{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e510dd9b",
   "metadata": {},
   "source": [
    "# Blackbody Spectral Density vs Wavelength\n",
    "\n",
    "This notebook plots the Planck blackbody **spectral radiance** $B_\\lambda(\\lambda, T)$ for a few temperatures to help build intuition for how the spectrum shifts:\n",
    "\n",
    "- **100 K** (very cold, far-IR peak)  \n",
    "- **293 K** (room temperature)  \n",
    "- **873 K** (\\~600 °C, when iron begins to glow red)  \n",
    "- **5772 K** (approximate photosphere temperature of the Sun)\n",
    "\n",
    "We use the wavelength form of Planck's law:\n",
    "\n",
    "$$\n",
    "B_\\lambda(\\lambda,T) = \n",
    "\\frac{2hc^2}{\\lambda^5}\\,\\frac{1}{\\exp\\!\\left(\\tfrac{hc}{\\lambda k_B T}\\right)-1}\n",
    "\\qquad\\left[\\frac{\\text{W}}{\\text{m}^2\\,\\text{sr}\\,\\text{m}}\\right].\n",
    "$$\n",
    "\n",
    "> Tip: Wien's displacement law $\\lambda_\\text{max}[\\mu\\text{m}]\\,\\approx\\,\\dfrac{2898}{T[\\text{K}]}$ can help estimate where each curve should peak.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "052b965b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Physical constants (SI)\n",
    "h  = 6.62607015e-34   # Planck constant [J·s]\n",
    "c  = 2.99792458e8     # speed of light [m/s]\n",
    "kB = 1.380649e-23     # Boltzmann constant [J/K]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c871825",
   "metadata": {},
   "outputs": [],
   "source": [
    "def planck_lambda(wavelength_m, T):\n",
    "    \"\"\"Planck spectral radiance B_lambda(λ, T) in W / (m^2·sr·m).\"\"\"\n",
    "    lam = np.asarray(wavelength_m)\n",
    "    a = 2.0*h*c**2 / lam**5\n",
    "    b = (h*c) / (lam*kB*T)\n",
    "    # Use exp with clipping to reduce overflow for very small wavelengths\n",
    "    b = np.clip(b, 1e-9, 700)  # 700 ~ max before exp overflow in float64\n",
    "    return a / (np.exp(b) - 1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1cb1990f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Wavelength grid: 0.1 µm ... 200 µm (covers Sun to ~100 K peak)\n",
    "wl_um = np.linspace(0.2, 2.0, 3000)   # micrometers\n",
    "wl_m  = wl_um * 1e-6\n",
    "\n",
    "# Temperatures to explore\n",
    "temps = [\n",
    "    (100,  \"100 K (cold, far-IR)\"),\n",
    "    (293,  \"293 K (room temperature)\"),\n",
    "    (873,  \"873 K (≈ 600 °C, red-hot iron)\"),\n",
    "    (5772, \"5772 K (Sun)\"),\n",
    "]\n",
    "\n",
    "# Convenience: compute spectra once\n",
    "spectra = {T: planck_lambda(wl_m, T) for T, _ in temps}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b342c75",
   "metadata": {},
   "source": [
    "## All temperatures on one plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8312ca9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "for T, label in temps:\n",
    "    plt.plot(wl_um, spectra[T], label=f\"{label}\")\n",
    "plt.xlabel('Wavelength [µm]')\n",
    "plt.ylabel(r'$B_\\lambda$  [W / (m$^2$ sr m)]')\n",
    "plt.title('Blackbody spectral radiance vs wavelength')\n",
    "plt.legend()\n",
    "plt.grid(True, which='both', ls=':')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51e749b9",
   "metadata": {},
   "source": [
    "## Zoom near the visible range\n",
    "\n",
    "This view limits the x-axis to roughly the visible band to show why hot objects glow in visible light while cooler ones do not.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6bbcbdc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "mask = (wl_um >= 0.2) & (wl_um <= 2.0)  # around visible/NIR\n",
    "for T, label in temps:\n",
    "    plt.plot(wl_um[mask], spectra[T][mask], label=f\"{label}\")\n",
    "plt.xlabel('Wavelength [µm]')\n",
    "plt.ylabel(r'$B_\\lambda$  [W / (m$^2$ sr m)]')\n",
    "plt.title('Zoom near visible/NIR (linear scale)')\n",
    "plt.legend()\n",
    "plt.grid(True, ls=':')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1392997e",
   "metadata": {},
   "source": [
    "## Individual plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "81a53396",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mmaMNGzbExRdfjK+//lo4opOdnY3//e9/Zd62+4X9119/PTIzMyt9s9/zWa1WDBw40DwqsXPnTuHn5W3LsGHDYLVa0aBBA8TFxSEpKQm9evUyj46W/nIPWMeNG4cDBw5I7yNWmvs+rO5Rqfbt2+PAgQPm3zBQfGSzojN/a4umaTAMQ3r8ffTRR3C5XMJlNd2/mvLGlOjYsWMREhIi/Y253xx74sSJ5mXXXHMN9u3bJ7x9h9PpxOeff46BAweidevWVb7dkJAQLFu2DOPGjcODDz5Y5hFjoqrgEbZqOnz4MBYvXozffvvN/KOdOXMmvv/+eyxYsMB8f5/a1K1bN8TExODxxx/H+++/j4YNG2LevHk4depUmUdHqPYlJyfD6XQCKP4H9+uvv8aaNWtwzTXXmEdqynLllVfiueeew+zZszFixAjs378fzz77LDp06GBeHwD85S9/wYIFCzBt2jTs378fcXFx0HUdP/30E7p37y4cXXL729/+hkaNGuHuu+9GTk4O3nzzTeEoT1paGq655hrcddddOHv2LGbPno2QkBBzgGexWDB37lxMmjQJV155Je655x4UFhbi1VdfRWZmJl5++WXzup577jmMHTsWo0ePxiOPPAKXy4VXXnkFDRs2LPNoTZcuXTB27Fh89913GDp0aLmvsyvtvffew7p163DFFVegXbt2KCgowCeffAIA0uvLrFYrRo8ejYcffhi6ruOVV15BVlaW+ea2APDGG29g6NChGDZsGO699160b98e2dnZOHToEP73v/+ZA7QZM2bgyy+/xNVXX43HHnsMF198MfLz87Fx40ZceeWViIuLQ1hYGGJiYrB8+XKMGjUKERERaN68eaVvMnvrrbfi/fffx1//+lfcdddd+PPPPzF37lyEh4dX2sNT4eHhGD58OF599VVzWzdu3IiPP/5YOtrpPmL0wQcfICwsDCEhIejQoYM5qK1tXbt2rbXr+uOPP8yjde4jYN999x0iIyMRGRlpvsltREQEZs2ahaeeegoRERHmG+fOmTMHU6dOFd7o94477sDbb7+NG264AS+//DKioqLwzjvvYP/+/fjhhx+qvY3BwcFYunQprrvuOsyYMQO6ruOhhx6qhb2ngOLVUx58AABj6dKl5vf/+c9/DABGw4YNhS+bzWbceOONhmGUnPFV0df9999fpdtz2759u9G7d28DgGG1Wo3LL7/cGDdunDFu3Li62G06p6yzRBs3bmxcdNFFxrx584yCggJhfZx3JmFhYaExc+ZMIzo62ggJCTH69u1rLFu2TDpL0DAMIz8/33j66aeNzp07G0FBQUazZs2MSy+91EhISBCu//zHzuLFiw2bzWbcfvvthsvlMs8S/eyzz4wHH3zQiIyMNIKDg41hw4YZ27dvl/Zx2bJlxsCBA42QkBCjYcOGxqhRo4zNmzdL661YscLo1auXERQUZLRr1854+eWXzTMky7Jw4UIDgPHFF19UltkwDMPYsmWLcc011xgxMTFGcHCw0axZM2PEiBHGihUrzHXcf1uvvPKK8cwzzxht2rQxgoKCjD59+hirVq2SrjMlJcW44447jOjoaMNutxuRkZHGkCFDjOeff15YLyMjw/jb3/5mtGvXzrDb7UZUVJRxxRVXGPv27TPX+eGHH4w+ffoYwcHBwhmM7gZ//PFHmfv173//2+jevbsREhJiXHDBBcaXX35Z7lmir776qvC77vvyv//9r3C5+3GZmJhYYdPffvvNuO6664ymTZsaYWFhxtixY43k5GQjJiZGOgNz/vz5RocOHQyr1WoAMBYsWFDhdbvV5CzR2uRuVNZXWWfovvHGG0aXLl3Mx/Hs2bONoqIiab1Tp04Zt912mxEREWGEhIQYgwYNqvBM4tLKa1JYWGhMmDDBAGC89tpr1d5XCmyaYVThzXACmKZpWLp0qXm4/Msvv8SkSZPwyy+/wGq1Cus2atQILVu2hMPhwOHDhyu83qZNm6JFixaV3t75zp49i6KiIkRGRmLgwIHo378/X8xKSnKfaXr06NFae/+po0ePokOHDnj11Vcxc+bMWrlOIiJfwCnRaurTpw9cLhfS0tLKfGNFALDb7ejWrVud3L77XbIPHjyI7du347nnnquT2yGqicLCQuzcuRPbtm3D0qVLMW/ePL5ZKBFRLeCArQw5OTk4dOiQ+X1KSgp27dqFiIgIdOnSBZMmTcJtt92G119/HX369EF6ejrWrVuHnj17mm8ZUFu35z6t/b///S8iIyPRrl07/Pzzz/jb3/6GiRMnYsyYMZ7vMFEtcX8yQHh4OO655x6eEUdEVEs4JVqGDRs2IC4uTrrcfYq5w+HA888/j08//RQnT55Es2bNMHjwYDzzzDPSx57Uxu0BxR9x8uqrr+L06dNo1aoVbrvtNjz11FPm+zERERGR/+KAjYiIiEhxfB82IiIiIsVxwEZERESkOJ50UIqu6/j9998RFhZWpQ/3JSIiIqopwzCQnZ1dpc+S5oCtlN9//x1t27b19mYQERFRADlx4gTatGlT4TocsJUSFhYGoDhcfXx0TFXpuo7ffvsNbdq0qXQEHijYRMQeMjYRsYeMTUTsIavrJllZWWjbtq05/qgIB2yluKdBw8PDlRqwOZ1OZGVloVGjRrDZeJcBbHI+9pCxiYg9ZGwiYg9ZfTWpysuw+LYepWRlZaFx48Y4e/asUgM2IiIi8j/VGXfwmKcPcLlcOHToEFwul7c3RRlsImIPGZuI2EPGJiL2kKnUhAM2H2AYBjIyMsCDoSXYRMQeMjYRsYeMTUTsIVOpCadES6nKoUnDMOB0OpUYbRPVhNVqhc1m41vXEBF5WXWmRPmqwmooKipCamoq8vLy6vV23YNE/iNbgk1E1e3RoEEDtGrVyq8/i9blcuHgwYPo3LkzrFartzfH69hDxiYi9pCp1IQDtirSdR0pKSmwWq1o3bo1goKC6m2gYBgGCgoKEBISwsHJOWwiqmoPwzBQVFSEP/74AykpKejcubNfn76fn5/v7U1QCnvI2ETEHjJVmnBKtJSKDk0WFBQgJSUFMTExaNCggZe2kKh25OXl4dixY+jQoQNCQkK8vTlERAGJZ4nWIW8cjTAMA/n5+Uq86FEVbCKqbg9/Pqrm5nK5kJyczNebnsMeMjYRsYdMpSb+/6xNRERE5OP4GjYfoGkaQkNDvb0ZSmETEXvIrFYrevTo4e3NUAZ7yNhExB4ylZrwCJsPMAwDeXl5ATX999RTT+Huu+8u9+fVbTJlyhRMnDixwnVGjhyJGTNmVGMrgX379mHQoEEICQnBRRddVK3frU3uHgUFBWjXrh127NjhtW1RhcvlQlJSkhJTGSpgDxmbiNhDplITDth8RE3PhIyPj8eECRPQunVraJqGZcuWSesYhoE5c+agdevWCA0NxciRI/HLL78I6xQWFuKBBx5A8+bN0bBhQ1x11VX47bffKrztsgZJX331FUJCQjB37txyf+/06dN444038MQTT1R4/SqcHTp79mw0bNgQ+/fvx9q1a2v1us/vN2XKFGiaBk3TYLPZ0K5dO9x7773IyMgAUNwjODgYM2fOxKOPPlqr2+KreNRRxB4yNhGxh0yVJhyw+QD3dFdNBii5ubno3bs33nrrrXLXmTt3LubNm4e33noLiYmJaNmyJUaPHo3s7GxznRkzZmDp0qX44osv8OOPPyInJwdXXnlltf6v46OPPsKkSZPw1ltv4R//+Ee563388ccYPHgw2rdvX+46njSpTYcPH8bQoUMRExODZs2a1eg6HA5HldcdO3YsUlNTcfToUXz00Uf43//+h/vuu0/oMWnSJGzatAl79+6t0fb4C6vVim7dunn9vZNUwR4yNhGxh0ylJhyw1ZBhGMgrctbLV26hA39kZCG30IG8Ime1pkbHjRuH559/Htdee225+zF//nw8+eSTuPbaa9GjRw/8+9//Rl5eHhYtWgQAOHv2LD7++GO8/vrruOyyy9CnTx98/vnn+Pnnn/HDDz9UaTvmzp2L6dOnY9GiRZg6dWqF637xxRe46qqrhMt0Xccrr7yCTp06ITg4GO3atcPs2bPNFj///DMuvfRShIaGolmzZrj77ruRk5NT7m3k5ubitttuQ6NGjdCqVSu8/vrrVdqP0jRNw44dO/Dss89C0zTMmTMHAPDoo4+iS5cuaNCgATp27IinnnpKGJTNmTMHF110ET755BN07NgRwcHBVb5Pg4OD0bJlS7Rp0wZjxozBTTfdhNWrV8MwDOTm5sIwDDRr1gxDhgzB4sWLq71P/sTpdCIxMRFOp9Pbm6IE9pCxiYg9RN/9nIox/9yI+z5ap0QTnnRQQ/kOFy54epVXbvvXZy9Hg6DauetSUlJw6tQpjBkzxrwsODgYI0aMQEJCAu655x7s2LEDDodDWKd169bo0aMHEhIScPnll1d4G4899hjefvttfPPNN7jssssqXDcjIwPJycno37+/cPnjjz+ODz/8EP/85z8xdOhQ/P7770hOTgZQ/J5iY8eOxaBBg5CYmIi0tDRMnToV06dPx8KFC8u8nb///e9Yv349li5dipYtW+KJJ57Ajh07qvU6tNTUVFx22WUYO3YsZs6ciUaNGgEAwsLCsHDhQrRu3Ro///wz7rrrLoSFhQlHFQ8dOoT//Oc/WLJkSY3/z+3IkSP4/vvvYbfbAUC4nosvvhibNm2q0fX6C03T0LRpU68fhVUFe8jYRMQeoj9zi3DgdA6iQhsp0YQDtgB36tQpAECLFi2Ey1u0aIFjx46Z6wQFBaFp06bSOu7fL893332H5cuXY+3atbj00ksr3Z5jx47BMAy0bt3avCw7OxtvvPEG3nrrLUyePBkAEBsbi2HDhgEA/u///g/5+fn49NNP0bBhQwDAW2+9hQkTJuCVV16R9i0nJwcff/wxPv30U4wePRoA8O9//xtt2rSpdPtKa9myJWw2Gxo1aoSWLVual8+aNctcbt++PR555BF8+eWXwoCtqKgIn332GSIjI6t1m9988w0aNWoEl8uFgoICAMC8efOgaZrwBrjR0dE4evRota7b31itVnTq1Mnbm6EM9pCxiYg9REVOHQDQtHG4ElOiHLDVUKjdil+frfjIUm0pnu7KQ8OGDYpfq2Sv/QfO+f/3YBhGpf9HUZV1evXqhfT0dDz99NMYMGAAwsLCKlzf/REgpQcfe/fuRWFhIUaNGiXcdm5uLho2bIi9e/eid+/e5mANAC655BLouo79+/dLA7bDhw+jqKgIgwcPNi+LiIhA165dK9y2qvrqq68wf/58HDp0CDk5OXA6ndI7WMfExJiDtU2bNmHcuHHmz95//31MmjSpzOuOi4vDu+++i7y8PHz00Uc4cOAAHnjgAaGH+/Vs9f2Zt6pxOp3Ytm0bLr74YthsfKpjDxmbiNhD5HAVD9gy/0w3P6vZm/gathrSNA0Ngmz19tW4YYi5XJuHZt1Hhs4/UpaWlmYOdFq2bImioiLzbMSy1ilPdHQ0Nm7ciNTUVIwdO1Y4kaEszZs3BwDhtso7Q8c9FVjRwLGsy+vy7VG2bt2Km2++GePGjcM333yDpKQkPPnkkygqKhLWKz247N+/P3bt2mV+nf/6vfN/r1OnTujVqxfefPNNFBYW4plnngFQ0gMAzpw5U+2jd/7GYrEgOjo6ID7VoSrYQ8YmIvYQuQdsjcMaKtHE+1tAlXK/XUNdzKF36NABLVu2xJo1a8zLioqKsHHjRgwZMgQA0K9fP9jtdmGd1NRUJCcnm+tUpF27dti4cSPS0tIwZswYZGVllbtubGwswsPD8euvv5qXde7cGaGhocLbZpRucsEFF2DXrl3Izc01f75582ZYLBZ06dJFuo1OnTrBbrdj69at5mUZGRk4cOBApftSmc2bNyMmJgZPPvkk+vfvj86dO5tTy+UJDQ1Fp06dzK/KjkKWNnv2bLz22mtITU0VHiPJycno06ePR/vi6ywWC2JiYpR4olUBe8jYRMQeIveUaESTcCWaeH8LqFKGYSA7O7tGR4ZycnLMIzdA8UkGu3btwvHjxwEUD3xmzJiBF198EUuXLkVycjKmTJmCBg0a4JZbbgEANG7cGHfeeSceeeQRrF27FklJSfjrX/+Knj17VnoSgVubNm2wYcMG/PnnnxgzZgzOnj1b5noWiwWXXXYZfvzxR/OykJAQPProo/jHP/6BTz/9FIcPH8aWLVvw9ttvwzAMTJo0CSEhIZg8eTKSk5Oxfv16PPDAA7j11lvLPALYqFEj3Hnnnfj73/+OtWvXmvtcG3+QnTp1wvHjx/HFF1/g8OHDePPNN7F06VKPr7c8I0eOxIUXXogXXnhBeIxs2rRJOEkkEDmdTsTHxytxdpcK2EPGJiL2EBW5ip9PT6f+rkQTDth8RHBwcI1+b/v27ejTp495tOXhhx9Gnz598PTTT5vr/OMf/8CMGTNw3333oX///jh58iRWr14tHOn55z//iYkTJ+LGG2/EJZdcggYNGuB///tftV6I6Z4ezczMxOjRo5GZmVnmenfffTe++OIL6LpuXvbUU0/hkUcewdNPP43u3bvj5ptvNqdNGzRogFWrVuHMmTMYMGAArr/+eowaNarC95579dVXMXz4cFx11VW47LLLMHToUPTr109YZ86cORW+F1xZrr76ajz00EOYPn06LrroIiQkJOCpp56q1nVU18MPP4yPPvoIaWlpAIAtW7bg7NmzuP766+v0dlVnsVgQGxurxP8Zq4A9ZGwiYg+Re0o0sllTJZpoRiB93lElsrKy0LhxY5w9e1Z6kXhBQQFSUlLQoUMH4QXxVPsMw8CgQYMwY8YM/OUvf/HadkyZMgUAyn1rEFXdcMMN6NOnT4WfFMHHMxFRxZ5alozPth7Dg6M64+HR8strakNF447zeX/ISJUyDANZWVkB81mimqbhgw8+qPAQdH002bhxI5577rk6u/7a5O5RUFCA3r1746GHHvL2Jnmd0+nEunVqvOGlCthDxiYi9hC5j7CdOJaiRBOet+sjVPkss/rSu3dv9O7du8J16rpJSkpKnV5/bQsNDYXNZhPeBy6QWSwW9OjRQ4mpDBWwh4xNROwhKjo3YGvbuqUSTThg8wGapglv2UBscj72kFksFkRFRXl7M5TBHjI2EbGHqPQb56owYPP+FlCldF3H2bNnhRfhBzo2EbGHzOFwYNWqVcLnuAYy9pCxiYg9RO4p0YP79ynRhAO2avLG68g0TTPfwZ6KsYmouj0C4fWQVqsVAwYMUOIjZVTAHjI2EbGHyHHubT06x3ZQogmnRKvIPd2Ul5dX768n0zTN6x+JoRo2EVW3h/tjq/x5GtVisSAiIsLbm6EM9pCxiYg9ROaUaHiYElOi/BeviqxWK5o0aWK+11WDBg3q7eiOruvIyclBo0aNlHjQqIBNRFXtYRgG8vLykJaWhiZNmijxf411xeFwYPXq1RgzZoxfD0yrij1kbCJiD5H7pIOfd+/CFT2ivN6EA7ZqcH/upnvQVp90Xceff/5Z77erMjYRVadHkyZNzMezv7LZbBg2bBiPxJ7DHjI2EbGHyP0atl49LlCiife3wIdomoZWrVohKipKiRcgEtWE3W736yNrbpqmVfpGlIGEPWRsImIPkXtKtHGYGq+X5oCtBqxWa73+g+dwOLBy5UqMHz/e64dkVcEmIvaQsYmIPWRsImIPkfsIW+JPW3FJx3Feb6Lki39eeuklDBgwAGFhYYiKisLEiROxf//+Sn9v48aN6NevH0JCQtCxY0e899579bC1dc9ms2HMmDFKHJJVBZuI2EPGJiL2kLGJiD1E7rNEhwwcoEQTJQdsGzduxP3334+tW7dizZo1cDqdGDNmDHJzc8v9nZSUFIwfPx7Dhg1DUlISnnjiCTz44INYsmRJPW553VHhwaIaNhGxh4xNROwhYxMRe5RwT4mGBKlxtFHJAdv333+PKVOm4MILL0Tv3r2xYMECHD9+HDt27Cj3d9577z20a9cO8+fPR/fu3TF16lTccccdeO2118r9ncLCQmRlZQlfAOByucz/lrXsdDqFZfeblZa37HA4hGX3e2C5lw3DkJYBmMtOpxMrV65EQUEBgOIXl7s/16y8ZZfLJSyrtk/u7S29XJ19KiwsxMqVK83t9od98uR+KigoMHv4yz55ej+5p3fy8/P9Zp88uZ/Ofx7xh33y9H4q/TziL/vkyf2Un59v9vCXffLkfipyFt/mT1s2V/rvryf7VFVKDtjOd/bsWQCo8P1htmzZgjFjxgiXXX755di+fXu5Jwi89NJLaNy4sfnVtm1bAEBycjIAYO/evdi7dy8AYM+ePTh48CAAICkpyfycyW3btuHEiRMAgISEBKSmpgIA4uPjkZ6eDgBYt24dMjMzAQCrV69GdnY2AJhPnu4nUqfTaf7DCwDZ2dlYvXo1bDYbBg8ejPj4eABAenq6uZyamoqEhAQAwIkTJ7Bt2zYAxUcck5KSAAAHDx7Enj17lNonAMjMzMS6detqtE8pKSlo06YNbDab3+yTJ/dTYmIi+vTpA5vN5jf75On9BABxcXFYs2aN3+yTJ/eTzWZDz549hb8hX98nT++nPXv2oFu3brDZbH6zT57cT+vXrzfPEvWXffLkfsorKAIAXNSrJ7Zs2VJn+1RVmqH4W54bhoGrr74aGRkZ2LRpU7nrdenSBVOmTMETTzxhXpaQkIBLLrkEv//+O1q1aiX9TmFhIQoLC83vs7Ky0LZtW5w5cwZNmzY1R79Wq1VYdjqd0DTNXLZYLLBYLOUuOxwOWK1Wc9lms0HTNHMZKB5tl1622+0wDMO8PC8vD0FBQbDb7dB1Hbquw2azlbvscrlgGIa5XNZ+eHOf3PvhcrlqtE/uP7SGDRua/yfl6/vkyf3kcDhQVFSEBg0awOVy+cU+eXo/Wa1WFBQUwGazISgoyC/2yZP7yWq1Cs8j/rBPnt5P5f3d+PI+eXI/FRUVwel0IjQ0VNoPX90nT+6nHnNWI6/Ihe+nD0Rsi8YV7l9N9yk3NxeNGzfG2bNnKz1DV/kjbNOnT8eePXuwePHiStc9/7Rb91i0vNNxg4ODER4eLnwBMM8ALX02aOllm80mLLvfqLS8ZbvdLiy7t8e97P7g7tLL7u222+1wOp344YcfzO22WCzmA628ZavVKiyrtk/u7S29XJ19MgwDa9euNf9h9od98uR+AoAffvjBfBLyh33y9H5yuVxYs2aN+XN/2CdP7qfzn0f8YZ88vZ+Asv9ufHmfPLmfNE0zXzfuL/vkyf3kPkv0p4TN5uOlLvapqpQ+wvbAAw9g2bJliI+PR4cOHSpcd/jw4ejTpw/eeOMN87KlS5fixhtvRF5eXpVOx83KyqrySJeIiIj8k2EY6PB48VTpjlmXoVmj4Dq5neqMO5Q8wmYYBqZPn46vv/4a69atq3SwBgCDBw82X6vitnr1avTv39/r753iKcMwkJWVFRAf2F1VbCJiDxmbiNhDxiYi9ijh/lgqACjIy1WiiZIDtvvvvx+ff/45Fi1ahLCwMJw6dQqnTp0yz/YCgMcffxy33Xab+f20adNw7NgxPPzww9i7dy8++eQTfPzxx5g5c6Y3dqFWOZ1ObNq0yTwDhdjkfOwhYxMRe8jYRMQeJdzvwQYA27ZuUaKJklOi5b3mbMGCBZgyZQoAYMqUKTh69Cg2bNhg/nzjxo146KGH8Msvv6B169Z49NFHMW3atCrfLqdEiYiIKCO3CH2eK561O/zieFgtdfPRVNUZdyj5DnlVGUMuXLhQumzEiBHYuXNnHWyRd+m6jszMTDRp0kR4kXkgYxMRe8jYRMQeMjYRsUcJ95So1aLhbGaGEk0C+x7xES6XC4mJidV+kz1/xiYi9pCxiYg9ZGwiYo8S7k85sFs1ZZooOSXqLZwSJSIioiN/5ODS1zciPMSGPXMur7Pb8fmzREmk6zrS0tLMN4glNjkfe8jYRMQeMjYRsUcJ95So3WpRpgkHbD5A13UkJycr8YBRBZuI2EPGJiL2kLGJiD1KOJzFk492q0WZJpwSLYVTokRERLTjWAauezcBMc0aYOPf4+rsdjgl6md0XcfJkyeVGOGrgk1E7CFjExF7yNhExB4lzJMOLJoyTThg8wG6ruPw4cNKPGBUwSYi9pCxiYg9ZGwiYo8SjlKvYVOlCadES+GUKBEREa3dexp3/ns7erdtguX3X1Jnt8MpUT+j6zqOHTumxAhfFWwiYg8Zm4jYQ8YmIvYoUXpKVJUmHLD5AL6uQMYmIvaQsYmIPWRsImKPEiVv66HOa9g4JVoKp0SJiIjoqx2/YeZ/d2Nk10gsvP3iOrsdTon6GZfLhUOHDinx0RiqYBMRe8jYRMQeMjYRsUcJ95SozaIp04QDNh9gGAYyMjLAg6El2ETEHjI2EbGHjE1E7FGi0Fk8QAu2WZRpwinRUjglSkRERO9vPIyXvtuHa/tGY96NF9XZ7XBK1M+4XC7s27dPiUOyqmATEXvI2ETEHjI2EbFHidJniarShAM2H5Gfn+/tTVAOm4jYQ8YmIvaQsYmIPYoVnhuwBdksyjThlGgpnBIlIiKiF1fuxQfxR3D38I54Ynz3OrsdTon6GZfLheTkZCUOyaqCTUTsIWMTEXvI2ETEHiVKzhKFMk04YCMiIiIqxZwStaozTLJ5ewOoclarFT169PD2ZiiFTUTsIWMTEXvI2ETEHiXcb+sRGmRDjx5dvbw1xdQZOlK5XC4XkpKSlDgkqwo2EbGHjE1E7CFjExF7lCg9JapKEw7YfERoaKi3N0E5bCJiDxmbiNhDxiYi9ihWVOosUVWacErUB1itVnTr1s3bm6EUNhGxh4xNROwhYxMRe5Rwf/h7iN2Gbt06eHlrivEImw9wOp1ITEyE0+n09qYog01E7CFjExF7yNhExB4lCh3uN86FMk14hM0HaJqGpk2bQtM0b2+KMthExB4yNhGxh4xNROxRwn2ELchmRdNwNZpwwOYDrFYrOnXq5O3NUAqbiNhDxiYi9pCxiYg9SrhfwxYaZFOmCadEfYDT6URCQoISh2RVwSYi9pCxiYg9ZGwiYo8S7rf1sGqGMk14hM0HWCwWREdHw2Lh+NqNTUTsIWMTEXvI2ETEHiXcR9hCgmxooUgTDth8gMViQUxMjLc3QylsImIPGZuI2EPGJiL2KGEO2OxWxLRRo4n3h4xUKafTifj4eCUOyaqCTUTsIWMTEXvI2ETEHiXcJx1YYSjThAM2H2CxWBAbG6vEIVlVsImIPWRsImIPGZuI2KOE+209QoJsyjThlKgPcL+ugEqwiYg9ZGwiYg8Zm4jYo0Shq2TAFh2lRhPvDxmpUk6nE+vWrVPikKwq2ETEHjI2EbGHjE1E7FHMMAzzNWxW6Mo04YDNB1gsFvTo0UOJQ7KqYBMRe8jYRMQeMjYRsUcx9+vXgOKPplKlCadEfYDFYkFUVJS3N0MpbCJiDxmbiNhDxiYi9ijmProGFE+JNmmoRhPvDxmpUg6HA6tWrYLD4fD2piiDTUTsIWMTEXvI2ETEHsVKD9g03aVMEw7YfIDVasWAAQNgtVq9vSnKYBMRe8jYRMQeMjYRsUcx95So3arBbrcp04RToj7AYrEgIiLC25uhFDYRsYeMTUTsIWMTEXsUc7+lR5DVolQTHmHzAQ6HA99++60Sh2RVwSYi9pCxiYg9ZGwiYo9i7iNswXarUk00wzAMb2+EKrKystC4cWOcPXsW4eHh3t4ck2EYyM7ORlhYGDRN8/bmKIFNROwhYxMRe8jYRMQexZJPnsWV//oRLcNDsOXxS+u0SXXGHZwS9QGapik1gFQBm4jYQ8YmIvaQsYmIPYoVnjvpIMhmUaoJp0R9gMPhwPLly5U4JKsKNhGxh4xNROwhYxMRexQrdLoAAME2i1JNOCVaispTogUFBQgJCQnow9SlsYmIPWRsImIPGZuI2KPYhv1pmLIgERe2Dsc3Dwyt0ybVGXfwCJuPsNk4e30+NhGxh4xNROwhYxMRe5S8D1uQrXiIpEoTDth8gNPpxMqVK5X4LDNVsImIPWRsImIPGZuI2KOY+Ro2q0WpJpwSLUXlKVGn0wmbzRbQh6lLYxMRe8jYRMQeMjYRsUexJTt+wyP/3Y3hXSLx79sH1GkTTon6IRVG96phExF7yNhExB4yNhGxR8n7sAVZi4dIqjThgM0HOJ1OrF69WpkHjQrYRMQeMjYRsYeMTUTsUcz9GrZgm0WpJpwSLUXVKVEiIiKqHx/EH8aLK/fh2j7RmHfTRXV6W5wS9TOGYSArKwscW5dgExF7yNhExB4yNhGxR7HSZ4mq1IQDNh/gdDqxadMmJQ7JqoJNROwhYxMRe8jYRMQexUoP2FRqwinRUjglSkREFNheWrkX78cfwdShHTDrygvq9LY4JepndF3HmTNnoOu6tzdFGWwiYg8Zm4jYQ8YmIvYo5n4ftmC7RakmHLD5AJfLhcTERLhcLm9vijLYRMQeMjYRsYeMTUTsUazkbT2sSjXhlGgpnBIlIiIKbDP/uxtf7fgNj47thntHxtbpbXFK1M/ouo60tDQlDsmqgk1E7CFjExF7yNhExB7FCkuddKBSEw7YfICu60hOTlbiAaMKNhGxh4xNROwhYxMRexQrchZPfwafG7Cp0oRToqVwSpSIiCiw3b5gG9bv/wNzr++FG/u3rdPb4pSon9F1HSdPnlRihK8KNhGxh4xNROwhYxMRexQrcBTvf4jdqlQTDth8gK7rOHz4sBIPGFWwiYg9ZGwiYg8Zm4jYo1jheVOiqjThlGgpnBIlIiIKbOPf2IRfU7Pw7zsuxogukXV6W5wS9TO6ruPYsWNKjPBVwSYi9pCxiYg9ZGwiYo9i5x9hU6UJB2w+QKU5dFWwiYg9ZGwiYg8Zm4jYo5iqr2HjlGgpnBIlIiIKbP2f/wHpOYX47m/D0L1V3Y4FOCXqZ1wuFw4dOqTER2Oogk1E7CFjExF7yNhExB7FCh3F+x9ityrVhAM2H2AYBjIyMsCDoSXYRMQeMjYRsYeMTUTsUcz88HebRakmnBIthVOiREREgculG4h9YiUAYOdToxHRMKhOb49Ton7G5XJh3759ShySVQWbiNhDxiYi9pCxiYg9gCJnyckFwTaLUk04YPMR+fn53t4E5bCJiD1kbCJiDxmbiAK9R4GjZGAWbCseIqnShFOipXBKlIiIKHCdOluAQS+thc2i4dCL4+v89jgl6mdcLheSk5OVOCSrCjYRsYeMTUTsIWMTEXuUHGELsVsBqNVE2QFbfHw8JkyYgNatW0PTNCxbtqzC9Tds2ABN06Svffv21c8GExERkU8rKPUpB6qxeXsDypObm4vevXvj9ttvx3XXXVfl39u/f79wWDEysm4/B6w+WK1W9OjRw9uboRQ2EbGHjE1E7CFjExF7AIWlPuUAUKuJekPIc8aNG4fnn38e1157bbV+LyoqCi1btjS/rFZrHW1h/XG5XEhKSlLikKwq2ETEHjI2EbGHjE1E7FEyJeo+wqZSE2UHbDXVp08ftGrVCqNGjcL69esrXLewsBBZWVnCFwDzjnG5XGUuO51OYdn9GWPlLTscDmHZfZ6He9kwDGkZgLAcEhICp9MJoPjz3ipbdrlcwrKK+6TrurBc3X0KDg72u33y5H4KCQnxu33y9H4KCQnxu33y5H4q/TziL/vkyf1U+nnEX/bJ0/vJ/TziT/tUnfspt7AIABBst1Tr319P9qmq/GbA1qpVK3zwwQdYsmQJvv76a3Tt2hWjRo1CfHx8ub/z0ksvoXHjxuZX27ZtAQDJyckAgL1792Lv3r0AgD179uDgwYMAgKSkJKSkpAAAtm3bhhMnTgAAEhISkJqaCqD4NXjp6ekAgHXr1iEzMxMAsHr1amRnZwMAVq5ciYKCAjidTqxcuRJOpxMFBQVYubL4Tfuys7OxevVqWK1WtGjRAhs2bAAApKenm/uVmpqKhIQEAMCJEyewbds2AEBKSgqSkpIAAAcPHsSePXuU2icAyMzMxLp162q0T0eOHEFhYSGsVqvf7JMn99NPP/2E8PBwWK1Wv9knT+8nwzDQvn17rFq1ym/2yZP7yWq1okGDBtixY4ff7JOn99Pu3bsRFBQEq9XqN/vkyf20du1aREdHw2q1+s0+Vfd+2pq4EwBghYF169bBarWiWbNm2Lx5c53tU1X5xNt6aJqGpUuXYuLEidX6vQkTJkDTNKxYsaLMnxcWFqKwsND8PisrC23btsWZM2fQtGlTc/RrtVqFZafTCU3TzGWLxQKLxVLussPhgNVqNZdtNhs0TTOXgeLRdullu90OwzDM29q5cyd69eqFkJAQ6LoOXddhs9nKXXa5XDAMw1wuaz+8uU92ux26rsPlcpnL1dmnwsJC7N69G3379oWmaX6xT57cTwUFBdizZw/69u0LAH6xT57eT0Dxk2LPnj0RGhrqF/vkyf0EQHge8Yd98vR+Kv08Uvrvxpf3yZP7KT8/Hz///DP69u1r3qav71N176flSb9hxn/2YFCHCHx2R/8q//tb033Kzc2t8tt6KHvSQW0YNGgQPv/883J/HhwcbB4OL839urfSr38rvey+k6u6bLfba7SsaRrsdjtcLhciIiLMy90PyoqWy9t2VfapqvtR3j7ZbDZERESYf8T+sE+e3E92u73MHr68T57eT+6/m6CgIL/Zp/OXq7NP5z+P+MM+nb9ck30q6+/G1/epOsultzcoKMjsUdl++8o+Vfd+OnfOAUKCrNX699eTfaoqvx6wJSUloVWrVt7eDI9ZrVZ06tTJ25uhFDYRsYeMTUTsIWMTEXuIH/wOqNVE2dew5eTkYNeuXdi1axeA4vnhXbt24fjx4wCAxx9/HLfddpu5/vz587Fs2TIcPHgQv/zyCx5//HEsWbIE06dP98bm1yqn04mEhARzmofY5HzsIWMTEXvI2ETEHvIb56rURNkjbNu3b0dcXJz5/cMPPwwAmDx5MhYuXIjU1FRz8AYARUVFmDlzJk6ePInQ0FBceOGF+PbbbzF+fN1/tERds1gsiI6ONg+9Epucjz1kbCJiDxmbiNhDPsKmUhOfOOmgvvCzRImIiALXvNX78ea6Q7htcAyevbru3zCXnyXqZ5xOJ+Lj45U4JKsKNhGxh4xNROwhYxMRe8hH2FRqwgGbD7BYLIiNjVXikKwq2ETEHjI2EbGHjE1E7CG/hk2lJtV+DVt572lWkdGjRyM0NLTav0fF3HPoVIJNROwhYxMRe8jYRMQe5b+GTQXVHrBV981rNU3DwYMH0bFjx+reFJ3jPiQ7fPjwGr13iz9iExF7yNhExB4yNhGxR9lniarSpEbH+E6dOmW+w29lXw0aNKjtbQ44FosFPXr0UOKQrCrYRMQeMjYRsYeMTUTsUfYRNlWaVHu4OHny5GpNb/71r3/lGZceslgsiIqK8vZmKIVNROwhYxMRe8jYRMQeJUfYgku9hk2VJtUeMi5YsABhYWFVXv/dd99F8+bNq3szVIrD4cCqVavgcDi8vSnKYBMRe8jYRMQeMjYRsYd8hE2lJh5PyDocDpw6dQp5eXmIjIxEREREbWwXlWK1WjFgwADhc8gCHZuI2EPGJiL2kLGJiD3k17Cp1KRGk7I5OTl4//33MXLkSDRu3Bjt27fHBRdcgMjISMTExOCuu+5CYmJibW9rwLJYLIiIiFBiDl0VbCJiDxmbiNhDxiYi9ij7NWyqNKn2Fvzzn/9E+/bt8eGHH+LSSy/F119/jV27dmH//v3YsmULZs+eDafTidGjR2Ps2LE4ePBgXWx3QHE4HPj222+VOCSrCjYRsYeMTUTsIWMTEXvIR9hUalLtj6a64YYb8PTTT6Nnz54VrldYWIiPP/4YQUFBmDp1qkcbWV9U/WgqwzCQnZ2NsLAwaJrm7c1RApuI2EPGJiL2kLGJiD2Aoa+sw28Z+Vh63xD0ade0zptUZ9zBzxItRdUBGxEREdW9/s//gPScQnz3t2Ho3qruxwH8LFE/43A4sHz5ciUOyaqCTUTsIWMTEXvI2ETEHkCh89zbepQ6S1SVJh4fYSsoKMCePXuQlpYGXdeFn1111VUebVx9U/UIm2EYKCgoQEhISMAepj4fm4jYQ8YmIvaQsYmIPYAuT36HIpeOhMcuResmoXXepDrjDo/e1uP777/HbbfdhvT0dOlnmqbB5XJ5cvVUirc/EkNFbCJiDxmbiNhDxiaiQO6h6waKXOJZooA6TTyaEp0+fTpuuOEGpKamSh9JxcFa7XE6nVi5ciWcTqe3N0UZbCJiDxmbiNhDxiaiQO9R4CwZt4QGlXyWqCpNPJoSDQ8PR1JSEmJjY2tzm7xG5SlRp9MJm80WsIepz8cmIvaQsYmIPWRsIgr0Hn/mFKLf8z8AAI68OB4Wi1bnTertpIPrr78eGzZs8OQqqIpUGN2rhk1E7CFjExF7yNhEFMg9Ckq9aa7FUjI4U6WJRwO2t956C19//TWmTJmC119/HW+++abwRbXD6XRi9erVyjxoVMAmIvaQsYmIPWRsIgr0HvlFxVOi7ulQQK0mHk2JfvTRR5g2bRpCQ0PRrFkz4XChpmk4cuRIrWxkfVF1SpSIiIjqVvLJs7jyXz+iVeMQbHl8VL3cZr1Nic6aNQvPPvsszp49i6NHjyIlJcX88rXBmsoMw0BWVhb4Hscl2ETEHjI2EbGHjE1Egd4j/9zHUoXaS46wqdTEowFbUVERbrrpJiU+FNWfOZ1ObNq0SYlDsqpgExF7yNhExB4yNhEFeg/3lGiIXZwSVaWJR1OiDz30ECIjI/HEE0/U5jZ5DadEiYiIAtOqX07hns92oF9MUyy5d0i93Ga9vXGuy+XC3LlzsWrVKvTq1Qt2u134+bx58zy5ejpH13VkZmaiSZMmPJp5DpuI2EPGJiL2kLGJKNB7FJQxJapSE49u/eeff0afPn1gsViQnJyMpKQk82vXrl21tInkcrmQmJjINyMuhU1E7CFjExF7yNhEFOg9SqZES4ZGKjXx+LNE/QmnRImIiALTgs0peOZ/v+LKXq3w1i196+U26+0sUaofuq4jLS0Nuq57e1OUwSYi9pCxiYg9ZGwiCvQeZZ0lqlITDth8gK7rSE5OVuIBowo2EbGHjE1E7CFjE1Gg9ygo441zVWrCKdFSOCVKREQUmF749ld8uCkF9wzviMfHd6+X2+SUqJ/RdR0nT55UYoSvCjYRsYeMTUTsIWMTUaD3cE+Jhpw3JapKkxoP2BwOB+Li4nDgwIHa3B4qg67rOHz4sBIPGFWwiYg9ZGwiYg8Zm4gCvUd+UfF+nz8lqkoTj6ZEIyMjkZCQgM6dO9fmNnkNp0SJiIgC0/3/txPf/pyKZ666EJOHtK+X26y3KdHbbrsNH3/8sSdXQVWg6zqOHTumxAhfFWwiYg8Zm4jYQ8YmokDvUd5Zoqo08eiTDoqKivDRRx9hzZo16N+/Pxo2bCj8nJ90UDvcc+jR0dFef6dlVbCJiD1kbCJiDxmbiAK9h/nGuUHya9hUaOLRlGhcXFz5V6xpWLduXU2v2is4JUpERBSYJr69GbtOZOLD2/pj9AUt6uU26+2zRNevX+/Jr1MVuVwupKSkoEOHDrBarZX/QgBgExF7yNhExB4yNhEFeo+yPktUpSYeHd/Lz89HXl6e+f2xY8cwf/58rF692uMNoxKGYSAjIwN8y7wSbCJiDxmbiNhDxiaiQO9hvoYtqGRopFITj6ZEx4wZg2uvvRbTpk1DZmYmunbtiqCgIKSnp2PevHm49957a3Nb6xynRImIiALTxS/8gLTsQnz74FBc2LpxvdxmvZ0lunPnTgwbNgwA8NVXX6Fly5Y4duwYPv30U7z55pueXDWV4nK5sG/fPrhcLm9vijLYRMQeMjYRsYeMTUSB3qOss0RVauLRgC0vLw9hYWEAgNWrV+Paa6+FxWLBoEGDcOzYsVrZQCqWn5/v7U1QDpuI2EPGJiL2kLGJKJB7mK9hCxJfq6ZKE48GbJ06dcKyZctw4sQJrFq1CmPGjAEApKWlcUqxFlmtVvTp08frL3hUCZuI2EPGJiL2kLGJKJB7OFw6HK7iV4iVPsKmUhOPBmxPP/00Zs6cifbt22PgwIEYPHgwgOKjbX369KmVDaTiQ7LJyclKHJJVBZuI2EPGJiL2kLGJKJB7uI+uAeJniarUxKO39bj++usxdOhQpKamonfv3ublo0aNwjXXXOPxxhERERHVNffr1zQNCLap+abBHp0l6m94ligREVHgOf5nHoa/uh4Ngqz49dmx9Xa79XaWKNUPl8uFpKQkJQ7JqoJNROwhYxMRe8jYRBTIPco6QxRQqwkHbD4iNDTU25ugHDYRsYeMTUTsIWMTUaD2cA/YQuzyyQWqNOGUaCmcEiUiIgo8Ww7/ib98uBWdohrhh4dH1NvtckrUzzidTiQmJsLpdHp7U5TBJiL2kLGJiD1kbCIK5B5lfY4ooFaTag3Y8vPzcfLkSenyX375pdY2iGSapqFp06bQNM3bm6IMNhGxh4xNROwhYxNRIPcomRIVh0UqNanygO2rr75Cly5dMH78ePTq1Qs//fST+bNbb721TjaOilmtVnTq1EmJN+5TBZuI2EPGJiL2kLGJKJB75BUVD9gaBInvdqZSkyoP2J5//nns3LkTu3fvxieffII77rgDixYtAgAlPsXenzmdTiQkJChxSFYVbCJiDxmbiNhDxiaiQO6RV1S8zw2C5ClRVZpU+Y1zHQ4HIiMjAQD9+/dHfHw8rr32Whw6dEiJQ4X+zGKxIDo6GhYLX3LoxiYi9pCxiYg9ZGwiCuQe5R1hU6lJlbcgKioKe/bsMb9v1qwZ1qxZg7179wqXU+2zWCyIiYlR4gGjCjYRsYeMTUTsIWMTUSD3yCssPoLWMFg8wqZSkypvwWeffYaoqCjhsqCgICxevBgbN26s9Q2jEk6nE/Hx8UocklUFm4jYQ8YmIvaQsYkokHvklnOETaUmVZ4SbdOmTbk/u+SSS2plY6hsFosFsbGxSozwVcEmIvaQsYmIPWRsIgrkHiVTovIRNlWaePTh7wBQUFCAPXv2IC0tDbquCz+76qqrPL16QskcOpVgExF7yNhExB4yNhEFco/yTjpQqYlHQ8bvv/8e7dq1w6BBg3DVVVdh4sSJ5tc111xTW9sY8JxOJ9atW6fEIVlVsImIPWRsImIPGZuIArlHbmHxEbaGwfKUqCpNPBqwTZ8+HTfccANSU1Oh67rwpcIHpfoLi8WCHj16KHFIVhVsImIPGZuI2EPGJqJA7pHvKP8ImypNPJoSTUtLw8MPP4wWLVrU1vZQGSwWi3TCR6BjExF7yNhExB4yNhEFcg/3Ebay3tZDlSYeDRmvv/56bNiwoZY2hcrjcDiwatUqOBwOb2+KMthExB4yNhGxh4xNRIHcw/0atobnHWFTqYlmePAxBXl5ebjhhhsQGRmJnj17wm63Cz9/8MEHPd7A+pSVlYXGjRvj7NmzCA8P9/bmmHRdR2ZmJpo0aaLEYVkVsImIPWRsImIPGZuIArnH0FfW4beMfCy9bwj6tGtqXl7XTaoz7vBoSnTRokVYtWoVQkNDsWHDBuETDzRN87kBm6osFgsiIiK8vRlKYRMRe8jYRMQeMjYRBXIP99t6nH/SgUpNPBouzpo1C88++yzOnj2Lo0ePIiUlxfw6cuRIbW1jwHM4HPj222+VOCSrCjYRsYeMTUTsIWMTUSD3yC0s+6QDlZp4NCUaERGBxMRExMbG1uY2eY2qU6KGYSA7OxthYWH83NZz2ETEHjI2EbGHjE1EgdrDpRuIfWIlAGDnU6MR0TDI/FldN6nOuMOjI2yTJ0/Gl19+6clVUBVomobw8PCA+gOqDJuI2EPGJiL2kLGJKFB7uE84AOQjbCo18WjA5nK5MHfuXIwYMQIPPPAAHn74YeGLaofD4cDy5cuVOCSrCjYRsYeMTUTsIWMTUaD2cL9+zWrREGwTh0UqNfFoSjQuLq78K9Y0rFu3rqZX7RUqT4kWFBQgJCREiVG+CthExB4yNhGxh4xNRIHaIyU9F3GvbUBYsA0/P3O58LO6blJvZ4muX7/ek1+narDZPP7YV7/DJiL2kLGJiD1kbCIKxB7mCQfB1jJ/rkqTak+JHj9+vFrrnzx5sro3QedxOp1YuXKlEp9lpgo2EbGHjE1E7CFjE1Gg9jDf0iNIHpip1KTaU6ItWrTAVVddhbvuugsXX3xxmeucPXsW//nPf/DGG2/gnnvuwQMPPFArG1vXVJ4SdTqdsNlsAXWYuiJsImIPGZuI2EPGJqJA7bFhfxqmLEjEha3D8e2Dw4Sf1XWTOp0S3bt3L1588UWMHTsWdrsd/fv3R+vWrRESEoKMjAz8+uuv+OWXX9C/f3+8+uqrGDduXI13hEq4HzBUgk1E7CFjExF7yNhEFIg9KjrCBqjTpNpTohEREXjttdfw+++/491330WXLl2Qnp6OgwcPAgAmTZqEHTt2YPPmzR4N1uLj4zFhwgS0bt0amqZh2bJllf7Oxo0b0a9fP4SEhKBjx4547733anz7KnE6nVi9erUSh2RVwSYi9pCxiYg9ZGwiCtQeFb2GTaUmHp0lWpe+++47bN68GX379sV1112HpUuXYuLEieWun5KSgh49euCuu+7CPffcg82bN+O+++7D4sWLcd1111XpNlWdEiUiIqK68emWo3h6+S+4omcrvD2pb73edr2dJVqXxo0bV60jdO+99x7atWuH+fPnAwC6d++O7du347XXXqvygE1Vgfru0xVhExF7yNhExB4yNhEFao/cwuIp0dAg+QibSk1q/6PnvWTLli0YM2aMcNnll1+O7du3l/uGd4WFhcjKyhK+gOI3BHb/t6xlp9MpLOu6XuGyw+EQlt0HNd3LhmFIywDMZafTifj4eBQUFAAAdF03D8+Wt+xyuYRl1fbJvb2ll6uzT4WFhYiPjze32x/2yZP7qaCgwOzhL/vk6f3kcDgQHx+P/Px8v9knT+6n859H/GGfPL2fSj+P+Ms+eXI/5efnmz38ZZ+qcj/lFBQBKP6Ug/P3qar//nqyT1XlNwO2U6dOoUWLFsJlLVq0gNPpRHp6epm/89JLL6Fx48bmV9u2bQEAycnJAIpPsNi7dy8AYM+ePebr9JKSkpCSkgIA2LZtG06cOAEASEhIQGpqKoDi1+C5b3fdunXIzMwEAKxevRrZ2dkAgJUrV6KgoEA4bbigoAArVxZ/pll2djZWr14Nu92OIUOGID4+HgCQnp5uLqempiIhIQEAcOLECWzbtg1A8RRxUlISAODgwYPYs2ePUvsEAJmZmeabK1d3n44ePYro6GjY7Xa/2SdP7qfExET06dMHdrvdb/bJ0/tJ0zSMGjUKa9as8Zt98uR+stvt6Nmzp7kf/rBPnt5PP//8M7p16wa73e43++TJ/bR+/XoMHz4cdrvdb/apKvfTL/sPAQDscEn7ZLfbcfHFF2PLli11tk9Vpexr2ErTNK3S17B16dIFt99+Ox5//HHzss2bN2Po0KFITU1Fy5Ytpd8pLCxEYWGh+X1WVhbatm2LM2fOoGnTpubo12q1CstOpxOappnLFosFFoul3GWHwwGr1Wouu08Pdi8D4lkoTqcTdrvdPJ3YarUiIyMDYWFhCAoKgq7r0HUdNput3GWXywXDMMzlsvbDm/tkt9uh6zpcLpe5XJ19cjgcyMzMRLNmzcz/e/L1ffLkfioqKkJWVhYiIiKg67pf7JOn95PFYkFmZiYaNWqE4OBgv9gnT+4ni8WCM2fOIDw8HEFBQX6xT57eT+X93fjyPnlyPxUWFiInJ8f8988f9qkq99NjS3bjy+0n8fDoLrh3eHthn6r6729N9yk3N7duP/z9iSeeMEeVqmjZsiVOnTolXJaWlgabzYZmzZqV+TvBwcEIDw8XvoDimO7/lrVss9mEZYvFUuGy3W4Xlt3z4O5lTdOkZQDmssvlwvbt283fs1gs5gOtvGWr1Sosq7ZP7u0tvVydfQKAnTt3mn9Q/rBPntxPmqZhx44d5pOsP+yTp/eTruvYvn270MjX98mT+8nlcmHHjh3mdfvDPnl6P5X3d+PL++TJ/WSxWLB9+3Zz8OUP+1SV+ynfUfw//Q2CrNI+VfXfX0/2qapqdNJBamoqrrzySlitVkyYMAFXX301LrvsMgQHB9fk6mrF4MGD8b///U+4bPXq1ejfv795B/gqu92Oyy+/vPIVAwibiNhDxiYi9pCxiShQe7jf1iMsRB4SqdSkRkfYFixYgNOnT+M///kPmjRpgkceeQTNmzfHtddei4ULF5b7mrHqyMnJwa5du7Br1y4AxfPDu3btMj8a6/HHH8dtt91mrj9t2jQcO3YMDz/8MPbu3YtPPvkEH3/8MWbOnOnxtnibrutIS0szX0RJbHI+9pCxiYg9ZGwiCtQe2ecGbI2C5YM7KjWp8UkHmqZh2LBhmDt3Lvbt24dt27Zh0KBB+PDDDxEdHY3hw4fjtddeq/FniW7fvh19+vRBnz59AAAPP/ww+vTpg6effhpA8VG+0p9r2qFDB6xcuRIbNmzARRddhOeeew5vvvmmz7+lB1D8gElOTlbiAaMKNhGxh4xNROwhYxNRoPbIKTg3YCvjCJtKTerkpIM//vgDK1aswIoVKzBs2DCfOcrFN84lIiIKLCNeXY9jf+Zhyb2D0S8mol5vuzrjjjp5W4/IyEjceeedWL58uc8M1lSm6zpOnjypxAhfFWwiYg8Zm4jYQ8YmokDtYR5hK2dKVJUmfvM+bP5M13UcPnxYiQeMKthExB4yNhGxh4xNRIHaw3wNWzlToqo08Yn3YasvnBIlIiIKHEVOHV1mfQcA2D17DBqH1u+7Snh9SpRql67rOHbsmBIjfFWwiYg9ZGwiYg8Zm4gCsYf7LT0AoGEZnyWqUhMO2HyASnPoqmATEXvI2ETEHjI2EQVij5xzA7ZQuxU2qzwkUqlJjaZEDx06hE6dOtXF9ngVp0SJiIgCx97ULIx7YxMiw4KR+ORl9X77dT4l2qVLF7Rt2xa33XYbFixYgKNHj9bkaqiKXC4XDh06ZH4OGbHJ+dhDxiYi9pCxiSgQe+SYb5pb9gc/qdSkRgO2jRs34p577sHvv/+O6dOnIzY2Fh06dMCdd96Jzz//vMZvlktlMwwDGRkZ4PkhJdhExB4yNhGxh4xNRIHYo+QtPcoesKnUxOOzRB0OB7Zs2YINGzZgw4YN2Lp1KwoLC9GpUyfs37+/trazXnBKlIiIKHCs2P07HlychMEdm2Hx3YPq/fbr9SxRu92O4cOH4+9//zsef/xx3HfffWjUqBEOHTrk6VXTOS6XC/v27VPikKwq2ETEHjI2EbGHjE1EgdjDfZZowwqmRFVpUvYWVkFBQQESEhKwfv16bNiwAYmJiejQoQNGjBiBd999FyNGjKjN7Qx4+fn53t4E5bCJiD1kbCJiDxmbiAKth3tKNKyMN811U6VJjaZER4wYgcTERMTGxmL48OEYMWIERowYgRYtWtTFNtYbTokSEREFjnlrDuDNtQdx66AYPDexR73ffp1PiSYkJKB58+aIi4vDqFGjcOmll/r8YE1lLpcLycnJShySVQWbiNhDxiYi9pCxiSgQe+RW8LFUgFpNajRgy8zMxAcffIAGDRrglVdeQXR0NHr27Inp06fjq6++wh9//FHb20lERERUqyo7S1QltfJZotnZ2fjxxx/N17Pt3r0bnTt3RnJycm1sY73hlCgREVHguP//duLbn1PxzFUXYvKQ9vV++/X+WaINGzZEREQEIiIi0LRpU9hsNuzdu7c2rppQfEg2KSlJiUOyqmATEXvI2ETEHjI2EQVij+wqvHGuKk1qdAxQ13Vs374dGzZswPr167F582bk5uYiOjoacXFxePvttxEXF1fb2xrQQkNDvb0JymETEXvI2ETEHjI2EQVaj8re1gNQp0mNpkTDw8ORm5uLVq1aYeTIkRg5ciTi4uIQGxtbF9tYbzglSkREFDgu/2c89p/Oxv9NHYhLOjWv99uv8ynRV199FXv37sVvv/2Gzz//HFOnTvX5wZrKnE4nEhMT4XQ6vb0pymATEXvI2ETEHjI2EQVij8o+S1SlJtUesO3ZswdTp05Fly5dqrT+L7/8osSO+jJN09C0aVNomubtTVEGm4jYQ8YmIvaQsYkoEHvkVPK2Hio1qfaUqNVqxalTpxAZGVml9cPDw7Fr1y507NixRhtYnzglSkREFBgMw0CnJ7+DSzfw0xOj0CI8pN63oTrjjmqfdGAYBp566ik0aNCgSusXFRVV9yboPE6nE9u2bcPFF18Mm03994qpD2wiYg8Zm4jYQ8YmokDrkVvkgksvPmbVONRe5joqNan2rQ8fPhz79++v8vqDBw9W5gwLX2WxWBAdHQ2LpVbehcUvsImIPWRsImIPGZuIAq1HVr4DABBktSDYVvY+q9SkVt44119wSpSIiCgw7DuVhbHzN6F5oyBsnzXaK9tQ72+cS3XL6XQiPj6eJ2+UwiYi9pCxiYg9ZGwiCrQeWfnF+xkeUvZ0KKBWEw7YfIDFYkFsbKwSh2RVwSYi9pCxiYg9ZGwiCrQeZ89NiYaV8/o1QK0m/v+qQj/gnkOnEmwiYg8Zm4jYQ8YmokDr4X4NW3g5b+kBqNXE+0NGqpTT6cS6deuUOCSrCjYRsYeMTUTsIWMTUaD1yCooHrCVd4YooFYTDth8gMViQY8ePZQ4JKsKNhGxh4xNROwhYxNRoPUwX8NWyZSoKk04JeoDLBYLoqKivL0ZSmETEXvI2ETEHjI2EQVaD/cRtopOOlCpifeHjFQph8OBVatWweFweHtTlMEmIvaQsYmIPWRsIgq0HuZr2ELLP3alUhMO2HyA1WrFgAEDYLVavb0pymATEXvI2ETEHjI2EQVaj6ocYVOpCadEfYDFYkFERIS3N0MpbCJiDxmbiNhDxiaiQOtR1dewqdKER9h8gMPhwLfffqvEIVlVsImIPWRsImIPGZuIAq1HyRG2iqdEVWlSJx9N5XQ6ceDAAfz666/m1xdffFHbN1PrVP1oKsMwkJ2djbCwMGia5u3NUQKbiNhDxiYi9pCxiSjQegybuw4nzuTj6/uGoG+7pmWuU9dNqjPuqLUp0SVLlmDRokXYu3cvjh8/jt69e+PCCy9Ejx49cM8999TWzQQkTdOUGkCqgE1E7CFjExF7yNhEFGg9zuZV/ho2lZrU2pToI488gjvvvBMLFy7EJZdcgs6dO+PFF1/Egw8+iLi4uNq6mYDkcDiwfPlyJQ7JqoJNROwhYxMRe8jYRBRIPXTdQHah+zVsFU+JqtKk1qZEt27dikGDBpnfL1myBM8//zymTZvmM0fYVJ4SLSgoQEhISEAcpq4KNhGxh4xNROwhYxNRIPXIKnCg15zVAIB9z41FiL3ss0Drukl1xh21doSt9GANAK677jokJCTg+PHjGDZsWG3dTMCy2XhC7/nYRMQeMjYRsYeMTUSB0sP9HmxBNku5gzU3VZrUaMD2559/4qGHHsLdd9+NpKQkAMWj0KNHjyIrK8tcLzQ0FC+88AIWLFhQO1sboJxOJ1auXKnEZ5mpgk1E7CFjExF7yNhEFEg93G/pUdHniAJqNanRlOg111yDdevWITY2FocOHcKqVatw991349dff4XVasW9996LN954oy62t06pPCXqdDphs9n8/jB1VbGJiD1kbCJiDxmbiAKpx9Yjf+LmD7YiNrIh1j4ystz16rpJnU+JxsfH46uvvsLOnTvx+uuv47rrrkPz5s2xYsUKvPbaa/jss8/w6aef1mjjqWwqjO5VwyYi9pCxiYg9ZGwiCpQeme4zRCs5wgao06RGA7aMjAz07NkTADB58mScPn0aL7/8Mq644go8+OCDmDdvHt59991a3dBA5nQ6sXr1amUeNCpgExF7yNhExB4yNhEFUo/MvCIAQNMGQRWup1KTGk2JWiwWnDp1yvwE+7CwMOzevRsdO3YEABw5cgQXX3wx0tPTa3dr65iqU6JERERUe97beBgvf7cP1/aNxrwbL/LadtTLWaKLFi3Crl27yhx1NmzYEBkZGTW9ajqPYRjIyspCHXwohc9iExF7yNhExB4yNhEFUo+MKh5hU6lJjQZsQ4cOxezZs9G3b1+EhYUhLy8Ps2bNwjvvvIOffvoJubm5tb2dAc3pdGLTpk1KHJJVBZuI2EPGJiL2kLGJKJB6ZOYWv4ataYPKzxJVpYlHb5x78OBB7NixAzt37sSOHTuQlJSEzMxMWCwWGIYBl8tVm9ta5zglSkRE5P/u/nQ7Vv96Gs9P7IG/Dorx2nbU22eJdu7cGZ07d8bNN99sXpaSkoLt27eb789GntN1HZmZmWjSpAksllp7r2OfxiYi9pCxiYg9ZGwiCqQe7rNEK5sSValJrd96hw4dcMMNN+DFF1+s7asOWC6XC4mJiT53xLIusYmIPWRsImIPGZuIAqmH+zVsTSqZElWpSa19lqg/4JQoERGR/+v//A9IzynEtw8OxYWtG3ttO7zyWaJUd3RdR1paGnRd9/amKINNROwhYxMRe8jYRBQoPQzDqPL7sKnUhAM2H6DrOpKTk5V4wKiCTUTsIWMTEXvI2EQUKD1yi1xw6sWTi1UZsKnShFOipXBKlIiIyL+dOJOHYXPXI9hmwf7nx3l1Wzgl6md0XcfJkyeVGOGrgk1E7CFjExF7yNhEFCg9qnqGKKBWEw7YfICu6zh8+LASDxhVsImIPWRsImIPGZuIAqVHVc8QBdRqwinRUjglSkRE5N+W7zqJv32xC4M7NsPiuwd5dVs4JepndF3HsWPHlBjhq4JNROwhYxMRe8jYRBQoPcwp0YZVO8KmShMO2HyASnPoqmATEXvI2ETEHjI2EQVKD/eUaONQ33oNG6dES+GUKBERkX+bs+IXLEw4ivtGxuIfY7t5dVs4JepnXC4XDh06pMRHY6iCTUTsIWMTEXvI2EQUKD3O5BYfYYtoWPkRNpWacMDmAwzDQEZGBngwtASbiNhDxiYi9pCxiShQevyZWwgAaN4ouNJ1VWrCKdFSOCVKRETk3y7/Zzz2n87G53cOxNDOzb26LZwS9TMulwv79u1T4pCsKthExB4yNhGxh4xNRIHSw32ErVmjqk2JqtKEAzYfkZ+f7+1NUA6biNhDxiYi9pCxicjfe7h0w3wNW1UGbIA6TTglWgqnRImIiPzXnzmF6Pf8DwCAQy+Mg83q3eNWnBL1My6XC8nJyUocklUFm4jYQ8YmIvaQsYkoEHqk5xQfXWvawF6lwZpKTThgIyIiooDwZ07VzxBVDadES+GUKBERkf9asft3PLg4CYM6RuCLuwd7e3M4JepvXC4XkpKSlDgkqwo2EbGHjE1E7CFjE1Eg9HAfYWtWxSNsKjXhgM1HhIaGensTlMMmIvaQsYmIPWRsIvL3HunuKdEqfMqBmypNbN7eAKqc1WpFt27e/bwz1bCJiD1kbCJiDxmbiAKhx5/nTjqo6mvYVGqi9BG2d955Bx06dEBISAj69euHTZs2lbvuhg0boGma9LVv37563OK64XQ6kZiYCKfT6e1NUQabiNhDxiYi9pCxiSgQerjPEq3qlKhKTZQdsH355ZeYMWMGnnzySSQlJWHYsGEYN24cjh8/XuHv7d+/H6mpqeZX586d62mL646maWjatCk0TfP2piiDTUTsIWMTEXvI2EQUCD2q8ykHgFpNlD1LdODAgejbty/effdd87Lu3btj4sSJeOmll6T1N2zYgLi4OGRkZKBJkyY1uk2eJUpEROS/hs1dhxNn8rHk3sHoFxPh7c3x/bNEi4qKsGPHDowZM0a4fMyYMUhISKjwd/v06YNWrVph1KhRWL9+fYXrFhYWIisrS/gCYJ4N4nK5ylx2Op3Csq7rFS47HA5h2T1Gdi8bhiEtAzCXnU4nNm/ejIKCAgCAruvm4dnyll0ul7Cs2j65t7f0cnX2qbCwEJs3bza32x/2yZP7qaCgwOzhL/vk6f3kcDiwefNm82Nl/GGfPLmfzn8e8Yd98vR+Kv084i/75Mn9lJ+fb/bwl30qfT8VFRXhj+ziI2yNQ6xV2qeq/vvryT5VlZIDtvT0dLhcLrRo0UK4vEWLFjh16lSZv9OqVSt88MEHWLJkCb7++mt07doVo0aNQnx8fLm389JLL6Fx48bmV9u2bQEAycnJAIC9e/di7969AIA9e/bg4MGDAICkpCSkpKQAALZt24YTJ04AABISEpCamgoAiI+PR3p6OgBg3bp1yMzMBACsXr0a2dnZAICVK1eioKAATqcTK1euhNPpREFBAVauXAkAyM7OxurVq2GxWNC0aVNs3LjR7OPer9TUVHMQe+LECWzbtg0AkJKSgqSkJADAwYMHsWfPHqX2CQAyMzOxbt26Gu3TkSNHoOs6LBaL3+yTJ/fTtm3b0KhRI1gsFr/ZJ0/vJ13XERUVZe6HP+yTJ/eTxWJBaGgodu7c6Tf75On9tHv3bgQFBcFisfjNPnlyP61btw7NmjWDxWLxm30qfT8t+d93KHAUD+SSNm+o0j5ZLBaEh4dj8+bNdbZPVaXklOjvv/+O6OhoJCQkYPDgkje2e+GFF/DZZ59V+USCCRMmQNM0rFixosyfFxYWorCw0Pw+KysLbdu2xZkzZ9C0aVNz9Gu1WoVlp9MJTdPMZYvFAovFUu6yw+GA1Wo1l202GzRNM5eB4tF26WW73Q7DMMxlXdfhcrnMZV3XYbPZyl12uVwwDMNcLms/uE/cJ+4T94n7xH0KlH369WQGxv8rAY1D7dj+RJwS+5Sbm+vbU6LNmzeH1WqVjqalpaVJR90qMmjQIHM0W5bg4GCEh4cLX0BxTPd/y1q22WzCssViqXDZbrcLy+4XL7qXNU2TlgGYy06nEz/++KP5exaLxXyglbdstVqFZdX2yb29pZers0+GYZiH7v1lnzy5nwDgxx9/NJ9Y/WGfPL2fXC4XNm3aZP7cH/bJk/vJ/Tzi5g/75On9BMB8HvGXffLkftI0DZs2bTIHLf6wT6XvpzN5xQOmFuHBVd6n8/9u6mKfqkrJAVtQUBD69euHNWvWCJevWbMGQ4YMqfL1JCUloVWrVrW9efXOYrEgNjZW+Mc50LGJiD1kbCJiDxmbiPy9x+ms4tehtQgPqfLvqNRE2TfOffjhh3Hrrbeif//+GDx4MD744AMcP34c06ZNAwA8/vjjOHnyJD799FMAwPz589G+fXtceOGFKCoqwueff44lS5ZgyZIl3tyNWmGxWBAdHe3tzVAKm4jYQ8YmIvaQsYnI33uczi4esEWFVW/ApkoT7w8Zy3HTTTdh/vz5ePbZZ3HRRRchPj4eK1euRExMDIDiF/6Vfk+2oqIizJw5E7169cKwYcPw448/4ttvv8W1117rrV2oNU6nE+vWrTPPQCE2OR97yNhExB4yNhH5e4/TZ91H2Kr2prmAWk2UPOnAW1R9HzZd15Geno7mzZsrcVhWBWwiYg8Zm4jYQ8YmIn/vMe2zHfj+l1N45qoLMXlI+yr9Tl03qc64Q9kpUSphsVgQFRXl7c1QCpuI2EPGJiL2kLGJyN97uKdEq/saNlWa+N8Q2g85HA6sWrXKfEM/YpPzsYeMTUTsIWMTkb/3SMsqfhuv6kyJqtSEAzYfYLVaMWDAgGqfAuzP2ETEHjI2EbGHjE1E/txD1w2k1eAIm0pNOCXqAywWCyIivP+ZZyphExF7yNhExB4yNhH5c4+MvCI4XMUv2Y8Mq/oRNpWa8AibD3A4HPj222+VOCSrCjYRsYeMTUTsIWMTkT/3OH1uOrR5oyDYrVUf+qjUhGeJlqLqWaKGYSA7OxthYWHmOzYHOjYRsYeMTUTsIWMTkT/3+OHX05j66Xb0iA7HNw8Mq/Lv1XUTniXqZzRNU2oAqQI2EbGHjE1E7CFjE5E/9/j9bD4AILpJaLV+T6UmnBL1AQ6HA8uXL1fikKwq2ETEHjI2EbGHjE1E/tzjZEbxgK11NQdsKjXhlGgpKk+JFhQUICQkxO8OU9cUm4jYQ8YmIvaQsYnIn3vcv2gnvt2TillXdMfUYR2r/Ht13aQ64w4eYfMRNhtnr8/HJiL2kLGJiD1kbCLy1x7uI2xtmlbvCBugThMO2HyA0+nEypUrlfgsM1WwiYg9ZGwiYg8Zm4j8ucfJTPdr2BpU6/dUasIp0VJUnhJ1Op2w2Wx+d5i6pthExB4yNhGxh4xNRP7ao9DpQtdZ3wMAdsy6DM0aVf192Oq6CadE/ZAKo3vVsImIPWRsImIPGZuI/LFHambxJxyE2C2IaBhU7d9XpQkHbD7A6XRi9erVyjxoVMAmIvaQsYmIPWRsIvLXHiXToaHVPkqmUhNOiZai6pQoERER1cx/Ek/gH0v2YHiXSHx6x8Xe3hwBp0T9jGEYyMrKAsfWJdhExB4yNhGxh4xNRP7a4zfzCFvVP/TdTaUmHLD5AKfTiU2bNilxSFYVbCJiDxmbiNhDxiYif+1x4kweAKBN0+qdIQqo1YRToqVwSpSIiMi/XPPOZiQdz8Q7k/pifM9W3t4cAadE/Yyu6zhz5gx0Xff2piiDTUTsIWMTEXvI2ETkrz2OpucCANo3a1jt31WpCQdsPsDlciExMREul8vbm6IMNhGxh4xNROwhYxORP/Y4m+dARl7x54DGNKv+lKhKTTglWgqnRImIiPzHnt8ycdVbmxEZFozEJy/z9uZIOCXqZ3RdR1pamhKHZFXBJiL2kLGJiD1kbCLyxx4p56ZDO9RgOhRQqwkHbD5A13UkJycr8YBRBZuI2EPGJiL2kLGJyB97HPuz+AzRmkyHAmo14ZRoKZwSJSIi8h8P/2cXvt55En+/vCvuj+vk7c2RcErUz+i6jpMnTyoxwlcFm4jYQ8YmIvaQsYnIH3t4coYooFYTDth8gK7rOHz4sBIPGFWwiYg9ZGwiYg8Zm4j8rYdhGDjiHrA1r/mUqCpNOCVaCqdEiYiI/ENadgEufmEtLBrw67NjEWK3enuTJJwS9TO6ruPYsWNKjPBVwSYi9pCxiYg9ZGwi8rceB0/nAADaRTSo8WBNpSYcsPkAlebQVcEmIvaQsYmIPWRsIvK3HgdOZwMAOrcIq/F1qNSEU6KlcEqUiIjIPzz+9c9YvO047o+Lxd8v7+btzSkTp0T9jMvlwqFDh5T4aAxVsImIPWRsImIPGZuI/K3HwXNH2Lp4cIRNpSYcsPkAwzCQkZEBHgwtwSYi9pCxiYg9ZGwi8qcehmHgYFrxa9g6R9V8wKZSE06JlsIpUSIiIt+XllWAi19U+wxRgFOifsflcmHfvn1KHJJVBZuI2EPGJiL2kLGJyJ96/JKaBQBo37yhR4M1lZpwwOYj8vPzvb0JymETEXvI2ETEHjI2EflLj+TfzgIAekY39vi6VGnCKdFSOCVKRETk++75bDtW/XIas67ojqnDOnp7c8rFKVE/43K5kJycrMQhWVWwiYg9ZGwiYg8Zm4j8qUfyyeIp0Qtbe3aETaUmHLARERGR3ziTW4STmcXTmBdG+89sGadES+GUKBERkW+LP/AHbvtkG9o3a4ANf4/z9uZUiFOifsblciEpKUmJQ7KqYBMRe8jYRMQeMjYR+UuPn08Wn3BwYS2ccKBSEw7YfERoaKi3N0E5bCJiDxmbiNhDxiYif+ix41gGAKBvu6a1cn2qNOGUaCmcEiUiIvJdum7gomdXI6vAieX3X4LebZt4e5MqxClRP+N0OpGYmAin0+ntTVEGm4jYQ8YmIvaQsYnIH3oc+iMHWQVOhNqtuKC15wdeVGrCAZsP0DQNTZs2haZp3t4UZbCJiD1kbCJiDxmbiPyhR+LRMwCAPu2awG71fIijUhObtzeAKme1WtGpUydvb4ZS2ETEHjI2EbGHjE1E/tBj+9Hi16/1bx9RK9enUhMeYfMBTqcTCQkJShySVQWbiNhDxiYi9pCxicjXexiGga1H/gQADGhfOyccqNSEAzYfYLFYEB0dDYuFd5cbm4jYQ8YmIvaQsYnI13scSstB6tkCBNssGFBLR9hUasIpUR9gsVgQExPj7c1QCpuI2EPGJiL2kLGJyNd7bDzwBwDg4g4RCLFba+U6VWri/SEjVcrpdCI+Pl6JQ7KqYBMRe8jYRMQeMjYR+XqP+IPpAIDhnSNr7TpVasIBmw+wWCyIjY1V4pCsKthExB4yNhGxh4xNRL7co8Dhwk/nXr82vEvtDdhUasIpUR/gnkOnEmwiYg8Zm4jYQ8YmIl/uselgOgqdOlo1DkGXFo1q7XpVauL9ISNVyul0Yt26dUocklUFm4jYQ8YmIvaQsYnIl3t893MqAGBsj5a1+p5pKjXhgM0HWCwW9OjRQ4lDsqpgExF7yNhExB4yNhH5ao8ip441e08DAMb3bFWr161SE06J+gCLxYKoqChvb4ZS2ETEHjI2EbGHjE1Evtpj86F0ZBc4ERUWjH619IHvbio18f6QkSrlcDiwatUqOBwOb2+KMthExB4yNhGxh4xNRL7a46udvwEAxvVoCYuldj9CSqUmHLD5AKvVigEDBsBqrZ33lfEHbCJiDxmbiNhDxiYiX+yRkVuENb8UT4fe0L9trV+/Sk04JeoDLBYLIiJq512b/QWbiNhDxiYi9pCxicgXeyxNOokil44LW4ejR3TjWr9+lZrwCJsPcDgc+Pbbb5U4JKsKNhGxh4xNROwhYxORr/XQdQOf/3QMAHDTgNo/ugao1UQzDMPw9kaoIisrC40bN8bZs2cRHh7u7c0xGYaB7OxshIWF1erpyr6MTUTsIWMTEXvI2ETkaz1W/3IKd3+2A2EhNmx5fBQaBdf+pGFdN6nOuINToj5A0zSlBpAqYBMRe8jYRMQeMjYR+VIPwzDwfvwRAMBfB8XUyWANUKsJp0R9gMPhwPLly5U4JKsKNhGxh4xNROwhYxORL/WIP5iOHccyEGS14PYh7evsdlRqwinRUlSeEi0oKEBISIhPHKauD2wiYg8Zm4jYQ8YmIl/p4dINXPHmJuw7lY2pQztg1pUX1Nlt1XWT6ow7eITNR9hsnL0+H5uI2EPGJiL2kLGJyBd6/Gf7Cew7lY3wEBumX9qpzm9PlSYcsPkAp9OJlStXKvFZZqpgExF7yNhExB4yNhH5Qo9TZwvw4rd7AQB/u6wLmjQIqtPbU6kJp0RLUXlK1Ol0wmazKX2Yuj6xiYg9ZGwiYg8Zm4hU7+HSDUxZsA2bDqajd9sm+PreIbDW8icbnK+um3BK1A+pMLpXDZuI2EPGJiL2kLGJSOUeb/xwAJsOpiPEbsGr1/eq88GamypNOGDzAU6nE6tXr1bmQaMCNhGxh4xNROwhYxORyj3+u/0E3lx3CADw0rU90aVFWL3crkpNOCVaiqpTokRERIFq+a6TeOjLXdAN1PlZofWNU6J+xjAMZGVlgWPrEmwiYg8Zm4jYQ8YmItV6GIaBt9YdxN++KB6s3dS/LZ68onu9b4MqTThg8wFOpxObNm1S4pCsKthExB4yNhGxh4xNRCr1SD2bj9s+2YbXVh8AUHxk7cVre9b7yRAqNeGUaCmcEiUiIvKe7AIHPtyUgo82HUFekQvBNgtmT7gQtwxs5+1NqxN+MyX6zjvvoEOHDggJCUG/fv2wadOmCtffuHEj+vXrh5CQEHTs2BHvvfdePW1p3dJ1HWfOnIGu697eFGWwiYg9ZGwiYg8Zm4i81UPXDez5LROzlv2MQS+uxZtrDyKvyIW+7Zrg2weHeXWwptJjRNkB25dffokZM2bgySefRFJSEoYNG4Zx48bh+PHjZa6fkpKC8ePHY9iwYUhKSsITTzyBBx98EEuWLKnnLa99LpcLiYmJcLlc3t4UZbCJiD1kbCJiDxmbiOqrh0s3cPB0Nv6z/QQeW7IHg19ei6ve2ozPtx5HbpELnaIa4Z1JfbHk3iHoFNWoTrel0m1V6DGi7JTowIED0bdvX7z77rvmZd27d8fEiRPx0ksvSes/+uijWLFiBfbu3WteNm3aNOzevRtbtmyp0m1ySpSIiKjqXLqBQqcLhQ4dhU4dhU4X8h0uZOY5kJFbhIw8BzLyivBHdiGOn8nD8TN5OHEmD4VO8YhVwyArRnaLwqSL22FwbDMl37i3LlRn3KHGB2Sdp6ioCDt27MBjjz0mXD5mzBgkJCSU+TtbtmzBmDFjhMsuv/xyfPzxx3A4HLDb7dLvFBYWorCw0Pw+KysLAMyRtPu/VqtVWHY6ndA0zVy2WCywWCzlLjscDlitVry78QiWJ51E8eNQg2EYcD8mDQPnLWsADBgGAK34hY9Wq7X4cgMwcG79cpbdw/DSyxUxYECDVu6ygeKzZbRzVyotn9v4spYNwyhj/+TlcrftXAO490MrvtDpcsFmLfUQltYpvf3FV3KuatnL5zam9LJ7P8rj3r+ylnX3srxZVVp2b4J4X57bXs19f2jAuWXdpcNqtZ7bp+JrKnmMVX4/lV42DKPcx1hVNt68z6qi9LpGyVVJP6jismFuMKC7dFgsluJ9Ond5Rcse32fu5XML7uXKHvsljzGt0r/F8pZL73d5mXSXDs1ike5LT/+33fz1qu2stFx6/6tbvuRvruznvcqWdb34MVK1R5jY3f2T6vxtwfzbKr3f1edBsgr/zgzdgGaxVFzBcA/UdDj1mu1DqN2Knm0ao1d0OC7p1AxDOkXCdu4mNE2rlX9z3cvuTylwLwMwP73AvWy3281PNbDb7dB1HS6XC1arFX/88QeaNm2KoKAg6LoOXddhs9mEZZfLBcMwzGX3tlc2jqgOJQds6enpcLlcaNGihXB5ixYtcOrUqTJ/59SpU2Wu73Q6kZ6ejlatWkm/89JLL+GZZ56RLk9OTsawYcPMo3U9evTAnj17EBoaim7duiEpKQlNmzZFp06dsG3bNkRHRyMmJgYJCQmIjY1FdHQ04uPj0aNHD0RFRWHdunUYMGAATmcV4EBaTk2zUJkKK1+FiIiqoWbTf3arhiCrBouhI7JJQzS0ATZXAWLbtoLdVYAGeh5GDugBI/sPBDlyMGjgxdi3bx/y81MRbGuJ5ORkALX3b25ERARWr16NYcOGITw8HCtXrsSYMWNgs9mwcuVKjB8/3nxj3KuvvhrZ2dnYtGkTrrjiCmRmZiIxMRGjRo3C7t27YbVaMWrUKKSmpuLw4cMYPnw4Tpw4gZMnT2LIkCFISUlBRkYGBgwYgIMHDyI/Px99+vSpdBwRFRVV5b5KTon+/vvviI6ORkJCAgYPHmxe/sILL+Czzz7Dvn37pN/p0qULbr/9djz++OPmZZs3b8bQoUORmpqKli1bSr9T1hG2tm3b4syZM2jatGmtH2E7kp6Hk2dyzCNl7qNmAMyRvHvZZrPBMAxzWdd1GIYOm9UG3TBg6MVHU8pbduk6YBjmsqYBFovFfOHk+csulwuappnLFs0CzVL8fzlWiwWadu5yi3Zu2XnuyEXxcvG2a6WWK98nQ9fhOvd/J4auQz+3ve5lm9VafOTIvX+6DuPcOuXth3vZfZ8V77dV2r+ylt33mdVqEY5oVud+Kj7Sde4+q+b9VLLtFrhc5S27AGjmsqZZYLFocLn0UvdNqfvJ6YTFajGXrVYroGklywBcugu2c8vOc9tuHsGs5H5y3x81uZ80ABarFS6XExo0c7n4sWcpd7n4/rDAotXsfrLbbdB1A7ru/tsyYBjubS97ufg+MGCz2uDSzz0XWKzlL7ucgKaZy5rFAqvFAqfLBYv78VZ6+bznjvP3SdMAp9MFm+3c/eQ8dz/BMJcNQ4fLpZvLul58H8AwoJ/bD0MvWdZdOgwY5jIAWKwWYdkw77Nz+6Fp5nLpv/+Klsvbp4ruJ93lgs19P5VaNnQdVpu1/OVz95O1hvdTyfYW/w1Jy47ivyf3stV2bp8czpL7xiX+PdnP7ZN7WT/39+Re1g0D9nP7UXy0Rlx2ufRzR26s5TwvWKGf26cy76cK/p4s1nP7YT33t3XePlnP7ZPL6RKWbXYbbBYNVuhoFBoMu0WDVTMQElz+EajaOBrljSNs7uW62qfc3FzfnhJt3rw5rFardDQtLS1NOorm1rJlyzLXt9lsaNasWZm/ExwcjODgYOly9xOI+7/nL7vv5Kouu6djO0U1qtELKHVdR2pqKlq1agWLRdnzROoVm4jYQ2Y2acMmQKkerdnDzWwSxSZA7TyPuAdNFS2X929rbf+bW91lTdPMZff2lm5SV/tUVUo+QoOCgtCvXz+sWbNGuHzNmjUYMmRImb8zePBgaf3Vq1ejf//+Zb5+zZfouo7Dhw8rcVqxKthExB4yNhGxh4xNROwhU6mJklOiQPHbetx666147733MHjwYHzwwQf48MMP8csvvyAmJgaPP/44Tp48iU8//RRA8dt69OjRA/fccw/uuusubNmyBdOmTcPixYtx3XXXVek2eZYoERER1Re/eOPcm266CfPnz8ezzz6Liy66CPHx8Vi5ciViYmIAAKmpqcJ7snXo0AErV67Ehg0bcNFFF+G5557Dm2++WeXBmsp0XcexY8eUGOGrgk1E7CFjExF7yNhExB4ylZoo+Ro2t/vuuw/33XdfmT9buHChdNmIESOwc+fOOt6q+qfrOk6ePIno6Gi+zuIcNhGxh4xNROwhYxMRe8hUaqLslKg3cEqUiIiI6otfTIlSCZfLhUOHDinx0RiqYBMRe8jYRMQeMjYRsYdMpSYcsPkAwzCQkZHh0bti+xs2EbGHjE1E7CFjExF7yFRqwinRUjglSkRERPWFU6J+xuVyYd++fUocklUFm4jYQ8YmIvaQsYmIPWQqNeGAzUfk5+d7exOUwyYi9pCxiYg9ZGwiYg+ZKk04JVoKp0SJiIiovnBK1M+4XC4kJycrcUhWFWwiYg8Zm4jYQ8YmIvaQqdSEAzYiIiIixXFKtBROiRIREVF9qc64Q+mPpqpv7rFrVlaWl7dE5D4k26NHD1itVm9vjhLYRMQeMjYRsYeMTUTsIavrJu7xRlWOnXHAVkp2djYAoG3btl7eEiIiIgoU2dnZaNy4cYXrcEq0FF3X8fvvvyMsLAyapnl7c0xZWVlo27YtTpw4wanac9hExB4yNhGxh4xNROwhq+smhmEgOzsbrVu3rvTD5XmErRSLxYI2bdp4ezPKFR4ezj+i87CJiD1kbCJiDxmbiNhDVpdNKjuy5sazRImIiIgUxwEbERERkeI4YPMBwcHBmD17NoKDg729KcpgExF7yNhExB4yNhGxh0ylJjzpgIiIiEhxPMJGREREpDgO2IiIiIgUxwEbERERkeI4YCMiIiJSHAdsXvLOO++gQ4cOCAkJQb9+/bBp06Zy1/36668xevRoREZGIjw8HIMHD8aqVauEdRYuXAhN06SvgoKCut6VWlGdHhs2bChzX/ft2yest2TJElxwwQUIDg7GBRdcgKVLl9b1btSq6jSZMmVKmU0uvPBCcx1ffozEx8djwoQJaN26NTRNw7Jlyyr9nY0bN6Jfv34ICQlBx44d8d5770nr+OpjpLo9AuE5pLpN/P15pLo9/P055KWXXsKAAQMQFhaGqKgoTJw4Efv376/091R6HuGAzQu+/PJLzJgxA08++SSSkpIwbNgwjBs3DsePHy9z/fj4eIwePRorV67Ejh07EBcXhwkTJiApKUlYLzw8HKmpqcJXSEhIfeySR6rbw23//v3Cvnbu3Nn82ZYtW3DTTTfh1ltvxe7du3HrrbfixhtvxE8//VTXu1MrqtvkjTfeEFqcOHECERERuOGGG4T1fPUxkpubi969e+Ott96q0vopKSkYP348hg0bhqSkJDzxxBN48MEHsWTJEnMdX36MVLeHvz+HANVv4uavzyPV7eHvzyEbN27E/fffj61bt2LNmjVwOp0YM2YMcnNzy/0d5Z5HDKp3F198sTFt2jThsm7duhmPPfZYla/jggsuMJ555hnz+wULFhiNGzeurU2sV9XtsX79egOAkZGRUe513njjjcbYsWOFyy6//HLj5ptv9nh764Onj5GlS5camqYZR48eNS/z5cdIaQCMpUuXVrjOP/7xD6Nbt27CZffcc48xaNAg83tff4y4VaVHWfzpOeR8VWkSCM8jbjV5jPjzc4hhGEZaWpoBwNi4cWO566j2PMIjbPWsqKgIO3bswJgxY4TLx4wZg4SEhCpdh67ryM7ORkREhHB5Tk4OYmJi0KZNG1x55ZXS/z2ryJMeffr0QatWrTBq1CisX79e+NmWLVuk67z88sur3NibauMx8vHHH+Oyyy5DTEyMcLkvPkZqorz7f/v27XA4HBWu4wuPEU/503OIp/z1ecRT/v4ccvbsWQCQ/gZKU+15hAO2epaeng6Xy4UWLVoIl7do0QKnTp2q0nW8/vrryM3NxY033mhe1q1bNyxcuBArVqzA4sWLERISgksuuQQHDx6s1e2vbTXp0apVK3zwwQdYsmQJvv76a3Tt2hWjRo1CfHy8uc6pU6c8auxNnj5GUlNT8d1332Hq1KnC5b76GKmJ8u5/p9OJ9PT0CtfxhceIp/zpOaSm/P15xBP+/hxiGAYefvhhDB06FD169Ch3PdWeR2y1fo1UJZqmCd8bhiFdVpbFixdjzpw5WL58OaKioszLBw0ahEGDBpnfX3LJJejbty/+9a9/4c0336y9Da8j1enRtWtXdO3a1fx+8ODBOHHiBF577TUMHz68Rtepoppu/8KFC9GkSRNMnDhRuNzXHyPVVVa/8y/39cdITfjrc0h1BcrzSE34+3PI9OnTsWfPHvz444+VrqvS8wiPsNWz5s2bw2q1SqPvtLQ0aZR+vi+//BJ33nkn/vOf/+Cyyy6rcF2LxYIBAwYo/38+nvQobdCgQcK+tmzZ0uPr9BZPmhiGgU8++QS33norgoKCKlzXVx4jNVHe/W+z2dCsWbMK1/GFx0hN+eNzSG3yp+eRmvL355AHHngAK1aswPr169GmTZsK11XteYQDtnoWFBSEfv36Yc2aNcLla9aswZAhQ8r9vcWLF2PKlClYtGgRrrjiikpvxzAM7Nq1C61atfJ4m+tSTXucLykpSdjXwYMHS9e5evXqal2nt3jSZOPGjTh06BDuvPPOSm/HVx4jNVHe/d+/f3/Y7fYK1/GFx0hN+OtzSG3yp+eRmvLX5xDDMDB9+nR8/fXXWLduHTp06FDp7yj3PFLrpzFQpb744gvDbrcbH3/8sfHrr78aM2bMMBo2bGiejfPYY48Zt956q7n+okWLDJvNZrz99ttGamqq+ZWZmWmuM2fOHOP77783Dh8+bCQlJRm33367YbPZjJ9++qne96+6qtvjn//8p7F06VLjwIEDRnJysvHYY48ZAIwlS5aY62zevNmwWq3Gyy+/bOzdu9d4+eWXDZvNZmzdurXe968mqtvE7a9//asxcODAMq/Tlx8j2dnZRlJSkpGUlGQAMObNm2ckJSUZx44dMwxD7nHkyBGjQYMGxkMPPWT8+uuvxscff2zY7Xbjq6++Mtfx5cdIdXv4+3OIYVS/ib8/j1S3h5u/Pofce++9RuPGjY0NGzYIfwN5eXnmOqo/j3DA5iVvv/22ERMTYwQFBRl9+/YVTi2ePHmyMWLECPP7ESNGGACkr8mTJ5vrzJgxw2jXrp0RFBRkREZGGmPGjDESEhLqcY88U50er7zyihEbG2uEhIQYTZs2NYYOHWp8++230nX+97//Nbp27WrY7XajW7duwhOxL6hOE8MwjMzMTCM0NNT44IMPyrw+X36MuN+Coby/gbJ6bNiwwejTp48RFBRktG/f3nj33Xel6/XVx0h1ewTCc0h1m/j780hN/mb8+TmkrBYAjAULFpjrqP48op3bESIiIiJSFF/DRkRERKQ4DtiIiIiIFMcBGxEREZHiOGAjIiIiUhwHbERERESK44CNiIiISHEcsBEREREpjgM2IiIiIsVxwEZEAWfOnDm46KKLvL0ZJk3TsGzZsmr9Tvv27aFpGjRNQ2ZmZp1sV2nu22rSpEmd3xYRyThgI6I68d577yEsLAxOp9O8LCcnB3a7HcOGDRPW3bRpEzRNw4EDB+p7M+tVbQ8Un332WaSmpqJx48a1dp3lSU1Nxfz58+v8doiobBywEVGdiIuLQ05ODrZv325etmnTJrRs2RKJiYnIy8szL9+wYQNat26NLl26eGNTfVZYWBhatmwJTdPq/LZatmxZLwNDIiobB2xEVCe6du2K1q1bY8OGDeZlGzZswNVXX43Y2FgkJCQIl8fFxQEAPv/8c/Tv398cjNxyyy1IS0sDAOi6jjZt2uC9994Tbmvnzp3QNA1HjhwBAJw9exZ33303oqKiEB4ejksvvRS7d++ucHsXLFiA7t27IyQkBN26dcM777xj/uzo0aPQNA1ff/014uLi0KBBA/Tu3RtbtmwRruPDDz9E27Zt0aBBA1xzzTWYN2+eOYW4cOFCPPPMM9i9e7c5vbhw4ULzd9PT03HNNdegQYMG6Ny5M1asWFG10KWUdQRv/vz5aN++vfn9lClTMHHiRLz44oto0aIFmjRpgmeeeQZOpxN///vfERERgTZt2uCTTz6p9u0TUd3hgI2I6szIkSOxfv168/v169dj5MiRGDFihHl5UVERtmzZYg7YioqK8Nxzz2H37t1YtmwZUlJSMGXKFACAxWLBzTffjP/7v/8TbmfRokUYPHgwOnbsCMMwcMUVV+DUqVNYuXIlduzYgb59+2LUqFE4c+ZMmdv54Ycf4sknn8QLL7yAvXv34sUXX8RTTz2Ff//738J6Tz75JGbOnIldu3ahS5cu+Mtf/mJO+W7evBnTpk3D3/72N+zatQujR4/GCy+8YP7uTTfdhEceeQQXXnghUlNTkZqaiptuusn8+TPPPIMbb7wRe/bswfjx4zFp0qRyt9dT69atw++//474+HjMmzcPc+bMwZVXXommTZvip59+wrRp0zBt2jScOHGiTm6fiGrAICKqIx988IHRsGFDw+FwGFlZWYbNZjNOnz5tfPHFF8aQIUMMwzCMjRs3GgCMw4cPl3kd27ZtMwAY2dnZhmEYxs6dOw1N04yjR48ahmEYLpfLiI6ONt5++23DMAxj7dq1Rnh4uFFQUCBcT2xsrPH+++8bhmEYs2fPNnr37m3+rG3btsaiRYuE9Z977jlj8ODBhmEYRkpKigHA+Oijj8yf//LLLwYAY+/evYZhGMZNN91kXHHFFcJ1TJo0yWjcuLH5/fm36wbAmDVrlvl9Tk6OoWma8d1335XZxDAMIyYmxvjnP/8pXFbW9f/zn/80YmJizO8nT55sxMTEGC6Xy7ysa9euxrBhw8zvnU6n0bBhQ2Px4sXCdS1YsEDYHyKqPzzCRkR1Ji4uDrm5uUhMTMSmTZvQpUsXREVFYcSIEUhMTERubi42bNiAdu3aoWPHjgCApKQkXH311YiJiUFYWBhGjhwJADh+/DgAoE+fPujWrRsWL14MANi4cSPS0tJw4403AgB27NiBnJwcNGvWDI0aNTK/UlJScPjwYWkb//jjD5w4cQJ33nmnsP7zzz8vrd+rVy9zuVWrVgBgTtfu378fF198sbD++d9XpPR1N2zYEGFhYeZ117YLL7wQFkvJ03+LFi3Qs2dP83ur1YpmzZrV2e0TUfXZvL0BROS/OnXqhDZt2mD9+vXIyMjAiBEjABS/gL1Dhw7YvHkz1q9fj0svvRQAkJubizFjxmDMmDH4/PPPERkZiePHj+Pyyy9HUVGReb2TJk3CokWL8Nhjj2HRokW4/PLL0bx5cwDFr3Nr1aqV8No5t7LekkLXdQDF06IDBw4Ufma1WoXv7Xa7uex+ob/79w3DkF78bxhGpY3Kum739buv2xMul6tKt1VXt09EtYMDNiKqU3FxcdiwYQMyMjLw97//3bx8xIgRWLVqFbZu3Yrbb78dALBv3z6kp6fj5ZdfRtu2bQFAOMvU7ZZbbsGsWbOwY8cOfPXVV3j33XfNn/Xt2xenTp2CzWYTXmxfnhYtWiA6OhpHjhzBpEmTaryf3bp1w7Zt24TLzt/2oKCgMgdQten06dPC9+4TMYjIt3FKlIjqVFxcHH788Ufs2rXLPMIGFA/YPvzwQxQUFJgnHLRr1w5BQUH417/+hSNHjmDFihV47rnnpOvs0KEDhgwZgjvvvBNOpxNXX321+bPLLrsMgwcPxsSJE7Fq1SocPXoUCQkJmDVrVpmDP6D47MqXXnoJb7zxBg4cOICff/4ZCxYswLx586q8nw888ABWrlyJefPm4eDBg3j//ffx3XffCUfd2rdvj5SUFOzatQvp6ekoLCys8vVX1alTp/Dss8/iyJEjWLJkCT777DNkZGRg3759tX5bRFR/OGAjojoVFxeH/Px8dOrUCS1atDAvHzFiBLKzsxEbG2seTYuMjMTChQvx3//+FxdccAFefvllvPbaa2Ve76RJk7B7925ce+21CA0NNS/XNA0rV67E8OHDcccdd6BLly64+eabcfToUeH2S5s6dSo++ugjLFy4ED179sSIESOwcOFCdOjQocr7eckll+C9997DvHnz0Lt3b3z//fd46KGHEBISYq5z3XXXYezYsYiLi0NkZKT5Orza1KNHDxw4cAAXXnghnnrqKXz00UcICgrCzJkza/22iKj+aEZ1XmRBRERVdtddd2Hfvn3YtGlTrV93+/btMWPGDMyYMcO8bM6cOVi2bBl27dpV67cHFL+X3IwZM+rlo7CISMQjbEREteS1117D7t27cejQIfzrX//Cv//9b0yePLnObu/RRx9Fo0aNcPbs2Tq7DbdGjRph2rRpdX47RFQ2nnRARFRLtm3bhrlz5yI7OxsdO3bEm2++ialTp9bJbW3cuBEOhwNA8UdU1TX3Ubvzz5wlovrBKVEiIiIixXFKlIiIiEhxHLARERERKY4DNiIiIiLFccBGREREpDgO2IiIiIgUxwEbERERkeI4YCMiIiJSHAdsRERERIr7f4sT6F6w+PDlAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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u88svv3CjGImJiQgPDzf9YdGuXTv4+fnh559/5tbLzc3Fli1bTFeO1q1bF71798bWrVu5EZ3s7OxS70NnPLH/4YcfRkZGRoVHlnU6Hfr06WO6ovPEiRPc10ury8CBA6HT6VCnTh0MHToUUVFR6Ny5M3r27Kl6GTusY8aMwYULFxAaGlpqfYz7sKKjUi1atMCFCxdQUFBgWnb79u0yr/ytKhqNBowx1fH33XffQZZlblll21dZVTUl2qRJEwAwTW8bMcZw9OhReHl5oW7duqr3rV27Fi4uLpg2bVq568wYw8GDB+Hp6Wk6dsrDxcUFf/zxB8aMGYMXX3wRn3/+ebnfS4g5GmGroIsXL+KXX37BtWvXTD8s5s+fj927d2PdunX46KOPMGrUKLz88suYMWMGhg4divj4eKxYsQJA0WiG+eX8xDbExMRAkiQARb9wt27dir1792LSpEmmkZqSPPDAA/jf//6HBQsWYPDgwTh//jwWLlyIgIAA0/YA4D//+Q/WrVuH2bNn4/z58xg6dCgURcG///6L9u3bc6NLRi+99BLq1auHZ599Fjk5Ofjiiy+4UZ6UlBRMmjQJs2bNQmZmJhYsWAAXFxdTB0+r1WLp0qWYNm0aHnjgATz33HMoKCjAsmXLkJGRwd35/X//+x9Gjx6NESNG4NVXX4Usy1iyZAnq1q1b4mhN27ZtMXr0aPz1118YMGBAqefZmVu9ejVCQ0Mxbtw4NG/eHHq9Ht9//z0AqM4v0+l0GDFiBF555RUoioIlS5YgKysLH3zwgWmdzz//HAMGDMDAgQPx3//+Fy1atEB2djbi4+Px559/mjpo8+bNw6ZNmzBhwgS8+eab6N27N/Lz83Hw4EE88MADGDp0KNzc3ODv74/t27fj/vvvh7e3Nxo0aHDP7+UnnngC33zzDR5//HHMmjULt2/fxtKlS+Hu7n7PPCzl7u6OQYMGYdmyZaa6Hjx4EGvXrlWNdgYGBgIA1qxZAzc3N7i4uCAgIKBCHZOKML/nmSWaN2+OyZMnY82aNXB2dsbYsWNRUFCAH374AYcPH8b//vc/1cjn9evXsXv3bkydOhVeXl4lbnfChAno0qULunbtivr16+P69etYv349Dh48iK+//rrCt/ZwdnbGtm3b8NBDD2HevHlQFAUvv/xypdtNaimrXe5gIwCwbdu2mf7922+/MQCsbt263MvBwYE98sgjjDHGFEVhr7/+OnNxcWE6nY55eXmx999/nwFg//77r5VaQiqjpKtEPTw8WNeuXdny5cuZXq/n1kexKwkLCgrY/PnzmZ+fH3NxcWHdu3dnf/zxh+oqQcYYy8/PZ++99x5r06YNc3JyYvXr12fDhg1j4eHh3PbnzJnDve+XX35hDg4O7KmnnmKyLJuuEt24cSN78cUXmY+PD3N2dmYDBw5kx44dU7Xxjz/+YH369GEuLi6sbt267P7772eHDx9Wrbdjxw7WuXNn5uTkxJo3b84+/vhj0xWSJVm/fj0DwH799dd7xcwYY+zIkSNs0qRJzN/fnzk7O7P69euzwYMHsx07dpjWMV5NuWTJEvbBBx+wpk2bMicnJ9atWze2Z88e1TYTEhLY008/zfz8/JijoyPz8fFh/fr1Yx9++CG3Xnp6OnvppZdY8+bNmaOjI2vYsCEbN24cO3funGmdv//+m3Xr1s10NaLxCkZjBrdu3SqxXT/88ANr3749c3FxYR06dGCbNm0q9SrRZcuWce817svff/+dW248LiMjI8vM9Nq1a+yhhx5iXl5ezM3NjY0ePZrFxMQwf39/1RWYK1asYAEBAUyn0zEAbN26dWVu26gyV4lWpfz8fLZs2TLWuXNn5ubmxry9vVnfvn3Zjz/+WOJVyYsWLWIAWGhoaKnbXLJkCevVqxfz8vJiOp2O1a9fn40aNYrt3LmzXHUqLZOCggI2fvx4BoB98skn5W8kIYwxDWPlOPOzFtNoNNi2bRsmTpwIoOhGi9OmTcOZM2eg0+m4devVq8edDC3LMm7cuAEfHx/s27cPY8eOxc2bN9GwYcOabAIhVmG80vTy5ctVdv+py5cvIyAgAMuWLcP8+fOrZJuEEGILaEq0grp16wZZlpGSkoKBAweWua5Op4Ofnx+AovOJgoKCqLNG7FpBQQFOnDiBiIgIbNu2DcuXL6ebhRJCSBWgDlsJcnJyEB8fb/p3QkICTp48CW9vb7Rt2xbTpk3Dk08+iU8//RTdunVDamoqQkND0alTJ4wdOxapqanYvHkzhgwZAr1ej3Xr1uH3338v11VRhNgy45MB3N3d8dxzz9EVcYQQUkVoSrQEBw4cwNChQ1XLjZeYGwwGfPjhh9iwYQOSkpJQv359BAUF4YMPPkCnTp2QmpqK8ePH4/Tp02CMISgoCIsWLUKfPn2s0BpCCCGE2DrqsBFCCCGECI7uw0YIIYQQIjjqsBFCCCGECI4uOjCjKAquX78ONzc3enwUIYQQQqoVYwzZ2dnlepY0ddjMXL9+Hc2aNbN2NQghhBBSi1y9ehVNmzYtcx3qsJlxc3MDUBRcTTw6prwURcG1a9fQtGnTe/bAawvKhEd5qFEmPMpDjTLhUR5q1Z1JVlYWmjVrZup/lIU6bGaM06Du7u5CddgkSUJWVhbq1atX4WfY2SvKhEd5qFEmPMpDjTLhUR5qNZVJeU7Dott6mMnKyoKHhwcyMzOF6rARQgghxP5UpN9BY542QJZlxMfHQ5Zla1dFGJQJj/JQo0x4lIcaZcKjPNREyoQ6bDaAMYb09HTQYOhdlAmP8lCjTHiUhxplwqM81ETKhKZEzZRnaJIxBkmShOhtE0Jqlk6ng4ODA932hxBSJSoyJSrsWYVhYWFYtmwZjh8/juTkZGzbtg0TJ04s8z0HDx7EK6+8gjNnzqBJkyZ4/fXXMXv27CqrU2FhIZKTk5GXl1dl2ywPYyeRflHcRZnwKA+16sqkTp06aNy4MZycnKpsmzVBlmXExcWhTZs20Ol01q6OECgTHuWhJlImwnbYcnNz0aVLFzz11FN46KGH7rl+QkICxo4di1mzZuHHH3/E4cOH8fzzz8PHx6dc778XRVGQkJAAnU6HJk2awMnJqcZ+MTLGoNfr4eLiQr+M76BMeJSHWlVnwhhDYWEhbt26hYSEBLRp08bmbn2Qn59v7SoIhzLhUR5qomRiE1OiGo3mniNsb7zxBnbs2IHY2FjTstmzZ+PUqVM4cuRIuT6nrKFJvV6PhIQE+Pv7o06dOpVqByHE9uXl5SExMREBAQFwcXGxdnUIITasVl4leuTIEYwcOZJbNmrUKBw7dgwGg6HE9xQUFCArK4t7ATCdnybLMldmjEGr1YIxZjoBsTxlRVHKLDPGVGXjNozL8/LyuOUV+fzqKFvappLKFf38vLw80zJ7aJOldS8pD1tuU1Xsp+LfN1XRJo1GYyoX/xlhLJuf5ypJkumzSisbDAaubNy+scwYU5WN9TKWFUXhypIkcWVZlnH69GkUFBSY6mtcp7R2iN6m4uWKtqmwsBCnT582vc8e2mTJftLr9aY87KVNlu6n4t831dGm8rKbDtuNGzfg6+vLLfP19YUkSUhNTS3xPYsXL4aHh4fpZXwsVUxMDAAgNjbWNGJ3/vx5087Iy8sz7bzc3FwUFhYCAHJyckw7Ozs727R+dna2acdkZWWZDqSsrCzTAVO8DBQdDMYyY0XPGwOKdrSxbDAYkJOTA6Doh09ubi6Aos6o8Vw7vV5vGtLV6/XQ6/UAioZ5jWVrtEmW5Uq3qaCgwFQXe2mTJfspNzfXVF97aVNV7Cfj8qpsU0FBgale5j8joqOjERcXBwCIiopCQkICACAiIgJXr14FAISHhyM5ORlA0Xm6xp9NoaGhyMjIAACEhISY6hMcHAy9Xg9JkhAcHAxJkqDX6xEcHGzKIiQkBACQkZGB0NBQAEBqairCwsIAAMnJyQgPDzetf/z4cQBFp5FERUUBAOLi4hAdHW2Tbbp69SoiIiIq1aaTJ08iMzPTrtpkyX7at2+f6di2lzZVxX7Kz8/HP//8U21tKi+7mRJt27YtnnrqKbz11lumZYcPH8aAAQOQnJyMRo0aqd5TUFBg+kUB3H1ERFpaGry8vEy/FHQ6HXJzc5GYmIiWLVvC2dnZVK+S/uouXlYUBRqNptQyUNQhMy+bj+SVVK7I51dHmdpEbaqtbcrPz0dCQgJatmwJR0dHAEU/I8x/XkiSBI1GYyprtVpotdpSywaDATqdzlQ2XihhLAMwXUBhLDs6OoIxZiorigJZlk1lRVHg4OBQatk4a2Asl9QOahO1idpUvW3Kzc2tfVOijRo1wo0bN7hlKSkpcHBwQP369Ut8j7Ozs+kxVOaPozJeCaLT6biy8ReA8RdEectarbbMskajUZWN2zD+QsnPz6/051dH2dI2lVQ2/5z33nsPzz77bKmfDxT91WP8xWwLbarOcml5VKZNBw4cgFarNY1GldSm999/H926dauR9q1fvx5eXl4VbpMxE/Pt3Ws/TZkyBZ999lm561j8Z4Sx7ODgwJWNn1Va2dHRkSsbt28sazQaVdlYF2NZq9VyZeMvI2NZlmWcOnWKq7txndLaIXqbipcr2iaNRoPo6GjIsmw3bbJkP2m1Wpw8edLUUbGHNlm6n4p/31RHm8rLbjpsQUFB2Lt3L7csJCQEPXv2NO0AW2b+i7kiJEnCu+++i4CAALi6uqJly5ZYuHChaRrJuO2SXsuWLTOt89xzz6FVq1ZwdXWFj48PJkyYgHPnzpX52TNmzFCNim7evBkuLi5YunRpqe+7efMmPv/8c7z99ttlbr+imSQlJeHxxx9H/fr1UadOHXTt2tU0PQQUjcS8//77aNKkCVxdXTFkyBCcOXOG20ZBQQFeeOEFNGjQAHXr1sWDDz6Ia9eulfm5OTk5ePTRR9G4cWM8+uijpmk2oxs3buCFF14wjd42a9YM48ePx759+yrUvsoeI9Zy4MABaDQa09RFaaZOnYoLFy5U6jMqmsl7772HRYsWmTqr9sbV1dXaVRAOZcKjPNREyUTYDltOTg5OnjyJkydPAiiaHz558iSuXLkCAHjrrbfw5JNPmtafPXs2EhMT8corryA2Nhbff/891q5di/nz51uj+lVKo9HA1dW1Ur+QlyxZgtWrV+Orr75CbGwsli5dimXLluHLL780rZOcnMy9vv/+e2g0Gu52KD169MC6desQGxuLPXv2gDGGkSNHVuikye+++w7Tpk3DV199hddff73U9dauXYugoCC0aNGi1HUqmkl6ejr69+8PR0dH/PXXXzh79iw+/fRTeHp6mtZZunQpli9fjq+++gqRkZFo1KgRRowYYTr/AQDmzZuHbdu24ddff8U///yDnJwcPPDAA2XmsGLFCtSrVw8hISGoU6cOVqxYYfra5cuX0aNHD4SGhmLp0qU4ffo0du/ejaFDh2LOnDnlaltJeRiH9u2Bq6srGjZsWOrXS7uoqDLfN507d0aLFi3w008/VbieotPpdLjvvvusfi8pkVAmPMpDrVCGOJkwQe3fv58BUL2mT5/OGGNs+vTpbPDgwdx7Dhw4wLp168acnJxYixYt2KpVqyr0mZmZmQwAy8zMVH0tPz+fnT17luXn5zPGGFMUheUWGGrklaMvZClpmSxHX8hyCwxMUZRyt2ncuHHs6aef5pZNnjyZPf7446W+Z8KECWzYsGFlbvfUqVMMAIuPjy91nenTp7MJEyYwxhhbsmQJc3Z2Zps3b75nnTt16sS++uqrMtdRFIXl5ORwWZSVyxtvvMEGDBhQ5vYaNWrEPv74Y9MyvV7PPDw82OrVqxljjGVkZDBHR0f266+/mtZJSkpiWq2W7d69u9Rtv/rqq2zJkiWMsaIcXnvtNdPXxowZw/z8/FhOTo7qfenp6aVus7jQ0FAGgP3111+sR48ezNHRkYWGhjJFUdiSJUtYQEAAc3FxYZ07d2a///47995du3axNm3aMBcXFzZkyBC2bt06BqDMz1+wYAHr0qUL27BhA/P392fu7u5s6tSpLCsry7SOXq9nL7zwAvPx8WHOzs6sf//+LCIigjHGWEJCQqnf28WtW7eOeXh4qD577dq1LCAggGk0GqYoCktMTGQPPvggq1u3LnNzc2NTpkxhFy9eNB0X5akzY4y9//77bODAgaW2vfjPAlthMBhYREQEMxgM1q6KMCgTHuXBi03OZIELdrN534eywsLCavmMsvodxQl749whQ4aYTvQtyfr161XLBg8ejBMnTlRjre7KN8jo8N6eGvms4s4uHIU6TuXbdQMGDMDq1atx4cIFtG3bFqdOncI///zDjfKYu3nzJnbt2oUffvih1G3m5uZi3bp1CAgIMF1ZW5Y333wTX3/9NXbu3Inhw4eXuW56ejpiYmLQs2dPbnl2djY+/vhj7N69Gzk5ORg4cCAefvhhDBgwAFeuXMFnn32GefPmoWPHjiVud8eOHRg1ahSmTJmCgwcPws/PD88//zxmzZoFoGgE98aNG9ytYZydnTF48GCEh4fjueeew/Hjx2EwGLh1mjRpgsDAQISHh2PUqFElfvbcuXNx//3345133kHr1q3x999/AwDS0tKwe/duLFq0CHXr1lW9z3z0r7zeeOMNfPLJJ2jZsiU8PT3x7rvvYuvWrVi1ahXatGmDsLAwPP744/Dx8cHgwYNx9epVTJ48GbNnz8Z///tfHDt2DK+++mq5PuvixYv4448/sHPnTqSnp+ORRx7Bxx9/jEWLFgEAXn/9dWzZsgU//PAD/P39sXTpUowaNQrx8fFo1qwZtmzZgoceegjnz5+Hu7t7haYd4uPj8dtvv2HLli2mv3wnTpyIunXr4uDBg5AkCc8//zxmzJiBgwcPlrvOANC7d28sXrwYBQUFpguM7IFGo+HOBSSUSXGUB2/l/ovI1ku4XegqxE2yhe2wkarxxhtvIDMz0zSkK8syFi1ahP/85z8lrv/DDz/Azc0NkydPVn1t5cqVeP3115Gbm4v77rsPe/fuvefjef766y9s374d+/btw7Bhw+5Z38TERDDG0KRJE275xx9/jFu3bmHZsmXIy8vDzp07MW3aNKSlpcHd3R2zZs1Cq1atSt3upUuXsGrVKrzyyit4++23ERERgRdffBHOzs548sknTReslHRrmMTERABF55o5OTnBy8tLtU7xC17MtWjRAnFxcUhJSYGvr6/ph2F8fDwYY7jvvvvumcu9GLe5cOFCjBgxAkBRx3r58uUIDQ1FUFAQAKBly5b4559/8M0332Dw4MFYtWoVWrZsic8++wwajQbt2rXD6dOnsWTJknt+pqIoWL9+Pdzc3AAATzzxBPbt24dFixYhNzcXq1atwvr16zFmzBgAwLfffou9e/di7dq1eO211+Dt7Q0AaNiwYYU7p4WFhdi4cSN8fHwAAHv37kV0dDQSEhJMf0Rs3LgRHTt2xLFjx9CrV6971tnIz88PBQUFuHHjBvz9/StUL5HpdDq0bt3a2tUQCmXCozzuSkjNxc7o6wCAN8Z3EWJKlDpsleTqqMPZhSWPqFQ1xhhyc/NQt26dovNyHMt/4GzatAk//vgjfv75Z3Ts2BEnT57EvHnz0KRJE0yfPl21/vfff49p06aVeAf3adOmYcSIEUhOTsYnn3yCRx55BIcPHy7zbu+dO3dGamoq3nvvPfTq1cv0i7I0xnt2Fd/ma6+9Bk9PT1y7dg2KomDcuHFYunQp8vPz0bBhQ9O9sUqri6Io6NmzJz766CMAQLdu3XDmzBmsWrWKOxey+F+WzOz2EKUpzzparVZ1axlmdqsISxm31aNHD9Oys2fPQq/XmzpwRoWFhejWrRuAonsE9e3bl6uDsXNnVK9ePVP58ccfx+rVqwEUdUTN92fjxo2RkpICoGgky2AwoH///qavOzo6onfv3tzTSCrL39/f1FkztqNZs2bciG/79u3h6emJs2fPmjpsZdXZyDjSV9PPDK5ukiQhIiICvXv3Nl3NVttRJjzK465VB+KhMGBoOx9kXj4DqaH1M6nde8QCGo2m3NOSlmKMwQEucHKq+EOsX3vtNbz55pt49NFHAQCdOnVCYmIiFi9erOqwHTp0COfPn8emTZtK3JbxBsNt2rRB37594eXlhW3btpU6WgcUjVZs2bIFQ4cOxejRo7F79+4yO20NGjQAUDQ1av4LOT09HZMmTcKBAwcAAIGBgXjmmWcwfPhwREVF4a233sLGjRsRGBhY4nYbN26MDh06cMvat2+PLVu2AICpM3Xjxg00btzYtI5xVMy4TmFhIdLT07lRtpSUFPTr16/UNpWmTZs20Gg0iI2NLfMegxVhPrVqvBJ4165d8PPz49YzTvWVddqBkfHCHwDcfYKKX32t0Wi4pwcYl5krT+e2PIpPIZe23eLLy6qzUVpaGgBwx5890Gq18PPzE2JqRxSUCY/yKJKUkY+tJ5IAAHOGtoKPJkeITKxfA3JPGo0Gzs7OlfpFl5eXpzrQdDqd6pcUUHR1Zo8ePdClS5dybZsxxt14uDTNmzfHwYMHkZKSgpEjR5Z5y4RWrVrB3d0dZ8+e5ZZv3LgRI0eOxMWLFxEdHY1p06Zhw4YN6N27N1577TU888wzqg6Zuf79++P8+fPcsgsXLpimvAICAtCoUSPu1jCFhYU4ePCgqTPWo0cPODo6cuskJycjJiamUh02b29vjBo1Cl9//bXqVh8A7nm7C3Pm9wgz6tChA5ydnXHlyhW0bt2aexlHojp06ICjR49y2yr+b/P3lXW1ZvH3ODk5me4ODhRdzXns2DG0b98eAEzT6RV9PEtJOnTogCtXrpjugA4UjbplZmaWeVyUJCYmBk2bNjX98WAvtFot/P39hfjFIwrKhEd5FPnm4EVICkO/VvXRs0V9YTKxfg3IPTFW9Fiq8oyGFDd+/HgsWrQIu3btwuXLl7Ft2zYsX74ckyZN4tbLysrC77//jpkzZ6q2cenSJSxevBjHjx/HlStXcOTIETzyyCNwdXXF2LFjy1WPpk2b4sCBA7h9+zZGjhxpehxMcVqtFsOHD+d+0QPA22+/jbfeegstW7ZEp06d8MYbb+DgwYPIzc3F6dOnMXfu3DK/oV5++WUcPXoUH330EeLj4/Hzzz9jzZo1pltnaDQazJs3Dx999BG2bduGmJgYzJgxA3Xq1MFjjz0GoGiE8ZlnnsGrr76Kffv2ISoqCo8//jg6dep0z4spSrNy5UrIsozevXtjy5YtiIuLQ2xsLL744gvV1GRZjMeG+THi5uaG+fPn4+WXX8YPP/yAixcvIioqCl9//bXpopLZs2fj4sWLeOWVV3D+/Hn8/PPPJV7QU1F169bFf//7X7z22mvYvXs3zp49i1mzZiEvLw/PPPMMgKJpTY1Gg507d+LWrVumR0JVxvDhw9G5c2dMmzYNJ06cQEREBJ588kkMGDCAmyYuj0OHDqmeS2wPJElCWFiY3dzupSpQJjzKA0jJ1uPXyKI//OYObS1WJlV9iaotq8htPWqSoiisoKCgQrfzMMrKymIvvfQSa968OXNxcWEtW7Zk77zzDisoKODW++abb5irqyvLyMhQbSMpKYmNGTOGNWzYkDk6OrKmTZuyxx57jJ07d67Mzza/rYfR9evXWbt27VivXr1KvW3E7t27mZ+fH5NludRtVyaTP//8kwUGBjJnZ2d23333sTVr1qi2uWDBAtaoUSPm7OzMBg0axE6fPs2tk5+fz+bOncu8vb2Zq6sre+CBB9iVK1fKXYeSXL9+nc2ZM4f5+/szJycn5ufnxx588EG2f/9+0zol3cbGnPG2Hmlpaao2ff7556xdu3bM0dGR+fj4sFGjRrGDBw+a1vnzzz9Z69atmbOzMxs4cCD7/vvvy31bD3OfffYZ8/f3N/07Pz+fvfDCC6xBgwaq23oYLVy4kDVq1IhpNJoK39ajuJJu63HlyhXVbT3uVWd3d3d25MiRUttuq7f1kGWZXbt2rczvq9qGMuFRHox9tOss839jJ5v49T9MUZRqz6Qit/WwiWeJ1pSsrKxSn+ml1+uRkJCAgICAMk+yJ5ZjjKFv376YN29emefH1SZDhgzBkCFD8P7771u7Knbt66+/xvbt200PgC4J/SwgxD6l5xZiwJJQ5BbK+H5GTwy7z/feb7JQWf2O4mhK1AYwxpCVlVWpKVFbpNFosGbNmjKHoGtTJtnZ2bh48WKZT+2oTXmUV2UycXR05J4CYk8kSUJoaKgYUzuCoEx4tT2PdeGXkVsoo0NjdwxtV3S+rkiZ0FWiNkKUZ5nVlC5dutzz4ofakombmxt3Mn1pakseFVHRTJ599tlqqon1abVaBAYGCnHytCgoE15tziNbb8D6wwkAgDlDW3MPexclE+qw2QCNRmMXD7CvSpQJj/JQo0x4Wq223Ff51haUCa825/Hj0SvI0kto6VMXowPv3jNTpEys32Uk96QoCjIzM0u8FUdtRZnwKA81yoRnMBiwZ88eGAwGa1dFGJQJr7bmkV8o47tDlwAAc4a0hk579/ZIImVCHbYKssY5QhqNBnXr1qXnu5mhTHiUh1p1ZWKr5wnqdDr06tVLiEfsiIIy4dXWPH6NvILbuYVo6uWKB7vyj0UUKROaEi0n49RKXl5ejZ8rpNForP5IDNFQJjzKQ626MjE+ssrWplu1Wq3p+a2kCGXCq415FEoK1oQVja7NHtwKjjp+HEukTOgnfDnpdDp4enqanjtYp06dGhvNUBQFOTk5qFevnhAnPoqAMuFRHmpVnQljDHl5eUhJSYGnp6cQf3FXhMFgQEhICEaOHGlznc3qQpnwamMeW09cQ3KmHr7uzni4R1PV10XKhO7DZuZe90NhjOHGjRsVemRQVVEUhX4RF0OZ8CgPterIxNPTE40aNbK56Wd254kpbm5uNlf36kKZ8GpbHpKsYNinB3ElLQ/vjmuPmQNbqtap7kwqch82GmGrAI1Gg8aNG6Nhw4ZCnIBICKlZjo6ONjeyZqTRaO75C6G2oUx4tS2PndHJuJKWB++6TnisT/MS1xEpE+qwVYJOp6vRH9oGgwHBwcEYO3as1YdkRUGZ8CgPNcqER3moUSa82pSHojB8vT8eAPB0/xao41Ryd0ikTGhK1ExFhiZrEmMMer0eLi4utWKYujwoEx7loUaZ8CgPNcqEV5vy2B1zA7N/PA43FwccfnMY3F1K7oxVdyb0aCo7RFcAqlEmPMpDjTLhUR5qlAmvNuTBGMNX++MAANODWpTaWTMSJRPqsNkASZIQHBwsxLPMREGZ8CgPNcqER3moUSa82pLHwQu3EJOUBVdHHZ4eEFDmuiJlQlOiZkSeEpUkCQ4ODnY/TF1elAmP8lCjTHiUhxplwqsNeTDGMGX1ERxLTMfMAQF494EO91y/OjOhKVE7JELvXjSUCY/yUKNMeJSHGmXCs/c8/k1Iw7HEdDjptJg1SH0bj5KIkgl12GyAJEkICQkR5qARAWXCozzUKBMe5aFGmfBqQx7GK0On9GwKX3eXe64vUiY0JWpG1ClRQgghhFjm1NUMTPj6MHRaDQ7MH4Jm3nWsXSWaErU3jDFkZWXZ7EOnqwNlwqM81CgTHuWhRpnw7D2Pr+6Mrk3s6lfuzppImVCHzQZIkoRDhw4JMSQrCsqER3moUSY8ykONMuHZcx7nbmRh79mb0GiA54e2Kvf7RMqEpkTN0JQoIYQQYn9e+CUKf566jnGdGuPrad2tXR0TmhK1M4qiIC0tDYqiWLsqwqBMeJSHGmXCozzUKBOeveaRkJqLXdHXAQBzhrau0HtFyoQ6bDZAlmVERkZClmVrV0UYlAmP8lCjTHiUhxplwrPXPFYdiIfCgPvva4gOTSo2eyZSJjQlaoamRAkhhBD7cS09D0OWHYCkMGx9vh+6N/eydpU4NCVqZxRFQUpKihBDsqKgTHiUhxplwqM81CgTnj3msSbsEiSFoV+r+pXqrImUCXXYbICiKIiJiRHigBEFZcKjPNQoEx7loUaZ8Owtj5RsPX6NvAoAmDusYueuGYmUCU2JmqEpUUIIIcQ+fBQcizVhl9C9uSe2/LefkM9HpSlRO6MoCpKSkoTo4YuCMuFRHmqUCY/yUKNMePaUR3puIX48mgigaHStsp01kTKhDpsNUBQFFy9eFOKAEQVlwqM81CgTHuWhRpnw7CmPdeGXkVcoo0Njdwxt17DS2xEpE5oSNUNTooQQQohty9Yb0P/jUGTpJayc1h1jOzW2dpVKRVOidkZRFCQmJgrRwxcFZcKjPNQoEx7loUaZ8Owlj41HE5Gll9DKpy5Gd2xk0bZEyoQ6bDZApDl0UVAmPMpDjTLhUR5qlAnPHvLIL5Sx9lACAOD5Ia2h1Vp2oYFImdCUqBmaEiWEEEJs17rDCfjgz7No5u2K0FeHwFEn9rgUTYnaGVmWER8fL8SjMURBmfAoDzXKhEd5qFEmPFvPo0CS8c3BSwCA2YNbVUlnTaRMqMNmAxhjSE9PBw2G3kWZ8CgPNcqER3moUSY8W89j64kk3MjSw9fdGQ/3aFol2xQpE5oSNUNTooQQQojtkWQFwz49iCtpefi/BzrgmQEB1q5SudCUqJ2RZRnnzp0TYkhWFJQJj/JQo0x4lIcaZcKz5Tx2RifjSloevOs64T+9m1XZdkXKhDpsNiI/P9/aVRAOZcKjPNQoEx7loUaZ8GwxD0Vh+Hp/PADgmQEBqOPkUKXbFyUTmhI1Q1OihBBCiG3ZHZOM2T+egJuLAw6/OQzuLo7WrlK50ZSonZFlGTExMUIMyYqCMuFRHmqUCY/yUKNMeLaYB2MMX90ZXZvRr0WVd9ZEyoQ6bIQQQgixSQcv3EJMUhZcHXV4qr9tXGhQWTQlaoamRAkhhBDbwBjDlNVHcCwxHTMHBODdBzpYu0oVRlOidkaWZURFRQkxJCsKyoRHeahRJjzKQ40y4dlaHkcvpeFYYjqcHLSYNahltXyGSJlQh81GuLq6WrsKwqFMeJSHGmXCozzUKBOeLeXx1f44AMDUns3g6+5SbZ8jSiY0JWqGpkQJIYQQ8R1PTMdDq8LhoNXgwGtD0NSrjrWrVCk0JWpnJElCZGQkJEmydlWEQZnwKA81yoRHeahRJjxbysN437XJ3f2qtbMmUibUYbMBGo0GXl5e0Gg01q6KMCgTHuWhRpnwKA81yoRnK3nEJGUi9FwKtBrg+SGtq/WzRMqEpkTN0JQoIYQQIrb//ngcf8XcwMSuTbDi0W7Wro5FaErUzkiShPDwcCGGZEVBmfAoDzXKhEd5qFEmPFvI48LNbPwVcwMAMGdo9Y6uAWJlQh02G6DVauHn5wetlnaXEWXCozzUKBMe5aFGmfBsIQ/juWtjAhuhja9btX+eSJnQlKgZmhIlhBBCxJSQmov7Pz0AhQE7XxiAQD8Pa1fJYjQlamckSUJYWJgQQ7KioEx4lIcaZcKjPNQoE57oeaw6EA+FAcPua1hjnTWRMqEOmw3QarVo1aqVEEOyoqBMeJSHGmXCozzUKBOeyHlcS8/D1hNJAGrm3DUjkTJxsHYFyL0Z59DJXZQJj/JQo0x4lIcaZcITOY9vDl6CpDD0b10fPfy9auxzRcrE+l3GMqxcuRIBAQFwcXFBjx49cOjQoTLX/+mnn9ClSxfUqVMHjRs3xlNPPYXbt2/XUG2rjyRJCA0NFWJIVhSUCY/yUKNMeJSHGmXCEzWPm1l6bDp2FQAwd2ibGv1skTIRtsO2adMmzJs3D++88w6ioqIwcOBAjBkzBleuXClx/X/++QdPPvkknnnmGZw5cwa///47IiMjMXPmzBquedXTarUIDAwUYkhWFJQJj/JQo0x4lIcaZcITNY9vwy6hUFLQ098LfVt61+hni5SJsFeJ9unTB927d8eqVatMy9q3b4+JEydi8eLFqvU/+eQTrFq1ChcvXjQt+/LLL7F06VJcvXq1XJ9JV4kSQggh4ridU4ABS/Yj3yDjh6d7Y3BbH2tXqUrZ/FWihYWFOH78OEaOHMktHzlyJMLDw0t8T79+/XDt2jUEBweDMYabN29i8+bNGDduXKmfU1BQgKysLO4FALIsm/5fUlmSJK6sKEqZZYPBwJWNfWRjmTGmKgMwlQ0GA3bv3o38/HwAgKIopuHZ0sqyLHNl0dpkrK95uSJt0uv12L17NwwGg920yZL9lJ+fb8rDXtpk6X4qLCzE7t27kZeXZzdtsmQ/Ff85Yg9tsnQ/mf8csZc2WbKf8vLyTHmI0qa1/yQg3yCjk587BrVpUOP7qby/fy3ZT+UlZIctNTUVsizD19eXW+7r64sbN26U+J5+/frhp59+wtSpU+Hk5IRGjRrB09MTX375Zamfs3jxYnh4eJhezZo1AwDExMQAAGJjYxEbGwsAiI6ORlxcHAAgKioKCQkJAICIiAjTCF54eDiSk5MBAGFhYUhNTQUAhIaGIiMjAwAQEhKC7OxsAEBwcDD0ej0kSUJwcDAkSYJer0dwcDAAIDs7GyEhIdDpdLjvvvsQFhZmysdYTk5ONnVir169ioiICABAQkICoqKiAABxcXGIjo4Wqk0AkJGRgdDQ0Eq1KSEhAZ6entDpdHbTJkv2U2RkJAICAqDT6eymTZbuJ8YYunTpgr1799pNmyzZTzqdDs2bN+e+h2y9TZbup+joaDRp0gQ6nc5u2mTJftq/fz86duwInU4nRJtOxJzDhiOJAICHO9SDRqOp8f2k0+nQpk0bUzuqYz+Vl5BTotevX4efnx/Cw8MRFBRkWr5o0SJs3LgR586dU73n7NmzGD58OF5++WWMGjUKycnJeO2119CrVy+sXbu2xM8pKChAQUGB6d9ZWVlo1qwZ0tLS4OXlZer96nQ6rixJEjQajams1Wqh1WpLLRsMBuh0OlPZwcEBGo3GVAaKetvmZUdHRzDGTGVFUSDLsqmsKAocHBxKLcuyDMaYqVxSO6hN1CZqE7WJ2kRtErVNX4bGY8W+eLTzrYedc/vD0dHB5ttUfD/l5uaW/1QsJqCCggKm0+nY1q1bueUvvvgiGzRoUInvefzxx9nDDz/MLTt06BADwK5fv16uz83MzGQAWGZmZuUqXk0KCwvZzp07WWFhobWrIgzKhEd5qFEmPMpDjTLhiZRHtt7AOr+/h/m/sZPtOJlktXpUdyYV6XcIOSXq5OSEHj16mKYyjPbu3Yt+/fqV+J68vDzVVRw6nQ4ATPPXtsrBwQEDBw40/TVAKJPiKA81yoRHeahRJjyR8vjxaCIy8w1o2aAuxnZqbLV6iJSJ9WtQildeeQVPPPEEevbsiaCgIKxZswZXrlzB7NmzAQBvvfUWkpKSsGHDBgDA+PHjMWvWLKxatco0JTpv3jz07t0bTZo0sWZTLKbRaOiq1WIoEx7loUaZ8CgPNcqEJ0oe+YUyvjt0CQDw/NDW0Gk1VquLKJkAgl50AABTp07FihUrsHDhQnTt2hVhYWEIDg6Gv78/gKIT/8zvyTZjxgwsX74cX331FQIDAzFlyhS0a9cOW7dutVYTqozBYMD27dtNV68QyqQ4ykONMuFRHmqUCU+UPH6NvILUnEI09XLFhK7WHXARJRNA0IsOrEXU+7AxxqDX6+Hi4gKNxnp/aYiEMuFRHmqUCY/yUKNMeCLkUSDJGLz0AG5k6bFoUiCm9fG3Sj2MqjsTm78PG1ETYf5cNJQJj/JQo0x4lIcaZcKzdh6bj1/DjSw9Grm74OEeTa1aFyNrZ2JEHTYbYH7PGFKEMuFRHmqUCY/yUKNMeNbOwyArWHWg6GlFzw1uCWcHnVXqYc7amZijKVEzIk+JGu8ZQ8P2RSgTHuWhRpnwKA81yoRn7Tw2H7+G+b+fQoN6Tjj0+jC4Olm/w1bdmdCUqB0SoXcvGsqER3moUSY8ykONMuFZKw9ZYVi5Px4AMHNgSyE6a0aiHCPUYbMBkiQhJCREmINGBJQJj/JQo0x4lIcaZcKzZh7Bp5NxKTUXHq6OeLyvdS80MCfSMUJTomZEnRIlhBBC7JWiMIz5/BDO38zGy8Pb4qXhbaxdpRpDU6J2hjGGrKwsm39iQ1WiTHiUhxplwqM81CgTnrXy+Dv2Js7fzEY9ZwfM6NeiRj/7XkQ6RqjDZgMkScKhQ4eEGJIVBWXCozzUKBMe5aFGmfCskQdjDF+GFp279mSQPzzqONbYZ5eHSMcITYmaoSlRQgghpOYcOJ+CGesi4eKoxeE3hqF+PWdrV6lG0ZSonVEUBWlpaVAUxdpVEQZlwqM81CgTHuWhRpnwajoPxhi+ujO6Nq2Pv5CdNZGOEeqw2QBZlhEZGQlZlq1dFWFQJjzKQ40y4VEeapQJr6bzOHLpNo4lpsNJp8Wzg1rWyGdWlEjHCE2JmqEpUUIIIaRmPLrmCI5eSsOTQf5YOCHQ2tWxCpoStTOKoiAlJUWIIVlRUCY8ykONMuFRHmqUCa8m8/j30m0cvZQGR50Gswe3qvbPqyyRjhHqsNkARVEQExMjxAEjCsqER3moUSY8ykONMuHVZB5fhMYBAKb0bIYmnq7V/nmVJdIxQlOiZmhKlBBCCKlexy6n4eHVR+Cg1eDAa0PQ1KuOtatkNTQlamcURUFSUpIQPXxRUCY8ykONMuFRHmqUCa+m8vjizpWhD/doKnxnTaRjhDpsNkBRFFy8eFGIA0YUlAmP8lCjTHiUhxplwquJPKKupCPswi3otBo8P6R1tX1OVRHpGKEpUTM0JUoIIYRUn6fXRyL0XAoe7tEUn0zpYu3qWB1NidoZRVGQmJgoRA9fFJQJj/JQo0x4lIcaZcKr7jxOX8tE6LkUaDXAnKHij64BYh0j1GGzASLNoYuCMuFRHmqUCY/yUKNMeNWdh/HK0Ald/RDQoG61fEZVE+kYoSlRMzQlSgghhFS9M9czMe6Lf6DRAH+/MhitfOpZu0pCoClROyPLMuLj44V4NIYoKBMe5aFGmfAoDzXKhFedeRifGTq+cxOb6qyJdIxQh80GMMaQnp4OGgy9izLhUR5qlAmP8lCjTHjVlce5G1n4K+YGNBpg7jDbOHfNSKRjhKZEzdCUKCGEEFK15vx8AruikzGuU2N8Pa27tasjFJoStTOyLOPcuXNCDMmKgjLhUR5qlAmP8lCjTHjVkUfczWwEn04GYHuja4BYxwh12GxEfn6+tasgHMqER3moUSY8ykONMuFVdR5f7Y8HY8Cojr5o39g2Z65EOUZoStQMTYkSQgghVePirRyMWH4QCgN2vTgAHZt4WLtKwqEpUTsjyzJiYmKEGJIVBWXCozzUKBMe5aFGmfCqOo+v98dDYcDw9r4221kT6RihDhshhBBCqtTl1FxsP3kdAPDi/bZ37pqIaErUDE2JEkIIIZZ7ffMp/HbsGoa288G6p3pbuzrCoilROyPLMqKiooQYkhUFZcKjPNQoEx7loUaZ8Koqj6tpedh6IgkA8ML9baqialYj0jFCHTYb4erqau0qCIcy4VEeapQJj/JQo0x4VZHHygPxkBSGgW0aoHtzryqolXWJcozQlKgZmhIlhBBCKu9aeh6GfnIABplhy3+D0MPf29pVEhpNidoZSZIQGRkJSZKsXRVhUCY8ykONMuFRHmqUCa8q8lh98CIMMkP/1vXtorMm0jFCHTYboNFo4OXlBY1GY+2qCIMy4VEeapQJj/JQo0x4luaRnJmP3yKvAQBeHGbb564ZiXSM0JSoGZoSJYQQQipnwfYY/HAkEX0CvLHpuSBrV8cm0JSonZEkCeHh4UIMyYqCMuFRHmqUCY/yUKNMeJbkkZyZj18irgIAXhpuH6NrgFjHCHXYbIBWq4Wfnx+0WtpdRpQJj/JQo0x4lIcaZcKzJI+V+y+iUFbQJ8Ab/Vo1qIbaWYdIxwhNiZqhKVFCCCGkYq5n5GPIsgMolBX8MqsvglrVt3aVbAZNidoZSZIQFhYmxJCsKCgTHuWhRpnwKA81yoRX2TxWHohHoaygb0tvu+usiXSMUIfNBmi1WrRq1UqIIVlRUCY8ykONMuFRHmqUCa8yeSRl5GNTZNG5ay8Pb1tdVbMakY4Rh4q+YceOHRX+kBEjRghzp2BbZJxDJ3dRJjzKQ40y4VEeapQJrzJ5fL0/HgaZoV+r+ujT0r5G1wCxjpEKd9gmTpxYofU1Gg3i4uLQsmXLin4UucM4JDto0CA4OFR4l9klyoRHeahRJjzKQ40y4VU0j2vpefj9WNHo2jw7HF0DxDpGKjXGd+PGDSiKUq5XnTp1qrrOtY5Wq0VgYKAQQ7KioEx4lIcaZcKjPNQoE15F8zCOrvVvXR+9A2z/qQYlEekYqXB3cfr06RWa3nz88cfpiksLabVaNGzY0NrVEAplwqM81CgTHuWhRpnwKpLH1bQ8/H6s6KkG9jq6Boh1jFS4y7hu3Tq4ubmVe/1Vq1ahQQP7uSeLNRgMBuzZswcGg8HaVREGZcKjPNQoEx7loUaZ8CqSx9f74yEpDANaN0CvFvY5ugaIdYxYPCFrMBhw48YN5OXlwcfHB97e9rvjrEWn06FXr17Q6XTWroowKBMe5aFGmfAoDzXKhFfePK6m5WHz8aLRtZdH2M9TDUoi0jFSqUnZnJwcfPPNNxgyZAg8PDzQokULdOjQAT4+PvD398esWbMQGRlZ1XWttbRaLby9vYWYQxcFZcKjPNQoEx7loUaZ8Mqbx5ehcZAUhoFtGqCHv30P0oh0jFS4Bp999hlatGiBb7/9FsOGDcPWrVtx8uRJnD9/HkeOHMGCBQsgSRJGjBiB0aNHIy4urjrqXasYDAbs2rVLiCFZUVAmPMpDjTLhUR5qlAmvPHkk3s7FlhNJAOz73DUjkY6RCj+aasqUKXjvvffQqVOnMtcrKCjA2rVr4eTkhJkzZ1pUyZoi6qOpGGPIzs6Gm5sbNBqNtasjBMqER3moUSY8ykONMuGVJ4/Xfj+F349fw6C2PtjwdO8armHNq+5jpCL9DnqWqBlRO2yEEEKItV1OzcX9yw9CVhi2Pd8P3Zp7WbtKNo+eJWpnDAYDtm/fLsSQrCgoEx7loUaZ8CgPNcqEd688vgyNh6wwDGnnU2s6ayIdIxaPsOn1ekRHRyMlJQWKonBfe/DBBy2qXE0TdYSNMQa9Xg8XFxcatr+DMuFRHmqUCY/yUKNMeGXlkZCai/s/PQCFAX/M6Y+uzTytU8kaVt3HSEX6HRbd1mP37t148sknkZqaqvqaRqOBLMuWbJ6YsfYjMUREmfAoDzXKhEd5qFEmvNLy+HJfHBQGDG3nU2s6a0aiHCMWTYnOnTsXU6ZMQXJysuqRVNRZqzqSJCE4OBiSJFm7KsKgTHiUhxplwqM81CgTXml5XLqVgz9O1p4rQ82JdIxYNCXq7u6OqKgotGrVqirrZDUiT4lKkgQHBwcatr+DMuFRHmqUCY/yUKNMeKXl8fKmk9gWlYT772uItTN6WbGGNa+6j5Eau+jg4YcfxoEDByzZBCknEXr3oqFMeJSHGmXCozzUKBNe8TziU3Kw/c7o2kvD7fupBqUR5RixqMP21VdfYevWrZgxYwY+/fRTfPHFF9yLVA1JkhASEiLMQSMCyoRHeahRJjzKQ40y4ZWUx4q/L0BhwPD2DdG5qaf1KmclIh0jFk2Jfvfdd5g9ezZcXV1Rv359brhQo9Hg0qVLVVLJmiLqlCghhBBS02KTszDm80MAgOAXB6JDE/q9WNVqbEr03XffxcKFC5GZmYnLly8jISHB9LK1zprIGGPIysoC3eP4LsqER3moUSY8ykONMuEVz+OzvRcAAOM6N661nTWRjhGLOmyFhYWYOnVqtT0UdeXKlQgICICLiwt69OiBQ4cOlbl+QUEB3nnnHfj7+8PZ2RmtWrXC999/Xy11q0mSJOHQoUNCDMmKgjLhUR5qlAmP8lCjTHjmeURfy0DI2ZvQaoCXa+m5a4BYx4hFU6Ivv/wyfHx88Pbbb1dlnQAAmzZtwhNPPIGVK1eif//++Oabb/Ddd9/h7NmzaN68eYnvmTBhAm7evIkPP/wQrVu3RkpKCiRJQr9+/cr1mTQlSgghhADTv4/AwQu3MLmbH5ZP7Wrt6titGnuW6IsvvogNGzagS5cu6Ny5MxwdHbmvL1++vLKbRp8+fdC9e3esWrXKtKx9+/aYOHEiFi9erFp/9+7dePTRR3Hp0iV4e3tX6jNF7bApioKMjAx4enpW22imraFMeJSHGmXCozzUKBOeMY/4TIZHvjkKnVaD0FcHw79+XWtXzWqq+xipsXPYTp8+jW7dukGr1SImJgZRUVGm18mTJyu93cLCQhw/fhwjR47klo8cORLh4eElvmfHjh3o2bMnli5dCj8/P7Rt2xbz589Hfn5+qZ9TUFCArKws7gXAdNNfWZZLLEuSxJWNj+QqrWwwGLiysY9sLDPGVGUAprIsy4iIiEBBQQGAogPIODxbWlmWZa4sWpuM9TUvV6RNhYWFiIiIMLXBHtpkyX4qKCgw5WEvbbJ0P0mShIiICOj1ertpkyX7qfjPEXtok6X7yfzniL20yZL9pNfrERERgeUh5wEAU3o0RXPvOjbdJkv3U3l//1rSpvKyqMO2f//+Ul+hoaGV3m5qaipkWYavry+33NfXFzdu3CjxPZcuXcI///yDmJgYbNu2DStWrMDmzZsxZ86cUj9n8eLF8PDwML2aNWsGAIiJiQEAxMbGIjY2FgAQHR2NuLg4AEBUVBQSEhIAABEREbh69SoAIDw8HMnJyQCAsLAw0yO7QkNDkZGRAQAICQlBdnY2ACA4OBh6vR6SdPdOynq9HsHBwQCA7OxshISEwNHREb1790ZYWJgpH2M5OTnZ1Im9evUqIiIiAAAJCQmIiooCAMTFxSE6OlqoNgFARkaG6TipaJsuX74MX19fODo62k2bLNlPkZGR6NSpExwdHe2mTZbuJ41Gg8GDB2Pv3r120yZL9pOjoyPat29vaoc9tMnS/XT69Gm0bt0ajo6OdtMmS/bT/v37oWvSAUcT0qHTMMzq38zm22TpfnJ0dET37t1x5MiRamtTeVn88PfqcP36dfj5+SE8PBxBQUGm5YsWLcLGjRtx7tw51XtGjhyJQ4cO4caNG/Dw8AAAbN26FQ8//DByc3Ph6uqqek9BQYGp1wwUDU02a9YMaWlp8PLyMvV+dTodV5YkCRqNxlTWarXQarWllg0GA3Q6nalsvGOysQwU9bbNy46OjqY7LOt0Oty6dQteXl5wcnIyPf7LwcGh1LIsy2CMmcoltcOabXJ0dDQ9wsxYrkibDAYDUlNT4evra/rrydbbZMl+KiwsRFpaGho2bAhFUeyiTZbuJ61Wi9TUVHh6esLZ2dku2mTJftJqtUhJSYG3tzecnJzsok2W7qfSvm9suU2W7Ce9Xo8p3xzF6eRcPNG3ORZOCLT5Nlm6n8r7+7eybcrNza2Zh79XlwYNGkCn06lG01JSUlSjbkaNGzeGn5+fqbMGFJ3zxhjDtWvX0KaN+ioXZ2dnODs7q5brdDru/8XL5g+CLU/Z/Ny+ipQ1Gg0cHR0hSRLOnDmDQYMGAYDpoCyrXFrdRWlTedtRWps0Gg1iY2Ph4+PD1cuW22TJftJqtTh79iwaNGhgN22ydD8V/76xhzYVL1ekTZIk4ezZs6Y87KFNxcsVbVNp3ze23CZL9tM/F9NxOjkXLo5avDCsjeneqrbcJkv3U3l//1rSpvIS8ixLJycn9OjRwzSVYbR3795Sr/js378/rl+/jpycHNOyCxcuQKvVomnTptVa3+rm4OCAYcOGVWoH2yvKhEd5qFEmPMpDjTK5izGGz/bFAwCeDGqBhu4uVq6RGEQ6RoTssAHAK6+8gu+++w7ff/89YmNj8fLLL+PKlSuYPXs2AOCtt97Ck08+aVr/scceQ/369fHUU0/h7NmzCAsLw2uvvYann366xOlQW6IoCpKSkkwnURLKpDjKQ40y4VEeapTJXXvO3MCZ61lwddRi1oAW1q6OMEQ6RirdYTMYDBg6dCguXLhQlfUxmTp1KlasWIGFCxeia9euCAsLQ3BwMPz9/QEUnfh35coV0/r16tXD3r17kZGRgZ49e2LatGkYP368XTzTVFEUXLx4UYgDRhSUCY/yUKNMeJSHGmVSRFYYlt95qsEIfwd41XG8xztqD5GOEYsuOvDx8UF4eHiJ54fZIlHvw0YIIYRUl+0nk/DSryfh7uKAQ28Mg4crddhqSo3dh+3JJ5/E2rVrLdkEKQdFUZCYmChED18UlAmP8lCjTHiUhxplAkiyghV/F91qYtbAAGSkXK/VeRQn0jFi0Vl0hYWF+O6777B371707NkTdevyd0O25EkH5C7jHLqfn5/pipTajjLhUR5qlAmP8lCjTICtUUlISM2Fd10nPNG3Oc6eOlGr8yhOpGPEoinRoUOHlr5hjcaim+daA02JEkIIqS0KJQVDPzmApIx8vDO2PWYNamntKtU6Fel3WDTCtn//fkveTspJlmUkJCQgICCAu49LbUaZ8CgPNcqER3mo1fZMfjt2FUkZ+fBxc8bjff1rfR4lESkTi8b38vPzkZeXZ/p3YmIiVqxYYXq0A6kajDGkp6dDwIdSWA1lwqM81CgTHuWhVpszyS+U8WVo0blrc4a0gquTrlbnURqRMrFoSnTkyJGYPHkyZs+ejYyMDLRr1w5OTk5ITU3F8uXL8d///rcq61rtaEqUEEJIbbD64EV8/Nc5+Hm6InT+YDg70IiaNdTYVaInTpzAwIEDAQCbN29Go0aNkJiYiA0bNtjF/c9EIcsyzp07Z3oOGaFMiqM81CgTHuWhVlszycw3YNWBiwCAl0e0NXXWamseZREpE4s6bHl5eXBzcwMAhISEYPLkydBqtejbty8SExOrpIKkSH5+vrWrIBzKhEd5qFEmPMpDrTZmsibsIjLzDWjTsB4mdfPjvlYb87gXUTKxaEq0c+fOmDlzJiZNmoTAwEDs3r0bQUFBOH78OMaNG6d6eLvoaEqUEEKIPUvJ1mPw0gPIN8j45okeGNWxkbWrVKvV2JToe++9h/nz56NFixbo06cPgoKCABSNtnXr1s2STRMzsiwjJiZGiCFZUVAmPMpDjTLhUR5qtTGTr0PjkW+Q0bWZJ0Z28OW+VhvzuBeRMrHoth4PP/wwBgwYgOTkZHTp0sW0/P7778ekSZMsrhwhhBBCqsbVtDz8HFH0DO7XR7eDRqOxco1IRVg0JWpvaEqUEEKIvXpl00lsjUrCwDYNsPGZPtauDkENTomSmiHLMqKiooQYkhUFZcKjPNQoEx7loVabMjl3IwvbTiYBAF4b1a7EdWpTHuUlUibUYbMRrq6u1q6CcCgTHuWhRpnwKA+12pLJJ3sugDFgbKdG6NzUs9T1akseFSFKJjQlaoamRAkhhNib44npeGhVOHRaDUJeHoRWPvWsXSVyB02J2hlJkhAZGQlJkqxdFWFQJjzKQ40y4VEearUhE8YYlu4+BwB4uHvTMjtrtSGPihIpkwp12PLz85GUlKRafubMmSqrEFHTaDTw8vKiK3rMUCY8ykONMuFRHmq1IZOwuFT8m5AGJwctXhrepsx1a0MeFSVSJuWeEt28eTNefvlleHt7gzGGb7/9Fn36FF1l0r17d5w4caJaK1oTaEqUEEKIvVAUhvFf/YMz17Mwc0AA3n2gg7WrRIqplinRDz/8ECdOnMCpU6fw/fff4+mnn8bPP/8MAEI8xd6eSZKE8PBwIYZkRUGZ8CgPNcqER3mo2XsmwTHJOHM9C/WcHfD80Nb3XN/e86gMkTIp941zDQYDfHx8AAA9e/ZEWFgYJk+ejPj4eCGGCu2ZVquFn58ftFo65dCIMuFRHmqUCY/yULPnTAyygk9DLgAAZg1sCe+6Tvd8jz3nUVkiZVLuGjRs2BDR0dGmf9evXx979+5FbGwst5xUPa1WC39/fyEOGFFQJjzKQ40y4VEeavacye/HriEhNRf16zrhmYEB5XqPPedRWSJlUu4abNy4EQ0bNuSWOTk54ZdffsHBgwervGLkLkmSEBYWJsSQrCgoEx7loUaZ8CgPNXvNJK9Qwmd/F42uzRnaGvWcyzeZZq95WEKkTMo9Jdq0adNSv9a/f/8qqQwpmVarRatWrYTo4YuCMuFRHmqUCY/yULPXTNYeSsCt7AI083bFtL7Ny/0+e83DEiJlYvGNc/V6PaKjo5GSkgJFUbivPfjggxZVrqbRVaKEEEJsWWpOAYYsO4CcAglf/KcbHuzSxNpVImWosRvn7t69G82bN0ffvn3x4IMPYuLEiabXpEmTLNk0MSNJEkJDQ4UYkhUFZcKjPNQoEx7loWaPmXy5Lw45BRI6+XnggU6NK/Ree8zDUiJlYlGHbe7cuZgyZQqSk5OhKAr3EuFBqfZCq9UiMDBQiCFZUVAmPMpDjTLhUR5q9pbJ5dRc/PTvFQDAW2Pug1ZbsTs42FseVUGkTCyaEnV3d0dUVBRatWpVlXWyGpoSJYQQYqvm/HwCu6KTMaSdD9Y/1dva1SHlUGNTog8//DAOHDhgySZIORgMBuzZswcGg8HaVREGZcKjPNQoEx7loWZPmZy8moFd0cnQaIA3Rt9XqW3YUx5VRaRMLBphy8vLw5QpU+Dj44NOnTrB0dGR+/qLL75ocQVrkqgjbIqiICMjA56enkIMy4qAMuFRHmqUCY/yULOXTBhjeHTNUfybkIaHujfFp490qdR27CWPqlTdmVSk32FRh+27777D7Nmz4erqivr163NPPNBoNLh06VJlN20VonbYCCGEkNKEnruJp9cfg5ODFgfmD0ETT1drV4mUU41Nib777rtYuHAhMjMzcfnyZSQkJJhettZZE5nBYMCuXbuEGJIVBWXCozzUKBMe5aFmD5nICsPHf50DADzVv4VFnTV7yKOqiZSJRSNs3t7eiIyMpIsOqhljDNnZ2XBzc6Pntt5BmfAoDzXKhEd5qNlDJr9FXsXrW6LhWccRB18bCg9Xx3u/qRT2kEdVq+5MamyEbfr06di0aZMlmyDloNFo4O7uTt9AZigTHuWhRpnwKA81W88kv1DG8r1Fj6CaO7S1RZ01wPbzqA4iZWJRh02WZSxduhSDBw/GCy+8gFdeeYV7kaphMBiwfft2IYZkRUGZ8CgPNcqER3mo2Xom3x9OwI0sPfw8XfFEkL/F27P1PKqDSJlYNCU6dOjQ0jes0SA0NLSym7YKkadE9Xo9XFxchOjli4Ay4VEeapQJj/JQs+VM0nILMXjpfmQXSFgxtSsmdvOzeJu2nEd1qe5MKtLvKPfD30uyf/9+S95OKsDBwaJdZZcoEx7loUaZ8CgPNVvN5MvQOGQXSOjYxL1Knxdqq3lUJ1EyqfCU6JUrVyq0flJSUkU/ghQjSRKCg4OFeJaZKCgTHuWhRpnwKA81W83k0q0cbDySCAB4a0z7Cj+CqjS2mkd1EimTCk+J+vr64sEHH8SsWbPQu3fJj77IzMzEb7/9hs8//xzPPfccXnjhhSqpbHUTeUpUkiQ4ODjQMPUdlAmP8lCjTHiUh5qtZvLshmMIOXsTQ9v5YF0VPoLKVvOoTtWdSbVOicbGxuKjjz7C6NGj4ejoiJ49e6JJkyZwcXFBeno6zp49izNnzqBnz55YtmwZxowZU+mGkLuMBwy5izLhUR5qlAmP8lCztUyOXrqNkLM3odNq8PbY9lW+fVvLoyaIkkmFp0S9vb3xySef4Pr161i1ahXatm2L1NRUxMXFAQCmTZuG48eP4/Dhw9RZqyKSJCEkJESIIVlRUCY8ykONMuFRHmq2lomiMHy46ywA4LHezdHG161Kt29redQEkTKx6CpReyPqlCghhBCy5fg1vPr7Kbg5O+DAa0NQv56ztatELFRjN84lNYMxhqysLFDf+i7KhEd5qFEmPMpDzZYyySuUsGzPeQDA3GGtq6WzZkt51BSRMqEOmw2QJAmHDh0SYkhWFJQJj/JQo0x4lIeaLWXybVjRTXKberlier8W1fIZtpRHTREpE5oSNUNTooQQQkRzM0uPIcsOIN8g46vHuuGBzlV33zViXTQlamcURUFaWhoURbF2VYRBmfAoDzXKhEd5qNlKJp/sOY98g4zuzT0xrlPjavscW8mjJomUSaU6bG+//TYiIiKqui6kFLIsIzIyErIsW7sqwqBMeJSHGmXCozzUbCGTM9czsfnENQDAuw90qNb7o9lCHjVNpEwqNSX61FNPYdeuXdDpdBg/fjwmTJiA4cOHw9nZtq9YoSlRQgghomCMYdp3/yL84m082KUJvvhPN2tXiVSxap8SXbduHW7evInffvsNnp6eePXVV9GgQQNMnjwZ69evR2pqaqUqTkqmKApSUlKEGJIVBWXCozzUKBMe5aEmeib7YlMQfvE2nBy0eH10u2r/PNHzsAaRMqn0OWwajQYDBw7E0qVLce7cOURERKBv37749ttv4efnh0GDBuGTTz6hZ4lWAUVREBMTI8QBIwrKhEd5qFEmPMpDTeRMDLKCj4JjAQDPDAhAU6861f6ZIudhLSJlUi1Xid66dQs7duzAjh07MHDgQMyfP7+qP6Ja0JQoIYQQEaw7nIAP/jyL+nWdcOC1IXBzcbR2lUg1sPpVoj4+PnjmmWewfft2m+msiUxRFCQlJQnRwxcFZcKjPNQoEx7loSZqJrdzCvDZ3gsAgFdGtq2xzpqoeViTSJnQbT1sgKIouHjxohAHjCgoEx7loUaZ8CgPNVEz+XTvBWTpJXRo7I5HezWvsc8VNQ9rEikTunGuGZoSJYQQYk1nrmfigS//AWPAb88FoXeAt7WrRKqR1adESdVSFAWJiYlC9PBFQZnwKA81yoRHeaiJlgljDB/8eRaMAQ90blzjnTXR8hCBSJlQh80GiDSHLgrKhEd5qFEmPMpDTbRMdp1ORkRCGlwctXhrbPsa/3zR8hCBSJlUako0Pj4erVu3ro76WBVNiRJCCLGG/EIZw5cfRFJGPuYNb4N5w9tau0qkBlT7lGjbtm3RrFkzPPnkk1i3bh0uX75cmc2QcpJlGfHx8UI8GkMUlAmP8lCjTHiUh5pImXwTdhFJGfnw83TFc4NaWaUOIuUhCpEyqVSH7eDBg3juuedw/fp1zJ07F61atUJAQACeeeYZ/Pjjj3Sz3CrGGEN6ejro+pC7KBMe5aFGmfAoDzVRMknKyMfqgxcBAG+NvQ+uTjqr1EOUPEQiUiYWXyVqMBhw5MgRHDhwAAcOHMDRo0dRUFCA1q1b4/z581VVzxpBU6KEEEJq2tyfT2BndDL6BHjj12f7VusD3olYavQqUUdHRwwaNAivvfYa3nrrLTz//POoV68e4uPjLd00uUOWZZw7d06IIVlRUCY8ykONMuFRHmoiZPLvpdvYGZ0MrQZ4b3wHq3bWRMhDNCJl4lDZN+r1eoSHh2P//v04cOAAIiMjERAQgMGDB2PVqlUYPHhwVdaz1svPz7d2FYRDmfAoDzXKhEd5qFkzE1lheP/PswCAR3s3R8cmHlarixEdI2qiZFKpKdHBgwcjMjISrVq1wqBBgzB48GAMHjwYvr6+VVq5lStXYtmyZUhOTkbHjh2xYsUKDBw48J7vO3z4MAYPHozAwECcPHmy3J9HU6KEEEJqyk//JuKdbTFwd3HAgdeGwruuk7WrRGpYtU+JhoeHo0GDBhg6dCjuv/9+DBs2rMo7a5s2bcK8efPwzjvvICoqCgMHDsSYMWNw5cqVMt+XmZmJJ598Evfff3+V1seaZFlGTEyMEEOyoqBMeJSHGmXCozzUrJlJem4hlu0pOs/75RFtheis0TGiJlImleqwZWRkYM2aNahTpw6WLFkCPz8/dOrUCXPnzsXmzZtx69Ytiyu2fPlyPPPMM5g5cybat2+PFStWoFmzZli1alWZ73vuuefw2GOPISgoyOI6EEIIIdVh6Z7zyMgz4L5Gbniir7+1q0NsQKU6bHXr1sXo0aPx8ccf499//0VqaiqWLl2KOnXqYOnSpWjatCkCAwMrXanCwkIcP34cI0eO5JaPHDkS4eHhpb5v3bp1uHjxIhYsWFCuzykoKEBWVhb3AmDqScuyXGJZkiSubLwDcmllg8HAlY2z0MYyY0xVBmAq63Q6dOjQwbQNRVEgSVKZZVmWubJobTLW17xckTYBQPv27aHT6eymTZbsJ8YYOnToAJ1OZzdtsnQ/abVadOzYkcvI1ttkyX4y/hwxbtse2mTpfmKMmX6O1GSbjiWk4tfIotmiBQ+0h4NOK8SxpygKOnbsCJ1OJ9R+suaxV/z7pjraVF5V8miqunXrwtvbG97e3vDy8oKDgwNiY2Mrvb3U1FTIsqyaZvX19cWNGzdKfE9cXBzefPNN/PTTT3BwKN+1FIsXL4aHh4fp1axZMwBATEwMACA2NtbUjujoaMTFxQEAoqKikJCQAACIiIjA1atXARRNFScnJwMAwsLCkJqaCgAIDQ1FRkYGACAkJATZ2dkAgODgYOj1ekiShODgYEiSBL1ej+DgYABAdnY2QkJCIMsyIiIiEBoaasonLCwMAJCcnGzqxF69ehUREREAgISEBERFRZmyiY6OFqpNQNFIbWXbdP78eezfvx+yLNtNmyzZT4cPH8aRI0cgy7LdtMnS/VRQUIBjx47ZVZss2U+yLOPw4cN21SZL99OJEyfwzz//mH7G1kSbbqel49Wf/wVjwNgO9ZF/5XSVtsnS/RQREQFZloXaT9Y89mRZxtGjR3Hw4MFqa1O5sUqQZZn9+++/bMmSJWz06NHMzc2NabVa1qxZM/bkk0+ydevWscuXL1dm04wxxpKSkhgAFh4ezi3/8MMPWbt27VTrS5LEevbsyVatWmVatmDBAtalS5cyP0ev17PMzEzT6+rVqwwAS0tLM21XkiRV2WAwcGVZlsssFxYWcmVFUbiyoiiqMmPMVJYkiZ09e5bp9XrGWFH+BoOhzLIkSVy5pHZYs03G+pqXK9KmgoICdubMGVMb7KFNluwnvV7Pzp49a9qePbTJ0v1kMBjY2bNnWX5+vt20yZL9VPzniD20ydL9ZP5zpKbatDE8gfm/sZMFvreb3cjIE+rYy8/PN/0cEWk/WfPYK+/v38q2KTMzkwFgmZmZ7F4qdZWou7s7cnNz0bhxYwwZMgRDhgzB0KFD0apV1TxOo7CwEHXq1MHvv/+OSZMmmZa/9NJLOHnypKmna5SRkQEvLy/odHfvDq0oChhj0Ol0CAkJwbBhw+75uXSVKCGEkOqSlluIoZ8cQGa+Ae+P74AZ/QOsXSViZdV+leiyZcsQGxuLa9eu4ccff8TMmTOrrLMGAE5OTujRowf27t3LLd+7dy/69eunWt/d3R2nT5/GyZMnTa/Zs2ejXbt2OHnyJPr06VNldbMGSZIQGRnJnb9V21EmPMpDjTLhUR5qNZ3J0t3nkJlvQPvG7nhcwAsN6BhREymTCt84Nzo6GjNnzuRGs8py5swZtGvXrtznlRm98soreOKJJ9CzZ08EBQVhzZo1uHLlCmbPng0AeOutt5CUlIQNGzZAq9WqLnJo2LAhXFxcLLr4QRQajQZeXl70uBIzlAmP8lCjTHiUh1pNZnLiSjp+jSw69+rDiR3hoKuSU8irFB0jaiJlUuEOW7du3XDjxg34+PiUa/2goCCcPHkSLVu2rNDnTJ06Fbdv38bChQuRnJyMwMBABAcHw9+/6K+S5OTke96TzV7odDq0bt3a2tUQCmXCozzUKBMe5aFWU5nICsN724suZpvSoyl6+HtX+2dWBh0jaiJlUuFz2LRaLZ599lnUqVOnXOuvXLkSZ8+erXCHzRpEPYdNkiRERESgd+/eFR6ptFeUCY/yUKNMeJSHWk1lsvFoIv7vj6InGoTOH4IG9Zyr7bMsQceIWnVnUpF+R4U/fdCgQTh//ny51w8KCoKrq2tFP4aY0Wq18PPzg1Yr3hC6tVAmPMpDjTLhUR5qNZHJ7ZwCLNt9DgDw2qh2wnbWADpGSiJSJpW6StReiTrCRgghxDbN//0UNh+/ho5N3LFj7gDotNY/F4qIo9qvEiU1S5IkhIWFCXGViigoEx7loUaZ8CgPterO5MjF29h8/Bo0GuDDiYHCd9boGFETKRPqsNkArVaLVq1aCTEkKwrKhEd5qFEmPMpDrTozKZBkvLOt6CkGj/fxR7fmXlX+GVWNjhE1kTKhKVEzNCVKCCGkKqz4+wJW/B0HHzdn7Ht1MNxdHK1dJSIgmhK1M5IkITQ0VIghWVFQJjzKQ40y4VEeatWVycVbOVi5/yIA4P3xHW2ms0bHiJpImVCHzQYYbwwswpCsKCgTHuWhRpnwKA+16siEMYZ3tp1GoaxgaDsfjO3UqMq2Xd3oGFETKROaEjVDU6KEEEIssfn4Ncz//RRcHLXY+/JgNPMu3z1LSe1EU6J2xmAwYM+ePTAYDNauijAoEx7loUaZ8CgPtarOJC23EIt2nQUAvDy8rc111ugYURMpE+qw2QCdTodevXqV+/mttQFlwqM81CgTHuWhVtWZfBQci/Q8A+5r5IanBwRUyTZrEh0jaiJlQs+esAFarRbe3mI+e85aKBMe5aFGmfAoD7WqzMT8nmsfTe4ERwEf7n4vdIyoiZSJ7R1RtZDBYMCuXbuEGJIVBWXCozzUKBMe5aFWVZmY33NtWp/m6G4D91wrCR0jaiJlUi0XHUiShAsXLuDs2bOm16+//lrVH1PlRL3ogDGG7OxsuLm5QaMR+07ZNYUy4VEeapQJj/JQq6pMPg05jy9D4+Hj5oy/XxkMD1fbuI1HcXSMqFV3JtX68PfSbNmyBT///DNiY2Nx5coVdOnSBR07dkRgYCCee+65qvqYWkmj0QjVgRQBZcKjPNQoEx7loVYVmZy9noVVB4ruufbBgx1ttrMG0DFSEpEyqbIp0VdffRXPPPMM1q9fj/79+6NNmzb46KOP8OKLL2Lo0KFV9TG1ksFgwPbt24UYkhUFZcKjPNQoEx7loWZpJpKs4I0t0ZAUhtEdG2Fsp8ZVXMOaRceImkiZVNmU6NGjR9G3b1/Tv7ds2YIPP/wQs2fPtpkRNpGnRPV6PVxcXGiY+g7KhEd5qFEmPMpDzdJMVh+8iI//Ogd3Fwf8/epgNHRzqYZa1hw6RtSqOxOr3IfNvLMGAA899BDCw8Nx5coVDBw4sKo+ptZycKALeoujTHiUhxplwqM81CqbyaVbOfhs7wUAwP890MHmO2tGdIyoiZJJpTpst2/fxssvv4xnn30WUVFRAIp6oZcvX0ZWVpZpPVdXVyxatAjr1q2rmtrWUpIkITg4WIhnmYmCMuFRHmqUCY/yUKtsJorC8ObW0yiQFAxs0wAP92haTTWsWXSMqImUSaWmRCdNmoTQ0FC0atUK8fHx2LNnD5599lmcPXsWOp0O//3vf/H5559XR32rlchTopIkwcHBgYap76BMeJSHGmXCozzUKpvJxqOJ+L8/YlDHSYc98wbZ3BMNSkPHiFp1Z1LtU6JhYWHYvHkzTpw4gU8//RQPPfQQGjRogB07duCTTz7Bxo0bsWHDhkpVnpRMhN69aCgTHuWhRpnwKA+1imaSlJGPj4NjAQCvj2pnN501IzpG1ETJpFIdtvT0dHTq1AkAMH36dNy8eRMff/wxxo0bhxdffBHLly/HqlWrqrSitZkkSQgJCRHmoBEBZcKjPNQoEx7loVbRTBhjeGfbaeQWyujh74Ung1pUbwVrGB0jaiJlUqkpUa1Wixs3bqBhw4YAADc3N5w6dQotW7YEAFy6dAm9e/dGampq1da2mok6JUoIIcT6tkVdw8ubTsFJp0XwSwPRumE9a1eJ2LgauUr0559/xsmTJ0vsddatWxfp6emV3TQphjGGrKwsVMNDKWwWZcKjPNQoEx7loVaRTG5m6fH+jrMAgJeGt7HLzhodI2oiZVKpDtuAAQOwYMECdO/eHW5ubsjLy8O7776LlStX4t9//0Vubm5V17NWkyQJhw4dEmJIVhSUCY/yUKNMeJSHWnkzYYzhzS3RyMw3oJOfB54d1LKGaliz6BhREykTi26cGxcXh+PHj+PEiRM4fvw4oqKikJGRAa1WC8YYZFmuyrpWO5oSJYQQUtxvkVfx+pZoODlosfOFAWjr62btKhE7UWPPEm3Tpg3atGmDRx991LQsISEBx44dM92fjVhOURRkZGTA09MTWm2V3evYplEmPMpDjTLhUR5q5cnkWnoeFu4smgp9dURbu+6s0TGiJlImVf7pAQEBmDJlCj766KOq3nStJcsyIiMjbW7EsjpRJjzKQ40y4VEeavfKRFEYXt8cjZwCCT38vTBzoH1OhRrRMaImUiZV9ixRe0BTooQQQow2HLmM97afgYujFn+9NAgBDepau0rEzljlWaKk+iiKgpSUFCiKYu2qCIMy4VEeapQJj/JQKyuTy6m5WBx8DgDw5uj7akVnjY4RNZEyoQ6bDVAUBTExMUIcMKKgTHiUhxplwqM81ErLRFYY5v9+CvkGGUEt69vdDXJLQ8eImkiZ0JSoGZoSJYQQ8m3YJSwKjkVdJx1229GzQol4aErUziiKgqSkJCF6+KKgTHiUhxplwqM81ErK5NyNLCwLOQ8AePeBDrWqs0bHiJpImVCHzQYoioKLFy8KccCIgjLhUR5qlAmP8lArnoneIOOlX06iUFIwtJ0PHu3VzMo1rFl0jKiJlAlNiZqhKVFCCKm9Fv55Ft8fTkD9uk7YPW8QfNycrV0lYudoStTOKIqCxMREIXr4oqBMeJSHGmXCozzUzDMJu3AL3x9OAAAsfbhzreys0TGiJlIm1GGzASLNoYuCMuFRHmqUCY/yUDNmkpqtx/zfTwEAHu/bHPe397VyzayDjhE1kTKhKVEzNCVKCCG1C2MMs388jj1nbqKVT13sfGEgXJ101q4WqSVoStTOyLKM+Ph4IR6NIQrKhEd5qFEmPMpDTZZlfBVc1Flz1Gnw+aPdanVnjY4RNZEyoQ6bDWCMIT09HTQYehdlwqM81CgTHuWhlnArB1+F3wQAvDqyHQL9PKxcI+uiY0RNpExoStQMTYkSQkjtUCgpmLI6HKeuZaJvS2/8NLMvdFqNtatFahmaErUzsizj3LlzQgzJioIy4VEeapQJj/LgfRJyHqeuZaKekxbLHupEnTXQMVISkTKhDpuNyM/Pt3YVhEOZ8CgPNcqER3kU2X8uBWvCLgEA5vTyQBNPVyvXSBx0jKiJkglNiZqhKVFCCLFvNzL1GPN5GNLzDJjRrwXef7CjtatEajGaErUzsiwjJiZGiCFZUVAmPMpDjTLhUR6AJCt48dcopOcZ0LGJO14f1bbWZ2KOjhE1kTKhDhshhJBa4YvQeEQkpKGukw5fPdYdzg70K5DYDpoSNUNTooQQYp/C41Mxbe2/YAz4/NGumNDVz9pVIoSmRO2NLMuIiooSYkhWFJQJj/JQo0x4tTmP1JwCvLTpJBgDHu3VzNRZq82ZlITyUBMpE+qw2QhXV7qKqTjKhEd5qFEmvNqYh6wwvLzpJG5lF6Ctbz0sGM9fZFAbMykL5aEmSiY0JWqGpkQJIcS+LN97AV/si4OLoxY75g5AW183a1eJEBOaErUzkiQhMjISkiRZuyrCoEx4lIcaZcKrjXnsP5eCL/bFAQAWT+6k6qzVxkzKQnmoiZQJddhsgEajgZeXFzQauhO3EWXCozzUKBNebcvjaloe5m06CQB4oq8/JnVrqlqntmVyL5SHmkiZ0JSoGZoSJYQQ26c3yHhoVTjOXM9C12ae2PRcXzg76KxdLUJUaErUzkiShPDwcCGGZEVBmfAoDzXKhFeb8nhvewzOXM+Cd10nrJzWvdTOWm3KpDwoDzWRMqEOmw3QarXw8/ODVku7y4gy4VEeapQJr7bk8WvEFfx27Bq0GuDL/3Qr8zmhtSWT8qI81ETKhKZEzdCUKCGE2K7T1zLx0OpwFEoKXhvVDnOGtrZ2lQgpE02J2hlJkhAWFibEkKwoKBMe5aFGmfDsPY9b2QV4buMxFEoKhrf3xX8Ht7rne+w9k4qiPNREyoQ6bDZAq9WiVatWQgzJioIy4VEeapQJz57zKJQU/PfH47ieqUfLBnXx6SNdoNXe+6o+e86kMigPNZEyoSlRMzQlSgghtoUxhre3ncYvEVfh5uyAP+b2RyufetauFiHlQlOidkaSJISGhgoxJCsKyoRHeahRJjx7zWPj0UT8EnEVGg3wxX+6VaizZq+ZVBbloSZSJtRhswFarRaBgYFCDMmKgjLhUR5qlAnPHvMIv5iKD/48CwB4Y/R9GHpfwwq93x4zsQTloSZSJtavQRlWrlyJgIAAuLi4oEePHjh06FCp627duhUjRoyAj48P3N3dERQUhD179tRgbauPVqtFw4YNhThgREGZ8CgPNcqEZ295XE3Lw5yfTkBWGCZ2bYLnBrWs8DbsLRNLUR5qImVi/RqUYtOmTZg3bx7eeecdREVFYeDAgRgzZgyuXLlS4vphYWEYMWIEgoODcfz4cQwdOhTjx49HVFRUDde86hkMBuzZswcGg8HaVREGZcKjPNQoE5495ZFTIGHWhmNIzzOgc1MPfPxQ50o9OsieMqkKlIeaSJkIe9FBnz590L17d6xatcq0rH379pg4cSIWL15crm107NgRU6dOxXvvvVeu9UW96EBRFGRkZMDT01OIXr4IKBMe5aFGmfDsJQ9JVjBrwzHsP38LDeo5488X+qOxR+k3xy2LvWRSVSgPterOxOYvOigsLMTx48cxcuRIbvnIkSMRHh5erm0oioLs7Gx4e3uXuk5BQQGysrK4FwDIsmz6f0llSZK4sqIoZZYNBgNXNvaRjWXGmKoMwFTWarXw9PQ0faaiKKYTIEsry7LMlUVrk7G+5uWKtIkxBg8PD2i1WrtpkyX7SVEU0w8Ue2mTpfvJ+NBm47btoU2W7CfjzxHj59himwwGAxbuPIv952/B2UGLb5/sAV8350rvJ0VRTD9HRNlPxcs1uZ9kWYaXlxe0Wq3dtMnS/VT8+6Y62lReQnbYUlNTIcsyfH19ueW+vr64ceNGubbx6aefIjc3F4888kip6yxevBgeHh6mV7NmzQAAMTExAIDY2FjExsYCAKKjoxEXFwcAiIqKQkJCAgAgIiICV69eBQCEh4cjOTkZQNEUbWpqKgAgNDQUGRkZAICQkBBkZ2cDAIKDg6HX6yFJEoKDgyFJEvR6PYKDgwEA2dnZCAkJgcFgQHBwMEJDQ035hIWFAQCSk5NNndirV68iIiICAJCQkGCaDo6Li0N0dLRQbQKAjIyMSrfp3Llz2LVrFwwGg920yZL9dPjwYVMe9tImS/dTfn4+du3aZVdtsmQ/GQwG7Nq1C//++6/Ntun/ftyPDUcSAQDPdnJCt+ZeFu2n48ePIzg4GAaDQZj9BFj32DP+HLGnNlmyn4zfNwcPHqy2NpWXkFOi169fh5+fH8LDwxEUFGRavmjRImzcuBHnzp0r8/2//PILZs6cie3bt2P48OGlrldQUICCggLTv7OystCsWTOkpaVxf5nrdDquLEkSNBqNqazVak1/oZVUNhgM0Ol0prKDgwM0Go2pDBT1ts3Ljo6OYIyZlmdmZqJu3bpwdHSEoihQFAUODg6llmVZBmPMVC6pHdZsk7EdsixXqk2SJCE7O5v7y8fW22TJfjIYDMjNzYWHhwdkWbaLNlm6n3Q6HbKzs+Hq6gonJye7aJMl+0mn03E/R2ytTXtikjH7pxNgDHhzdDvMHNDC4v1U2veNPf6MKE+bCgsLkZ+fD3d3d1U7bLVNlu6n8v7+rWybjMdfeaZEheywFRYWok6dOvj9998xadIk0/KXXnoJJ0+eNPV0S7Jp0yY89dRT+P333zFu3LgKfa6o57ARQkhtFn0tA1O/OYp8g4zH+jTHoomBlbrIgBDR2Pw5bE5OTujRowf27t3LLd+7dy/69etX6vt++eUXzJgxAz///HOFO2siMxgM2L59uxBXqYiCMuFRHmqUCc9W80jKyMczPxxDvkHGoLY+WPhgxyrrrNlqJtWF8lATKRMhR9iAopGyJ554AqtXr0ZQUBDWrFmDb7/9FmfOnIG/vz/eeustJCUlYcOGDQCKOmtPPvkkPv/8c0yePNm0HVdXV3h4eJTrM0UdYWOMQa/Xw8XFhf6qvIMy4VEeapQJzxbzyMgrxJTVRxCXkoP7Grnh99lBcHNxrLLt22Im1YnyUKvuTCrS73Co8k+vIlOnTsXt27excOFCJCcnIzAwEMHBwfD39wdQdOKf+T3ZvvnmG0iShDlz5mDOnDmm5dOnT8f69etruvpVzjjXTu6iTHiUhxplwrOlPPILZTzzwzHEpeTA190Za2f0qtLOmpEtZVITKA81UTIRckrU6Pnnn8fly5dRUFCA48ePY9CgQaavrV+/HgcOHDD9+8CBA6ZLdM1f9tBZM7+ihRShTHiUhxplwrOlPCRZwdyfT+B4YjrcXRyw4ek+8POs3L3WyvwcG8qkJlAeaiJlIuyUqDWIPCVqvKKFhqmLUCY8ykONMuHZSh6MMby+ORq/H78GZwctfpzZB71alH4/TUs/yxYyqSmUh1p1Z2LzFx0QNRF696KhTHiUhxplwrOFPJbuOY/fj1+DVgN89Vj3auusGdlCJjWJ8lATJRPqsNkASZIQEhIizEEjAsqER3moUSY8W8hj7T8JWHXgIgBg8eROGNHB9x7vsIwtZFKTKA81kTKhKVEzok6JEkKIvfv92FW8trno7vCvjWqHOUNbW7lGhFQ/mhK1M4wxZGVlgfrWd1EmPMpDjTLhiZzHn6eu440tRZ21p/sH4PkhrWrkc0XOxBooDzWRMqEOmw2QJAmHDh0SYkhWFJQJj/JQo0x4ouYRcuYGXt50EgoD/tO7Of7vgfY1dsK7qJlYC+WhJlImNCVqhqZECSGk5hy8cAuzfjiGQlnB5G5++GRKF2i1dHUiqT1oStTOKIqCtLQ000POCWVSHOWhRpnwRMvjyMXbeHZDUWdtbKdGWPpw5xrvrImWibVRHmoiZUIdNhsgyzIiIyMhy7K1qyIMyoRHeahRJjyR8jh2OQ3P/BCJAknB/fc1xIqp3eCgq/lfRyJlIgLKQ02kTGhK1AxNiRJCSPX699JtPLU+EnmFMga0boDvpveEi6PO2tUixCpoStTOKIqClJQUIYZkRUGZ8CgPNcqEJ0Ie4fGpmLGuqLM2sE0DfPukdTtrImQiEspDTaRMqMNmAxRFQUxMjBAHjCgoEx7loUaZ8Kydx6G4W3hqfSTyDTIGt/XBt0/2hKuTdUfWrJ2JaCgPNZEyoSlRMzQlSgghVW//+RQ8t/E4CiUFw+5riJXTutM0KCGgKVG7oygKkpKShOjhi4Iy4VEeapQJz1p5/H32Jp7bUNRZG9HBF6sf7yFMZ42OER7loSZSJtRhswGKouDixYtCHDCioEx4lIcaZcKzRh5bT1zDcz8eR6GsYExgI6yc1h1ODuL82qFjhEd5qImUCU2JmqEpUUIIqRrf/5OAhTvPAgAmd/PDkoc7w9EKt+4gRGQ0JWpnFEVBYmKiED18UVAmPMpDjTLh1VQejDEsDzlv6qw93T8An0zpImRnjY4RHuWhJlIm4n0HERWR5tBFQZnwKA81yoRXE3koCsN728/gi9B4AMCrI9ri/x5oL+zjpugY4VEeaiJlQlOiZmhKlBBCKkdvkPHq76ewKzoZGg2wcEIgnujrb+1qESI0mhK1M7IsIz4+XohHY4iCMuFRHmqUCa8680jLLcTj3/2LXdHJcNRp8Pmj3Wyis0bHCI/yUBMpE+qw2QDGGNLT00GDoXdRJjzKQ40y4VVXHgmpuZi88jCOJabDzcUBPzzdGw92aVKln1Fd6BjhUR5qImVCU6JmaEqUEELK79jlNMzacAzpeQb4ebpi/VO90MbXzdrVIsRm0JSonZFlGefOnRNiSFYUlAmP8lCjTHhVnceOU9fx2Hf/Ij3PgC5NPbBtTj+b66zRMcKjPNREysTB2hUg5ZOfn2/tKgiHMuFRHmqUCa8q8pAVhk9DzmPlgYsAgBEdfPHFo92s/lzQyqJjhEd5qImSCU2JmqEpUUIIKV2W3oB5v55E6LkUAMCsgQF4c0x76AS9bQchoqMpUTsjyzJiYmKEGJIVBWXCozzUKBOepXlcvJWDiV8fRui5FDg7aLFiale8M66DTXfW6BjhUR5qImVCU6KEEELKFHruJl765SSyCyQ09nDBmid6olNTD2tXi5BahaZEzdCUKCGE3CXJCpbvvWA6X61XCy+snNYDPm7OVq4ZIfaBpkTtjCzLiIqKEmJIVhSUCY/yUKNMeBXN42aWHo9996+ps/ZEX3/8NLOvXXXW6BjhUR5qImVCU6I2wtXV1dpVEA5lwqM81CgTXnnzOBR3C/N+PYnbuYWo5+yAxZM7YbyN3Ay3ougY4VEeaqJkQlOiZmhKlBBSm0mygi/2xeHL/fFgDGjf2B0rp3VHQIO61q4aIXaJpkTtjCRJiIyMhCRJ1q6KMCgTHuWhRpnw7pVHQmouHlp9BF+EFnXW/tO7ObY938+uO2t0jPAoDzWRMqEpURug0Wjg5eUFjcZ2L5+vapQJj/JQo0x4peXBGMMvEVfxv51nkW+Q4ebigA8nBmJCVz8r1bTm0DHCozzURMqEpkTN0JQoIaQ2Sc0pwJtbovF3bNGNcPu29Manj3SFn6cY5+wQYu9oStTOSJKE8PBwIYZkRUGZ8CgPNcqEZ54HYwx/nrqOUZ+F4e/YFDjptHhnbHv8PLNvreqs0THCozzURMqEpkRtgFarhZ+fH7Ra6l8bUSY8ykONMuEZ80jJLsR7O87i79ibAIB2vm5Y8WhXtG9c+2YV6BjhUR5qImVCU6JmaEqUEGKvFIXh18irWBwci+wCCY46DZ4f0hrPD20FZwfbfHA7IbaOpkTtjCRJCAsLE2JIVhSUCY/yUKNM7opPycZ/vj2Ct7edRnaBhC7NPLHzhYF4eUTbWt1Zo2OER3moiZQJTYnaAK1Wi1atWgkxJCsKyoRHeahRJkC23oAv9sVh3eHLkBQGFwct5o9qi6f6t7Tph7ZXFTpGeJSHmkiZ0JSoGZoSJYTYA8YYtp+8jo+CY5GSXQAAGN7eFwvGd0Az7zpWrh0hxIimRO2MJEkIDQ0VYkhWFJQJj/JQq62ZRF/LwNRvjmLeppNIyS6Af/06WDejF1ZP64q4k0drXR5lqa3HSGkoDzWRMqEpURug1WoRGBgoxJCsKCgTHuWhVtsyuXI7D8tCzuPPU9cBAC6OWrwwrA2eGRAAF0cdFEWpVXmUR207Ru6F8lATKROaEjVDU6KEEFuTlluIL0Pj8OPRRBhkBo0GmNTVD6+Oaler7qlGiC2iKVE7YzAYsGfPHhgMBmtXRRiUCY/yULP3TDLzDfhs7wUMXrof6w5fhkFmGNimAXa+MADLp6qfVmDveVQGZcKjPNREyoRG2MyIOsKmKAoyMjLg6ekpxLCsCCgTHuWhZq+ZZOYZsPZwAtYdTkC2vui8mg6N3fHW2PswsI1Pqe+z1zwsQZnwKA+16s6kIv0O6rCZEbXDRgghabmFWHc4AesPX0Z2QVFHra1vPbx0f1uMCWwELd2mgxCbQ1OidsZgMGDXrl1CDMmKgjLhUR5q9pLJpVs5eGfbafT7eB++DI1HdoGE+xq5YeW07tj90iCM69y4XJ01e8mjKlEmPMpDTaRMaITNjKgjbIwxZGdnw83NDRoN/RUNUCbFUR5qtpwJYwyRl9Px7aFL+Dv2Jow/pQP93DF3aGuM7FDxETVbzqO6UCY8ykOtujOhKdFKErXDRgipHXILJGw/eR0/RyQiJinLtPz++xpi1qCW6BPgTb9ICbEjNCVqZwwGA7Zv3y7EkKwoKBMe5aFmS5mcuZ6Jd7adRp+P9uHtbacRk5QFZwct/tO7Of5+ZTDWzuiFvi3rW9RZs6U8agplwqM81ETKhEbYzIg6wsYYg16vh4uLC/11fQdlwqM81ETPJC23EDujr2PLiSScupphWt6yQV081qc5HureFF51nars80TPwxooEx7loVbdmVSk30FPOrARDg60q4qjTHiUh5pomegNMv6OvYk/opJw4PwtSErR38uOOg1GdmyEaX2aI8jCkbSyiJaHCCgTHuWhJkomNCVqAyRJQnBwsBDPMhMFZcKjPNREySSvUMLumGS8vOkken34N+b+HIW/Y1MgKQyd/Dzwfw90QPib9+Prx7qjX6sG1dZZEyUPkVAmPMpDTaRMaErUjMhTopIkwcHBgYap76BMeJSHmjUzycgrxN+xKdhz5gbCLtxCgaSYvubn6YqJ3ZpgYlc/tPF1q7E60TGiRpnwKA+16s6EpkTtkPGAIXdRJjzKQ62mMpEVhlPXMhB24RbCLtzCyasZUMz+FG7m7YpRHRphdGAjdG/uZbWb3NIxokaZ8CgPNVEyoSlRGyBJEkJCQoQYkhUFZcKjPNSqMxPGGOJTcvBLxBXM+fkEuv9vLyavDMeKv+Nw4kpRZ62drxtevL8Ngl8ciLDXhuLdBzqgZwtvq3bW6BjhUSY8ykNNpExoStSMqFOihBDrkmQFZ5OzEJGQhsjLaTh2OR23cwu5ddxcHDCgdQMMauuDQW19VA9fJ4SQ4mhK1M7Q3afVKBMe5aFW2UxkhSEhNQfR1zJxOikTp69l4sz1LOQbZG49ZwctujbzRJ+W9TG4bQN0aeoJB524kxZ0jKhRJjzKQ02kTKjDZgMkScKhQ4cwcuRIODo6Wrs6QqBMeJSHWnkyuZ1TgAs3cxCXko24mzk4fyMbZ65nIrdQVq3r5uKAnv5e6B1QH70DvBDo5wFnB111N6PK0DGiRpnwKA81kTKhKVEzNCVKiP3JKZBw5XYerqTl4UpaLhJv5yE+JQdxKTlIKzataeTqqEOgnzsC/TzQuakHOvl5IKBBPeisdP4ZIcQ+2c2U6MqVK7Fs2TIkJyejY8eOWLFiBQYOHFjq+gcPHsQrr7yCM2fOoEmTJnj99dcxe/bsGqxx9VAUBRkZGfD09IRWK+6US02iTHi1NY9CSUFKth43s/S4mVWAG5lF5eRM/Z3OWS7S80o/WVijAZp51UFb33po3dANbX3rIdDPA6187K9zVluPkbJQJjzKQ02kTITtsG3atAnz5s3DypUr0b9/f3zzzTcYM2YMzp49i+bNm6vWT0hIwNixYzFr1iz8+OOPOHz4MJ5//nn4+PjgoYceskILqo4sy4iMjMSwYcOsfsCIgjLh2UMekqwgt0BGdoEBGXkGpOcVIj3PgPTcQqTlFnL/vp1biJQsverE/9J41XFEc+86aF6/Lpp7u6Jlg3po6+uG1g3rwdXJdqY1LWEPx0hVo0x4lIeaSJkIOyXap08fdO/eHatWrTIta9++PSZOnIjFixer1n/jjTewY8cOxMbGmpbNnj0bp06dwpEjR8r1mTQlSmojxhgUBkiKAllhppdkVi7+b0lRUCgpKDC+DPLdsiSjwGBWlhQUGBToJRm5BRJy9BJyCopeuQV3y3qDcu/KlsBRp0FDNxc08nBBI3cXNHR3RiN3FzT3roNm3nXQvH4duLvQ+TiEEPHY/JRoYWEhjh8/jjfffJNbPnLkSISHh5f4niNHjmDkyJHcslGjRmHt2rUwGAwlnixYUFCAgoIC07+zsrIAFPWozf+v0+m4siRJ0Gg0prJWq4VWqy21bDAYoNPpsPLARew4eR1FF5powBiDRgMw4E65aAqmqA99t6zRaCBJEnQ6XdEcDmNgQNH6d8qlYab/3NkkM/8au7NYAwYGxoq2aezDG8us2Fs1AJjZPxhj0EBjKhevOwAod9oKhjt1v1Mu+tC7lTUWzbYDsxqY11FRFGh1WlNditdRufM2Y32NH6MwdmfLRe02lRlTf6R5W1W5mte9qMxYSWGbZ3p3exoNTDdXLbZr+JXulEvbz8Z9rDAFWo2WXw4+R8aKNiczvgMmEicHLTxdHeFZxxHedZzgXc8JHi4O8K7rDO96znB31qJ+PRf4erigfh0H+Li5Qqcr+j4z3tzS+P2XmpoKZ40LgLt3LHd0dISiKJBl2VRWFAUODg6llmVZBmPMVAbUPxeq4meEsWy8q3rxNpmXHR0dK9QmrVaLlJQUeHt7w8nJyS7aZOl+KiwsRFpaGho2bGjKyNbbZMl+KigoQEZGBnx8fCDLsl20ydL9pNPpcOvWLXh5ecHJyanK21QRQo55pqamQpZl+Pr6cst9fX1x48aNEt9z48aNEteXJAmpqaklvmfx4sXw8PAwvZo1awYAiImJAQDExsaaRuyio6MRFxcHAIiKikJCQgIAICIiAlevXgUAhIeHIzk5GQAQFhZm+tzQ0FBkZGTgZlYBLqTk4PzNHJy/mW0qF12llosLZuW4OydFx98qKiek6RF/Kxfxd5ZdLFYu7XXpVi4upd55mZdTc5GQmoeE1DxT+fLtPCSk5uLybb6ceOffiebltDuv23m4kpbPlYtO7s7D1fS75Wvp+bialo+r6fl8OUOPa3eWXcvIN5WTMvRIysi/89Kb/n89s6h8PVOPG9mFuJ5RdL5ScmbR18zLN7L0uHHn3zey7n7tZlYBbmQV4EZWsXJ2AW5m3XmZlVOy1a9b2QW4lVNY9H+zcmpO4Z0XX759ZxovNaeQK6fdme67nXu3nJZbiLQ8Q9HLrJxeyisjz4CMfAOy9DIy8g2mV2a+AZn50p3/F5Wz9BKyCyTkFcoolJR7dta0mqIRLCctUM/ZAe7OOrg5Aj5uzmjs7oTGdbXo0NgdHXxd0aG+Awa39UF//3ro39QZD/doinHt3DG+bV38d0grPNbZAzN7eOHjyZ0wP8gL/xveCJtnB+GT4d74cWpLRP3fCGx4wBN7Z3VAxDvD8W4PDT59oDlWTuuBEV63Mb27N54ZEAD3tHPo6uuIjk08cPzwAeTm5gAAgoODodfrTc/+KywsxOnTp7F7924AQHZ2NkJCQgAAGRkZCA0NNf28CQsLAwAkJyeb/ii8evUqIiIiABSdchEVFQUAiIuLQ3R0dLX8jACAkJAQZGdnl9gmSZKg1+sRHBxc4TYpioKTJ08iMjLSbtpUFfvp5MmTUBTFrtpU2f30999/Izo6Goqi2E2bLN1PiqLg1KlTOHToULW1qbyEnBK9fv06/Pz8EB4ejqCgINPyRYsWYePGjTh37pzqPW3btsVTTz2Ft956y7Ts8OHDGDBgAJKTk9GoUSPVe0oaYWvWrBnS0tLg5eVV5b39S6l5SErLgU6n40bNNBqYevJAUdlB52Aq6xx0YErRiJLOQQcwBkVh0Ol0YEyBojA4OOjAFAUKK1quKEpRb/9OGQC0Wi0URYFGA2i1OiiKfGd5Ufu0Gg20Oi1kSYZGqylaX5ah0Wqh1WggFysXtU8DSZLvtkPi22FcLhn/WmOMKxv/ijOOmDk4ONxphwKd7m7ZQedgapPOrE06nRayzJc1GkCn1UGWJUCjMZVN+8bYVq32Tjs00Gi0d/aHFhqNFrIsFe0DzZ2/xO6UZalofwBF5aK/0O62w/gXl6OjAxSFgd3ZZ8aycR12p32yIgOl/FWm0Wig02ohG9tqVnedTgtJursPivafFhptUd1NZWObtFpIBgk6Bx10Wi2YIsHZ0bHoxHpFhrOTY9Ed+BUZLs5O0AJgimz6i9Je/3qmNlGbqE3UJmu2KTc317anRBs0aACdTqcaTUtJSVGNohk1atSoxPUdHBxQv379Et/j7OwMZ2dn1XJjh8P4/+Jl82eKladsnI5t3bAeWjesV2JdyqIoCpKTk9G4cWOrn/QoCsqEZ8qjYVXmUXTMG38Ilrdc2vdNVX8/3atsfowARVPpxnVstU3FyxVpU/E87KFNxcsVbZNWqzVlYi9tsmQ/6XQ6XL9+HY0bN7abNlm6n4p/31RHm8pLyN90Tk5O6NGjB/bu3cst37t3L/r161fie4KCglTrh4SEoGfPnla/2Z2lFEXBxYsXTaNKhDIpjvJQo0x4lIcaZcKjPNREykTIKVGg6LYeTzzxBFavXo2goCCsWbMG3377Lc6cOQN/f3+89dZbSEpKwoYNGwAUzR8HBgbiueeew6xZs3DkyBHMnj0bv/zyS7lv60FXiRJCCCGkplSk3yHkCBsATJ06FStWrMDChQvRtWtXhIWFITg4GP7+/gCKTvy7cuWKaf2AgAAEBwfjwIED6Nq1K/73v//hiy++sPl7sAFFPfzExEQheviioEx4lIcaZcKjPNQoEx7loSZSJkKew2b0/PPP4/nnny/xa+vXr1ctGzx4ME6cOFHNtap5iqIgKSkJfn5+dL7WHZQJj/JQo0x4lIcaZcKjPNREykTYKVFroClRQgghhNQUu5gSJXfJsoz4+HjTJcGEMimO8lCjTHiUhxplwqM81ETKhDpsNoAxhvT0dNBg6F2UCY/yUKNMeJSHGmXCozzURMqEpkTN0JQoIYQQQmoKTYnaGVmWce7cOSGGZEVBmfAoDzXKhEd5qFEmPMpDTaRMqMNmI/Lz861dBeFQJjzKQ40y4VEeapQJj/JQEyUTmhI1Q1OihBBCCKkpNCVqZ2RZRkxMjBBDsqKgTHiUhxplwqM81CgTHuWhJlIm1GEjhBBCCBEcTYmaoSlRQgghhNSUivQ7hH40VU0z9l2zsrKsXBOecUg2MDAQOp3O2tURAmXCozzUKBMe5aFGmfAoD7XqzsTY3yjP2Bl12MxkZ2cDAJo1a2blmhBCCCGktsjOzoaHh0eZ69CUqBlFUXD9+nW4ublBo9FYuzomWVlZaNasGa5evUpTtXdQJjzKQ40y4VEeapQJj/JQq+5MGGPIzs5GkyZN7vlweRphM6PVatG0aVNrV6NU7u7u9E1UDGXCozzUKBMe5aFGmfAoD7XqzOReI2tGdJUoIYQQQojgqMNGCCGEECI46rDZAGdnZyxYsADOzs7WroowKBMe5aFGmfAoDzXKhEd5qImUCV10QAghhBAiOBphI4QQQggRHHXYCCGEEEIERx02QgghhBDBUYeNEEIIIURw1GGzkpUrVyIgIAAuLi7o0aMHDh06VOq6W7duxYgRI+Dj4wN3d3cEBQVhz5493Drr16+HRqNRvfR6fXU3pUpUJI8DBw6U2NZz585x623ZsgUdOnSAs7MzOnTogG3btlV3M6pURTKZMWNGiZl07NjRtI4tHyNhYWEYP348mjRpAo1Ggz/++OOe7zl48CB69OgBFxcXtGzZEqtXr1atY6vHSEXzqA0/Qyqaib3/HKloHvb+M2Tx4sXo1asX3Nzc0LBhQ0ycOBHnz5+/5/tE+jlCHTYr2LRpE+bNm4d33nkHUVFRGDhwIMaMGYMrV66UuH5YWBhGjBiB4OBgHD9+HEOHDsX48eMRFRXFrefu7o7k5GTu5eLiUhNNskhF8zA6f/4819Y2bdqYvnbkyBFMnToVTzzxBE6dOoUnnngCjzzyCP7999/qbk6VqGgmn3/+OZfF1atX4e3tjSlTpnDr2eoxkpubiy5duuCrr74q1/oJCQkYO3YsBg4ciKioKLz99tt48cUXsWXLFtM6tnyMVDQPe/8ZAlQ8EyN7/TlS0Tzs/WfIwYMHMWfOHBw9ehR79+6FJEkYOXIkcnNzS32PcD9HGKlxvXv3ZrNnz+aW3XfffezNN98s9zY6dOjAPvjgA9O/161bxzw8PKqqijWqonns37+fAWDp6emlbvORRx5ho0eP5paNGjWKPfrooxbXtyZYeoxs27aNaTQadvnyZdMyWz5GzAFg27ZtK3Od1/+/vXsPirJ64wD+XVl2kIuiyE3B5WIspWaSJRd1XSVowhmwZtAkBw0rmtEJS385I04gadTYajImcpF1MrC8RMzkJSd3EUVFkcVKDRVIZgKJSQ0w4/b8/vDH+/OVRWHZxWV9PjM7wznv2XPe9+zZZx7eC/znPxQYGCiqe+eddyg4OFgoD/U10q0v82GINcWQB/VlTp6EONLNmDVizTGEiKixsZEAUHFxca9tLC2O8Bm2QdbW1oby8nJERESI6iMiIlBaWtqnPrq6utDc3IzRo0eL6ltaWiCXy+Hl5YV58+b1+O3ZEg1kPqZOnQpPT0/MnTsXWq1WtO3UqVM9+oyMjOzzHD9Oplgjubm5CA8Ph1wuF9UPxTVijN4+/3PnzqG9vf2hbYbCGhkoa4ohA2WtcWSgrD2G3L59GwB6fAfuZ2lxhBO2QdbU1ITOzk64u7uL6t3d3dHQ0NCnPj7//HO0trYiNjZWqAsMDIRGo0FRUREKCgpgZ2eHsLAwXLlyxaT7b2rGzIenpyeysrKwf/9+HDhwAAqFAnPnzsXx48eFNg0NDQOa48dpoGukvr4ehw4dwrJly0T1Q3WNGKO3z7+jowNNTU0PbTMU1shAWVMMMZa1x5GBsPYYQkR4//33MWPGDEyaNKnXdpYWR6Qm75H1iUQiEZWJqEedIQUFBUhJScH3338PNzc3oT44OBjBwcFCOSwsDEFBQcjIyMDWrVtNt+Nm0p/5UCgUUCgUQjkkJAR1dXXYtGkTZs2aZVSflsjY/ddoNHB2dkZMTIyofqivkf4yNH8P1g/1NWIMa40h/fWkxBFjWHsMWb58OS5cuIATJ048sq0lxRE+wzbIxowZAxsbmx7Zd2NjY48s/UHffPMNEhIS8O233yI8PPyhbYcNG4YXXnjB4n/zGch83C84OFh0rB4eHgPu83EZyJwQEXbu3InFixdDJpM9tO1QWSPG6O3zl0qlcHFxeWibobBGjGWNMcSUrCmOGMvaY8iKFStQVFQErVYLLy+vh7a1tDjCCdsgk8lkeP7553H06FFR/dGjRxEaGtrr+woKCrBkyRLk5+cjKirqkeMQEfR6PTw9PQe8z+Zk7Hw8qKKiQnSsISEhPfr88ccf+9Xn4zKQOSkuLsbVq1eRkJDwyHGGyhoxRm+f/7Rp02Bra/vQNkNhjRjDWmOIKVlTHDGWtcYQIsLy5ctx4MABHDt2DL6+vo98j8XFEZM/xsAeac+ePWRra0u5ubl08eJFSkpKIgcHB+FpnDVr1tDixYuF9vn5+SSVSmnbtm1UX18vvG7duiW0SUlJocOHD9O1a9eooqKCli5dSlKplM6cOTPox9df/Z2PzZs303fffUdVVVX0yy+/0Jo1awgA7d+/X2hz8uRJsrGxofT0dLp06RKlp6eTVCql06dPD/rxGaO/c9LtjTfeoOnTpxvscyivkebmZqqoqKCKigoCQGq1mioqKuj3338nop7zUV1dTfb29rRy5Uq6ePEi5ebmkq2tLe3bt09oM5TXSH/nw9pjCFH/58Ta40h/56ObtcaQd999l0aOHEk6nU70Hbhz547QxtLjCCdsj8m2bdtILpeTTCajoKAg0aPF8fHxpFQqhbJSqSQAPV7x8fFCm6SkJBo/fjzJZDJydXWliIgIKi0tHcQjGpj+zMenn35K/v7+ZGdnR6NGjaIZM2bQDz/80KPPvXv3kkKhIFtbWwoMDBQF4qGgP3NCRHTr1i0aPnw4ZWVlGexvKK+R7j/B0Nt3wNB86HQ6mjp1KslkMvLx8aHt27f36HeorpH+zseTEEP6OyfWHkeM+c5YcwwxNBcAKC8vT2hj6XFE8r8DYYwxxhhjForvYWOMMcYYs3CcsDHGGGOMWThO2BhjjDHGLBwnbIwxxhhjFo4TNsYYY4wxC8cJG2OMMcaYheOEjTHGGGPMwnHCxhhjjDFm4ThhY4w9cVJSUvDcc8897t0QSCQSFBYW9us9Pj4+kEgkkEgkuHXrlln2637dYzk7O5t9LMZYT5ywMcbMIjMzE05OTujo6BDqWlpaYGtri5kzZ4ralpSUQCKRoKqqarB3c1CZOlFcv3496uvrMXLkSJP12Zv6+nps2bLF7OMwxgzjhI0xZhYqlQotLS04d+6cUFdSUgIPDw+cPXsWd+7cEep1Oh3Gjh2LgICAx7GrQ5aTkxM8PDwgkUjMPpaHh8egJIaMMcM4YWOMmYVCocDYsWOh0+mEOp1Oh+joaPj7+6O0tFRUr1KpAAC7d+/GtGnThGRk0aJFaGxsBAB0dXXBy8sLmZmZorHOnz8PiUSC6upqAMDt27fx9ttvw83NDSNGjMCcOXNQWVn50P3Ny8vD008/DTs7OwQGBuLLL78UttXW1kIikeDAgQNQqVSwt7fHlClTcOrUKVEf2dnZ8Pb2hr29PebPnw+1Wi1cQtRoNEhNTUVlZaVweVGj0QjvbWpqwvz582Fvb4+nnnoKRUVFfZvo+xg6g7dlyxb4+PgI5SVLliAmJgYbN26Eu7s7nJ2dkZqaio6ODqxevRqjR4+Gl5cXdu7c2e/xGWPmwwkbY8xsZs+eDa1WK5S1Wi1mz54NpVIp1Le1teHUqVNCwtbW1oa0tDRUVlaisLAQNTU1WLJkCQBg2LBhWLhwIb7++mvROPn5+QgJCYGfnx+ICFFRUWhoaMDBgwdRXl6OoKAgzJ07F3/99ZfB/czOzsbatWuxYcMGXLp0CRs3bsS6deuwa9cuUbu1a9di1apV0Ov1CAgIwOuvvy5c8j158iQSExPx3nvvQa/X46WXXsKGDRuE9y5YsAAffPABJk6ciPr6etTX12PBggXC9tTUVMTGxuLChQt45ZVXEBcX1+v+DtSxY8fwxx9/4Pjx41Cr1UhJScG8efMwatQonDlzBomJiUhMTERdXZ1ZxmeMGYEYY8xMsrKyyMHBgdrb2+nvv/8mqVRKN27coD179lBoaCgRERUXFxMAunbtmsE+ysrKCAA1NzcTEdH58+dJIpFQbW0tERF1dnbSuHHjaNu2bURE9NNPP9GIESPo7t27on78/f1px44dRET00Ucf0ZQpU4Rt3t7elJ+fL2qflpZGISEhRERUU1NDACgnJ0fY/uuvvxIAunTpEhERLViwgKKiokR9xMXF0ciRI4Xyg+N2A0DJyclCuaWlhSQSCR06dMjgnBARyeVy2rx5s6jOUP+bN28muVwulOPj40kul1NnZ6dQp1AoaObMmUK5o6ODHBwcqKCgQNRXXl6e6HgYY4OHz7AxxsxGpVKhtbUVZ8+eRUlJCQICAuDm5galUomzZ8+itbUVOp0O48ePh5+fHwCgoqIC0dHRkMvlcHJywuzZswEA169fBwBMnToVgYGBKCgoAAAUFxejsbERsbGxAIDy8nK0tLTAxcUFjo6OwqumpgbXrl3rsY9//vkn6urqkJCQIGr/8ccf92j/7LPPCj97enoCgHC59rfffsOLL74oav9g+WHu79vBwQFOTk5C36Y2ceJEDBv2//Dv7u6OyZMnC2UbGxu4uLiYbXzGWP9JH/cOMMas14QJE+Dl5QWtVoubN29CqVQCuHcDu6+vL06ePAmtVos5c+YAAFpbWxEREYGIiAjs3r0brq6uuH79OiIjI9HW1ib0GxcXh/z8fKxZswb5+fmIjIzEmDFjANy7z83T01N071w3Q3+SoqurC8C9y6LTp08XbbOxsRGVbW1thZ+7b/Tvfj8R9bj5n4geOUeG+u7uv7vvgejs7OzTWOYanzFmGpywMcbMSqVSQafT4ebNm1i9erVQr1QqceTIEZw+fRpLly4FAFy+fBlNTU1IT0+Ht7c3AIieMu22aNEiJCcno7y8HPv27cP27duFbUFBQWhoaIBUKhXdbN8bd3d3jBs3DtXV1YiLizP6OAMDA1FWViaqe3DfZTKZwQTKlG7cuCEqdz+IwRgb2viSKGPMrFQqFU6cOAG9Xi+cYQPuJWzZ2dm4e/eu8MDB+PHjIZPJkJGRgerqahQVFSEtLa1Hn76+vggNDUVCQgI6OjoQHR0tbAsPD0dISAhiYmJw5MgR1NbWorS0FMnJyQaTP+De05WffPIJvvjiC1RVVeHnn39GXl4e1Gp1n49zxYoVOHjwINRqNa5cuYIdO3bg0KFDorNuPj4+qKmpgV6vR1NTE/79998+999XDQ0NWL9+Paqrq7F//3589dVXuHnzJi5fvmzysRhjg4cTNsaYWalUKvzzzz+YMGEC3N3dhXqlUonm5mb4+/sLZ9NcXV2h0Wiwd+9ePPPMM0hPT8emTZsM9hsXF4fKykq8+uqrGD58uFAvkUhw8OBBzJo1C2+++SYCAgKwcOFC1NbWisa/37Jly5CTkwONRoPJkydDqVRCo9HA19e3z8cZFhaGzMxMqNVqTJkyBYcPH8bKlSthZ2cntHnttdfw8ssvQ6VSwdXVVbgPz5QmTZqEqqoqTJw4EevWrUNOTg5kMhlWrVpl8rEYY4NHQv25yYIxxlifvfXWW7h8+TJKSkpM3rePjw+SkpKQlJQk1KWkpKCwsBB6vd7k4wH3/pZcUlLSoPwrLMaYGJ9hY4wxE9m0aRMqKytx9epVZGRkYNeuXYiPjzfbeB9++CEcHR1x+/Zts43RzdHREYmJiWYfhzFmGD90wBhjJlJWVobPPvsMzc3N8PPzw9atW7Fs2TKzjFVcXIz29nYA9/5Flbl1n7V78MlZxtjg4EuijDHGGGMWji+JMsYYY4xZOE7YGGOMMcYsHCdsjDHGGGMWjhM2xhhjjDELxwkbY4wxxpiF44SNMcYYY8zCccLGGGOMMWbhOGFjjDHGGLNw/wXsaZGuDsAzuQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for T, label in temps:\n",
    "    plt.figure(figsize=(7,5))\n",
    "    plt.plot(wl_um, spectra[T], label=label)\n",
    "    plt.xlabel('Wavelength [µm]')\n",
    "    plt.ylabel(r'$B_\\lambda$  [W / (m$^2$ sr m)]')\n",
    "    plt.title(f'Blackbody spectrum at T = {T} K')\n",
    "    plt.grid(True, which='both', ls=':')\n",
    "    plt.legend()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3ed1b7e",
   "metadata": {},
   "source": [
    "## Where should each curve peak? (Wien estimate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6fc2da98",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 K (cold, far-IR)            λ_max ≈  28.98 µm\n",
      "293 K (room temperature)        λ_max ≈   9.89 µm\n",
      "873 K (≈ 600 °C, red-hot iron)  λ_max ≈   3.32 µm\n",
      "5772 K (Sun)                    λ_max ≈   0.50 µm\n"
     ]
    }
   ],
   "source": [
    "# Wien's displacement law (approx): lambda_max[µm] = 2898 / T[K]\n",
    "for T, label in temps:\n",
    "    print(f\"{label:30s}  λ_max ≈ {2898.0/T:6.2f} µm\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
