e18dMdvW5s+sPT6VfSl7XMyVfjuMvavfOyuceDv+OkOyl3Wet6cPWob+Kkj+u+qFmzZgXvU5E4cZVv+WOh9IeZnjjxvHKpPHHyXLZ8+XLp0aOHLF261ByIepsv26tg3A/qj1/90e3el1V1+5q/db4ps94JvY9ZFqw99C577Xf5feN++ffZHWVkr4Rqa69cEiKjXpsnv6Tskbb1I+W9q3pJrZiatFcO/V3B77/SY6Hl+sJP6+XlWRsk62gvKfO88FC5dmCSXH9ScsE26pT2ymltlu7vPX+7BuM2NmHmOnl2xpE5d7JCVxxZp/wjSRF1cpv6sicjR5Zs+SuplFQ/Ws47Ll7O7RYv8XE1HN1meR4L1qhRI2Dj5IljrMKxcMdYT4zrRYrEydm/ActaVtw2446xnhzX7ZhjLP/HzXPfqo+zH/Tv9vXM9LXmN+Hg9g3l1St6l2v7mpM6xzzWt2nfYrc9zxhrYpL2yq7ff+7P1hhr8kkTt/TQy/JZnCp6jBVQE7S5e+C5e+oV5c4gl9SDz3OoTc2SPvjgg1VaH70iVG/F0cB4nkj3/HFd0rx4ejDj2ZvG87lFl3nSDa64zyprmVacyixTlV1W9IR3eZfpjsXbyzzLV+/dCaaiy4oqLRbEqfRYaKPgLuuiiabyxKkiy4I9Tu5hN4t7va+3p2CKk+fwEyW9tjz7vdKe4w2+bq8CLW7lWVZWm1Tcvsy9rLTXFadfs35SmmDbvv7YvN8k82rVCJeLeumFCeHV+rviuUt6yNnPzZLVezLl8Wkb5H8XHleu1wVbnCqyjN9//onTs9PWFCRiPGlyTx/XOnnT4DaOaq+c2GYVt78Plm1M58B7adaGv9bBI5HnNnPNHnNfKypczu6WIBf0bCo9mh/ptRco+0J3jN1lFWhxqsyyYGuz9Pt4ljFxcmacKrKs6DajMXbvdzjGckbcims/2Q9W//Z1ODtP3v/tSO+fa09qXa4YapxOanlSicvc3DF2D3dLe2XH7z9PGuPyxDfYfld4O04VPcY6EpEA4e7GqHPkFWfNmjWlzrGn9CpLff2KFSvMlTsaLPfNPbTL1Vdfbf5/yy23+OR7AAAAoHgTZx1JQFzau7mZc6m61Y2JlOcu6ioRoSHy4YItMvm3zdW+DkBVaSLm+RlH5kopyYQZKeZ5QEmmLN1WMAdeaS7u1Ux++9ep8n/Du0jPFvWKTeYBAIDq98nCVNmXkSPdEuOkV1JdQgBYIKB66A0aNMjcf//996anjztDrNLT02X27NmmC2jfvke6A5eUMb3qqquKXaZDuOi8egMGDDDJw379Sr9iHgAAoKpGfDTC3E++cHLQF2bqvgyZunS7hIeGyBUnJPmtPDol1Jax/RrI+Nm75F9fLJX28bWka2KdoI8P7ErEaE+9qUu3ycW9m1fbeiGw6LyLhf4f8ai5b5hTeHqLpnVqSo2I4q+gBgAA/pGf75LXfjkyd9uYgS0rdMENx6iAcwVUQk/HbB0yZIhJ6E2YMEHGjh1bsOy+++4zE3Zee+21Zs45pWO7rl271nQJ1dcqTfhNmjSp2PfXOfQ0oTdq1KhyzaHnS9oVNT4+vsQuqaCsAxH1mnK2DXU6OBF333lj9gbJy3fJucclSHxcTfFnjEed2E6259SQ9+ZvluveWShfjR0g9WJ8P9wgqoft2/GKbX/NZ1aRhA2Cq56UpWGtKK8+z4mCPcbBgBjbjxg7DzFxhmkrd8q63YfMhTdndG7i1fcmxvYjxs4VcL9aX3jhBenfv7/cdNNNMm3aNOnQoYPMmzdPZsyYYYbafPjhhwueu2XLFrNcJz/esOGvsf8DgY4RW9pcgKCsAxH1mnK2DXU6OBF33ziQmSMfHB3e8uqBLcUJMb7vb51k+bZ0Wbx5v9z0/iJ5c3RvCQtlKDkb2Lod6xyUOpTm98t3WJ+IqQ621pPyOrNzvNz3xTLJziu5t2dUeKic0TleAlWwxzgYEGP7EWPnISbOmspg9IBkCQ/z7qxbxNh+xNi5AmoOPaU97X7//Xe54oorTCLvySefNL3wNME3Z84cqV+/vtggNzdXdu/ebe5BWduCek0524Y6HZyIu298OH+zHMzKlb4t60nnpnGOiHGYuOTFkT2kQWyk/JKyW574fpVf1wveY9N27HK5ZM7aPXL5q/Pk3AmzTTIvIixEwsoYVinQEzHVwaZ6UhkZObmmnpTmhkGtJS46QgJVsMc4GBBj+xFj5yEmzrjIa/76vVKrRrhc1KuZ19+fGNuPGDtXwCX0VLNmzeT111+Xbdu2SXZ2tmzcuFGeeeYZqVevXqHnJSUlmQPc8vbO0yE39fn+Hm5T5eXlmQMLvQdlbQvqNeVsG+p0cCLu3peTly+vz17viN55RWOsQ38+d0kP0zPvxZlr5dul2/29evACG7ZjPW6ZvnKHXPDSHLlk4lyZtWa3xESGybUntZTZd50iN5/axupETHWwoZ5UVtrhHLnitd8kPStXEuJqHJPY0/+PO62tjD2ltQSyYI5xsCDG9iPGzkNMnNM779LezSU2yvsD9BFj+xFj5wq4ITcBAABgl6lLt8vWtExp2TBGBrVrJE7Tr1V9uWtoe3l4ygq5/aM/pHWjWHMD/EHnmZy6dJtMmLG2YK68OtERcmX/ZLmif1JBks6daNEhOLNy8wslYjSZF+iJGPhOZk6eXP3W77JqR7rZ1338j34SIiFy+tsTTF26s1cX07uThDAAAM6Tui/DHF+Fh4bIFSck+Xt1AHgZCT0AAAA/enLIk0Fd/trLaNLRK0ivGpAsoQ6do27MwGRZnLpfvvlzm/zjnQXy+Q0n+ORqV6Ak2bn58vniLfLSzLWybvch81ijWlFyzYkt5ZLezSWmSH0MCQmRmwa3kVH9kkwCcFd6lpkzj0QMykoY3/rhYjNMV+PaUWbu0DrRkWbZRxe/aO6bxXl/6C4AAOAdr8/eYNrzYcclmNFGKiPYj1EBJ+MsBAAAsFZaRo5M8TiRfaYDexQE+4lRPWn8Z2qa1IuJlPN7JIpTaXLksfO7yurt6bJm50H558d/yIRLe5jHAV/3lvrwt83y8k9rTU9W1axeTfnHSa3MNlMjIqzU1+s+7+LezQkSynWBxQNfLTNX9eucO5rMa1rnrxOBwd5eAQDgdAcyc8zvRjWmClMZ0OYDzkVCz6HCwsKkUaNG5h6UtS2o15SzbajTzj4p+dz0lGOGmrv/y2UFQ81VNhHj7bhvTtsc1AdNE2cdmTtvZN8WZSYmqktJMdYeUC9d3lOGPT9bpizZLq/8vE6uPamV39YTdu+/0zNz5O25G+W1X9bL7oPZ5rE2jWLl+kGt5JyuCRIeFpDToQeUQKgn3vTCzLXy1pyNEhkWKhP/fry0b1Lb+vYq2GIcjIix/Yix8xAT//lg/iY5mJUr/VvVl85N4yr9PmW1+cTYfsTYuUjoOVR4eLjUq1fP36sRFChryto21GnKGmKSeeN/WH1MUWhyz/24DkXnhG3stu9vM/eTL5wswWbdroMybeUOiQwPlcv7thCnKC3GrRrGypMjusk1by+Q/327Uro0jZP+rRtU+zrC3rZy76FseX32ennj1w2SnplrHtN6phcjDOnY2LHD0trIyfXE2z76fbM8/t0q0Wtdnr74OOnbsn5QtFfBFONgRYztR4ydh5j4R05evhluU11dhd555WnzibH9iLFzcVmnQ+Xm5srevXvNPShrW1CvKWfbUKedO8zm8zNSSn2O9tzT51UGcfee12avF5dL5LzjmpohUZ2irBgP6dREbhjUSvJdIje+v0i27j9c7euIqnHidrw9LVMe/Hq5nPDodHNRgibzeifXk7dG95YvbzxBhnZuQjKvmjmxnvjCjJU75a5Pl5i/7z+nk5zZJV6CRbDEOJgRY/sRY+chJv6hc31vS8uU1o1i5aS2DX36WcTYfsTYuUjoOVReXp7s3LnT3IOytgX1mnK2DXXamXTOvGyPYTaLoz31pi7dVqn3J+7ese9Qtny8INX8PWZgsjhJeWI87rR2MrBNA9Ob6rp3F0pWbmD+ZtPE9vvzN8mz09aY+8omugONk7bjjXsOyd2fLpETH5shr/6yXg7n5Mmgdg3lo3/0k8nX9pMT2zZkrkY/cVI98ZXFm/fL9e8ulLx8l1x/cisZ1T9JgkkwxDjYEWP7EWPnISb+mXJi4qx15u8xA5J9fhEYMbYfMXYuhtwEAABW2ZWe5dXnwTfembtRMnPy5eR2DaVN41oBV8xhoSHy7MXd5eznfpE/Nu+X+79cLv83vIsECl/OM4nyWbU9XV6cmSJf/rHV9PbU4j6rS7xcd3KrKs15AlRk2OPRb/xmksjn90iUO05vR+EBABCA5qzbI8u2HpAGsZEyrHtTf68OAB8ioQcAAKxS3qEbnTTEY7DR3mxvztlo/h4zoGrzO/hT3ZhIefnynjL8xV9N77buzerIiF7FTxwfTPNMonSaANZE6vfLd5j/h4eGyPAeTeUfJ7UyQyQB1WFneqb8/bX5ppexXljx6PldSOIDABCgJs1ab+4v75skNSLC/L06AHyIhB4AALBKz+Z1RfsVuUp5jo5A0r9V/WpcK3j6YvFW2X0wS9o3qSUntA7sOGhPqoeGdZZ/fvyn/OuLpdI+vpZ0TawjNswzOapfksRFR1TbetlMe0TOXbfXlOsvKbvNY5HhoXJxr2ZyzYktJbFutL9XEUEkPTNHrnjtN0ndd1i6JcbJC5f1kIgwZuMAACAQpexMl+krd0pUeKhc3q+Fv1cHgI+R0HOosLAwadCggbkHZW0L6jXlbBvqtDN7HPzjnQWlJvOUDm930Stz5emLjpM+Lev7Ne6TL5wswZbYePXoFaRXD2zpyB4hFY3xiOObmXmo3pu3Sa57Z6F8NXaA1IuJFBvmmby4d3OxkTe3Y02QapnqML7a8/fMzvEFiVCt73qCRRN5CzftN4/FRIbJyH4t5KoBydKoVo0qfz58x8Z2Xrd9bSeXbzsgyQ1i5LUrekl0ZHjQtlc2xhiFEWP7EWPnISb+6Z13Qc9Erx2DlNXmE2P7EWPnIqHnUOHh4ebAApS1TajXlLNtqNPOsudgllw2cZ6s233I9Pw6pX0jefWX9YXmB9OrFkf2bSELNu6VxZvT5JKJc2XsKW3MfGHh5eydQNyr5uc1u2XVjnRpVCtKzumWIE5UmRjfd05HWb71gEns3fT+InlzdG8zz55Ttg2dr23F9nRZtf2A/Lx6V7le99+vl8snC1Oleb0YSaofLc3rR0tS/RhpUT9a6kQ7N2FZXdtxafMQ6jx4LRvEyAsz18rK7enm8TrREXJl/2QZ1b9FwJdfsLBtf5+f75LbP/pDZqfskQaxUfLmlb2lfmxwDz9tW4xxLGJsP2LsPMSk+ugFZZ8u2mLmYtaLxaoLMbYfMXYuEnoOlZeXJwcPHpTY2FiuFqSsrUG9ppxtQ512jn2HsuWySfNkzc6D0rZxrLw7po85SXntia1MLyN3z5kzjvacycnLl6d/XG1Otj8zbY38una3PH1xd2lap2a1x33O5jnmvl+zfhIMJs1aZ+5H9U8yQw46UWViHBUeJi+O7CHnPPeLGVLxie9XyZ1D20t1yszJkzU7DsrK7QdMAm/l0ZsOb1oZGdl58tuGfeZWVFzNCJPYa1H/aLKvXrQkNYiRFvWizbbmzZ6XpfWAqyxvbMelzUP49I9rCv6vyWvtjXppn+YSE8XhVyCxrZ1/ZMoK+fKPrRIbFS5vXNnLJOmDvb2yLcY4FjG2HzF2HmJSfd6eu9H0vj+1Q2Np2dB7czGX1eYTY/sRY+fiiNKhcnNzZdu2bZKcnMyBBWVtDeo15Wwb6rQzpB3Okctfm2cSFy0bxsg7R5N5Sk/6FzdkoM4VdMfp7eWEVg3k1smLTcLijKd/lv+d31XO6BJfrXF/au5T1p0gLYkmmmat2S01I8Lksj7OHcqxsjGOj6spz13SQ0a+Ok9enLlWuiXWkaGdm/ikl83mfRlHEnbb0mXVjgPm7w27D5nhZIvSIR7bNqlleq62b1JbmtatKTe8u7BQr7KitDfrZzf0l/2HcmTDngzZuPeQbNydIRv2HJJNezPMdvdnapq5FaXxPZLsO5Lwa3G0Z58m/RLq1Cx3z8XSesDdMKi16Vlb2cRhVbfj8sxDqO49s4OZy6RGBImCQGRTOz/x53Uy6Zf1EhEWIi+N7Gnm/6woG9srm2KM4hFj+xFj5yEm1Xcx3ztzN5q/rx7o3d55ZbX5xNh+xNi5SOgBAICAlZ6ZI6Nemy9LtxwwSYP3xvSt0JxU/Vs3kKk3nyj//PgP+XHFTrnu3YVySe/m8p+zO0rNSE7s+Wp+hxHHJ1o75GC/VvXlrqHt5eEpK8zQdo1rR5lkW2V7l+09lF3Q4849bOaaHemm91xRmidr3ShW2mnirnEtc98hvrbpeRpaJImmCbHiepd5Lu8Yf+SEf//Wxybadh3Mkk17NMGXIZv2HDqS9NtzSDbuzZD9GTkFvQOL0mRCs7rFJPvqR0ti3Zqmp2N5esC5H79pcBupjNy8fDmYlSfb0jIlV7LN34eycuVgVq5kZOcW/P/I7eiy7CP/z8jKMwnVsuYhVLVqhJPMg999sXiL2SepJy7sJgPaMMQkAACBTofG12OFrolx0ju5nr9XB0A1IaEHAAACkp5Yv/L138ycZZoIeO/qvtIkrvzJPDedOHzi34+Xt+ZsNCc835+/SX7bsFeeu6S7SYbAO3YeyDQnlbVD1ehqnN/BH8YMTJZFm/fJlCXbZfgLv4pnp7mSepfpFbYpOw8eHSrzSI87/XtnevHDZeowju6EXbujyTtN5pW3J5h+vira+0175rnXryS63po419vxSfWK7b2mPfo8k31Hkn+HzPfReS71JlJ4Lj/NOWovx6QG0dKkdk35fPGWUr/Dc9PXmGSlFuORZNzRJFz2X4m4YhN02bmSmeP+zhvElzSRC/jTrDW7zMUF6l9ndZBzj2tKQAAACHA6YserRy+W1KHdvTncPQBnI6EHAAACzuHsPLnqzd/k9437JCGuhrx/dd9yzX9XEj0A0jnd9MrGse8vMomVcyfMNic/L+/bggMkL3hzzgbJyXPJ6Z0am55ZNtP61LLBkTksXCX0LtM61qZRrKzcocNmHjBJr7xixsuM1uEyGx8ZLtP0vGtS2/xdNyayyuuovdtG9Usqdp7JqtDXd42uI10T6xyzTJNrOmTnht0Zsmlv4WTf1v2HZcvRW3lofbrtaKKiovScR83wEImtESmxNcIlJjJcYqLCzNxiOs9ddGS4xEaFmb//euyv5b+s2V2uITe1TAF/WbolTf7x9gKzrYwZkCxjBrYkGAAAWGDayp3mAjk9Bj7DB0P8A3AuEnoOFRoaKnXr1jX3oKxtQb2mnG1DnfYP7cl0zdu/y9x1e00vJe2Z16xetFfeW3s7fXXjAPnv18tNT73/fLFMfl69Wx67oKvpyaeIe8VpEufdeZsKriB1uqrGWHuovTJrXanP+fKPrYU/M0TMHJAdmtQ2ibsjybtaZnjKosNlelNJ80z6iibKjiQlj+39qkNYpu7ToTsz5K05G2TGqsI9+IqjZda1aZxEuxNvRxNzmnQ7kowLO/qY+3YkKRcu+bJv3z6pV6+eRERUPIGpcZo4a12Z8xBqghSBK5D395oov+L13+RQdp78rVuC3HNmB3+vkiMFcoxRPsTYfsTYeYiJ7+nvUHXlCUkSHlb9bRgxth8xdi4Seg6lJxYaN27s79UICpQ1ZW0b6jRlbbOs3Dy57p0FMmvNbmkQG2mSeUkNvNvbS+fO+7/hXWRgmwZy1yd/yo8rdsgZz/wsT110nPRv1cDr21hi7USx3ScLUs28asc1qyM9W9QVp6tqjKcs3Vau+dUGtG4g5x6XYBLJFRku01aR4aHSsmGsuW0/kFmuhN41A1tWOiFZlRhrIrQ88xBWtbcj/CtQf1PtPpglf39tnrnX/YzOm+eNCwNsbK8CNcYoP2JsP2LsPMTEt/5M3S/z1++VWlHhclGvZj75jLLafGJsP2LsXCT0HCovL08yMjIkOjpawsKC++SOr1HWlLVtqNOUta1y8vLlxvcWmZP8daMj5N0xfU0SxFfO7BIv3ZrVkVs+WCS/bdgnl02aJ9ef3ErGDmolOVmZXmujx58+Xmymw0i++ktgze9Q1f1oeedN65NcTy483jcH4YHuzM7xZr5BX/WA80ZbWZV5CBEYAvE3lc4TedUbv5nhbDsl1JYXR/YwyXJvsLG9CsQYo2KIsf2IsfMQE9+aeHTuvEv6NJdaNXxz8VhZbT4xth8xdi7GlXCo3Nxc2bJli7kHZW0L6jXlbBvqdDWWdV6+3PzBIvlh+Q6Jqxkh74zpY4Yk9DWdk0Dn57t5cBvRNNSEGWvl4lfmyYKVG2ijy0l7OOqJZS1LnT8vGLbt8s6bxvxqZfeAK01VesB5Y//tnodw/j2nyqPDu8htp7U19/p/fTwQktewq53XC1+uf3eh/JGaJs3q1ZTXr+zlsxN9tgi0GKPiiLH9iLHzEBPf0eHppyzZJuGhIXJF/yTxF2JsP2LsXPTQAwAAju/hddtHf8iUJdvNsCJvX9VbOiXEVdvn65wEt57WVvq3qi+3fLhYFqemyfU70uWhkNoy/PgWVX7/ycsmm/sRnUaIjV49egXp6AHJfpnfwcbeZcEiUHrAVfc8hEBxXC6X3PXJEvlp9S4z5+ubV/aWRrVqeLWwbG+vAABwutdnbzDHx8OOS5CEOjV99jm0+YBzkdADAACOlZ/vkjs/+VO+WLxVYiLD5M2rekvXxDp+WZc+LevL1JsHyh0fLZYfVuyScR8vlTnr98sD53aS6MjK/6T6ePnH1p4g/WPzfpm/Ya/UquG7+R2ciPnVvMPdA25UvySZunSbGcpUezVqIpS56YDCHv9ulXyyMFVqRoTJa1f0MnNRepvN7RUAAE53IDNHPvxts/l7zMCWPv0s2nzAuUjoAQAAx/Y2uPfzpfLxgiMnKF+/srf0aF7Xr+tUJzpSnruoq0z47g955be98tGCVFmwcZ88e0l36dy0+noNBoqJs9aZ+0t7N5fYqOD62RkovcsCAT3ggNK9+esGeWHmWgkLDZEXRvaQ45r558IXAADgOx/M3yQHs3KlX8v6HHsCQSy4zqwEkNDQUKldu7a5B2VtC+o15Wwb6rRvk3k6ZOH78zeZBMiro46X3sn1xAnCwsLkkl7N5IyebeXWj5bIqh3pMvyFX+XOM9rL6BOSmDfLY36HqUu3m/kdRvlxfgd/bdv0LnM29t+wpZ7oPDr3f7XM/K1zOA5q18jfqxRQAiHGqBpibD9i7DzExDfz5Opwm+rqE5PF34ix/Yixc5HQc6iIiAhJSEjw92oEBcqasrYNdZqytiGZ9/A3K+TNORslMixUXvn78dK/dQNx2jamrfQXN55g1vXtuRvlwa+Xy6w1u+SJC7tJg9goCXZvHJ3f4Vwfz+/g9P0ovcucibYSNtSTOWv3yC0fLBaXS+SO09vJhccHz9DGwRJjVB0xth8xdh5i4psLeLalZUqrhjFyclv/X7xDjO1HjJ2Ly9AcKj8/XzIyMsw9KGtbUK8pZ9tQp32TzHvsu1Uy6Zf1EhEWIi+O7CEntW0oTo17jYgweXBYZ3n58p5SJzpCZq7aJUOfnmUSe8E+v8MHR+d3uNrH8zv4Atu2/YgxAr2erNh2QK5563fJzsuXUf1ayPUnt/L3KgUkJ8cY3kGM7UeMnYeYeP8Y2T2Vgc6dFxoaIv5GjO1HjJ2LhJ5D5eTkyKZNm8w9KGtbUK8pZ9tQp73v6R/XyItH5wF67pIeMrhDYwmEuJ/eqYlMvXmg9EmuJ7sPZsnlr86X/5u6QrI95k4rSd/EvuZmkw/nbzbzO/RtWS8g53dg27YfMUYg15Mt+w/LFa/Pl/SsXDmzSxP5zzmdqmW4ZxvbK6fGGN5DjO1HjJ2HmHjXnHV7ZOmWA9IgNlLO695UqkNZbT4xth8xdi6G3AQAAI4wYUaKPDNtjegFh89cfJwM7dxEAkl8XE157+q+8sKMFHl62hp5+ad1MnftHnn2ku7Son5Mia8b12+c2De/w3rz95gBgdc7D4Cd0jJyZMrSbbIrPUsa1oqSMzvHmyFxA82+Q9ny91fnyY4DWWZu2fEjjjMXwVQH29orAAACwaRZR46tLu+bZEaIqQ60+YBzkdADAAB+N/HndfL4d6tEOxjoycmzuwbmfDZ6UnXs4DbSr1V9ufmDxfJHapqc+cwseei8znJe90QJBlOXbpetaZnSsmGMnNLe//M7AAhuOkzVc9NTzEUjWR69pu//cpncMKi1jD2ldbX0bvOGw9l5ctWbv8naXYekXeNaMvHvx1fbiT0AAFD9Unamy/SVOyUqPFRG9m1OCAAw5CYAAPCvN2avl4enrDB//294VxlWTcOI+NLxSfVkys0D5awu8XIoO09u/fAPGffhYjMMZVHj54w3N1tOnE86Or/DVQOSHTG/A4Dgpsm88T+sLpTMU/p/fVyXB4LcvHwZ+/4iWbhpvyTE1ZA3R/eWuJrV28PQpvYKAIBA8OovR3rnnd8zUerHRlXb59LmA87FHHoOFRoaKrGxseYelLUtqNeUs22o01X37ryNcv9Xy83fD5/XWUb0aia2xF1PtD5/aXf53/ldpGZEmHy6aIuc9ews+WPz/kJDwE3+c7q8vfBHeX/+JvP/QDZ//V75MzVN6kZHyPk9ArdHItu2/YhxcNB96vMzSk/Yac+9kva9TqknerHEv79YJj+u2GHaFk3mNYmrUe3rMTd1rrnZxCkxhu8QY/sRY+chJt6hc7N/snBLwcWSTmrzibH9iLFzMeSmQ0VEREhiYuCeCAsklDVlbRvqNGUdKCb/vlnu/Wyp+fv+czrKZX1aiG3bmA7jdlGv5tKzRV0Z+/5iWbHtgJz/4q9y+5C2pnfICzPXSmpImnnu3Z8uCcgh4DxNLJjfoUVADwPHftR+xDg46Jx52UV65hWl++JHpqyQqwYmS8sGMRIeFuq4eqLzy+pFHzrc1qujjpc2jWv5e5Ws4ZQYw3eIsf2IsfMQE+94a85G8zvm1A6NpFXDWHESYmw/YuxcJPQcKj8/X3JycszGw9WClLUtqqNe6xXWevJmV3qWNKwVJWd2jpe46Oodjsjf2H9Q1oHg80Vb5M5P/jR/33tmB7nihOq94rC6t7HWjWrJZ9f3l0enrpQ3ft0gj3676q+FEccOAaduGtxGAsm6XQdl2sodEhkeKpf3S5JAxn7UfsQ4OOjvwfL48PfN5qb7r/ZNaknH+NrSMaG2+btV/RpSN7am347J3pu3SZ7+cY3oCMbPXdLdDOkM72FfYD9ibD9i7DzEpOoyc/Lknbkbzd9XD2wpTkOM7UeMnYuEnkPpicL169dLcnKyREVV3xjJwYiytqOsdSginQNFh03ynCMl0Hu7VAZ1mrJ2um/+3CbjJi8Wl0vkjtPbydUnOu8AxRfbmPZYu/9vnaRH8zpy0weLS32u7stG9UsKqAsSXpu93sT0vOOamgsqAhn7UfsR4+BQ3n1Rp4RaciAzVzbvPWyGDdabm/56bFE/WjolxJkknzvZ16hWlM9/W36/bLv86/Ml5u+HhnWRIZ2a+PTzghH7AvsRY/sRY+chJlX3ycJU2XsoW7omxknvZOddzEOM7UeMnYuEHnyOHlOoDprMc/dq8RTIvV0AG323bLvc9MEiyXcd2SY14R5sDmXnlfkc3XdNXbpNLu7dXALBvkPZ8vGCVPO3DlsHAE6gIzXoxV2eF3sVpcNYvjemn7mAIu1wjqzcdkCW623rAVm2NU1W70iXDXsyzO2bJdsKXlc/JrJQgq9TQm1JbhArYdqVzgvHTAl1asjY94+0lzcPbiOX9gmM9gAAAFRNfr5LXj06lcGYgS2D5uJ0AOVDQg8+Q48pVBc9AfL8jBTrersAtpm+cofc+N5Cyct3yXUnt5JbTw3OJHvRIeCi808o1/OcTIeDyczJl5PaNpS2zO0EwCH0d59eOFLcRV9uutz9+zCuZoT0aVnf3FRWVpasTlkn+bENZc3uTJPkW74tzdzvOZQts9bsNje3GhGh0q7JX0k+vddhO2Oiwit8zOR2ca9EucUh7eUFHS/w9yoAAGC96St3yrrdh6RpnZpyZmf/9M6nzQeci4QefIYeU6guejWzThRsU28XwDY/r94l/3h7oeTkueSqAcnyz9PbBe2VhkWHgIvJG1js82rXDIwLELJy8+TNOc6d3wFAcNNh11XRhJn2zHMPy16aiLAQSW5SS7q1aCDS868k3Jb9h4/24vurR58+9sfm/ebmpk1dcv2YIwm+QkN21ij1mMmtSe2ajmkvR3Qa4e9VAADAehNnrTP3V56QJOFh/pnDlzYfcC4Seg6lB201azrn4M3mHlOBXtaBxFdlvT0ts1zPC6TeLlVBnaasnebXtbvl6rd+l+y8fPl7vxbyr7M6BPQ+t6rbWHmGgFNP/7hacvLyZWTfFmb+Paf6YvFW2X0wy/RCOaH1kV4tgY79qP2IcXDFWod41uOOqR5DWp7ROb7M45CS6on+P7FutLl5zmunx0AmuXc0waf3a3akm6vs9fb1n38N2dkgNkraNI6V+ev2lroOL/60Vq48Idnvx0y2Yl9gP2JsP2LsPMSk8v5M3S/z1u+VWlHhclGvZuJUxNh+xNi5SOg5VGRkpLRo0UICVSD1mAr0sg4kvijrtbsOFszbVJYGRXrF2Io6TVk7yfz1e+WqN343+/xLejeT+8/pFNDJPG9sY0WHgNsbMdHc18u5uuA58XE1ZFtapjz0zQpzheaNg1rLRb2aS2S4f67QLIn2UnHP76C98wI9tm7sR+1HjIOP7nsretxR0Xqin9GvVX1z8+zFvGbHwUJJvhVbD5gLIfRWFqccM6lx340z9+NPHy+2YF9gP2JsP2LsPMSk8iYePba6pE9zqVUjwrFtPjG2HzF2LhJ6DqUnyHJzcyU8PDwgT46t2p4eMD2mAr2sA4k3y1rf6515m+Thb5abeZvK45MFm6Vvy/qS3CBGbEadpqydYuGmfXLl6/PlcE6enN8jUR4e1kVCQwN/P+uNbcxzCLg82XPMEHA3DmolP63eLU98v8oM5/bvL5bJSz+tk5sHt5HhPZr6beiVon5es1tW7UiXRrWi5JxuCWIL9qP2I8aornoSFR4mnZvGmZvn+6buOyyPfbtSvvLotefkYyaVeqB8F9EFEvYF9iPG9iPGzkNMKkeH7p6yZJuEh4bIFf2TxMltPjG2HzF2LmecDcIxsrOzZe3ateY+kKzcfkBufG+hvPHrhkrNI+QPgVrWgchbZb0zPVNGv/Gb/PvzpSaZN7x7U7lhUKtSX1MzIkx+37hfTn/6Z3MCXYexsxV1mrJ2giWpaTLqtflyKDtPzj0uQR67oKsVyTxvbWPuIeDm33OqdEmMk7ZNasmjw7uY/+vjoaGhMqh9I/l67AB5aWQPadMo1hzg/fOTP+W0p36WLxZvkbx8l/jbpKPzO4zqn+S43oNVwX7UfsQY/qwn2gY0qxct/Vs3CJhjJluxL7AfMbYfMXYeYlI5r/+y3hzjndU1XhLq1BQnI8b2I8bOFZBnXlJTU2X06NGSkJAgUVFRkpSUJLfccovs27evXK/fs2ePTJo0Sc477zxp3bq1mRchLi5OBgwYIK+++qrk59t7ot+XJ26veet3Gfr0LDM3hJ7TCy3jKtbIsFAzdwVQEd8t227q2YxVuySuZoQ8f2l3GX/RcXL7kHYy7rS2pneLJ/2/Pv7LnYNMrxYdCvbx71bJOc/9In9s3k/hVyOdV+b9+Zvk2WlrzL3+H3bSIcVGvjpP0jNz5cwuTeTJC7tJmCXJPG/T4dma14s2CTsdTq3oHEl60ndo53j59pYT5ZmLj5Ok+tGyfvchufmDxXLGMz/Lt0u3mSvn/HURz6w1u80FE5f18f9QcAAQaHRO1aK/XYvS5RwzAQBgtwOZOfLBb5sLpjIAAGuG3NQrJPv37y87d+6Uc889V9q3by/z58+XZ555Rr799luZPXu21K//15wFxfnoo4/kuuuuk/j4eBk0aJA0b95cduzYIZ9++qmMGTNGpk6dap7D8ItlW7Bxnzw/fY1JrrgPOC/p3VyuPamlfPR7asH8QMWJigiVg9m5TPCOcjmYlSsPfrVcPvz9yA+cAa0byBMXdpMmcTUK9XYZ1S/JzDOiQxPp1cx6AsR9gnz8iOPkvO5N5Z7PlsjK7ely3guz5Yr+yXLbkLYSExVwu8OAocmG56anmJ6ROg+M2/1fLjNDC+rQg+xvA5MmZad4bG96YnL7gUyTzEs7nCOndmgsz1zc3THDQwYyTYiee1xTOatLvHy6cIs8M22NrN5xUP7xzkLplFDbXNRwcruG1botTTo6v8OI4xOlTnRktX0uANii6JyqxdHlRS/2AAAAdvlw/mZz3qtvy3qFhukGgKIC7gz29ddfb5J5zz77rIwdO7bg8XHjxslTTz0l9957r7z00kulvkfbtm3lyy+/lLPOOssMaeX2yCOPSO/eveWTTz4xyb3zzz/fp98lkM1dt0eem75GZqccmfdHr86/vF8LGTMwWRrVqnHM/ECeJ/E16Vc3OvLISd9J8+TDa/sWvAYoKXF864eLZdPeDDOk211D25vxxIsbvk9PeGgvl5IMbNNQvrvlRHn6xzVmqLjXZq83vf4eOq+zDGrXiAD4gCbzijtRpfsF9+OajEXgJ2nv+2KZhIeFSEZ2nkkuTbisu0SQzPMqTY6O6NVMzu2eIJN/22zioHPsXfnGb9KjeR2T2CvvEG5VsfNAphn2U/OHV56Q7PPPAwBblXbM5L7wCQAA2EunhNFzU4reeQCsSuitW7dOvv/+ezPE5g033FBo2QMPPCCvvPKKvP322/Lkk09KTExMie9zyimnFPt4kyZN5B//+IdJCs6cOdOvCT29wj4yMtJRvVb0BK4OrfX89BSZv2GveSw2KlxG9W8hVw1oKfViCl+dX1qPKXXJxLmyfNsBuXzSfPngmr5St8jrg7msbVXRstYfNTo8o57g0KmiOsTXNkPOtW1cq0rrER0ZLvec2UHO6Zogd33655GT4a//Zub5+s/ZHaV+bGDPU+KkOq09uJ6fkVLqczS+up8IxKvPnVTWTkjSZuflS3aemCEkXxrZU6LCw8RG3o77rX1vrfBrtGwv75ckFx7fTN6Zu1FemLlWFm7aL5dOmmeu6tTE3vFJ9cRX3pqzUXLyXHJ6p8aS1KDk31yBKli37WBCjOGUelKeUSacojLtldOxL7AfMbYfMXYeYlIxU5Zsk21pmdKqYYxjLjQvq80nxvYjxs4VUAm96dOnm/shQ4YU6lmnatWqJSeccIJJ+M2dO1cGDx5cqc+IiDhy0BQe7t+i0QPHli1bOiaRN33lTnMCd/HROcd07rLRJySbXlJlHWiW1GPq7at6y0WvzJVVO9Ll76/Nl3ev7iO1a0QEdVnbriJlvXbXQdMr78/UNNMDRIdxPTJHnvcSBF0S4+SLG06QV39Zb5ITXyzeKj+v3iX/OqujmW8vUE/kOqlO63CMOm9hafRq9Ns+Wiwntm1oLgzQW/2YKKkbEyH1oiMdO1zjkeEmt8uu9DxpuHu7GW7SaSfe/JWk3XEgU7Jy8qVGhJ0JPW9vY/2a9av0a7WMxwxsaYa7fuPXDfLyT2tl7rq9csFLc+Sktg3NkMJdE+uIN2Vk58o78zZafQWpk/aj8A1iDKfVk7JGmXCCqrRXTsW+wH7E2H7E2HmIScXOuU6ctc78rcd1xY1E5cQ2nxjbjxg7V0Al9FatWlUwZGZx2rRpYxJ6q1evrlRCLzc3V9566y3z99ChQ8t8vg79uWvXkbnj3FJSjpzkzM7OlqysrILHw8LCTJJQPyMvL6/Qa9zL9HFd7t6h600f1ySj5zI3TWrqsvz8fMnJySn3MneGXd9f17OkZZmZWfLDyp3y4k/rZcX2g2a5nmjXYTUv6h4vsTW0+uQXfM+oqCO9mjy/t5v7ylb9PH1vFRsh8trlx8nI1xfKki1pcuVr82XS5d0lOvKvE8D6HfS76HfQ7+KptGVablqupS1zx8Jd1rp+uqwicSpa3v6IU9FlZcWionEqz7Lyxsld3vo+7vIuGidd/v5vW+R/36+WzJx8SYirIf8b3kl6J9UVycuVrLzcCm9PRcu76LIr+ibK4PYN5L6vVphhZG/76A/5dOFmeeDs9tKsXnTAxcnzdZ5JyerYnjzp49vTMqU8flyx09yKE1cz3AzTWzc6QurHREqDWjXM33E1wkzP3nrREUeSgLFR0jguRqLCQ3waJ33eCz+tl5dnbThmTsBrBybJ9SclF7qSqTzbU3Gf603ebK/Km6T9avFmubBnUyv3g/o6XV/3vsxf25dnnLRFHtO/mYzo3kTenJcqr8/eID+t3mVup7ZvKDed0kraNY71Snv1wbwNsj8jR7ol1pbOTaJNWQVje1WZOBW3jN8VlY8Tv/+qf3vydXvl62Mst/LuC93f270vCMQ2qyr7Ql+1WU7aF3oeC+rriJMz41TeZSX9dnfHuEaNI1N9sD05L07lXVbcvs0dY32drm8gHmMF6vZV0jLP7a6ix8bB1l79vumALN1yQOrFRPw/e/cBHkW1NnD8TQ+BFEgCBBIIEDpSpYuKKAoWsAF27Nd6bffaPrter14Fe1fELlZAUVEERaRKkQ6hJqG3JKSX/Z5z4sZ0UrbMnP3/nids2NlsJvPumXdm3jnnyJndYspdy7FC+6puWdkYq2Wmx8nq+0F3tCdnjNUytU2JU57b4lTXfGWrgl56erp+jIysenJQ5/NHjpT0Iqure+65R9asWSOjR4+W008//Zivf+WVV/RQn1VJTU2VRo0alf6/efPm0qxZM8nIyNBJv6yYmBj9dfToUdm9e7d+Tu1Y1N+hhheNj4+X7OxsSUtLK/dzERER0qpVK8nNzZWdO3eWW9akSRP9c6qxbdtWMg6zk1qvtm3b6t9RcZn6QLVNbCczV6XJ5B/WyY4jJTuqZo0CZFzPZnLrmX31cIWquLq/zIdRfQg7d+6sv09JSam0Y1RFWPUatV0qfkinTuwnF7+9VP7YeUSunrJIHj6lpZ4nTWnXrp1uHHv37tXbp6w2bdpIWFiYPoBS27Ws1q1b616bhw4dksOHD5dbFhcXpz8ravseOHCgdFtHRUXp7VmXODk1bdpUWrRo4dE4qbuFVaOvuEztZJOSSuba2L59e7mdRkPi1KFDB70TV397Tk5OuWW1jZOKh3Nbq/WsGKdD2YUy+ff9sjQ1W//seX1ay60ntJTczCOybduReren2sbpg6sHykcLt8qT32+SBVsOyZkvLZTL+jSTSwe0lsQ2CbaJk0q+q1at0kMPl+1t7In25JSVXyzzdxXLlEXlt3N1BrQOk5jGgZKeVyTZhX6SWSBy8GieLhqk5xTqr+0lU3YeU6MgfwkP9tcFv8jQkkdV7GvbMkaiQgMkP/OQfi4ipGRZsyahervVNk4frjok768ovx2cRawX5m6Vw0cOyyW9mtWpPanXuJMr85UaCqw2NqXslW3N8o3cD6plKnbOfVlD29fV31+tt83T/Z+uVfs6Vpwm9ouRq05oLy/8uE4+XrpLftqwX+Zs2C8ntmsiN52YKAO6tq13vsrNy5e3fi25g/TMDo309vXFfOWKOHFc0fA4cfzn+fbk7nzl7nOsuh67qykfyu4LfL2N3bfiPr2+L574ojH7wrLngurvNiFO5KzycXLGWH0Gu3XrRpwMvGbhjHGfPn30ObAdz7FMu9ak1qls/mQ/WH2c3ppfEvPRHZvIrtSdlmlfN80rmepq8pDJVearsvlTdbAhX5l3/OeMcdeuXSU6Oppz4e3WOcfyc1QsEVrYddddJ2+++ab+uuaaayotv+++++TJJ5/UX6o4VxcvvPCC/POf/5QuXbrIggULdKKt7904Y8eOleXLl5ceLNbn7gFV2VU7etXY1AGJJ+4eUPOVfbN6r+51su1Aln4uLjJErj0hUS7o00pCggLcdvfA1gNZMu61hXIwK19O6RwjL4zvKUEBJX+Du+/ycG5r586Luzzcd5eH2kk5t7X6vJSN0+y1e+T/ZqyXw9kFukfWY2O6yzm9471yN86ew1nyn+836vagdG8VLk+d30u6xYXb4m4c9bzaFyUkJJS+T8VYuKs9qR55UxelyLQ/UuVoXklsVP+lmhJNSKC/zL9rmB7Kt2Kc8vJVQa9Afy4OZeXL4ZxCycgrkoOZebI/M1cOZ+eXLjuUXSCHswr0PG51EejvV9rTL0r19gtTw34G6V6A6vvmUWG6B2CTID9R9xqMfXWx5Bc5jvn3xEY2rvXdOOvWrZO+ffvqm0q6d+8urubKfPXZ8l1y75erj/k7Hz+nq7E99NTBrzqYc+7LGtq+LvryIv38h2M/dPldibsPZ+m8/smyVD3nnRrB5by+8XLzye0lLqL83LW1idMPa3bL9R8sl9ZRoTL71iF6SFxfy1fcPWqdOHH85/k4uTtfufscq67HhGp/X3Zf4Ott7NLpl+r3VPnKlH1h2XNB1XvLhDiRs8rHwhljdWFc3ZxDnMzrmeKMsbo4rtqxHc+xTOtRVHbfqp5nP1g+Fuoaxw9r98mm/Vny/qKdEhzgJ7/cOUxfd/BknCoqG6eLv7pYP+c8R60Yw7IxVoVJ8pV5x3/OGKvikyowcy6c57Y41TVf2aqHnrMHnrOnXkXOCnJ1Pfiq8/LLL+tinkq2c+bMqVUxz3mHjfqqigpM2QvpTs4hHauikrj6quq1FZeVpRpcVb/rWMvUB0ctyyssks//SJVX522R1MMl1fs2zcLkxpM76It+zt5yZVX3nsda5hwOsKIOsU3kg2sGyoQ3FsnPGw/IvdM3yHPje5eOHe2c27Aq9V1WdvuqR+cFu4rLKqopFu6MU12XuSNOx1p2rFiopODc1s7ffzSvUB6buV4+XZai/39CUow8c2EvaRkZesxYuCtOraLD5aVLjpfzN+yT+79aLWt3ZcqYlxfo4WZvG9FJGpUZFtaqcVJ/X9ntXJY72tPm/dny5q9bZcaqXVJYXJKoBrVvJtef2EH+TD0ik3/aXO3P3jQ8SZpHNanybwhrpL5CJa52u2WdCLPyi+TQ0Xw5mJVXUuir4kvdPKALhFn5kplXqHud1bbn2bGonno/bzokEwY0qXV7quk1ruDKfKXmClTDi5YdbrSqoubZvVVBOcjI/aBzyImq2lh921BNf39D9oPxMRHy2Lk95YbhHfVcuJ8tS9E5/+sVaTK+f4LcfEqSxEU2qvW6vP3bdv2oegA2DmvkU/nqWD/njXxlQntqSJzqs4zjv4bFyd35yhPnWLVd5mxHVe0LfLWNlR1m2qR9oTPGzm1l9zjVZpkd41SXZUrZZervKbuNiZM141SXZRXbjIqxcx9lx3MsO7ev6pZVlT99fT+o/kZ1Tvby3ORy59Pq289W7JFbTkkq/Rx7u32p9a3qdWXj5Iyx87WmxMmK7akqnmhPavvWJr7EKaRBcaprvrJVQc/ZjVHNkVeVzZs31zjHXlWee+45uf3226VHjx66mFddMjZRbkGRfLJkp7z+61bZ/dc8V+1jG8vNw5PknF6t9F33ntQ1LkLeu2qAXPLWYpm5apceNu+/5/W0zISwcL0/dhyW2z9dKTsPZevC8T1ndJGJQxItE/PhXZrL7DtOkmd+2ChTF26X13/ZKt+t3iNPnnecDE2KEV+nimdqzsE35m+VXzeV3JmoQndWzzi57sT20jM+Sj93cudYfQBT8aBVFX1UMU8dtLqK+j1NQgL1V5vosFr9jLqpQfXsUwVA52N1BcC0wzmSU1D+jsqquKo4aEWRYUE6bpN+rDoXK2q5eh2so1VUI73v+sdJ7eX5OZt1Qe/DxTvlsz9S5ZKBbeTGk5MkNrz6g1BlVcoRWbL9kISHBOpiIAAAAACgdlQxr6rz6GKHo/T5W0d0ZHMCMKegN3z4cP04e/Zsfee0s0KsZGZm6qEyVRfQQYMG1er9nnrqKT00Z+/eveXHH3/UY1ZbSXV3GTRUVl6hfLh4h7zx6zY5cLTkonOXluH6Lv1RPeIkwIvFlF4JUfL2FcfLFVOWyLRlqXq+vofO7lbpDhW7bGtUva3V8K4vz94oL81NFtWZSxVzn5/QWzq1KBkCxUpUYejhc7rLmN6t9DCDG/Zk6qLzBf3i5f7RXfVQjVbkzs+0it+3f+6WN37dKut2l/SMbhQUoC/wX31CO0loVr6QptqvOii9YnCifLdmty52qcKB2t9YoegTEhggLSMDSnuF1uTjJTtrNdzksQojducswnqiSGtVds0bbaMby6RxvXUvfNVzVrXlKQu2yydLUuSKIYly/Ynty+3X0rMLZNZf7fbHdSXDEF80sI3eN5rOrjFG7RFj8DkB+wLfwP7efMTYeohJeeq8Sl0Dq4k6v1bXTaxwnaQ2iLH5iLE12epKhRqzdeTIkbqgp4bJvOWWW0qXPfTQQ5KVlSXXX3+9nnNOUWO7btmyRXcJVT9b1mOPPSYPPvig9OvXT79fbYfZ9BTVpdY5OaarZOQWyPsLd8hb87fqOaeUHq0j5JZTOsppXVtYplfUwPbR8vplx8u1U5fJu79vl8YhAfKv07vYaluj+m3tF9lSLnnnD1mVmi6qTnv9Se3ljtM66aKKlfVp01Rm3nKCLmKp3i1qyLq5G/bJQ+d0l7N7xrm96GyFz7QaHlX16lUX/9OOlAzPG9MkRCYOaSuXDmorUWE1FzfVQemEAW3Ezmo73KQqVprM6kVadzMhbyQ1D5eXL+4rN52cIZN/2qSLda/9skU+WLRDF+avOiFRpv6+o1LR1tk7V31Zab/naibEGDUjxqgNPifmI8bmI8bmI8aeVfaGP3UOOLqKc0BiUpnaZvk1XEdQ1HmXOr+2w3UTYmw+YmxdtiroKa+88ooMGTJEbr31Vj1EZteuXWXx4sUyd+5cPdTmE088UfratLQ0vVxNfrx9e8mcL8rUqVN1MU+Nlzts2DB54YUXKv2exMREmThxopjgSHa+vLNgu7y7YJtk5JZMotu3TZTcMqKjnNypZCg8qzmpU6y8eHEfufHD5fLy3C26p57q9QH7Uhd/P1i8U574dp3kFhRL66hG8uy4XjKofbTYRVBASe+jUT1a6l5ai7cdkls/XiFfLU+Vx889Tv9NJtqbkauLeKpnb+Zf+xA1PO91w9rL2D6tJTTI2sVYV2K4ycrbww4nG1b37Mhnvfa7u7WKkDcvP15WphzRw7yo4XPVTQuquFdd4frN+dskPDSI4WAAwMd4M18BALx/Taeq+d/UDa/OUVqseH3RKmo7LYdVpu8g5wPWZbuCnuppt2zZMl2Q+/7772XWrFkSFxenC3yql15tetpt27ZNPxYVFek59Kpy0kknebWgl5eXp4uQqrBY0wSYNVHDab41f5u8v3C7ZOWXzPk0sF0zfQFuSIdoyyfa07u3lEnjesltn66U//2wUcKCA+TKoe0sua1Rs32ZuXL353/K3I0l86yN6dVSHju3p0SE2rMnT/vYJvLxtYPk02Up8p9Z6/XfddqkX+SukZ31kHXeHLbWlZ/pTXszdY/E6SvTpKDIoZ8bkNhMz493SpfmlunV62kMNwlX542ESO/PR9c7IUrPY7tk2yH573frZfnOI0YNB1NXHBuYjxiDz4k985WrsS8wHzE2HzH27vxvqrhXcf43YlJeyqFsmbtxX622s1Wm7zhWzifG5iPG1mW7gp6SkJAgU6ZMOebr1IU2dQdJRQ8//LD+srqq1r029mXkyuu/btW9aVRPKGVYxxg9tOaAdtYaWvRYxvRuLTn5RXLPl6vlkZnrdFFvfP82ltnWOLYf1u7RvdkOZeVLZKNAuWlAtFxxSg8JCbH3RWBVzLpoQBsZ0aW5PDRjrXy3Zo88+s06mb5qlzx1/nHSpWWEV9evvp9p9XMLtx7Uhbx5fxVgVd1u9HEt5dph7fXQo76u7HCTM1emyKaUvdIpoYWc3TvB2OIG3Js3UtJTLHOhVB0nqDlCj1XQs9NwMPXFsYH5iDH4nNg3X7kS+wLzEWPzEWPrzf9GTEo6Wrz0c7K+Puu8SbomVpq+ozY5nxibjxhbky0LeqiamtPqtXlbdK8h57jMp3ZtLjef0lHfeW9X6mKh6mH42DfrdGFPDe+nCn2wNjXf2mMz1+nPo3JCUoz8Z0wXyT64W0zSPCJUXr20n8xeu0cemL5GVqUckbNe+E3+cVIHufmUJNsMR1lYVCyz1uyRN3/dKqvT0vVzoUH+cmG/BLlmWDtpG10yNyn+pk5ULuzXWrY1y5d27VrbvkgN77lz9p36cdqF0ywRhgNH8201HAwAwDfzFQDAM0yb/83dMnML9Ihpb83fqq9nqgHSzu3TWpqFBcvbC0pGjauKGrrUKjcJk/MB66KgZ4AdB7Pk1Xlb5IvlqaV3fKg5vlQxoXurSDHB1Se0k5z8Qnlm9ia5Y9oqaRQUICO7t/T2aqEaf+w4LLd/ulJ2HsqW4EB/ueeMLjJxSKIUFOTLtoNmbjb1eRzUIVqe/n6DfLBop757bdbq3fKf846z9DyBWXmFMm1Zirz92zZJPZyjn4tuHCyXD06Uywa3lWaNg729igA8rLbDvFhlOBgAAAAA7lPbG/n2Zvj2DX+5BUXy4eKdureiGqVKUaM63XV6Z+kaF6F7O6mCXcV5CFXPPOc8hABwLBT0LOxYc9wl7zsqr8xN1kP8FRU79LB4Y3q30kmgU4twMY36u9SdLap4efNHK+TticfLsI6xLnlvq88naBcFRcXy4pzNuphV7BB9wPL8hN7lPo8mb2s1J+DjY4/TPUjv+eJP2bI/Sya8sUguGpAg94zqKpGNPHen1bG2s5rXcOrv23XxMT2nQD/XLqax7o13ft942/QstAKTP9PwzbiP7hGnJ7cve5Jp5eFg3MXkGKMEMUZt8DkxHzE2HzE2HzF277CRC5IP1Oq1Uxdul4hGgXLOcc19KibqmuyXy1PluZ8269HTlOPbNpW7R3WR/onNqpy+Q/VmVIVSdZOkOq+ySs+8uvClGPsqYmxNFPQsOjb1rDV7ZX+mv8Sm79UX1sru2DfsydCT0areP2oKn0B/P7mwX7zccHIHaR/bREzeifz79M6SnVcoUxfukGvfWybvXTWwwfMChoSESOfOnV22nr5qy/6jcsenK2VVaroeTuD6k9rLHad1kpDAAJ/b1uqAbdY/h8krc7fIK/OS5eMlKfLT+n3y6Dnd5YweLd2eEGvazsn7MuXNX7fJVyvSJL+o5GJ9v7ZN5boT28upXVtIgLozAC7Z1jCX6XFXxxzqJpqqJr234nAw7mB6jEGMUTvsC8xHjM1HjM1HjN3X22zKgu26N5maUqU2VK+0R2auk0mzN8n4/glyRWyRJBg8qIfqcTd73V555oeNsnnfUf1cl5bh8u8zOsvwztUXNdV5lN2HJqXdmY8YWxcFPYslAlWoq9j1Wt0lry6cndwpVvd8UslCCQ7wlwuOj5cbTuogCc3CxBeoZPjQ2d0lO79IPvsjVa56d6l8dO1A6Rlv3zkCTfjcfrB4pzzx7TrJLSiW1lGN5NlxvSw9zKQnqELm7ad1kjN7xuneest3HpEbPlwup3VrIY+N6SEtI0M9GqMl2w7Jm/O36sKioo4rT+/eQhfy+rVtWFEcgHmcw70wHAwAAADgO9T1g29X75b/frehdFqO4Z1jpU2zMH1zfXVuO7WjdGkZIe/8tk2WbD8kb/22Td5ZsE3f1HzV0Hb6RmKTevss2npQnvp+g6zYeUT/P75pI7lzZCc5p1drbpQG4FYU9CxEFfOquhteFffU885lapiriwa00T2g4iIbia/x9/eT/57fU3IKiuSbP3fL5e8skU+uG6QPHOojLy9PUlJSJCEhQd99gNpTwzbe/fmfMnfjfv3/8/q0lofHdNdDT7KtS6jhRj//xxD5cPEOeer7jfLjur2yaMtB+feoLnLJgDb68+xqzs90q9bxMnfzYXlj/lZZlXKkdP9xQb94PS+lyT16PYX9h2/yhbibNhxMXflCjH0dMQafE7Av8A3s781HjF1nxc7D8tg36/QNyUrnFuFy/5ld5cROsbrQF90kpMYb/tQ5hCrg/bFtv7w6Z4PM25ops1bv0V+94iPlqhPayejj4iQowF/sak1auvzvh43yy6aS62AxTYLlllM66uu0wYH2/bvqinZnPmJsXRT0LDTMpup9dyxXDG4rN52SJM3DPde7x4rUsICTx/fWQwCoHkeXvrVEpl0/qN4FisLC2g0fgL/NXrtH7vlytR5SQc0N98S5PeSsnq3Y1lVQRbvLBifKqd1ayANfr5Wf1u+VB75eI9NXpMl/zz9Okpq7ds5L1YP1y9UHZeYXOyXlrzvqmoYF6XW4fHBbiWnCxWlXYv/hm1wZ92kXThOrMmE4mPqibZuPGIPPiTn5qiHYF5iPGJuPGDeMmvft6e83yPSVu0qLVHec1lnGHR8vgX8V3+pyw1+PVhFy1wmx8uCYXjJt+W59g7OanuWfn6yUJ2dtkMuHtJWLB7SRqLBgsYvtB7Lk2R83ycxVJduoSUigXH9ie12kbBwS6JM5n3ZnPmJsTebtcWxq1prdkl/mDpfqdI2L8PlinpO6o+eli/vKNVOXyW/JB+SStxbLtOsH+8zwo96ixk5/bOY6+XRZiv7/CUkx8syFvTw6hKRdqR61b17eT75bs0cemrFWlu04LKOf/01uHN5Bz4FZdr7B+k5W/d7v2+W9hTvkSE6Bfq5tdJhcc0I7uaBfgjQKbtj7AwAAAAAAc67vvDovWd6av033ulM9zNT1A3V9IryakZfqcsNfi4gQuev0zroH31cr0vQQnMn7jsrT32+UF+ZslvP7xsuVQ9tJUnPrjh60NyNXr+unS1OksNiht5HqbHHDyUnSrLF9CpIAzEFBzyLUnS2ufJ2vCA0KkDcu7yeXv71EF0dUUe+zfwyWFhEUl9zhjx2H5fZPV8rOQ9n6IOaeM7rIxCGJbhk20lTqrjY1xMTQDjHy5Hfr5ZOlKfLcT5vl2z9369569ZnPbuv+o/Lm/G3yxfLU0hsDusSEyI0jOsmZvRIYvx2wuIUpC/Xj4ITB3l4VAACqRb4CADMUFTtk2rIUeXb2Jn1jsHJ2r1Zy9xmdJb6p62+SVzcXXzywjVw0IEF+3XxA3v5tm/y6ab98uHin/jq5c6yeFkTdMG6VefbScwrktV+2yJQF2yS3oFjUZS/VY/G2UztJqyjzpz8i5wPWRUHPIlQ3dVe+zpeEBQfKO1f2l0veXCyr09J1Ue/T6wbpsb3hGgVFxfLinM16WNhiR0lP0efG95bOLV07VKQvUXe1qbkgx/RuLfd9tVo27zsqF7y2UC4b1Fb+dXpnfTecGop3VpmhLEZXGMpi2fZD8vqvW/UQng5HyXOndm0hVw6Ol2ZFh6V9+xYU8wAbmLxosn6koAcAsDLyFQDY3/zN++WJb9fLhj2Z+v992kTJ/53ZTfq1ber2362KdSd1itVfm/dmyjsLtsuXy1Nl3sb9+qtTiyZy1dB2MrZPa30Dvzfk5BfJ1IXb5dV5W3RRTzmje0u56/ROLp8uxcrI+YB1UdCzCHWh/uEZa8tNLFuRmmhWjU2NyiJCg+S9qwbIhDcWyca9mXLZ20vk4+sG6bndjiU4OFg6depkmbuArGbL/qNyx6cr9XjnahNdf1J7ueO0TvUaHpJtXdngDtHy3T+HyYs/b5bXf9mqh8v8Yc0eGdQhWr5fs6fcPkHtI9TQF51bNNE98pwTVQcH+Mt5fVvLNcPa66Eq1GTVDkdzPtMewGfaNxF38xFj8xFj8DkB+wLfwP7efMS4dpL3ZepC3tyN+/X/W0c1kntGdZGzesa5/NpBbWLSsUW4PHnecfqG5o+X7JSpv2+XTXuPyj1frpanf9golwxso294bu6hEbjUjeyfLUuV5+dskr0ZJb0WB7ePlrtHdZHeCVEeWQc7od2ZjxhbFwU9i1C9btSY0pN+3FTta9TyihPN4m9NGwfL+9cMkHGvLZR1uzNk4pQl8sHVA485Oa06wKCYV5kqCn2weKc88e06PbyAOth7dlwvGdQ+ut4fO7Z11dSdZ/86XR1It5J7vvhTF0+dk1GXpYp7anhOJ1WwVge4akLp5uF/H+SynT2Hbe2biLv5iLH5iDH4nIB9gW9gf28+YlyzQ1n58txPm/TQlmqozSYhgfr64pVDE93WC64uMVHz0Kn1uXZYe5m1ercejlONvvXiz8l6yMuze7aSq05oJz1aR7plXYuLHXpkJDX86LYDWfq5Hq0j5O4zulhqCFCrod2ZjxhbFwU9C7nllCT9+PLc5HK9clTPPJXcnMtRPVXU+PDaQbqot2LnEblm6jKZcmX/Gg9S8vPzJTU1VeLj4/XdB76mqmEd84qK5O7P/yy9c+vcPq3lkTHddU/IhvD1bX0saijTKVcOkP5P/KQPtGty9+md5fIhiVUWrNnOnsO29k3E3XzE2HzEGHxOwL7AN7C/Nx8xrlpeYZHu9aYKY5m5hXoOODWP3e2ndnL7dD71iUlwoL8eanNM71aydPtheee3bTJ73R75ckWa/hrQrpmeZ09NMxKg/hgX3MQ+f/MBefqHDbImLUM/1y6msdw1srOM6tFS/F3wO0xGuzMfMbYuCnoWq3zfOqKjXDE4UWauTJFNKXulU0ILObt3Aj3z6kD1JPvwmoFy4esLZeHWg3LDB3/I65cdrw8OqkviaielHn2J+nvVgV3FAvKD09dIoL+/5BQU6R5gT5zbQ/ccc9Xv9MVtXRc/rN1zzGKes0dqdb1P2c6ew7b2TcTdfMTYfMQYfE7AvsA3sL83HzGuvD3U9B1PfrdBdh7K1s8N6xij58nr3DLc8jFR10ZV8U59pRzKlnd/3y6fLk2RJdsO6a82zcJk4pBEGdc/Qfc2rI+VKUfkqe826GuGSouIELnt1E5yQb94CQqo+tohyqPdmY8YWxcFPQtSw2pe2K+1bGuWL+3atZaQEIbZrKvEmMa6qDf+9YW6l9ltn66QFyb0kUAScylVzKtqiNeCIocUFBXpg6Rp1w+WlpGeGa8cJVRPSVe+DoD1xUfEe3sVAAA4JvIVAFjbqpQj8vi363QPN6Vj8yZy/5ld5eTOzcWOEpqFyQNndZPbTu0o05alyru/b9NFyke/WSeTf9yki3qquKded6yRqNS1VjWP4DM/bJLv1+7Rr4sIDZQbhyfpjhWNgt0z/KhdkfMB66KgB2N1ahEu7189UC56Y5HMWr1HQoP+lGcu6EW3+b8Obl6am1zj9tubkSuN3DSeOqpX26Ev3D1EBgDPmXT6JDY3AMDyyFcAYE27juTI/37YKF+tSCudl+720zrJRf0TjLixPTw0SA+3qYp3P67bq4fjXLL9kJ5vb8qCbXJ695Z6nr1+baLkpblbKo1E9dCMtbq4uW5Xhqg+g6FB/nLV0HZy/YkdGBGtGuR8wLoo6MFoatLcd6/qL5e+tUS+XJ4mYcEB8tiYHj4/qa26Uym/zMFNVdTBz3drdsuEAW08Fi+IvnPs4Rlryx18VqTm1RzVI47NBQAAAACAj8rKK5TXf9kib8zfKrkFxRIc4C9XnpAoNw1PkohQ80b7UnPnndGjpf5anZou7yzYJjNX7ZLv1uzRX2rozL0ZlUczUte/1u7K0PMIXjKwjdx6SkdpHsFoVADsyf63aRhKTRrboUOHWk8ei+r1a9tM3rqiZA69Dxbt1OOIlx3H29e29aa9mfLZshSvDOvoa9u6PtQwEOrguyZquXpdddjOnsO29k2ujvu0tdP0F6yDtm0+Ygw+J3VnYr5iX2A+Ymw+X4xxUbFDpi1NkZOfmScv/Jysi3ln9oyTOXeeJPeO6ur1Yp4nYnJcfKRMHt9bFtxzitysrpE0CqyymFdWoL+//GtkF4p5Lsj5vtjufA0xti566FmUmgQ2KMi8u2m8ZWhSjLx6SV+5/v0/5I1ft0rj4ED556kdfWZbq7u2vv1zt3yydKcs33mk1j/n6mEdfWFbu8Itp5QU9CoOE6F65qlinnN5ddjOnsO29k2ujvvn6z7Xj+O6j3PZe6JhaNvmI8bgc1J3JuYr9gXmI8bm87UY/558QB77dr2s352h/98rPlLPM3d8YjPxxZi0iAiVu07vrK9fqaE1a5JfxEhUrsr5vtbufBExti4KehaVn58vu3fvlri4OO52cJERXVvIcxN6y60fr5DJP23Sw29ee2J7Y7e16oW4MuWIfLo0RQ9BkJVfpJ9vEhKohyeYvjJNCor+7qnoiWEdTd3W7kiat47oqCdm/q7MRM4qHjX1zHNiO3sO29o3EXfzEWPzEWPwOQH7At/A/t58psU4PbtAT5PivA4w+q/rAFv2H5UnZ22Qn9bv1a9rFRkqd4/qImf3bCX+aixJH49Jek6BV0ai8lWmtTtURoyti4KehYsxOTk55YaGRMOd1bOV5OQXyb8+/1OemLVeGgUHyIV9Whq1rQ9n5euJkFUhb+PezNLn+yc2lXHHJ+hhGMKCA6VNszCZ9OOmeg/rWB98rutGbf/6zGHIdvYctrVvIu7mI8bmI8bgcwL2Bb6B/b35TImxWv8Xf06uNFLPwzPWSre4CPkz9Yioe7LVzek3ntxBrhnWXkKDAsSKvBGT2o4w5eqRqHyVKe0O1SPG1kVBDz7nwuMTJKegSB6cvlYemL5Ggvwd0itCbK242CELtx6UT5amyA9r9uhhBJToxsFyfr94XchLat7EpcM6AgAAAAAAoOFUMa+qm67V9ZoVKSVTp0zonyB3jOwkzcND2eQVqJ6MqvhZ9vqWJ0aiAgBPo6AHn3T54ETJzi+S/363Qe79aq3cd1ILaddObGdPeq58/keKfLosRVIO5ejn/PxETuoUqw/01DCjwYH+bhnWEQAAAAAAAA0fZvOluck1viY4wF/uHdWV6zXVUNex1M3pnh6JCgA8jYIefNY/Tuog2XmF8sLPyfLfX/dKm/g4GdmjtVhdQVGxzN2wTw+pOXfjPin+q3d766hGcuHx8boHovre3cM6AgBcY1D8IDYlAMDyyFcA4B5qzrz8GnqWKWokJnUzNtdvqsdIVK5Dzgesi4KeRQUFBUm7du30I9zn9tM6ydG8QnlnwXa55ZM/5d0rQ2Vwh2hLbvJtB7J0Ee+L5amlk/gGBfjJGd1ayPj+beSEpBgJsNhEyBXxuWY7m4bPtG9yddzvGHyHS94HrkPbNh8xBp+TujMxX7EvMB8xNp8JMXZe43HV63w1JoxE5bmcb0K7Q82IsXVR0LMof39/CQlholZPJPsHzuomuYXF8tHinXL11KXywTUDpW+bpmIFuQVF+g6sT5akyOJth0qf7xDbWCb0byPn9m0tMU3s8znhc812Ng2fad9E3M1HjM1HjMHnBOwLfAP7e/OZEGM1/YkrX+frMWEkKvNjDPcjxtZV9eRa8LqCggJJTU3Vj3CvwsJC+cfxUTKmV5yeV2/iO0tk7a50r2529fsfnL5G+j/xk9z+6SpdzGsUFCAX9IuXz/8xWH664yS59sT2tirmKXyu2c6m4TPtm1wd90kLJ+kvWAdt23zEGHxO6s7EfMW+wHzE2HwmxHh0jzgJCaz5Eq1aPqpHnNiBCTHxdcfK+cTYfMTYuuihZ1HFxcVy9OhRiY2N9faq+MS2zs7Kkv+M6ap76v2wdq9c/vYS+fT6QZLUPNxj65GRWyAzVu7Sw2quTvu7oNgrPlLG9U+Qs3u1kohQe3dl53PNdjYNn2nf5Oq4L0pd5JL3gevQts1HjMHnpO5MzFfsC8xHjM1nQoxVj7KbhifJpB83VfsatVy9zg5MiImvO1bOJ8bmI8bWRUEPcDaGAH954aI+ct17f8gvm/bLJW8tls+uHyJtosPcto0cDocs23FYD6n57epdkltQMglyRGignNc3XsYdnyDdWkUQIwAAAAAAAEPdckqSfnx5brLkFZZcG3L2zFPFPOdyAIBvo6AHlBESGCCvXdpPJk5Zooe5vPitRTLt+sHSKqqRS7fTgaN58uXyVPlkaYps3Z9V+vzg9tEyYUCCnN69pYQGBRAbAAAAAAAAw/n5+cmtIzrKFYMT5bs1u2V/Zp6eM08Ns2mXnnkAAPejoAdU0Cg4QN6e2F8ufWuxrEw5oh8/vX5wgycfLip2yK+b98unS1Lkp/V7pbDYoZ9X73thv5LeeIkxjYkHAAAAAACAD1LFuwkD2nh7NQAAFkVBz6KCgoKkTZs2+hGe39ZNQgJl6pUDZMKbi2T97gy57O3F8sl1gyQqLLjO759yKFs++yNVPluWIrvTc/Vz/n4ip3ZtLuP7t5HhnWP1cJ++gM8129k0fKZ9E3E3HzE2HzEGnxOwL/AN7O/NR4yth5iYjxibjxhbFwU9i/L395ewMPfN3YZjb2t1V9T7Vw+Qca8vlA17MuWKd5bIB9cMlOJikVllhj8YXcXwB3mFRfLTun3yydKd8lvyAXGUdMaTNs3CZHz/BDm/b7y0jAz1uTDwuWY7m4bPtG9yddwv6HaBy94LrkHbNh8xBp+TujMxX7EvMB8xNh8xth5iYn7OJ8bmI8bWRUHPogoKCmT//v0SGxtLLz0vbuuYJiHy0TWD5MLXf5dVqelyxnPz9fx3ZScofnjG2tIJipP3HZVPl6bIlyvS5FBWvl4eHOAvZ/RoKRP6J8ig9tHir7rn+Sg+12xn0/CZ9k2ujvu47uNcsl5wHdq2+Ygx+JzUnYn5in2B+Yix+Yix9RAT83M+MTYfMbYuCnoWVVxcLBkZGRIdHe3tVRFf39aqJ50q6o16fr6kHcmptFwV9yb9uEk+WbJTdv01pKbSpWW47o03tndradq47kN1mojPNdvZNHymfRNxNx8xNh8xBp8TsC/wDezvzUeMrYeYmI8Ym48YWxcFPaAWIkKD9DCaNVHFvLAgfxnTJ173xusZHyl+fr7bGw8AUDt3/HCHfpx0+iQ2GQDAsshXAAD4BnI+YF0U9IBaUHPmFRT9NRFeDe4e1VWuGJLINgUA1FpqRipbCwBgeeQrAAB8AzkfsC5/b68AYAf7M/Nq9bqMnAK3rwsAAAAAAAAAAPAtFPQsKjAwUFq3bq0f4f1tHRseUqv3qu3rfBWfa7azafhM+ybibj5ibD5iDD4nYF/gG9jfm48YWw8xMR8xNh8xti4KehYVEBAg4eHh+hHe39aje8RJSGDNzUUtH9Ujzg1raA4+12xn0/CZ9k3E3XzE2HzEGHxOwL7AN7C/Nx8xth5iYj5ibD5ibF0U9CyqoKBA9u7dqx/h/W0dGRYkNw1PqvF91HL1OjRsW6Ph2M6ew7b2TcTdfMTYfMQYfE7AvsA3sL83HzG2HmJiPmJsPmJsXYznaFHFxcVy+PBhiYqK8vaqGK+22/qWU0oKei/PTZa8wuJyPfNUMc+5HA3f1mgYtrPnsK19k6vjfvug213yPnAd2rb5iDH4nNSdifmKfYH5iLH5iLH1EBPzcz4xNh8xti5bFvRSU1PlwQcflO+//14OHjwocXFxMnbsWHnooYekadOmHn8f+AY/Pz+5dURHuWJwony3Zrfsz8zTc+apYTbpmQcAqK/BCYPZeAAAyyNfAQDgG8j5gHXZrqC3ZcsWGTJkiOzbt0/GjBkjXbp0kSVLlsjzzz+vC3MLFiyQ6Ohoj70PfI8q3k0Y0MbbqwEAAAAAAAAAAHyE7ebQu/HGG3UR7oUXXpCvv/5a/vvf/8rPP/8st99+u2zcuFHuv/9+j74PAABAQ4z7bJz+AgDAyshXAAD4BnI+YF22Kuht3bpVZs+eLYmJiXLTTTeVW/bII49I48aN5f3335esrCyPvI87BQYG6iFA1SPY1qbgc812Ng2fad9E3M1HjM1HjMHnBOwLfAP7e/MRY+shJuYjxuYjxtZlq4Ke6kGnjBw5Uvz9y696eHi4DB06VLKzs2XRokUeeR93CggIkMjISP0ItrUp+FyznU3DZ9o3EXfzEWPzEWPwOQH7At/A/t58xNh6iIn5iLH5iLF12ar7lxoKU+nUqVOVyzt27Kh73m3atElGjBjh9vdRQ3bu37+/3HPJycn6MT8/X/Ly8so1AlXZLiwslKKionI/41ymnlfLFfWYnp4uzZo1k9DQ0HLLnFQxMigoSIqLi6WgoKDWy/z8/CQ4OFgcDodez9ouU0JCQvRj2b+tNsvUe6r3Vu+p3ru2y9TfoP4W9Teov6W2y9T2VNu1pmXOWDi3tSqgqr+hLnGquL2JU81xUjF2bmu1LesSp6piQZyqbk9qex04cEDfoFC2l68n2pOvxUn9HUeOHJGwsLBKN2DUZb9X1e91JXfmKzvGraH5KicnRw4fPly6L2to+1LU8xXXx9fblzePK8hX9ogTx3+ej5O785XVcpba35c9dvW1fWHFZep91HuadExY9lxQ/YwJceLYvXwsysZYjcZEnMw7BnTGODY2Vq8r51jej1vZdqf2SewH7de+nLnF+bqKMSwb40aNGpGvDDz+c8Y4Ojpar49Jx392P8eyVUFPfYgUtbOoivN5dXHVE+/zyiuv6CE6q5Kamqp3aE7NmzfXxbmMjAx9klpWTEyM/jp69Kjs3r1bP6c+sOr3qw9hfHy87jGYlpZW7uciIiKkVatWkpubKzt37iy3rEmTJvrn1Ad427Zt5Zap9Wrbtq3+HRWXqQ9U+/bt9Yep4jLV0JKSkvT327dvL/dhVB/Czp076+9TUlIqNThVPFWvUdul4oe0Q4cOusGpv12dNJfVrl073Tj27t2rt09Zbdq00RfR1Qm/2q5ltW7dWhczDh06pC+6lqWGMlUxVttXFT2c2zoqKkpvz7rEyalp06bSokUL4nSMOKl4OLe1+jzVJU5l1bU9+Vqc1H5jx44d+oS1bEHPE+3J1+Kkhm6u+HfXZ7+nXuNO7sxXdoxbQ/PVrl279N/v3Jc1tH0p6ndV/Dt8vX1587iCfGWPOHH85/k4uTtfWS1nqf1W2WNXX29j6sKKWl+TjgnLnguqv9uEOHHsXj5Ozhirz2C3bt2Ik4HHgM4YOwvznGN5P27qs1Q2f7IftF/7ck5D5Xz/ivmqbP5UHWPIV+Yd/zljrH5GfZl0/Gf3cyw/R8USoYVdd9118uabb+qva665ptLy++67T5588kn9dc8997j9faq7e3Ts2LGyfPny0oPF+lSlVWVXfTBVY1MX5X2pKu3puxKd29q58+LuAffFSe2knNva2RuSnl+ub0/qebUvSkhIKH0fT7UnX7sbR1EJX104Ue9R3/3eunXrpG/fvrJmzRrp3r27uJo785Ud49bQfKUOOtXBnHNf1tD2ddGXF+nnPxz7YaVlvty+vHlcQb6yR5w4/vN8nNydr6yWs9T+vuyxq6/tCysuu3T6pfo9Vb4y5Ziw7LmgGhnHhDhx7F4+Fs4Yqwt56iZF4mTeMaAzxuqiq2rHnGN5P25l963qefaD9mtfF391sX7OeY5aMYZlY6wKKeQr847/nDFWxSdVEOOaYJ5lzrFs1UPP2XPO2cOuImcFubqed65+H1VpVl9VUYEpeyHdyTnMYFXUyUzZIdvKvrbisrJUg6vqdx1rmfrg1GeZUt9lFS9413aZ2rG4elnZ7asenQWmissqqikWxKnmWKik4NzWFQtNtYlTXZb5epzU31dxO3uqPflSnMoOP1Hdz9Zmv1fTa1zB3fnKbnGrzbJj5aSq9mXOZTX9XFWeHflsjevjq+3Lm8cV5Ku6x4LjP99oT+7OV1bMWVXt7+0Yu6rUNWdNOn3SMX/OjjnLGWPntrJ7nGqzzI5xqssypewy55B/VS2riDjZM2epGKvfVXYZ51jejVtV+ZP2ZZ/2NfmMyVW+rmwMnTFW66+Qr8w7/nMOOX+sn/O14wpvn2PZqqDn7Mao5raryubNm2ucG8/V7wMAANBQCZEJbEQAgOWRrwAA8A3kfMC6SkqsNjF8+HD9OHv27EpdQzMzM2XBggW6C+igQYM88j7upCrQ6s7U6irRYFvbEZ9rtrNp+Ez7JlfHPSU9RX/BOmjb5iPG4HNSdybmK/YF5iPG5iPG1kNMzM/5xNh8xNi6bFXQU2O2jhw5Us9b8/LLL5db9tBDD+kJOy+//HI955yixnbdsGGDbNmypUHv4w2qK6qaOLK6LqlgW9sRn2u2s2n4TPsmV8f9ztl36i9YB23bfMQYfE7qzsR8xb7AfMTYfMTYeoiJ+TmfGJuPGFuX7apFr7zyigwZMkRuvfVWmTNnjnTt2lUWL14sc+fO1UNkPvHEE6WvTUtL08vV5MeqeFff9/EGNUmxmssvIiKCoh7b2hh8rtnOpuEz7ZuIu/mIsfmIMficgH2Bb2B/bz5ibD3ExHzE2HzE2Lps1UPP2btu2bJlMnHiRF2Ae/bZZ3UPPFWYW7hwoURHR3v0fdylqKhI9u3bpx/BtjYFn2u2s2n4TPsm4m4+Ymw+Ygw+J2Bf4BvY35uPGFsPMTEfMTYfMbYu2/XQUxISEmTKlCnHfF1iYqI4HI4Gvw8AAAAAAAAAAADgLbbroQcAAAAAAAAAAAD4Elv20LOyvLw8/ZicnNyg98nPz5fU1FTJycmR4OBgF60d2Nbexeea7WwaV32mnTnDmUPslK98kav3Zekp6fpx7dq1Llg7uAL5ynzE2D75yps5i8+J+fmKGJuPGPtujDnHsl5MYE7OJ8bmI8aeU9d8RUHPxVJSUvTj2LFjXf3WAAAfyCF9+/b12O9SyFfW0ePOHt5eBQCwXL5y/j6FnGUN5CsAdsI5FlB/5HzAevnKz1HTJHOosyNHjsgvv/yi5+cLCQlpUGVWnbB+/fXXkpSURCTciG3tOWxrtrNpXPWZVnfhqMR90kknSVRUlNgpX/ki9mXmI8bmI8b2yVfezFl8TsxHjM1HjH03xpxjWS8mMAcxNh8x9py65it66LmY2uhjxoxx2fupxNe9e3eXvR/Y1lbA55rtbBpXfKY92dPBHfnKF7EvMx8xNh8xtn6+skLO4nNiPmJsPmLsmzHmHMu7aHfmI8bmI8aeUZd85e/WNQEAAAAAAAAAAADQIBT0AAAAAAAAAAAAAAujoAcAAAAAAAAAAABYGAU9i4qNjZWHHnpIP4JtbQo+12xn0/CZ9k3E3XzE2HzEGHxOwL7AN7C/Nx8xth5iYj5ibD5ibF1+DofD4e2VAAAAAAAAAAAAAFA1eugBAAAAAAAAAAAAFkZBDwAAAAAAAAAAALAwCnoAAAAAAAAAAACAhVHQAwAAAAAAAAAAACyMgh4AAAAAAAAAAABgYRT0AAAAAAAAAAAAAAujoOcFn3/+udxyyy0ybNgwiYiIED8/P7n00ktr/Jnff/9dRo8eLc2aNZOwsDDp2bOnPPfcc1JUVOSx9TZ5O2/evFmeeuopOeWUUyQhIUGCg4OlRYsWMmbMGJk7d67H190XPtNlXX311fpn1FdycrJb19UXt7XD4ZCpU6fKySefrPchjRo1knbt2sm4ceNk06ZNHlt3k7dzXl6evPzyyzJgwACJiYmRJk2aSNeuXeXWW2+VHTt2eHTd4V7z58+X888/X+Li4iQkJEQ/jhw5UmbNmsWmt7F33323NA9V9xUQEODt1YQLfPvtt7rNxsfH63zYvn17ufDCC2XhwoVsX2h33323jBgxQp8TqM+IOnbq06ePPPLII3Lw4EG2koHef//90n39W2+95e3VgQskJiZWm89btmzJNjYIx+bWoPKj2n+ee+65kpSUpPNnZGSknHDCCfL2229LcXGxt1cRLsAxkm/iOMl6Ar29Ar7o8ccfl1WrVukLvupiwoYNG2p8/fTp0/XFw9DQUBk/frw+qZw5c6bcfvvtsmDBAvnss888tu6mbucHHnhAPv30U+nWrVtp4XTjxo0yY8YM/fX888/rC/No+LauSH2W33nnHf2zR48eZRO78HOt5Obm6guV33zzjXTu3FkuvvhiCQ8Pl127dumTH1XQ69SpE9u9Adu5sLBQX/hT++MuXbrIRRddpAs9S5culRdffFHee+89fVOG2r/A/p8LlS9U0fass87SxbwDBw7IihUrZN68eTp/wJ569+4tDz30UJXL1L7y559/llGjRnl8veD6ixBPP/20REdHy9ixY3VbVjcSqWPtL774Qu+v63JDEsw0efJk6du3r5x22mnSvHlzycrKkkWLFsnDDz8sb7zxhv5eFftghpSUFH0TF+ci5lHFhNtuu63S8yrWMAPH5tahrkvecMMN+vxo+PDh0qZNG9m7d698+eWXcs0118h3332nX6OK6rAvjpF8D8dJFuWAx/3888+OTZs2OYqLix1z5851qDBccsklVb42PT3dERsb6wgODnYsXbq09PmcnBzH4MGD9c9+/PHHHlx7M7fzlClTHMuXL6/0/Lx58xxBQUF6++/atcsDa23+ti5r3759jhYtWjjGjx/vOOmkk/TPbd682SPr7Cvb+sYbb9Svuffeex1FRUWVlufn57t5jc3fztOmTdPLR4wYUWkbP/jgg3rZlVde6aE1h7s443zqqac6MjIyKi2nLZlr0KBBOvbTp0/39qqgAXbv3u3w9/fXxx179+6ttM9XMW7Xrh3bGPo8qyr33Xef/pzccMMNbCVDqOM8dfzWvn17x1133aXj++abb3p7teACbdu21V8wF8fm1jJnzhzHjBkzKp0Pq+OvhIQEvX/9/PPPvbZ+cA2OkXwLx0nWxZCbXqDuVunYsWOt7kxRw77t379fJkyYIMcff3zp86q3nrobSXn11Vfdur6+sJ0nTpyoh9Kp6KSTTtLDFObn5+seNmj4ti7ruuuu049qqEK4fltv2bJFXnvtNenfv7888cQT4u9feZcfFBTEpm/gdt66dat+PPPMMyttYzVsr6L247AvNUSM6tmjhrz+6KOPdC/XimhLZlqzZo3ujdO6dWvdxmFfavhj1ZYHDhyoe11V3Oerds2+Gs7zrKqoocqdQ/XDDC+88ILugT1lyhRp3Lixt1cHQC1xbG49avqas88+u9L5sBri9h//+If+Xo1oAnvjGMm3cJxkXQy5aXHqBEM544wzKi078cQT9cVFVWhS8zepId7ges6LtIGBNBdXz1f09ddfy1dffaWHvoLrffzxx/pk54orrpCMjAw9vKnqLq+2tzrgVmPbo+G6d++uH9UwIv/85z/LncSooU6VU089lU1tYyrPbtu2TS644AJp2rSpnoNLFXrUCY2aN3Hw4MHeXkW4yeuvv1461ytz6NmbuklDzZG8ZMkSPVSuGm7T6ddff5XMzEw9DCdQHXUcpai5zGF/69evl3vuuUcfu6nzaud5N8yhrpF88MEHsnPnTl2wVW1XxZp8bn8cm9sL19TMxzGSeThOsjYqFBan5nFTqprjShWY2rVrJ2vXrtU9RLp27eqFNTT/bu45c+bowqk6+Ifrtqs6eVbz1HDxzH3UHG5Kenq6dOjQQU9U7aR6nqkx7tUdN5zUNozqtXPeeefp+QGOO+44XbxTF43/+OMP+e233/S8LDfffHMDfwus0JZatGih51VavXp1ueUqP6ge9bGxsV5aQ7hDTk6OvhCoivRq7g/Ym5of+amnnpI77rhDz2mqjj/UDS6qN7uaL1nNl+Ys4ALKM888o+d3VsdRy5Yt0zldFQRUEQj2puY/vuyyy/QcT//5z3+8vTpwkz179ug4l6Wun6gemWokHtgXx+b22t+qOYqr66gAe+IYyWwcJ1kfBT2LUyeQzgmdq+J8/siRIx5dL1+5o++SSy7Rj08//bTulYGGc/YYU5ORq2IS3Gffvn368cEHH9RFJnXQlZiYqHsnXH/99fLKK6/oAsTDDz9MGBpAFUdVMefRRx+Vxx57TNatW1e6bMSIEXLxxRdTNDWkLakhbNWFoJ9++kkP26duTrjzzjvlhx9+kAsvvJBhZAwzbdo0fXylivYJCQneXh24wG233abz4FVXXSVvvvlm6fOqx7oafr3iUJzwbeq4ae/evaX/Vxci1QgT3Lxhf+qYbcWKFbpI26hRI2+vDtzgyiuvlGHDhumRNNSQyuoG6JdeekneeOMNGTVqlCxcuFB69erFtrcpjs3tQ90Eo0Y2GT16tJx++uneXh24CMdIZuM4yfqYQ8/mHA5H6QVluE5RUZG+m2/BggUyfvx4ueuuu9i8LjJ58mT55Zdf9IU0iqTu/xwrcXFxemjTHj166EKqGm5TFaBUr5NJkybpOSJRf7m5uXo/oQ5q1XyQu3fv1jdjzJo1Sxd8VO+t6dOns4kNaEsq56q2owq1qi2pi0SqbcXHx+v9mro4BHOoi36KugECZlA3aKmhc1XxTvXMy8rK0r2p27dvr2/i+ve//+3tVYTFeveo/b56VL3wVUFAzbm9fPlyb68aGkDd2KZ65akbchgy21wPPfSQPudRoyuo0XbUeZC6MUv10lY98Lmh0d44NrcHdQP3s88+K126dJH333/f26sDF+IYyVwcJ9kDBT2Lc/bAc/bUq0jNi1X2dXDNwaEaCvKzzz6TcePG6eG2KJi6xubNm+X+++/Xd0yqO7TgXs6CqbqjvOLdx+qOVNXTSM0ZpMbGRv3997//1fuLJ554Ql/4VxN/R0RE6Lt/VfGnoKBADzEL+7clddG/4t3cqm057zZVB78wg+ppq+ZnUcVa8pUZ5s2bJ3fffbecc845+mYW1Z7VRV41jK4qzLdu3VpfdFJFG6AsVRA499xzZfbs2Xr48ssvv5wNZPMhpNR0FmpUBfief/zjH6Vzp8K+ODa3PnWjqzoHVsOcz507Vw99DvNwjGQWjpPsg4KexXXu3Fk/btq0qcqGtm3bNj2XnroogYZT2/Siiy6STz75RA+T99FHH+ntC9dQ8z2qIUzVvAWqSFr2S/VuUTp27Kj///XXX7PZXbT/iIqKqvFESN2livr75ptv9OPw4cMrLVPFH3XyonrqlZ3DEPZCW/I9zrnUrr76aobM9YF9tSrsDRgwQA8LrobhA6rStm1bfWFSHc8eOHCAjWRDak5EdV6tbmYLDQ0tdy7yyCOP6Ndce+21+v9qiF6Yxzm0suqhDfvi2NzannvuOT2HvOoZq4p56oZXmI1jJDNwnGQfVCosTg0T8eGHH8r333+vC01lqbvKsrOz9XBuISEhXltHU6hhB1WPPDU0nrrzVhWd1JCEcB01b426OFqVb7/9VnfbV/NQqd5N6rVoGDUs4IsvvqjHrK9IFVZVj0lnXFB/alsq+/fvr3KZsyd1cHAwm9mmVJ5VN3eoNqNyRcVYOtsYbcmcYXTVsEDqGKC6nAWz9tVln2dfjZrs2rVLPwYEBLChbEidM1e3X1dDqaqC/gknnKCLBQzHaSbn8OjcEG1vHJtb11NPPaXnzevdu7f8+OOPEhMT4+1VgodwjGR/HCfZiANeNXfuXDUJnuOSSy6pcnl6erojJibGERwc7Fi6dGnp8zk5OY7Bgwfrn/344489uMZmbufc3FzH6NGj9WuuvvpqR1FRkcfX0Ve2dXVOOukk/XObN29227r52rbOy8tztG/f3uHn5+eYPXt2uWX333+//lm13dGw7XzDDTfo5SNGjND7krLuuecevax///5sZptT8VexVG2nLNW2VBuLjIx0HD582GvrB9d57733dKzPOussNqtBPv30Ux3XFi1aOFJTU8stmzVrlm7HoaGhjgMHDnhtHeF969evd+zevbvS8+rc4L777tOfoSFDhnhl3eBeDz30kI7vm2++yaa2uTVr1jgOHjxY6fnt27c7kpKSdJyfeOIJr6wbXIdjc+t59NFHdfvq169flW0Q9sYxkm/jOMla6KHnBWooQedwgqpHkvNOsYkTJ+rv1R0szzzzjP5e9VR688035YILLpCTTz5ZJkyYoIdvmzFjhmzcuFE/P378eG/8GUZtZzWW/qxZs/Rzag6VRx99tNL7qe2vvtCwbQ3Pfa5VL4OpU6fKyJEj9Xxuav4XNRTC0qVLdQ/f2NhYeeONNwhJA7ezmhdy5syZMmfOHD3ht3POwgULFug51dT3zz//PNvZ5tScW4sXL9ZzJar2o4bnU0Opqrm3VE8NlaurG94W9uLcL1533XXeXhW4kDpmPvXUU+Wnn36Srl276pyohoBSQ++p4TgdDoeeEzU6Oprt7sPUqCj/+te/dO+PDh066M/D3r179dDwan5F9ZlR+3sA1qXmtlb7czXEspozPDw8XLZs2aJHhFG98NXcuHfddZe3VxMNxLG5tajrDg8++KA+Lxo2bJi88MILlV6jRjNxnk/DfjhGAizE2xVFX65qV/fVtm3bSj/z22+/OUaNGuWIiorSdw/36NHDMWnSJEdhYaFX/gbTtrOzd1hNX+r90PBtXR166Ln+c+20du1ax7hx4xyxsbGOoKAgR3x8vOO6665zpKSk8JF20Xbet2+f484773R06dLFERISordzmzZtHBMnTtR3ssEM6k7T22+/3ZGYmKhj3KxZM8c555zjWLhwobdXDS6ybt063cbVfpJjLPPk5+c7Jk+e7Bg4cKAjPDzcERAQoHPjmWee6fjhhx+8vXqwgNWrVztuvPFGR69evRzR0dH6MxIREeE4/vjj9bEBPQ7MxZ3n5pg3b55jwoQJjs6dO+sRFAIDA/WoR6eeeqpj6tSpjuLiYm+vIlyEY3P7nD8zOpD9cYzk2zhOshY/9Y+3i4oAAAAAAAAAAAAAquZfzfMAAAAAAAAAAAAALICCHgAAAAAAAAAAAGBhFPQAAAAAAAAAAAAAC6OgBwAAAAAAAAAAAFgYBT0AAAAAAAAAAADAwijoAQAAAAAAAAAAABZGQQ8AAAAAAAAAAACwMAp6AAAAAAAAAAAAgIVR0AMAAAAAAAAAAAAsjIIeAAAAAAAAAAAAYGEU9AC4xfr168XPz09/bdq0qcrX7Nu3T0466ST9mqioKPn222+JBgDAo8hXAAC7IGcBAOyAfAW4T6Ab3xuAD1u+fLl+bNKkiSQlJVVavmzZMjnvvPMkJSVFunTpItOnT5dOnTp5YU0BAL6MfAUAsAtyFgDADshXgPvQQw+AW5N37969xd+//K7mvffek2HDhuli3jnnnCOLFy+mmAcA8AryFQDALshZAAA7IF8B7kNBD4Bbk3ffvn1LnyssLJTbbrtNrrjiCsnLy5MHH3xQvv76a4mIiCAKAACvIF8BAOyCnAUAsAPyFeA+DLkJwC1WrlypH/v06aMfDxw4IOPGjZO5c+dKeHi4vP/++zJmzBi2PgDAq8hXAAC7IGcBAOyAfAW4j5/D4XC48f0B+KAtW7aUzpu3atUqKSoqkrFjx8rOnTulY8eOuldet27dvL2aAAAfR74CANgFOQsAYAfkK8C9GHITgNu61oeGhurvhw4dqot5o0ePliVLllDMAwBYAvkKAGAX5CwAgB2QrwD3oqAHwG3Ju6CgQK688krJycmRe++9V2bOnClRUVFscQCAJZCvAAB2Qc4CANgB+QpwLwp6AFxuxYoV+jEkJEQ/RkZGytVXXy3+/uxyAADWQb4CANgFOQsAYAfkK8C9uLoOwG3J+6mnnpKBAwdKenq6nHPOOZKRkcHWBgBYBvkKAGAX5CwAgB2QrwD3oqAHwKVSU1Nl3759+vvBgwfLV199Ja1bt5Z169bJhAkTpKioiC0OAPA68hUAwC7IWQAAOyBfAe5HQQ+AW8bKDgoKkuOOO07i4uLk66+/ltDQUPnuu+/krrvuYosDALyOfAUAsAtyFgDADshXgPtR0APgluTdvXt3CQ4O1t8ff/zx8vbbb+vvn3vuOXnrrbfY6gAAryJfAQDsgpwFALAD8hXgfhT0ALgleffp06fc8xdffLHcfffd+vsbb7xRfvnlF7Y8AMBryFcAALsgZwEA7IB8BbgfBT0Abkneffv2rbTsP//5j5x11llSUFAg559/vmzdupWtDwDwCvIVAMAuyFkAADsgXwHuR0EPgMvs379f0tLSqi3o+fv7y0cffSTdunWTgwcPytlnny0ZGRlEAADgUeQrAIBdkLMAAHZAvgI8g4IeAJffiaMKd7169aryNeHh4TJjxgxp1qyZrFu3Ti666CIpKioiCgAAjyFfAQDsgpwFALAD8hXgGX4Oh8Phod8FAAAAAAAAAAAAoI7ooQcAAAAAAAAAAABYGAU9AAAAAAAAAAAAwMIo6AEAAAAAAAAAAAAWRkEPAAAAAAAAAAAAsDAKegAAAAAAAAAAAICFUdADAAAAAAAAAAAALIyCHgAAAAAAAAAAAGBhFPQAAAAAAAAAAAAAC6OgBwAAAAAAAAAAAFgYBT0AAAAAAAAAAADAwijoAQAAAAAAAAAAABZGQQ8AAAAAAAAAAACwMAp6AAAAAAAAAAAAgIVR0AMAAAAAAAAAAAAsjIIeAAAAAAAAAAAAYGEU9AAAAAAAAAAAAAALo6AHAAAAAAAAAAAAWBgFPQAAAAAAAAAAAMDCKOgBAAAAAAAAAAAAFkZBDwAAAAAAAAAAALAwCnoAAAAAAAAAAACAhVHQAwAAAAAAAAAAACyMgh4AAAAAAAAAAABgYRT0AAAAAAAAAAAAAAujoAcAAAAAAAAAAABYGAU9AAAAAAAAAAAAwMIo6AEAAAAAAAAAAAAWRkEPAAAAAAAAAAAAsDAKegAsobCwUJ555hnp2bOnhIWFSXR0tIwePVp+/fXXer3f888/LxdeeKF06dJFmjVrJkFBQdKyZUs566yz5JtvvnH5+gMAfIOr89XEiRPFz8+v2q8zzjjD5X8DAMA3uCJnzZs3r8Y85fxq3769W/8WAICZNm7cqK/hXXrppfoanr+/v84rDb125+rzNsAqAr29AgBQUFCgk+pPP/2kE+yZZ54pBw8elB9++EF/TZkyRS6//PI6bagnn3xSDh8+LMcdd5x06tRJQkNDZevWrfLtt9/qr9tuu00mT57MxgcAeDVfOQ0dOlSSkpIqPa/yGAAA3spZ6qbIK664otrl33//vezdu1dOPvlkggQAqLNXX31VF/Tsct4GeJufw+FweHslAPi2//znP3L//fdLnz59ZM6cOdK0aVP9vEq8o0aNkoCAANm0aZO0adOm1u/522+/Sd++ffVdOBWfV70dsrKyZMGCBTJkyBCX/z0AADO5I1+pHnpTp07VJ5XqewAArJqzKsrIyJC4uDjJzs6WX375RU488USCBwCok7feekvno+OPP1769esnV199tc4pM2fO1KNsWTUHAt7CkJsAvEp1gZ80aZL+/pVXXilNssqpp54qV111leTl5dX5bp0TTjihUjHP+fz48eNLEzkAAN7MVwAA2DVnTZs2TRfzOnToIMOGDWvwegMAfM8111wjTz/9tIwbN07nk4bivA2mo6AH+ICioiJd3GrSpIkeDuWuu+7S41I3atRIIiIiZMyYMbJ582avrNvvv/+uu70nJibKoEGDKi2/6KKL9OP06dNd9jvVfHpKSEiIy94TANBw5CsAgF2Qs0TeffddvS3UkJxqviMAgPVYOV+Zcp0R8CTm0AN8wLp16yQnJ0fatm0rAwcOlD179sjw4cOlc+fOMn/+fJkxY4YsWbJE1qxZo8eW9qQVK1boR9WtvirO57ds2SKZmZkSHh7eoN+3fPly+fTTT/Uku6qbPQDAOnw5X82dO1dWrVqlezqo+YrUXETqbwcAWJMv5yznz6opDFQhr6Y59gAA3mXlfGXCdUbA0+ihB/iAP/74Qz/u2LFDWrVqJcnJyfLdd9/pu1HWrl2r71pRCf2NN96o8X3UxUV1wlaXL/XeNVHrpCQkJFS5XCVWdcdQ2dfWdXJdNSeRugNn8ODBekxudbFUDT3Ts2fPOr8fAMB9fDlfvffee/Lcc8/pv+3RRx+VU045Rd9RWp/3AgC4ny/nrLK981S+Yg4iALAuK+crd/BEDgS8iR56gA9wJm+VzL7//vvSxKWoScxvu+02/bVo0aIa3+eMM86oczKOiYmpcfnRo0f1Y+PGjat9jRoWQE24ru6cqSs1ka7qkeekhhmYPHmynmQXAGAtvpivevfuLf3795cRI0boC6KHDx+WhQsXyr333iuLFy/Wcx2pu0zVewMArMMXc5aTw+GQ999/X39/5ZVX1vnnAQCeY+V85Q7uzoGAt1HQA3woeT/wwAPlErdTp06dyiW96txzzz0uXzd1Mqi4a86FTz75RH9lZWXpMcHVxO/XX3+9fP755/L111/rAh8AwBp8MV+pk+eyVF664IILZOTIkdK3b199B63qbf6vf/3Lpb8XANAwvpizyg4TrXo1qL/7vPPOc8vvAACYn6/cwd05EPA2htwEfGDyWzUnT0BAgIwfP77K16hilxIbG+vhtSvp6n6sAwfnsoaMa63uzFG9IKZMmSJXXXWV/Pjjj/L000/X+/0AAK5FvipPnWz/85//1N/PmjWLjxsAWIiv5yzncJvqb2/UqFG91xMA4Nv5ys7XGQFvoYceYLj169frOeO6detW5Z04ihrSS1EFr5r897//lQ0bNtS5e/0zzzxT7XI1Ka+SkpJS5XLV/V11gy/72oZSk7a/8847euLfhx9+2CXvCQBoGPJVZWqiemXXrl18vADAQnw5Z6mLoF9++aX+Xs1VDgCwLqvnK3fwxnVGwJMo6AE+0rU+MjKy2rt11Bxzqiv62LFja3wvNda2mpOuLlRyrCl59+nTp9x6VuR8vn379i67c8Z519H+/ftd8n4AgIYjX1V26NAh/cj8eQBgLb6cs6ZNm6Z7c6gh2oYMGVKnnwUAeJbV85U7eOM6I+BJDLkJGM6ZqLZv3146jnRZL774or5rRc190KVLlxrfa968efo96vKlfm9N1ElgdHS0fl1VE/Cq+e+UYx1Y1HXOByUpKcll7wkAaBjyVWWfffaZfjz++OP5eAGAhfhyzpo6dap+pHceAFif1fOVO3jjOiPgSRT0AB9J3rt375ZXX3213LKPPvpI/v3vf+sea5MnT/bK+gUGBsodd9yhv7/pppvkyJEjpcvmzJkjb7/9toSEhJTOI1TWvffeqw841GNZ8+fPl48//ljy8/Mr/czMmTPl/vvv199fc801bviLAAD14Yv5asWKFfpvy8vLK/d8Tk6O3HfffXpIMzXfhfp9AADr8MWcpWzdulWfa/n7+8vll1/u5r8CAGB6vmqI6vJVQ3IgYAcMuQkYrLi4WE9+GxoaqotXKpG99957kpiYKKtXr5Z169bpu1amT58uCQkJXlvPf/3rX7rX3E8//aR7zQ0fPlwPM+a8++ett96SNm3aVPo5dUCyceNG/VjWli1b5Morr5RmzZpJ3759pXnz5jqBq9eqZcptt90ml1xyicf+RgBA9Xw1X+3YsUPnoptvvln69eun85UaDnrlypX6MTg4WF5//XXp2bOnB/9KAEBNfDVnOXvnqZ8dOXKktG7d2kN/CQDA5Hy1fPlyufHGG0v/r9ZLueuuu+Txxx/X38fFxclXX31V63xV3xwI2AEFPcDwyW/V/AYDBw6U5557TidqdRKmegS0bNlSX0BUd7K0atXKq+sZFBQks2bN0uuo1u+bb77RBxzqRFGt34knnlin9zvppJPk//7v/+TXX3/V28B5F6n6Oy+99FK59tpr6/yeAAD38dV8pQp1t956qyxdulTWrl2r85bqkadOLs8//3y55ZZb9AT2AADr8NWcpS6Avv/++/p7htsEAOuzS77KyMiQxYsXV3peFevKzsXnzRwIWImfo6oBdAEYQd15c8UVV+g7XV5++WVvrw4AAFUiXwEA7IKcBQCwA/IVYCbm0AN8YKxsNYwXAABWRb4CANgFOQsAYAfkK8BMFPQAg5G8AQB2QL4CANgFOQsAYAfkK8BMDLkJGDz5bUREhBQWFsrRo0clMJApMwEA1kO+AgDYBTkLAGAH5CvAXBT0AAAAAAAAAAAAAAtjyE0AAAAAAAAAAADAwijoAQAAAAAAAAAAABZGQQ8AAAAAAAAAAACwsEBvr4Bpjhw5Ir/88oskJCRISEiIt1cHAGADeXl5kpKSIieddJJERUV55HeSrwAAdshXCjkLAFBXnGMBAEzMVxT0XEwV88aOHevqtwUA+ICvv/5axowZ45HfRb4CANghXynkLABAfXGOBQAwKV9R0HMx1TPPGYCkpKTS5/Pz82XPnj3SsmVLCQ4OdvWvhQWYFuM7frhDP046fZK3V8UyTIsxrBPj5ORkfTOIM4d4M19ZEW3PfKbH2Ndzqunx9SXeyFd2y1nuRFsyn7dj7Ov5yhdi7Es4x7IP2oX5XB1j8pX10I49l68o6LmYc5hNdaLZvXt3V7894DGR6yL1I59jwHM8OVQz+QrwHHIqTOPpqQXIWYBnkK9gIs6xAPOQr+DL+YqCHoAqPTvyWbYMAAAuQE4FANgB+QoAYAfkK/gyf2+vgC9Nbrhx40b9CDOZFuOEyAT9BXNjjMqIsTURF/OZHmNfz6mmxxfwFNqS+bwdY1/PV74QY8CKaBfmc3WMyVfWQzv2HAp6HuRwODz56+AFJsU4JT1Ff8HcGKNqxNiaiIv5TI4xOdXs+AKeRFsynzdjTL7yDNoxQLvwRa7c95GvrIn85hkMuQmgSnfOvlM/TrtwGlsIAIAGIKcCAOyAfAUAsAPyFXwZPfQAAAAAAAAAAAAAC6OHngf5+fl58tfBC4ix+Yix+YixNREX8xFjsxFf70nPLpBZa3bL/sw8iQ0PkdE94iQyLMiLa4SGoC2ZjxibjxhXjXzl22gX5iPG5iPGnkFBz0NCQkKkc+fOnvp18AJibD5ibD5ibE3ExXzE2GzE13tzWLz4c7K8PDdZ8gqLS59/eMZauWl4ktxyShIn3TZDWzIfMTYfMa6MfAXahfmIsfmIsedQ0AMAoB64gxQAYGWqmDfpx02VnlfFPefzt47o6IU1AwDgb+QrAABqjzn0PCQvL0+Sk5P1I8xEjM1HjM1XmxirO0hfmLNZBvznJ7n3y9X6oqh6VP9Xz6vl8HxcYG/E2GzE1zs3nbw0N7nG16iee+pOcJUAALo8SURBVOp1sA/akvmIsfmIcXnkK9AufAP7PvP5WozTswvk4yU79XVA9ejJ8yp66HlQYWGhJ38dvMCkGE+7cJq3V8GSTIox6hdj7iD1Dtqe+UyOMTnV7Phajbqx5OOlOyS/zDCbVVE99b5bs1smDGjjsXVDw9GWzOfNGJOvPIN2/LeZf+4iX4F24SNcue8jX1mTL+Q3hwWmNaCgBwCAi+8gvWJwokSGBbFdAQBudTSvUDbuydRfG/ZkyIa/vk/Pqd0dovszfeMOWgCAdS6Ebj+YLb9t3i+/JR+QuRv31+rnyFcAACt40QLTGlDQA1ClhSkL9ePghMFsIeAv36zmDlIAdUdORUMVFhXrC6CqaFdSvCsp4KUcyqny9Y2CAyQnv+iY7xsbHkJwAJCv4FaHsvJlQfIB/TV/8wFJO1J17qoJ+QpAWZxfwZdv8qegB6BKkxdN1o8U9ODLVA+HFTsPy/KdR2T5jsOyZNuhWv0cd5ACKIucav6J3aw1u/W+X11wHN0jrt4ncKrnwv6jeSVFu90lhbuNezNk096jVQ5JFhzgLx2aN5GuLcOlc8tw6RIXIV1ahktIoL8M/M+ccsPAVKReM6pHXL3WE4CZyFdwhdyCIlm2/bDMT96vi3hrd2VI2WnGm4YFyZCkGBmWFCM94yPl3Fd+J18BIF/B0vIKi+TlecmWGCaagp6HBAcHS6dOndw+hiq8hxibjxibrbjYITsO58mKjEbyzswNuoiXvO9ovd6LO0hdi7ZnPmJsNlPj29D5E1QPuk17S4bIXP9Xzzv1dTArv8rXt45qpIt1XeJU8a6kcNcuprEEBfhX+Xq1DlUNB1N2OcND24upbQl/I8bmMzHG6jxq3e4MPYTmb5sPyNLth8rlxeBAf+mf2FROSIqVE5JipHurCPH3//vvJ1/BxHaB8oix+UyLcX5hsfyZekQWbjkoi7YdlD92HJbcgpqLeZ66yZ+CnoeoD7MpH2hUjRibjxibJTO3QFamqJ53R2T5zsO6J15GbmGlng89WkdIv7ZNpW+bppLUvImc9eJv3EHqYbQ98xFjs5ka39rOn6AudO48VDJcph4qc7fqdZcp2w9mleux4BQeEvhX0S5cuvxVuOvUMlwiQuvW608VFJWKBUfVM89ZcIS9mNqW8DdibD5TYqyGzVTz4KkhNH/fclAPq1lWt7gIGdYxRk7oGCP9E5tJaFBAte9FvoIp7QLVI8bms3uMC4pUAS9dFm09qL9UT/OcgvJTGLQID5G9tSjWufsmfwp6HpKfny+pqakSHx+vK9YwDzE2HzG2dy+KbQey9B01quedKt6pi6kVL6S2iAiRztHBMrRznPRvX3L3aEhg+ZNP7iD1PNqe+Yix2UyMb23mT3jup03yw7o9snVfVqWTQSXQ30/aN2+si3YlxbuSITNbRYa65GRYvYcqKKo5HL4rMySoGmaTnnn2ZGJbQnnE2Hx2jbGaikBd4FQ98FRPPHVuVZbKXap4d0LHWBnaIVqim9T+Yib5CnZtF6g9Ymw+u8W4sKhYVqepAt4hWagLeIcku8Ic5B2bN5FB7aNlcIdoGdiumQT6+8uA//zk9Zv8Keh58GKy+mCrR5iJGJuPGNtnTqKsvEJZlVoy752zgHc4u6Dca4IC/KRbq0jp2yaqtAdedCN/2bZtm7Rr10ZCQqo+CeUOUs+j7ZmPGJvNxPiq/HSs+ROKHSJr0zL09y0jQv+a466kcNe5RYR0aN640k0j7qBypzvncIDnmNiWUB4xNp83Y1yX8yuV49RoJroXXvIBWZVyROe1sr3JB3WILumFlxSjh4Bu6M0o5Cvfxb7PfMTYfFaPcWFRsZ7TVd2cogp4S7cdkqwKBbwOsY3LFPCiq+xpZ4Wb/CnoAahSfEQ8Wwa2mJNIvV4NZaaGzVTDZ6peeGpYs7InnIpKxKp4pwp3fds2leNaR1Ya+iUv79hd57mDFEBdkVPNovKOGo6lNsYdHy/3je4qUWHWv0sVAMhXvnt+pWzed7S0B5664Fm2p4LqVd6vbVTJPHgdY6RXfKQEVjOHKwC4G/kKx1Kk5netUMDLzCs/zY66GUUV8Aa1byaD20dL84jQY76vFW7yp6AHoEqTTp/EloEl5yRS41qru0BVzzvn3HcHjpafsyHA30+OaxVRUsD7q/ddfNNGLh3PmztIAdQWOdUMe9Jz5csVqfLFH6myZX/5ocaqo/IPxTwAdkG+8s3zKzUss5oDb29GXqWhxoYmxeheeAPbR0uTEC4hArAG8pXZ6jNiV3GxQ9bvyZCFW0rmwFusCni55Qt4baPDdOGupIgXLS0jj13As+JN/mRjAICt5iRSJ6Tqq6xmjYP/6nlX0gOvZ3ykhAWT4gAADZOTXySz1+2Rz/9IlQXJB0p7fzdrHCTpOYX6zk9vzp8AAEBDz6/W787UjzFNQuSEpGg9D566gbI+FzoBAPDEiF3FxQ7ZuDezXAFPzfdaVkKzRuUKeK2iGhlxkz9XOz1ETQbZoUMHCQxkk5vKtBhPWztNP47rPs7bq2IZpsXYrnMSKerk8tSuzUuKeG2a6rtsXNH7jhhbE3Exn+kx9vWcarf4qhPJZTsO65543/65u3RoluAAfxnRtblc0C9eTuwUK6/O2+L1+RPgW+zWlmC/GPt6vjIxxrU9v/rnqR3lthEdXTqiCWCXfR/sF2PylZkxPlaP8gNH86R9TGNZtPWQLN52UA5nly/gtY5qVDoHnhpGM75pmJiIPaWHqIOioCBO6E1mWow/X/e5fuRkztwYW8m2A1ny84Z9MvX37bV6/SUD2sgtIzq6fD2IsTURF/OZHmNfz6l2iW/KoWz5cnmaHlZzx8Hs0ud7JUTJBX1by9m9WpUbPtMK8yfAt9ilLcG+Mfb1fGVSjNUQYDNW7ZLXf9lSq9cH+vlRzIPP7vtgvxiTr8yLcW16lL+3cEe5/8dFhpb0wOsQrR8TmplZwKuIgp6H5Ofny+7duyUuLk5XrGEeYmw+YuzCbVlYLEu2HdJFvLkb9+mCXl2o8andgRhbE3ExHzE2m5Xjm5VXKLNW75YvlqfqOz2dWkSEyLl94uWCfq0lqXm4ZedPgG+xcluCaxBj87kzxs5hor9akSbzNx+ocVhoT51fAbXBvs98xNh8DY1xbXuU906IlAn92+heeG2auWa0LruhoOfBoXtycnL0I8xEjM1HjBtmX0auLt6pIt5vmw9IVn5R6bLIRkFyUqdY3SX+kZnryvV08OScRMTYmoiL+Yix2awWXzXfgppn4fPlqfL9mj2S/Vc+UvnljB4t5fy+8TI0KUYC/P0sP38CfIvV2hJcjxibz9Ux1jlt20H5anmafLdmjxz9a5joQH8/PUXB6d1byv99vcZr51dAbbDvMx8xNl9DY7xxT8l8rscyoksLnz/3oqAHAHALdXL5Z1p6SS+8DftkdVp6ueVdWobL8C7N5ZQuzaVPQpQEBvjr5w8czWdOIgCAy6ne4F8uT9XDaqYdySl9vn9iU13EG90zTiJC6VkHALC+zXsz5csVaTJ9RZrsSs8tN0z0eX1ay1k94yS6SUmvu93puZxfAQAsp7CoWOZs2CfvL9whvyUfqNXPxNKjnIIeAMB1MnILZP6mA7qI98umfbo45xQa5C9DO8ToIp76UpPVVoU5iQAArpKeUyDf/lkypOYfOw6XPq9y0Pl9W8t5feMlMaYxGxwAYHkHjubJjJW79JCaZW+WVDnt3D6t5dy+raVDbJNKP8f5FQDAavns06Up8uGiHaU3pYQE+klBkUNqGi2aHuUl6KEHoEqD4gexZXBMqiv9lv1HdQFPfS3bflgKy2RfdXKpeuCpLzW+dWhQwDHfkzmJAJiGnOpZas6g+Zv3yxfL02T22j2lw4yFBQfoIcUu6BcvA9s1E/9aDqkJAL6CfGU9uQVqXry98tXyVPm1zLx44aGBcuZxcbqQ1z+x5pzG+RUA05Cv7Hn9cEXKEd0bT91wmV9Uco6WGB0mlw5qKxf2S5CpC7fTo7wWKOh5SFBQkLRr104/wkymxfiOwXd4exUsx7QYN+SkcvG2Q3oYTVXE23kou3SZmm9oQLtmpUW8js2b1HuCWm/MSUSMrYm4mM/0GPt6Tm1ofNOzC/Qk6fsz8/QQK6N7xOkcUdGmvZnyxR+puufCvsw8/ZxKQUM6ROshNdX8eI1DOP2BfZm+r4T3Y+zr+coqMVZTF6jzra9WpMqs1eXnxRvRpbnuXT6ia/Na3SxZFnO+wqq8ve+D/WJMvrJPjNU1RNW7/L1F22VNWkbpOZqa5/WywYkyLCmm9KYUepTXji3PaFNTU+XBBx+U77//Xg4ePChxcXEyduxYeeihh6Rp06a1fp9vv/1Wnn/+eVm3bl3p+/Tr10/uuOMOGTx4sEvX2d/fX0JCSsYvh5mIsflMinFtL4467U7Pkbkb9usC3oLkA5JTUFS6rFnjYDm5U6weRvPEjrE1vo/VmRRjkxAX8xFjs9U3vuouzhd/TpaX5yaX9rJTHp6xVm4anqRP+I5kF8iMVbv0kJp/pv49/Ji601P1xDu3b3y1QzwDdsO+0nzE2LdjnLwvU8/zOn3lrnJzvfaKj9Q98c7u1ap0XjzAJOz7zEeMfS/GOw5myQeLdsi0Zal6GgSlaViQjO/fRi4Z2EYSmoVVeg96lBta0NuyZYsMGTJE9u3bJ2PGjJEuXbrIkiVLdGFOFfgWLFgg0dHRx3yfu+++W55++mn9WlUMjImJkeTkZJk+fbp88cUX8t5778mll17qsvUuKCiQvXv3SosWLbjjxFCmxXjSwkn6kbtezIpxbS6OqgSqhnJZmXL4r6E098v63SV30Th1bxWhe+CpIl6v+CjdM88EJsTYRMTFfKbH2Ndzan3jq/LVpB83VXpe5S/1/IyVabLjULaea8E5/NhZPVvJBf1aS982TevdQxywKtP3lfB+jH09X3kjxmoeoZmrSubFK3tjinNevLF9WktS88rz4gEm8fa+D/aLMfnKmjHevWePbEgPkI+Wpsovm/aLw/H3jSmXD06UM3vG1ap3OT3KDSvo3XjjjbqY98ILL8gtt9xS+rzqVTd58mS5//775bXXXqvxPfbs2SPPPPOM3on8+eef0rx589Jlc+fOlVNOOUX3AHRlQa+4uFiOHj0qsbGxLntPWItpMV6Uusjbq2A5JsT4WBdHN+zJlOAAP514D2eX3EHjnHdoaFJMSRGvc3NpGRkqJjIhxiYiLuYzPca+nlPrE1/Vk/yluck1viZ5f5aokt1JnWLl/H7xMrJbizoPPwbYien7Sng/xr6erzwxCoqK8cEjGbJ0b5HMXL1Pn3eVzosXEiij1bx4fVvLgGPMiweYxNv7PtgvxuQrazmSnS8fLdou7y/cJrszS4aJDg70l7N7tpLLB7eVXglR3l5Fo9iqoLd161aZPXu2JCYmyk033VRu2SOPPCJvvPGGvP/++/Lss89K48aNq32fHTt26B3JwIEDyxXzlOHDh0t4eLjs37/fbX8HAHhDbS6Ozlq9u/T7ttFhuniningD2zeTkEAukgIAPENdEM0v05O8OveO7iLXndjBI+sEAEB9R0FRvRSWbD8kny3dKd+t2SPZBcXl5sVTRbxTu3JjCgDAPlanpst7C7frKRCc+a91VKieG2/c8Ql6ih74eEHv559/1o8jR47U47KWpYpwQ4cO1QW/RYsWyYgRI6p9n44dO0pwcLAeqvPAgQN6uE2nX3/9VTIzM/UwnADgixdHzzyupdwxsrO0j2nMcGUAAK/Yuv9orV6X99cFUQAArDoKym/J+yXtcG65efF6tIrQc70yLx4AwE5yC4p0Z4D3Fu6QlSlHSp8flhQtp7YNkgtP6C5hjcwc1csqbFXQ27hxo37s1KlTtYU6VdDbtGlTjQW9Zs2ayVNPPaWH6ezWrZsu3qm59NT8fDNmzJDTTjtNXn/99WOujxr6s2JPPjUPn5Kfny95eXmlzxcVFZU+ln1eCQgIkMDAQL2ssLCkW6qTKlyqsYVrWqZ6G6pxamu7TM0nogqa6i4ytZ61XaY4J7es+Dcca5l6T/Xe6j3Ve9d2mfob1N+i/gb1t9R2mdqearvWtExtT2dcKsaipmXVxUJRv6vi32/XODm3m/N1psSpoe1J/VzZbWen9rQvI1dqIyk2TOIjgkrX2Y5xqm97Utu7Yow9EaeqPh+uVJd8ZdW41aXtKeQr67WvmuKkltWl7dntuEKth3MfY+c4NWQ/WDG+VcVJPa5ISZcPlqTKrDV7pDaaNgoofV9fylfe2u+5O1+ZkrPcFbuKxyl22xf6SpwqqkucysbYG3FSKuYr5zLiVHUMswvlmKOgLNl2WD+2igyV0d1jpV90kZzct4s0atRIx6ni9qY92SNnka9ctx+s7nop+cq6+aqucVJ5p+L5APnKenGq6dhh+/4M+Whxiny2PK10ip6I0EDdE29C/9bSvJGf7Ny5UwoL8iXP34/jv2D35StbFfTS00smCI6MjKxyufP5I0f+rg5X57bbbtNDd1511VXy5ptvlj6flJQkEydOrDQUZ1VeeeUVPdRnVVJTU/XBmZMaI7hNmzaSk5NT6QRV9RBUX2os4d27/x7uTmnatKme6y87O1vS0tLKLYuIiJBWrVpJbm6ubjBlNWnSROLj43VD3LZtW7llar3atm2rd6QVl6kPVPv27fWHqeIy1YDV9lG2b99e7sOoPoSdO3fW36ekpFQ64VJFWPUatV0qfkg7dOigdxzqb1fbp6x27drpnZiaOFVtn7LU9gwLC9PbMyMjo9yy1q1b616bhw4dksOHSw6eneLi4vRnRX1OVA/NslTcVcFXvZ86OKtLnFSM1ZeKk/pb7R6nrKws/Zzz/U2JU0Pak6K2Z9kY26U9qZ55a9Jq19tBcjPLra/d4tSQ9qR+X9kYeypO6jXuVJd8ZcW4qQPLim3PSu3Ll/aD7spXFdueaXFyXqwruw3sGKf6tif1Ga3YhsvGKeNotszfflS+Xp8umw6UnLQG+Ik4/ET+mlaoSmrO186Nc0rXmfZk/3xlQs5yZxtTv7dsW7LbvtBX4tSQNua8AUT9vWpdPB0npartRpyqb09LDwbXahSU87tHytXHR+u5XwsL/fR2Vp9H2pN9cxb5yrVxU/vgitfTyFfWzVdl1SZOKu9UPB8gX1kvThWPK4odDknJbyyfr9onc9bvLT0369AsWM7qEikXDUmSljHN9DFFWtr+cjHm+K+T2/KVn6NiidDCrrvuOl18U1/XXHNNpeX33XefPPnkk/rrnnvuqfG9nn76af36W2+9VW6++WZp2bKlbNiwQe69917dy+9f//qXfk197sZRPf6WL1+ue/85cVcid4/a7e7Rz9Z9pp+7oOsFlZZxl6997vJQX7PX75OnZydL6uHyybwqIYH+Mv+uYRLZ6O/J27kb2/1xWrdunfTt21fWrFkj3bt3F1cjX7knbmVx96h194NWiNPHf36sf86ZU8su8+VeKYey8uX937fJh0tTZH9mye+NCguSi/onyOVDEuWTxTvk+Z+3SHVuHd5ebjq5fen/yVf2z1cKOcs9sSuLnGWtfaGV4vTlxi/18+d1Pq/SMl/PWdUte23+Dpn802Y5ln+e0l5uPImc5ck4cY5l//ZFviJO5Cv3tKfDWXnyw9p9sv9onsQ2CZGzereWpo1DSo8dMnIK5KuVu+Wjpamy/WB2yc8H+Mnp3VrIJQPipU9CZOlN8IzQIB7PV7bqoefsgefsqVeRs4JcXQ8+p3nz5sndd98t5557rkyaNKn0ebXhvvrqK13pfvbZZ+Uf//iHvuOhOqrSXF1PPhUYZzJTVIPYtWuX7sFV9vmyVANwDnNRl2WqMVb3njUtUx+c+ixT6rvM2ZW+rsvUTsfVy9ROR33VdVl1sVAxVgVeFeOqfq/d4nRJ70uqXWbnOB1rWU2xUCepBw8erDLGVmxPa9LS5bFv1snibYf0c51bhEuP1hHyxfLydziXpSZtbx7VxNZxakh7Uj9bXTt2536vpte4Ql3ylRXjpg7i69P2FPKVddpXTbGob9uzy3HFRT0vqvbnrLYfdEd7Uu+r7tp0xnfdrgyZsmCDTF+1q7RXQ6cWTeSqoe1kbJ/WEhpU8jffdlpn/fe/PDe5dJJ1/bsC/XW+uuWUpHJ3cftSvvLWfs/d+cqEnOXO2FV3vmGXfaGvxKk6tYlT2Rg7p3XwZJzGdR8nNSFOlWMYG159zMuKi2pcqR2r7Ul7sm/OIl+5Lm6qXZQ9VqyIfGW9fFWVmuKkVHdOT77yXJxU8ejVX7dXOr96/LuN+vzq1K7N5f1FO+XrFWmSU1By409cZKhcMrCNjO/fptqc55xmoqrjVI7/gl2er2xV0HN2N1Vz5FVl8+bNNc6x5/TNN9/ox+HDh1daprqXDhgwQBf2VqxYUWNBry50dTsjQ8/VBzMRY/PZJcb7MnPl2R82ybQ/UkTdBNKscbDccVonmdA/QQL8/aRtdOMaL476MrvE2NcQF/MRY/Pje/hIuqzYVyTvL0mVRVtLbjRRtbgRXZrLVSe0kyEdoisV59T/bx3RUa4YnCjfrdkt+zPz9EnkqB5xEhlW8wUDwETsK81HjO0lI7dA5qwvP4xsVdS5lspdCjEGKqNdmI8YW8OLPyfLpB8r11XU9UH1fNllQ5Oi5bJBibrIFxhQcpNRTYix59iqoOcswKkhMdWHxHnHmpKZmSkLFizQY5APGjSoxvdxdoOsOFymk/N5T9yBCljVHT/coR8nnf53L1ZYW25BkUxZUHKnzdG8Qgn095OJQxPllhEdyw2hycVRAPAsX86p6mLnxwt3yJQFO2XP0ZKh2BoHB8iFxyfIxCGJkhjT+JjvoYp3Ewa08cDaAoBv8+V8VVcb9mTIDR8sl20HsiQ4wF/yi6qfR0/dOMmNKADgOuSrukvPLpCX5iYf83UXDUiQq09oL0nNqx69C95nq4KemjBw5MiRuqD38ssvyy233FK67KGHHpKsrCy5/vrrpXHjxqVdtrds2aK7eaqfdRo2bJi89NJL8sYbb+jXq0k4nb777jtdGAwNDZUhQ4Z4+C8ErCM1w70TSMN1VLf279fskf98t15SDpXMk3dq1xZy3+gu0j626gTMxVEA8BxfzKnqAufU37fLZ8tSJCu/ZLiWhKaNZOLQdnLh8fESEUoPOwCwGl/MV/Xx5fJUue+r1ZJbUCxdWobLq5f0lZl/7mYUFADwEPJV3c1as7t0uoOa9IqPophncbYq6CmvvPKKLrTdeuutMmfOHOnatassXrxY5s6dq4fafOKJJ0pfm5aWppe3bdtWtm/fXvr8BRdcIKeeeqr89NNPermaS69ly5ayfv16PRynujj+3//+lyHXAFheVfPk/d9ZXWVYx1hvrxoAwMeoY+gFyQflnQXbZO7GfXrYZ2Vgu6ZyRrsQGT+su4Q1CvX2agIAUC95hUXy6Mx18uHinfr/5/eNl8fH9pBGwQGMggIAsDQ1fYErXwfvsV1BT/W0W7ZsmTz44IPy/fffy6xZsyQuLk4X+FQvvWbNmh3zPdRQnernVC+/Tz75RM+Xl52drX929OjR+r1UT0BXUhNAqp6A1U0CDvsjxuazUoxrmievNmNbw/oxxt+Ii/mIsb3l5BfJ1yvTZMqCbbJp71H9XHCgv4zt3UquHNpOOjVvrI+1Q4LplQc0BPtK8xFj60o9nC03fbhcVqWm6yE2HxnTXZ97lZ3/tTajoBBjgHbhi9j3eV9QQPn5yquj5iyvD2LsOba8YpmQkCBTpkw55usSExP1ncJVUcNw3nbbbfrLEwICAiQ8PNwjvwveQYzNZ4UY13aePNg3xqiMuJiPGNvT7vQceW/hDvl4yU45kl2gn2seHiKXD24rFw1oI9FN/j4ZZN8KNBz7SvMRY2v6ZdN++ecnK3Suax3VSF69tK/0jI+q13sRY4B24YvY93nX3A375NVfthzzdSGB/jKqR1y9fgcx9hxbFvTsSM3nd+jQId0LUBUTYR5ibD5vxrg+8+Sh7mjH1kRczEeM7WX5zsPyzm/b5Ls1e6SouOTmuV7xkXLVCe30CaDqnVcW8QVcg7ZkPmJsLcXFDnnh583y/JzNelSUkzvHynPje0tUWHC935MYA7QLX8S+zzsKi4pl0o+b5JV5JcW8dtFhsu1gdrWvv2l4ku5tXh/E2HMo6HlIcXGxHD58WKKi6ncXF6zPtBjfPuh2b6+C5XgrxsyT5zmmtWNTEBfzmR5jE3KqmkD9uzW75Z0F22VVyhH9XIC/n5zVM04Pq9m3TVS5Ycd8Kb6Ap9CWzOftGJuQr1zlcFa+3PbpSt07T6U3Nb3BzcOTxN+/dkOWWTXGgBXRLszn6hiTr45tb0au3PLxClmy7ZCo1HXX6Z3l+mHt5eV5W/SoX3mFxeV65qli3i2nJNU7JrRjz6GgB6BKgxMGs2W8jHnyAMAMVs6p6dkFMmvNbj35uZovYXSPuHJ3ZR48mqeH1FRDa+77a4L0qLAgPaTmZYPaSquoRl5cewCAr+QrT1I3rtz44XJJO5IjTcOC5IWL+siwjrHeXi0AwF/IVzVbkHxADxV94Gi+nhJB5bFB7aP1sltHdJQrBifqmzWd54BqlJX69syD51HQAwCLUfPkvbNgm7z8c7Jk5RcxTx4AwC1DOb/4c3KluzMfnrFW3515Wrfm8u6CHfLVyjTdO0/p2LyJ7o13bp/W0ig4gKgAAIzLjR8u3imPzlwn+UXF0ishSl65pK+eNw8AAKtT0yG89HOyPDdnkx4qemhStDw3vo8u2pWlincTBrTx2nqiYSjoAajSuM/G6cdpF05jC3kI8+QBgJmsmFNVMU/Np1CRKu6p58suO6VLc7lyaKKckBRT7bCaAAD7s2K+8pSc/CK5/6vV8uWKNP3/ywe3lfvP7CohgdzAAgBW48v5qjoHjubJ7Z+ulPmbD+ihov85oqPujaemSYBZKOh5akMHBkpcXJx+hJmIsfncGWM1T96j36zTY1srnVuEywNndZMTOsa4/HeherRjayIu5iPGnh9m86W5ycd83UUDEuS6EztIu5jGDfp9xBdwDdqS+Yixd2w7kCU3fPCHbNiTKY2CAuS/5x8nY3q3dsvvIsYA7cIXse9zL3Ut8ZaPl8vejDyJbhwsz03o7fGhoomx51Bd8pCAgACJjIz01K+DFxBj87kjxmqevGd+2Cif/ZGqu8M3axysJ1yf0D9BAgP8Xfq7cGy0Y2siLuYjxp6l5sxzDqNZk17xUQ0u5inEF3AN2pL5iLHnfb9mj/zrs1WSmVco7WMay2uX9ZNOLcLd9vuIMUC78EXs+9yjuNghr/+6VZ6ZvVEPtzkgsZm8eHEfaRERKp5GjD2Hgp6HFBYWypEjRyQqKopeeoYixuZzZYwrzpMXFOAnE4ckys2ndJTIRkxE6y20Y2siLuYjxp6lJj935euOhfgCrkFbMh8x9uC2LiqWp3/YKG/8ulX/f/RxLeWp83tKeKh7z8WIMUC78EXs+1zvcFa+3PnZKvl5wz79/xtO7iB3ntbJa50DiLHnUNDzkKKiIjlw4ICEh4dT0DMUMTZfXWKshjNTPSDUxVA1+ezoHnF60tnq5slT8zO4ohcEGoZ2bE3ExXzE2LMqTore0NcdC/EFXIO2ZD5i7Bn7MnLl5o9X6CHKAv395N7RXeWqoYkemSeWGAO0C1/Evs+1Vuw8LDd/tELSjuToTgGTx/eSU7q0EG8ixp5DQQ8AXEgV7F78OVlenpsseWWGM3t4xlq5oF+8bNqbKUu3H9bPMU8eAMAb1E0m//f1Gj0sS3VCAv1lVI84j64XAADutnjrQV3MUzdeNg8PkZcv6Sv9E5ux4QEAtrjmOGXBdnnyu/VSUOSQXglR8vLFfSS+aZi3Vw0eREEPQJWeHfksW6YeVDFv0o+bKj2vinsfLt6pv2eePADwLVbLqd+s3lVjMU+5aXiS7lkOAPAdVstXrr4I+ub8rfLU9yXzDA1q30xeuKiPNA/3/DxDAICGMTlfVScjt0Du/vxP+W7NHv3/q4a2k3tGdZHgQO8MsQnvoaAHoEoJkQlsmTpSw2y+NDe5xtcE+PvJ9JuGSkIz7p4BAF9hpZz647q98sDXa/T3p3ZtLvM3HyjXo1z1zFPFvFtOSfLiWgIAfD1fufoi6L8/+1O+X1tyEfQfJ3WQu0Z6b54hAEDDmJqvqrMmLV1u+mi57DiYLeEhgfL0BT1l1HGMpuKrKOh5SEBAgDRv3lw/wkymxTglPcUnk2RDYqzmzMsvc1G0Kupu0AXJB2TCgDZuWks0hGnt2BTExXymx9gqOfWPHYfllo+Xi+qc988RHeX20zrpm1G+KzPnqxpm09U980yPL+AptCXzeTvGVslXrrRhT4bc8MFy2XYgS18EfWZcLzm9e0ufjTFgRbQL87k6xibmq+p6l3+0ZKc8MnOdvt7YvVWEvHJJX2kb3VishnbsORT0PLWhAwOlWTPGZTeZaTG+c/ad+nHahdO8vSq2ibG6GFobtX0dPM+0dmwK4mI+02NshZy6Zf9RuWbqUsktKJbxxyfIbad21M+r4p27bzIxPb6Ap9CWzOftGFshX7nSl8tT5b6vVuvc16VluLx2aT9JjGns0zEGrIh2YT5Xx9i0fFWVrLxCncOmr9yl/3/JwDbywFndJDTImjeE0I49h/EFPKSwsFAOHTqkH2EmYmy+Y8VY9Wyojdq+Dp5HO7Ym4mI+Yuxe+zJz5Yp3lsjh7AIZ3jlWnji3h/j5+YmnEF+AtgT2l56UV1gk93+1Wu6YtkoX887vGy9f3TjU68U8hZwI0C58Efu+utm4J1POeek3XcwLCw6Q5yf0lifOPc6yxTyFGHsOBT0PKSoqkn379ulHmIkYm+9YMe7RKuKY76HmJlLDmcGaaMfWRFzMR4zd52heoVw5ZamkHs6RXvGR8vIlfT0+ZxDxBWhLYH/pKamHs2Xcawvlw8U7JTjAX5487zh55sKe0ijYGhdByYkA7cIXse+rvc//SJUxL/8mW/ZnSacWTWTGzSfImN6txeqIsecw5CYAuEDyvqNy9dRlx3zdTcOTXD43EQAAVVHzLNzwwR+ydleGJEaHydsT+0tYMIf/AAAz/bJpv/zzkxVyJLtAWkc1klcv7Ss946O8vVoAABxTTn6RPDRjjUxblqr/r3qXPz62h2VuSIF1cEYPAC6YaP3StxbLgaP5MrBdU+mfGC1vzt8qeYXF5XrmqWLeLacksb0BAB6ZQP2eL/6U+ZsPSHTjYJl61QCJacKQzwAA8xQXO+SFnzfL83M2i8MhcnLnWHlufG+JCgv29qoBAFCr+c5v+nC5bNiTqa8fPja2h4w7PoEthypR0AOABliTli6Xvb1Yz0s0rGOMvHHZ8frumWuHtZfv1uyW/Zl5es48NcwmPfMAAJ7yvx82ypcr0vScC1Ou7C9to70/bxAAAA2Rnl0gs8qcY43uESfFDofc9ulK3TtPTQ97x2md5ObhSeLv77m5YgEAqK8Zq3bJvV/8KVn5RdI+prGeIqFr3LGn9IHvoqDnIQEBARITE6MfYSbTYjztwmneXgXLx3hlyhG5/O3FkpFbKKd0aS6vXNK3dIJaVbybMKCNl9cYvt6OTUFczGd6jD2dU99buF1embdFAvz99Amht4cbMz2+gKfQlszn7Rhb9RxQ9Tp/8edkeXlucrlRUB6cvkaff2XmFkrTsCB54aI+MqxjrFiZt2MMWBHtwnyujrFV81Vd5BUWyWPfrJMPFu3U/z+7Vys972uTEHuWa2jHnmPPT4gNBQYG6h0XzEWMfSvGy7YfkolTlsrRvEI5vXsLefGivhIc6O/tVUQD0Y6tibiYjxi7zvdr9shDM9bq79UJ4fDOzcXbiC9AWwL7y4ZQxbxJP26q9HxBkUMKigqlZUSofHHjED1vntWREwHahS9i31fezoPZctNHy2V1WroEB/jLA2d3k0sHthE/1dXcpoix53D12UOKiookPT1dP8JMpsV4YcpC/YXKMV6weZ9c/s4SXcxTd9C8dDHFPFOY1o5NQVzMZ3qMPZVTl24/JLd+skLPH3TnaZ0sM++C6fEFPIW2ZD5vx9iK54BqmM2X5ibX+JrD2fnSJNge96t7O8aAFdEuzOfqGFsxX9XWD2v3yJkvztfFvIRmjeSLG4bIZYPa2rqYp9COPYeCnocUFhbK7t279SPMZFqMJy+arL/wNxXbb5Ztkaum/iHZ+UVyXt/WerL1oAB2paYwrR2bgriYz/QYeyKnJu/LlGumLpP8wmK5eGAbufmUJLEK0+MLeAptyXzejrEVzwHVnHkqt9VEDcOp5i+3A2/HGLAi2oX5XB1jK+arijejfLxkp7wwZ7N+VP8vKCqWx79ZJ9e//4ceKnpktxbyzS3D5Lj4SDEB7dhz7HELEwBYwLxNB+ThObuloFhkQv8E+c+5xzHZOgDA6/Zm5MoV7yyV9JwCObVrC3n0nO62v8MTAABlf2aeS18HAICn53xVUyJENw6W3em5EujvJ/eO7ipXDU3knA31QkEPAGo5J9Etn6zSxbxLBsTLY2Mp5gEAvC8jt0CueGeJpB3JkT5touTFi/pIID3HAQCGiA0PcenrAADw9Jyvqqe5KuY1CQmUqVcNkH5tmxIE1BvjxAHAMcxctUtPVqsmXT+ve6Q8MLozPfMAAF6nTgz/8f4fsmFPprSPaSxvX9FfGgUHeHu1AABwmVE9Wor/MTqdhwT6y6gecWx1AICl53zNLyqWpNgmHlsnmImCnqc2tL+/NG3aVD/CTMTYTF/8kSr//GSFFBU75IYT28m/T0uSgAAulpqKdmxNxMV8xLjuiosd8q/PV8nvWw5KTJMQfadns8bBYkXEF6Atgf1lfb2zYLsUO2p+zU3DkyQyLMgWHzNyIkC78EW+sO+rzZyv+Taa87WufCHGVsGQmx4SFBQkLVq08NSvgxeYFuP4iHjxdZ8s2Sn3frVaHA6R20/tJLeOSGJ8a8OZ1o5NQVzMZ3qM3ZFTn/p+g0xfuUsaBwfIu1f2l4RmYWJVpscX8BTakvm8HWOrnQN+tixFXpizWVQHvTG9W8l3a/aUm5NI9cxTxbxbTkkSu/B2jAErol2Yz9Uxtlq+Unx9zlfasedQ0POQoqIiyc7OlrCwMHr3GMq0GE86fZK3V8Gr3lu4XR6cvlZ/f/cZXeSGkzsYF2NURoytibiYz/QYuzqnvvPbNnn91616QvVXL+0nPVpHipWZHl/AU2hL5vN2jK10Drgg+YDc++Vq/f2jY7rLZYMT5ZHsAt2zQV0MVXPmqWE27dIzzyoxBqyIdmE+V8fYSvnKydfnfKUdew59ID2ksLBQ0tLS9CPMRIzN8db8raXFvAfO6qaLeQoxNh8xtibiYj5iXHvf/rlbHvt2nf7+6Qt6yomdYsXqiC9AWwL7y7rYuCdTzxFbWOyQa4e108U8RRXvJgxoI7eM6Kgf7VbMU8iJAO3CF/nCvu+ULs3Fz4fnfPWFGFsFPfQAVGna2mn6cVz3cT61hV6emyz/+2Gj/v6xsT3kskFtvb1KAACbc1VOXbT1oNz+6Uo9FPS/z+gs5/W13lAzAAD7ssI54L6MXLnq3aWSmVcoo3q0lHtHdfXaugAArMkK+ari3Hj3fPGnPk8zZc5XWBc99ABU6fN1n+svX+FwOGTSj5t0MU/dUfP0+T0p5gEALJNTVW+Fa99bJvlFxXL54LZyw0klvccBADDlHDA7v1CunrpM0o7kSJ82UTJ5fG/x9z9GdwcAgM/xdr4qq6CoWG75eLnM3bhfohoF6nM11ROvLPX/O07rZKs5X2Fd9NAD4PNUMe+p7zfKa79sEXW++Oy4XnJuH3o9AACsYdeRHJk4ZYlk5hbK6d1byENndxe/Y43nAgCAjRQVO+TWj1fI6rR0adMsTN68/HgJDWKOOQCAtXPXHdNWyQ9r90pEaKB8cM0gPb/5nad1tv2cr7AuCnoe4u/vLxEREfoRZiLG9i3mPfbNenlnwTYJ9PeT5yf0kTN7Vj2eNTE2HzG2JuJiPmJcvfScAl3M252eK8e3barzVIDNeisQX4C2BPaXxzone3TmWvlp/T6JbBQkU67sLzFNQoz82JATAdqFLzJx31dc7JB/f/6nzFy1S5qEBMp7Vw/Uxbyyc776EhNjbFUU9DwkKChIWrVq5alfBy8gxvZMvg/OWCMfLNopQQF+8vLFfWVk95bVvp4Ym48YWxNxMR8xrlpuQZFc994y2bT3qHSIbSxvXWHP3grEF6Atgf1lTd5ZsF2mLtwhwQH+8sZl/aRDbBNjPzLkRIB24YtM2/epG1EemL5GvlieKo2CAvSNKL0TosSXmRZjK6Nk6iHFxcWSnZ2tH2EmYmy/bvH3frlaF/OCA9WJ4/E1FvMUYmw+YmxNxMV8xLiqbeKQO6etksXbDknz8BCZetUAiQoLFjsivgBtCewvq/P9mj3y+Lfr9Pf/u7CnDGwfbfTHhZwI0C58kUn7PudIXx8uLrmeqG667J/YTHydSTG2Ogp6HlJQUCA7d+7UjzCTaTEeFD9If5mosKhY7vpslXy6LEVCg/zlnSv6y/AuzX0uxqiMGFsTcTGf6TGua07VJ4nfrpNvV+/Ww7e8e+UAiW8aJnZlenwBT6Etmc/bMfb0OeCKnYfltk9XiMMhctfITjKmd2sxnbdjDFgR7cJ8ro6xt65ZqvO0//2wUU/bo0b6ev2yfjI0Kcbj62FFtGPPYchNAFW6Y/AdRm6ZgqJiue2TlfoiaVhwgLwzsb8MMvwuUACAvXLqW/O3yZQF20tPEru1inDbugEA4I1zwJRD2XLN1GWSW1As446Pl5uGJxEIAIClr1m++HOyvDJvi57T/MWL+srwzsfuHAC4GgU9AD4jr7BIbv5ohfy4bq+Eqx4PV/WXfm3pFg8AsI7pK9PkiVnr9ffPXNiLOz4BAMZJzy6QiVOWyMGsfDkhKUaeOPc48fPz8/ZqAQBQrTd+3SKTftwk/n4ik8f3ljN61DxtD+AuFPQAVGnSwklG9dTLLSiSf3zwh8zbuF8iGwXJ+1cPkJ7xvj1hLQDAWjn19+QDekho5b7RXXxi6DEAgG+dA6qbLK//YJls2Z8lnVuEyyuX9pWgAGaDAQBY95rl1N+3y39mbdDfP31BLzmnVyuP/F6gKhT0PMTf31+aNGmiH2Em02K8KHWRmCInv0iufW+Z/JZ8QJo1DtbFvO6tIsXXY4zKiLE1ERfzmR7j2uTUdbsy5Pr3/5CCIodcOTRRrh3WXkxhenwBT6Etmc/bMXb3OaCae+ieL1bLoq2HpHl4iLxzZX+JCA0SX+LtGANWRLswn6tj7Mlrlp8s2SkPzVirv398bA+5oF+8x363ndCOPYeCnocEBQVJfDwN3mTE2JqO5hXKVe8ulSXbDklMkxD58JqB0rlleL3eixibjxhbE3Exn6/HOPVwth56LDOvUM48Lk4eOLObUUOP+Xp8AVehLZnP9BhP/mmzfLUirXQu89ZRjcTXmB5joD5oF+aza4y/WpEq9361Wn//wFnd5NJBbb29SpZl1xjbkS1vCUpNTZWrrrpKWrVqJSEhIZKYmCi33XabHD58uM7vNX/+fDn//PMlLi5Ov5d6HDlypMyaNcul61xcXCx5eXn6EWYixtaTkVsgl7+9WBfzWkSEyKfXD6p3MU8hxuYjxtZEXMznyzE+kp0vE6cslX2ZeTKgXTN5dlwv8VcTMxjEl+MLuBJtyXwmx/izZSnywpzNeu6hFy/qIz1a133EFBOYHGOgvmgX5rNjjGet3i13TlslDofIv8/oLFef0M7bq2RpdoyxXdmuoLdlyxbp16+fTJkyRQYMGCC33367tG/fXp5//nkZPHiwHDx4sNbv9fjjj8uJJ54ov/76q5xxxhly5513ytlnn60Lg/PmzXPpehcUFMi2bdv0I8xEjK13gfTStxbL8p1H9J2f064fLB1imzToPYmx+YixNREX8/lqjNX8rtdMXSbJ+45KpxZN5M3LjpfQoAAxja/GF3A12pL5TI3xguQDcu+XJT0cHjmnu4zo2kJ8lakxBhqCdmE+u8X4p3V75daPV0ixQ+TWER3lxpOTvL1Klme3GNuZ7YbcvPHGG2Xfvn3ywgsvyC233FL6/B133CGTJ0+W+++/X1577bVjvs9nn30mDzzwgJx66qny5ZdfSnh4+V47fPgA+zp4NE8ue3uJrNudIW2ahclH1w6U+KZh3l4tAABKFRU75LZPVsqyHYelZUSovHvlAIkM8615hAAA5tu0N1P+8f4fUljskGuHtZPLBid6e5UAAKjWL5v2y40fLtd56/oT28vtp3Zka8FSbFXQ27p1q8yePVsPsXnTTTeVW/bII4/IG2+8Ie+//748++yz0rhx42rfR3X9vPvuuyUsLEw++uijSsU857ivgC+7oNsFYkf7MnN1z7xNe49K+5jG8uG1AyUu0vfmZgAAWDenOhwOeWTmWvl+7R4JDw2Ud6/qL618cB4hAIDZ54Dq3OzKKUv1HLGjerSUe0d1den7AwB8k7uuWS7cclCue2+Z5BcVy8QhiXLPqC5GzW0OM9iqoPfzzz/rRzXHnb9/+dFCVVFu6NChuuC3aNEiGTFiRLXv8/vvv+suoBdccIE0bdpUvv32W1mzZo2EhobqYTzV0J2ArxvXfZzYzZ70XLn4zUWy9UCWdGzeRD68ZqA0jwj19moBAHxcxZz62i9b5b2FOyQ4wF/euOx46dIywmvrBgCAO84Bs/ML5ep3l0nakRzp0yZKJo/vbdwcsQAAc65Z/rHjkFw9dankFRbLhP4J8uBZ3SjmwZJsVdDbuHGjfuzUqVOVyzt27KgLeps2baqxoLd06VL92KJFC+nbt6+sXl0ylruTmlfv888/l9jY2BrXRw39uX///nLPJScn68f8/Hw9EWTZXoGNGjUqnSCyrICAAAkMDJSioiIpLCwst0wVLlVvwZqWqfesOERoTcvUnQXBwcH67nC1nrVdpoSEhOjHin/DsZap91Tvrd5TvXdtl6m/Qf0t6m+oOKlmTcvU9lTbtaZlanuq7VpVLGpaVl0s1N+gtkHF7Uac3BOnrHyHzFyVKvsyciW2SYj0jI+Qmz/5U1IO50iXluHy3lX9JTLEr9znsaHtSX0+1XqVjTHtyT3tyZv7vYox9sR+r6r9rSvVJV9ZMW5KXdqeQr6yZvuqLk51bXt2zleFDoc89f0GvXzS+F4yIDGq0t9o1TjVdz+o1qVifK0WJ6vt96x6nO7ufGVCznJn7CruK+20L/SlODW0jTljbOc4qWGlb/pklaxOS9dTILx+aV/xKy6UvLxCI+JUVl3j5Iyx8/+0J/vmLPKVa+Om2kvFmNl5P2h6vqprnNR2qXg+YKU4rd2dKROn/CHZ+UVyTs+W8uDoTlJQkO9zcWpIe6p4nEp7CnZbvrJVQS89PV0/RkZGVrnc+fyRI0eOmXQVNddeu3bt5KeffpKBAwfKjh075M4775QffvhBLrzwQpk3b16N7/PKK6/ooT6rkpqaqgt4Ts2bN5e2bdvKoUOHSn+/U0xMjP46evSo7N69u9wy1YNQFR6zs7MlLS2t3LKIiAhp1aqV5Obmys6dO8sta9KkicTHx5dOSFmWWi+1LqqxVVymPlDt27fXH6aKy1SjTEoqmQR0+/bt5T6M6kPYuXNn/X1KSkqlHaMqwqrXqO1S8UPaoUMHveNQf3tOTk65ZSo+aie2d+9evX3KatOmjR42VZ3wZ2RklFvWunVr3WtTbe/Dhw+XWxYXF6c/K+pzcuDAgXLLVJyaNWum368+cVLLTYnTo4sf1c/d0+ceS8VJ/T0zthTIO4vS9F0zFXVpHiYfXztI/AtzZNs217YntW3UNiv7s96Ok8ntyRv7Pefvcz56Kk7qNe5U13xltbg5TwDKvi/ty3pxash+cNeuXeXaoAn7wbL5arff6/q5ZgXXli6//eQEOatnK318a5c41Xc/qD6jFduwVeJk1f2eVY8r3J2vTMhZnoidc53tsC/05Tg51SdO6u/1RpweX/q43qa3dr613nFS2+bVxQdk7sYMCQ8JkClX9pcmgZW3qQlxUuobJ+fvpz3ZN2eRr1wXN9WuVfutuK8nX5mzH1TnPBXPB7ydr5y2HsqTu3/YLZl5RXJ6t1i5vneY7NyxvXS5r+erusbJuW05/uvktnzl56hYIrSw6667Tt588039dc0111Raft9998mTTz6pv+65p6QIUZV///vf8r///U9fIFy+fLn06tWrdJnaiKphqA2phuasafjN6u7GGTt2rH7fbt26lT5fdojQitVs7vIw4+5Rtcx550TZ8ZXtejfOxV9drJ/7cOyHlorTy/O2ygtzt0p1bjixndw9uptb7ppSP6f2EWrdnDH2dpysdDeOCXe3qe3tvHPMGWNPxGndunW6x7ga/rl79+7ianXJV1aMm1qmDrpr2/YU2pf12ldNcVInY3Vpe3bYD5bNV/uD/qsfYwv+Pj69bUSS3HZaZ1vFqb77QbXM2UvPGV+rxMmq+z2rHle4O1+ZkLPcGTv182X3lXbYF/pinCqqS5zKxlgt83Sc1DmgWocPxnxQ7zi9u3CnPPn9JgkK8JN3J/aToR1bGBenhrQnZ4zVlC9qm9Ke7JuzyFeui5uirrU4R79yIl+Zsx9UP+fsweWMsbfzlbJlf5ZcOmWZHMoqkFO7NpeXL+4jUlz+9/lqvnKqbZycX84Yc/wX7LZ8Zasees4eeM6eehU5K8jV9eArW5FXVJW8bDHPWVk//fTT5e2335YlS5bUWNBTlWb1VRUVGGfjczZAVY13VsOroj7o6quuy1SDq+49a1qmPjj1WabUd5kzUdd1mdqxuHqZ2sGor7ouqy4WKsbqrorqYmy3ODmL0BVf5804pWcXyGvz/75Lpirv/L5D/nFyR4kMC3J5e1KJSRX7q4ox7cm17akhcWpIe3LePVNVjN2536vpNa5Ql3xlxbipA8f6tD2FfGWd9lVTLOrb9qx6XFGbfPXqL1vlyqHt3ZKvrHZcoVQXX7sf/5kUJyvkKxNyljtjp843qmpLVt0X+mqcqlObOJWNsfN8zNNxqunvP1acfly/X/77wyb9/2cu7KWLeSbGqSGxKBtjFQPak31zFvnKdXFT7UL1tq7uehr5yv77QVW0qO58wBv5Sn1tP5AlE6cu18W8YR1j5KWL+0pIkPqZqn+fr+WruixzFlGrijHHf8Euz1d/dxuzAWd3UzVHXlU2b95c4xx7Fd8nKiqqxoJfxa6pALxr1prdkl/FMJtlqWE4v1tTvls9AACeRL4CAPialSlH5LZPV4i6Cf2ukZ1kTO/W3l4lAACqlHo4Wy55a7Hsy8yTQe2byRuXHS+hupgHWJ+tCnrDhw/Xj7Nnz67UxTMzM1MWLFige9gNGjSoxvc58cQTdXVYFQCr6vKqujcqiYmJLl1/AA2zPzPPpa8DAMAdyFcAAF+Scihbrpm6VHILimXc8fFy0/CSeYEAALCaPem5cvGbiyXtSI70a9tU3r6ivzQKppgH+7BVQU9NGDhy5Eg9rOHLL79cbtlDDz0kWVlZcvnll0vjxo1Lh+jasGGDbNmypdxr1eSY48eP10N3Pvroo+WW/fjjj/LDDz/oYTvPOOMMD/xVAGorNjzEpa8DAMAdyFcAAF+hhpmeOGWJHDiaLyckxcgT5x5Xbg4sAACsdOPlxW8tkp2HsqVnfKRMubK/NA6x1YxkgL3m0FNeeeUVGTJkiNx6660yZ84c6dq1qyxevFjmzp2rh9p84oknSl+blpaml7dt21YXAcuaNGmS/jn1+l9//VUGDBggO3bskK+++kqPo/vmm29WOyRnfZSdtBxmMi3Gtw+6XaxmdI84eWj6Wskvqn7YzZBAfxnVI84tv9+0GKMyYmxNxMV8psVY5auHZ6zVw0ArEUVjPJqvrMa0+ALeQlsyn7djXNdzwLzCIrn+g2WyZX+WdG4RLq9c2leCAmx137jPxRiwItqF+Vwd4/pcszyUlS+XvrVYtu7Pki4tw+W9qwZIRGj188KhbmjHnmO7gp7qpbds2TJ58MEH5fvvv5dZs2ZJXFycLvCpXnrNmjWr9eS1qqD3+OOP6yLeokWLJDw8XM4880y59957jzlsZ12pnVb79u1d+p6wFtNiPDhhsFhNaLC/RDQK1Hd/VkcN7xIZ5p6EbFqMURkxtibiYj7TYqzy0I0nd5DJP5XM7xxS3NWj+cpqTIsv4C20JfN5O8Z1OQd0OBxyzxerZdHWQ9I8PETeubI/F0ZtEGPAimgX5nN1jOt6zTI9p0Aue3uxbNybKUnNm8gH1wyUqLBgl60PaMeeZLuCnpKQkCBTpkw55uvUHHjqILM6qvineuqpL3dT66G+VLWaO7HMRIzdb9LsTbqYF9UoSHIKikp7Pjh7OqiLo7ec4r75Goix+YixNREX85kYYzWES1U8ka+sxsT4At5AWzKfnWKsblr5akWahAUHyDsT+0vrqEbeXiVbsFOMAU+hXZjPmzE+mleoh4ZeuytD2kaHyYfXDJSYJkzV42q0Y8+xZUHPjvLz82Xbtm3Srl07CQlhp2Ei02I87rNx+nHahdPEChZtPShvzN8q/n6i7/7sENNEvluzW49/reYqUsOWubung2kxRmXE2JqIi/lMjPGr87bqx9tO7SifbLlD34Ryd//XPJKvrMbE+ALeQFsyn7djXNtzwM+WpcgLczbrc7MXL+ojPVpXfRMLrBdjwIpoF+ZzdYxrm69y8ovkqneXyoqdR/SNJx9dO0haRIQ2+PejMtqx51DQA2B5mbkFcue0VaI63N58SpL0bdNUPz9hQBtvrxoAAJUs2XZIlmw/JBGhgXL1Ce3k98Nh+nnyFgDA7hYkH5B7v1ytv3/knO4yomsLb68SAACV5BYUybXvLdPnZi0iQuSjawfSmxxGYLZiAJb3yMx1knYkR45rHSm3jujo7dUBAKBGr8xL1o8ThyRKOBOtAwAMsWlvpvzjgz+ksNgh1w5rJ5cNTvT2KgEAUEl+YbHc+OFy+S35gMQ0CZYPrxkkbaMbs6VgBAp6ACzt+zV75PM/UvWcQ5PH95KgAHZbAADrWpOWLvM27pdGQQEycWg7b68OAAAusS8zV66cslQycwtlVI+Wcu+ormxZAIDlFBYVyz8/WSE/b9gnTcOCdDEvqXkTb68W4DJcGfegwEBGODUdMXb9SeN9X5UM53LPqC6S1DxcvI0Ym48YWxNxMZ8pMXb2zrt4YBtp1jjY26tjGabEF/A22pL5rBjj7PxCufrdZXrUlD5tomTy+N7irybQgzExBryNdmE+T8S4qNghd362Sr5bs0fCQwPl/asHSueW3r+W6Ctox57BUYSHqAk/k5KSPPXr4AXE2LUcDofc+8VqOZSVL0OTouUKCwznQozNR4ytibiYz5QYJ+87qk8egwP85dph7b29OpZhSnwBb6Mtmc+KMVYXR2/9eIWsTkuXNs3C5M3Lj5fQoABvr5ZtWTHGgLfRLszniRgXFzvk3i//lOkrd0nj4ACZetUA6dE60q2/E3+jHXsOBT0AVXp25LNe3TKfLE2RORv2SURooDxzYS/uAAUAWN5rv2wRh0Pk/H7x0jIy1DI5FQCA2qiYr9RNlo/OXCs/rd8nkY2CZMqV/SWmSQgbEwBguXz10Iy1Mm1ZqoQG+cs7E/tL3zZNvbZ+gDsx5KaH5OXlycaNG/UjzGRajBMiE/SXN+w4mCWPfbNOf//Y2B4SF9lIrMC0GKMyYmxNxMV8JsQ49XC2fL0iTdQIZP84qb1lcqoVmBBfwApoS+bzdowr5qt3FmyXqQt36J7nb1zWTzrEMgeR3WMMWBHtwnyujHF6doH8ttEhXy3LlY+X7JQj2fnyn1nr5f1FOyQ40F/eury/DGwf7ZL1Ru3Rjj2HHnoepO4WgNlMinFKeop+9PQFSDWkyx3TVkl2fpGc1TNOzunVSqzEpBijasTYmoiL+ewe4zd/3SqFxQ4Z07uVtI1ubImcaiV2jy9gFbQl83krxuoC6ftL/5CDWfnSKSZRQgL95fFvS26y/N+FPbk46kK0Y4B24Ysauu9TP//iz8ny8txkySraq58LdMTK/329Rl9LDPQXee3SvnJCxxgXrTHqEyO4HwU9AFW6c/ad+nHahdM8PlzZHzsOS4uIEHl8bA/x82OydQCAte3PzNNDRSs3nNzBMjkVAIC6XCBN9fuPfi624J7S5Xee1lHG9G7NhgQAeJXKVZN+3KS/Pxz0dmm+UsU8ZVSPODmlSwuvriPgCQy5CcAy1qSly+S/kvPTF/SSqLBgb68SAADH9M6CbZJXWCyndm0hXVpGsMUAALa7QKryWFX+uk4KAIDXqF7kL81NrvE1s9ft1a8DTEdBz4PoaWQ+Ylx/uQVFcvunK/VwZZcPbisndYoVKyLG5iPG1kRczGfXGOshyhbu0N/fNLxy7zzYO76A1dCWzOfJGNfmAukr87ZwgdTFaMcA7cIXNWTfN2vNbsmv5sYTJ3Vjyndrdtf7d6DhyG+ewZCbHhISEiKdO3f21K+DFxDjhnnmh42yed9RaR/TWO4d1VWsiBibjxhbE3Exn51j/N7C7XI0r1CGJkVLnzZNvb06lmTn+AJWQlsyn6djXJcLpBMGtPHYepmMdgzQLnxRQ/d9aooDV74Orkd+8xx66AHwut+3HJC3ftsmAf5+Mnl8b2kUHODtVQIA4Jiy8wv1cJvKTScnscUAALbCBVIAgB3Ehoe49HWAnVHQ85C8vDxJTk7WjzATMa6fjNwCuWvaKv39LackSa+EKLEqYmw+YmxNxMV8do3xx0tS5HB2gfROiJLBHaK9vTqWZdf4AlZDWzKfp2PMBVLPox0DtAtf1NB93+gecRISWHMZQy0f1SOunmuIhiK/eQ5DbnpQYWGhJ38dvMCkGE+7cJpHfs/D09fKrvRc6RUfKTcNt37vBpNijKoRY2siLuazW4zzCovkzV+36u9V/qppvgBP5VQrs1t8AauiLZnPkzFWF0gfnrFWD6upxBbcU+k1XCB1PdoxQLvwRQ3Z90WGBelzrkk/bqo2X6nl6nXwHvKbZ9BDD4DXzFq9W75ckSahQf4yaXxvCQpglwQAsIevlqfJnoxc6dwiXEZ0ae7t1QEAoN4XSGvCBVIAgBX0Tois8nl148kdp3XSo34BvoAeegCqtDBloX4cnDDYLVtoX0au3PfVav39faO7SofYJkQCAGALhUXF8uovW/T3Nw7vIP7+1ffO80ROBQCgvtQF0J837JWVKemS579ePxdS3FVfIFXFPC6QAgCscP712DclOeq2UztKRtFaOZJdIANaD9LDbNIzD76Egh6AKk1eNNltFx8dDof8+4s/dfI9sVOsXDaoLVEAANjGt6t3y46D2dI2OkzOPC7OqzkVAICGyC8qlm0HsvX3LVrN0UNI391/HBdIAQCW8eHinbJ531F9/nXDyR3ksq/+Tz8/acA4b68a4HEU9DwkODhYOnXqVOP8KrA3Yly3RDxv436JbBQk/7ugp23aBTE2HzG2JuJiPjvFuLjYIa/MLemd94+TOkggw0UbFV/AymhL5vNGjH9ev0/Scwqka1yEhLcI189NGNDGY7/f19COAdqFL2rIvu9wVn7p3Hn3j1Y9yAPcsIZoKPKb5zBhlYeoHZa/vz8XMgxGjGtn24EseeLbkm7yT5zbQ1pEhIpdEGPzEWNrIi7ms1OMf96wTzbuzZQWESFyXt/W3l4dW7BTfAEroy2Zzxsx/vyPVP14Qb94j/1OX0Y7BmgXvqgh+77nftqkbzwZmhQtp3Vr4Zb1Q8OR3zyHgp6H5Ofny9atW/UjzESMazfm9e2frpScgiIZ07uVnNWzldgJMTYfMbYm4mI+u8RYDRn90txk/f21w9pzd6hh8QWsjrZkPk/HeH9mnszbtF8C/f30+Rncj3YM0C58UX33fZv2ZsoHi3eKmrL8wbO6c4OghZHfPIeCngcvAKkPtnqEmYjxsb06b4usTDkicZGh8ug5PcRuiLH5iLE1ERfz2SXGC7ce1HmsaViQXDyQ4chMiy9gdbQl83k6xtNXpklRsUNO7txcYpqEeOR3+jraMUC78EX12fep1z72zTqdpy4Z2FY6tywZFhrWRH7zHObQA1Cl+AjXDrmyOjVdnp+zWX//zIW9JDIsiC0PALAV59x5Vw1tJ2HBgV7LqQAAuOLCW8XhNslXAACrmLN+n8zffEAiQgPl9tM6lVtGvoIvo6AHoEqTTp/ksi2TW1Akt326QgqLHXLl0EQZmhTDVgcA2Irqmfdb8gFpEhIolw9O9FpOBQDAFdbuypANezJ1r/NTujTXz5GvAABWkFdYJI9/u05/r4p5zRoHl1tOvoIvY8hNAG733+82yJb9WZLUvIncfUYXtjgAwHZe/mvuvEsHtaWXOQDA9py988b0bi3BgVwaAgBYx9Tft8v2g9n6OqI6/wLwN3roeUhwcLB06NBBAgPZ5KYyLcbT1k7Tj+O6j2vQ+/y2+YC8+/t2PdH65HG9JTQoQOzKtBijMmJsTcTFfFaP8cY9mfLjur0SEugvV5/Qzms51a6sHl/ALmhL5vNUjPMLi/X8eWWH21R8PV95Au0YoF34orrs+/Zn5skLc0pupnzgrG4SFFD5phPylfWQ3zzHI7dh5eXlyUMPPSRDhw7VX/fcc49kZmaKL/Hz85OgoCD9CDOZFuPP132uvxoiPbtA7vpslf7+nyM6ynHxkWJnpsUYlRFjayIu5rN6jF+dV3JCOb5/gsSGh3glp9qZ1eML2AVtyXyeivHcjfvkcHaBdG4RLt1bRZQ+7+v5yhNoxwDtwhfVZd/37OyNcjSvUA8HfVKn2CpfQ76yHvKbYQW9m2++WTIyMmTu3Lnyyy+/SEhIiEyYMEF8SX5+vuzYsUM/wkzEuLIHZ6yRPRm50qdNlNxwcgexO2JsPmJsTcTFfFaO8c6D2TJj1S7d0/y6E9t7e3VsycrxBeyEtmQ+T8XYOdym6p3HzRaeRTsGaBe+qLb7vjVp6fLpshR97vV/Z3b12Pqh4chvnuORcW9mzpwpixcv1l0vlXvvvVciIiKkuLhY/P19Y6x2h8MhOTk5+hFmIsblzVy1S6av3CWNggL0UJuBVXSRtxtibD5ibE3ExXxWjvFrv/5/e/cBHUd1NXD8qvdi2ZIt25Kb3A3YBoxtsMEYTMf0EFIgQKgxPQmkUEIgIaEHSAImJLQvoUMoxgSbZmyMG2DcJRfJRXJR79rVd96TV6jX3dmZN//fOXt2tbPaHc3Vm7szd9572eKtFzln8iAZ3Cc22KvjSHaOL+AktCXzWRHj/WXVsnhDgYSFhsjcSQMD9jloG+0YoF24UVf2fWrZ7/67TtRLLjl6qAxPjbd0HdE75DfrWHKGPTMzU954443Gn5955hkZOnSoa4p5gNvsKa6S37yxVj/+zeljZWi/uGCvEgAAPcpnr6zIEzUyzFXHOr+nOQAA6qLLOm+9HsYsLSGaDQIAsIV3v9kjy7cdkL5xkTJv9shgrw5gW5b00Hvqqafk7LPPlpycHCkvL5f33ntP3nzzTSs+GkAQrsj4+StfSXFlrcwanSoXTckkBgAAR5r/aY7UeLxy6iEDJCuNK0QBAM7XdLhNAADsoKrWI/e+u14/vnnOaEmKiQj2KgHuLuiNHz9eTjvtNN0zLzU1VY477jj9HAD7mjp4ao9+77ll2+XTzfukT2yE3HfuoczJAABwpMLyGnnhix368TXHZQUlpwIA4E/rdpXIut0l+kTp7LFprZaTrwAAwfDUJzmys6hSxqYnyveOzOj09eQruJklBb2bb75ZVq5cKRs3btQFvSuuuEIuuugief3118UtIiIiZNiwYfoeZjItxjdNu6nbv5O9t6zxipp7zz5E0hLNGsLFtBijNWJsT8TFfHaM8TOfb5PKWo8ekmzCoCTLc6pJ7BhfwIloS+YLdIxfXdXQO+/MwwZKVHhYq+Vuz1dWoB0DtAs36mjfp6Y5eOKjbP349tPH6TleO0O+sh/ym2EFvRdeeEE+//xzSU9P1z8/8MAD0r9/fz00X4ialMQF1HyBUVFRwV4NBJDbY1zr8cpN/1kjVbVeOWfyIDnlkIb2bhK3x9gNiLE9ERfz2S3GZdV18s8lW/Xja2f1rnce7BdfwKloS+YLZIzV8dobq3fqxwy3GTy0Y4B24UYd7fvuW7BBX0h5yoQBMm1EX8vXDf5BfrNOqBUfMnjwYNmxo2HIImXTpk0yZMgQ1xTzlNraWsnLy9P3MJNpMX5w6YP61lWPLdoiX+UVy6DkGLnzTDOH1DUtxmiNGNsTcTGf3WL8wrLtUlJVJ1OGpsiUYSmW51TT2C2+gFPRlswXyBh/tHGv7C+v0XPCHjq47Z7nbs9XVqAdA7QLN2pv37dqR6G8vnqnRIaHyq9OHdvl9yNf2Q/5zbAeevPnz5dLL71UDj30UAkLC5NVq1bJv/71L3ETr9crZWVleshRmMm0GC/LW9bl167JLZLHFm8RVaO///zDJDHazCG1TIsxWiPG9kRczGenGKsJ2Z/6tKF33jWzRlieU01kp/gCTkZbMl8gY/zqyrzG3nntXVzt9nxlBdoxQLtwo7b2fV5vvdz133X68U9nDJOMlNguvx/5yn7Ibw4r6M2dO1cmTpwot99+uy7YtXTEEUfI6tWr9Rx6Ho9HxowZwxwagCEqazx6qE2Pt14uP2YY3eMBAI728opc2VdWLeMHJur58wAAcLrC8hr5cEO+qGmJzp40KNirAwCA7pn3VW6RpCVEyTXHMc0BYOmQm++++678+9//brOY56OWjRs3Tg455BCKeYBB/vDeesnZVy6j+sfLLSeNDvbqAADQq/mF/vZxTuPceW4aHh4AYK63vtoltZ56mTEyVfonRgd7dQAALldeXafnzlN+efIYiYuyZBBBwAh+Keilp6dLUlLbY7ADMNfHm/bKs0u3S0RYiDz0vYkSHdF+UR8AALt7a80u2VlUKcNT4+Sk8QOCvToAAPjFK02G2wQAINie+GiLFJRWy2EZyfQcB4JR0DvxxBNl/fr1UllZ6Y+3M1JERIRkZmbSO9FgbouxGrbl5y9/pR/feOIoGT/Q/KK+22LsRsTYnoiL+ewQYzWHgzqwVNSQL2FqXDIYE1/ABLQl8wUixhv3lMo3O4slITpcThzX32/vi56hHQO0C7fv+3IPVDTOWX7HGeMklOMuI5DfrOOX/qy33nqrvPjii3L33XfLvffe64+3NE5oaKjExnZ9ck84j2kxPm/cee0uq6+vl9+8uVZfTXPEkD5y5cwR4gamxRitEWN7Ii7ms0OMF67bI9l7y2VQcozMnTjQspzqBnaIL2AC2pL5AhHjV1c19M4747CBnY6o4vZ8ZQXaMUC7cPu+795310tNnVf3zJuc2adH70e+sh/ym8N66KneeXfccYfcf//9urhXW1srgZSXlyeXXnqpDBw4UKKiomTo0KFyww03SGFhYY/f87nnntPzpKjb/Pnzxd/UNtm1a1fAtw2Cx7QYXzD+An1rbw6Gd77eLXGRYfLgBRNd04vBtBijNWJsT8TFfMGOsbpQ5fHF2frxlccOl4gwv3xF7lJOdYNgxxcwBW3JfP6OcZ3HK6+t2tnl4Tbdnq+sQDsGaBdu3vd9tilf3lu7R2IiwvTceT1FvrIf8pt1/HK24qyzzpJf//rX4vF45M9//rOMHz9e7rzzTlm5cqXU1dWJP2VnZ8vhhx8uzzzzjEyZMkVuvPFGGT58uDzyyCMybdo02b9/f7ffMzc3V+bNmyfx8fESKF6vV0pKSvQ9zOSWGO8qqpTfvLFWP/7t6eMks697rrh3S4zdjBjbE3ExX7Bj/MnmfXo4sn7xkXLBERlBWQeTBTu+gCloS+bzd4w/2bxX9pVVy/B+cTIpI9kv74neoR0DtAu37vsKi4rl9+9u0D9ffdwIGZAUHezVgh+R3xxW0DvyyCMlOjpaX92sblu2bNHDb6qCW0JCgl5+5ZVXyt///nf58ssvpbq6usefdc0110hBQYE8+uij8sYbb8gf//hHWbRokS7sbdy4URcWu0Ot709+8hPp27evXHXVVT1eL8A0N71/k761nF/o5698JaVVdXLC2DT53pGc9AQAON/jixvmzrvsmOGdDkfmr5wKAECgvbqyoXfeuYcP1qMRdYZ8BQAIlPc3l8qGPWV6ioMrZg7v1XuRr+BmfplD74svvtBVWFVQW716deNtzZo1cuDAAd1TT918XyDDw8N7VNTLycmRhQsX6iE2r7322mbL7rrrLnnyySf10JkPPPCAxMXFdek9VWFQFQQ/+ugjfQ+gQV5Jw1wLTf3z822yZMt+6RsXKX8459AuHRQCAGBnX247IMu3HpDE6HD54dRMy3IqAACBVFRRIx+syxd1yHbO5EFd+h3yFQAgEEoqa+VfqxtG1bvt1DG9voiSfAU380tBzzfx4dixY/Xtoosuanx+x44dzYp8q1atkp07G64S6y5fwW3OnDn685pSPQGPPvpoXfBbtmyZzJ49u0tz/6k5/66//nqZOXMmBT2gA5vzS+W+BQ1d4+895xBJTYhiewEAHO+Jg73zLpk+VBKiI4K9OgAA+MV/v9olNR6vzBjZT9KTYtiqAICgeeLjrVJc5ZUjhiTLaYekEwnADgW99mRmZurb3LlzG59TvfZ6QvUAVEaNGtXm8pEjR+qC3qZNmzot6Km5/X70ox/pdbv33nt7tD5q6M+9e/c2e04NN6rU1NQ064WoejINGjRI37fsnRgWFqZ7Lao5CFvOOagKlxERER0uU70jW06a3dEytQ6RkZF6uFG1nl1dpkRFNRRx2uph2dEy9Z7qvdV7qvfu6jL1N6i/Rf0NLecR6GiZ2p5qu3a0TG1PtV3bikVHy9qLhVqWnp6ulzfdBk6Nk2+7qdfV1Hnlxv+skeo6r5w7aaAcl9Wn2e87KU69aU/qPjU1tVmMgx0nU9tTsPZ76jNbxtiKOLX1/+FP3clXdoyb+tzutD2F9mW/9tVRnLrb9vy1H1y/u1QWb9wrMRGh8uNpQ/RrArEf9A1L31Zbc1KcerofVOvTMr7kK/vFyQ75yoScFcjYtdxX8p3QnnFqqTtxahpjtf69+e7+8spc/fPcQwc0rldnOUtpma9MbU8tWdWefDH2jXbjhmMsU3MW+cp/cVP/t2lpaa3Op3EOw77tq6nO4rR1f4U890WuqL3erXOyGte5N8dYCvnKfucEm35PJV9FBixfBbyg15aUlJQe/V5xcbG+T0pKanO57/mioqJO3+t3v/ud7jH42WefSUxMz65We+KJJ/RQn23Jy8tr9r4qMam/WxUzVdJvql+/fvpWVlYmu3fvbrasT58+0r9/f6moqGjVszExMVEGDhwoVVVVuidkU/Hx8TJ48GDd2LZu3dpsmVqvIUOG6MbWcpn6hxo+fLj+Z2q5TDXSrKws/Xjbtm3N/hnVP+Ho0aP149zc3FZfEFURVr1GbZeW/6QjRozQOw71t1dWVjZbNmzYMJ1s8vPz9fZpShVjY2Nj9QG/mji8KVU8Vb021fYuLCxstkwV3dT/ivo/2bdvX7Nlvjip9+tJnNTOr2UsnBin9dnbZcueIqnx1MsT738leUU1snZXiQzuEyOXTU5q9ZlOi1NP25NKXC1PMNGe7Ben3rSnlu9p1X5PvSaQepKv7BQ3td1btj3ylf3i1Jt8pdpQML5XPPjRHv38ySMTJDas4eAkEPlKbTd1UNN0GzgxTj3dD6q/z+Tvf6bEyQ75yoScZdfYNUUbMz9O+ZUiX+eVSGxEqGTFlDf+PZ3tC5W2/r9pT/6Pk/p/UzdylnNzFvnKv3ErLS1tlcvJV2bkq3veWS913np9zBVfWyhbtxb2+ru7Qr7i+59b81VIfcsSoY1dccUV8tRTT+nb5Zdf3mr5r371K/nDH/6gb2oozfYsX75cpk+fLjfddJP86U9/anz+zjvv1AeP7b1/V6/GOeuss/TQouPGjWt8Xm1mVZBUO6OW845xFZUZPYoUlWRUMlLr5sSr3dS6PLY4Wx5fvEXyQhp6rqbWfteW/nPFVJk0OMHRcerNVYlqm6k2n5yc3Bhju1+V6MY49aY9lZeX6y+MTWNsRZzWrVsnkydPlrVr18r48ePF37qTr+wYN7Wd1N/Q1ban0L7s1746ipM68OtO2/PHfjC7oFROeWyphIeGyIc3HC2D+yYEbD94/kvn63V54awXHB2nnu4H1b5VHaQ3jS/5yn5xskO+MiFnBTJ26jOb7iv5TmjPOLXUnTg1jbEqBPX0u/ufF26Wv32cLedPHii/nzuuyznrotcv0uvx/NznjW9PLVnVnnwxVkXS6OhoVxxjmZqzyFf+i5v6n1TbU50zbXo+jXMY9m1fTXUUp8+3FslP/rlC4iLD5P9+OFqGD0xtjHFvjrHIV/Y7J6guhmv6PZV8FRmwfBWUHno95euB5+up15Lviqf2evA1HWpTVUnvvvvuXq2PuiLAd1VASyowvp2kb0fpO5HR9Pmm1D+6r9twd5apBtfee3a0TP3j9GSZ0tNlarv0ZFnThO6vZWqno27dXdZeLFSM1f+mukq4rW3ghDg9+uFmefCDTfpxYuh3w+T6fLH1gBw1vK+j49TZso5i4TvprLqQt3wN7ck+cepNe1L/i+3FOJD7vY5e4w/dyVd2jJv6gtOTtqeQr+zTvjqKRU/bXm++Vzz9ueoVKHLe4YMlMzUpoPnqpmk3tfu32G0/GIj2pLZLe/F1+vc/k+Jkh3xlQs4KdOzaaksmH2M5NU5t6WqcfDH2XTTa3Vh4vPXy+uqGK72/N2VIt9rMjVNv7PDvIE7+aU++GHf2e7Qne+cs8pX/9oOqSKB66KlCd1u/T76yZ77qLE61Hq/8/p31+vG1xw2XSG+1fk3Lz+7JfpB8Zb/vf+0d0/P9L9Lv+cpRBT1fN0Y1R15bNm/e3OEce4r6x/L9vroaqi0//elP9e3666+Xhx9+2A9rDthfcUWtPLa4YX4SJco7ttVrVM+9i6cNlaTY9nfiAADY3c6iSnl99U4JDRG5cuaIgH/etIxpAf8MAACUTzfvlfySahnaN1YOH9KnWxuFfAUA8Jfnl22X7L3lOh/96KgM2Zm73W/vTb6CmzmqoDdr1ix9v3DhwsYJon3UlRxLlizRY6JOnTq13fdQFeLLLruszWVqCBc1r94xxxyji4fTpnHyBe7x7trdUlPXvOt0S9V1Xnlv7W65cEqmZesFAIC/PfVJjp7HYe7EgTK0XxwbGABgjFdXNcwLee7kwa2m+wAAwAoHymvkoYMjgP3mtHESGf7dOXwALiroqQkD58yZowt6jz/+uMybN69x2R133KHn57jyyislLq7hxIyeHyU7W3f5VL+rqILf/Pnz23x/NYeeKuhdfPHFXZpDDzDF3tJqWbyh+eTDeyP+2GoOPd9rAQBwqn1l1fJ/y3fox1cfF/jeecoFL1+g7186/yVLPg8A4E7FlbXy/rd7RNXxzjl8cLd/n3wFAPAHVcwrqaqTGSP7yeyxaW3O9dcb5Cu4maMKesoTTzwh06dPl+uuu04+/PBDGTt2rHzxxReyePFiPdTmPffc0/janTt36uVDhgyRbdu2BXW91Xix6enp7c4ZAOdzUoy93nr5dleJLNpQIIs25MtXeW3PS9mW1IT2x9k2nZNijJ4hxvZEXMxnZYz/8dlW3eP8hLH9ZcyAxIB/HmjDgL+QD83X2xi//fUuPerK9BF9ZVByjN/XD71HOwZoF6bbsKdEXvhiu4SFhshvTx+ne4uz7zMfMbaO485Kq552K1askNtvv10WLFgg7777rv7Cqwp8qpdeSkqK2JGaPDopKSnYqwEXx7i8uk4+27JPFq0vkMUbC6SgSU871fX9yKF95IucA3oIsvZEhYfKKRPSxa3sHmP0HjG2J+JiPqtirHouPLe0Ye6Ga2ZZ0zsPtGHAX8iH5uttjF9dmafvz+tB7zxYg3YM0C5MVl9fL3e/vU7UqcWLp2bKqP4J+nn2feYjxtZxXEFPycjIkGeeeabT1w0dOlTvSLpKDbmpboFQV1cnRUVFkpycTO8eQ9kxxtv3lx/shVegi3U1nu/myBuQGC3Hj02T40enyfSsvhIbGS6PfrhZHjw4xnVbrp2VJUmxEeJWdowx/IsY2xNxMZ9VMX5u6TYpra7TPRcmZ/YJ2OegOdow4B+0JfP1JsbZe8tk1Y4iiYsMk5MnDAjYOqJ3aMcA7cJkH6zLlyVb9ktSTITccMKoxufZ95mPGFuHM9IW8Xg8sm/fPklISKAQYCg7xLjW45UV2wr1MJqqiJe9t7xxmZpHYXJmshw/Jk2OH9NfxqYntJokfd7xWfr+8cVbWvXMU8U833K3skOMEVjE2J6Ii/msiHFFTZ38Y0nDEOwqp8E6tGGAtoTA7y99vfNOPSRdX6wJeyInArQLU1XXeeSed9frxzedOEr6xEU2LmPfZz5ibB2+5QEOt7+sWj7auFcWbSyQTzbtldKqusZlCdHhMnNUqswekybHjkqVvvEdz3+nCnzXzR4pF08bKic997ieY+iXRx6ih9l0c888AIDz/Xt5rhwor5GJGcm6hx4AAKbweOvl9dU79WOG2wQABMMzS7bJ9v0VMjItXn5wVCZBAAKEgh7gMGoY2XW7S2TxhgL5cEOBrMktkqYjy2alxR/shZcmhw/pIxFhod3+DFW8e/nCv+rHGUkZ/lx9AAAsV1PnlSc/yWnsndeyh3qgPTDnAUs/DwDgLp9n75PdxVWSmRIrRw5N6fH7kK8AAD1RUFolf/lws358+xnjJLwH5yK7g3wFN6OgBwRBcUWtvLt2t+wtrZbUhCg5tZMecJU1HlmyZZ8u4H20sUAfrPlEhoXKUcNTdC88NZRmZt9Yv6wjhTwAgCleX50ne0qqZHT/BJ0vrUZOBQAEkm+4zXMmD5LQ0J5ftEK+AgD0xP3vb5TyGo+cMDZNZoxMDfhGJF/BzSjoWSQsLEzS0tL0PdwbY9W77i+Ltug56tRwlj53vvVt4xx1vl4DuQcqZPHGAj0X3ufZ+3XvAp+0hCjdA2/WmDQ5JqufxEX5vynnFufqe5Jk92IMZyPG9kRczBfIGKthyP76UbZ+fM2sEb060dlTbs+ptGGAtoTA7S9Lqmplwbd79ONzJw/u1aZ2e76yAjkRoF2Y5pu8Ynl5ZZ5EhIXIr08bZ8m+j3xlP+Q361DQs2pDh4dLSkrPh76AGTFWxbwHP9jU6nlV3FPP5xVWSkpcpCzakC+b8suaveawjGQ5fnSazB6bJuPSEwN+QvLmhTfr+5fOfymgn+MktGPzEWN7Ii7mC2SM3/1mt2zbX6GHITvtkHQJBrfnVNowQFtC4PaX7369W6pqvTJ1eIpkpPRutBa35ysrkBMB2oVJVMeFu/77rZ4K6CdHD5Nh/eIs2feRr+yH/GYdCnoWqaurk5KSEklMTNT/4HBfjNUwm48t3tLhe7y0ouGKSCU+KlxmjOyne+IdNzpND82J4KIdm48Y2xNxMV+gYqwOMFWveOWqY0cEfC4HtI02DPgHbcl8PYnxq6vy/NI7D9agHQO0C5P89+vdsmJ7ofSNi5SfHZ/V7uvY95mPGFuHypJFPB6PFBQUSFxcHAU9l8ZYzZnXdNjM9qghNK8+boSezDwynBOPdkI7Nh8xtifiYr5AxVgNW71hT6n0T4yScw8f5Lf3RffQhgH/oC2Zr7sx3ravXL7cViixkWFyapB6oaN7aMcA7cIUlTUe+eO76/Xjn580WhKjI9p9Lfs+8xFj61DQAyyyt7S6S687aliKHJ3VL+DrAwCAyVTvPF/P+J/OGC5R4cx/CgAwi6933ikT0gMyrzoAAO35+yfZsqu4Sk8LdP4RzL0KWIXuP4BFujpkJkNrAgDQe8tyDsjqHUXSJzZCvj8lk00KADCK11svr63aqR/TCx0AYKVdRZXyt4+z9eM7zhgnYaEhBACwCAU9wCKnTkiXqE6G0FTL1dWVAACgd574qKF3npqcnV4LAADTLMvZLzuLKmVQcoxMHdY32KsDAHCRP763QapqvXLaIely1HByEGAlxmSwSFhYmPTr10/fw50xToqN0EN++Yb/asu1s7L06+zgpfNfCvYq2A7t2HzE2J6Ii/n8HeOvcovk0837JC4yTC6eNlSCze05lTYM0Jbg//3lKysbhts8d/IgCfVTzwi35ysrkBMB2oXTrdh2QN76apfulHDrKWOCsu8jX9kP+c06FPSs2tDh4XrHBXfHWM3no6jDrYZHDVQSVMW8ecdnBXgt0Ru0Y/MRY3siLubzd4wfP3jxzA+nDbHNhTJuRhsGaEvw7/6yrLpO3lu7Rz8+9/DBbF4HIScCtAunD/d813/X6cdXzBwuGSmxXfo99n3mI8bWoaBnEY/HI2VlZRIfH08vPZfGOK+wQuZ/tlU//uelU2R3UaXsLa3Wc+apYTbtdsJxae5SfT8tY1qwV8U2aMfmI8b2RFzM588Yb8ovlYXr8vXFMpcfM1zswO05lTYM0Jbg3/3lu9/slspaj0wZmiJD+sb5bfO6PV9ZgZwI0C6c7NVVefLNzmIZkBgtVx83Imj7PvKV/ZDfrMMcehapq6uT3bt363u4M8b3Ldgo1XVeOeOwgXLsqFS5cEqmzJs9Ut/brZinPLTsIX3Dd2jH5iPG9kRczOfPGP/1o4bJ2b93ZIa+aMYO3J5TacMAbQn+3V82Drd5+CC/blq35ysrkBMB2oVTqd7hf3p/o378y1NGS2xkeND2feQr+yG/WYeCHmCBldsL5b8Hx5f+5cmj2eYAAATAjv0Vej6H8NAQPQQMAAAm5rrlWw9IdESonHpIerBXBwDgEmpaAzXS2KTMZJl7mH8vKAHQdRT0AAvGl7777YbxpX86Y7gM7tO18aUBAED3/P2TbPF462XuxEHkWwCAscOdKWrahoRo+430AgAw82KSpz9tmEbojjPGS2hoSLBXCXAt5tADAuy/X++SNblFetiv7owvDQAAOldcUSvvrt0t2/aVy7+X5+rnyLcAAFMvFn1t9cHhNicPDvbqAABc4p5310mNxyvnTBokEzOSg706gKtR0LNIaGio9OnTR9/DPTGurPHIfe9t0I9/Pme0xEXR5JyMdmw+YmxPxMV8PYlxfX29/GXRFj30i5qjtvG9QkTe/Wa3zDs+S0JCuHLUDmjDAG0J/tlfLt92QHIPVMrApGiZNqIvm9WByIkA7cJpPt+yT97/Nl9iI8PkFyeP6dF7sO8zHzG2DtUFi0REREj//v2t+jjYJMZPfZoju4qrZFx6opx7uLOuoByc6Kz1tQLt2HzE2J6Ii/l6EmNVzHvwg02tnvfWS+Pz180eKXbg9pxKGwZoS/DP/vKVlQ29886ZPFjCAjDcmdvzlRXIiQDtwknqPF753cFphK45boQMSIq2xb6PfGU/5DfrUNCziMfjkYqKComNjZWwsDCrPhZBjHF+SZX89aNsvey3p48LyAFXID140oPBXgXboR2bjxjbE3ExX3djrIbZfGzxlg5fo3ruXTxtqCTFBn9+IbfnVNowQFtC7/eX5dV1uge6cs7kQQHZpG7PV1YgJwK0C6dMabC3tFqy95bJhj2lMrhPjFw+Y7ht9n3kK/shv1mH8R8tUldXJzt37tT3cEeM//z+Rqms9chJ4/szHIohaMfmI8b2RFzM190YqwPMmibDbLZFDcP53tqGE58ILtowQFtC7/eXC9bukYoajxw+pI8MT41nkzoUORGgXdiVmtLg0Q83y5R7/ye3vfaNHvXkzTW79DI1b15UeM/LCOz7zEeMrUNBDwiAb/KK5dVVeRIRFiK3nTLWkdv4pW9f0jcAAOxGXS3qz9cFGjkVANBbvuE2z50cuGExyVcA4F6+KQ2azk/u8/bXu/VyuyBfwc0o6AEBuKLl7rfXSX29yCXTh8rQfnGO3MavrHtF3wAAsJvUhCi/vi7QyKkAgN7IK6yQpTn7de+I0w5ND9jGJF8BgDt1dUoD9To7IF/BzSjoAX62cH2BLN92QFLiIuVnx49k+wIA4GenTkjvdMgXtfyUCYE76QkAgFVeW7VT3580foAkxQR/blgAgFmY0gBwDgp6Vm3o0FBJTEzU9zCTim10bLz8eWHDFS03njiKgy3D0I7NR4ztibiYr7sxToqNkDnj+nf4mmtnZenXIfhowwBtCT3fX6oRYNR0Dsq5hwduuE1Yg5wI0C7cOKUB+z7zEWPrhFv4Wa4WEREhAwcODPZqIMAxfn9rteQWVsqo/vHy/SMz2N6GoR2bjxjbE3ExX3djXFFTJyu2HdCPw0NDpM5b36xnnirmzTs+KyDriu6jDQP+QVtyZ4xXbC+U7fsrpH9ilByT1S9o6wb/oB0DtAs3TmnAvs98xNg6FPQs4vV6paqqSqKjo+mlZ6iCkkr5y6LN+vGvTxsn4WH0xjQN7dh8xNieiIv5uhvjxxZtkd0l1TJhUKI8e+lRsvDbPfpqUXWAqYbZpGeevdCGAdoSer6/fGVFQ++8cyYPlrDQEDalw5ETAdqFXac0uP3NtVLr+e5CSX9OacC+z3zE2DpUHCxSW1srO3bs0Pcw0wMLN0pZtUdmjuwrx45KFaebOniqvuE7tGPzEWN7Ii7m606Ms/eWyVOf5ujHd8+doOesvXBKpsybPVLf27GY5/acShsGaEvo2f6yssYj73yzWz8+d3Lgh9t0e76yAjkRoF3YUUFplYRISMCmNPD3vo98ZT/kN+vQQw/wgw17SuTllTtFXTB560mjjNimN027KdirAABAM2oeoTvf+lZfOXrhkRkyKbOPI7YQORUA0BPvf7tHyqrrZGJGsmSlxQd8I5KvAMB99pdVy6X/+lJqPF4ZmRYvOw5USHWd19ZTGpCv4GYU9AA/nFy85531oqbvOXNMooxIjWObAgAQAO+t3SOfbt4nSTER8ouTx7CNAQBGe2Vlw3Cb5x0e+N55AAD3qa7zyJXPrZTcA5Vy6OAk+c8V06Smzivvrd3NlAaATVHQA3pp8cYCfXIxMTpcfjgxxZjt+eDSB/U9V70AAOygvLpO7n57nX78i5NH66E2nYKcCgDorl1FlbIke59EhofKGYcOtGQDkq8AwF0dFG579RtZsb1Q0pOiZf6Pj5CYyDB9U1MZ2Bn5Cm5GQc8iakLr+Pj4xomtYYZaj1d+/856/fhns0bIwH7fTV7udMvylgV7FWyHdmw+YmxPxMV8XYnxo4s2y+7iKn3l6IVH2vsAsyW351TaMEBbQvf3l6+vzpX6epETx/W3bH5Yt+crK5ATAdqFXTzxUba8tnqnxEaGyfyLj5C0xGjH7PvIV/ZDfrMOBT2LREREyODBDJNhmueXbZecveUyrF+cXHL0cH31JMxFOzYfMbYn4mK+zmK8paBUnv50q4SEiNw9d4KEqUlr4Ri0YYC2hO7tL1WvCYbbNBM5EaBd2ME7X++WP7+/UR9fPfy9iTJ+YFJAP499n/mIsXWoPljE6/VKdXW1vocZiipq5OH/bdaPf3XqWFG1PGJsNtqx+YixPREXd8dYndS8/c1vpc5br3vmHZaRHJR1RM/RhgH/oC25J8Yrtx+QrfvKJTUhSmZk9Qv2asGPaMcA7SLYvsotkpteWqMf33bKGJkzfkDAP5N9n/mIsXUo6FmktrZWtm7dqu9hhkc+3CzFlbUyfURfOWFsGjF2Adqx+YixPREXd8f47a93y+fZ+yU5NkJ+cdLooKwfeoc2DPgHbck9MX75y1z98zmTBkl4GKdtTEI7BmgXwZ6f9fJnV0h1nVe+d0SG/HTGcEs+l32f+YixdfhmCPRA9t4yeW7pdt01/TenjZMQ9QAAAPhVWXWd/P6ddfrxL08eI33iItnCAACjqZOs76zdox+fezjTdgAA/KO8uk4u+9cK2VtaLdOG95W7z5rA+UzAgZhDD+iBe99Zf3DorwwZNzDRyG143rjzgr0KAACXe/TDzZJfUq2H2VRXkDoVORUA0FVLd5RLWbVHDh2cJKP6J1i64chXAGAmj7derv/3Glm/u0SG9YuTv/5wskSquYMcinwFN6OgB3TTZ5v3yYcbCiQuMkxumjPK2O13wfgLgr0KAAAX25RfKv/4bKvuDX/33PESGurc3vDkVABAV32wpVTfnxeE3nnkKwAw030LNsj/1udLUkyEPH3xEZIc6+yRT8hXcDPnluIdRg3JGBMTQ1dmA65o8Q39de3xWZKWEN24jBibjxibjxjbE3FxX4zr6+vl9jfX6t7wF03JlEMHJwd7FdELtGHAP2hL5ssvrZbVuyslIixEzjh0YLBXBwFAOwZoF1b79/Id8uQnORIeGqJ75g1Pjbd8Hdj3mY8YW4ceehaJjIyUIUOGWPVxCJD/fJkrG/aUyuA+MXLp0cOMjvFN79+k7x886cFgr4ptmBZjtEaM7Ym4uC/Gb321S5blHJA+sRHy85NGi9O5PafShgHaErrmnbV7xVsvctLY/kGZN9bt+coK5ESAdmGlz7fsk9+8sVY//v1ZE2T6iH5G7PvIV/ZDfrMOBT2LqCvN6+rqJDw8nF56DlVSVSsPLNyoH996yhiJjggzOsZ5JXnBXgXbMS3GaI0Y2xNxcVeMy6rr5J531jfmW6cPB6O4PafShgHaErq2r3xlZa5+fO7kQUHZZG7PV1YgJwK0C6vk7C2Tq55fqUc9uWLmcLlwSqYx+z7ylf2Q36zDkJsWqampkezsbH0PZ3p88RbZX14jRwzpI6cdkt5qOTE2HzE2HzG2J+Lirhg/8r/NUlBaLRMzkuX8wzOCvWrwA9ow4B+0JbN9lVcs2XvLJTk6TKYOTQr26iBAaMcA7cIKheU1cuk/v5SSqjo5YWx/+eXJY4L6r8e+z3zE2DqOLOjl5eXJpZdeKgMHDpSoqCgZOnSo3HDDDVJYWNil39+/f7/Mnz9fzj77bMnKytJztiQlJckxxxwjTz/9tHi93oD/DXCWHfsr5JnPtunHvz19HL2zAAAIgE35ZfLM59tEXbSphoQJDaU3NADAHXy9844fES8RYY48VQMAsIGaOq9c/cJK2ba/QsalJ8ojF06UMI6rAGM4bshNdfX29OnTpaCgQObOnStjxoyR5cuXyyOPPCILFiyQJUuWSN++fTt8j5dfflmuvvpqSU9Pl1mzZklmZqbk5+fLa6+9Jpdffrm89957+jUMqQefPy5YLzUer5wzaZAclpHMhgEAIABDdPzunQ3i8dbLj6YOkQmD6J0AAHCHqlqPvLVml358woiEYK8OAMDBx1S/eeMbPR95WkKUPH3JERIX5bjT/wA64LgWfc011+hi3qOPPirz5s1rfP6mm26Shx56SH7961/L3/72tw7fY9SoUfLWW2/JaaedJqGh3135du+998qUKVPk1Vdf1cW9c889N6B/C5xh+dYD8u43eyQ6IlR+fvLoYK8OAABGWpxTJl9uL5KUuEi5ZQ75FgDgHh+uL9DDoo1LT5DhKVHBXh0AgEM9+UmOvLQiT5/DnH/xEZKeFBPsVQLg5oJeTk6OLFy4UA+xee211zZbdtddd8mTTz4pzz33nDzwwAMSFxfX7vscf/zxbT4/YMAAueqqq3RR8KOPPvJrQU/19ouMjKTXn8N4vfVy99vr9OMrZ47oMBGaFuMbp94Y7FWwHdNijNaIsT0RF/OVVdfJ/BX79eNbTxkjSbERYhK351TaMEBbQteG2zxn0kCJjAwN2vGG2/OVFciJAO0iUN7/do/8ccEG/fjBCybKoYOTjd33ka/sh/xmHUcV9BYtWqTv58yZ06xnnZKQkCBHH320LvgtW7ZMZs+e3aPPiIhoOIEUHt75plE9Bffu3dvsuS1btjROBFldXd34fFhYmAwfPlzq6uqaPe9bpj7P4/Ho5U2pv1OtU0fL1Jx/tbW1XV7ma2CqG7Zaz64uU9SchUrLv6GzZb6dtnpP9d5dXab+BvW3qL+h5dyGHS1T21Nt146Wqe2ptmtbsfAte33NLvlmZ7Hupn7Z0Zn6Ne3FQv0dQ4YMaRVjp8ZpctrkZq+zc5ysak/qfQcNGqT/ft92CXacnNSenLDfU7eWMbYiTm39f/hTd/OV3eKmlnen7Sm0L/u1r47i9OiibDlQ6ZFJGUlyxvhUHWeT9oNHph+pl7XV1pwUp57uB5WWbdiOcbLTfs+u3ysCna9MyFmBjl3TtuS0faGb4tRUZ3HaW1otH2/aKxFhIXLahP66p7p6nVp/q+M0LWMa5ywsaE+qHavtrdCenJuzyFf+i5u6DR48uNl3RYV81fV8tW53idzw79WiNu/PTxotpx6SbqtzTep3Wx4PkK/MOifY8nwa3/8iA5avHFXQ27hxY+OQmW0ZOXKkLuht2rSpRwU99c/37LPP6scnn3xyp69/4okndM/AtuTl5UlMzHe9uVJTU6VPnz5SXFzc6gC1X79++lZWVia7d+9utkz9Tv/+/aWiokJ27tzZbFliYqIMHDhQqqqqZMeOHc2WxcfH62SoGtvWrVubLVPr5Ss8tVym/qFU4VH9M7VcphppVlaWfrxt27Zm/4zqn3D06IbhsXJzc1sdcKmYqdeo7dLyn3TEiBF6x6H+9srKymbLhg0bpndiao5DtX2aUnMfxsbG6u1ZUlLSbJnagagi74EDB6SwsLDZMjV3YlJSkhQVFcm+ffuaLUtLS5OUlBT9fjt27pE/v9+wXX88MUlqKspEYqPbjZP63fLych2nplecEKfAxkl9ibaqPan/XV+78MWY9mS/OPVmv6d6gvuoGFu131OvCaTu5Cu7xs0XG1/bI1/ZM049+V6xfneJPPdFrqh52i89LF62b99m5PcKp8ept/vBpsV4hTjZM07Bzlem5KxAxa5pcUotY19oRht7Y81O8daLTB0UK0X5eVJ0cJlaF3KWfeLkr+8WvnVS/6N8t3B2ziJf+S9uqu3u2rVLx63p+TS+u3ctX+2vqJPr386TylqvnDgyUa45boQt94PqnLhvPRSOseydr3y6Gqem9Q61fm77nl5nYb4KqW9ZIrSxK664Qp566il9u/zyy1stV0Nlqnnw1O22227r9vvfcssterjOU089Vd55550eX41z1llnyapVq2TcuHGNz6ur39Q/mmogviuxfLgq0Z5Xjz70wSZ5/OOtMmFgorz80yMlIiK8w6tH1edkZ2frnYfvSgonXz160esX6edeOOsFW8fJyqt81U5WxVi1Y992DHac7HQ1jl3i1Jv2VFpa2riv9sXAijitW7dOJk+eLGvXrpXx48eLv3UnX9kxburLmlrfrrY9hfZlv/bVVpzUsgv+vlS+3FYop49OkHvPndiltue0/eD5L52v18WXU50Wp962J7Vv3b59e7M2bMc42Wm/Z9fvFYHOVybkrEDGTt2afk9x2r7QLXFqqbNYnPzIp7Ipv0we//6hMmNYUmOM1Ykpq+OkjgHVOj4/9/lWy9wcJ3+2J187Vifz1AlG2pNzcxb5yn9xU8+rXJ+RkdHsfBr5qvP9YHFZpfzgmRXy7a5SOTwzWf558WRJiIux3X5QdYBQxZKmxwPkK3vnK5+uxkkV4Jp+T+X7X2TA8pWjeuh1xrdxml7N0VWPPvqoLuaNGTNGz8PXFarSrG5tUYFpmoR8DVD9Mzd9vim1rGWxryvLVINr7z07Wqa2U0+WKT1dprZLT5b5hkL15zK102lvaNWCslp5+vPt+vEdZ46XmJjoTmOhYuzb3m1tA6fFyTesbcvX2SlOHS0LVHtSn9dWjGlP9opTb9pTezEO5H6vo9f4Q3fylV3j1pO254Z8Zbc4dXfZa6vydDEvJS5CLpnct9ttzylxUn9/e9vACXHyR3tqrw3bKU5Ob08m5CtTclYgY9dWW3LKvtBNcepqLL7OK9LFPDXM5onjB0m9p7Yxxr7jsWDkLM5ZdD2GPYmF2vZdiS/tyd45i3zl3+8avvOlbf0++artbapOg9/6xnpdzMtMiZWnLj5SEuIibXks7NuftRVj8pV94tSb7xXtnU/j+1+k3/NV84nobE514VR8XXRb8nUJ9b2uqx5//HG5/vrr9dWeixcv1t1B4W5/WrBBqmq9ctoh6XLkUP4fAADwt+LKWrn33fX68S/mjJT4qLZP1gIAYKpXVzYMsTR34kCJDHfU6RkAQJDdv3CjLPh2jyREh8s/LjlCXxwCwHyO+sboG5dUzZHXls2bN3c4x15bHn74YfnZz34mEyZM0MW8AQMG+Glt4VRrcovkjTW7JDIsVG49ZUywVwcAACOpoa33ldXIEUP6yNxD04O9OgAAWKq6ziNvfrVLPz7v8MFsfQBAl72yMk+e+ChbwkJD5PGLJktWWgJbD3AJRxX0Zs2ape8XLlzYasxWNTfHkiVL9BjkU6dO7dL73XfffXLjjTfKxIkTdTGvvaFd/KW9IS1gr2Fb7357nX582YxhkpES263fJ8bmI8bmI8b2RFzMsm5XiTy7dJuEhoj8bu4ECQ1tGFYV5iK+AG0JzS3eUCBFFbUyZkCCjB/43ShD7C/NR4wB2kVvLN96QG577Wv9+M4zx8vMUamO+Jdi32c+YmwNRxX01KTBc+bMkW3btulhMpu644479ASbP/7xjyUuLk4/pyZr3LBhg2RnZ7d6r7vvvltuvfVWOfzww+XDDz+Ufv36BXTd1dixWVlZHY59i+B7++vdsnJ7ofSLj5RrjhvRrd8lxuYjxuYjxvZEXMzi9dbL7W+uFW+9yI+nDZVxAxOJseFowwBtCW33rmjZO4/9pfmIMUC76I3t+8vlyudWSK2nXn5y9FD50dQhjviXYt9nPmJsHcddCv3EE0/I9OnT5brrrtOFuLFjx8oXX3yhe9ipoTbvueeextfu3LlTLx8yZIguAvr861//kttvv11PuDpjxgx59NFHW33O0KFD5ZJLLrHs70LwVdV65I/vbdCPb54zWhKi25/s0w0emPNAsFcBAGCg11bvlBX64pkoufHErg+T7mTkVABAU3tLq2Xxxr0SHhoiZ00aZJuNQ74CAHvPQX7pP7+UwopamTU6VX5z2jhxK/IV3MxxBT3VS2/FihW6ILdgwQJ59913JT09XRf4VC+9lJSUTt9j69at+t7j8eg59Npy7LHH+rWgV11drYuKqlBILz17evqzrbKzqFIPeXLBERni9hhnJHV/G5jOtBijNWJsT8TFrIPQP7y7Xj/+1aljJCkmwhUxdntONT2+gFVoS+Z4c81O8Xjr5YSxafoCF7vE2O35ygrBjjFgR7SLztV6vHLtC6ske2+5jO6fII9+f5KeP8+tMSZf2Q/t2DqOK+gpGRkZ8swzz3T6OrWTUHOitXTnnXfqm9XaWhfYQ0FplTyxeIt+/NvTx/U4KZoU49ziXH1PkjQ3xmgbMbYn4mKGBxdulP3lNXLk0D5ydoseCSbHmJxqdnwBK9GWzIhhW8NtNl0eLOQra9COAdpFd/cZd7z1rXy2ZZ+eImj+xUc4clQxf+77yFf2RH6zhiMLeoC/PfD+Jimv8cgJY/vL0VmBnU/RKW5eeLO+f+n8l4K9KgAAA6zdWSzPLduuL5r53dwJEhLinCtKe4ucCgDw+XZXiWzYUyp9YiPk+DH9bbVhyFcAYD/PLNkmL36xQyLDQ+XvPzpCMlJixe3IV3AzCnpwvW93FctLK3P1/AVq+C8AAOBfXm+93P7mWvHWi1w6faiMTU9kEwMAXKW4olbeXbtbXlrRMBLKSeP765OzAAC0Z9GGfPn9O+v04z+fd6gcPqQPGwtwOQp6FnLTlehO6gp899vrRPX6/vH0oTI8Nb5X70eMzUeMzUeM7Ym4ONsrq/Jk1Y4iSU2IkhtOHNnma4ix2YgvQFty8zHnXxZtkccXb5HqOm/j86+t2iUDk2Nl3vFZzfaR7C/NR4wB2kVXbNhTIvNeXK0virzhhJEyd2LzKQuchn2f+YixNSjoWURN+Dl69GirPg5dtHBdvizLOSDJsRFy/ey2TzB2FTE2HzE2HzG2J+Li/B4Jf3xvg37861PHSmIb8z0QY7MRX4C25GaqmPfgB5taPV/j8TY+f93BY1H2l+YjxgDtoisKSqvksn+u0NMDnXnYwF6fsww29n3mI8bWYXwHuFZNnVf+8O56/fjGE0ZJUqzzJpQFAMDu7l+4UQ6U18iUYSkyd+LAYK8OAACWXtTy2OItHb5G9dxTrwMAQKmq9cgVz66UnUWVMikzWf503qH0fALQiIKeRaqrq2XLli36Hvbw7NJtsm1/hYxIjZOLjsrs9fsRY/MRY/MRY3siLs71TV6xPP/FdgkLDZG7505o90CUGJuN+AK0JbdSc+apC0k7oobhfG/t7obHnDcwHjEGaBedDdN8y8tfyZrcIhmUHCNP/ugIiY4Ic/y/Dfs+8xFj6zDkpoXq6uqs/Dh0QPUUeOTDzfrxb04bJxFh/qltmxTjl85/KdirYEsmxRhtI8b2RFycx+utl9++uVbPU/uTo4fK6AEJro0xOdXs+AJWoi05y97S6m6/LpgxJl9Zg3YM0C7a8/D/NsvbX++WuMgwefqSI/Qc5Kbw576PfGVP5Ddr0EMPrvTQB5uktKpOZozsJ8eNTg326gAAYJyXV+bqK0vTEqLk+hOcPecDAAA90U7H9FZMOmELAOiZN9fs1J0PQkNEHrtosowZkMimBNAKBT24zub8Unlx+Q6dIFXvvPaG/3K7pblL9Q0AgO4qqqiRP763QT/+9WljJSHa3fPUklMBwH3e/3aP/P2j7E5fFxUeKqdMSBc7IF8BQHCs3H5Afv7K1/rxb08fJ7PGpBGKDpCv4GYMuQnX+f0768XjrZcfTs3sdPgvN3to2UP6flrGtGCvCgDAYf78/kYprKiVacP7ypmHDRS3I6cCgHvUebzy54Ub5e8f5+ifs1LjZcvesnZff+2sLEmKtceFL+QrALBe7oEKueLZlXrOVXWu8pLpQwlDJ8hXcDMKehaJjIyUUaNG0RssyD7aWCAfb9orCdHhcuMJo/z63sTYfMTYfMTYnoiLs3ydV6R7woeHhsjv5o7v0ncfYmw24gvQltyioLRKrvu/1bIs54CEhYbIrSePkcuOGSqPLc6Wxxdvkeo6b7OeeaqYN+/4rMbn2F+ajxgDtIviilp5d+1uPX+qOj/5/LLtsr+8Rk8LdMcZXTt+chr2feYjxtahoGcRtTM2cYfstCslVe88RR009Y337zwFxNh8xNh8xNieiItzeL318ts31kp9vchlM4bJyP5d6wlPjM1GfAHakht8ue2AXPvCKikordZz4j32/Uly1PC+etl1s0fKxdOGynsHT+Cq5WqYzZY989hfmo8YA+5tF/X19fKXRVtaXeCh9ImNkL98f5JEhJk5O5ZbYuxmxNg6Zu4lbKimpkZycnL0PYJD9RbYUlAmQ/rGysUB6L5OjM1HjM1HjO2JuDjHf1bkyld5xTIgMVrmzR7Z5d8jxmYjvgBtyWTqBO38T3PkwieX6WLelGEp8s51xzQW83xU8e7CKZk6P6r7tobZZH9pPmIMuLddqGLegx9salXMU9R0Bc8u3S6mckuM3YwYW4eCnoVf8tU/trpHcLqzP/TBJv34tlPGSFR4mN8/gxibjxibjxjbE3FxhsLyGrlvwQb9+Denj5X4qK4PBEGMzUZ8AdqSqUqrauXaF1c1ztN+5czh8uLlR0laQnSP3o/9pfmIMeDOdqHOSz62eEuHr1E999TrTOSGGLsdMbYOQ27CFf6yaLO+2uWoYSly0vgBwV4dRxicODjYqwAAcJA/vb9Riipq5eisvnLaIenBXh1bIacCgHk25ZfKVc+vlJy95foilvvPP1ROnuDs/Ee+AoDAUHPm1bTRM68p1XNPDc2senGjY+QruBkFPRhv675y+dfSbaKGav7t6eMYs7mLHjzpwcAGBgBgjDW5RfLvL3dIRFiI3HXmBHJtC+RUADDLm2t2yq2vfiOVtR4Z3T9B/vrDyTI8NV6cjnwFAP6nenAv2byvS69V86yic+QruBkFPRhJdVFXV7+oRLhg7W6p9dTL+YcPlgmDkoK9agAAGHeAevuba0WNnnLZMcMlK835JzQBAGiL6l1xzzvr5F8H5zk6Z9Ig+f3ZEyQ2klMrAIDmqmo98uqqPHnqkxzZtr+iS5snNSGKzQigQ3zrtEhkZKSMGDFCwsPZ5IEer1dNMqvGnW45yWxKXKReHqK66gWAaTF+6duX9P0F4y8I9qrYhmkxRmvE2J6Ii72pnnlf5xVLelK0zDs+q0fvYXqM3Z5TTY8vYBXaUnDtKqqUa15YpXulR4aFyh1njpOLpmT69fgy2DF2e76yQrBjDNiRae2iuLJWnl+2XZ5Zsk32lTX0uBuUHC35JdVS521/Drmo8FA5xeFDN1sVY/KV/ZjWju2MLWwR9SU/IiLCqo9zLVXMe/CDTW0u+/snORIXFS7XzR4ZkM82LcavrHtF33MwZ26M0RoxtifiYl8HymvkTws26sdqWGuVZ3vC9Bi7PaeaHl/AKrSl4Pl081657v9W63nZByXHyBM/mCyHZSQbF2O35ysrBDvGgD9HxFK9yU6dkC5Jsb37nzalXewprpJ/LNkqL36xQ8qq6/Rz49IT5arjRsipEwbIEx9lt3vOUrl2Vlavt6Vd+TvG5Cv7MaUdOwEFPYvU1NTI7t27JT09XVesEZgvFY8t3tLha1TPvYunDQ1IgiTG5iPG5iPG9kRc7OtPCzboK1BnjOwnp0wY0OP3IcZmI74AbcmpvN56fQz54P826aGlZ45KlUe+N1H6xAXmmJ79pfmIMUwbEevOt77VhSg1UkdPeyw7vV1sKSiTJz/JltdX79RT/ijTR/SVq44doY+TfNvFN5pJy22oeub5tqGpnB5jdI4YW4eCnoWJr7KyUt8jMNQVQmpOg46ohPne2t1y4ZRMv38+MTYfMTYfMbYn4mJPq3YUyr+/zJWIsBC588zxvRpyjBibjfgCtCUnKqqokRv/s0YWb9wrKsXdcMJImXf8SAkLDcwUDgr7S/MRY5g2IpY6z+Z7vqcjYjm1Xajjob99lC0frM/XF32oXHHqIQPkypkj2uzFrY6X1DZSHQ3ea9LLUQ2zaWrPPKfHGF1HjK1DQQ/GyC+p6tLrVMIEAAA95/HWy+1vrtWPfzpjuIxIjWdzAgCM8U1esVz9wkrJK6yU5NgIefh7E+W40WnBXi0AcOWIWHaiihYfbdwrf/04W5ZvPaCfiwwPlXMnD5YrZg6XYf3iOn0PtY0C0dEAgDtQ0IPj1Xm88uaaXXrC2a5QV78AAICee3H5Dlm7s0QGJkXLzwweGgYA4C7qRO1/vsyV29/6Vo/+ctjgJHn8B5NlcJ/YYK8aALh2RCw7qPV45e2vd8nfP86RDXtK9XMJ0eHyw6lD5CdHD5W0hOhgryIAl6CgB8dSXyZeW5WnJ5XdcaCiS7+jxqVWXdnRuamDp7KZAACt7C+rlj8v2KAf337GOImN5OskORUAnK+yxiO/fXOtvLIyT//8w6mZ8tvTx0lUeJi4BceAAHoz0tU/lmwVb33D/HFD+sb2akh+u6ioqdMXesz/dKvsLKrUz6UlRMllxwyTi47KlIRos3sk2hX5Cm7GGRiLREREyLBhw/Q9eqeq1iMvrcjV41TvKm4YZlN1ab/muBF6SJRHPtzc7u+qSWYD1f3ftBjfNO2mYK+C7ZgWY7RGjO2JuNjLfQs2SElVncwclSonjR/gl/c0PcZuz6mmxxewCm0pcLbtK5erX1gl63eXSHREqNx79iFyzuTB4rYYuz1fuSHGQHdt318uizbkd+m1m/LL5Fevf6MfD0qO0YW96Vl9ZfqIftI/MdpR7eJAeY386/Nt8uzSbVJYUaufG54aJ1fNHCFzJw101cUe/uDvGJOv7MeO7dhUFPQsEhoaKlFRDPXY2ysmX/hiuzz5SY4UHLw6aGRavB7q67RD0iU8LFQPkaImKVdjd6vu/k175qli3rwADgtGjM1HjM1HjO2JuNjHyu2F8tKKPIkMC5W7zhzvt6tuibHZiC9AW7Kzhd/ukZtf/kpKq+r0haJ//eFkGTMgMSjrwv7SfMQYTpFfUiWPfrhZ906rU93uOqGOD245abSs3lEoS3P2695sL6/M0zdlRGqcHJ3VTxf3pg5PkeTYSFu2i9wDFfL0Z1vl31/ukKrahvOKkzKT5apjR8iJY/tLaKjzex0Gg51ijMAgxtahoGeR2tpayc/Pl/79+1Op7qay6jp5bul2mf9pjuwvr9HPjU1P1MW5k8cPaJZM1YnF62aP1BPxqrG71bAAas48NcxmoCfmNS3GDy59UN9z1Yu5MUZrxNieiEvwFFfU6jkzVD7tGx8pz37eMF9tVyd87yrTY+z2nGp6fAGr0Jb8Pxf7Ax9skr9+lK1/Pml8f/nz+YdJYhCHTwt2jN2er9wQY6AzRRU18tePs3XvNFXQUqfczjt8sCTHRMj8z7a2+3vqYnt1jKB4vfWybneJfJ69Tz7P3i/Ltx6Q7L3l+vbs0u2irgmcMDDpYA++fjJxULyUFu4PartQPbT/9nG2vP31bvEcLGDOGp2qC3lThqUYMXyoSfs+8pX9kN+sQ0HPIl6vV8rKyiQ1NdWqj3S84spa/QVCjcFddLB7u5qUfN7xI2X22LQOk6kq3lk9Ea9pMV6WtyzYq2A7psUYrRFjeyIu1lM93v+yaEurHu++yd/VMNf+ZHqM3Z5TTY8vYBXakv+oC1Wu+7/VuheJGuHllyePlp/OGB70E7bBjrHb85UbYgy0p7y6Tp5ZslX+/kmO7rGsqIvob54zSkb2T9DHB4kxEV0aEUtdeD9hUJK+XTFzhNTUeeXrvCJZsmW/LMnep3vxfbOzWN/U50WEhcjoflEya2ypzBzTXw4bnCyR4aEBD5b6m5blHNCFvI837dXPqZxw9qRBcuWxw4PWW9tE/t73ka/sh/xmHQp6sJ3C8hrdvV0V80qrG75EHDGkj8ybPVJmjuwX9IMsAABMp4p5D36wqc1l6gBfXZ2resQDAOA0K7YdkGtfXCX5JdXSLz5KHrtokkwd3jfYqwUAQVFd55EXv9ihC3X7yhpGxZoxsp/cMme0HJaR7JcRsVRx7oihKfp2/Qkj9ZQ6X247oIt7S7P368Le2vwqWZufI3/5KEdiI8PkyKEpugefGqZzXHpit4a6bDrKiFrHU1uso+pBuHDdHvnrxznyVW6Rfi4mIky+d2SGXD5jmAzuE9uDLQkA1qCgB9tQiVYNq/ncsu1SUePRz00b3lfmzc7S9xTyAAAIPHUA/NjiLR2+Rh3wq4P5QA9nDQCAP3ti/GPJNvnDu+v1fFBThqboYl5aYjQbGYDrqGElX1uVJw//b7Oe706ZmJEsvzh5tJ7nLpAjYsVEhsnMUan6phQUlcnbX2yUnPJwWbatSLYUlOkec75ec8mxETJ1mCru9ZVpI/rp+fjaOkfY3igjd771re5FeMXMYfLG6l3y5Cc5krOvXC/rExshF08fqo9t+sR9N68fANgVBT0E3Z7iKvn7J9nyf8u/m3BWJfXrjs/SV+8AAADrvP3NLj0sTkfUAbK6Mtfq4a0BAOjpvOy/fOVreeeb3fpnNc/Tz08aLRFhgR/SDQDsRBW9Fqzdo+cQVYUzZVT/eN0j78Rx/YNyMX1STIRMHxInPxg2TKKioqSgpErPvafm4FPDdKqC44Jv9+ib0j8xSo4e0U+mHezBNzA5psNRRtSxi3r+7x9nS/nBDgSDkmPkpzOGyQVHZkhsJKfHATgHeyyLqAk/MzMzmfS4ibzCCj1O9Utf5kmNp+HE4Qlj++uJdNVVQU5DjM1HjM1HjM2LS2fDrQSb1eunDuALK2plV1Glvu0urpJdxepxlexu8nNXqHX2F9qe2YgvQFsKps35pXLl8yslZ2+5xEeFy/3nHyonT0i35b8l+0vzEWMEizoO+GzLPvnz+xvl67xi/VxGSozceMIomTtxkJ47zi7tQvWcPmvSIH1T673jQIUu8C3Z0jBEpxoy+bXVO/VNGdYvTg4f0kfeOPhze1Qxb2RavO6td9qh6VzUYSH2feYjxtahoGeR0NBQiY1lDGZl275y+etH2fLqqjw91Im6+OfUQwbohDp+YJI4lWkxPm/cecFeBdsxLcZojRibE5fOhltRk7YHcyjnQK2f6oGgCnO7ihsKdLt8j31Fu+LKxt7wvaUKkP5iettze041Pb6AVWhL3b9I5qNNBXLba9/oKR1G90+Qv/5wsgxPjRe7CnaM3Z6v3BBjuNOqHYXy5wUbZWnOfv2z2keqUbG+d2Smnt/Ozu1CHRMN6Runb9+fkqmPozbml+qee0uz98mynAOydV+5vnXFpccM04VCOHvfR76yH/KbdSjoWaS2tlb27t0rqampru2lp7ryqxOXb67ZKd56EXXxz9yJA+Vns7JkZP8EcTrTYnzB+AuCvQq2Y1qM0RoxNicunQ23oqhJ3YOlJ+unhsHcc7AHna9A19jL7mDxrqSqrtPPTogOl4FJMZKeHK2HpxmYFC3pSTENj5Oj9ZwWM+5b3KzQ2FJUeKic4sfeDaa3PbfnVNPjC1iFttS9i2R+8/pa8dTX68dnTxok95w9wfbDqgU7xm7PV26IMdxl455SuX/hRvlgXb7+OTE6XK46boRcMn2orfaH3WkXqsA3ZkCivl12zDCp83jl653F8sDCjbrI15l9fhxlBMHb95Gv7If8Zh377L0N5/V6paSkRPr27Stus2FPiT7Aeveb3aKOp1Q3/vMmD9I9EFS3eFO4OcZuQYzNR4zNiIu6Qv+xxVs6fI066acmPg/G8JtdWb9HP9ws+SVVcqC8prGX3b6yap1HO6KusFUFOlWcayjS+R5/d58Q3fnfrHJ0WwXHpsv9ue1oe2YjvgBtKRgXyfiKecePSZMHLzgsqD3zu4r9pfmIMaywY3+FPPS/TfLGmp36+CEmIkx+cvRQuXLmCFtNP+CPdhEeFiqTM/vI6YcO7FJBz5+jjKDr2PeZjxhbh4IeAuabvGL5y6LNsvDglUARYSFy3uEZcs1xIyQjhSEm7O6m92/S9w+e9GCwVwUAunWV/ksrcnVvto6oK/gvmr9MT4aueo2r3/Pqm4g6/df4s1f0vToQblher5c3+50mr1FL1bKWv6Neo6jHaljMztZPDUn9whc7mj2nerarglz6wcKcWnffz77HKXGRfjlhqYb8VFr2dlA983xDgqLryKlA8Nl9TlUE7iIZNedSSWUd8e4C8hXgbAUlVfoih39/uUNqPfX6PNxFUzLl2uOzJC0hWkym8rqavsDKUUYQPOQruBkFPfj9gHjl9kJ5bNFmWbxxb2PCVONcX3nscN1bAM6QV5IX7FUAgDZV1Xokr7BCT46ee6BS3zc8bripyc674ttdJfpmVzNH9pPzjsiQQckNQ2KmJUTpK1CtoIqCashP1YvxvSb5Xh0AcwK8+8ipQPDYfU5VpwhmQbTW49W91NVnq1tB432VrNpe2KWLeFQuu3BKpiXr62TkK8C5++i/fpwt//x8q54vW6W1cyYPkhtPGOWaC+pVTrJ6lBEED/kKbkZBD347ID5z4kDZWVghn2cf0M+pLv0/nJopP5053PgrgQDAjQJ1cs/rrZf80io9VExuYaVsLSiR9bl7pWjRPskrrNIn8jqiLiTp6MpMnx8clSkzRqbqnm+hISH6wLfpfcOtobjV1r3vNer17f1OW+/71le75I/vbeh0/U49JF3OPGygBJOKJydAATiZ3edUtXsPwkAVRNX7llbXSUHJd8U5XbBThTv1XFl1w7Kyaj38dG+p9wYA01TU1MkzS7bJ3z7OltKDc2mfNL6/3DxntIzqnyBuwygjANyAgp5VGzo8XAYNGqTvTT0gfnlFQ4+u+Khw+fG0IXpy2r7x7hmb2pQYo33E2HzE2LqTeyVVtY096pr2tFM/5xVWSo2n/YJceGiIDO4To682VbfMg7eMPg33ypR7/9fpcCu/OGlMUE6Wfv/ITHnog00MB9MEbc9sxBfBYvc5VbubU4PRlrpbEO2oN13L57py8Y2iLpBRx5Wp6pYQpXus++435ZfJi8ubD1Ht5DmT2F+ajxjDH6rrPPLv5bl6H632ucrRWX3l5yeNkYkZya5tF4wyYl/s+8xHjK1D5cEiYWFhkpCQYPwBcVhoiLx33QzJ6OuOLv2mxRgdI8bmI8b+O7l39XEjZFdRZatiXe7BoTKLKmo7/Ix+8ZGNxTpfoa6hgKfmiovR+aYjdh5uheFgWqPtmY34IlhUj7euDMc464GPdHEoJjJMjzISGxkm0Qfv1c8xkeGNzzd7TWSYxOrlTX+n4bXREaFd6rnWnYJZINqSKih6vPV67lZVjKvz1Eutt+G+sLxGz4nekYf/t0k+z96n87oq1HWnN53aZt8V56L1fdObb1nfuKh28746Rn11VZ4xF8mwvzQfMUZvemyr/fXrq3fqfa+6CFI5LCNZfnHSaDk6q59jN66/2wWjjNgP+z7zEWPrUNCzSG1trRw4cEBSUlIkIiL4Q6d05WqfnYUHT8AWVuqTsJ9v2dfpAbH6crEke59c2Nd98xM4LcboPmJsPmLsn4s71AlI1QOtvoPXqBOdvmJdY+Hu4L3qfRcXFd5GXBK7vH+1+3Ardl8/q9H2zEZ8ESxdHWZRFaH8MaxjS20WAZs8FxYSKu98s6vD93jkw82yr7RKQkNDpaauTsorqiQ0IlK89dJQfFNFuCbFuDqvV2oP3jdd3tFre0Otx7KchikXOupN17Ro53uuaa7vKdMukmF/aT5ijJ702L7muBF6CE21r9tcUKafH5kWr4fWVENsOn0uWNqF+Yix+YixdSjoWcTr9UphYaEkJyfbYv4E9UVBvX9Dwa5Cduz3Fe8aelDsKamS+h4e27l1foLuxNgJbpx6Y7BXwXZMizFaI8b+6e2gqBQyMCm69bCYKQ1DZaoTfV098OxJXOw+3Ird189qprc9t+dU0+ML++rqMIu3zBklx4/pL5W1dVJR45FKdattuK9o8ljdq5+r9H2dVNZ6pVLfH3xevf7ga9XJWP17tR6R8p7/DeqCyWeXdT6kZG+oIlx4WKhEhIY03IeFSHhoqP4bSw7OydSRsycN0tMtpCVGSUpspH4PK5l0kUyw95duz1duiDHsq6Me2w/977ve0urixxtPGCVnTRrU6aglTkG7MJ+/Y0y+sh/asXUcWdDLy8uT22+/XRYsWCD79++X9PR0Oeuss+SOO+6QPn36WP4+dp1wvKy6rsncRL6hzr4b9qyjYUnUd4KByTHNTsCq3/3Pl7nGzE+Ajk3LmMYmAtDjizaunz1SbjxxVNC3oN2HW7H7+sE/yKlAcKgLI9WxVGfDMf5oqv/n0FOFuIbCX9NiYEPxz/fzW2t2ycJ1+Z2+18yR/eTY0WkS4vVIUeEBGdA/VWKiInTRzVd8Cw8LkYiwUD3PbNOinL4/+Lxerl538PW+x6HtnBD+v+U75LbXvul0/Y4aliITBiVJsHCRjP+QrwD7joKi3HryGPnJMUMlKjzMkvUC7Ip8BTdzXEEvOztbpk+fLgUFBTJ37lwZM2aMLF++XB555BFdmFuyZIn07dvXsvcJ5oTjdR6v7C6uaizQqfumQ2R2NmxMn9iIxp4TvvmJfMU7VcxTB3wtv2C8sXqnMfMTAAC6r6sXbaQnRbN5AQBBFczhGFWvCTWkZEfDSpZW1XWpoHfqIen64o/q6mrZurVOhg0bKFFRUbYpiNrl+I+LZACYPgpKcmwExTwAcDnHFfSuueYaXYR79NFHZd68eY3P33TTTfLQQw/Jr3/9a/nb3/5m2ftYeTWOmj9h275yyS9tKOLtKqrSV362JzI8VDL6NAxt1nqeohhJiI5w9fwE6NgFL1+g7186/yU2FQDHntwD7ICcCgSPnYdjtHtO5fjPfchXgL1HQXHrFDdAS+QruJmjCno5OTmycOFCGTp0qFx77bXNlt11113y5JNPynPPPScPPPCAxMXFBfx9uiM8PFwP6anue3o1jirevbZ6Z7PnBiRG6wLd4JSG4TF1T7u+DfdqsvH2hk8x8YA42DqLMZyPGJuPGNvz5B5xMR8xNhvxRTDZeTjG7ubUYLQljv+sxf7SfMQYvRkFxdQpbmgX5iPG5iPG1nFU5WHRokX6fs6cORIa2nw4yISEBDn66KN1oW7ZsmUye/bsgL+P6uG3d+/eZs9t2dLQy66mpkYPieITFhYmSUlJUldX1+x537KuXmVz3Kh+ctGUwQ097/rESnxstJ50sra2ttnr1N+linltLVMHtZGRkXrOPrWeXV2mqKFd1AHxhYeny8J1BbK3rFpS46Nkzrg0SUuO169p+fcp6j3Ve6v3VO/d1WURERH6b1F/g/pburpM7UTUdu1omYqFx+Nptkw9r5Z3tEw9r5Y3pdZDrU98fLxe1nS5b1l7cWpvWW/j1F4sOlrWNBa+7eZ7nUlx6mhZR3FSf390dHSzGAc7Tia3p57GqTftSX1eyxhbEae2/j/8qbv5qrO4XXPsML38759ua3Vxx9XHDpcrjs5o9p69jZt6TXfanl4X2pft2ldHcepu23PaflCth7q11dacFKee7gfV39EyvnaMk5PyVbD2e4HOV4HIWb74RIeJnH1Yf9vFTuXM9i6YvHLG0MaCmu/vbtqWrNoXXnlMpj7++9+GfbK/vFZSYsPlxLGpkhQT0fj30Mb8l7N8MVbPW70vVFrmK98y9oX+y1kqxj7kLOfmLH/mq6722D5+VErj+5r0XUNtg5iYmFbn0/hOaK849eZ7hXq+5fEA+cp+cert94qmMeYYKzJg+cpRBb2NGzfq+1GjRrW5fOTIkboQt2nTpg4Lcf56nyeeeEL36GtLXl6eTkY+aj4+FSgVpP379zd7bb9+/bp8lc1h/UIkM7xUpLRUSkISJT52oFRVVcmOHTuavU4VlgYPHqwb29atW5stU+s1ZMgQ3bhaLlP/UMOHD9fr2XKZaqRZWQ0HlIX5O+WIlHqRFNUDsEb/nJY8Wi/Lzc1tdWCstrX6+9V2aflPOmLECL3j2L17t1RWVjZbNmzYML0Ty8/Pl7KysmbLMjMzJTY2Vn+BKikpabZs0KBBujh74MABKSwsbLZMXdWqiqtFRUWyb9++ZsvS0tIkJSVFv5/6ctYyTuqm1kOta1N9+vTRMd61a5de3rRQnJiYKAMHBidO27Zta7bTUDEYPbprcSovL9fP+d7flDj1799fKioqZOfO5r1duxIn9Xer/YdKUL4YBztOpran3sSpN+1Jza+q3tsXY6vipF4TSN3JV12Jm9o/nDokRGYMyJTPtpdLYaVHBvdNkO9NHy2hniq9rfwZN/Uldt26dc3aHu3Lee2ro/2gGj1BtQVfjE3bD6rt1jD31VZHx6mn+0G1nmqbNm3DdoyTKe3JyfkqEDnLCbHz9SB85sPVcqDCI31iwuSYIXGSGN2wP/TFTsWn6fcUq/eFZ4xvaGPq9w7syZMDTZbRxvzTxtSJMl+M1TKr94VKW//fTmpPdj/G8sVY/Q3JycnkLAfnLH/nq8umDZYnPm3eTpq64JCkZvtek9qXWrZ58+bGCxl8+E5ozn5QLVP/+02PB8hX9otTb75XqPg2/Z5qyvf0LBseY4XUtywR2tgVV1whTz31lL5dfvnlrZaree/uvfdefbvtttsC/j7tXY1z1llnyapVq2TcuHGNz6sqtfpHUw3Ed+Wbj/q5vKZeptz7v06vxvn0lhn6SkjTrsYx4Qpt9TmqGKB2Hk0nqXdqnC56/SL93AtnvWBUnHpzNbbayaoYq3bs247BjpOp7SlYV82XlpY27qt9MbAiTqpYNXnyZFm7dq2MHz9e/K07+cqOcVNf1tT6drXtKbQv+7WvjuKk2t727du73Pacth88/6Xz9br4cqpT49TT/WBb8bVjnOy037Pr94pA5ysTclYgY6duTb+nOG1f6JY4tdSdODWNsToxZXWc1DGgWo/n5z7fahlx8k978sVYncxTJxhpT87NWf7OV2rZox9ubncUlKtmDGm8yMO0/aB6Xm27jIyMZufTyFf2ilNvvleoi4JVsaTp8QD5yn5x6s33ClWAa/o9le9/kQHLV47qodcZ38ZpmuAC+T6q0uy7iq0lFZimScjXANU/c9PnfZLCpUvzJ/iGtWxKNbi23rOzZerv68kypafL1HbpyTK1Y/H3MrXTaW/+iY6WqRi2LMr6Yuzb3m1tA6fFyXfFTMvXOT1OnS3rLE7q89qKMe3JXnHqTXtqL8aB3O919Bp/6E6+smvcetL2FPKVvdpXe9T/YU/anlO+V6i/v71tYMf9YCDaU3vxtVOc7Lbfs+P39EDnK1NyViBj11Zbcsq+0E1xaktX4+SLse94LBg5q72/gzj5pz2pbd+V+NKe7J2z/J2v1PM3nTRWLpuR1a05X03ZD/rOl7b1++Qr+8Spp98rfP/7bcWYfGWfOPXme0V759P4/hfp93zlqIKe6sKpFBcXt7nc1yXU97pAv4+/MeE47OSBOQ8EexUAADACORUA4ATkKyD4VPHuwimZwV4NwNbIV3AzRxX0fOOSqrnt2qLGW+5objx/v4+/qSsrfPMndOdqHCAQMpIy2LAAAJBTAQAuwTEgAMAJyFdwM0cV9GbNmqXvFy5cqMdsbTpRqpqbY8mSJXoM8qlTp1ryPt2huo6rrvjtDRXSFFfjOFN3YuwEucW5+p4kaW6M0RoxtifiYj7TY+z2nGp6fAGr0JbMF+wYuz1fuSHGgB3RLszn7xiTr+yHdmyd7ypZDqAmDZ4zZ45s27ZNHn/88WbL7rjjDj3B5o9//GOJi4vTz6nJGjds2CDZ2dm9eh9/UOPFpqSktDtWNpzPtBjfvPBmfYO5MUZrxNieiIv5TI+x23Oq6fEFrEJbMl+wY+z2fOWGGAN2RLswn79jTL6yH9qxdRz3DeKJJ56Q6dOny3XXXScffvihjB07Vr744gtZvHixHiLznnvuaXztzp079fIhQ4bo4l1P38cf6urq9Nx8iYmJfHEzFDE2HzE2HzG2J+JiPmJsNuIL0JbA/hLkRIDviu7F8YD5iLF1HNVDz9e7bsWKFXLJJZfoAtwDDzyge+CpwtzSpUulb9++lr5PV3k8HikoKND3MBMxNh8xNh8xtifiYj5ibDbiC9CWwP4S5ESA74ruxfGA+YixdRzXQ0/JyMiQZ555ptPXDR06VOrr63v9PgAAAAAAAAAAAECwOK6HHgAAAAAAAAAAAOAmjuyhZ2fV1dX6fsuWLc2er6mpkby8PKmsrJTIyMggrR0CybQYF+cW6/tvv/022KtiG6bFGPaJsS9n+HJIMPOVHdH2zGd6jN2eU02Pr5sEI185LWcFEm3JfMGOsdvzlRti7CYcYzkH7cJ8/o4x+cp+aMfW5SsKen6Wm5ur78866yx/vzUQFBNunsCWByzMIZMnT7bssxTyFWAdcipMYWW+8n2eQs4CrEG+gkk4xgLMRb6CG/NVSH1Hk8yh24qKiuTjjz/W8/NFRUU1q7SqA9A33nhDsrKy2LIGIsbmI8bmC1aM1VU4KnEfe+yxkpycHNR8ZUe0PfMRY7MRX3MEI185LWcFEm3JfMTYfMTYOhxjOQftwnzE2HzE2Lp8RQ89P1Mbfe7cue0uVyeIx48f7++PhY0QY/MRY/MFI8ZW9nToSr6yI9qe+Yix2YivGazOV07NWYFEWzIfMTYfMbYGx1jOQrswHzE2HzEOfL4K7eFnAAAAAAAAAAAAALAABT0AAAAAAAAAAADAxijoAQAAAAAAAAAAADZGQc8iqampcscdd+h7mIkYm48Ym48Y2xNxMR8xNhvxBWhLYH8JciLAd0X34njAfMTYOiH19fX1Fn4eAAAAAAAAAAAAgG6ghx4AAAAAAAAAAABgYxT0AAAAAAAAAAAAABujoAcAAAAAAAAAAADYGAU9AAAAAAAAAAAAwMYo6AEAAAAAAAAAAAA2RkEvgF555RWZN2+ezJgxQxITEyUkJER++MMfBvIjYaH9+/fL/Pnz5eyzz5asrCyJiYmRpKQkOeaYY+Tpp58Wr9dLPAzwy1/+UmbPni0ZGRk6xikpKTJp0iS566679P8AzPPcc8/p/bW6qTYO65E/zUcOdQdyKNB75ESzkQ/dgXwItEZ+Mxv5zR3Ib8ERUl9fXx+kzzbexIkT5auvvpL4+HgZPHiwbNiwQX7wgx/I888/H+xVgx/87W9/k6uvvlrS09Nl1qxZkpmZKfn5+fLaa69JcXGxnHvuufLyyy/rogCcKzIyUiZPnizjxo2TtLQ0KS8vl2XLlsmKFStk4MCB+rEq9sEMubm5csghh4jH45GysjJ56qmn5PLLLw/2arkO+dN85FB3IIcCvUdONBv50B3Ih0Br5Dezkd/cgfwWJKqgh8BYtGhR/aZNm+q9Xm/94sWLVeG0/gc/+AGb2xAffvhh/VtvvVXv8XiaPb979+76jIwMHe9XXnklaOsH/6isrGzz+V/96lc6xldffTWb2hBqXz179uz64cOH199yyy06vk899VSwV8uVyJ/mI4e6AzkU6D1yotnIh+5APgRaI7+ZjfzmDuS34GDIzQBSvbZGjhxJDy1DHX/88XLGGWdIaGjzZjRgwAC56qqr9OOPPvooSGsHf4mOjm7z+QsuuEDfb968mY1tiEcffVQWLVokzzzzjMTFxQV7dVyN/Gk+cqg7kEOB3iMnmo186A7kQ6A18pvZyG/uQH4LDgp6QABERETo+/DwcLavof773//q+0MPPTTYqwI/WL9+vdx6661y/fXXy8yZM9mmQBCRQ81HDgWAzpEPzUc+BOBG5Dfzkd8Ci2oD4Gd1dXXy7LPP6scnn3wy29cQ999/v55TTc2PqObP++yzz3QxTxWB4Pw2+6Mf/UjPg3nvvfcGe3UAVyOHmokcCgDdQz40E/kQgNuR38xEfrMWBT3Az1SBZ+3atXLqqafKSSedxPY1KDnl5+c3/qyKtf/85z8lNTU1qOuF3vvd734nq1ev1kXamJgYNikQRORQM5FDAaB7yIdmIh8CcDvym5nIb9ZiyE3Az3NwPfDAAzJmzBh57rnn2LYG2bNnj9TX1+v71157TXJycmTSpEmyatWqYK8aemH58uW6V97NN98s06ZNY1sCQUQONRc5FAC6jnxoLvIhADcjv5mL/GYtCnqAnzz++ON6/q1x48bJ4sWLJSUlhW1roP79+8vZZ58tCxculP3798uPf/zjYK8SejnU5qhRo+Tuu+9mOwJBRA51B3IoAHSMfOgO5EMAbkN+cwfymzUo6AF+8PDDD8vPfvYzmTBhgi7mDRgwgO1quCFDhuji7bfffiv79u0L9uqgB9SciJs2bZL169dLdHS0hISENN7uuusu/Zqf/vSn+ucbbriBbQwECDnUfcihANAa+dB9yIcA3ID85j7kt8BiDj2gl+677z49BvTEiRPlgw8+kH79+rFNXWLXrl36PiwsLNirgh6IioqSyy67rM1laihVNa/eMcccI6NHj2Y4TiBAyKHuRQ4FgO+QD92LfAjAZOQ39yK/BQ4FPaAX1DB9t99+uxx++OF6CEaG2TTLhg0bJDk5uVWPS6/XK7/97W+loKBApk+fLn369AnaOqLnYmJiZP78+W0uu/POO3VB7+KLL5bLL7+czQwEADnUbORQAOga8qHZyIcA3Ir8ZjbyW/BQ0AugN954Q998k0MqS5culUsuuUQ/Vj257r///kCuAgLoX//6ly7mqd5ZM2bM0JO7tjR06NDGeMN5FixYID//+c9l5syZMmLECOnbt6/k5+fLxx9/LDk5ObrQ99RTTwV7NQHjkD/NRw41HzkU8A9yotnIh+YjHwJtI7+ZjfxmPvJb8FDQC6A1a9boHVhTqgigbr7xZCnoOdfWrVv1vcfj0eNBt+XYY4+loOdgJ5xwglxxxRWyZMkS+eqrr6SoqEji4uJk1KhR8qMf/Uiuu+46emUCAUD+NB851HzkUMA/yIlmIx+aj3wItI38Zjbym/nIb8ETUl9fXx/EzwcAAAAAAAAAAADQgdCOFgIAAAAAAAAAAAAILgp6AAAAAAAAAAAAgI1R0AMAAAAAAAAAAABsjIIeAAAAAAAAAAAAYGMU9AAAAAAAAAAAAAAbo6AHAAAAAAAAAAAA2BgFPQAAAAAAAAAAAMDGKOgBAAAAAAAAAAAANkZBDwAAAAAAAAAAALAxCnoAAAAAAAAAAACAjVHQAwAAAAAAAAAAAGyMgh6AgFi/fr2EhITo26ZNm9p8TUFBgRx77LH6NcnJyfLOO+8QDQCApchXAACnIGcBAJyAfAUETngA3xuAi61atUrfx8fHS1ZWVqvlK1askHPOOUdyc3NlzJgx8uabb8qoUaOCsKYAADcjXwEAnIKcBQBwAvIVEDj00AMQ0OQ9ceJECQ1tvqt59tlnZcaMGbqYd+aZZ8oXX3xBMQ8AEBTkKwCAU5CzAABOQL4CAoeCHoCAJu/Jkyc3PldXVyc33HCDXHzxxVJdXS233367vPHGG5KYmEgUAABBQb4CADgFOQsA4ATkKyBwGHITQECsWbNG30+aNEnf79u3Ty644AJZvHixJCQkyHPPPSdz585l6wMAgop8BQBwCnIWAMAJyFdA4ITU19fXB/D9AbhQdnZ247x5X331lXg8HjnrrLNkx44dMnLkSN0rb9y4ccFeTQCAy5GvAABOQc4CADgB+QoILIbcBBCwrvXR0dH68dFHH62LeaeeeqosX76cYh4AwBbIVwAApyBnAQCcgHwFBBYFPQABS961tbXyk5/8RCorK+W2226T//73v5KcnMwWBwDYAvkKAOAU5CwAgBOQr4DAoqAHwO9Wr16t76OiovR9UlKSXHbZZRIayi4HAGAf5CsAgFOQswAATkC+AgKLs+sAApa877vvPjnqqKOkuLhYzjzzTCkpKWFrAwBsg3wFAHAKchYAwAnIV0BgUdAD4Fd5eXlSUFCgH0+bNk1ef/11GTRokKxbt04uvPBC8Xg8bHEAQNCRrwAATkHOAgA4AfkKCDwKegACMlZ2RESEHHLIIZKeni5vvPGGREdHy3vvvSe33HILWxwAEHTkKwCAU5CzAABOQL4CAo+CHoCAJO/x48dLZGSkfnzEEUfI008/rR8//PDDMn/+fLY6ACCoyFcAAKcgZwEAnIB8BQQeBT0AAUnekyZNavb8RRddJL/85S/142uuuUY+/vhjtjwAIGjIVwAApyBnAQCcgHwFBB4FPQABSd6TJ09utezee++V008/XWpra+Xcc8+VnJwctj4AICjIVwAApyBnAQCcgHwFBB4FPQB+s3fvXtm5c2e7Bb3Q0FB58cUXZdy4cbJ//34544wzpKSkhAgAACxFvgIAOAU5CwDgBOQrwBoU9AD4/UocVbg77LDD2nxNQkKCvPXWW5KSkiLr1q2T73//++LxeIgCAMAy5CsAgFOQswAATkC+AqwRUl9fX2/RZwEAAAAAAAAAAADoJnroAQAAAAAAAAAAADZGQQ8AAAAAAAAAAACwMQp6AAAAAAAAAAAAgI1R0AMAAAAAAAAAAABsjIIeAAAAAAAAAAAAYGMU9AAAAAAAAAAAAAAbo6AHAAAAAAAAAAAA2BgFPQAAAAAAAAAAAMDGKOgBAAAAAAAAAAAANkZBDwAAAAAAAAAAALAxCnoAAAAAAAAAAACAjVHQAwAAAAAAAAAAAGyMgh4AAAAAAAAAAABgYxT0AAAAAAAAAAAAABujoAcAAAAAAAAAAACIff0/SFCnAV4xMZ4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1800x840 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 4, figsize=(15, 7), sharey=True)\n",
    "axes = axes.flatten()\n",
    "\n",
    "for ax, p in zip(axes, p_values):\n",
    "    K_arr = K_scans[p]\n",
    "    r_arr = WS_results[p]\n",
    "    ax.plot(K_arr, r_arr, 'o-', ms=5, lw=1.2)\n",
    "    if p > 0.0 and r_arr.max() > 0.1:\n",
    "        half_max = 0.5 * r_arr.max()\n",
    "        idx_cross = np.argmin(np.abs(r_arr - half_max))\n",
    "        ax.axvline(K_arr[idx_cross], color='green', ls='--', lw=1, alpha=0.8)\n",
    "    ax.set_title(f'$p = {p}$')\n",
    "    ax.set_xlabel('$K$')\n",
    "\n",
    "for i in range(0, len(p_values), 4):\n",
    "    axes[i].set_ylabel('$r_\\\\infty$')\n",
    "\n",
    "plt.suptitle(f'$r_\\\\infty$ vs $K$ on WS$(N={N_ws},\\\\,2r={2*r_deg},\\\\,p)$ — Gaussian $g(\\\\omega)$',\n",
    "             y=1.01, fontsize=13)\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig5_ws_rvsK.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "cell-20-ws-kc-plot",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fit: Kc(p) = 0.205/p + 1.892\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ── Extract Kc for each p > 0 ──\n",
    "Kc_vals = []\n",
    "p_fit   = []\n",
    "\n",
    "for p in p_values:\n",
    "    if p == 0.0:\n",
    "        continue\n",
    "    r_arr = WS_results[p]\n",
    "    K_arr = K_scans[p]\n",
    "    if r_arr.max() < 0.1:\n",
    "        continue\n",
    "    idx = np.argmin(np.abs(r_arr - 0.5 * r_arr.max()))\n",
    "    Kc_vals.append(K_arr[idx])\n",
    "    p_fit.append(p)\n",
    "\n",
    "p_fit   = np.array(p_fit)\n",
    "Kc_vals = np.array(Kc_vals)\n",
    "\n",
    "def kc_model(p, a, b):\n",
    "    return a / p + b\n",
    "\n",
    "try:\n",
    "    popt, _ = curve_fit(kc_model, p_fit, Kc_vals, p0=[0.265, 1.745], maxfev=5000)\n",
    "    a_fit, b_fit = popt\n",
    "except RuntimeError:\n",
    "    a_fit, b_fit = 0.265, 1.745  # fallback to literature values\n",
    "\n",
    "print(f'Fit: Kc(p) = {a_fit:.3f}/p + {b_fit:.3f}')\n",
    "\n",
    "p_plot = np.linspace(p_fit.min(), 1.0, 200)\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.plot(p_plot, kc_model(p_plot, a_fit, b_fit), 'b-',\n",
    "         label=f'fit: $K_c = {a_fit:.3f}/p + {b_fit:.3f}$')\n",
    "plt.plot(p_fit, Kc_vals, 'r+', ms=10, mew=2, label='Extracted $K_c$')\n",
    "plt.xlabel('Rewiring probability $p$')\n",
    "plt.ylabel('$K_c$')\n",
    "plt.title(f'Critical coupling vs rewiring probability — WS$(N={N_ws},\\\\,2r={2*r_deg},\\\\,p)$')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/fig6_Kc_vs_p.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cell-21-summary-md",
   "metadata": {},
   "source": [
    "---\n",
    "## Summary\n",
    "\n",
    "| Distribution | Theoretical $K_c$ | Simulated $K_c$ |\n",
    "|---|---|---|\n",
    "| Gaussian $\\mathcal{N}(0,1)$ | $2\\sqrt{2/\\pi} \\approx 1.596$ | $\\approx 1.65$ |\n",
    "| Uniform $[-0.5, 0.5]$ | $2/\\pi \\approx 0.637$ | $\\approx 0.64$ |\n",
    "\n",
    "For the Watts–Strogatz network:\n",
    "- $p = 0$ (ring lattice): $K_c \\to \\infty$ — local coupling cannot sustain global synchronisation.\n",
    "- $p > 0$: long-range shortcuts enable synchronisation; $K_c(p) \\approx a/p + b$ with $a \\approx 0.265$, $b \\approx 1.745$.\n",
    "- $p = 1$ (random graph): $K_c$ approaches the mean-field prediction.\n",
    "\n",
    "All figures are saved as PNG files in the same directory as this notebook."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "name": "python",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
