{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "intensive-failure",
   "metadata": {},
   "source": [
    "# Error model validator\n",
    "\n",
    "Build a set of data with a known statistical distribution and validate the error propagation by ensuring the integrated data follow the 𝜒² distribution.\n",
    "\n",
    "This requires plenty of memory and is pretty compute intensive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "broadband-priority",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/users/kieffer/.venv/py39/bin/python 3.9.5 (default, Jun  4 2021, 12:28:51) \n",
      "[GCC 7.5.0]\n"
     ]
    }
   ],
   "source": [
    "%matplotlib widget\n",
    "import time\n",
    "start_time = time.perf_counter()\n",
    "import sys\n",
    "print(sys.executable, sys.version)\n",
    "import numpy\n",
    "from scipy.stats import chi2 as chi2_dist\n",
    "from matplotlib.pyplot import subplots\n",
    "from pyFAI.method_registry import IntegrationMethod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "broken-archive",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 2s, sys: 17.4 s, total: 1min 20s\n",
      "Wall time: 1min 21s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "111"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyFAI.detectors import Detector\n",
    "from pyFAI.azimuthalIntegrator import AzimuthalIntegrator\n",
    "from pyFAI.units import to_unit\n",
    "\n",
    "class Validator:\n",
    "    def __init__(self, nimg = 100, npt=700, shape = (1024, 1024), pix = 100e-6, I0=1e4):\n",
    "        self.pix = pix\n",
    "        self.shape = shape\n",
    "        self.npt = npt\n",
    "        self.nimg = nimg\n",
    "        self.I0 = I0\n",
    "        self.unit = to_unit(\"r_mm\")\n",
    "        self._ai = None\n",
    "        self._img = None\n",
    "        self._dataset = None\n",
    "    \n",
    "    @property\n",
    "    def ai(self):\n",
    "        if self._ai is None:\n",
    "            detector = Detector(self.pix, self.pix)\n",
    "            detector.shape=detector.max_shape=self.shape\n",
    "            self._ai = AzimuthalIntegrator(dist=1.0, detector=detector)\n",
    "        return self._ai\n",
    "    \n",
    "    def build_image(self):\n",
    "        \"Reconstruction of diffusion image\"\n",
    "        r_max = self.ai.detector.get_pixel_corners().max(axis=(0,1,2))\n",
    "        r = numpy.linspace(0, 50*numpy.dot(r_max,r_max)**0.5, self.npt)\n",
    "        I = self.I0/(1.0+r*r) #Lorentzian shape\n",
    "                                                         \n",
    "        img = self.ai.calcfrom1d(r, I, dim1_unit=self.unit, \n",
    "                            correctSolidAngle=False, \n",
    "                            polarization_factor=None)\n",
    "        return img\n",
    "    \n",
    "    @property\n",
    "    def img(self):\n",
    "        if self._img is None:\n",
    "            self._img = self.build_image()\n",
    "        return self._img\n",
    "    \n",
    "    def build_dataset(self):\n",
    "        return numpy.random.poisson(self.img, (self.nimg,) + self.shape)\n",
    "    \n",
    "    @property\n",
    "    def dataset(self):\n",
    "        if self._dataset is None:\n",
    "            self._dataset = self.build_dataset()\n",
    "        return self._dataset\n",
    "    \n",
    "    @staticmethod\n",
    "    def chi2(res1, res2):\n",
    "        \"\"\"Calculate the 𝜒² value for a pair of 1d integrated data\"\"\"\n",
    "        I = res1.intensity\n",
    "        J = res2.intensity\n",
    "        l = len(I)\n",
    "        assert len(J) == l\n",
    "        sigma_I = res1.sigma\n",
    "        sigma_J = res2.sigma\n",
    "        return ((I-J)**2/(sigma_I**2+sigma_J**2)).sum()/(l-1)\n",
    "    \n",
    "    \n",
    "    def plot_distribution(self, kwargs, nbins=100, integrate=None, ax=None, label=\"Integrated curves\" ):\n",
    "        ai = self.ai\n",
    "        dataset = self.dataset\n",
    "        ai.reset()\n",
    "        results = []\n",
    "        c2 = []\n",
    "        kwargs = kwargs.copy()\n",
    "        if integrate is None:\n",
    "            integrate = ai.integrate1d_ng\n",
    "        t0 = time.perf_counter()\n",
    "        if \"npt\" in kwargs:\n",
    "            npt = kwargs[\"npt\"]\n",
    "        else:\n",
    "            npt = kwargs[\"npt\"] = self.npt\n",
    "            \n",
    "        if \"unit\" not in kwargs:\n",
    "            kwargs[\"unit\"] = self.unit\n",
    "        for i in range(self.nimg):\n",
    "            data = dataset[i, :, :]\n",
    "            r = integrate(data, **kwargs)\n",
    "            results.append(r)    \n",
    "            for j in results[:i]:\n",
    "                c2.append(self.chi2(r, j))\n",
    "        print(f\"Integration speed: {self.nimg/(time.perf_counter()-t0):6.3f} fps\")\n",
    "        c2 = numpy.array(c2)\n",
    "        if ax is None:\n",
    "            fig, ax = subplots()\n",
    "        h,b,_ = ax.hist(c2, nbins, label=\"Measured distibution\")\n",
    "        y_sim = chi2_dist.pdf(b*(npt-1), npt)\n",
    "        y_sim *= h.sum()/y_sim.sum()\n",
    "        ax.plot(b, y_sim, label=r\"Chi^2 distribution\")\n",
    "        ax.set_title(label)\n",
    "        ax.legend()\n",
    "        return ax\n",
    "\n",
    "# kwarg = {\"npt\":npt, \n",
    "#          \"correctSolidAngle\":False, \n",
    "#          \"polarization_factor\":None,\n",
    "#          \"safe\":False}\n",
    "validator = Validator(nimg = 1000)\n",
    "%time validator.dataset.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "tight-maintenance",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, no split, CSR, python)\n",
      "Integration speed: 22.062 fps\n",
      "Integration speed: 20.828 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2008a42f20f74db684a5b2f71da1c3c7",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAGQCAYAAAA9TUphAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAACoNElEQVR4nOzdd3xUVfrH8c+dkAak0JNIIKEX6QJGlKJIQGQXUVlZCwgWVhARQWBXIYAriovKCsr6WymuIpbFsqAIIqBC6IQaihCaJBQhCTVt7u+PyQwMoSSQ5E4y3/frNa8p99x7nxklc5855zzHME3TREREREREREQsZbM6ABERERERERFRgi4iIiIiIiLiEZSgi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIIuIiIiIiIi4gGUoIuIiIiIiIh4ACXoIiIiIiIiIh5ACbqIiIiIiIiIB1CCLiIiIiIiIuIBlKCLiIiIiIiIeAAl6CIiIiIiIiIeQAm6iIiIiIiIiAdQgi4iIiIiIiLiAZSgi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIIuIiIiIiIi4gGUoIuIiIiIiIh4ACXoIiIiIiIiIh5ACbqIiIiIiIiIB1CCLiIiIiIiIuIBlKCLiIiIiIiIeAAl6CIiIiIiIiIeQAm6iIiIiIiIiAdQgi4iHqFjx4507NjR6jBERKSUi4uLwzAMq8PIo2PHjtx8882FekzDMIiLiyvUY4pI0VKCLiIiIiJSDA4fPkxcXBwJCQlWhyIiHkoJuoh4hEWLFrFo0SKrwxARkVLupZde4ty5c5ac+/Dhw4wbN04JuohcURmrAxARAfDz87M6BBER8QJlypShTBldAouIZ1IPuohcF+ccvh07dtC7d2+Cg4OpVKkSzz33HOfPn3e1y87OZsKECdSuXRt/f3+ioqL461//SkZGhtvxLjcH/Z133qFx48aULVuWChUqcMsttzBnzhzX9lOnTjF06FCioqLw9/enatWq3H333WzYsMHtOJ9//jmtWrUiMDCQypUr88gjj/Dbb7+5tenXrx/ly5fnt99+o2fPnpQvX54qVaowfPhwcnJyCulTExGR67F//36eeeYZ6tevT2BgIJUqVeLBBx9k3759bu0Mw7jizdn2cnPQDcNg8ODBfP755zRq1IjAwEBiYmLYsmULAP/617+oU6cOAQEBdOzYMc95o6Ki6NevX564L/5uW7ZsGa1btwbg8ccfd8U1a9Yst322b99Op06dKFu2LDfddBOTJk1y256ZmcmYMWNo1aoVISEhlCtXjjvuuIOlS5fm/wMVEY+lnw9F5Ib07t2bqKgoJk6cyKpVq/jnP//JyZMn+fDDDwF44oknmD17Ng888AAvvPACq1evZuLEiSQmJvLll19e8bj/93//x5AhQ3jggQdcSf/mzZtZvXo1f/7znwEYOHAgX3zxBYMHD6ZRo0b8/vvv/PLLLyQmJtKyZUsAZs2axeOPP07r1q2ZOHEiR44cYcqUKaxYsYKNGzcSGhrqOmdOTg6xsbG0bduWf/zjH/zwww9MnjyZ2rVr85e//KXoPkQREbmqtWvXsnLlSh566CGqV6/Ovn37eO+99+jYsSPbt2+nbNmyAPznP//Js+9LL73E0aNHKV++/FXP8fPPP/PNN98waNAgACZOnMi9997Liy++yLvvvsszzzzDyZMnmTRpEv379+fHH38s0Hto2LAh48ePZ8yYMTz11FPccccdANx2222uNidPnqRr16706tWL3r1788UXXzBy5EiaNGlCt27dAEhPT+ff//43ffr04cknn+TUqVN88MEHxMbGsmbNGpo3b16guETEw5giItdh7NixJmD+4Q9/cHv9mWeeMQFz06ZNZkJCggmYTzzxhFub4cOHm4D5448/ul7r0KGD2aFDB9fzP/7xj2bjxo2vGkNISIg5aNCgK27PzMw0q1atat58883muXPnXK/Pnz/fBMwxY8a4Xuvbt68JmOPHj3c7RosWLcxWrVpdNQ4RESlaZ8+ezfNafHy8CZgffvjhFfebNGlSnjbO76+LAaa/v7+ZlJTkeu1f//qXCZhhYWFmenq66/XRo0ebgFvbmjVrmn379s1z/ku/29auXWsC5syZMy/b9tJYMzIyzLCwMPP+++93vZadnW1mZGS47Xvy5EmzWrVqZv/+/fO8r7Fjx+Y5l4h4Lg1xF5Eb4uxpcHr22WcB+Pbbb/n2228BGDZsmFubF154AYAFCxZc8bihoaEcOnSItWvXXrXN6tWrOXz48GW3r1u3jqNHj/LMM88QEBDger179+40aNDgsucfOHCg2/M77riDvXv3XjEGEREpeoGBga7HWVlZ/P7779SpU4fQ0NA805qcli5dyujRo3n22Wd59NFHr3mOu+66i6ioKNfztm3bAnD//fcTFBSU5/Wi+G4oX748jzzyiOu5n58fbdq0cTuXj4+Pq26L3W7nxIkTZGdnc8stt1zxsxCRkkMJuojckLp167o9r127NjabjX379rF//35sNht16tRxaxMWFkZoaCj79++/4nFHjhxJ+fLladOmDXXr1mXQoEGsWLHCrc2kSZPYunUrkZGRtGnThri4OLeLGOfx69evn+f4DRo0yHP+gIAAqlSp4vZahQoVOHny5FU+ARERKWrnzp1jzJgxREZG4u/vT+XKlalSpQqpqamkpaXlaX/o0CH+9Kc/0a5dO9588818naNGjRpuz0NCQgCIjIy87OtF8d1QvXr1PPPjL/c9NHv2bJo2bUpAQACVKlWiSpUqLFiw4LKfhYiULErQRaRQXXphcaXXrqVhw4bs3LmTuXPncvvtt/Pf//6X22+/nbFjx7ra9O7dm7179/LOO+8QERHBG2+8QePGjfnuu++uK3YfH5/r2k9ERIrWs88+y9///nd69+7NZ599xqJFi1i8eDGVKlXCbre7tc3MzOSBBx7A39+fzz77LN8V26/0HXCl103TdD2+0vdcQYuM5udcH330Ef369aN27dp88MEHLFy4kMWLF3PnnXfm+SxEpORRgi4iN2T37t1uz3/99VfsdjtRUVHUrFkTu92ep82RI0dITU2lZs2aVz12uXLl+NOf/sTMmTM5cOAA3bt35+9//7tblfjw8HCeeeYZvvrqK5KSkqhUqRJ///vfAVzH37lzZ55j79y585rnFxERz/DFF1/Qt29fJk+ezAMPPMDdd9/N7bffTmpqap62Q4YMISEhgf/+979Uq1atWOKrUKHCZWO5dKTW9fxgfakvvviCWrVqMW/ePB599FFiY2Pp3Lmz23ejiJRcStBF5IZMmzbN7fk777wDQLdu3bjnnnsAePvtt93aOIcbdu/e/YrH/f33392e+/n50ahRI0zTJCsri5ycnDxD+apWrUpERIRrCbdbbrmFqlWrMn36dLdl3b777jsSExOven4REfEcPj4+br3I4Pi+ubSHeubMmfzrX/9i2rRptGnTptjiq127NqtWrSIzM9P12vz58zl48KBbu3LlygFcNpnPL2cv+8Wfx+rVq4mPj7/uY4qI59AyayJyQ5KSkvjDH/5A165diY+P56OPPuLPf/4zzZo1A6Bv3768//77pKam0qFDB9asWcPs2bPp2bMnnTp1uuJxu3TpQlhYGO3ataNatWokJiYydepUunfvTlBQEKmpqVSvXp0HHniAZs2aUb58eX744QfWrl3L5MmTAfD19eX111/n8ccfp0OHDvTp08e1zFpUVBTPP/98sXxGIiJyY+69917+85//EBISQqNGjYiPj+eHH36gUqVKrjbHjx/nmWeeoVGjRvj7+/PRRx+5HeO+++5zJciF7YknnuCLL76ga9eu9O7dmz179vDRRx9Ru3Ztt3a1a9cmNDSU6dOnExQURLly5Wjbti3R0dH5Pte9997LvHnzuO++++jevTtJSUlMnz6dRo0acfr06cJ+ayJSzJSgi8gN+fTTTxkzZgyjRo2iTJkyDB48mDfeeMO1/d///je1atVi1qxZfPnll4SFhTF69Gi3ueSX8/TTT/Pxxx/z5ptvcvr0aapXr86QIUN46aWXAChbtizPPPMMixYtYt68edjtdurUqcO7777rtmZ5v379KFu2LK+99hojR46kXLly3Hfffbz++utua6CLiIjnmjJlCj4+Pnz88cecP3+edu3a8cMPPxAbG+tqc/r0ac6fP8/27dsvW7U9KSmpyBL02NhYJk+ezJtvvsnQoUO55ZZbmD9/vmvVEidfX19mz57N6NGjGThwINnZ2cycObNACXq/fv1ISUnhX//6F99//z2NGjXio48+4vPPP2fZsmWF/M5EpLgZ5qXjhURE8iEuLo5x48Zx7NgxKleubHU4IiIiIiIlnuagi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIKeDxMnTqR169YEBQVRtWpVevbsmWdd5fPnzzNo0CAqVapE+fLluf/++zly5IhbG+c6zmXLlqVq1aqMGDGC7OxstzbLli2jZcuW+Pv7U6dOHWbNmpUnnmnTphEVFUVAQABt27ZlzZo1hf6eRa4lLi4O0zQ1/1xEREREpJAoQc+H5cuXM2jQIFatWsXixYvJysqiS5cunDlzxtXm+eef53//+x+ff/45y5cv5/Dhw/Tq1cu1PScnh+7du5OZmcnKlSuZPXs2s2bNYsyYMa42SUlJdO/enU6dOpGQkMDQoUN54okn+P77711tPv30U4YNG8bYsWPZsGEDzZo1IzY2lqNHjxbPhyEiIiIiIiJFQlXcr8OxY8eoWrUqy5cvp3379qSlpVGlShXmzJnDAw88AMCOHTto2LAh8fHx3HrrrXz33Xfce++9HD58mGrVqgEwffp0Ro4cybFjx/Dz82PkyJEsWLCArVu3us710EMPkZqaysKFCwFo27YtrVu3ZurUqQDY7XYiIyN59tlnGTVqVDF/EiIiIiIiIlJYtA76dUhLSwOgYsWKAKxfv56srCw6d+7satOgQQNq1KjhStDj4+Np0qSJKzkHx5qZf/nLX9i2bRstWrQgPj7e7RjONkOHDgUgMzOT9evXM3r0aNd2m81G586diY+Pz1fsdrudw4cPExQUhGEY1/X+RUSk4EzT5NSpU0RERGCzaQDbxfTdJCJiDX03eR4l6AVkt9sZOnQo7dq14+abbwYgJSUFPz8/QkND3dpWq1aNlJQUV5uLk3Pndue2q7VJT0/n3LlznDx5kpycnMu22bFjx2XjzcjIICMjw/X8t99+o1GjRgV81yIiUlgOHjxI9erVrQ7Doxw+fJjIyEirwxAR8Vr6bvIcStALaNCgQWzdupVffvnF6lDyZeLEiYwbNy7P6wcPHiQ4ONiCiEREvFN6ejqRkZEEBQVZHYrHcX4m+m4SESle+m7yPErQC2Dw4MHMnz+fn376ye0XprCwMDIzM0lNTXXrRT9y5AhhYWGuNpdWW3dWeb+4zaWV348cOUJwcDCBgYH4+Pjg4+Nz2TbOY1xq9OjRDBs2zPXc+Y8wODhYF0EiIhbQEO68nJ+JvptERKyh7ybPoYkG+WCaJoMHD+bLL7/kxx9/JDo62m17q1at8PX1ZcmSJa7Xdu7cyYEDB4iJiQEgJiaGLVu2uFVbX7x4McHBwa4h5zExMW7HcLZxHsPPz49WrVq5tbHb7SxZssTV5lL+/v6uCx5d+IiIiIiIiHgu9aDnw6BBg5gzZw5ff/01QUFBrjnjISEhBAYGEhISwoABAxg2bBgVK1YkODiYZ599lpiYGG699VYAunTpQqNGjXj00UeZNGkSKSkpvPTSSwwaNAh/f38ABg4cyNSpU3nxxRfp378/P/74I5999hkLFixwxTJs2DD69u3LLbfcQps2bXj77bc5c+YMjz/+ePF/MCIiIiIiIlJolKDnw3vvvQdAx44d3V6fOXMm/fr1A+Ctt97CZrNx//33k5GRQWxsLO+++66rrY+PD/Pnz+cvf/kLMTExlCtXjr59+zJ+/HhXm+joaBYsWMDzzz/PlClTqF69Ov/+97+JjY11tfnTn/7EsWPHGDNmDCkpKTRv3pyFCxfmKRwnIiIiIiIiJYvWQfcy6enphISEkJaWpuHuUujsdjuZmZlWhyFiGT8/vysuU6O/v1emz0ZExBr6++t51IMuIoUiMzOTpKQk7Ha71aGIWMZmsxEdHY2fn5/VoYiIiEgJpARdRG6YaZokJyfj4+NDZGTkFXsQRUozu93O4cOHSU5OpkaNGqqIKyIiIgWmBF1Eblh2djZnz54lIiKCsmXLWh2OiGWqVKnC4cOHyc7OxtfX1+pwREREpIRRN5eI3LCcnBwADesVr+f8N+D8NyEiIiJSEErQRaTQaEiveDv9GxAREZEboQRdRERERERExAMoQReRwpedARmn4FwqnD0BWeetjkguo2PHjgwdOrRA+8TFxdG8eXPX8379+tGzZ8/rjmHfvn0YhkFCQgIAy5YtwzAMUlNTr/uY+T2XiEi+nU+HxP/BnqVwbBdknrE6IhEppVQkTkQKj2nCqRQ4lQxA1D8PF+vp973WvUDt+/Xrx+zZs3n66aeZPn2627ZBgwbx7rvv0rdvX2bNmlWIUZYuU6ZMwTTNfLXt168fqampfPXVV67XIiMjSU5OpnLlyoUaV3GeS0RKuaSf4cuBkH7oohcNaNUP7vkH+OhyWkQKj3rQRaRwmKYjMc9Nzinjb208+RQZGcncuXM5d+6c67Xz588zZ84catSoYWFk+ZOZmWnp+UNCQggNDb3u/X18fAgLC6NMmaK/wC3Oc4lIKZB1Hr7/G8zu4UjOgyKgSgPwCwJMWD8TPn0YMs9aHamIlCJK0EXkxmWdh7PH4Xyq43lIdTZnRlgaUn61bNmSyMhI5s2b53pt3rx51KhRgxYtWri1tdvtTJw4kejoaAIDA2nWrBlffPGFa3tOTg4DBgxwba9fvz5TpkxxO8ayZcto06YN5cqVIzQ0lHbt2rF//37g8sPFhw4dSseOHV3PO3bsyODBgxk6dCiVK1cmNjYWgK1bt9KtWzfKly9PtWrVePTRRzl+/LhrvzNnzvDYY49Rvnx5wsPDmTx5cr4+n9dee41q1aoRFBTEgAEDOH/efbrCpTF/8cUXNGnShMDAQCpVqkTnzp05c+YMcXFxzJ49m6+//hrDMDAMg2XLll1x2PmKFSto2rQpAQEB3HrrrWzdutW17dJh9gBvv/02UVFRru35Pdfy5ctp06YN/v7+hIeHM2rUKLKzs90+7yFDhvDiiy9SsWJFwsLCiIuLy9dnJyKeLWrUAtctD7sd5v4Z4qcCpqO3fPBaGLQa/noIHvoEygTAroXwn/vg3MniDl9ESikl6CJy41ZMgaxzgAEVoqFcFasjKpD+/fszc+ZM1/MZM2bw+OOP52k3ceJEPvzwQ6ZPn862bdt4/vnneeSRR1i+fDngSOCrV6/O559/zvbt2xkzZgx//etf+eyzzwDHevE9e/akQ4cObN68mfj4eJ566qkCV/6ePXs2fn5+rFixgunTp5Oamsqdd95JixYtWLduHQsXLuTIkSP07t3btc+IESNYvnw5X3/9NYsWLWLZsmVs2LDhquf57LPPiIuL49VXX2XdunWEh4fz7rvvXrF9cnIyffr0oX///iQmJrJs2TJ69eqFaZoMHz6c3r1707VrV5KTk0lOTua222674rFGjBjB5MmTWbt2LVWqVKFHjx5kZWXl6/PJ77l+++037rnnHlq3bs2mTZt47733+OCDD3jllVfc2s2ePZty5cqxevVqJk2axPjx41m8eHG+YhGREmr9DNizBMoEQp+50GMK+Je/sL3BPfDoVxAQAgdXwUf3g13LK4rIjdM4PxG5MSlbYet/od2tEBIJgaFWR1RgjzzyCKNHj3b1ZK9YsYK5c+eybNkyV5uMjAxeffVVfvjhB2JiYgCoVasWv/zyC//617/o0KEDvr6+jBs3zrVPdHQ08fHxfPbZZ/Tu3Zv09HTS0tK49957qV27NgANGzYscLx169Zl0qRJruevvPIKLVq04NVXX3W9NmPGDCIjI9m1axcRERF88MEHfPTRR9x1112AI+msXr36Vc/z9ttvM2DAAAYMGOA6zw8//JCnF90pOTmZ7OxsevXqRc2aNQFo0qSJa3tgYCAZGRmEhYVd8z2OHTuWu+++2y3WL7/80u1HhyspX758vs717rvvEhkZydSpUzEMgwYNGnD48GFGjhzJmDFjsNkcv2E3bdqUsWPHAo7PfurUqSxZssQVn4iUfBf3ou8b2RgWjXE86TwW6ne7/E41Y+DxhTCzK/y2HtbNgDZPFkO0IlKaKUEXketnmrBwFGAH37LuvQslSJUqVejevTuzZs3CNE26d++ep5DYr7/+ytmzZ/MkZZmZmW5D4adNm8aMGTM4cOAA586dIzMz0zUcu2LFivTr14/Y2FjuvvtuOnfuTO/evQkPDy9QvK1atXJ7vmnTJpYuXUr58nk//z179rjiaNu2rev1ihUrUr9+/aueJzExkYEDB7q9FhMTw9KlSy/bvlmzZtx11100adKE2NhYunTpwgMPPECFChXy+9bcznNprImJiQU+ztUkJiYSExPjNoKhXbt2nD59mkOHDrlqEDRt2tRtv/DwcI4ePVqosYhI0XBLvPNRSNTADl8PhqwzUOM2aPP01Xeo1gjufBm+HQ4/ToDG90E5FaIUkeunBF1Ert/2r2HfzxBSp0T2nF+sf//+DB48GHAk2Zc6ffo0AAsWLOCmm25y2+bv7yiIN3fuXIYPH87kyZOJiYkhKCiIN954g9WrV7vazpw5kyFDhrBw4UI+/fRTXnrpJRYvXsytt96KzWbLUxH9csO6y5Urlye2Hj168Prrr+dpGx4ezq+//pqfj+CG+fj4sHjxYlauXMmiRYt45513+Nvf/sbq1auJjo4utPPk93MqLL6+vm7PDcPAbrcX2flEpGhcdq75JR7x+cHxveZbFnpOA1s+ZoPe0h82zIaULfDDWPhj3u8QEZH80hx0Ebk+Wedg0cuOxy0fA1vJ/r2va9euZGZmkpWV5Sq8drFGjRrh7+/PgQMHqFOnjtstMjIScAyNv+2223jmmWdo0aIFderUYc+ePXmO1aJFC0aPHs3KlSu5+eabmTNnDuDoyU9OTnZrm581u1u2bMm2bduIiorKE1u5cuWoXbs2vr6+bj8UnDx5kl27dl31uA0bNnTbB2DVqlVX3ccwDNq1a8e4cePYuHEjfn5+fPnllwD4+fmRk5O/OZoXn8cZq3M6QJUqVUhJSXFL0i/9nPJzroYNGxIfH+92nBUrVhAUFHTN4f8iUvoEc4aRZeY6nnQeBxVr5W9Hmw/ck1t4c+NHcHBt0QQoIl5BCbqIXJ+VUyHtAARXhxaPWR3NDfPx8SExMZHt27fj4+OTZ3tQUBDDhw/n+eefZ/bs2ezZs4cNGzbwzjvvMHv2bMAxP3ndunV8//337Nq1i5dffpm1ay9cqCUlJTF69Gji4+PZv38/ixYtYvfu3a7E884772TdunV8+OGH7N69m7Fjx7pVL7+SQYMGceLECfr06cPatWvZs2cP33//PY8//jg5OTmUL1+eAQMGMGLECH788Ue2bt1Kv379XHOsr+S5555jxowZzJw5k127djF27Fi2bdt2xfarV692FZQ7cOAA8+bN49ixY673FxUVxebNm9m5cyfHjx+/aq/3+PHjWbJkiSvWypUru6rFd+zYkWPHjjFp0iT27NnDtGnT+O6779z2z8+5nnnmGQ4ePMizzz7Ljh07+Prrrxk7dizDhg275mcjIqXPQz4/Ut44zw57JNFfhuerx92lRlto9mfH429fcFSBFxG5DroCEZGCy86ENf9yPO4cB36BAOxMSWfzoVQ2H0q1LLQbERwcTHBw8BW3T5gwgZdffpmJEyfSsGFDunbtyoIFC1zDt59++ml69erFn/70J9q2bcvvv//OM88849q/bNmy7Nixg/vvv5969erx1FNPMWjQIJ5+2jHHMTY2lpdffpkXX3yR1q1bc+rUKR577No/fkRERLBixQpycnLo0qULTZo0YejQoYSGhroSzTfeeIM77riDHj160LlzZ26//fY8c9kv9ac//ckVT6tWrdi/fz9/+ctfrvr5/fTTT9xzzz3Uq1ePl156icmTJ9Otm6PA0pNPPkn9+vW55ZZbqFKlCitWrLjisV577TWee+45WrVqRUpKCv/73//w8/MDHD3f7777LtOmTaNZs2asWbOG4cOHu+2fn3PddNNNfPvtt6xZs4ZmzZoxcOBABgwYwEsvvXTVz0VESp8yZNO3zCIAPsjphnk9l8h3j3OskZ68yVEBXkTkOhjmpRP5pFRLT08nJCSEtLS0qyYiIle17Uv4vB+UD4Pnt3I+K4ekpCQyAythlPG76q5Nq4c6HpgmHE2EnAxH9XcV1ZFS4Pz58yQlJREdHU1AQIDbNv39vTJ9NlJU8tsL3sO2knf8pnLMDOb2jH+SQd7vsvwUmeO7UbD6PagbCw9/VtBwRYqd/v56HvWgi0jBrZ/luG/5KPj4XrXppZw97Jt/S7uQlJ855kjYRUREip3JgDKOaTIfZd992eQ831o/4bjfvQhO7rvx0ETE65Tsqk4iUuzaj57BT/7LsJsG7RdX59CiBdwU5ENcp6pUDSzgwcpWhFPJkH0eMk+Df1CRxCwiIt6jQHPHgZbGbprb9pBh+vJRTucbO3nlOlD7TtjzI6z9ALpMuLHjiYjXUQ+6iBTIQz6ONbB/sjflkFnlxg5mKwOBFR2Pzxy7wchEREQK7oky3wLwZU47fifkxg/Y+knH/cb/OFY8EREpACXoIpJ/2Zk86LMMgE9y7iycYzqHuZ9Pg+yMwjmmiIhIPkRwnFibY7WNGTndCueg9WIhpAacOwlb/1s4xxQRr6EEXUTyb9d3VDHSOWqGssTe4oYPt/lQKpuPZHDKzC2mdfb3Gz6miLf46aef6NGjBxERERiGwVdffeW23TCMy97eeOMNV5uoqKg821977TW342zevJk77riDgIAAIiMjmTRpUp5YPv/8cxo0aEBAQABNmjTh22+/LZL3LFLYuvuswscwWW1vwC4zsnAOavOB1v0dj9f8n2qsiEiBKEEXkfzLLQ73WU4HsguxhMVJM7dq6LlUXciI5NOZM2do1qwZ06ZNu+z25ORkt9uMGTMwDIP777/frd348ePd2j377LOubenp6XTp0oWaNWuyfv163njjDeLi4nj//fddbVauXEmfPn0YMGAAGzdupGfPnvTs2ZOtW7cWzRsXKUTdfVYB8L+cmMI9cIvHwMcfkhPgtw2Fe2wRKdVUJE5E8ufMcdi7DIBPczoW6qHTKYvdNLDlZED2OfAtW6jHFymNunXr5lpj/nLCwsLcnn/99dd06tSJWrVqub0eFBSUp63Txx9/TGZmJjNmzMDPz4/GjRuTkJDAm2++yVNPPQXAlClT6Nq1KyNGjABgwoQJLF68mKlTpzJ9+vQbeYsiRaq6cZTmtr3kmAYLc9oU7sHLVYKGPWDrF7BtHlRvVbjHF5FSSz3oIpI/uxaCaWerPYqDZrVCPbQdg1PkloA/l1qoxxYROHLkCAsWLGDAgAF5tr322mtUqlSJFi1a8MYbb5Cdne3aFh8fT/v27fHzu7DsVGxsLDt37uTkyZOuNp07u1e+jo2NJT4+/orxZGRkkJ6e7nYTKW7dbasBWGVvxPHCKA53qcY9Hffbv9boMBHJNyXoIpI/OxxzShfnFE0vQJpZzvHAA4e5X25+78WWLVuGYRikpqbm2Xbs2DEaNGiAj48P//1v0RYL6tevHz179nQ979ixI0OHDi3088TFxdG8efMrnrcozyXXZ/bs2QQFBdGrVy+314cMGcLcuXNZunQpTz/9NK+++iovvviia3tKSgrVqrn/IOd8npKSctU2zu2XM3HiREJCQly3yMhCmvsrUgD3+jh+RFpgvzVf7aNGLXC7XVOdzuBbDtIOapi7iOSbEnQRubbMs441XYHF9qJJ0E9RFjAgJ8OxLnoxSUlJ4dlnn6VWrVr4+/sTGRlJjx49WLJkSb6Pcdttt5GcnExIiHsPzKlTp+jWrRuVK1cmLi6Ohx9++LLHnThxIq1btyYoKIiqVavSs2dPdu7cecPvbd68eUyYkL81eAuSzA8fPrxAn09+Xe6HkKI6l7eZMWMGDz/8MAEBAW6vDxs2jI4dO9K0aVMGDhzI5MmTeeedd8jIKNoVFUaPHk1aWprrdvDgwSI9n5R+BUqcgZpGCk1s+8g2bSzMaV00QfkGOiq6A2z/qmjOISKljhL0fFClXPF6e5c55oaH1GC7WbNITpGDDfwvKhZXDPbt20erVq348ccfeeONN9iyZQsLFy6kU6dODBo0KN/H8fPzIywsDMMwXK9lZGTwxz/+kQoVKvD999/z8ssv89Zbb9GrVy/WrVvntv/y5csZNGgQq1atYvHixWRlZdGlSxfOnDlzQ++vYsWKBAUF3dAxLmaaJtnZ2ZQvX55KlSoV2nGvpjjPVVr9/PPP7Ny5kyeeeOKabdu2bUt2djb79u0DHPPYjxw54tbG+dw5b/1Kba40rx3A39+f4OBgt5tIcXIOb19pb8wJivD/v0Z/dNxrmLuI5JMS9HxQpVzxejtzeyTqdwOMqza9IYGhjvvzqUV3jos888wzGIbBmjVruP/++6lXrx6NGzdm2LBhrFq1yq3t8ePHue+++yhbtix169blm2++cW27dIh7Tk4Offr0oXz58syfP59y5RzD9//yl7/wzjvv0KNHD7ce8oULF9KvXz8aN25Ms2bNmDVrFgcOHGD9+vVXjD0nJ4dhw4YRGhpKpUqVePHFFzEvufi7tFf83XffpW7dugQEBFCtWjUeeOABwDFEffny5UyZMsX1A+K+fftc7+u7776jVatW+Pv788svv1xx2Pm4ceOoUqUKwcHBDBw4kMzMTNe2qKgo3n77bbf2zZs3Jy4uzrUd4L777sMwDNfzS89lt9sZP3481atXx9/fn+bNm7Nw4ULX9n379mEYBvPmzaNTp06ULVuWZs2aXXU+dGn3wQcf0KpVK5o1a3bNtgkJCdhsNqpWrQpATEwMP/30E1lZWa42ixcvpn79+lSoUMHV5tJRDosXLyYmppCrYosUImf19vwOb79ude+GMoGQut9R0V1E5BqUoOdDt27deOWVV7jvvvsuuz0sLMztdq1Kuc6b86Id3CvlNm7cmIceeoghQ4bw5ptvutpcXCm3YcOGTJgwgZYtWzJ16tSieeMiAPYc2JmbADW4p2jPFRAMGI4h7lnnivRUJ06cYOHChQwaNMjt36JTaGio2/Nx48bRu3dvNm/ezD333MPDDz/MiRMnLntsHx8f5s2bxzfffIO/v7/btscee4zk5GTq169/xdjS0tIARw/4lUyePJlZs2YxY8YMfvnlF06cOMGXX355xfbr1q1jyJAhjB8/np07d7Jw4ULat28POP62xMTE8OSTT7p+QLx4TvCoUaN47bXXSExMpGnTppc9/pIlS0hMTGTZsmV88sknzJs3j3Hjxl0xnkutXbsWgJkzZ5KcnOx6fqkpU6YwefJk/vGPf7B582ZiY2P5wx/+wO7du93a/e1vf2P48OEkJCRQr149+vTp41b8rDQ4ffo0CQkJJCQkAJCUlERCQgIHDhxwtUlPT+fzzz+/bO95fHw8b7/9Nps2bWLv3r18/PHHPP/88zzyyCOu5PvPf/4zfn5+DBgwgG3btvHpp58yZcoUhg0b5jrOc889x8KFC5k8eTI7duwgLi6OdevWMXjw4KL9AESuU7SRTGPbfrJMH77PuaVoT+ZXDup1cTze/nXRnktESgUl6IVMlXKl1Dm0Fs4eh4AQqNkuf/uYJkbW2QLfyM4AWxlHcn7qMGSeKfgtn0MIf/31V0zTpEGDBvlq369fP/r06UOdOnV49dVXOX36NGvWrMnf51EAdrudoUOH0q5dO26++eYrtnv77bcZPXo0vXr1omHDhkyfPj3PHPiLHThwgHLlynHvvfdSs2ZNWrRowZAhQwAICQnBz8+PsmXLun5A9PHxce07fvx47r77bmrXrn3FHw38/PxcPzB2796d8ePH889//hO73Z6v912lShXA8cNIWFiY6/ml/vGPfzBy5Egeeugh6tevz+uvv07z5s3z9M4PHz6c7t27U69ePcaNG8f+/fv59ddf8xVLSbFu3TpatGhBixYtAMd88hYtWjBmzBhXm7lz52KaJn369Mmzv7+/P3PnzqVDhw40btyYv//97zz//PNuI7dCQkJYtGgRSUlJtGrVihdeeIExY8a4llgDRw2GOXPm8P7779OsWTO++OILvvrqq6v+/ytipS42xzSjeHsjUim8aUBXpGHuIlIAWge9kF2tUm7Lli2pWLEiK1euZPTo0SQnJ7t6yFNSUoiOjnbb5+JKuRUqVLjuSrkF6cUSyWNH7vD2urHg45uvXYzsczSZ3bAIg7qKvx529Fhcw6XDwa/l4p7jcuXKERwczNGjRwsc3rUMGjSIrVu38ssvv1yxTVpaGsnJybRt29b1WpkyZbjllluu+L7uvvtuatasSa1atejatStdu3Z1Ddm/lltuuXYPU7NmzdyOFRMTw+nTpzl48CA1axZO3YL09HQOHz5Mu3buPxS1a9eOTZs2ub128X+v8PBwAI4ePZrvH2RKgo4dO17z/+OnnnrKLZm+WMuWLfNM5bicpk2b8vPPP1+1zYMPPsiDDz54zWOJeII7bJsB+NHeonhOWDcWygTAib2QsgXCLz8SSUQE1INe6FQpV0oV03Ql6M+sD8t3ddySoG7duhiGwY4dO/LV3tfX/ccJwzDy3TucX4MHD2b+/PksXbqU6tWrF+qxg4KC2LBhA5988gnh4eGMGTOGZs2aXXZpuEtdbgpAQdlstjzJ5MXzmgvbxf+9nMX7Cvu/l4iUPIGcp7XNUQPkJ3sxJcr+5R1LrgEk/q94zikiJZZ60AuRs1Lup59+es22F1fKrV+/fpFWyr10DqxIvp3YCyf2kGGWYbn92gWmnMwygWzpm3jdp61jHCbQyISQGlC2QsF29r12jzA45nfHxsYybdo0hgwZkicJTU1NzTMPvaiYpsmzzz7Ll19+ybJly/KMprlUSEgI4eHhrF692jWPPDs7m/Xr19OyZcsr7lemTBk6d+5M586dGTt2LKGhofz444/06tULPz8/cnJyrvs9bNq0iXPnzhEYGAjAqlWrKF++vGsue5UqVUhOTna1T09PJykpye0Yvr6+V40hODiYiIgIVqxYQYcOHVyvr1ixgjZt2lx37CLiPdraEvE3sjlkVmavGV58J67XFXbMhz1L4M6/Fd95RaTEUQ96IVKlXCl19i4DYIO9HmcIzP9+hoHpW/a6b6d8KzrWjzVzHMPVC3Iz8l9lftq0aeTk5NCmTRv++9//snv3bhITE/nnP/9ZrP+uBg0axEcffcScOXMICgoiJSWFlJQUzp27cqG85557jtdee42vvvqKHTt28Mwzz1y1N3z+/Pn885//JCEhgf379/Phhx9it9tdxeqioqJYvXo1+/bt4/jx4wXubc7MzGTAgAFs376db7/9lrFjxzJ48GBsNsfXzJ133sl//vMffv75Z7Zs2ULfvn3d5rk7Y1iyZAkpKSmu2huXGjFiBK+//jqffvopO3fuZNSoUSQkJPDcc88VKF4R8U4dcoe3/5TTlCJdleRSte903P+2Ac5evsCoiAioBz1fTp8+7VZcyFkpt2LFitSoUQO4UCl38uTJefaPj49n9erVdOrUiaCgIOLj4y9bKXfcuHEMGDCAkSNHsnXrVqZMmcJbb73lOs5zzz1Hhw4dmDx5Mt27d2fu3LmsW7fOraCPSKHa55h3utLeqFhPe9osS1UjDTLSHcPsC5B0F0StWrXYsGEDf//733nhhRdITk6mSpUqtGrVivfee69Iznk5znN17NjR7fWZM2fSr1+/y+7jjLdv377YbDb69+/Pfffd56oAf6nQ0FDmzZtHXFwc58+fp27dunzyySc0btwYcBRV69u3L40aNeLcuXN5erev5a677qJu3bq0b9+ejIwM+vTp41pCDRzTbZKSkrj33nsJCQlhwoQJec4xefJkhg0bxv/93/9x0003udbivtiQIUNIS0vjhRde4OjRozRq1IhvvvmGunXrFiheEfFO7XMT9OWFMLz94mlf+17rfvXGITdBlYZwLBH2LoWb7796exHxWoZZ0EpJXmjZsmV06tQpz+t9+/Zl1qxZALz//vsMHTqU5OTkPJWUN2zYwDPPPMOOHTvIyMggOjqaRx99lGHDhrkNP9+8eTODBg1i7dq1VK5cmWeffZaRI0e6Hevzzz/npZdeYt++fdStW5dJkyZxzz35X/oqPT2dkJAQ0tLSCA4OLsCnIF7Hbod/1IWzx7k/YyzrzSsvC3ZTkA9xnapSNaI6Rhm/K7bLLwOTJj4HwLRDlQaO3nSREuD8+fMkJSURHR2dpxaJ/v5emT4buVH5qZFyE8dYEfAc2aaNFhnvc4r8TYnKj2sm6ADf/w3ip0LzR6DntEI7t8iN0N9fz6Me9HxQpVzxSscSHcur+ZZj8/naxXpqEwP8yjt60DPSlaCLiMgNu8NnCwAbzTqFmpznW+07HQn6niVFOjpMREo2zUEXkctL+slxXzOGLCt+y/PPXZv2/KniP7eIiJQ6zuHtP+dYtMxZzXZQJhBOJcPR6y+kKiKlmxJ0Ebk8Z4Ie3d6a8/vnDrPKPA32668uLiIi4kMOt9u2AsW4vNqlfAMgqp3j8Z4lV28rIl5LCbqI5JWTDft+cTy2KkEv4w82X8CEzDPWxCAiIqVCM2MPwcZZTprl2WzWsi6Q2nc57n9Vgi4il6c56CKSV8omx9zvgBAIawocLv4YDAMCguHs77mxqHCJiIhckJ/CcE7tfRzD21fYb8ZuZf9Unbvge2D/Ssg8C34WzIUXEY+mHnQRycs1//x2sPlcvS1gL4K1IDYfSmX/6dxzZ2geupQMWhhFxDPdanPM+f7FfrO1gVSuB8HVISfDkaSLiFxCCbqI5FXA+ednskxy7HbMnOxCDeM0gZgmkH0ecrIK9dgiRSEzMxMAH59r/7AlIsXDjyyaG78CsMbewNpgDAPq3Ol4rHnoInIZGuIuIu6yM2F/PABdvoZdX117COGpDDtbjpwnpNxJyob6FNrSMdlAmlGGACMLTp3UMHfxaHa7nWPHjlG2bFnKlNHXq4inaGLsJcDI4pgZzF4z3OpwHMutbfjwwo/hIiIX0RWEiLj7bR1kn+O4Gcwus3q+djGBT7acomaILxXOnQcKb23XTOM05TkHx89DYIVCO65IUbDZbNSoUQND6xuLeIw2tp0ArLU3oDC/n65bzdxK7ke2wdkTULaitfGIiEdRgi4i7g44es9XF/BC5sR5O39dcpzKZX3wKcTJMx1smxjj+x/HvL2H5hTegUWKgJ+fHzabZo+JeJI2ufPP19rrWxxJrvJVHd9px3c5vnMbdLc6IhHxIErQRcTdwbUArL+OC5lsE1LOFO6a5Yu5iVcDDsLpQ2Ceh8DQQj2+iIiUXjbstLLtAjxg/vnFarZzJOj7VypBFxE3+plfRC4wTTi4GoAN9roWB+NwjApQsTZgwsE1VocjIiIlSAPjAMHGOU6ZgSSaNa0O54Ko2x33+36xNg4R8ThK0EXkgt/3wLkT4OPPNjPK6mguqBnjuN+/wto4RESkRGlj2wHAens9a9c/v1TN2xz3KZvhfJq1sYiIR/Ggv1QiYrnc3nNuakmWJ82AcRbU0ZqxIiJSAK1zE/Q1njL/3Ck4AipEg2mHA6utjkZEPIgSdBG54FDuEPLINtbGcSlnT8PhDZB51tpYRESkhDBdFdw9av65U5Tzx2eNDhORC5Sgi4jLjrVLAHhqqYf9aQitCcE3gT0bDq21OhoRESkBoo0UqhhpZJi+bDZrWx1OXjVz56ErQReRi3jQGFYRsdS5VOoZhwDYYK9ncTCXMAxHL/qWzx1L0tTqYHVEIiJSzKJGLShQe+fw9gSzNpn4FkVILhfHtu+1fFZld40O2wiZZ8CvXBFEJiIljYd1k4mIZX5bh80w2WevxnFCrI4mrxoqFCciIvnn0cPbASrUhJBIx+iwg5qHLiIOStBFxCF3/fMNpmcsr3axqFEL6Dwv2/Hk4FrIzrQ2IBER8XitDEeCvs7TCsRdzFkEdZ9+fBYRByXoIuLgYeufX+pX8yZOmOUh+xwkb7I6HBER8WAVSCfadgSAjXYPnH/uFKVVSkTEnRJ0EQF7DhxaBzjWivVMxoUfD1QoTkRErqKZbQ8Ae+zhpFPe4miuwtmD/ts6yM6wNhYR8QhK0EUEjiZC5ilOmwHsNCOtjuaKNipBFxGRfGiRm6AnmHUsjuQaKtaCspUgJxOSN1sdjYh4ACXoIuIa3p5gr43dg/8suObH5/b2i4iIXE4LYzcAG+0enqAbBlRv43h8aI21sYiIR/DcK3ERKT6/rQdgowcWiLvYZnstwIC0A3AqxepwRCz1008/0aNHDyIiIjAMg6+++spte79+/TAMw+3WtWtXtzYnTpzg4YcfJjg4mNDQUAYMGMDp06fd2mzevJk77riDgIAAIiMjmTRpUp5YPv/8cxo0aEBAQABNmjTh22+/LfT3K5JfBnbXEPcET55/7hSZm6CrkruIoARdRMCxBiuwycMvZM4QCFUbOZ5omLt4uTNnztCsWTOmTZt2xTZdu3YlOTnZdfvkk0/ctj/88MNs27aNxYsXM3/+fH766Seeeuop1/b09HS6dOlCzZo1Wb9+PW+88QZxcXG8//77rjYrV66kT58+DBgwgI0bN9KzZ0969uzJ1q1bC/9Ni+RDtJFCiHGW86YvO8waVodzba4EXd9rIgJlrA5ARCyWeQaO7QCcPdSebc7hqvy5zDamf/wpA1/pYXU4Ipbp1q0b3bp1u2obf39/wsLCLrstMTGRhQsXsnbtWm655RYA3nnnHe655x7+8Y9/EBERwccff0xmZiYzZszAz8+Pxo0bk5CQwJtvvulK5KdMmULXrl0ZMWIEABMmTGDx4sVMnTqV6dOnF+I7Fsmf5savAGwxo8kuCZe6ES3A8IFThyHtEIRUtzoiEbGQetBFvF3yZjDtEBTOUSpYHc01OYfht7DttjgSEc+3bNkyqlatSv369fnLX/7C77//7toWHx9PaGioKzkH6Ny5MzabjdWrV7vatG/fHj8/P1eb2NhYdu7cycmTJ11tOnfu7Hbe2NhY4uPji/KtiVxRc9fwdg+ff+7kVw7Cmjgea5i7iNcrAT8rikiRyh3eTkQLOGZtKPnhXGqtqbEXcrLAx9fiiEQ8U9euXenVqxfR0dHs2bOHv/71r3Tr1o34+Hh8fHxISUmhatWqbvuUKVOGihUrkpLiqPGQkpJCdHS0W5tq1aq5tlWoUIGUlBTXaxe3cR7jcjIyMsjIuLCkVHp6+g29V5GLOX/AtSpBjxq1wPV432vd87dTZBtITnAMc7/5/qIJTERKBPWg54MK8UipdniD4z6ipbVx5NNeM5w0syyBRiYc2WZ1OCIe66GHHuIPf/gDTZo0oWfPnsyfP5+1a9eybNkyq0Nj4sSJhISEuG6RkZ67vKNYK2rUAtctP/zJpIFxECghBeKcVMldRHIpQc8HFeKRUu3iHvQSwMR2oVdEheJE8q1WrVpUrlyZX391zM8NCwvj6NGjbm2ys7M5ceKEa956WFgYR44ccWvjfH6tNlea+w4wevRo0tLSXLeDBw/e2JsTyXWzkYSvkcMxM4TfqGx1OPnnLBSXvAmyzlkbi4hYSgl6PnTr1o1XXnmF++6774ptnIV4nLcKFS7M5XUW4vn3v/9N27Ztuf3223nnnXeYO3cuhw8fBnArxNO4cWMeeughhgwZwptvvuk6zsWFeBo2bMiECRNo2bIlU6dOLbo3L6Va01Gfwe+Oi/UWH5SA8e25NppK0EUK6tChQ/z++++Eh4cDEBMTQ2pqKuvXr3e1+fHHH7Hb7bRt29bV5qeffiIrK8vVZvHixdSvX9/1PRcTE8OSJUvczrV48WJiYmKuGIu/vz/BwcFuN5HC0Nzm+E5zrH9uWBtMQYTWgPLVwJ4NhxOsjkZELKQEvZCoEI+URI1t+wA4aK/CSUrOBfLG3HnoStDFm50+fZqEhAQSEhIASEpKIiEhgQMHDnD69GlGjBjBqlWr2LdvH0uWLOGPf/wjderUITY2FoCGDRvStWtXnnzySdasWcOKFSsYPHgwDz30EBEREQD8+c9/xs/PjwEDBrBt2zY+/fRTpkyZwrBhw1xxPPfccyxcuJDJkyezY8cO4uLiWLduHYMHDy72z0SkRW6CXmIKxDkZBlRv7XisYe4iXk0JeiHo2rUrH374IUuWLOH1119n+fLldOvWjZycHIB8F+K5XJEd57artblWIZ709HS3m4hTU2MvAJvN6Gu09CwbnfMKT+yFM79fvbFIKbVu3TpatGhBixaO6SnDhg2jRYsWjBkzBh8fHzZv3swf/vAH6tWrx4ABA2jVqhU///wz/v7+rmN8/PHHNGjQgLvuuot77rmH22+/3W1qVUhICIsWLSIpKYlWrVrxwgsvMGbMGLcpWrfddhtz5szh/fffp1mzZnzxxRd89dVX3HzzzcX3YYjkclZwd420KkkiHSNXOKgEXcSbqYp7IXjooYdcj5s0aULTpk2pXbs2y5Yt46677rIwMkchnnHjxlkag3iuprkXMptLUiEdIJ3y/GqPoI7tsKMXvX7Xa+8kUsp07NgR0zSvuP3777+/5jEqVqzInDlzrtqmadOm/Pzzz1dt8+CDD/Lggw9e83wiRakSaVQ3jmM3DbbYS9YPz8CFeegH14BpOnrVRcTrqAe9CKgQj5QUTY0kADabtSyOpOASnL0jzir0IiLi1ZrYHN9pSWYYpylrcTTXIbw52HzhzFFI3W91NCJiESXoRUCFeKREOHOcSJujMNzWEtjTsMme+6PCb0rQRUQEmuRO29pSwqZtufgGQFgTx+Pf1l+9rYiUWkrQ80GFeKRUyq0Su8cezqkS2NOwxZmgH97gGAooIiJezdmD7vp+KIluaum414/PIl5LCXo+qBCPlEq565+XxOHtAIlmDbCVgbO/Q+oBq8MRERGL3exK0EtoDzrATa0c90rQRbyWisTlgwrxSKmUO3e7pPY0ZOAH1RpD8ibHjw0ValodkoiIWKQyaUQYJ7CbBtvMKKvDuX7OBD05AXKywUeX6iLeRj3oIt4qeRNQwnsaInKHAqpQnIiIV7vZ5ph/vtcM5wyBFkdzAyrVBb8gyDoLx3ZYHY2IWEAJuog3OvM7pP8G5A4VL6kiHNNONBRQRMS7NcldlcTTCsRFjVrguuWLzQY3Ob/bVChOxBspQRfxRimO3vMke7WSuRSNk7OYTvImsNutjUVERCzjLBBXElclycM1D10Juog3UoIu4o2SNwOU7Hl6AFUaQplAyEiH33+1OhoREbGIs0Dc5hJaV8WNCsWJeDUl6CLeKCU3QS/pPQ0+ZSC8qeNxblV6ERHxLqWmQJyTM0E/uh0yz1gbi4gUOyXoIt7I1YNeCiqfO+ehq1CciIhXurhA3FkCLI6mEARHQFA4mDmu72sR8R5K0EW8TcZp13DwbfYoa2MpDM5K7hoKKCLilZwF4jabpWB4u5PmoYt4LSXoIt7myFbAhKBwfifE6mhuSNSoBdw5Nx2A8wc3Qk6WxRGJiEhxa1qaCsQ5OYugKkEX8TplrA5ARIqZc7hcWFM4Zm0ohSHJDCPdDCTYOOdYMzasidUhiYjIDcj3kmS5LhSIK00Jem4PuqZviXgd9aCLeJvcJdZcxdVKOBMbW5xVezXMXUTEq1QmjfDcAnHbS0OBOKfw5o77k/vgzO9WRiIixUwJuoi3cfaghzezNo5CtMU571A9DSIiXsXZe15qCsQ5BYZCpbqOxxrmLuJVlKCLeJPsTDKTtwFw+4el5xd517DG5E3WBiIiIsWqkbEPgK2lqffcyTkPPTnB0jBEpHgpQRfxJscS8TNySDXLccisbHU0hWarmZugH9kG2ZnWBiMiIsWmsW0fANvtpWDZ0Eu5lhHdaG0cIlKslKCLeJPc4e2OCxnD2lgK0QGzKmlmWcjJhGOJVocjIiLFpLGxH4BtpbEHXQm6iFdSFXcRb5LiSNBL34WMwVZ7NO18tsHhhFI1v15ERC4viLNE2Y4AsM0eZW0w+XBpdfp9r3W/+g5hTcCwwalkSE+G4PAijE5EPIV60EW8SW4Pekm4kCmoLabmoYuIeJOGub3nv5mVSCXI4miKgF85qNLA8Vjz0EW8hhJ0EW9ht8ORrUBp7EGHra5CcQmWxiEiIsWjkc2RoG8vhT86uziXW9MwdxGvoQRdxFucTILM02SYvuw1S98wOVcF35StkJNlaSwiIlL0GudWcN9mlsICcU6ueegJloYhIsVHCbqIt8jtPd9pVicHH4uDKXz7zWrgHww5GXBsh9XhiIhIEWuc24NeGqdtuVxcKM40rY1FRIqFEnQRb5HiSNATS+NSNICJ7UJxOM1DFxEp1fzIoq5xCCilS6w5hd0Mhg+cOQrph62ORkSKgRJ0EW+RsgWA7aV4KOD7vwYDMPu/X1kbiIiIFKm6xiF8jRxSzXL8RmWrwyk6voFQtZHjseahi3gFLbMm4i2OOHvQa1gcSNFxFoprYkuyOBIRESmIS5cgu5bGtn2Ac3i7UejxeJSI5nBkiyNBb3iv1dGISBFTD7qINzh3EtIOArDDLMUJem6huIbGAcjJtjYYEREpMhcKxEVZGkexuHgeuoiUekrQRbzBkW2O+5AapFPO2liKUJIZxikzkEAjE47vsjockSL1008/0aNHDyIiIjAMg6+++sq1LSsri5EjR9KkSRPKlStHREQEjz32GIcPu89hjYqKwjAMt9trr73m1mbz5s3ccccdBAQEEBkZyaRJk/LE8vnnn9OgQQMCAgJo0qQJ3377bZG8ZxGnCwXiSu+0LZeI5o57FYoT8QpK0EW8QW6BOMJutjaOImZiuzDHXuuhSyl35swZmjVrxrRp0/JsO3v2LBs2bODll19mw4YNzJs3j507d/KHP/whT9vx48eTnJzsuj377LOubenp6XTp0oWaNWuyfv163njjDeLi4nj//fddbVauXEmfPn0YMGAAGzdupGfPnvTs2ZOtW7cWzRsXr2dgp6GRm6B7Qw96tZvB5gvnTkDqAaujEZEipjnoIt4gt0Ac1Up3gg6wxR5NW9sOx5qxzf9sdTgiRaZbt25069btsttCQkJYvHix22tTp06lTZs2HDhwgBo1Lkx1CQoKIiws7LLH+fjjj8nMzGTGjBn4+fnRuHFjEhISePPNN3nqqacAmDJlCl27dmXEiBEATJgwgcWLFzN16lSmT59eGG9VxE2UcYRyRgbnTD/2mhFWh1P0yvhDtUaOFUoOb4QKXjBqQMSLqQddxBscyU3Qw5pYG0cxcBaKUw+6iLu0tDQMwyA0NNTt9ddee41KlSrRokUL3njjDbKzL9RviI+Pp3379vj5+blei42NZefOnZw8edLVpnPnzm7HjI2NJT4+vujejHg15/zznWYkdm+5lNU8dBGv4SV/1W6M5vlJiZaTTcbh7QC0/89xi4MpelvM3AQ9ZSvYc6wNRsRDnD9/npEjR9KnTx+Cg4Ndrw8ZMoS5c+eydOlSnn76aV599VVefPFF1/aUlBSqVavmdizn85SUlKu2cW6/nIyMDNLT091uIvnVKHf+eale//xS4c0d9/rxWaTUU4KeD5rnJyXa77vxN7I4bQZw0KxidTRFLskM56zpD1ln4Pc9VocjYrmsrCx69+6NaZq89957btuGDRtGx44dadq0KQMHDmTy5Mm88847ZGRkFGlMEydOJCQkxHWLjIws0vNJ6eJV88+dXIXiElQoTqSU0xz0fNA8PynRcgvE7TBrYHrBb3L23EJxtxi7HPP1qtSzOiQRyziT8/379/Pjjz+69Z5fTtu2bcnOzmbfvn3Ur1+fsLAwjhw54tbG+dz5fXalNlf6vgMYPXo0w4YNcz1PT09Xki755uxBT7SX3mVD86jayFEo7nwqpO6HClFWRyQiRaT0X61bQPP8xKOkbAa860LGteyOhgKKF3Mm57t37+aHH36gUqVK19wnISEBm81G1apVAYiJieGnn34iKyvL1Wbx4sXUr1+fChUquNosWbLE7TiLFy8mJibmiufx9/cnODjY7SaSH5VIo5qRit002GF6z/eaq1AcOHrRRaTUUg96IbvaPL+WLVtSsWJFVq5cyejRo0lOTubNN98EHHP4oqOj3Y518Ty/ChUqXPc8v4uHKmqenxc64uhBTzS9Z67eVuc89ORN1gYiUoROnz7Nr7/+6nqelJREQkICFStWJDw8nAceeIANGzYwf/58cnJyXN8VFStWxM/Pj/j4eFavXk2nTp0ICgoiPj6e559/nkceecSVfP/5z39m3LhxDBgwgJEjR7J161amTJnCW2+95Trvc889R4cOHZg8eTLdu3dn7ty5rFu3zm2KlkhhaWhzLDOWZIZxlgCLoylm4c0d32vJCdC4p8XBiEhRUYJeiK41z8+padOm+Pn58fTTTzNx4kT8/f2LLKaJEycybty4Iju+lAC5Q9y9qZjONnuU40HKZsdcPcOwNB6RorBu3To6derkeu78nunbty9xcXF88803ADRv3txtv6VLl9KxY0f8/f2ZO3cucXFxZGRkEB0dzfPPP+/2fRUSEsKiRYsYNGgQrVq1onLlyowZM8Y19QrgtttuY86cObz00kv89a9/pW7dunz11VfcfHPpX9ZRil+j3Aruid7Ue+4U0Rw2zFYPukgppwS9kGien3ik00fhzFHspsFOs7rV0RSb3WZ18PGD82maqyelVseOHTGvUizqatsAWrZsyapVq655nqZNm/Lzzz9ftc2DDz7Igw8+eM1jidyo0lTBPWrUAtfjfa91v/YOF1dy14/PIqWW5qAXAs3zE4+V4lj/fJ9ZjXNeNBQwizJQtaHjiYa5i4iUGg0NxxD37V40bculWmNHobhzJyH1gNXRiEgRUYKeD6dPnyYhIYGEhATgwjy/AwcOkJWVxQMPPMC6dev4+OOPXfP8UlJSyMzMBBzF3d5++202bdrE3r17+fjjjy87z8/Pz48BAwawbds2Pv30U6ZMmeLW+/3cc8+xcOFCJk+ezI4dO4iLi2PdunUMHjy42D8TKSGObAO8dChgeDPHvRJ0EZFSwZ9MahuHAUgsBT3oBVbG/6IfnxMsDUVEio6GuOeD5vlJieVM0L3xQkYJuohIqVLPOEQZw87vZhBHqGB1ONaIaO6or3I4ARr90epoRKQIKEHPB83zkxLryIU10L2Oa67eJs3VExEpBRq6zT/30r/p4c2BD/Xjs0gppiHuIqVVdiYc2wl4Z4Jef+pBsk0bnDkGp668FKGIiJQMjQxHgu5Ny4bmEdHcce8sFCcipY560EVKq993gz0L/IM5dL6y1dEUuwz82GNGUN845OhpCA63OiQREbnIxVXM88O5BnppqOB+3ao2BlsZOPs7pB2CUK3MI1LaqAddpJQaOuUjANacC8dbhwJuNaMcDzQUUESkRDOwu3rQvbKCu5NvgArFiZRyStBFSqkGuT0NiXbvG97utM0e7XigBF1EpESrbhwjyDhHhlmGvaaXj4hy1lg5nGBlFCJSRJSgi5RSzp4Gb5x/7rTVHuV4oF4GEZESrVHu+ue7zOpke/sMzYvnoYtIqaMEXaSUamA7CMAOL+5Bdw2DTP8NzvxubTAiInLdGrkquEdZG4gnCG/huD+coEJxIqWQEnSR0uj0MaoaqdhNg52m9xaQOU1ZkuzVHE9SNMxdRKSkulDB3Xt/dHap5iwUd9zxA7SIlCpK0EVKo9z1z/ebVTlLgMXBWGubqXnoIiIlnXMN9ERvruDu5BsAVXILxWkeukip4+WTeERKqSPbAO+ef+601R7FvT6rlKCLiJRQwZyhunEcuL4e9IAyBhUCbNg8eEGT8+fPF2yHGu3hTCoc2Q3RBdxXvIqvry8+Pj5WhyEFoARdpDTK7UFXTwNsVQ+6iEiJ1jC3QNwhszLplMv3fgbQq2E57qpVHl8fA09ecjQpKalgO9zUEyp2gDKBUNB9xeuEhoYSFhaGYXjuvwG5QAm6SGmUm6Dv8OL5507bnD9SnNgL59MgIMTagEREpEAaugrEFexH514Ny3FvgxAqVKyMUcYPPDg5iQ4LLtgOmWchdR8YZaBylEe/N7GOaZqcPXuWo0ePAhAe7uVLFJYQStBFSpucLDi2E7ioirkXO0kwhERC2kFI2QJRt1sdkoiIFICzBz2xAN9pgWUM7qpVngoVK2MLDCqq0ArNruMXhqk3rR567R38/OC0AeSArw+U8Suy2KRkCwwMBODo0aNUrVpVw91LABWJEyltju+GnExOmYH8Zla2OhrPEN7Mca9h7iIiJU4j2z4Athdg2dDQABu+Poaj57w0stmgTG4R2Kyz1sYiHq9s2bIAZGVlWRyJ5IcSdJHSJrdA3E4zElP/xB3CmjrulaCLiJQoZcimnuFYSqwgo8IcBeGM0j3029eRdJF1zto4xONp7nnJoiHuIqXNkS0AJBagp6HUc/Wgb7Y2DhERLxY1akGB96llJONvZHHKDOSQWaUIoirBfMvCuRPqQRcpZdS9JlLaaIm1PNrMdCzPk3N0h6OwjoiIlAgNDUeBuB0aFZaXn7MH/SyYprWxFKKOHTsydOjQAu0TFxdH8+bNXc/79etHz549rzuGffv2YRgGCQkJACxbtgzDMEhNTb3uY+b3XCLqQRcpbXITdPWgX3CUUI6ZIVQx0hyfT2Rrq0MSEZF8aGhzFIgraAX3q/nD1BWFdqz8+GZwuwK179evH7Nnz+bpp59m+vTpbtsGDRrEu+++S9++fZk14wPHi/ZssGeBTymdb38dpkyZgpnPHy369etHamoqX331leu1yMhIkpOTqVy5cGv5FOe5pOTST5EipcmZ3+FUMuCYgy5OBlvtUY6HyQlWBiIiIgXQKLcHvSAV3EuDyMhI5s6dy7lzF+aXnz9/njlz5lCjRu4P8DafC4XiMj1rHnpmZqal5w8JCSE0NPS69/fx8SEsLIwyZYq+L7M4zyUlgxJ0kdIkd/1zKkRzhkBrY/EwW81oxwMVihMRKTGudw30kq5ly5ZERkYyb94812vz5s2jRo0atGjR4kJD37LY7XYmvvY60dHRBAYG0qxZM7744gtXk5ycHAYMGODaXr9+faZMmeJ2vmXLltGmTRvKlStHaGgo7dq1Y/9+x2d/ueHiQ4cOpWPHjq7nHTt2ZPDgwQwdOpTKlSsTGxsLwNatW+nWrRvly5enWrVqPProoxw/fty135kzZ3jssccoX7484eHhTJ48OV+fz2uvvUa1atUICgpiwIABnD9/3m37pTF/8cUXNGnShMDAQCpVqkTnzp05c+YMcXFxzJ49m6+//hrDMDAMg2XLll1x2PmKFSto2rQpAQEB3HrrrWzdutW17dJh9gBvv/02UVFRru35Pdfy5ctp06YN/v7+hIeHM2rUKLKzs90+7yFDhvDiiy9SsWJFwsLCiIuLy9dnJ55PCbpIKRE1agETPvgMgIXHNUzqUhd60JWgi4iUBFVIpYqRTo5peOWosP79+zNz5kzX8xkzZvD444+7N/Ity8R3ZvDhJ58xffp0tm3bxvPPP88jjzzC8uXLAbDb7VSvXp3PP/+c7du3M2bMGP7617/y2WeOa4bs7Gx69uxJhw4d2Lx5M/Hx8Tz11FMFrvw9e/Zs/Pz8WLFiBdOnTyc1NZU777yTFi1asG7dOhYuXMiRI0fo3bu3a58RI0awfPlyvv76axYtWsSyZcvYsGHDVc/z2WefERcXx6uvvsq6desIDw/n3XffvWL75ORk+vTpQ//+/UlMTGTZsmX06tUL0zQZPnw4vXv3pmvXriQnJ5OcnMxtt912xWONGDGCyZMns3btWqpUqUKPHj3yvXRZfs/122+/cc8999C6dWs2bdrEe++9xwcffMArr7zi1m727NmUK1eO1atXM2nSJMaPH8/ixYvzFYt4No2lEClFGhiOuXqaf57XNjPK8eBoImRnQmldG1dEpJRolNt7nmSGk4H3/c1+5JFHGD16tKsne8WKFcydO5dly5a52mTYbbz6zgx++Oz/iMntta5Vqxa//PIL//rXv+jQoQO+vr6MGzfOtU90dDTx8fF89tln9O7dm/T0dNLS0rj33nupXbs2AA0bNixwvHXr1mXSpEmu56+88gotWrTg1Vdfdb02Y8YMIiMj2bVrFxEREXzwwQd89NFH3HXXXYAj6axevfpVz/P2228zYMAABgwY4DrPDz/8kKcX3Sk5OZns7Gx69epFzZqOkRhNmjRxbQ8MDCQjI4OwsLBrvsexY8dy9913u8X65Zdfuv3ocCXly5fP17neffddIiMjmTp1KoZh0KBBAw4fPszIkSMZM2YMNpujf7Vp06aMHTsWcHz2U6dOZcmSJa74pORSgi5SijiL6aiCe16HzCqkmuUItZ+Bo9shornVIYmIyFU4K7gXZP3z0qRKlSp0796dWbNmYZom3bt3z1NI7Nf9v3H23Hnu/tNTYAx0vZ6Zmek2FH7atGnMmDGDAwcOcO7cOTIzM13DsStWrEi/fv2IjY3l7rvvpnPnzvTu3Zvw8PACxduqVSu355s2bWLp0qWUL18+T9s9e/a44mjbtq3r9YoVK1K/fv2rnicxMZGBAwe6vRYTE8PSpUsv275Zs2bcddddNGnShNjYWLp06cIDDzxAhQoV8vvW3M5zaayJiYkFPs7VJCYmEhMT4zaCoV27dpw+fZpDhw65ahA0bdrUbb/w8HCOHj1aqLGINTTEXaSU8CGHusYhALYrQb8Mg20a5i4iUmI4e9ATvWz++cX69+/PrFmzmD17Nv3798+z/fRZR3G4BR/+k4RVP5OQkEBCQgLbt293zUOfO3cuw4cPZ8CAASxatIiEhAQef/xxt0JuM2fOJD4+nttuu41PP/2UevXqsWrVKgBsNlueiuiXG9Zdrlw599hOn6ZHjx6umJy33bt30759+xv7YArAx8eHxYsX891339GoUSPeeecd6tevT1JSUqGeJ7+fU2Hx9fV1e24YBna7vcjOJ8VHCbpIKVHLSMbfyOa0GcAhs4rV4XikLa5CcQmWxiEiItfW0Dlty4t/dO7atSuZmZlkZWW5Cq9drFGjRvj7+3Hgt2Tq1AijTp06rltkpGPe/ooVK7jtttt45plnaNGiBXXq1GHPnj15jtWiRQtGjx7NypUrufnmm5kzZw7g6MlPTk52a5ufNbtbtmzJtm3biIqKcourTp06lCtXjtq1a+Pr68vq1atd+5w8eZJdu3Zd9bgNGzZ02wdw/ZhwJYZh0K5dO8aNG8fGjRvx8/Pjyy+/BMDPz4+cnJxrvp9Lz+OM1TkdoEqVKqSkpLgl6Zd+Tvk5V8OGDYmPj3c7zooVKwgKCrrm8H8pHZSgi5QSzguZHWYNTP3Tvqyt9twE/XCCpXGIiMjVBZBBLeMwwIXRT17Ix8eHxMREtm/fjo+PT57tQUFBDB8yiOfj3mT2fz5iz549bNiwgXfeeYfZs2cDjvnJ69at4/vvv2fXrl28/PLLrF271nWMpKQkRo8eTXx8PPv372fRokXs3r3blXjeeeedrFu3jg8//JDdu3czduxYt+rlVzJo0CBOnDhBnz59WLt2LXv27OH777/n8ccfJycnh/LlyzNgwABGjBjBjz/+yNatW+nXr59rjvWVPPfcc8yYMYOZM2eya9cuxo4dy7Zt267YfvXq1a6CcgcOHGDevHkcO3bM9f6ioqLYvHkzO3fu5Pjx41ft9R4/fjxLlixxxVq5cmVXtfiOHTty7NgxJk2axJ49e5g2bRrfffed2/75OdczzzzDwYMHefbZZ9mxYwdff/01Y8eOZdiwYdf8bKR00H9lkVKigXP+ud37Kt3m11Znobgj2yCn6IadiRSHn376iR49ehAREYFhGHz11Vdu203TZMyYMYSHhxMYGEjnzp3ZvXu3W5sTJ07w8MMPExwcTGhoKAMGDOD06dNubTZv3swdd9xBQEAAkZGRbkWgnD7//HMaNGhAQEAATZo04dtvvy309yvepb5xEB/D5JgZwjFCrQ7HUsHBwQQHB19x+4QJ43l56BNMfOtdGjZsSNeuXVmwYAHR0Y4fpZ9++ml69erFn/70J9q2bcvvv//OM88849q/bNmy7Nixg/vvv5969erx1FNPMWjQIJ5++mkAYmNjefnll3nxxRdp3bo1p06d4rHHHrtm3BEREaxYsYKcnBy6dOlCkyZNGDp0KKGhoa5E84033uCOO+6gR48edO7cmdtvvz3PXPZL/elPf3LF06pVK/bv389f/vKXq35+P/30E/fccw/16tXjpZdeYvLkyXTr1g2AJ598kvr163PLLbdQpUoVVqxYccVjvfbaazz33HO0atWKlJQU/ve//+Hn5yhg2LBhQ959912mTZtGs2bNWLNmDcOHD3fbPz/nuummm/j2229Zs2YNzZo1Y+DAgQwYMICXXnrpqp+LlB6GeelkCSnV0tPTCQkJIS0t7ap/7KXkWfpyezr5bOJvWf35OKez1eF4JAM7SSHPQEY6DPwFwppceyeRQlLYf3+/++47VqxYQatWrejVqxdffvml27q/r7/+OhMnTmT27NlER0fz8ssvs2XLFrZv305AQAAA3bp1Izk5mX/9619kZWXx+OOP07p1a9fQ1vT0dOrVq0fnzp0ZPXo0W7ZsoX///rz99ts89dRTAKxcuZL27dszceJE7r33XubMmcPrr7/Ohg0buPnmmy35bMQzRY1akO+2fXyWMNH3A5bnNKVv1qgCn+umIB/iOlWlakR1jBK8akfT6qHXbmS3Q0pubZWqjbVKieRx/vx5kpKSiI6Odv39d9LfX8+jHnSRUqKB7SCgJdauxsQG4c0cTzTMXUq4bt268corr3Dffffl2WaaJm+//TYvvfQSf/zjH2natCkffvghhw8fdvW0JyYmsnDhQv7973/Ttm1bbr/9dt555x3mzp3L4cOOocUff/wxmZmZzJgxg8aNG/PQQw8xZMgQ3nzzTde5pkyZQteuXRkxYgQNGzZkwoQJtGzZkqlTpxbL5yClU6PcCu6JXlrBvUBsNigT6HicddbaWETkhilBzwcNIxSPd/YE4cYJAHaaGuJ+Vc4EXZXcpRRLSkoiJSWFzp0vjKYJCQmhbdu2xMfHAxAfH09oaCi33HKLq03nzp2x2WyuAkzx8fG0b9/eNYQTHMNdd+7cycmTJ11tLj6Ps43zPJeTkZFBenq6203kYs4K7tu9uIJ7gfiVddwrQRcp8ZSg58OZM2do1qwZ06ZNu+z2SZMm8c9//pPp06ezevVqypUrR2xsLOfPn3e1efjhh9m2bRuLFy9m/vz5/PTTT67hgeAYXtKlSxdq1qzJ+vXreeONN4iLi+P99993tVm5ciV9+vRhwIABbNy4kZ49e9KzZ898FeqQUu6I4/+B/faqnCHQ4mA8XHhzx70quUsplpKSAkC1atXcXq9WrZprW0pKClWrVnXbXqZMGSpWrOjW5nLHuPgcV2rj3H45EydOJCQkxHVzVpsWAbBhp0Fu4dNt6kHPH1/1oIuUFkrQ80HDCMXjpTgSdA0FzIeI5o77lK2Qk21pKCLeavTo0aSlpbluBw8etDok8SA1jSOUMzI4Z/qRZIZbHU7J4OvsQT8HKi8lUqIpQb9BGkYoHiG3B32HhrdfU/Q/dnDaDIDsc3D86mutipRUYWFhABw5csTt9SNHjri2hYWFcfToUbft2dnZnDhxwq3N5Y5x8Tmu1Ma5/XL8/f1dlamvVaFavI9z/vlOMxK7LlXzxzcQMMCeDTmZVkcjIjdAf/VukIYRikdI2QJorl5+mNjY5lxuTcPcpZSKjo4mLCyMJUuWuF5LT09n9erVxMTEABATE0Nqairr1693tfnxxx+x2+20bdvW1eann35yW6t38eLF1K9fnwoVKrjaXHweZxvneUQKqpFtH6DvtAIxbOCbW50765y1sYjIDVGCXsppGKEXyMmCYzsA2K4h7vmy1e5YG1aV3KUkO336NAkJCSQkJACOEV0JCQkcOHAAwzAYOnQor7zyCt988w1btmzhscceIyIiwrUUm3O95CeffJI1a9awYsUKBg8ezEMPPURERAQAf/7zn/Hz82PAgAFs27aNTz/9lClTpjBs2DBXHM899xwLFy5k8uTJ7Nixg7i4ONatW8fgwYOL+yORUsLZg67vtALyVaE4kdKgjNUBlHQXDyMMD78wT+rIkSM0b97c1cbKYYT+/v7X8c6kxDi+C3IySTcDOWRWsTqaEmGLM0FXJXcpwdatW0enTp1cz51Jc9++fZk1axYvvvgiZ86c4amnniI1NZXbb7+dhQsXuq2B+/HHHzN48GDuuusubDYb999/P//85z9d20NCQli0aBGDBg2iVatWVK5cmTFjxrgVOb3tttuYM2cOL730En/961+pW7cuX331Vb7XQJfSrSBrnzupgvt18i0L/A6ZStBFSjL1oN8gDSMUy+UOb3cUiDOsjaWE2Ooc4p6yGew5lsYicr06duyIaZp5brNmzQLAMAzGjx9PSkoK58+f54cffqBevXpux6hYsSJz5szh1KlTpKWlMWPGDMqXL+/WpmnTpvz888+cP3+eQ4cOMXLkyDyxPPjgg+zcuZOMjAy2bt3KPffcU2TvW0q3yqRRzUjFbhrsMGtYHY5Hy7P078U96KbJsmXLMAyD1NTUPPseO3aMBg0a4OPjw3//+98ijbNfv36ukTvg+Ns1dOjQQj9PXFycq3PscuctynOJFCYl6PmgYYTi0TT/vMD2mhGcMf0dFzHHd1sdjoiI5GqY23ueZIZxloBrtC69jh89wsSXX6RWrVr4+/sTGRlJjx498nTUuPENAAwwcyAnk9tuu43k5GRCQkLcmp06dYpu3bpRuXJl4uLiePjhhy973IkTJ9K6dWuCgoKoWrUqPXv2ZOfOnTf83ubNm8eECRPy1bYgyfzw4cOv/vlcpzw/hBThuURAQ9zzRcMIxaO5etDV05BfdmxsN2vS2tjlKBRXtYHVIYmICBfmn3vzsqG/HTxA3/u6EhQSwhtvvEGTJk3Iysri+++/Z9CgQezYsePyOxo2RzX3rLOQdRa/wAp5pkFmZGTwxz/+kQoVKvDVV19Rrlw5KleuTK9evViyZInbikPLly9n0KBBtG7dmuzsbP7617/SpUsXtm/fTrly5a77/VWsWPG6970c0zTJycmhfPnyeUYAFZXiPJd4H/Wg54OGEYrHMk3XEmvqQS+YLfZajgcqFCci4jE0/xxe/dsLGIbBx//7gfvvv5969erRuHFjhg0bxqpVq9zaHj9+nPvuu4+yZctSt25dvln8i2ND5tk8Q9xzcnLo06cP5cuXZ/78+a4k+y9/+QvvvPMOPXr0cOshX7hwIf369aNx48Y0a9aMWbNmceDAAbcpm5fKyclh2LBhhIaGUqlSJV588UXMS9Zlv7RX/N1336Vu3boEBARQrVo1HnjgAcAxRH358uVMmTIFwzAwDIN9+/a53td3331Hq1at8Pf355dffrnisPNx48ZRpUoVgoODGThwIJmZF5ahi4qK4u2333Zr37x5c+Li4lzbAe677z4Mw3A9v/Rcdrud8ePHU716dfz9/WnevDkLFy50bd+3bx+GYTBv3jw6depE2bJladas2VWXShbvpQRdpARrO/ojOPs72aaN3WZ1q8MpUTa7EvQN1gYiIiIu3l7BPe3kSVYsW8JDfQdQtmzeXurQ0FC35+PGjaN3795s3ryZe+65h4effo4TJ9Mg60yefX18fJg3bx7ffPNNngLCjz32GMnJydSvX//KsaWlAVfvAZ88eTKzZs1ixowZ/PLLL5w4cYIvv/zyiu3XrVvHkCFDGD9+PDt37mThwoW0b98egClTphATE8OTTz5JcnIyycnJbssFjxo1itdee43ExESaNm162eMvWbKExMREli1bxieffMK8efMYN27cFeO51Nq1awGYOXMmycnJrueXmjJlCpMnT+Yf//gHmzdvJjY2lj/84Q/s3u0+je5vf/sbw4cPJyEhgXr16tGnTx+ys7PzHY94Bw1xFynBnHP19prhZOBncTQlyxbTWcl9M+Rkg4/+HIqIWCmADGoZh4Ei6kE3TYxsa9YIN8sEgnHtQq4H9u3FNE2iate7Zltw9DL36dMHgFdffZV//vOfrEnYStc7KzhG2RUSu93O0KFDadeu3VWnVr799tuMHj2aXr16ATB9+nS+//77K7Y/cOAA5cqV49577yUoKIiaNWvSokULwDH908/Pj7Jly152xaLx48dz9913XzVuPz8/ZsyYQdmyZWncuDHjx49nxIgRTJgwAZvt2v2UVao4VscJDQ296qpJ//jHPxg5ciQPPfQQAK+//jpLly7l7bffZtq0aa52w4cPp3v37oDjx5XGjRvz66+/0qCBptrJBboiFSnBvL2n4UbsNcPBLwgyTznWkQ9TLQcRESs1NA7gY5gcM0M4SmihH9/IPkeT2Q0L/bj5saVvIqazyvpVmBQsqb6457hcuXIEBwdz9PdUMO2Qk3nlHQto0KBBbN26lV9++eWKbdLS0khOTnatUARQpkwZbrnlljzD3J3uvvtuatasSa1atejatStdu3Z1Ddm/lovny19Js2bN3I4VExPD6dOnOXjwIDVrFs61U3p6OocPH6Zdu3Zur7dr145Nm9yXc734v5dzeeajR48qQRc3GuIuUoI1sh0AINGL5+pdLxMbRDR3PDm80dJYREQEGtv2AbDNHoW3LhtaM6q2Y671nl0AbD6U6rpdjq+vr9tzwzCwG7mvZZ0vlJgGDx7M/PnzWbp0KdWrF+50uqCgIDZs2MAnn3xCeHg4Y8aMoVmzZpddGu5SN1Kozslms+X58eDiJY8L28X/vYzcERV2u73Iziclk3rQRUqwhupBvzERzWHfz44EveWjVkcjIuLVGhn7ANhqRhXJ8c0ygWzpm1gkx87PufMjpEIFbutwJ3Nnf0Cf/k/nmYeempqaZx56Hj65U95ybixBN02TZ599li+//JJly5YRHR191fYhISGEh4ezevVq1zzy7Oxs1q9fT8uWLa+4X5kyZejcuTOdO3dm7NixhIaG8uOPP9KrVy/8/PzIycm57vewadMmzp07R2Cg4/NftWoV5cuXd81lr1KlCsnJya726enpJCUluR3D19f3qjEEBwcTERHBihUr6NChg+v1FStW0KZNm+uOXbyXEnSRkirzDNFGCqAe9OsWkXvBoEJxIiKWu9mtB70IGEa+hplb7a+v/IO+vbrycI/ODHphNHUbNiYnO5tl81bz3nvvkZh4jR8ZyuQm6NkZNxTHoEGDmDNnDl9//TVBQUGkpDiuOUJCQlwJ76Wee+45XnvtNerWrUuDBg148803r9obPn/+fPbu3Uv79u2pUKEC3377LXa73VWsLioqitWrV7Nv3z7Kly9f4CXaMjMzGTBgAC+99BL79u1j7NixDB482DX//M4772TWrFn06NGD0NBQxowZg4+Pj9sxoqKiWLJkCe3atcPf358KFSrkOc+IESMYO3YstWvXpnnz5sycOZOEhAQ+/vjjAsUrAkrQRUquI9uxGSZHzVCOE2J1NCVThKMQDSlbHRcyZfyv3l5ERIpEGbKpbxwEYFsR9aCXFNVrRjH322X83zuTmTzhJY4dPUKFipW5tc0tvPfee9c+gLMHPfvG5qA7z9WxY0e312fOnEm/fv0uu88LL7xAcnIyffv2xWaz0b9/f+677z5XBfhLhYaGMm/ePOLi4jh//jx169blk08+oXHjxoCjqFrfvn1p1KgR586dy9O7fS133XUXdevWpX379mRkZNCnTx/XEmoAo0ePJikpiXvvvZeQkBAmTJiQ5xyTJ09m2LBh/N///R833XQT+/bty3OeIUOGkJaWxgsvvMDRo0dp1KgR33zzDXXr1i1QvCIAhnmlqg1SKqWnpxMSEkJaWhrBwcFWhyM3Yt0MmP88y3Oa0jdrlNXRlFAmG/2fpoJxmnszXmH+xGetDkhKMf39vTJ9NqVX1KgF+WrX0NjPd/6jSTfL0jTj/7jROeg3BfkQ16kqVSOqY5QpHaucNK0emr+GpglHtoI9GyrXA78bn6stJdv58+dJSkoiOjqagIAAt236++t5VCROpKRK2QJo/vmNMdhid8ypa2bba3EsIiLey1kgzvGd5p0F4gqNYYBzKH/mWWtjEZECU4IuUlLlJuiaf35jNpu1AGhiKEEXEbFKY2eBuKKaf+5t/HIT9Kwz1sYhIgWmBF2kJLLnwJFtAGxTD/oN2Wx3JOjqQRcRsU7joi4Q523Ugy5SYilBFymJfv8Vss5y1vQnyQy3OpoSzZmg1zUO6UJGRMQCBnYa5S4butW8+lJekk/OBD0nwzEXXURKDFVxFymJkjcDjrl6dv3OdkNSqMgxM4QqRpqjqE6k1iwVEbkR+S0M51TTOEJ54zznTV/26kfnwuHj66jmnpMJWefAP8jqiEQkn3RlL1LCRI1awPuffQnANs0/LwQGm3J70flN66GLiBS3m3Pnn+8wa5CDz9Ub55PdBDAdFc29lWuYu+ahezst2lWyKEEXKYGcxXS8fa3YwrLFmaAfVoIuIlLcnPPPC7NAXOp5O1k5JuYNrgVeojmXV9P0La939qzj/wFfX1+LI5H80BB3kRLHvKiYjubqFYZNZm3Hg0PrrA1ERMQLFcWPzueyTZbsPc29fj5UqIhjLXSjZC/fdv78+YLtYC8D2SbknIay50r8+5eCM02Ts2fPcvToUUJDQ/HxKZwRKlK0lKCLlDDVjeOEGmfINH3YZVa3OpxSIcGem6Cf2ANnT0DZitYGJCLiNcyLetAL90fneYmOod131crB18egpK+v7ncusGA7mCakHQdMSDfApst+bxUaGkpYWJjVYUg+6V+qSAnj7GnYbVYnS/+EC0UqQSTZqxFtO+IY5l6ns9UhiYh4hTBOUMk4RbZpK/QfnU3gv4lnWLD7LBUCbNhKdn6ex5IXOl670adxcGw7dPk71I4t6pDEA/n6+qrnvITR1b1ICdOoiHoavF2CWYdojsCh9UrQRUSKSRNbEgC7zZvIwK9IznE+2yT5dE6RHNtKAQEB125UJQqSvoff4qHpH4s8JhG5cSoSJ1LC3Oyaq6cK7oUpwV7H8eA3zUMXESkuTWx7AdjsnGokhat6a8f9obXWxiEi+aYEXaSEuVAgLsrSOEqbTfaLCsVpORIRkWLRxHD0oG8xNSqsSFRv5bhP2QzZGdbGIiL5ogRdpCQ5fYww4yR20yBRPeiFartZE3z84NwJOLnP6nBERLyA6RrivkXTtopGhWgoWwlyMiFli9XRiEg+KEEXKUlSNgGQZIZxlnzMPZN8y8SXhKxIAIb8498WRyMiUvpF8DuVjXSyTB92mDWsDqd0MgwNcxcpYZSgi5QkyY4EvTDXipULNubOQ29u+9XiSERESj/n/PNdZvUiKxAnQPVbHPdK0EVKBCXoIiVJ8mZA88+LinMeuhJ0EZGi5xzevtley+JISrmbnAm6iqCKlARK0EVKkhRHgr5VPehFIsF0JOiNjf2QnWlxNCI3JioqCsMw8twGDRoEQMeOHfNsGzhwoNsxDhw4QPfu3SlbtixVq1ZlxIgRZGdnu7VZtmwZLVu2xN/fnzp16jBr1qzieotSwjU1HD3oW0wl6EXqppaAAan74fRRq6MRkWvQOugiJcW5VDjhuJhRD3rR2GeGcdIsTwXjNBzZmntRI1IyrV27lpycC2s/b926lbvvvpsHH3zQ9dqTTz7J+PHjXc/Lli3repyTk0P37t0JCwtj5cqVJCcn89hjj+Hr68urr74KQFJSEt27d2fgwIF8/PHHLFmyhCeeeILw8HBiY2OL4V2Kp4gataCAe6hAXLEJCIEqDeBYoqMXvcE9VkckIlehHvRCoF4KKRa5888P2KuQSpDFwZRWxoXl1n5bb20oIjeoSpUqhIWFuW7z58+ndu3adOjQwdWmbNmybm2Cg4Nd2xYtWsT27dv56KOPaN68Od26dWPChAlMmzaNzEzHCJPp06cTHR3N5MmTadiwIYMHD+aBBx7grbfeKvb3KyVLdeM4FYzTZJo+7DQjrQ6n9NM8dJESQwl6IVi7di3Jycmu2+LFiwHy9FJc3GbSpEmubc5eiszMTFauXMns2bOZNWsWY8aMcbVx9lJ06tSJhIQEhg4dyhNPPMH3339ffG9UrHV4IwCbNRSwSDmHuWuunpQmmZmZfPTRR/Tv3x/DMFyvf/zxx1SuXJmbb76Z0aNHc/bsWde2+Ph4mjRpQrVq1VyvxcbGkp6ezrZt21xtOnfu7Hau2NhY4uPjrxpPRkYG6enpbjfxLk1yh7fvMGuQia/F0XiByDaO+4OrrY1DRK5JQ9wLQZUqVdyev/baa1fspbgcZy/FDz/8QLVq1WjevDkTJkxg5MiRxMXF4efn59ZLAdCwYUN++eUX3nrrLQ0j9AJRoxYwzXcB3X1gi4rpFKmE3Eru6mWQ0uSrr74iNTWVfv36uV7785//TM2aNYmIiGDz5s2MHDmSnTt3Mm/ePABSUlLcknPA9TwlJeWqbdLT0zl37hyBgYGXjWfixImMGzeusN6elEBNcyu46zutmETe6rj/bb2jxkoZVc0X8VTqQS9kntZLIaVHUyO32q160IuUc6k1TuyBM79bG4xIIfnggw/o1q0bERERrteeeuopYmNjadKkCQ8//DAffvghX375JXv27CnyeEaPHk1aWprrdvDgwSI/p3iWJq4CcZp/Xiwq14XAipB93lVwVkQ8k3rQC5mn9VJkZGSQkZHheq5hhCVTBdKJtB0DVCCuqKVRnl32m6hn+80xFFDFdKSE279/Pz/88IPrO+dK2rZtC8Cvv/5K7dq1CQsLY82aNW5tjhw5AuAaERYWFuZ67eI2wcHBV/xeAvD398ff37/A70VKi4sLxOlH52JhGBDZFnZ9BwdWXZiTLiIeRz3ohczTeikmTpxISEiI6xYZqUIsJZHzQmaPPZx0ylkcTem33l7P8UBz9aQUmDlzJlWrVqV79+5XbZeQkABAeHg4ADExMWzZsoWjRy8sy7R48WKCg4Np1KiRq82SJUvcjrN48WJiYmIK8R1IaVPDOEqIcZYM05ddZnWrwymxokYtcN3ypYbjRzgOriq6oETkhilBL0TOXoonnnjiqu0u7qWAK/dAOLddrc21eik0jLB0aJI7vF1DAYvHBrOu48HBNVdvKOLh7HY7M2fOpG/fvpQpc2HQ3J49e5gwYQLr169n3759fPPNNzz22GO0b9+epk2bAtClSxcaNWrEo48+yqZNm/j+++956aWXGDRokKv3e+DAgezdu5cXX3yRHTt28O677/LZZ5/x/PPPW/J+pWRwrn+eaEaSpcGcxcc5D/3AajBNa2MRkStSgl6IPLGXwt/fn+DgYLeblDwqplO8XD3ohzc4iumIlFA//PADBw4coH///m6v+/n58cMPP9ClSxcaNGjACy+8wP3338///vc/VxsfHx/mz5+Pj48PMTExPPLIIzz22GNu66ZHR0ezYMECFi9eTLNmzZg8eTL//ve/VbxUrqqZzTGCcLNzWUspHhHNweYLZ47CySSroxGRK9DPloXkar0Uc+bM4Z577qFSpUps3ryZ559//oq9FJMmTSIlJeWyvRRTp07lxRdfpH///vz444989tlnLFiQz2FNUqI5E/TNStCLxV4zHAIrwLmTkLIFqreyOiSR69KlSxfMy/SURUZGsnz58mvuX7NmTb799turtunYsSMbN2687hjF+zS3OUYQJihBL16+gY4k/dBaRy96RV1TiHgi9aAXEvVSSJE5lUK4cQK7abDNjLI6Gi+RW0wHNA9dRKQQlSHbNW0rwaxjcTReSN9tIh5PPeiFRL0UUmQOJwDwqxnBWQKsjcWbRLaFXQsdFzExz1gdjYhIqVDfOEiAkUWaWZYkM8zqcLxPjVshfqoSdBEPph50EU932PGjzBatf168Lu5lUDEdEZFC0SJ3ePsme21MXYYWP+d329FEOJdqaSgicnn6yyji6XIT9E2af168IlqArQycSoY0rX4gIlIYmucWiNuo4e3WKF81d+656ZiLLiIeRwm6iCczzQs96ErQi1XUmKUkZNdwPNFyayIihaK54SwQpwTdMq7l1rQeuognUoIu4snSf4MzR8k2bWw3a1odjdfZ4FxuTXP1RERuWDBnqGM7DDiGuItFauQOc1eCLuKRlKCLeLJD6wDYaUaSgZ/FwXif9UrQRUQKjXPJ0P32qpwg2OJovFiN2xz3h9ZC1nlrYxGRPJSgi3iy3PlhGzUU0BLr7XUdD1K2QMYpa4MRESnhXMPbNf/cWpXrQrmqkJMBv623OhoRuYSWWRPxZLlfnBudiaIUqxQqccBehRq2Y45e9DqdrQ5JRMRjRI1aUKD2zW3O+eca3m4pw4CodrDtS9i/wvFYRDyGetBFPFSdUV9zfr9jiLuq3VpnjdnQ8WDfCmsDEREp0UxXBXcViPMANXOT8n2/WBuHiOShBF3EQzUwDhBgZJFqliPJDLM6HK+12t7A8WD/SmsDEREpwaobx6hspJNp+qjoqSeIut1xf3ANZGdaG4uIuFGCLuKhWtguLEVj6p+qZVbbc3vQf1sPWeesDUZEpIRqkTv/fLtZU0VPPUGVBlC2EmSfg8MbrI5GRC6iq34RD+VM0FUgzloHzKoQFAH2LFfRPhERKRgNby9aUaMWuG75YhhQM7eau4a5i3gUJegiHqqFsRvQ/HPrXXQRo2HuIiLXpZVtJwAbVPTUc9TMHea+XzVWRDyJEnQRT3Tmd6JtRwBVu/UEf90YAsDKJV9bHImISMkTQAaNjf0ArLfXszgacXFWbz+wGnKyrI1FRFyUoIt4otzl1fbYw0mnvMXBiLNQXEvbbhXTEREpoOa2PfgaORw2K/Ibla0OR5yqNoaAUMg6A8mbrI5GRHIpQRfxRLlznTeaGgroCfaYERw3gwkwslRMR0SkgG4xHMPbHb3nhrXByAU2m5ZbE/FAStBFPJEzQVcxHQ9hsMa13Jrm6omIFMQttl0ArLPXtzgSycM5zF3fbSIeQwm6iKex211D3JWgew5Xgr5PFzEiIvllw+6YHoQSdI/k7EHfHw852dbGIiIAlLE6ABG5xPFdkJHOWdOfnWak1dFILtd66AdXOy5ifPTnU0S8S76X8LpIPeMQwcZZTpsB7NB3mucJawKBFeDcSUfnQI22Vkck4vXUgy7iaQ6tAWCLGU0OPhYHI047zEjSzLKQeVrFdERE8umW3OXVNtrr6DvNE9l8ILq94/HeZZaGIiIOStBFPM3+eADWaiigRzGxscreyPEkaZmlsYiIlBStNP+82EWNWuC65UutTo57JegiHkEJuoinObASgLXOOc/iMX6x3+x4oIsYEZF8aZ3bg77O1PrnHqtWR8f9oTWQcdrSUERECbqIZ0lPhpP7wLCx3q4l1jzNCmeCfmAVZJ61NhgREQ9XjRNUN46TYxokqOip56oYDaE1wZ6tau4iHkAJuoiHiBq1gMGvTQNga04NTlPW4ojkUnvNcAi+CXIy4eAqq8MREfFozuXVtps1OUOgxdHIVdXWMHcRT6EEXcSDtLbtADT/3HMZF4YC6iJGROSqnAXiNP+8BNB3m4jHUIIu4kHa5F7MrNH8c8+lixgRkXxxzj9fb9f8c48X3QEw4Oh2OJVidTQiXk0JuoiHCOYM9Y2DgHobPFnrOZkA2A9vhrMnLI5GRMQzBXOaRsZ+AFbrR2fPV7YihDdzPN673NpYRLycEnQRD9HKtgubYZJkr8YxQq0OR67gGBXYaa+OzTAh6SerwxG5ori4OAzDcLs1aHAhUTp//jyDBg2iUqVKlC9fnvvvv58jR464HePAgQN0796dsmXLUrVqVUaMGEF2drZbm2XLltGyZUv8/f2pU6cOs2bNKo63Jx6urW0HNsNkjz2cY1SwOhzJD40QE/EIStBFPIRzKKCWV/N8K7TcmpQQjRs3Jjk52XX75ZdfXNuef/55/ve///H555+zfPlyDh8+TK9evVzbc3Jy6N69O5mZmaxcuZLZs2cza9YsxowZ42qTlJRE9+7d6dSpEwkJCQwdOpQnnniC77//vljfp3ieGNt2AOLtjSyORPLNVShuKZimtbGIeDEl6IVAvRRSGFwF4kwNb/d0Wg9dSooyZcoQFhbmulWuXBmAtLQ0PvjgA958803uvPNOWrVqxcyZM1m5ciWrVjlWKFi0aBHbt2/no48+onnz5nTr1o0JEyYwbdo0MjMdUz2mT59OdHQ0kydPpmHDhgwePJgHHniAt956y7L3LJ7hQoLe2OJIJN8ib4UyAXAqGY7tsDoaEa+lBL2QqJdCbkjWeZoaewEViCsJVtsbkm3a4GSSY916EQ+1e/duIiIiqFWrFg8//DAHDhwAYP369WRlZdG5c2dX2wYNGlCjRg3i4+MBiI+Pp0mTJlSrVs3VJjY2lvT0dLZt2+Zqc/ExnG2cxxDvVIF0Gtoc/6+tsje0OBrJN98AiLrD8XiXri9FrKIEvZCol0JuyG/r8TeyOWqGst+sdu32YqkzBLLRrON4smeptcGIXEHbtm2ZNWsWCxcu5L333iMpKYk77riDU6dOkZKSgp+fH6GhoW77VKtWjZQURwXnlJQUt+Tcud257Wpt0tPTOXfu3BVjy8jIID093e0mpUfb3BFhO+3V+Z0Qi6ORAqnbxXG/e7G1cYh4MSXohcRTeyl0EVRCHFgJwBp7fcCwNhbJl59ymjoe/PqDtYGIXEG3bt148MEHadq0KbGxsXz77bekpqby2WefWR0aEydOJCQkxHWLjIy0OiQpRDG23GsXzT8veerlJugH4uFcqqWhiHgrJeiFwJN7KXQRVELkVgNfraGAJcZSe3PHgz1LITvD0lhE8iM0NJR69erx66+/EhYWRmZmJqmpqW5tjhw5QlhYGABhYWF56qU4n1+rTXBwMIGBgVeMZfTo0aSlpbluBw8evNG3Jx5EBeJKsApRULk+mDmw50eroxHxSkrQC4En91LoIqgEyDoHB1YDsFLFdEqMbWYUlK8GWWdg/0qrwxG5ptOnT7Nnzx7Cw8Np1aoVvr6+LFmyxLV9586dHDhwgJiYGABiYmLYsmULR48edbVZvHgxwcHBNGrUyNXm4mM42ziPcSX+/v4EBwe73aR0qEwa9Wy/YTcN/ejsAaJGLXDd8s3Zi757UdEEJSJXpQS9CHhSL4UugkqAA6sgJ4NksyJ7zAiro5F8MrFB3bsdT3QRIx5o+PDhLF++nH379rFy5Uruu+8+fHx86NOnDyEhIQwYMIBhw4axdOlS1q9fz+OPP05MTAy33norAF26dKFRo0Y8+uijbNq0ie+//56XXnqJQYMG4e/vD8DAgQPZu3cvL774Ijt27ODdd9/ls88+4/nnn7fyrUshKmiCd2tu7/kOswapBBVlaFJULp6HbrdbG4uIF1KCXgQ8qZdCPFvUqAW8O3MG4Ow91/zzEsV5EaNqt+KBDh06RJ8+fahfvz69e/emUqVKrFq1iipVqgDw1ltvce+993L//ffTvn17wsLCmDdvnmt/Hx8f5s+fj4+PDzExMTzyyCM89thjjB8/3tUmOjqaBQsWsHjxYpo1a8bkyZP597//TWxsbLG/X/EMGt5eCtSIAf9gOHscDm+wOhoRr1PG6gBKg+HDh9OjRw9q1qzJ4cOHGTt27GV7KSpWrEhwcDDPPvvsFXspJk2aREpKymV7KaZOncqLL75I//79+fHHH/nss89YsKAAQ5bEI91m2wrAihwNby9pbv4wkw3+Pvid2EPH0f9m2cQnrA5JxGXu3LlX3R4QEMC0adOYNm3aFdvUrFmTb7/99qrH6dixIxs3bryuGKX0uVUJesnn4wu1O8H2rx0jxKrfYnVEIl5FPeiFQL0Ucr2COU1TIwmAFfabLY5GCuo0ZVmbu259J1uCtcGIiFgsnN+pbUsmxzRyVyWREqtu7vWlRoiJFDv1oBcC9VLI9YqxJWIzTH61R3CEilaHI9dhqb057Xy2KUEXEa/X3mczAAlmHdIpb3E0ckOcNVaSE+BUCgSFWRqOiDdRD7qIhVzD21W9vcRyLrfW1pYIGaetDUZExEIdbJsAWJ7TzOJI5IaVrwoRLRyPdy20NhYRL6MEXcRCt+cm6Cs1vL3E2mNGcMBeBX8jG5KWWx2OiIglypDN7bYtACy3N7U4GikUDbo77hP/Z20cIl5GCbqIVdIPu+bqxWut2BLM4Ed7bi/Dzu+sDUVExCLNjV8JNs5xwizPFrOW1eFIYWj4R8f93uVwLtXSUES8iRJ0EavsdfS2bjGjNVevhFtsb+V4sPNbsOdYG4yIiAU6+jiGt/9sb4pdl5elQ5V6UKUB2LNULE6kGKlInIhV9i4DNLy9NFhtb8hJszwVzv4O+1dC9B1WhyQict2iRhV8CVfn/PNlmn/usS7977rvte7X3qnhH+DYDkj8Bpr9qYgiE5GL6SdOESvY7bBnCQC/KEEv8bIpw+Kc3F70xG+sDUZEpJhVJo0mtn2AowddSpFGf3Dc//qDCqGKFBMl6CJWSN4IZ45xygx0raMtJdt39jYApKz+nOhRKqgjIt7jDptjebUt9iiOE2JxNFKoqt0MFaIg+zz8utjqaES8ghJ0kWIWNWoBU96bCsDP9iZkaaZJqbDCfjPpZiBhxklaGL9aHY6ISLHpkDv/fLldw9tLHcNwDHMHVXMXKSZK0EUs0Mm2EeBC9W8p8TLxdf337Oqz1uJoRESKhw077XN70LX+eSnVKLea+67vIeu8tbGIeAEl6CLFrAonaWpLwm4aLMtpbnU4UogW5jiGuXezrQHTtDgaEZGi19TYS0XjNOlmIBvNOlaHI0UhoiUE3wSZp2HvUqujESn1lKCLFLNOPgkAbDZraa5eKbPc3pRzph+RtmOQvMnqcEREilwXn3UA/GRvRrambJVONhs07OF4vHWetbGIeAEl6CLF7K7c4e1LcjS8vbQ5RwDLnHMwNVdPREo9k1ibY0rP9zm3WByLFKkmDzrud8xXNXeRIqYEXaQ4ZWdwu20LoPnnpdV3ucPc2falhrmLSKlWx/iN2rZkMswyLLU3tzocKUo3tYKKtSHrLOxYcO32InLdlKCLFKd9v1DOyCDFrMA2M8rqaKQI/GBvxVnTH07sgd/WWx2OiEiRibU5hrevtDfmNGUtjkYKKmrUAtftmgwDmv7J8Xjz3KINTMTLKUEXKU67FwGwNKc5YFgaihSNswTwvT13qOcmXcSISOkVm7tixUJ7G4sjkWLRNHeY+95lcCrF0lBESjMl6CLFxTRh10JAw9tLuy9zbnc82PpfyM60NhgRkSIQwXGa2pLIMQ1+yGlpdThSHCrWgsi2YNphyxdWRyNSaqncpkhxSdkMJ/dxzvRjhf1mq6ORIrTCfjOUrwanj8CvP0CDe6wOSUTkqvI1zPkizurt68z6/K4VSbxH095wcLVjmPttg62ORqRUUg+6SHHZ9iUAS+3NOUuAxcFIUcrBh/dTHcPcF3z8lsXRiIgUPuf880Wq3u5dGvcCmy+kbIEj262ORqRUUoIuUgyiRs1n/08fA7Ag51aLo5Hi4Bzm3tm2Ec6lWhuMiEghqkA6bWyJAHxvb21xNFKsylaEul0cjzd/am0sIqWUEnSRYnCzkURN21HOmX78qKVovEKiWZNEeyT+RhZs/8rqcERECk1nnw34GCbb7DU5ZFaxOhwpbs1yq7lv+gRysqyNRaQUUoIuUgzu9VkNwBJ7C85peLvXcBWL26ReBhEpPe6z/QLAgpy2FkcihaVAS67V6wblqjrqrOz8tuiDE/EyStBFippp0t22CtDwdm/zdU47ckwDDqyE47utDkdE5IaF8zu35g5v/zqnncXRiCXK+EHLRx2P135gbSwipZASdJGidngDkbZjnDX9Warh7V7lCBUvLKm3boa1wYiIFII/+qzAZpistjfgNzS83Wu16gcYkLQcjv9qdTQipYoSdJGillu9fYm9BefxtzgYKW4f5dzteJDwMWSetTYYEZEbYnKfj2N4+7ycOyyORSwVWuNCsbj1M62NRaSUUYIuUpRME7Z9BcB8DW/3Sj/Zm7DfXhXOpzFi3FirwxERuW6NjP3Utx0iw/Tlu5w2VocjVrulv+M+4WPIOmdtLCKliBJ0kaJ0cDWkHeSM6c8yDW/3SiY2Ps65C4BHfRZbHI2IyPXr6bMCgB/sLUinnMXRiOXq3g0hkXDuJGz/2upoREoNJegiRWnDfwD4NqctGfhZHIxY5fOcDmSYvjS1JcFv660OR7zExIkTad26NUFBQVStWpWePXuyc+dOtzYdO3bEMAy328CBA93aHDhwgO7/396dh0dRpmsc/lV3VpCEPSESdhVBDJvEgCOiQI4yiIweGWUJKOMwBhXwiOCAbDPiqCjKIjrOgIogcARHgQOyigjiyKIiy8imGEnYNAkBku6uOn80RCKQkJBO9fLc19VXuivV4fmapN56u6q+7taNSpUqUbt2bZ544gncbneRddauXUvr1q2JjIykSZMmzJo1y9fDk3JQmpm7HZj0ONOgL9Lp7QLgcEKbNO99TRYnUm7UoJcD7QTJhVw3YgEnty4AYJ7nFnvDiK1+IobF5pmPI9JOjFSQjz/+mPT0dD777DNWrFiBy+Wia9eu5OXlFVnvD3/4A4cOHSq8Pffcc4Xf83g8dOvWjYKCAjZs2MCbb77JrFmzePrppwvX2b9/P926daNTp05s27aNIUOGMHDgQJYvX15hYxXf6+DYTpzxM8etK/jYTLI7jviLVv3AEQ4/fA4HP7c7jUhQUINeDrQTJBfyW+dnVDLy2WvW4QvrGrvjiM3ecXf23tn+Hpw8bm8YCQnLli2jf//+NG/enKSkJGbNmsX333/P5s1Fz+KoVKkS8fHxhbeYmJjC73300Ufs2LGD2bNn07JlS26//XYmTJjAtGnTKCgoAGDGjBk0bNiQSZMmce211zJ48GDuueceXnrppQodr/jWPc51ACz2pOAizOY04jeqxEFSL+/99ZNtjSISLNSglwPtBMmF9HKuBc4ePTdsTCL+YIt1FdvNBuA+DZ//3e44EoKys7MBqF69epHl77zzDjVr1uS6665j5MiRnDz5y6cNbNy4kRYtWhAXF1e4LDU1lZycHL755pvCdTp37lzkZ6amprJx40ZfDUUqWE2yud2xCYD5no42pxFfK82lDwC0fwwwYPcSOLK7xNVFpHhq0H1AO0HC4Z20cuzBZTlZ6LnZ7jTiFwxec//We3fTDCjIK351kXJkmiZDhgyhQ4cOXHfddYXL77//fmbPns2aNWsYOXIkb7/9Nn369Cn8fmZmZpG6BBQ+zszMLHadnJwcTp268MzO+fn55OTkFLmJ/+rlXEOE4WGr2YTtViO744i/qXU1NO3mvf/pK/ZmEQkCOkepnBW3E1S/fn0SEhL46quvePLJJ9m9ezcLFy4EymcnKDo6+rw8+fn55OfnFz7WTlAFOTM53GqzFUeJtTmM+IulZjKPmwtocCqL8eOe5Om/TrU7koSI9PR0tm/fzvr164ssf+ihhwrvt2jRgjp16nDbbbexd+9eGjdu7LM8EydOZNy4cT77+VJ+nHjoHbYSgLfcXWxOI36rwxDYtRi+mge3/hliEuxOJBKwdAS9nJ3dCXr33XeLLH/ooYdITU2lRYsW9O7dm7feeotFixaxd+9en+aZOHEisbGxhbfExESf/nsCuAvgK+//vyaHk3N5cPKax3sUfWDYEu/vioiPDR48mMWLF7NmzRrq1q1b7LrJyd7JDPfs2QNAfHw8WVlZRdY5+zg+Pr7YdWJiYi74xjHAyJEjyc7OLrwdPHiw9AOTCtHZsYUE4zjHrCosPTvZpcivJd4A9TuA6YLPptudRiSgqUEvR9oJEgB2fQgnj5FlVdVMt3Ke9zw3k2VVJcE47j3SIOIjlmUxePBgFi1axOrVq2nYsGGJz9m2bRsAderUASAlJYWvv/6aw4cPF66zYsUKYmJiaNasWeE6q1atKvJzVqxYQUpKykX/ncjISGJiYorcxPfOvbb4Uq8v7uv8CIB5nk76uFApXoch3q9fzNRkqCKXQQ16OdBOkBSyLNjgPW35Xc+teHDaHEj8TQHhvOG+w/vg08lgemzNI8ErPT2d2bNnM2fOHKpUqUJmZiaZmZmF14Xv3buXCRMmsHnzZg4cOMAHH3xAv379uPnmm7n++usB6Nq1K82aNaNv3758+eWXLF++nFGjRpGenk5kZCQAgwYNYt++fQwfPpxdu3Yxffp05s+fz9ChQ20bu5SPxkYGNzm/wWMZvOO+ze444u+u6gJxLaDghLe+iUiZqEEvB9oJEvAembj3qUnw4xZOW+G6Vk8uao7nNn62KsOxPbDjfbvjSJB69dVXyc7O5pZbbqFOnTqFt3nzvGduREREsHLlSrp27UrTpk15/PHHufvuu/nwww8Lf4bT6WTx4sU4nU5SUlLo06cP/fr1Y/z48YXrNGzYkCVLlrBixQqSkpKYNGkSb7zxBqmpqRU+ZilffZzea89Xm63JoJbNacTvGQbcNtp7f9NrkJ1hbx6RAGVYlmXZHSLQGcaFP0Jr5syZ9O/fn4MHD9KnTx+2b99OXl4eiYmJ9OzZk1GjRhU5ov3dd9/xpz/9ibVr11K5cmXS0tJ49tlnCQv7ZS6/tWvXMnToUHbs2EHdunUZPXo0/fv3v+SsOTk5xMbGkp2draPp5azBiCX8PfwFuji3MMd9K0+5B9odSfzYY873GBr+HvvNOLoWPI+LMA48283uWOJD2v5enF6binHJH5sFVCOH9ZGPUdnIp2/BCD4xr/dhMgkUJdYpy4KZd8D3G6B1P7hzSsUEkzLT9tf/aBb3clDSexyJiYl8/PHHJf6c+vXrs3Tp0mLXueWWW9i6dWup8knFaGxk0MW5BYA3PHfYnEb83RueO+gTtpKGjizuc67iLY+ONoqI/3ggbBmVjXy2mw34xGxhdxwJFIYBncfCP7vC1tmQ8oj3Y9hE5JLpFHeRcvKg0/vmygpPG/ZZ+ngRKV4e0Ux23w3AY2ELuYKTNicSEfGKIY8053IAprh7Ahc+U1DkguolwzV3gGXC6gl2pxEJOGrQRcrDicPc7fR+vvDrbp2mLJdmnucW9pp1qGHk8sewxXbHEREBoL9zOTHGKXaZiXxktrE7jgSi254GDNj5ARz83O40IgFFDbpIedg0g0jDxTazMf+2rrE7jQQIN2E85/49AAOdSyHnR5sTiUiou4KTPBjmPSNsirsnlnYVpSxqXwste3vvLxkGHre9eUQCiK5BF7kMDUYsoRY/8XHkVCoZ8Kr7TnQqoJTGcrMtX5hX09bxH1g5Dn73mt2RRCSIlGZiOIB+zhXEGifZYybwf2Y7H6WSQHXu71OJE8Z1Hgu7FkPm1/D5a5CS7ttwIkFCb4uKXKbHwhZSychnq9mE5WZbu+NIwDGY4OqDaRnw1buwd7XdgUQkRFUpcvT8LkztJsrluKIWdDnzkYyr/wrZP9ibRyRAaMsrchkaGof4vXMNAM+67kNHz6UsvrSa8Kanq/fB4qFQoAnjRKTiPRq2kBpGLnvMBBabKXbHkWDQqi8k3giuPPi/J+1OIxIQ1KCLXIbHw+YTZpis9rRkk3Wt3XEkgL3gvpcMqwb8dIAZ4/9gdxwRCTGNjQz6n5m5fby7Lx6cNieSoOBwwG9fAkeY93T3XaW75EIkFKlBFymrjM381rkJ0zIKJ/oSKas8ohnlegA4M2HcoS9tTiQioWRU2GzCDQ8rPK1ZZybZHUcCQIMRSwpvxYprBimDvfc/eBRyM30fTiSAqUEXKQvThOWjAFhk3sQuq57NgSQYrDFb8aHnRsIME95/GFyn7I4kIgHokhunMzo5ttLJ+SUFlpO/unv7OJ2EpFtGQlwLOHkUFg3y7keJyAWpQRcpiy2z4PsNnLQimeT6b7vTSBAZ50rjiBUDWdth2Ui744hIkIvAxeiwtwH4p+cODlh1bE4kQSk8Cu75B4RFw741sHGK3YlE/JYadJFSunHEW+R++BQAz7vv5Udq2pxIgslRYhnqSvfO6r55Jo8+9We7I4lIEBsa9r80cmRyxIplqruH3XEkmNW6Bm5/1nt/1XjI2GxvHhE/pQZdpDQsiwnhM6linGKL2YQ3Pal2J5IgtN5swRTPXQA8E/4GHN1jbyARCUrtjJ380bkYgFGuBzhBJZsTSdBrnQbX3gmmG+anQW6W3YlE/I4adJHS+GYhXZxbKLCcPOl6SJ8RKz7zsvtuNnqacYVxGub3g9M5dkcSkSBShZO8GPEqDsNivrsjy80b7I4kAeyS5z0wDLjzFajeGLIPwtzf66NFRX5F3YXIpfr5ICz5HwCmue/iW6uuzYEkmJk4eNSVzhErFg5/A/P7grvA7lgi4qdKOzHc2PA3qWsc5XuzFuPc/XycTuQc0dWg9wLv1x+3wKI/atI4kXOoQRe5BNeMWMSXL94Jp47ztdmA6R5dpye+d4RqPFDwBHlWJOxby6Jxd2knRkQuWw/Heu52foLHMhjqepg8ou2OJKGmRmP4/RxwRsDOD2DlGLAsu1OJ+AU16CIlsSzGh80iybGP49YVDCoYioswu1NJiPjaasTDriG4LCc9nZ/CqrF2RxKRANbG2M1z4a8DMM3Tg83WNTYnkpBVvz3cOdV7f8MrsPovatJFUIMuUrLNs+gVthaPZfCo6xEyqGV3IgkxH5tJjHD9wfvg05dh5TjtxIhIqSUaWbwe8SKRhpvlnra85L7H7kgShEp1uUVSL0h9xnv/kxdg5VjVNwl5atBFirNnJSx9AoAX3L1Yb7awOZCEqvfMm/mLq7f3wfoXeXv0PTrdXUQuWQx5zAx/nhpGLl+ZDRniehhLu4HiD1LS4fbnvPc/nQwfjVJ9k5Cm83RFLuL+p/7GP8OfJ8pwsdhzI696utsdSULcG55unCKSCWEz6Ru20juxzl3TwRludzQRscGlTggXwwlmRTxHE8eP/GhVZ2DB/3CKKB+nEymF5D+CwwlLHoeNU+Hn7+GuVyHyCruTiVQ4NegiF/LdBt4In0SU4WKFpzVDXQ8Dht2pRHjH05lcqxKTwl8l/Ov53p2Y/54FMXXsjiYifqg6ObwdMZHmju/42arMgwVPcJhqdseSEPHrN5EOPNvt4ivfMBDCK8OHj3onjju+zzuRXLX6Pk4p4l/UoIv82t7VMK8vlYx81nqSSHc9pknhxK98YLYnxxXNK+FTiTn4GUcmteMR16O8+8wTdkcTER+61CPmZ8VxnHcinqGJ40eOWDH0KXiK3VY9H6UTKQct74PqjWBeH8jaDn/vBD2mwzX/ZXcykQqji49EzrIs+OxVmH03FJxgvac5f3QNpQCdPiz+Z63ZijsL/sJOM5FaRg6zw5+BNc+AO9/uaCLiB9oYu3k/8unC09rvLRij5lwCQ71keGgN1EmCk8dgbi/4VzqczrY7mUiFUIMuAuDOZ97ou2DZCLBMFrhv5kHXE+QTYXcykYs6YNWhZ8F43vPcRJhhwsd/gxm/ge822h1NRGxjMdC5hHkRE6hjHGePmcC9BWPYb+kyGLHfJc/wHlsXHvgI2j8CGLB1NkxvDzsXa5Z3CXqGZem3PJTk5OQQGxtLdnY2MTExdsfxDwf/DR8MhiO78FgGz7h78w/P7eiacwkcFnc4NjEu/E1qGWeOMLTsA7c8CVV1xMxfaPt7cXptLk1JTU0CRxkfPpPOzq0A/MvTnpGugZzUhHDi54q9Nv27jfD+n+Cn/d7H9TtA17/Ala0rJlyQ0/bX/6hBDzH6IzxH/gn+OeFB+juX4zAsjloxDHP9iXVmkt3JRMokhhOMDJvLfWFrACiwnMz13Era8CmaRM4PaPt7cXptLu5SrjsPx81A51IeCVtEJSOffCuM8e5+vOO5Db3ZLIGg2AYdoCAPPpkEG6eB+7R32bXdof1jkHiD7wMGMW1//Y8a9BCjP0K8G/kv/gmfvgx5RwB4z/MbJrj68DNVbA4ncvlaGd/yeNh8bnJ+413gCIdmPbwz5Na7EQztsNtB29+L02tzccU16OG46eH8lIed/6KRIxOAz81rGO0aoOvNJWAV26xn/wCrJsBX7/6yLPFGuHEQXH07hOtskdLS9tf/qEEPMSH9R5ibCdve8U4Ed6YxP2DG8bS7v46aS1BKcXzDkLD3SHbs+mVh7ebQ4m5odhfUaGxbtlAU0tvfEui1Kaqko+axnOAe5zoeDFtKgnEcgCNWLH919eZ9swM6ai6BrMSj6QBZO7xH07+aB6bLuywqFpr/Dq6/FxKTvZ+rLiXS9tf/qEEPMSH3R5ifC3tXs3LuS9zi+NI7kRbwnVmbqZ67WOS5Cbc+Qk2CXHNjP32dK+jh3EC0UfDLN+KvhyadoXEn785MWKR9IUNAyG1/S0GvTclNeTSn6ej4ip7O9XRybCXC8ABw2KrKG+7bmeO5jRNUqoioIhWmxGY9NxM+/zt8ORdyMn5ZHl3NW9+u6uq9Zj32St8GDWDa/vofNegBaNq0aTz//PNkZmaSlJTElClTaNeu3SU9N+j/CF2nIfMrOLgJvl0B32345Z1V4Avzaua6b+VfZns15hJyYjnBfzn/TTfHZ7R3fFP4hhXAKSuC6Ppt4Mo23ol34q+Hag3Bqb+T8hLs21/Vpsvz6wY9inyaGwdIduziJsfXtHH8h0jDXfj9HWZ93vZ0ZqHnN/rEEQkZF23YTRMOfAJfvgu7l8Lpn4t+P7ae9+Pb6rSE+OsgrgVUruHruAFB21//owY9wMybN49+/foxY8YMkpOTmTx5MgsWLGD37t3Url27xOcHzR9hfi5kZ8BPB+Dobjj6H+/pTplfF2nIwXsa+zKzHQs8N7PX0juoIgDVyKGTYxsdnNv5jWM7tY2fz1/JGQE1mnhv1epD1foQmwhV4qFKHahcU6cQlkLQbH8vQLWpbBqMWEw1ckkwjlPfyKSRcYhGjkNca3zH1cYPOI2iu2gHzVosNm9kkecm/mMl2pRaxD9ctFn3uOGHf8O3y2Hvau++oWWev16lmt5Lvao3hmoNvEfZY66EmASoXMt7FD4E5mwJ1e2vP1ODHmCSk5O54YYbmDp1KgCmaZKYmMgjjzzCiBEjSnz+Zf0RWpa3MfY++GUZ1i+fSVn42PTet8wzNw+YHu990w0el7eR9rjBkw/uMzfXSXCd8n7Nz4HTOd6vJ4/DyWOQdxROZMLp7IvGPGrFsM1szAbzOtaYLfXZryIlsmhs/EhLYy9Jjr1c79jL1UYGlYz84p9mOCCqKlSqDtHVvdf/RcVAZAxEVIaIKyCiEoRX8p4+Hxbl/eqMAGe496sj3Hvf4QRHmPdmOL2PDcN733CcuRmA8av75349m+vMssL7UOSa3CI7XBfZ+Spup8wZWaYzC4J5J8jW2nS2jpxV7G7NOd8rXM8qppad+Xq2fp2tYZbpXWa6z6llBWfqWYF3lukztWzCon8TY5ziCk4RQx7VjFyqG7lUJ5d44zhRRtE3lc912KrKVrMJ683r+MRswQErHl1fLlK88xr3/Fz44Qs4+DlkfQ2Z23/5yLbiOMK8TXx0VW+zHlUVIqtA5BVn6ltlCI8uWuOcEWfqXPiZ+hbh/TnOX9c3Jzgc59S3M7eSaty5Ne3X9S2ySpneUAjm2hSodO5iACkoKGDz5s2MHDmycJnD4aBz585s3Ljxgs/Jz88nP/+XHZfsbG9jm5OTU/oArtPwQpPSP89Hsq1oDlk12WfVYb8Zzz4rga+tBvxo1aToDsxJuyKKBIxvqca3tGUBbQEwMKljHKeRkUF94whXGkdJMI6SYByjlpFNdXJwGh44fQx+PmZz+gp2z0y4qkupn3Z2uxts74vbXpu+XQH/O6D0z6sgjxXzvYIzt2NWFQ5atfjOimO/Gc9eK4HtZiOOUPVXzzjls5wiwaLe0AUX+U6jM7ceRHOa+kYWDYws6hlZJBhHiTd+It44TpPoPO/BIVxw6hBwqMKyX5Yn9pZpLplgrU2BTA16ADl69Cgej4e4uLgiy+Pi4ti1a9cFnzNx4kTGjRt33vLExGA4NS4XOAzssDuISFD6Hthkdwh/9Ow9l/X03NxcYmNjyymM/VSbykMu8KPdIURCyn/sDlDeni35cqLiBFttCmRq0IPcyJEjGTZsWOFj0zQ5fvw4NWrUwKjg62pycnJITEzk4MGDIXcKTaiOPVTHDaE79lAdN5Q8dsuyyM3NJSEhwYZ0/sWfalNZhPLvOWj8oTz+UB47BOf4VZv8jxr0AFKzZk2cTidZWVlFlmdlZREfH3/B50RGRhIZWfR0l6pVq/oq4iWJiYkJmo1aaYXq2EN13BC6Yw/VcUPxYw/GoxPBUpvKIpR/z0HjD+Xxh/LYIfjGH4y1KZA57A4gly4iIoI2bdqwatWqwmWmabJq1SpSUlJsTCYiIqFKtUlERKT86Ah6gBk2bBhpaWm0bduWdu3aMXnyZPLy8hgwwH8nyBERkeCm2iQiIlI+1KAHmF69enHkyBGefvppMjMzadmyJcuWLTtvch5/FBkZyZgxY847rTEUhOrYQ3XcELpjD9VxQ2iPPZBrU1mE8v81aPyhPP5QHjto/FIx9DnoIiIiIiIiIn5A16CLiIiIiIiI+AE16CIiIiIiIiJ+QA26iIiIiIiIiB9Qgy4iIiIiIiLiB9SgS7maNm0aDRo0ICoqiuTkZD7//PNi1588eTLXXHMN0dHRJCYmMnToUE6fPl1BactXacbucrkYP348jRs3JioqiqSkJJYtW1aBacvHunXr6N69OwkJCRiGwfvvv1/ic9auXUvr1q2JjIykSZMmzJo1y+c5y1tpx33o0CHuv/9+rr76ahwOB0OGDKmQnL5Q2rEvXLiQLl26UKtWLWJiYkhJSWH58uUVE7YclXbc69evp0OHDtSoUYPo6GiaNm3KSy+9VDFhpVyEcj2D0KxpELp17axQrm8QujVO/IsadCk38+bNY9iwYYwZM4YtW7aQlJREamoqhw8fvuD6c+bMYcSIEYwZM4adO3fyj3/8g3nz5vHUU09VcPLLV9qxjxo1itdee40pU6awY8cOBg0aRM+ePdm6dWsFJ788eXl5JCUlMW3atEtaf//+/XTr1o1OnTqxbds2hgwZwsCBAwOumJV23Pn5+dSqVYtRo0aRlJTk43S+Vdqxr1u3ji5durB06VI2b95Mp06d6N69e9D/rleuXJnBgwezbt06du7cyahRoxg1ahSvv/66j5NKeQjlegahW9MgdOvaWaFc3yB0a5z4GUuknLRr185KT08vfOzxeKyEhARr4sSJF1w/PT3duvXWW4ssGzZsmNWhQwef5vSF0o69Tp061tSpU4ss+93vfmf17t3bpzl9CbAWLVpU7DrDhw+3mjdvXmRZr169rNTUVB8m861LGfe5OnbsaD322GM+y1ORSjv2s5o1a2aNGzeu/ANVkLKOu2fPnlafPn3KP5CUu1CuZ5almnZWqNa1s0K5vllW6NY4sZ+OoEu5KCgoYPPmzXTu3LlwmcPhoHPnzmzcuPGCz2nfvj2bN28uPG1u3759LF26lDvuuKNCMpeXsow9Pz+fqKioIsuio6NZv369T7PabePGjUVeJ4DU1NSLvk4SfEzTJDc3l+rVq9sdpUJt3bqVDRs20LFjR7ujSAlCuZ6Balppqa7JuUK1xkn5CrM7gASHo0eP4vF4iIuLK7I8Li6OXbt2XfA5999/P0ePHuWmm27CsizcbjeDBg0KuFMCyzL21NRUXnzxRW6++WYaN27MqlWrWLhwIR6PpyIi2yYzM/OCr1NOTg6nTp0iOjrapmRSUV544QVOnDjBvffea3eUClG3bl2OHDmC2+1m7NixDBw40O5IUoJQrmegmlZaqmtyrlCrceIbOoIutlm7di3PPPMM06dPZ8uWLSxcuJAlS5YwYcIEu6P53Msvv8xVV11F06ZNiYiIYPDgwQwYMACHQ3+SErzmzJnDuHHjmD9/PrVr17Y7ToX45JNP+OKLL5gxYwaTJ09m7ty5dkcSHwjlegaqaSIQmjVOfENH0KVc1KxZE6fTSVZWVpHlWVlZxMfHX/A5o0ePpm/fvoVHlFq0aEFeXh4PPfQQf/7znwOmsJdl7LVq1eL999/n9OnTHDt2jISEBEaMGEGjRo0qIrJt4uPjL/g6xcTE6ChDkHv33XcZOHAgCxYsOO900GDWsGFDwLt9y8rKYuzYsdx33302p5LihHI9A9W00lJdEwjdGie+ETgVQ/xaREQEbdq0YdWqVYXLTNNk1apVpKSkXPA5J0+ePG+nxel0AmBZlu/ClrOyjP2sqKgorrzyStxuN++99x49evTwdVxbpaSkFHmdAFasWFHi6ySBbe7cuQwYMIC5c+fSrVs3u+PYxjRN8vPz7Y4hJQjlegaqaaWluiaqcVLedARdys2wYcNIS0ujbdu2tGvXjsmTJ5OXl8eAAQMA6NevH1deeSUTJ04EoHv37rz44ou0atWK5ORk9uzZw+jRo+nevXvhjk2gKO3YN23aREZGBi1btiQjI4OxY8dimibDhw+3cxilduLECfbs2VP4eP/+/Wzbto3q1atTr149Ro4cSUZGBm+99RYAgwYNYurUqQwfPpwHHniA1atXM3/+fJYsWWLXEMqktOMG2LZtW+Fzjxw5wrZt24iIiKBZs2YVHf+ylHbsc+bMIS0tjZdffpnk5GQyMzMB7wRSsbGxtoyhLEo77mnTplGvXj2aNm0KeD+K54UXXuDRRx+1Jb+UTijXMwjdmgahW9fOCuX6BqFb48TP2DuJvASbKVOmWPXq1bMiIiKsdu3aWZ999lnh9zp27GilpaUVPna5XNbYsWOtxo0bW1FRUVZiYqL18MMPWz/99FPFBy8HpRn72rVrrWuvvdaKjIy0atSoYfXt29fKyMiwIfXlWbNmjQWcdzs71rS0NKtjx47nPadly5ZWRESE1ahRI2vmzJkVnvtylWXcF1q/fv36FZ79cpV27B07dix2/UBR2nG/8sorVvPmza1KlSpZMTExVqtWrazp06dbHo/HngFIqYVyPbOs0KxplhW6de2sUK5vlhW6NU78i2FZAXbulYiIiIiIiEgQ0jXoIiIiIiIiIn5ADbqIiIiIiIiIH1CDLiIiIiIiIuIH1KCLiIiIiIiI+AE16CIiIiIiIiJ+QA26iIiIiIiIiB9Qgy4iIiIiIiLiB9Sgi4iIiIiIiPgBNegiIiIiIiIifkANuoiIiIiIiIgfUIMuIiIiIiIi4gfUoIuIiIiIiIj4ATXoIiIiIiIiIn5ADbqIiIiIiIiIH1CDLiIiIiIiIuIH1KCLiIiIiIiI+AE16CIiIiIiIiJ+QA26iIiIiIiIiB9Qgy4iIiIiIiLiB9Sgi4iIiIiIiPgBNegiIiIiIiIifkANuoiIiIiIiIgf+H9MS1FieObbhAAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"no\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"python\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "lyric-glory",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, bbox split, CSR, python)\n",
      "Integration speed: 27.243 fps\n",
      "Integration speed: 17.878 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6812721d64dc4e069e5f738f8d3097b5",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"bbox\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"python\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "resident-intranet",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, no split, CSR, cython)\n",
      "Integration speed: 30.563 fps\n",
      "Integration speed: 30.018 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0d3099f01c534603a2e1aa3ed46113be",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAGQCAYAAAA9TUphAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAACoN0lEQVR4nOzdd3xUVfrH8c+dkAak0JNIIKEX6QJGlKJIQGQXUVlZCwgWVhARQWBXIYAriovKCsr6WymuIpbFsqAIIqBC6IQaihCaJBQhCTVt7u+PyQwMoSSQ5E4y3/frNa8p99x7nxklc5855zzHME3TREREREREREQsZbM6ABERERERERFRgi4iIiIiIiLiEZSgi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIIuIiIiIiIi4gGUoIuIiIiIiIh4ACXoIiIiIiIiIh5ACbqIiIiIiIiIB1CCLiIiIiIiIuIBlKCLiIiIiIiIeAAl6CIiIiIiIiIeQAm6iIiIiIiIiAdQgi4iIiIiIiLiAZSgi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIIuIiIiIiIi4gGUoIuIiIiIiIh4ACXoIiIiIiIiIh5ACbqIiIiIiIiIB1CCLiIiIiIiIuIBlKCLiIiIiIiIeAAl6CIiIiIiIiIeQAm6iIiIiIiIiAdQgi4iHqFjx4507NjR6jBERKSUi4uLwzAMq8PIo2PHjtx8882FekzDMIiLiyvUY4pI0VKCLiIiIiJSDA4fPkxcXBwJCQlWhyIiHkoJuoh4hEWLFrFo0SKrwxARkVLupZde4ty5c5ac+/Dhw4wbN04JuohcURmrAxARAfDz87M6BBER8QJlypShTBldAouIZ1IPuohcF+ccvh07dtC7d2+Cg4OpVKkSzz33HOfPn3e1y87OZsKECdSuXRt/f3+ioqL461//SkZGhtvxLjcH/Z133qFx48aULVuWChUqcMsttzBnzhzX9lOnTjF06FCioqLw9/enatWq3H333WzYsMHtOJ9//jmtWrUiMDCQypUr88gjj/Dbb7+5tenXrx/ly5fnt99+o2fPnpQvX54qVaowfPhwcnJyCulTExGR67F//36eeeYZ6tevT2BgIJUqVeLBBx9k3759bu0Mw7jizdn2cnPQDcNg8ODBfP755zRq1IjAwEBiYmLYsmULAP/617+oU6cOAQEBdOzYMc95o6Ki6NevX564L/5uW7ZsGa1btwbg8ccfd8U1a9Yst322b99Op06dKFu2LDfddBOTJk1y256ZmcmYMWNo1aoVISEhlCtXjjvuuIOlS5fm/wMVEY+lnw9F5Ib07t2bqKgoJk6cyKpVq/jnP//JyZMn+fDDDwF44oknmD17Ng888AAvvPACq1evZuLEiSQmJvLll19e8bj/93//x5AhQ3jggQdcSf/mzZtZvXo1f/7znwEYOHAgX3zxBYMHD6ZRo0b8/vvv/PLLLyQmJtKyZUsAZs2axeOPP07r1q2ZOHEiR44cYcqUKaxYsYKNGzcSGhrqOmdOTg6xsbG0bduWf/zjH/zwww9MnjyZ2rVr85e//KXoPkQREbmqtWvXsnLlSh566CGqV6/Ovn37eO+99+jYsSPbt2+nbNmyAPznP//Js+9LL73E0aNHKV++/FXP8fPPP/PNN98waNAgACZOnMi9997Liy++yLvvvsszzzzDyZMnmTRpEv379+fHH38s0Hto2LAh48ePZ8yYMTz11FPccccdANx2222uNidPnqRr16706tWL3r1788UXXzBy5EiaNGlCt27dAEhPT+ff//43ffr04cknn+TUqVN88MEHxMbGsmbNGpo3b16guETEw5giItdh7NixJmD+4Q9/cHv9mWeeMQFz06ZNZkJCggmYTzzxhFub4cOHm4D5448/ul7r0KGD2aFDB9fzP/7xj2bjxo2vGkNISIg5aNCgK27PzMw0q1atat58883muXPnXK/Pnz/fBMwxY8a4Xuvbt68JmOPHj3c7RosWLcxWrVpdNQ4RESlaZ8+ezfNafHy8CZgffvjhFfebNGlSnjbO76+LAaa/v7+ZlJTkeu1f//qXCZhhYWFmenq66/XRo0ebgFvbmjVrmn379s1z/ku/29auXWsC5syZMy/b9tJYMzIyzLCwMPP+++93vZadnW1mZGS47Xvy5EmzWrVqZv/+/fO8r7Fjx+Y5l4h4Lg1xF5Eb4uxpcHr22WcB+Pbbb/n2228BGDZsmFubF154AYAFCxZc8bihoaEcOnSItWvXXrXN6tWrOXz48GW3r1u3jqNHj/LMM88QEBDger179+40aNDgsucfOHCg2/M77riDvXv3XjEGEREpeoGBga7HWVlZ/P7779SpU4fQ0NA805qcli5dyujRo3n22Wd59NFHr3mOu+66i6ioKNfztm3bAnD//fcTFBSU5/Wi+G4oX748jzzyiOu5n58fbdq0cTuXj4+Pq26L3W7nxIkTZGdnc8stt1zxsxCRkkMJuojckLp167o9r127NjabjX379rF//35sNht16tRxaxMWFkZoaCj79++/4nFHjhxJ+fLladOmDXXr1mXQoEGsWLHCrc2kSZPYunUrkZGRtGnThri4OLeLGOfx69evn+f4DRo0yHP+gIAAqlSp4vZahQoVOHny5FU+ARERKWrnzp1jzJgxREZG4u/vT+XKlalSpQqpqamkpaXlaX/o0CH+9Kc/0a5dO9588818naNGjRpuz0NCQgCIjIy87OtF8d1QvXr1PPPjL/c9NHv2bJo2bUpAQACVKlWiSpUqLFiw4LKfhYiULErQRaRQXXphcaXXrqVhw4bs3LmTuXPncvvtt/Pf//6X22+/nbFjx7ra9O7dm7179/LOO+8QERHBG2+8QePGjfnuu++uK3YfH5/r2k9ERIrWs88+y9///nd69+7NZ599xqJFi1i8eDGVKlXCbre7tc3MzOSBBx7A39+fzz77LN8V26/0HXCl103TdD2+0vdcQYuM5udcH330Ef369aN27dp88MEHLFy4kMWLF3PnnXfm+SxEpORRgi4iN2T37t1uz3/99VfsdjtRUVHUrFkTu92ep82RI0dITU2lZs2aVz12uXLl+NOf/sTMmTM5cOAA3bt35+9//7tblfjw8HCeeeYZvvrqK5KSkqhUqRJ///vfAVzH37lzZ55j79y585rnFxERz/DFF1/Qt29fJk+ezAMPPMDdd9/N7bffTmpqap62Q4YMISEhgf/+979Uq1atWOKrUKHCZWO5dKTW9fxgfakvvviCWrVqMW/ePB599FFiY2Pp3Lmz23ejiJRcStBF5IZMmzbN7fk777wDQLdu3bjnnnsAePvtt93aOIcbdu/e/YrH/f33392e+/n50ahRI0zTJCsri5ycnDxD+apWrUpERIRrCbdbbrmFqlWrMn36dLdl3b777jsSExOven4REfEcPj4+br3I4Pi+ubSHeubMmfzrX/9i2rRptGnTptjiq127NqtWrSIzM9P12vz58zl48KBbu3LlygFcNpnPL2cv+8Wfx+rVq4mPj7/uY4qI59AyayJyQ5KSkvjDH/5A165diY+P56OPPuLPf/4zzZo1A6Bv3768//77pKam0qFDB9asWcPs2bPp2bMnnTp1uuJxu3TpQlhYGO3ataNatWokJiYydepUunfvTlBQEKmpqVSvXp0HHniAZs2aUb58eX744QfWrl3L5MmTAfD19eX111/n8ccfp0OHDvTp08e1zFpUVBTPP/98sXxGIiJyY+69917+85//EBISQqNGjYiPj+eHH36gUqVKrjbHjx/nmWeeoVGjRvj7+/PRRx+5HeO+++5zJciF7YknnuCLL76ga9eu9O7dmz179vDRRx9Ru3Ztt3a1a9cmNDSU6dOnExQURLly5Wjbti3R0dH5Pte9997LvHnzuO++++jevTtJSUlMnz6dRo0acfr06cJ+ayJSzJSgi8gN+fTTTxkzZgyjRo2iTJkyDB48mDfeeMO1/d///je1atVi1qxZfPnll4SFhTF69Gi3ueSX8/TTT/Pxxx/z5ptvcvr0aapXr86QIUN46aWXAChbtizPPPMMixYtYt68edjtdurUqcO7777rtmZ5v379KFu2LK+99hojR46kXLly3Hfffbz++utua6CLiIjnmjJlCj4+Pnz88cecP3+edu3a8cMPPxAbG+tqc/r0ac6fP8/27dsvW7U9KSmpyBL02NhYJk+ezJtvvsnQoUO55ZZbmD9/vmvVEidfX19mz57N6NGjGThwINnZ2cycObNACXq/fv1ISUnhX//6F99//z2NGjXio48+4vPPP2fZsmWF/M5EpLgZ5qXjhURE8iEuLo5x48Zx7NgxKleubHU4IiIiIiIlnuagi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIKeDxMnTqR169YEBQVRtWpVevbsmWdd5fPnzzNo0CAqVapE+fLluf/++zly5IhbG+c6zmXLlqVq1aqMGDGC7OxstzbLli2jZcuW+Pv7U6dOHWbNmpUnnmnTphEVFUVAQABt27ZlzZo1hf6eRa4lLi4O0zQ1/1xEREREpJAoQc+H5cuXM2jQIFatWsXixYvJysqiS5cunDlzxtXm+eef53//+x+ff/45y5cv5/Dhw/Tq1cu1PScnh+7du5OZmcnKlSuZPXs2s2bNYsyYMa42SUlJdO/enU6dOpGQkMDQoUN54okn+P77711tPv30U4YNG8bYsWPZsGEDzZo1IzY2lqNHjxbPhyEiIiIiIiJFQlXcr8OxY8eoWrUqy5cvp3379qSlpVGlShXmzJnDAw88AMCOHTto2LAh8fHx3HrrrXz33Xfce++9HD58mGrVqgEwffp0Ro4cybFjx/Dz82PkyJEsWLCArVu3us710EMPkZqaysKFCwFo27YtrVu3ZurUqQDY7XYiIyN59tlnGTVqVDF/EiIiIiIiIlJYtA76dUhLSwOgYsWKAKxfv56srCw6d+7satOgQQNq1KjhStDj4+Np0qSJKzkHx5qZf/nLX9i2bRstWrQgPj7e7RjONkOHDgUgMzOT9evXM3r0aNd2m81G586diY+Pz1fsdrudw4cPExQUhGEY1/X+RUSk4EzT5NSpU0RERGCzaQDbxfTdJCJiDX03eR4l6AVkt9sZOnQo7dq14+abbwYgJSUFPz8/QkND3dpWq1aNlJQUV5uLk3Pndue2q7VJT0/n3LlznDx5kpycnMu22bFjx2XjzcjIICMjw/X8t99+o1GjRgV81yIiUlgOHjxI9erVrQ7Doxw+fJjIyEirwxAR8Vr6bvIcStALaNCgQWzdupVffvnF6lDyZeLEiYwbNy7P6wcPHiQ4ONiCiEREvFN6ejqRkZEEBQVZHYrHcX4m+m4SESle+m7yPErQC2Dw4MHMnz+fn376ye0XprCwMDIzM0lNTXXrRT9y5AhhYWGuNpdWW3dWeb+4zaWV348cOUJwcDCBgYH4+Pjg4+Nz2TbOY1xq9OjRDBs2zPXc+Y8wODhYF0EiIhbQEO68nJ+JvptERKyh7ybPoYkG+WCaJoMHD+bLL7/kxx9/JDo62m17q1at8PX1ZcmSJa7Xdu7cyYEDB4iJiQEgJiaGLVu2uFVbX7x4McHBwa4h5zExMW7HcLZxHsPPz49WrVq5tbHb7SxZssTV5lL+/v6uCx5d+IiIiIiIiHgu9aDnw6BBg5gzZw5ff/01QUFBrjnjISEhBAYGEhISwoABAxg2bBgVK1YkODiYZ599lpiYGG699VYAunTpQqNGjXj00UeZNGkSKSkpvPTSSwwaNAh/f38ABg4cyNSpU3nxxRfp378/P/74I5999hkLFixwxTJs2DD69u3LLbfcQps2bXj77bc5c+YMjz/+ePF/MCIiIiIiIlJolKDnw3vvvQdAx44d3V6fOXMm/fr1A+Ctt97CZrNx//33k5GRQWxsLO+++66rrY+PD/Pnz+cvf/kLMTExlCtXjr59+zJ+/HhXm+joaBYsWMDzzz/PlClTqF69Ov/+97+JjY11tfnTn/7EsWPHGDNmDCkpKTRv3pyFCxfmKRwnIiIiIiIiJYvWQfcy6enphISEkJaWpuHuUujsdjuZmZlWhyFiGT8/vysuU6O/v1emz0ZExBr6++t51IMuIoUiMzOTpKQk7Ha71aGIWMZmsxEdHY2fn5/VoYiIiEgJpARdRG6YaZokJyfj4+NDZGTkFXsQRUozu93O4cOHSU5OpkaNGqqIKyIiIgWmBF1Eblh2djZnz54lIiKCsmXLWh2OiGWqVKnC4cOHyc7OxtfX1+pwREREpIRRN5eI3LCcnBwADesVr+f8N+D8NyEiIiJSEErQRaTQaEiveDv9GxAREZEboQRdRERERERExAMoQReRwpedARmn4FwqnD0BWeetjkguo2PHjgwdOrRA+8TFxdG8eXPX8379+tGzZ8/rjmHfvn0YhkFCQgIAy5YtwzAMUlNTr/uY+T2XiEi+nU+HxP/BnqVwbBdknLY6IhEppVQkTkQKj2nCqRQ4lQxA1D8PF+vp973WvUDt+/Xrx+zZs3n66aeZPn2627ZBgwbx7rvv0rdvX2bNmlWIUZYuU6ZMwTTNfLXt168fqampfPXVV67XIiMjSU5OpnLlyoUaV3GeS0RKuaSf4cuBkH7oohcNaNUP7vkH+OhyWkQKj3rQRaRwmKYjMc9Nzinjb208+RQZGcncuXM5d+6c67Xz588zZ84catSoYWFk+ZOZmWnp+UNCQggNDb3u/X18fAgLC6NMmaK/wC3Oc4lIKZB1Hr7/G8zu4UjOgyKgSgPwCwJMWD8TPn0YMs9aHamIlCJK0EXkxmWdh7PH4Xyq43lIdTZnRlgaUn61bNmSyMhI5s2b53pt3rx51KhRgxYtWri1tdvtTJw4kejoaAIDA2nWrBlffPGFa3tOTg4DBgxwba9fvz5TpkxxO8ayZcto06YN5cqVIzQ0lHbt2rF//37g8sPFhw4dSseOHV3PO3bsyODBgxk6dCiVK1cmNjYWgK1bt9KtWzfKly9PtWrVePTRRzl+/LhrvzNnzvDYY49Rvnx5wsPDmTx5cr4+n9dee41q1aoRFBTEgAEDOH/efbrCpTF/8cUXNGnShMDAQCpVqkTnzp05c+YMcXFxzJ49m6+//hrDMDAMg2XLll1x2PmKFSto2rQpAQEB3HrrrWzdutW17dJh9gBvv/02UVFRru35Pdfy5ctp06YN/v7+hIeHM2rUKLKzs90+7yFDhvDiiy9SsWJFwsLCiIuLy9dnJyKeLWrUAtctD7sd5v4Z4qcCpqO3fPBaGLQa/noIHvoEygTAroXwn/vg3MniDl9ESikl6CJy41ZMgaxzgAEVoqFcFasjKpD+/fszc+ZM1/MZM2bw+OOP52k3ceJEPvzwQ6ZPn862bdt4/vnneeSRR1i+fDngSOCrV6/O559/zvbt2xkzZgx//etf+eyzzwDHevE9e/akQ4cObN68mfj4eJ566qkCV/6ePXs2fn5+rFixgunTp5Oamsqdd95JixYtWLduHQsXLuTIkSP07t3btc+IESNYvnw5X3/9NYsWLWLZsmVs2LDhquf57LPPiIuL49VXX2XdunWEh4fz7rvvXrF9cnIyffr0oX///iQmJrJs2TJ69eqFaZoMHz6c3r1707VrV5KTk0lOTua222674rFGjBjB5MmTWbt2LVWqVKFHjx5kZWXl6/PJ77l+++037rnnHlq3bs2mTZt47733+OCDD3jllVfc2s2ePZty5cqxevVqJk2axPjx41m8eHG+YhGREmr9DNizBMoEQp+50GMK+Je/sL3BPfDoVxAQAgdXwUf3g13LK4rIjdM4PxG5MSlbYet/od2tEBIJgaFWR1RgjzzyCKNHj3b1ZK9YsYK5c+eybNkyV5uMjAxeffVVfvjhB2JiYgCoVasWv/zyC//617/o0KEDvr6+jBs3zrVPdHQ08fHxfPbZZ/Tu3Zv09HTS0tK49957qV27NgANGzYscLx169Zl0qRJruevvPIKLVq04NVXX3W9NmPGDCIjI9m1axcRERF88MEHfPTRR9x1112AI+msXr36Vc/z9ttvM2DAAAYMGOA6zw8//JCnF90pOTmZ7OxsevXqRc2aNQFo0qSJa3tgYCAZGRmEhYVd8z2OHTuWu+++2y3WL7/80u1HhyspX758vs717rvvEhkZydSpUzEMgwYNGnD48GFGjhzJmDFjsNkcv2E3bdqUsWPHAo7PfurUqSxZssQVn4iUfBf3ou8b2RgWjXE86TwW6ne7/E41Y+DxhTCzK/y2HtbNgDZPFkO0IlKaKUEXketnmrBwFGAH37LuvQslSJUqVejevTuzZs3CNE26d++ep5DYr7/+ytmzZ/MkZZmZmW5D4adNm8aMGTM4cOAA586dIzMz0zUcu2LFivTr14/Y2FjuvvtuOnfuTO/evQkPDy9QvK1atXJ7vmnTJpYuXUr58nk//z179rjiaNu2rev1ihUrUr9+/aueJzExkYEDB7q9FhMTw9KlSy/bvlmzZtx11100adKE2NhYunTpwgMPPECFChXy+9bcznNprImJiQU+ztUkJiYSExPjNoKhXbt2nD59mkOHDrlqEDRt2tRtv/DwcI4ePVqosYhI0XBLvPNRSNTADl8PhqwzUOM2aPP01Xeo1gjufBm+HQ4/ToDG90E5FaIUkeunBF1Ert/2r2HfzxBSp0T2nF+sf//+DB48GHAk2Zc6fdqxpM6CBQu46aab3Lb5+zsK4s2dO5fhw4czefJkYmJiCAoK4o033mD16tWutjNnzmTIkCEsXLiQTz/9lJdeeonFixdz6623YrPZ8lREv9yw7nLlyuWJrUePHrz++ut52oaHh/Prr7/m5yO4YT4+PixevJiVK1eyaNEi3nnnHf72t7+xevVqoqOjC+08+f2cCouvr6/bc8MwsNvtRXY+ESkal51rfolHfH5wfK/5loWe08CWj9mgt/SHDbMhZQv8MBb+mPc7REQkvzQHXUSuT9Y5WPSy43HLx8BWsn/v69q1K5mZmWRlZbkKr12sUaNG+Pv7c+DAAerUqeN2i4yMBBxD42+77TaeeeYZWrRoQZ06ddizZ0+eY7Vo0YLRo0ezcuVKbr75ZubMmQM4evKTk5Pd2uZnze6WLVuybds2oqKi8sRWrlw5ateuja+vr9sPBSdPnmTXrl1XPW7Dhg3d9gFYtWrVVfcxDIN27doxbtw4Nm7ciJ+fH19++SUAfn5+5OTkb47mxedxxuqcDlClShVSUlLckvRLP6f8nKthw4bEx8e7HWfFihUEBQVdc/i/iJQ+wZxhZJm5jiedx0HFWvnb0eYD9+QW3tz4ERxcWzQBiohXUIIuItdn5VRIOwDB1aHFY1ZHc8N8fHxITExk+/bt+Pj45NkeFBTE8OHDef7555k9ezZ79uxhw4YNvPPOO8yePRtwzE9et24d33//Pbt27eLll19m7doLF2pJSUmMHj2a+Ph49u/fz6JFi9i9e7cr8bzzzjtZt24dH374Ibt372bs2LFu1cuvZNCgQZw4cYI+ffqwdu1a9uzZw/fff8/jjz9OTk4O5cuXZ8CAAYwYMYIff/yRrVu30q9fP9cc6yt57rnnmDFjBjNnzmTXrl2MHTuWbdu2XbH96tWrXQXlDhw4wLx58zh27Jjr/UVFRbF582Z27tzJ8ePHr9rrPX78eJYsWeKKtXLlyq5q8R07duTYsWNMmjSJPXv2MG3aNL777ju3/fNzrmeeeYaDBw/y7LPPsmPHDr7++mvGjh3LsGHDrvnZiEjp85DPj5Q3zrPDHkn0l+H56nF3qdEWmv3Z8fjbFxxV4EVEroOuQESk4LIzYc2/HI87x4FfIAA7U9LZfCiVzYdSLQvtRgQHBxMcHHzF7RMmTODll19m4sSJNGzYkK5du7JgwQLX8O2nn36aXr168ac//Ym2bdvy+++/88wzz7j2L1u2LDt27OD++++nXr16PPXUUwwaNIinn3bMcYyNjeXll1/mxRdfpHXr1pw6dYrHHrv2jx8RERGsWLGCnJwcunTpQpMmTRg6dCihoaGuRPONN97gjjvuoEePHnTu3Jnbb789z1z2S/3pT39yxdOqVSv279/PX/7yl6t+fj/99BP33HMP9erV46WXXmLy5Ml06+YosPTkk09Sv359brnlFqpUqcKKFSuueKzXXnuN5557jlatWpGSksL//vc//Pz8AEfP97vvvsu0adNo1qwZa9asYfjw4W775+dcN910E99++y1r1qyhWbNmDBw4kAEDBvDSSy9d9XMRkdKnDNn0LbMIgA9yumFezyXy3eMca6Qnb3JUgBcRuQ6GeelEPinV0tPTCQkJIS0t7aqJiMhVbfsSPu8H5cPg+a2cz8ohKSmJzMBKGGX8rrpr0+qhjgemCUcTISfDUf1dRXWkFDh//jxJSUlER0cTEBDgtk1/f69Mn40Ulfz2gvewreQdv6kcM4O5PeOfZJD3uyw/Reb4bhSsfg/qxsLDnxU0XJFip7+/nkc96CJScOtnOe5bPgo+vldteilnD/vm39IuJOVnjjkSdhERkWJnMqCMY5rMR9l3XzY5z7fWTzjudy+Ck/tuPDQR8Tolu6qTiBS79qNn8JP/MuymQfvF1Tm0aAE3BfkQ16kqVQMLeLCyFeFUMmSfh8zT4B9UJDGLiIj3KNDccaClsZvmtj1kmL58lNP5xk5euQ7UvhP2/AhrP4AuE27seCLiddSDLiIF8pCPYw3sn+xNOWRWubGD2cpAYEXH4zPHbjAyERGRgnuizLcAfJnTjt8JufEDtn7Scb/xP44VT0RECkAJuojkX3YmD/osA+CTnDsL55jOYe7n0yA7o3COKSIikg8RHCfW5lhtY0ZOt8I5aL1YCKkB507C1v8WzjFFxGsoQReR/Nv1HVWMdI6aoSyxt7jhw20+lMrmIxmcMnOLaZ39/YaPKeItfvrpJ3r06EFERASGYfDVV1+5bTcM47K3N954w9UmKioqz/bXXnvN7TibN2/mjjvuICAggMjISCZNmpQnls8//5wGDRoQEBBAkyZN+Pbbb4vkPYsUtu4+q/AxTFbbG7DLjCycg9p8oHV/x+M1/6caKyJSIErQRST/covDfZbTgexCLGFx0sytGnouVRcyIvl05swZmjVrxrRp0y67PTk52e02Y8YMDMPg/vvvd2s3fvx4t3bPPvusa1t6ejpdunShZs2arF+/njfeeIO4uDjef/99V5uVK1fSp08fBgwYwMaNG+nZsyc9e/Zk69atRfPGRQpRd59VAPwvJ6ZwD9ziMfDxh+QE+G1D4R5bREo1FYkTkfw5cxz2LgPg05yOhXrodMpiNw1sORmQfQ58yxbq8UVKo27durnWmL+csLAwt+dff/01nTp1olatWm6vBwUF5Wnr9PHHH5OZmcmMGTPw8/OjcePGJCQk8Oabb/LUU08BMGXKFLp27cqIESMAmDBhAosXL2bq1KlMnz79Rt6iSJGqbhyluW0vOabBwpw2hXvwcpWgYQ/Y+gVsmwfVWxXu8UWk1FIPuojkz66FYNrZao/ioFmtUA9tx+AUuSXgz6UW6rFFBI4cOcKCBQsYMGBAnm2vvfYalSpVokWLFrzxxhtkZ2e7tsXHx9O+fXv8/C4sOxUbG8vOnTs5efKkq03nzu6Vr2NjY4mPj79iPBkZGaSnp7vdRIpbd9tqAFbZG3G8MIrDXapxT8f99q81OkxE8k0Juojkzw7HnNLFOUXTC5BmlnM88MBh7peb33uxZcuWYRgGqampebYdO3aMBg0a4OPjw3//W7TFgvr160fPnj1dzzt27MjQoUML/TxxcXE0b978iuctynPJ9Zk9ezZBQUH06tXL7fUhQ4Ywd+5cli5dytNPP82rr77Kiy++6NqekpJCtWruP8g5n6ekpFy1jXP75UycOJGQkBDXLTKykOb+ihTAvT6OH5EW2G/NV/uoUQvcbtdUpzP4loO0gxrmLiL5pgRdRK4t86xjTVdgsb1oEvRTlAUMyMlwrIteTFJSUnj22WepVasW/v7+REZG0qNHD5YsWZLvY9x2220kJycTEuLeA3Pq1Cm6detG5cqViYuL4+GHH77scSdOnEjr1q0JCgqiatWq9OzZk507d97we5s3bx4TJuRvDd6CJPPDhw8v0OeTX5f7IaSozuVtZsyYwcMPP0xAQIDb68OGDaNjx440bdqUgQMHMnnyZN555x0yMop2RYXRo0eTlpbmuh08eLBIzyelX4ESZ6CmkUIT2z6yTRsLc1oXTVC+gY6K7gDbvyqac4hIqaMEPR9UKVe83t5ljrnhITXYbtYsklPkYAP/i4rFFYN9+/bRqlUrfvzxR9544w22bNnCwoUL6dSpE4MGDcr3cfz8/AgLC8MwDNdrGRkZ/PGPf6RChQp8//33vPzyy7z11lv06tWLdevWue2/fPlyBg0axKpVq1i8eDFZWVl06dKFM2fO3ND7q1ixIkFBQTd0jIuZpkl2djbly5enUqVKhXbcqynOc5VWP//8Mzt37uSJJ564Ztu2bduSnZ3Nvn37AMc89iNHjri1cT53zlu/UpsrzWsH8Pf3Jzg42O0mUpycw9tX2htzgiL8/6/RHx33GuYuIvmkBD0fVClXvN7O3B6J+t0A46pNb0hgqOP+fGrRneMizzzzDIZhsGbNGu6//37q1atH48aNGTZsGKtWrXJre/z4ce677z7Kli1L3bp1+eabb1zbLh3inpOTQ58+fShfvjzz58+nXDnH8P2//OUvvPPOO/To0cOth3zhwoX069ePxo0b06xZM2bNmsWBAwdYv379FWPPyclh2LBhhIaGUqlSJV588UXMSy7+Lu0Vf/fdd6lbty4BAQFUq1aNBx54AHAMUV++fDlTpkxx/YC4b98+1/v67rvvaNWqFf7+/vzyyy9XHHY+btw4qlSpQnBwMAMHDiQzM9O1LSoqirffftutffPmzYmLi3NtB7jvvvswDMP1/NJz2e12xo8fT/Xq1fH396d58+YsXLjQtX3fvn0YhsG8efPo1KkTZcuWpVmzZledD13affDBB7Rq1YpmzZpds21CQgI2m42qVasCEBMTw08//URWVparzeLFi6lfvz4VKlRwtbl0lMPixYuJiSnkqtgihchZvT2/w9uvW927oUwgpO53VHQXEbkGJej50K1bN1555RXuu+++y24PCwtzu12rUq7z5rxoB/dKuY0bN+ahhx5iyJAhvPnmm642F1fKbdiwIRMmTKBly5ZMnTq1aN64CIA9B3bmJkAN7inacwUEA4ZjiHvWuSI91YkTJ1i4cCGDBg1y+7foFBoa6vZ83Lhx9O7dm82bN3PPPffw8MMPc+LEicse28fHh3nz5vHNN9/g7+/vtu2xxx4jOTmZ+vXrXzG2tLQ0wNEDfiWTJ09m1qxZzJgxg19++YUTJ07w5ZdfXrH9unXrGDJkCOPHj2fnzp0sXLiQ9u3bA46/LTExMTz55JOuHxAvnhM8atQoXnvtNRITE2natOllj79kyRISExNZtmwZn3zyCfPmzWPcuHFXjOdSa9euBWDmzJkkJye7nl9qypQpTJ48mX/84x9s3ryZ2NhY/vCHP7B79263dn/7298YPnw4CQkJ1KtXjz59+rgVPysNTp8+TUJCAgkJCQAkJSWRkJDAgQMHXG3S09P5/PPPL9t7Hh8fz9tvv82mTZvYu3cvH3/8Mc8//zyPPPKIK/n+85//jJ+fHwMGDGDbtm18+umnTJkyhWHDhrmO89xzz7Fw4UImT57Mjh07iIuLY926dQwePLhoPwCR6xRtJNPYtp8s04fvc24p2pP5lYN6XRyPt39dtOcSkVJBCXohU6VcKXUOrYWzxyEgBGq2y98+pomRdbbAN7IzwFbGkZyfOgyZZwp+y+cQwl9//RXTNGnQoEG+2vfr148+ffpQp04dXn31VU6fPs2aNWvy93kUgN1uZ+jQobRr146bb775iu3efvttRo8eTa9evWjYsCHTp0/PMwf+YgcOHKBcuXLce++91KxZkxYtWjBkyBAAQkJC8PPzo2zZsq4fEH18fFz7jh8/nrvvvpvatWtf8UcDPz8/1w+M3bt3Z/z48fzzn//Ebrfn631XqVIFcPwwEhYW5np+qX/84x+MHDmShx56iPr16/P666/TvHnzPL3zw4cPp3v37tSrV49x48axf/9+fv3113zFUlKsW7eOFi1a0KJFC8Axn7xFixaMGTPG1Wbu3LmYpkmfPn3y7O/v78/cuXPp0KEDjRs35u9//zvPP/+828itkJAQFi1aRFJSEq1ateKFF15gzJgxriXWwFGDYc6cObz//vs0a9aML774gq+++uqq//+KWKmLzTHNKN7eiFQKbxrQFWmYu4gUgNZBL2RXq5TbsmVLKlasyMqVKxk9ejTJycmuHvKUlBSio6Pd9rm4Um6FChWuu1JuQXqxRPLYkTu8vW4s+Pjmaxcj+xxNZjcswqCu4q+HHT0W13DpcPBrubjnuFy5cgQHB3P06NECh3ctgwYNYuvWrfzyyy9XbJOWlkZycjJt27Z1vVamTBluueWWK76vu+++m5o1a1KrVi26du1K165dXUP2r+WWW67dw9SsWTO3Y8XExHD69GkOHjxIzZqFU7cgPT2dw4cP066d+w9F7dq1Y9OmTW6vXfzfKzw8HICjR4/m+weZkqBjx47X/P/4qaeeckumL9ayZcs8Uzkup2nTpvz8889XbfPggw/y4IMPXvNYIp7gDttmAH60tyieE9aNhTIBcGIvpGyB8MuPRBIRAfWgFzpVypVSxTRdCfoz68PyXR23JKhbty6GYbBjx458tff1df9xwjCMfPcO59fgwYOZP38+S5cupXr16oV67KCgIDZs2MAnn3xCeHg4Y8aMoVmzZpddGu5Sl5sCUFA2my1PMnnxvObCdvF/L2fxvsL+7yUiJU8g52ltc9QA+cleTImyf3nHkmsAif8rnnOKSImlHvRC5KyU++mnn16z7cWVcuvXr1+klXIvnQMrkm8n9sKJPWSYZVhuv3aBKSezTCBb+iZe92nrGIcJNDIhpAaUrVCwnX2v3SMMjvndsbGxTJs2jSFDhuRJQlNTU/PMQy8qpmny7LPP8uWXX7Js2bI8o2kuFRISQnh4OKtXr3bNI8/Ozmb9+vW0bNnyivuVKVOGzp0707lzZ8aOHUtoaCg//vgjvXr1ws/Pj5ycnOt+D5s2beLcuXMEBgYCsGrVKsqXL++ay16lShWSk5Nd7dPT00lKSnI7hq+v71VjCA4OJiIighUrVtChQwfX6ytWrKBNmzbXHbuIeI+2tkT8jWwOmZXZa4YX34nrdYUd82HPErjzb8V3XhEpcdSDXohUKVdKnb3LANhgr8cZAvO/n2Fg+pa97tsp34qO9WPNHMdw9YLcjPxXmZ82bRo5OTm0adOG//73v+zevZvExET++c9/Fuu/q0GDBvHRRx8xZ84cgoKCSElJISUlhXPnrlwo77nnnuO1117jq6++YseOHTzzzDNX7Q2fP38+//znP0lISGD//v18+OGH2O12V7G6qKgoVq9ezb59+zh+/HiBe5szMzMZMGAA27dv59tvv2Xs2LEMHjwYm83xNXPnnXfyn//8h59//pktW7bQt29ft3nuzhiWLFlCSkqKq/bGpUaMGMHrr7/Op59+ys6dOxk1ahQJCQk899xzBYpXRLxTh9zh7T/lNKVIVyW5VO07Hfe/bYCzly8wKiIC6kHPl9OnT7sVF3JWyq1YsSI1atQALlTKnTx5cp794+PjWb16NZ06dSIoKIj4+PjLVsodN24cAwYMYOTIkWzdupUpU6bw1ltvuY7z3HPP0aFDByZPnkz37t2ZO3cu69atcyvoI1Ko9jnmna60NyrW0542y1LVSIOMdMcw+wIk3QVRq1YtNmzYwN///ndeeOEFkpOTqVKlCq1ateK9994rknNejvNcHTt2dHt95syZ9OvX77L7OOPt27cvNpuN/v37c99997kqwF8qNDSUefPmERcXx/nz56lbty6ffPIJjRs3BhxF1fr27UujRo04d+5cnt7ta7nrrruoW7cu7du3JyMjgz59+riWUAPHdJukpCTuvfdeQkJCmDBhQp5zTJ48mWHDhvF///d/3HTTTa61uC82ZMgQ0tLSeOGFFzh69CiNGjXim2++oW7dugWKV0S8U/vcBH15IQxvv3ja177Xul+9cchNUKUhHEuEvUvh5vuv3l5EvJZhFrRSkhdatmwZnTp1yvN63759mTVrFgDvv/8+Q4cOJTk5OU8l5Q0bNvDMM8+wY8cOMjIyiI6O5tFHH2XYsGFuw883b97MoEGDWLt2LZUrV+bZZ59l5MiRbsf6/PPPeemll9i3bx9169Zl0qRJ3HNP/pe+Sk9PJyQkhLS0NIKDgwvwKYjXsdvhH3Xh7HHuzxjLevPKy4LdFORDXKeqVI2ojlHG74rt8svApInPATDtUKWBozddpAQ4f/48SUlJREdH56lFor+/V6bPRm5Ufmqk3MQxVgQ8R7Zpo0XG+5wif1Oi8uOaCTrA93+D+KnQ/BHoOa3Qzi1yI/T31/OoBz0fVClXvNKxRMfyar7l2Hy+drGe2sQAv/KOHvSMdCXoIiJyw+7w2QLARrNOoSbn+Vb7TkeCvmdJkY4OE5GSTXPQReTykn5y3NeMIcuK3/L8c9emPX+q+M8tIiKljnN4+885Fi1zVrMdlAmEU8lw9PoLqYpI6aYEXUQuz5mgR7e35vz+ucOsMk+D/fqri4uIiPiQw+22rUAxLq92Kd8AiGrneLxnydXbiojXUoIuInnlZMO+XxyPrUrQy/iDzRcwIfOMNTGIiEip0MzYQ7BxlpNmeTabtawLpPZdjvtflaCLyOVpDrqI5JWyyTH3OyAEwpoCh4s/BsOAgGA4+3tuLCpcIiIiF+SnMJxTex/H8PYV9puxW9k/Vecu+B7YvxIyz4KfBXPhRcSjqQddRPJyzT+/HWw+V28L2ItgLYjNh1LZfzr33Bmahy4lgxZGEfFMt9occ75/sd9sbSCV60FwdcjJcCTpIiKXUIIuInkVcP75mSyTHLsdMye7UMM4TSCmCWSfh5ysQj22SFHIzMwEwMfn2j9siUjx8COL5savAKyxN7A2GMOAOnc6Hmseuohchoa4i4i77EzYHw9Al69h11fXHkJ4KsPOliPnCSl3krKhPoW2dEw2kGaUIcDIglMnNcxdPJrdbufYsWOULVuWMmX09SriKZoYewkwsjhmBrPXDLc6HMdyaxs+vPBjuIjIRXQFISLuflsH2ec4bgazy6yer11M4JMtp6gZ4kuFc+eBwlvbNdM4TXnOwfHzEFih0I4rUhRsNhs1atTA0PrGIh6jjW0nAGvtDSjM76frVjO3kvuRbXD2BJStaG08IuJRlKCLiLsDjt7z1QW8kDlx3s5flxynclkffApx8kwH2ybG+P7HMW/voTmFd2CRIuDn54fNptljIp6kTe7887X2+hZHkqt8Vcd32vFdju/cBt2tjkhEPIgSdBFxd3AtAOuv40Im24SUM4W7ZvlibuLVgINw+hCY5yEwtFCPLyIipZcNO61suwAPmH9+sZrtHAn6/pVK0EXEjX7mF5ELTBMOrgZgg72uxcE4HKMCVKwNmHBwjdXhiIhICdLAOECwcY5TZiCJZk2rw7kg6nbH/b5frI1DRDyOEnQRueD3PXDuBPj4s82MsjqaC2rGOO73r7A2DhERKVHa2HYAsN5ez9r1zy9V8zbHfcpmOJ9mbSwi4lE86C+ViFgut/ecm1qS5UkzYJwFdbRmrIiIFEDr3AR9jafMP3cKjoAK0WDa4cBqq6MREQ+iBF1ELjiUO4Q8so21cVzK2dNweANknrU2FhERKSFMVwV3j5p/7hTl/PFZo8NE5AIl6CLismPtEgCeWuphfxpCa0LwTWDPhkNrrY5GRERKgGgjhSpGGhmmL5vN2laHk1fN3HnoStBF5CIeNIZVRCx1LpV6xiEANtjrWRzMJQzD0Yu+5XPHkjS1OlgdkYiIFLOoUQsK1N45vD3BrE0mvkURksvFse17LZ9V2V2jwzZC5hnwK1cEkYlISeNh3WQiYpnf1mEzTPbZq3GcEKujyauGCsWJiEj+efTwdoAKNSEk0jE67KDmoYuIgxJ0EXHIXf98g+kZy6tdLGrUAjrPy3Y8ObgWsjOtDUhERDxeK8ORoK/ztAJxF3MWQd2nH59FxEEJuog4eNj655f61byJE2Z5yD4HyZusDkdERDxYBdKJth0BYKPdA+efO0VplRIRcacEXUTAngOH1gGOtWI9k3HhxwMVihMRkatoZtsDwB57OOmUtziaq3D2oP+2DrIzrI1FRDyCEnQRgaOJkHmK02YAO81Iq6O5oo1K0EVEJB9a5CboCWYdiyO5hoq1oGwlyMmE5M1WRyMiHkAJuoi4hrcn2Gtj9+A/C6758bm9/SIiIpfTwtgNwEa7hyfohgHV2zgeH1pjbSwi4hE890pcRIrPb+sB2OiBBeIuttleCzAg7QCcSrE6HBFL/fTTT/To0YOIiAgMw+Crr75y296vXz8Mw3C7de3a1a3NiRMnePjhhwkODiY0NJQBAwZw+vRptzabN2/mjjvuICAggMjISCZNmpQnls8//5wGDRoQEBBAkyZN+Pbbbwv9/Yrkl4HdNcQ9wZPnnztF5iboquQuIihBFxFwrMEKbPLwC5kzBELVRo4nGuYuXu7MmTM0a9aMadOmXbFN165dSU5Odt0++eQTt+0PP/ww27ZtY/HixcyfP5+ffvqJp556yrU9PT2dLl26ULNmTdavX88bb7xBXFwc77//vqvNypUr6dOnDwMGDGDjxo307NmTnj17snXr1sJ/0yL5EG2kEGKc5bzpyw6zhtXhXJsrQdf3mohAGasDEBGLZZ6BYzsAZw+1Z5tzuCp/LrON6R9/ysBXelgdjohlunXrRrdu3a7axt/fn7CwsMtuS0xMZOHChaxdu5ZbbrkFgHfeeYd77rmHf/zjH0RERPDxxx+TmZnJjBkz8PPzo3HjxiQkJPDmm2+6EvkpU6bQtWtXRowYAcCECRNYvHgxU6dOZfr06YX4jkXyp7nxKwBbzWiyS8KlbkQLMHzg1GFIOwQh1a2OSEQspB50EW+XvBlMOwSFc5QKVkdzTc5h+C1suy2ORMTzLVu2jKpVq1K/fn3+8pe/8Pvvv7u2xcfHExoa6krOATp37ozNZmP16tWuNu3bt8fPz8/VJjY2lp07d3Ly5ElXm86dO7udNzY2lvj4+KJ8ayJX1Dx3eLvHzz938isHYU0cjzXMXcTrlYCfFUWkSOUObyeiBRyzNpT8cC611tTYCzlZ4ONrcUQinqlr16706tWL6Oho9uzZw1//+le6detGfHw8Pj4+pKSkULVqVbd9ypQpQ8WKFUlJcdR4SElJITo62q1NtWrVXNsqVKhASkqK67WL2ziPcTkZGRlkZFxYUio9Pf2G3qvIxZw/4CZYlKBHjVrgerzvte752ymyDSQnOIa533x/0QQmIiWCetDzQYV4pFQ7vMFxH9HS2jjyaa8ZTppZlkAjE45sszocEY/10EMP8Yc//IEmTZrQs2dP5s+fz9q1a1m2bJnVoTFx4kRCQkJct8hIz13eUawVNWqB65Yf/mTSwDgIlJACcU6q5C4iuZSg54MK8UipdnEPeglgYrvQK6JCcSL5VqtWLSpXrsyvvzrm54aFhXH06FG3NtnZ2Zw4ccI1bz0sLIwjR464tXE+v1abK819Bxg9ejRpaWmu28GDB2/szYnkutlIwtfI4ZgZwm9Utjqc/HMWikveBFnnrI1FRCylBD0funXrxiuvvMJ99913xTbOQjzOW4UKF+byOgvx/Pvf/6Zt27bcfvvtvPPOO8ydO5fDhw8DuBXiady4MQ899BBDhgzhzTffdB3n4kI8DRs2ZMKECbRs2ZKpU6cW3ZuXUq3pqM/gd8fFeosPSsD49lwbTSXoIgV16NAhfv/9d8LDwwGIiYkhNTWV9evXu9r8+OOP2O122rZt62rz008/kZWV5WqzePFi6tev7/qei4mJYcmSJW7nWrx4MTExMVeMxd/fn+DgYLebSGFobnN8pzl+yDWsDaYgQmtA+Wpgz4bDCVZHIyIWUoJeSFSIR0qixrZ9ABy0V+EkJecCeWPuPHQl6OLNTp8+TUJCAgkJCQAkJSWRkJDAgQMHOH36NCNGjGDVqlXs27ePJUuW8Mc//pE6deoQGxsLQMOGDenatStPPvkka9asYcWKFQwePJiHHnqIiIgIAP785z/j5+fHgAED2LZtG59++ilTpkxh2LBhrjiee+45Fi5cyOTJk9mxYwdxcXGsW7eOwYMHF/tnItIiN0HfWJKGtwMYBlRv7XisYe4iXk0JeiHo2rUrH374IUuWLOH1119n+fLldOvWjZycHIB8F+K5XJEd57artblWIZ709HS3m4hTU2MvAJvN6Gu09CyuC68Te+HM71dvLFJKrVu3jhYtWtCihWN6yrBhw2jRogVjxozBx8eHzZs384c//IF69eoxYMAAWrVqxc8//4y/v7/rGB9//DENGjTgrrvu4p577uH22293m1oVEhLCokWLSEpKolWrVrzwwguMGTPGbYrWbbfdxpw5c3j//fdp1qwZX3zxBV999RU333xz8X0YIrlcFdxzV/woUSIdI1c4qARdxJupinsheOihh1yPmzRpQtOmTalduzbLli3jrrvusjAyRyGecePGWRqDeK6muRcym0tYT0M65fnVHkEd22FHL3r9rtfeSaSU6dixI6ZpXnH7999/f81jVKxYkTlz5ly1TdOmTfn555+v2ubBBx/kwQcfvOb5RIpSJdKobhzHbhpssZesH56BC/PQD64B03T0qouI11EPehFQIR4pKZoaSQBsNmtZHEnBJTjnoTur0IuIiFdrYnN8pyWZYZymrMXRXIfw5mDzhTNHIXW/1dGIiEWUoBcBFeKREuHMcSJtjsJwW0tgT8Mme+6PCr8pQRcREWiSO21rSwmbtuXiGwBhTRyPf1t/9bYiUmopQc8HFeKRUim3SuweezinSmBPwxZngn54g2MooIiIeDVnD7rr+6Ekuqml414/Pot4LSXo+aBCPFIq5a5/XhKHtwMkmjXAVgbO/g6pB6wOR0RELHazK0EvoT3oADe1ctwrQRfxWioSlw8qxCOlUu7c7ZLa05CBH1RrDMmbHD82VKhpdUgiImKRyqQRYZzAbhpsM6OsDuf6ORP05ATIyQYfXaqLeBv1oIt4q+RNQAnvaYjIHQqoQnEiIl7tZptj/vleM5wzBFoczQ2oVBf8giDrLBzbYXU0ImIBJegi3ujM75D+G5A7VLykinBMO9FQQBER79Ykd1USTysQFzVqgeuWLzYb3OT8blOhOBFvpARdxBulOHrPk+zVSuZSNE7OYjrJm8ButzYWERGxjLNAXElclSQP1zx0Jegi3kgJuog3St4MULLn6QFUaQhlAiEjHX7/1epoRETEIs4CcZtLaF0VNyoUJ+LVlKCLeKOU3AS9pPc0+JSB8KaOx7lV6UVExLuUmgJxTs4E/eh2yDxjbSwiUuyUoIt4I1cPeimofO6ch65CcSIiXuniAnFnCbA4mkIQHAFB4WDmuL6vRcR7KEEX8TYZp13DwbfZo6yNpTA4K7lrKKCIiFdyFojbbJaC4e1Omocu4rWUoIt4myNbAROCwvmdEKujuSFRoxZw59x0AM4f3Ag5WRZHJCIixa1paSoQ5+QsgqoEXcTrlLE6ABEpZs7hcmFN4Zi1oRSGJDOMdDOQYOOcY83YsCZWhyQiIjcg30uS5XIWiNtSqhL03B50Td8S8TrqQRfxNrlLrLmKq5VwJja2OKv2api7iIhXqUwa4aWpQJxTeHPH/cl9cOZ3KyMRkWKmBF3E2zh70MObWRtHIdrinHeongYREa/i7D0vNQXinAJDoVJdx2MNcxfxKkrQRbxJdiaZydsAuP3D0vOL/GbnsMbkTdYGIiIixaqRsQ+AraWp99zJOQ89OcHSMESkeClBF/EmxxLxM3JINctxyKxsdTSFZquZm6Af2QbZmdYGIyIixaaxbR8A2+2lYNnQS7mWEd1obRwiUqyUoIt4k9zh7Y4LGcPaWArRAbMqaWZZyMmEY4lWhyMiIsWksbEfoHTNP3dSgi7ilVTFXcSbpDgS9NJ3IWOw1R5NO59tcDihVM2vFxGRywviLFG2IwBss0dZG0w+XFqdft9r3a++Q1gTMGxwKhnSkyE4vAijExFPoR50EW+S24NeEi5kCmqLqXnoIiLepIFxAIDfzEqkEmRxNEXArxxUaeB4rHnoIl5DCbqIt7Db4chWoDT2oMNWV6G4BEvjEBGR4nFh/nmUpXEUKedyaxrmLuI1lKCLeIuTSZB5mgzTl71m6Rsm56rgm7IVcrIsjUVERIpe49wK7tvMUlggzsk1Dz3B0jBEpPgoQRfxFrm95zvN6uTgY3EwhW+/WQ38gyEnA47tsDocEREpYo1tuQXiSnMP+sWF4kzT2lhEpFgoQRfxFimOBD2xNC5FA5jYLhSH0zx0EZFSzY8s6hqHgFK6xJpT2M1g+MCZo5B+2OpoRKQYKEEX8RYpWwDYXoqHAr7/azAAs//7lbWBiIhIkaprHMLXyCHVLMdvVLY6nKLjGwhVGzkeax66iFfQMmsi3uKIswe9hsWBFB1nobgmtiSLIxERkYK4dAmya3EWiHMMbzcKPR6PEtEcjmxxJOgN77U6GhEpYupBF/EG505C2kEAdpilOEHPLRTX0DgAOdnWBiMiIkWmkZE7/7wUrkqSx8Xz0EWk1FOCLuINjmxz3IfUIJ1y1sZShJLMME6ZgQQamXB8l9XhiBSpn376iR49ehAREYFhGHz11VeubVlZWYwcOZImTZpQrlw5IiIieOyxxzh82H0Oa1RUFIZhuN1ee+01tzabN2/mjjvuICAggMjISCZNmpQnls8//5wGDRoQEBBAkyZN+Pbbb4vkPYs4XehBL73TtlwimjvuVShOxCsoQRfxBrkF4gi72do4ipiJ7cIce62HLqXcmTNnaNasGdOmTcuz7ezZs2zYsIGXX36ZDRs2MG/ePHbu3Mkf/vCHPG3Hjx9PcnKy6/bss8+6tqWnp9OlSxdq1qzJ+vXreeONN4iLi+P99993tVm5ciV9+vRhwIABbNy4kZ49e9KzZ0+2bt1aNG9cvJ6B3TFSCi/pQa92M9h84dwJSD1gdTQiUsQ0B13EG+QWiKNa6U7QAbbYo2lr2+FYM7b5n60OR6TIdOvWjW7dul12W0hICIsXL3Z7berUqbRp04YDBw5Qo8aFqS5BQUGEhYVd9jgff/wxmZmZzJgxAz8/Pxo3bkxCQgJvvvkmTz31FABTpkyha9eujBgxAoAJEyawePFipk6dyvTp0wvjrYq4iTKOUN44zznTj71mhNXhFL0y/lCtkWOFksMboYIXjBoQ8WLqQRfxBkdyE/SwJtbGUQycheLUgy7iLi0tDcMwCA0NdXv9tddeo1KlSrRo0YI33niD7OwL9Rvi4+Np3749fn5+rtdiY2PZuXMnJ0+edLXp3Lmz2zFjY2OJj48vujcjXq2xsQ+AnWYkdm+5lNU8dBGv4SV/1W6M5vlJiZaTTcbh7QC0/89xi4MpelvM3AQ9ZSvYc6wNRsRDnD9/npEjR9KnTx+Cg4Ndrw8ZMoS5c+eydOlSnn76aV599VVefPFF1/aUlBSqVavmdizn85SUlKu2cW6/nIyMDNLT091uIvnVyOYoEFeq1z+/VHhzx71+fBYp9ZSg54Pm+UmJ9vtu/I0sTpsBHDSrWB1NkUsywzlr+kPWGfh9j9XhiFguKyuL3r17Y5om7733ntu2YcOG0bFjR5o2bcrAgQOZPHky77zzDhkZGUUa08SJEwkJCXHdIiMji/R8Uro09KYK7k6uQnEJKhQnUsppDno+aJ6flGi5BeJ2mDUwveA3OXtuobhbjF2O+XpV6lkdkohlnMn5/v37+fHHH916zy+nbdu2ZGdns2/fPurXr09YWBhHjhxxa+N87vw+u1KbK33fAYwePZphw4a5nqenpytJl3xz9qAn2kvvsqF5VG3kKBR3PhVS90OFKKsjEpEiUvqv1i2geX7iUVI2A951IeNadkdDAcWLOZPz3bt388MPP1CpUqVr7pOQkIDNZqNq1aoAxMTE8NNPP5GVleVqs3jxYurXr0+FChVcbZYsWeJ2nMWLFxMTE3PF8/j7+xMcHOx2E8mPSqRRzUjFbhrsML3ne81VKA4cvegiUmqpB72QXW2eX8uWLalYsSIrV65k9OjRJCcn8+abbwKOOXzR0dFux7p4nl+FChWue57fxUMVNc/PCx1x9KAnmt4zV2+rcx568iZrAxEpQqdPn+bXX391PU9KSiIhIYGKFSsSHh7OAw88wIYNG5g/fz45OTmu74qKFSvi5+dHfHw8q1evplOnTgQFBREfH8/zzz/PI4884kq+//znPzNu3DgGDBjAyJEj2bp1K1OmTOGtt95ynfe5556jQ4cOTJ48me7duzN37lzWrVvnNkVLpLA0tDmWGUsywzhLgMXRFLPw5o7vteQEaNzT4mBEpKgoQS9E15rn59S0aVP8/Px4+umnmThxIv7+/kUW08SJExk3blyRHV9KgNwh7t5UTGebPcrxIGWzY66eYVgaj0hRWLduHZ06dXI9d37P9O3bl7i4OL755hsAmjdv7rbf0qVL6dixI/7+/sydO5e4uDgyMjKIjo7m+eefd/u+CgkJYdGiRQwaNIhWrVpRuXJlxowZ45p6BXDbbbcxZ84cXnrpJf76179St25dvvrqK26+ufQv6yjFr1FuBfdEb+o9d4poDhtmqwddpJRTgl5INM9PPNLpo3DmKHbTYKdZ3epois1uszr4+MH5NM3Vk1KrY8eOmFcpFnW1bQAtW7Zk1apV1zxP06ZN+fnnn6/a5sEHH+TBBx+85rFEblRpquAeNWqB6/G+17pfe4eLK7nrx2eRUktz0AuB5vmJx0pxrH++z6zGOS8aCphFGaja0PFEw9xFREqNhoZjiPt2L5q25VKtsaNQ3LmTkHrA6mhEpIgoQc+H06dPk5CQQEJCAnBhnt+BAwfIysrigQceYN26dXz88ceueX4pKSlkZmYCjuJub7/9Nps2bWLv3r18/PHHl53n5+fnx4ABA9i2bRuffvopU6ZMcev9fu6551i4cCGTJ09mx44dxMXFsW7dOgYPHlzsn4mUEEe2AV46FDC8meNeCbqISKngTya1jcMAJJaCHvQCK+N/0Y/PCZaGIiJFR0Pc80Hz/KTEcibo3nghowRdRKRUqWscooxh53cziCNUsDoca0Q0d9RXOZwAjf5odTQiUgSUoOeD5vlJiXXkwhroXsc1V2+T5uqJiJQC7vPPvfRvenhz4EP9+CxSimmIu0hplZ0Jx3YC3pmg1596kGzTBmeOwakrL0UoIiIlQyPDkaB707KheUQ0d9w7C8WJSKmjHnSR0ur33WDPAv9gDp2vbHU0xS4DP/aYEdQ3Djl6GoLDrQ5JREQucnEV8/xwroFeGiq4X7eqjcFWBs7+DmmHIFQr84iUNupBFymlhk75CIA158Lx1qGAW80oxwMNBRQRKdEM7K4edK+s4O7kG6BCcSKlnBJ0kVKqQW5PQ6Ld+4a3O22zRzseKEEXESnRqhvHCDLOkWGWYa/p5SOinDVWDidYGYWIFBEl6CKllLOnwRvnnztttUc5HqiXQUSkRGuUu/75LrM62d4+Q/PieegiUuooQRcppRrYDgKww4t70F3DINN/gzO/WxuMiIhctwsV3KOsDcQThLdw3B9OUKE4kVJICbpIaXT6GFWNVOymwU7TewvInKYsSfZqjicpGuYuIlJSXajg7r0/OrtUcxaKO+74AVpEShUl6CKlUe765/vNqpwlwOJgrLXN1Dx0EZGSrmFuD3qiN1dwd/INgCq5heI0D12k1PHySTwipdSRbYB3zz932mqP4l6fVUrQRURKqGDOUN04DlxfD3pAGYMKATZsHrygyfnz5wu2Q432cCYVjuyG6ALuK17F19cXHx8fq8OQAlCCLlIa5fagq6cBtqoHXUSkRGuYWyDukFmZdMrlez8D6NWwHHfVKo+vj4EnLzmalJRUsB1u6gkVO0CZQCjovuJ1QkNDCQsLwzA899+AXKAEXaQ0yk3Qd3jx/HOnbc4fKU7shfNpEBBibUAiIlIgDV0F4gr2o3OvhuW4t0EIFSpWxijjBx6cnESHBRdsh8yzkLoPjDJQOcqj35tYxzRNzp49y9GjRwEID/fyJQpLCCXoIqVNThYc2wlcVMXci50kGEIiIe0gpGyBqNutDklERArA2YOeWIDvtMAyBnfVKk+FipWxBQYVVWiFZtfxC8PUm1YPvfYOfn5w2gBywNcHyvgVWWxSsgUGBgJw9OhRqlatquHuJYCKxImUNsd3Q04mp8xAfjMrWx2NZwhv5rjXMHcRkRKnkW0fANsLsGxoaIANXx/D0XNeGtlsUCa3CGzWWWtjEY9XtmxZALKysiyORPJDCbpIaZNbIG6nGYmpf+IOYU0d90rQRURKlDJkU89wLCVWkFFhjoJwRuke+u3rSLrIOmdtHOLxNPe8ZNEQd5HS5sgWABIL0NNQ6rl60DdbG4eIiBeLGrWgwPvUMpLxN7I4ZQZyyKxSBFGVYL5l4dwJ9aCLlDLqXhMpbbTEWh5tZjqW58k5usNRWEdEREqEhoajQNwOjQrLy8/Zg34WTNPaWApRx44dGTp0aIH2iYuLo3nz5q7n/fr1o2fPntcdw759+zAMg4SEBACWLVuGYRikpqZe9zHzey4R9aCLlDa5Cbp60C84SijHzBCqGGmOzyeytdUhiYhIPjS0OQrEFbSC+9X8YeqKQjtWfnwzuF2B2vfr14/Zs2fz9NNPM336dLdtgwYN4t1336Vv377MmvGB40V7NtizwKeUzre/DlOmTMHM548W/fr1IzU1la+++sr1WmRkJMnJyVSuXLi1fIrzXFJy6adIkdLkzO9wKhlwzEEXJ4Ot9ijHw+QEKwMREZECaJTbg16QCu6lQWRkJHPnzuXcuQvzy8+fP8+cOXOoUSP3B3ibz4VCcZmeNQ89MzPT0vOHhIQQGhp63fv7+PgQFhZGmTJF35dZnOeSkkEJukhpkrv+ORWiOUOgtbF4mK1mtOOBCsWJiJQY17sGeknXsmVLIiMjmTdvnuu1efPmUaNGDVq0aHGhoW9Z7HY7E197nejoaAIDA2nWrBlffPGFq0lOTg4DBgxwba9fvz5TpkxxO9+yZcto06YN5cqVIzQ0lHbt2rF/v+Ozv9xw8aFDh9KxY0fX844dOzJ48GCGDh1K5cqViY2NBWDr1q1069aN8uXLU61aNR599FGOHz/u2u/MmTM89thjlC9fnvDwcCZPnpyvz+e1116jWrVqBAUFMWDAAM6fP++2/dKYv/jiC5o0aUJgYCCVKlWic+fOnDlzhri4OGbPns3XX3+NYRgYhsGyZcuuOOx8xYoVNG3alICAAG699Va2bt3q2nbpMHuAt99+m6ioKNf2/J5r+fLltGnTBn9/f8LDwxk1ahTZ2dlun/eQIUN48cUXqVixImFhYcTFxeXrsxPPpwRdpJSIGrWACR98BsDC4xomdakLPehK0EVESoIqpFLFSCfHNLxyVFj//v2ZOXOm6/mMGTN4/PHH3Rv5lmXiOzP48JPPmD59Otu2beP555/nkUceYfny5QDY7XaqV6/O559/zvbt2xkzZgx//etf+ewzxzVDdnY2PXv2pEOHDmzevJn4+HieeuqpAlf+nj17Nn5+fqxYsYLp06eTmprKnXfeSYsWLVi3bh0LFy7kyJEj9O7d27XPiBEjWL58OV9//TWLFi1i2bJlbNiw4arn+eyzz4iLi+PVV19l3bp1hIeH8+67716xfXJyMn369KF///4kJiaybNkyevXqhWmaDB8+nN69e9O1a1eSk5NJTk7mtttuu+KxRowYweTJk1m7di1VqlShR48e+V66LL/n+u2337jnnnto3bo1mzZt4r333uODDz7glVdecWs3e/ZsypUrx+rVq5k0aRLjx49n8eLF+YpFPJvGUoiUIg0Mx1w9zT/Pa5sZ5XhwNBGyM6G0ro0rIlJKNMrtPU8yw8nA+/5mP/LII4wePdrVk71ixQrmzp3LsmXLXG0y7DZefWcGP3z2f8Tk9lrXqlWLX375hX/961906NABX19fxo0b59onOjqa+Ph4PvvsM3r37k16ejppaWnce++91K5dG4CGDRsWON66desyadIk1/NXXnmFFi1a8Oqrr7pemzFjBpGRkezatYuIiAg++OADPvroI+666y7AkXRWr179qud5++23GTBgAAMGDHCd54cffsjTi+6UnJxMdnY2vXr1omZNx0iMJk2auLYHBgaSkZFBWFjYNd/j2LFjufvuu91i/fLLL91+dLiS8uXL5+tc7777LpGRkUydOhXDMGjQoAGHDx9m5MiRjBkzBpvN0b/atGlTxo4dCzg++6lTp7JkyRJXfFJyKUEXKUWcxXRUwT2vQ2YVUs1yhNrPwNHtENHc6pBEROQqnBXcC7L+eWlSpUoVunfvzqxZszBNk+7du+cpJPbr/t84e+48d//pKTAGul7PzMx0Gwo/bdo0ZsyYwYEDBzh37hyZmZmu4dgVK1akX79+xMbGcvfdd9O5c2d69+5NeHh4geJt1aqV2/NNmzaxdOlSypcvn6ftnj17XHG0bdvW9XrFihWpX7/+Vc+TmJjIwIED3V6LiYlh6dKll23frFkz7rrrLpo0aUJsbCxdunThgQceoEKFCvl9a27nuTTWxMTEAh/nahITE4mJiXEbwdCuXTtOnz7NoUOHXDUImjZt6rZfeHg4R48eLdRYxBoa4i5SSviQQ13jEADblaBfhsE2DXMXESkxnD3oiV42//xi/fv3Z9asWcyePZv+/fvn2X76rKM43IIP/0nCqp9JSEggISGB7du3u+ahz507l+HDhzNgwAAWLVpEQkICjz/+uFsht5kzZxIfH89tt93Gp59+Sr169Vi1ahUANpstT0X0yw3rLleunHtsp0/To0cPV0zO2+7du2nfvv2NfTAF4OPjw+LFi/nuu+9o1KgR77zzDvXr1ycpKalQz5Pfz6mw+Pr6uj03DAO73V5k55PiowRdpJSoZSTjb2Rz2gzgkFnF6nA80hZXobgES+MQEZFra+ictuXFPzp37dqVzMxMsrKyXIXXLtaoUSP8/f048FsydWqEUadOHdctMtIxb3/FihXcdtttPPPMM7Ro0YI6deqwZ8+ePMdq0aIFo0ePZuXKldx8883MmTMHcPTkJycnu7XNz5rdLVu2ZNu2bURFRbnFVadOHcqVK0ft2rXx9fVl9erVrn1OnjzJrl27rnrchg0buu0DuH5MuBLDMGjXrh3jxo1j48aN+Pn58eWXXwLg5+dHTk7ONd/PpedxxuqcDlClShVSUlLckvRLP6f8nKthw4bEx8e7HWfFihUEBQVdc/i/lA5K0EVKCeeFzA6zBqb+aV/WVntugn44wdI4RETk6gLIoJZxGODC6Ccv5OPjQ2JiItu3b8fHxyfP9qCgIIYPGcTzcW8y+z8fsWfPHjZs2MA777zD7NmzAcf85HXr1vH999+za9cuXn75ZdauXes6RlJSEqNHjyY+Pp79+/ezaNEidu/e7Uo877zzTtatW8eHH37I7t27GTt2rFv18isZNGgQJ06coE+fPqxdu5Y9e/bw/fff8/jjj5OTk0P58uUZMGAAI0aM4Mcff2Tr1q3069fPNcf6Sp577jlmzJjBzJkz2bVrF2PHjmXbtm1XbL969WpXQbkDBw4wb948jh075np/UVFRbN68mZ07d3L8+PGr9nqPHz+eJUuWuGKtXLmyq1p8x44dOXbsGJMmTWLPnj1MmzaN7777zm3//JzrmWee4eDBgzz77LPs2LGDr7/+mrFjxzJs2LBrfjZSOui/skgp0cA5/9zufZVu82urs1DckW2QU3TDzkSKw08//USPHj2IiIjAMAy++uort+2maTJmzBjCw8MJDAykc+fO7N69263NiRMnePjhhwkODiY0NJQBAwZw+vRptzabN2/mjjvuICAggMjISLciUE6ff/45DRo0ICAggCZNmvDtt98W+vsV71LfOIiPYXLMDOEYoVaHY6ng4GCCg4OvuH3ChPG8PPQJJr71Lg0bNqRr164sWLCA6GjHj9JPP/00vXr14k9/+hNt27bl999/55lnnnHtX7ZsWXbs2MH9999PvXr1eOqppxg0aBBPP/00ALGxsbz88su8+OKLtG7dmlOnTvHYY49dM+6IiAhWrFhBTk4OXbp0oUmTJgwdOpTQ0FBXovnGG29wxx130KNHDzp37sztt9+eZy77pf70pz+54mnVqhX79+/nL3/5y1U/v59++ol77rmHevXq8dJLLzF58mS6desGwJNPPkn9+vW55ZZbqFKlCitWrLjisV577TWee+45WrVqRUpKCv/73//w83MUMGzYsCHvvvsu06ZNo1mzZqxZs4bhw4e77Z+fc9100018++23rFmzhmbNmjFw4EAGDBjASy+9dNXPRUoPw7x0soSUaunp6YSEhJCWlnbVP/ZS8ix9uT2dfDbxt6z+fJzT2epwPJKBnaSQZyAjHQb+AmFNrr2TSCEp7L+/3333HStWrKBVq1b06tWLL7/80m3d39dff52JEycye/ZsoqOjefnll9myZQvbt28nICAAgG7dupGcnMy//vUvsrKyePzxx2ndurVraGt6ejr16tWjc+fOjB49mi1bttC/f3/efvttnnrqKQBWrlxJ+/btmThxIvfeey9z5szh9ddfZ8OGDdx8882WfDbimaJGLch32z4+S5jo+wHLc5rSN2tUgc91U5APcZ2qUjWiOkYJXrWjafXQazey2yElt7ZK1cZapUTyOH/+PElJSURHR7v+/jvp76/nUQ+6SCnRwHYQ0BJrV2Nig/Bmjica5i4lXLdu3XjllVe477778mwzTZO3336bl156iT/+8Y80bdqUDz/8kMOHD7t62hMTE1m4cCH//ve/adu2LbfffjvvvPMOc+fO5fBhx9Dijz/+mMzMTGbMmEHjxo156KGHGDJkCG+++abrXFOmTKFr166MGDGChg0bMmHCBFq2bMnUqVOL5XOQ0qlRbgX3RC+t4F4gNhuUCXQ8zjprbSwicsOUoOeDhhGKxzt7gnDjBAA7TQ1xvypngq5K7lKKJSUlkZKSQufOF0bThISE0LZtW+Lj4wGIj48nNDSUW265xdWmc+fO2Gw2VwGm+Ph42rdv7xrCCY7hrjt37uTkyZOuNhefx9nGeZ7LycjIID093e0mcjFnBfftXlzBvUD8yjrulaCLlHhK0PPhzJkzNGvWjGnTpl12+6RJk/jnP//J9OnTWb16NeXKlSM2Npbz58+72jz88MNs27aNxYsXM3/+fH766SfX8EBwDC/p0qULNWvWZP369bzxxhvExcXx/vvvu9qsXLmSPn36MGDAADZu3EjPnj3p2bNnvgp1SCl3xPH/wH57Vc4QaHEwHi68ueNeldylFEtJSQGgWrVqbq9Xq1bNtS0lJYWqVau6bS9TpgwVK1Z0a3O5Y1x8jiu1cW6/nIkTJxISEuK6OatNiwDYsNMgt/DpNvWg54+vetBFSgsl6PmgYYTi8VIcCbqGAuZDRHPHfcpWyMm2NBQRbzV69GjS0tJct4MHD1odkniQmsYRyhkZnDP9SDLDrQ6nZPB19qCfA5WXEinRlKDfIA0jFI+Q24O+Q8Pbryn6Hzs4bQZA9jk4fvW1VkVKqrCwMACOHDni9vqRI0dc28LCwjh69Kjb9uzsbE6cOOHW5nLHuPgcV2rj3H45/v7+rsrU16pQLd7HOf98pxmJXZeq+eMbCBhgz4acTKujEZEboL96N0jDCMUjpGwBNFcvP0xsbHMut6Zh7lJKRUdHExYWxpIlS1yvpaens3r1amJiYgCIiYkhNTWV9evXu9r8+OOP2O122rZt62rz008/ua3Vu3jxYurXr0+FChVcbS4+j7ON8zwiBdXItg/Qd1qBGDbwza3OnXXO2lhE5IYoQS/lNIzQC+RkwbEdAGzXEPd82Wp3rA2rSu5Skp0+fZqEhAQSEhIAx4iuhIQEDhw4gGEYDB06lFdeeYVvvvmGLVu28NhjjxEREeFais25XvKTTz7JmjVrWLFiBYMHD+ahhx4iIiICgD//+c/4+fkxYMAAtm3bxqeffsqUKVMYNmyYK47nnnuOhQsXMnnyZHbs2EFcXBzr1q1j8ODBxf2RSCnh7EHXd1oB+apQnEhpUMbqAEq6i4cRhodfmCd15MgRmjdv7mpj5TBCf3//63hnUmIc3wU5maSbgRwyq1gdTYmwxZmgq5K7lGDr1q2jU6dOrufOpLlv377MmjWLF198kTNnzvDUU0+RmprK7bffzsKFC93WwP34448ZPHgwd911Fzabjfvvv59//vOfru0hISEsWrSIQYMG0apVKypXrsyYMWPcipzedtttzJkzh5deeom//vWv1K1bl6+++irfa6BL6VaQtc+dVMH9OvmWBX6HTCXoIiWZetBvkIYRiuVyh7c7CsQZ1sZSQmx1DnFP2Qz2HEtjEbleHTt2xDTNPLdZs2YBYBgG48ePJyUlhfPnz/PDDz9Qr149t2NUrFiROXPmcOrUKdLS0pgxYwbly5d3a9O0aVN+/vlnzp8/z6FDhxg5cmSeWB588EF27txJRkYGW7du5Z577imy9y2lW2XSqGakYjcNdpg1rA7Ho+VZ+vfiHnTTZNmyZRiGQWpqap59jx07RoMGDfDx8eG///1vkcbZr18/18gdcPztGjp0aKGfJy4uztU5drnzFuW5RAqTEvR80DBC8Wiaf15ge80Izpj+jouY47utDkdERHI1zO09TzLDOEvANVqXXsePHmHiyy9Sq1Yt/P39iYyMpEePHnk6atz4BgAGmDmQk8ltt91GcnIyISEhbs1OnTpFt27dqFy5MnFxcTz88MOXPe7EiRNp3bo1QUFBVK1alZ49e7Jz584bfm/z5s1jwoQJ+WpbkGR++PDhV/98rlOeH0KK8FwioCHu+aJhhOLRXD3o6mnILzs2tps1aW3schSKq9rA6pBERIQL88+9ednQ3w4eoO99XQkKCeGNN96gSZMmZGVl8f333zNo0CB27Nhx+R0Nm6Oae9ZZyDqLX2CFPNMgMzIy+OMf/0iFChX46quvKFeuHJUrV6ZXr14sWbLEbcWh5cuXM2jQIFq3bk12djZ//etf6dKlC9u3b6dcuXLX/f4qVqx43ftejmma5OTkUL58+TwjgIpKcZ5LvI960PNBwwjFY5mma4k19aAXzBZ7LccDFYoTEfEYmn8Or/7tBQzD4OP//cD9999PvXr1aNy4McOGDWPVqlVubY8fP859991H2bJlqVu3Lt8s/sWxIfNsniHuOTk59OnTh/LlyzN//nxXkv2Xv/yFd955hx49erj1kC9cuJB+/frRuHFjmjVrxqxZszhw4IDblM1L5eTkMGzYMEJDQ6lUqRIvvvgi5iXrsl/aK/7uu+9St25dAgICqFatGg888ADgGKK+fPlypkyZgmEYGIbBvn37XO/ru+++o1WrVvj7+/PLL79ccdj5uHHjqFKlCsHBwQwcOJDMzAvL0EVFRfH222+7tW/evDlxcXGu7QD33XcfhmG4nl96Lrvdzvjx46levTr+/v40b96chQsXurbv27cPwzCYN28enTp1omzZsjRr1uyqSyWL91KCLlKCtR39EZz9nWzTxm6zutXhlCibXQn6BmsDERERF2+v4J528iQrli3hob4DKFs2by91aGio2/Nx48bRu3dvNm/ezD333MPDTz/HiZNpkHUmz74+Pj7MmzePb775Jk8B4ccee4zk5GTq169/5djS0oCr94BPnjyZWbNmMWPGDH755RdOnDjBl19+ecX269atY8iQIYwfP56dO3eycOFC2rdvD8CUKVOIiYnhySefJDk5meTkZLflgkeNGsVrr71GYmIiTZs2vezxlyxZQmJiIsuWLeOTTz5h3rx5jBs37orxXGrt2rUAzJw5k+TkZNfzS02ZMoXJkyfzj3/8g82bNxMbG8sf/vAHdu92n0b3t7/9jeHDh5OQkEC9evXo06cP2dnZ+Y5HvIOGuIuUYM65envNcDLwsziakmWL6azkvhlyssFHfw5FRKwUQAa1jMNAEfWgmyZGtjVrhJtlAsG4diHXA/v2YpomUbXrXbMtOHqZ+/TpA8Crr77KP//5T9YkbKXrnRUco+wKid1uZ+jQobRr1+6qUyvffvttRo8eTa9evQCYPn0633///RXbHzhwgHLlynHvvfcSFBREzZo1adGiBeCY/unn50fZsmUvu2LR+PHjufvuu68at5+fHzNmzKBs2bI0btyY8ePHM2LECCZMmIDNdu1+yipVHKvjhIaGXnXVpH/84x+MHDmShx56CIDXX3+dpUuX8vbbbzNt2jRXu+HDh9O9e3fA8eNK48aN+fXXX2nQQFPt5AJdkYqUYN7e03Aj9prh4BcEmacc68iHqZaDiIiVGhoH8DFMjpkhHCW00I9vZJ+jyeyGhX7c/NjSNxHTWWX9KkwKllRf3HNcrlw5goODOfp7Kph2yMm88o4FNGjQILZu3covv/xyxTZpaWkkJye7VigCKFOmDLfcckueYe5Od999NzVr1qRWrVp07dqVrl27uobsX8vF8+WvpFmzZm7HiomJ4fTp0xw8eJCaNQvn2ik9PZ3Dhw/Trl07t9fbtWvHpk3uy7le/N/LuTzz0aNHlaCLGw1xFynBGtkOAJDoxXP1rpeJDSKaO54c3mhpLCIiAo1t+wDYZo/CW5cNrRlV2zHXes8uADYfSnXdLsfX19ftuWEY2I3c17LOF0pMgwcPZv78+SxdupTq1Qt3Ol1QUBAbNmzgk08+ITw8nDFjxtCsWbPLLg13qRspVOdks9ny/Hhw8ZLHhe3i/15G7ogKu91eZOeTkkk96CIlWEP1oN+YiOaw72dHgt7yUaujERHxao2MfQBsNaOK5PhmmUC29E0skmPn59z5EVKhArd1uJO5sz+gT/+n88xDT01NzTMPPQ+f3ClvOTeWoJumybPPPsuXX37JsmXLiI6Ovmr7kJAQwsPDWb16tWseeXZ2NuvXr6dly5ZX3K9MmTJ07tyZzp07M3bsWEJDQ/nxxx/p1asXfn5+5OTkXPd72LRpE+fOnSMw0PH5r1q1ivLly7vmslepUoXk5GRX+/T0dJKSktyO4evre9UYgoODiYiIYMWKFXTo0MH1+ooVK2jTps11xy7eSwm6SEmVeYZoIwVQD/p1i8i9YFChOBERy93s1oNeBAwjX8PMrfbXV/5B315debhHZwa9MJq6DRuTk53Nsnmree+990hMvMaPDGVyE/TsjBuKY9CgQcyZM4evv/6aoKAgUlIc1xwhISGuhPdSzz33HK+99hp169alQYMGvPnmm1ftDZ8/fz579+6lffv2VKhQgW+//Ra73e4qVhcVFcXq1avZt28f5cuXL/ASbZmZmQwYMICXXnqJffv2MXbsWAYPHuyaf37nnXcya9YsevToQWhoKGPGjMHHx8ftGFFRUSxZsoR27drh7+9PhQoV8pxnxIgRjB07ltq1a9O8eXNmzpxJQkICH3/8cYHiFQEl6CIl15Ht2AyTo2YoxwmxOpqSKcJRiIaUrY4LmTL+V28vIiJFogzZ1DcOArCtiHrQS4rqNaOY++0y/u+dyUye8BLHjh6hQsXK3NrmFt57771rH8DZg559Y3PQnefq2LGj2+szZ86kX79+l93nhRdeIDk5mb59+2Kz2ejfvz/33XefqwL8pUJDQ5k3bx5xcXGcP3+eunXr8sknn9C4cWPAUVStb9++NGrUiHPnzuXp3b6Wu+66i7p169K+fXsyMjLo06ePawk1gNGjR5OUlMS9995LSEgIEyZMyHOOyZMnM2zYMP7v//6Pm266iX379uU5z5AhQ0hLS+OFF17g6NGjNGrUiG+++Ya6desWKF4RAMO8UtUGKZXS09MJCQkhLS2N4OBgq8ORG7FuBsx/nuU5TembNcrqaEook43+T1PBOM29Ga8wf+KzVgckpZj+/l6ZPpvSK2rUgny1a2js5zv/0aSbZWma8X/c6Bz0m4J8iOtUlaoR1THKlI5VTppWD81fQ9OEI1vBng2V64Hfjc/VlpLt/PnzJCUlER0dTUBAgNs2/f31PCoSJ1JSpWwBNP/8xhhssTvm1DWz7bU4FhER7+UsEOf4TvPOAnGFxjDAOZQ/86y1sYhIgSlBFympchN0zT+/MZvNWgA0MZSgi4hYpbGzQFxRzT/3Nn65CXrWGWvjEJECU4IuUhLZc+DINgC2qQf9hmy2OxJ09aCLiFincVEXiPM26kEXKbGUoIuURL//CllnOWv6k2SGWx1NieZM0Osah3QhIyJiAQM7jXKXDd1qXn0pL8knZ4Kek+GYiy4iJYaquIuURMmbAcdcPbt+Z7shKVTkmBlCFSPNUVQnUmuWiojciPwWhnOqaRyhvHGe86Yve/Wjc+Hw8XVUc8/JhKxz4B9kdUQikk+6shcpYaJGLeD9z74EYJvmnxcCg025vej8pvXQRUSK28258893mDXIwefqjfPJbgKYjorm3so1zF3z0L2dFu0qWZSgi5RAzmI63r5WbGHZ4kzQDytBFxEpbs7554VZIC71vJ2sHBPzBtcCL9Gcy6tp+pbXO3vW8f+Ar6+vxZFIfmiIu0iJY15UTEdz9QrDJrO248GhddYGIiLihYriR+dz2SZL9p7mXj8fKlTEsRa6UbKXbzt//nzBdrCXgWwTck5D2XMl/v1LwZmmydmzZzl69CihoaH4+BTOCBUpWkrQRUqY6sZxQo0zZJo+7DKrWx1OqZBgz03QT+yBsyegbEVrAxIR8RrmRT3ohfuj87xEx9Duu2rl4OtjUNLXV/c7F1iwHUwT0o4DJqQbYNNlv7cKDQ0lLCzM6jAkn/QvVaSEcfY07Dark6V/woUilSCS7NWIth1xDHOv09nqkEREvEIYJ6hknCLbtBX6j84m8N/EMyzYfZYKATZsJTs/z2PJCx2v3ejTODi2Hbr8HWrHFnVI4oF8fX3Vc17C6OpepIRpVEQ9Dd4uwaxDNEfg0Hol6CIixaSJLQmA3eZNZOBXJOc4n22SfDqnSI5tpYCAgGs3qhIFSd/Db/HQ9I9FHpOI3DgViRMpYW52zdVTBffClGCv43jwm+ahi4gUlya2vQBsdk41ksJVvbXj/tBaa+MQkXxTgi5SwlwoEBdlaRylzSb7RYXitByJiEixaGI4etC3mBoVViSqt3Lcp2yG7AxrYxGRfFGCLlKSnD5GmHESu2mQqB70QrXdrAk+fnDuBJzcZ3U4IiJewHQNcd+iaVtFo0I0lK0EOZmQssXqaEQkH5Sgi5QkKZsASDLDOEs+5p5JvmXiS0JWJABD/vFvi6MRESn9IvidykY6WaYPO8waVodTOhmGhrmLlDBK0EVKkmRHgl6Ya8XKBRtz56E3t/1qcSQiIqWfc/75LrN6kRWIE6D6LY57JegiJYISdJGSJHkzoPnnRcU5D10JuohI0XMOb99sr2VxJKXcTc4EXUVQRUoCJegiJUmKI0Hfqh70IpFgOhL0xsZ+yM60OBqRGxMVFYVhGHlugwYNAqBjx455tg0cONDtGAcOHKB79+6ULVuWqlWrMmLECLKzs93aLFu2jJYtW+Lv70+dOnWYNWtWcb1FKeGaGo4e9C2mEvQidVNLwIDU/XD6qNXRiMg1aB10kZLiXCqccFzMqAe9aOwzwzhplqeCcRqObM29qBEpmdauXUtOzoW1n7du3crdd9/Ngw8+6HrtySefZPz48a7nZcuWdT3Oycmhe/fuhIWFsXLlSpKTk3nsscfw9fXl1VdfBSApKYnu3bszcOBAPv74Y5YsWcITTzxBeHg4sbGxxfAuxVNEjVpQwD1UIK7YBIRAlQZwLNHRi97gHqsjEpGrUA96IVAvhRSL3PnnB+xVSCXI4mBKK+PCcmu/rbc2FJEbVKVKFcLCwly3+fPnU7t2bTp06OBqU7ZsWbc2wcHBrm2LFi1i+/btfPTRRzRv3pxu3boxYcIEpk2bRmamY4TJ9OnTiY6OZvLkyTRs2JDBgwfzwAMP8NZbbxX7+5WSpbpxnArGaTJNH3aakVaHU/ppHrpIiaEEvRCsXbuW5ORk123x4sUAeXopLm4zadIk1zZnL0VmZiYrV65k9uzZzJo1izFjxrjaOHspOnXqREJCAkOHDuWJJ57g+++/L743KtY6vBGAzRoKWKScw9w1V09Kk8zMTD766CP69++PYRiu1z/++GMqV67MzTffzOjRozl79qxrW3x8PE2aNKFatWqu12JjY0lPT2fbtm2uNp07d3Y7V2xsLPHx8VeNJyMjg/T0dLebeJcmucPbd5g1yMTX4mi8QGQbx/3B1dbGISLXpCHuhaBKlSpuz1977bUr9lJcjrOX4ocffqBatWo0b96cCRMmMHLkSOLi4vDz83PrpQBo2LAhv/zyC2+99ZaGEXqBqFELmOa7gO4+sEXFdIpUQm4ld/UySGny1VdfkZqaSr9+/Vyv/fnPf6ZmzZpERESwefNmRo4cyc6dO5k3bx4AKSkpbsk54HqekpJy1Tbp6emcO3eOwMDAy8YzceJExo0bV1hvT0qgprkV3PWdVkwib3Xc/7beUWOljKrmi3gq9aAXMk/rpZDSo6mRW+1WPehFyrnUGif2wJnfrQ1GpJB88MEHdOvWjYiICNdrTz31FLGxsTRp0oSHH36YDz/8kC+//JI9e/YUeTyjR48mLS3NdTt48GCRn1M8SxNXgTjNPy8WletCYEXIPu8qOCsinkk96IXM03opMjIyyMjIcD3XMMKSqQLpRNqOASoQV9TSKM8u+03Us/3mGAqoYjpSwu3fv58ffvjB9Z1zJW3btgXg119/pXbt2oSFhbFmzRq3NkeOHAFwjQgLCwtzvXZxm+Dg4Ct+LwH4+/vj7+9f4PcipcXFBeL0o3OxMAyIbAu7voMDqy7MSRcRj6Me9ELmab0UEydOJCQkxHWLjFQhlpLIeSGzxx5OOuUsjqb0W2+v53iguXpSCsycOZOqVavSvXv3q7ZLSEgAIDw8HICYmBi2bNnC0aMXlmVavHgxwcHBNGrUyNVmyZIlbsdZvHgxMTExhfgOpLSpYRwlxDhLhunLLrO61eGUWFGjFrhu+VLD8SMcB1cVXVAicsOUoBciZy/FE088cdV2F/dSwJV7IJzbrtbmWr0UGkZYOjTJHd6uoYDFY4NZ1/Hg4JqrNxTxcHa7nZkzZ9K3b1/KlLkwaG7Pnj1MmDCB9evXs2/fPr755hsee+wx2rdvT9OmTQHo0qULjRo14tFHH2XTpk18//33vPTSSwwaNMjV+z1w4ED27t3Liy++yI4dO3j33Xf57LPPeP755y15v1IyONc/TzQjydJgzuLjnId+YDWYprWxiMgVKUEvRJ7YS+Hv709wcLDbTUoeFdMpXq4e9MMbHMV0REqoH374gQMHDtC/f3+31/38/Pjhhx/o0qULDRo04IUXXuD+++/nf//7n6uNj48P8+fPx8fHh5iYGB555BEee+wxt3XTo6OjWbBgAYsXL6ZZs2ZMnjyZf//73ypeKlfVzOYYQbjZuaylFI+I5mDzhTNH4WSS1dGIyBXoZ8tCcrVeijlz5nDPPfdQqVIlNm/ezPPPP3/FXopJkyaRkpJy2V6KqVOn8uKLL9K/f39+/PFHPvvsMxYsyOewJinRnAn6ZiXoxWKvGQ6BFeDcSUjZAtVbWR2SyHXp0qUL5mV6yiIjI1m+fPk1969ZsybffvvtVdt07NiRjRs3XneM4n2a2xwjCBOUoBcv30BHkn5oraMXvaKuKUQ8kXrQC4l6KaTInEoh3DiB3TTYZkZZHY2XyC2mA5qHLiJSiMqQ7Zq2lWDWsTgaL6TvNhGPpx70QqJeCikyhxMA+NWM4CwB1sbiTSLbwq6FjouYmGesjkZEpFSobxwkwMgizSxLkhlmdTjep8atED9VCbqIB1MPuoinO+z4UWaL1j8vXhf3MqiYjohIoWiRO7x9k702pi5Di5/zu+1oIpxLtTQUEbk8/WUU8XS5CfomzT8vXhEtwFYGTiVDmlY/EBEpDM1zC8Rt1PB2a5Svmjv33HTMRRcRj6MEXcSTmeaFHnQl6MUqasxSErJrOJ5ouTURkULR3HAWiFOCbhnXcmtaD13EEylBF/Fk6b/BmaNkmza2mzWtjsbrbHAut6a5eiIiNyyYM9SxHQYcQ9zFIjVyh7krQRfxSErQRTzZoXUA7DQjycDP4mC8z3ol6CIihca5ZOh+e1VOEGxxNF6sxm2O+0NrIeu8tbGISB5K0EU8We78sI0aCmiJ9fa6jgcpWyDjlLXBiIiUcK7h7Zp/bq3KdaFcVcjJgN/WWx2NiFxCy6yJeLLcL86NzkRRilUKlThgr0IN2zFHL3qdzlaHJCLiMaJGLShQ++Y25/xzDW+3lGFAVDvY9iXsX+F4LCIeQz3oIh6qzqivOb/fMcRd1W6ts8Zs6Hiwb4W1gYiIlGimq4K7CsR5gJq5Sfm+X6yNQ0TyUIIu4qEaGAcIMLJINcuRZIZZHY7XWm1v4Hiwf6W1gYiIlGDVjWNUNtLJNH1U9NQTRN3uuD+4BrIzrY1FRNwoQRfxUC1sF5aiMfVP1TKr7bk96L+th6xz1gYjIlJCtcidf77drKmip56gSgMoWwmyz8HhDVZHIyIX0VW/iIdyJugqEGetA2ZVCIoAe5araJ+IiBSMhrcXrahRC1y3fDEMqJlbzV3D3EU8ihJ0EQ/VwtgNaP659S66iNEwdxGR69LKthOADSp66jlq5g5z368aKyKeRAm6iCc68zvRtiOAqt16gr9uDAFg5ZKvLY5ERKTkCSCDxsZ+ANbb61kcjbg4q7cfWA05WdbGIiIuStBFPFHu8mp77OGkU97iYMRZKK6lbbeK6YiIFFBz2x58jRwOmxX5jcpWhyNOVRtDQChknYHkTVZHIyK5lKCLeKLcuc4bTQ0F9AR7zAiOm8EEGFkqpiMiUkC3GI7h7Y7ec8PaYOQCm03LrYl4ICXoIp7ImaCrmI6HMFjjWm5Nc/VERAriFtsuANbZ61scieThHOau7zYRj6EEXcTT2O2uIe5K0D2HK0Hfp4sYEZH8smF3TA9CCbpHcvag74+HnGxrYxERAMpYHYCIXOL4LshI56zpz04z0upoJJdrPfSDqx0XMT768yki3iXfS3hdpJ5xiGDjLKfNAHboO83zhDWBwApw7qSjc6BGW6sjEvF66kEX8TSH1gCwxYwmBx+LgxGnHWYkaWZZyDytYjoiIvl0S+7yahvtdfSd5olsPhDd3vF47zJLQxERByXoIp5mfzwAazUU0KOY2Fhlb+R4krTM0lhEREqKVpp/XuyiRi1w3fKlVifHvRJ0EY+gBF3E0xxYCcBa55xn8Ri/2G92PNBFjIhIvrTO7UFfZ2r9c49Vq6Pj/tAayDhtaSgiogRdxLOkJ8PJfWDYWG/XEmueZoUzQT+wCjLPWhuMiIiHq8YJqhvHyTENElT01HNVjIbQmmDPVjV3EQ+gBF3EQ0SNWsDg16YBsDWnBqcpa3FEcqm9ZjgE3wQ5mXBwldXhiIh4NOfyatvNmpwh0OJo5Kpqa5i7iKdQgi7iQVrbdgCaf+65jAtDAXURIyJyVc4CcZp/XgLou03EYyhBF/EgbXIvZtZo/rnn0kWMiEi+OOefr7dr/rnHi+4AGHB0O5xKsToaEa+mBF3EQwRzhvrGQUC9DZ6s9ZxMAOyHN8PZExZHIyLimYI5TSNjPwCr9aOz5ytbEcKbOR7vXW5tLCJeTgm6iIdoZduFzTBJslfjGKFWhyNXcIwK7LRXx2aYkPST1eGIXFFcXByGYbjdGjS4kCidP3+eQYMGUalSJcqXL8/999/PkSNH3I5x4MABunfvTtmyZalatSojRowgOzvbrc2yZcto2bIl/v7+1KlTh1mzZhXH2xMP19a2A5thsscezjEqWB2O5IdGiIl4BCXoIh7CORRQy6t5vhVabk1KiMaNG5OcnOy6/fLLL65tzz//PP/73//4/PPPWb58OYcPH6ZXr16u7Tk5OXTv3p3MzExWrlzJ7NmzmTVrFmPGjHG1SUpKonv37nTq1ImEhASGDh3KE088wffff1+s71M8T4xtOwDx9kYWRyL55ioUtxRM09pYRLyYEvRCoF4KKQyuAnGmhrd7Oq2HLiVFmTJlCAsLc90qV64MQFpaGh988AFvvvkmd955J61atWLmzJmsXLmSVascKxQsWrSI7du389FHH9G8eXO6devGhAkTmDZtGpmZjqke06dPJzo6msmTJ9OwYUMGDx7MAw88wFtvvWXZexbPcCFBb2xxJJJvkbdCmQA4lQzHdlgdjYjXUoJeSNRLITck6zxNjb2ACsSVBKvtDck2bXAyybFuvYiH2r17NxEREdSqVYuHH36YAwcOALB+/XqysrLo3Lmzq22DBg2oUaMG8fHxAMTHx9OkSROqVavmahMbG0t6ejrbtm1ztbn4GM42zmOId6pAOg1tjv/XVtkbWhyN5JtvAETd4Xi8S9eXIlZRgl5I1EshN+S39fgb2Rw1Q9lvVrt2e7HUGQLZaNZxPNmz1NpgRK6gbdu2zJo1i4ULF/Lee++RlJTEHXfcwalTp0hJScHPz4/Q0FC3fapVq0ZKiqOCc0pKilty7tzu3Ha1Nunp6Zw7d+6KsWVkZJCenu52k9Kjbe6IsJ326vxOiMXRSIHU7eK4373Y2jhEvJgS9ELiqb0UuggqIQ6sBGCNvT5gWBuL5MtPOU0dD379wdpARK6gW7duPPjggzRt2pTY2Fi+/fZbUlNT+eyzz6wOjYkTJxISEuK6RUZGWh2SFKIYW+61i+aflzz1chP0A/FwLtXSUES8lRL0QuDJvRS6CCohcquBr9ZQwBJjqb2548GepZCdYWksIvkRGhpKvXr1+PXXXwkLCyMzM5PU1FS3NkeOHCEsLAyAsLCwPPVSnM+v1SY4OJjAwMArxjJ69GjS0tJct4MHD97o2xMPogJxJViFKKhcH8wc2POj1dGIeCUl6IXAk3spdBFUAmSdgwOrAVipYjolxjYzCspXg6wzsH+l1eGIXNPp06fZs2cP4eHhtGrVCl9fX5YsWeLavnPnTg4cOEBMTAwAMTExbNmyhaNHj7raLF68mODgYBo1auRqc/ExnG2cx7gSf39/goOD3W5SOlQmjXq237Cbhn509gBRoxa4bvnm7EXfvahoghKRq1KCXgQ8qZdCF0ElwIFVkJNBslmRPWaE1dFIPpnYoO7djie6iBEPNHz4cJYvX86+fftYuXIl9913Hz4+PvTp04eQkBAGDBjAsGHDWLp0KevXr+fxxx8nJiaGW2+9FYAuXbrQqFEjHn30UTZt2sT333/PSy+9xKBBg/D39wdg4MCB7N27lxdffJEdO3bw7rvv8tlnn/H8889b+dalEBU0wbs1t/d8h1mDVIKKMjQpKhfPQ7fbrY1FxAspQS8CntRLIZ4tatQC3p05A3D2nmv+eYnivIhRtVvxQIcOHaJPnz7Ur1+f3r17U6lSJVatWkWVKlUAeOutt7j33nu5//77ad++PWFhYcybN8+1v4+PD/Pnz8fHx4eYmBgeeeQRHnvsMcaPH+9qEx0dzYIFC1i8eDHNmjVj8uTJ/Pvf/yY2NrbY3694hls1vL3kqxED/sFw9jgc3mB1NCJep4zVAZQGw4cPp0ePHtSsWZPDhw8zduzYy/ZSVKxYkeDgYJ599tkr9lJMmjSJlJSUy/ZSTJ06lRdffJH+/fvz448/8tlnn7FgQQGGLIlHus22FYAVORreXtLc/GEmG/x98Duxh46j/82yiU9YHZKIy9y5c6+6PSAggGnTpjFt2rQrtqlZsybffvvtVY/TsWNHNm7ceF0xSumj+eelgI8v1O4E2792jBCrfovVEYl4FfWgFwL1Usj1CuY0TY0kAFbYb7Y4Gimo05Rlbe669Z1sCdYGIyJisXB+p7YtmRzTyF2VREqsurnXlxohJlLs1INeCNRLIdcrxpaIzTD51R7BESpaHY5ch6X25rTz2aYEXUS8XnufzQAkmHVIp7zF0cgNcdZYSU6AUykQFGZpOCLeRD3oIhZyDW9X9fYSy7ncWltbImSctjYYERELdbBtAmB5TjOLI5EbVr4qRLRwPN610NpYRLyMEnQRC92em6Cv1PD2EmuPGcEBexX8jWxIWm51OCIilihDNrfbtgCw3N7U4mikUDTo7rhP/J+1cYh4GSXoIlZJP+yaqxevtWJLMIMf7bm9DDu/szYUERGLNDd+Jdg4xwmzPFvMWlaHI4Wh4R8d93uXw7lUS0MR8SZK0EWsstfR27rFjNZcvRJusb2V48HOb8GeY20wIiIW6OjjGN7+s70pdl1elg5V6kGVBmDPUrE4kWKkInEiVtm7DNDw9tJgtb0hJ83yVDj7O+xfCdF3WB2SiMh1ixpV8CVcnfPPl2n+uce69L/rvte6X3unhn+AYzsg8Rto9qciikxELqafOEWsYLfDniUA/KIEvcTLpgyLc3J70RO/sTYYEZFiVpk0mtj2AY4edClFGv3Bcf/rDyqEKlJMlKCLWCF5I5w5xikz0LWOtpRs39nbAJCy+nOiR6mgjoh4jztsjuXVttijOE6IxdFIoap2M1SIguzz8Otiq6MR8QpK0EWKWdSoBUx5byoAP9ubkKWZJqXCCvvNpJuBhBknaWH8anU4IiLFpkPu/PPldg1vL3UMwzHMHVTNXaSYKEEXsUAn20aAC9W/pcTLxNf137Orz1qLoxERKR427LTP7UHX+uelVKPcau67voes89bGIuIFlKCLFLMqnKSpLQm7abAsp7nV4UghWpjjGObezbYGTNPiaEREil5TYy8VjdOkm4FsNOtYHY4UhYiWEHwTZJ6GvUutjkak1FOCLlLMOvkkALDZrKW5eqXMcntTzpl+RNqOQfImq8MRESlyXXzWAfCTvRnZmrJVOtls0LCH4/HWedbGIuIFlKCLFLO7coe3L8nR8PbS5hwBLHPOwdRcPREp9UxibY4pPd/n3GJxLFKkmjzouN8xX9XcRYqYEnSR4pSdwe22LYDmn5dW3+UOc2fblxrmLiKlWh3jN2rbkskwy7DU3tzqcKQo3dQKKtaGrLOwY8G124vIdVOCLlKc9v1COSODFLMC28woq6ORIvCDvRVnTX84sQd+W291OCIiRSbW5hjevtLemNOUtTgaKaioUQtct2syDGj6J8fjzXOLNjARL6cEXaQ47V4EwNKc5oBhaShSNM4SwPf23KGem3QRIyKlV2zuihUL7W0sjkSKRdPcYe57l8GpFEtDESnNlKCLFBfThF0LAQ1vL+2+zLnd8WDrfyE709pgRESKQATHaWpLIsc0+CGnpdXhSHGoWAsi24Jphy1fWB2NSKmlcpsixSVlM5zcxznTjxX2m62ORorQCvvNUL4anD4Cv/4ADe6xOiQRkavK1zDnizirt68z6/O7ViTxHk17w8HVjmHutw22OhqRUkk96CLFZduXACy1N+csARYHI0UpBx/eT3UMc1/w8VsWRyMiUvic888XqXq7d2ncC2y+kLIFjmy3OhqRUkkJukgxiBo1n/0/fQzAgpxbLY5GioNzmHtn20Y4l2ptMCIihagC6bSxJQLwvb21xdFIsSpbEep2cTze/Km1sYiUUkrQRYrBzUYSNW1HOWf68aOWovEKiWZNEu2R+BtZsP0rq8MRESk0nX024GOYbLPX5JBZxepwpLg1y63mvukTyMmyNhaRUkgJukgxuNdnNQBL7C04p+HtXsNVLG6TehlEpPS4z/YLAAty2lociRSWAi25Vq8blKvqqLOy89uiD07EyyhBFylqpkl32ypAw9u9zdc57cgxDTiwEo7vtjocEZEbFs7v3Jo7vP3rnHYWRyOWKOMHLR91PF77gbWxiJRCStBFitrhDUTajnHW9Gephrd7lSNUvLCk3roZ1gYjIlII/uizApthstregN/Q8Hav1aofYEDScjj+q9XRiJQqStBFilpu9fYl9hacx9/iYKS4fZRzt+NBwseQedbaYEREbojJfT6O4e3zcu6wOBaxVGiNC8Xi1s+0NhaRUkYJukhRMk3Y9hUA8zW83Sv9ZG/CfntVOJ/GiHFjrQ5HROS6NTL2U992iAzTl+9y2lgdjljtlv6O+4SPIeuctbGIlCJK0EWK0sHVkHaQM6Y/yzS83SuZ2Pg45y4AHvVZbHE0IiLXr6fPCgB+sLcgnXIWRyOWq3s3hETCuZOw/WuroxEpNZSgixSlDf8B4NuctmTgZ3EwYpXPczqQYfrS1JYEv623OhzxEhMnTqR169YEBQVRtWpVevbsyc6dO93adOzYEcMw3G4DBw50a3PgwAH+v707D4+iTNc//q3urCAJe0Ik7CqCGDaJAUdEgRxlEBk9MsoSUMZhDCrgTwQHZJsRj4qiLKLjDKgIAkdwFDggq4ggjiwKsoxsykQSNk1CgKS7q35/NEQikJCQTvVyf66rr3RXqsP9Nkk99XRVvd2tWzcqVapE7dq1eeqpp3C73UXWWbt2La1btyYyMpImTZowa9YsXw9PykFpZu52YNLjbIO+SKe3C4DDCW3SvPc1WZxIuVGDXg60EyQXc8OIBZzaugCAeZ7b7A0jtvqJGBabZz+OSDsxUkE+/fRT0tPT+eKLL1ixYgUul4uuXbuSl5dXZL0//OEPHD58uPD2wgsvFH7P4/HQrVs3CgoK2LBhA2+//TazZs3i2WefLVznwIEDdOvWjU6dOrFt2zaGDBnCwIEDWb58eYWNVXyvg2MHccbPnLCu4lMzye444i9a9QNHOPznSzj0pd1pRIKCGvRyoJ0guZjfOr+gkpHPPrMOX1nX2R1HbPaeu7P3zo4P4NQJe8NISFi2bBn9+/enefPmJCUlMWvWLH744Qc2by56FkelSpWIj48vvMXExBR+75NPPmHnzp3Mnj2bli1bcueddzJhwgSmTZtGQUEBADNmzKBhw4ZMmjSJ66+/nsGDB3PffffxyiuvVOh4xbfuc64DYLEnBRdhNqcRv1ElDpJ6ee+vn2xrFJFgoQa9HGgnSC6ml3MtcO7ouWFjEvEHW6xr2GE2APcZ+PJvdseREJSdnQ1A9erViyx/7733qFmzJjfccAMjR47k1KlfPm1g48aNtGjRgri4uMJlqamp5OTk8O233xau07lz5yI/MzU1lY0bN/pqKFLBapLNnY5NAMz3dLQ5jfhaaS59AKD9E4ABe5bA0T0lri4ixVOD7gPaCRKO7KKVYy8uy8lCz612pxG/YPCG+7feu5tmQEFe8auLlCPTNBkyZAgdOnTghhtuKFz+4IMPMnv2bNasWcPIkSN599136dOnT+H3MzMzi9QloPBxZmZmsevk5ORw+vTFZ3bOz88nJyenyE38Vy/nGiIMD1vNJuywGtkdR/xNrWuhaTfv/c9fszeLSBDQOUrlrLidoPr165OQkMA333zD008/zZ49e1i4cCFQPjtB0dHRF+TJz88nPz+/8LF2girI2cnhVputOEaszWHEXyw1k3nSXECD01mMH/c0z/51qt2RJESkp6ezY8cO1q9fX2T5I488Uni/RYsW1KlThzvuuIN9+/bRuHFjn+WZOHEi48aN89nPl/LjxEPvsJUAvOPuYnMa8VsdhsDuxfDNPLj9zxCTYHcikYClI+jl7NxO0Pvvv19k+SOPPEJqaiotWrSgd+/evPPOOyxatIh9+/b5NM/EiROJjY0tvCUmJvr03xPAXQDfeP//NTmcnM+Dkzc83qPoA8OWeH9XRHxs8ODBLF68mDVr1lC3bt1i101O9k5muHfvXgDi4+PJysoqss65x/Hx8cWuExMTc9E3jgFGjhxJdnZ24e3QoUOlH5hUiM6OLSQYJzhuVWHpuckuRX4t8Sao3wFMF3wx3e40IgFNDXo50k6QALD7Yzh1nCyrqma6lQt84LmVLKsqCcYJ75EGER+xLIvBgwezaNEiVq9eTcOGDUt8zrZt2wCoU6cOACkpKWzfvp0jR44UrrNixQpiYmJo1qxZ4TqrVq0q8nNWrFhBSkrKJf+dyMhIYmJiitzE986/tvhyry/u6/wEgHmeTvq4UClehyHer1/N1GSoIldADXo50E6QFLIs2OA9bfl9z+14cNocSPxNAeG85b7L++DzyWB6bM0jwSs9PZ3Zs2czZ84cqlSpQmZmJpmZmYXXhe/bt48JEyawefNmDh48yEcffUS/fv249dZbufHGGwHo2rUrzZo1o2/fvnz99dcsX76cUaNGkZ6eTmRkJACDBg1i//79DB8+nN27dzN9+nTmz5/P0KFDbRu7lI/GRga3OL/FYxm8577D7jji767pAnEtoOCkt76JSJmoQS8H2gkS8B6ZuP+ZSfDjFs5Y4bpWTy5pjucOfrYqw/G9sPNDu+NIkHr99dfJzs7mtttuo06dOoW3efO8Z25ERESwcuVKunbtStOmTXnyySe59957+fjjjwt/htPpZPHixTidTlJSUujTpw/9+vVj/Pjxhes0bNiQJUuWsGLFCpKSkpg0aRJvvfUWqampFT5mKV99nN5rz1ebrcmgls1pxO8ZBtwx2nt/0xuQnWFvHpEAZViWZdkdItAZxsU/QmvmzJn079+fQ4cO0adPH3bs2EFeXh6JiYn07NmTUaNGFTmi/f333/OnP/2JtWvXUrlyZdLS0nj++ecJC/tlLr+1a9cydOhQdu7cSd26dRk9ejT9+/e/7Kw5OTnExsaSnZ2to+nlrMGIJfwt/CW6OLcwx307z7gH2h1J/NgTzg8YGv4BB8w4uha8iIswDj7fze5Y4kPa/l6aXpuKcdkfmwVUI4f1kU9Q2cinb8EIPjNv9GEyCRQl1inLgpl3wQ8boHU/uHtKxQSTMtP21/9oFvdyUNJ7HImJiXz66acl/pz69euzdOnSYte57bbb2Lp1a6nyScVobGTQxbkFgLc8d9mcRvzdW5676BO2koaOLB5wruIdj442ioj/eChsGZWNfHaYDfjMbGF3HAkUhgGdx8I/usLW2ZDymPdj2ETksukUd5Fy8rDT++bKCk8b9lv6eBEpXh7RTHbfC8ATYQu5ilM2JxIR8YohjzTncgCmuHsCFz9TUOSi6iXDdXeBZcLqCXanEQk4atBFysPJI9zr9H6+8JtunaYsl2ee5zb2mXWoYeTyx7DFdscREQGgv3M5McZpdpuJfGK2sTuOBKI7ngUM2PURHPrS7jQiAUUNukh52DSDSMPFNrMx/7KuszuNBAg3Ybzg/j0AA51LIedHmxOJSKi7ilM8HOY9I2yKuyeWdhWlLGpfDy17e+8vGQYet715RAKIrkEXuQINRiyhFj/xaeRUKhnwuvtudCqglMZysy1fmdfS1vFvWDkOfveG3ZFEJIiUZmI4gH7OFcQap9hrJvB/ZjsfpZJAdf7vU4kTxnUeC7sXQ+Z2+PINSEn3bTiRIKG3RUWu0BNhC6lk5LPVbMJys63dcSTgGExw9cG0DPjmfdi32u5AIhKiqhQ5en4PpnYT5UpcVQu6nP1IxtV/hez/2JtHJEBoyytyBRoah/m9cw0Az7seQEfPpSy+tprwtqer98HioVCgCeNEpOI9HraQGkYue80EFpspdseRYNCqLyTeDK48+L+n7U4jEhDUoItcgSfD5hNmmKz2tGSTdb3dcSSAveS+nwyrBvx0kBnj/2B3HBEJMY2NDPqfnbl9vLsvHpw2J5Kg4HDAb18BR5j3dPfdpbvkQiQUqUEXKauMzfzWuQnTMgon+hIpqzyiGeV6CDg7Ydzhr21OJCKhZFTYbMINDys8rVlnJtkdRwJAgxFLCm/FimsGKYO99z96HHIzfR9OJICpQRcpC9OE5aMAWGTewm6rns2BJBisMVvxsedmwgwTPnwUXKftjiQiAeiyG6ezOjm20sn5NQWWk7+6e/s4nYSk20ZCXAs4dQwWDfLuR4nIRalBFymLLbPghw2csiKZ5Ppvu9NIEBnnSuOoFQNZO2DZSLvjiEiQi8DF6LB3AfiH5y4OWnVsTiRBKTwK7vs7hEXD/jWwcYrdiUT8lhp0kVK6ecQ75H78DAAvuu/nR2ranEiCyTFiGepK987qvnkmjz/zZ7sjiUgQGxr2vzRyZHLUimWqu4fdcSSY1boO7nzee3/VeMjYbG8eET+lBl2kNCyLCeEzqWKcZovZhLc9qXYnkiC03mzBFM89ADwX/hYc22tvIBEJSu2MXfzRuRiAUa6HOEklmxNJ0GudBtffDaYb5qdBbpbdiUT8jhp0kdL4diFdnFsosJw87XpEnxErPvOq+142eppxlXEG5veDMzl2RxKRIFKFU7wc8ToOw2K+uyPLzZvsjiQB7LLnPTAMuPs1qN4Ysg/B3N/ro0VFfkXdhcjl+vkQLPl/AExz38N3Vl2bA0kwM3HwuCudo1YsHPkW5vcFd4HdsUTET5V2Yrix4W9T1zjGD2Ytxrn7+TidyHmiq0HvBd6vP26BRX/UpHEi51GDLnIZrhuxiK9fvhtOn2C72YDpHl2nJ753lGo8VPAUeVYk7F/LonH3aCdGRK5YD8d67nV+hscyGOp6lDyi7Y4koaZGY/j9HHBGwK6PYOUYsCy7U4n4BTXoIiWxLMaHzSLJsZ8T1lUMKhiKizC7U0mI2G414lHXEFyWk57Oz2HVWLsjiUgAa2Ps4YXwNwGY5unBZus6mxNJyKrfHu6e6r2/4TVY/Rc16SKoQRcp2eZZ9Apbi8cyeNz1GBnUsjuRhJhPzSRGuP7gffD5q7BynHZiRKTUEo0s3ox4mUjDzXJPW15x32d3JAlCpbrcIqkXpD7nvf/ZS7ByrOqbhDw16CLF2bsSlj4FwEvuXqw3W9gcSELVB+at/MXV2/tg/cu8O/o+ne4uIpcthjxmhr9IDSOX7WYDhrgexdJuoPiDlHS48wXv/c8nwyejVN8kpOk8XZFLePCZ/+Ef4S8SZbhY7LmZ1z3d7Y4kIe4tTzdOE8mEsJn0DVvpnVjnnungDLc7mojY4HInhIvhJLMiXqCJ40cOW9V5uOApThPl43QipZD8R3A4YcmTsHEq/PwD3PM6RF5ldzKRCqcGXeRivt/AW+GTiDJcrPC0ZqjrUcCwO5UI73k6k2tVYlL464Rvn+/difnvWRBTx+5oIuKHqpPDuxETae74np+tyjxc8P84QjW7Y0mI+PWbSAef73bplW8aCOGV4ePHvRPHndjvnUiuWn0fpxTxL2rQRX5t32qY15dKRj5rPUmku57QpHDiVz4y25Pjiua18KnEHPqCo5Pa8Zjrcd5/7im7o4mID13uEfNz4jjBexHP0cTxI0etGPoUPMMeq56P0omUg5YPQPVGMK8PZO2Av3WCHtPhuv+yO5lIhdHFRyLnWBZ88TrMvhcKTrLe05w/uoZSgE4fFv+z1mzF3QV/YZeZSC0jh9nhz8Ga58Cdb3c0EfEDbYw9fBj5LE0cP/KjVZ37C8aoOZfAUC8ZHlkDdZLg1HGY2wv+mQ5nsu1OJlIh1KCLALjzmTf6Hlg2AiyTBe5bedj1FPlE2J1M5JIOWnXoWTCeDzy3EGaY8On/wIzfwPcb7Y4mIraxGOhcwryICdQxTrDXTOD+gjEcsHQZjNjvsmd4j60LD30C7R8DDNg6G6a3h12LNcu7BD3DsvRbHkpycnKIjY0lOzubmJgYu+P4h0P/go8Gw9HdeCyD59y9+bvnTnTNuQQOi7scmxgX/ja1jLNHGFr2gduehqo6YuYvtP29NL02l6ekpiaBY4wPn0ln51YA/ulpz0jXQE5pQjjxc8Vem/79RvjwT/DTAe/j+h2g61/g6tYVEy7Iafvrf9Sghxj9EZ4n/yT/mPAw/Z3LcRgWx6wYhrn+xDozye5kImUSw0lGhs3lgbA1ABRYTuZ6bidt+BRNIucHtP29NL02l3Y5152H42agcymPhS2ikpFPvhXGeHc/3vPcgd5slkBQbIMOUJAHn02CjdPAfca77Pru0P4JSLzJ9wGDmLa//kcNeojRHyHejfxX/4DPX4W8owB84PkNE1x9+JkqNocTuXKtjO94Mmw+tzi/9S5whEOzHt4ZcuvdDIZ22O2g7e+l6bW5tOIa9HDc9HB+zqPOf9LIkQnAl+Z1jHYN0PXmErCKbdaz/wOrJsA37/+yLPFmuHkQXHsnhOtskdLS9tf/qEEPMSH9R5ibCdve804Ed7YxP2jG8ay7v46aS1BKcXzLkLAPSHbs/mVh7ebQ4l5odg/UaGxbtlAU0tvfEui1Kaqko+axnOQ+5zoeDltKgnECgKNWLH919eZDswM6ai6BrMSj6QBZO71H07+ZB6bLuywqFpr/Dm68HxKTvZ+rLiXS9tf/qEEPMSH3R5ifC/tWs3LuK9zm+No7kRbwvVmbqZ57WOS5Bbc+Qk2CXHPjAH2dK+jh3EC0UfDLN+JvhCadoXEn785MWKR9IUNAyG1/S0GvTclNeTRn6Oj4hp7O9XRybCXC8ABwxKrKW+47meO5g5NUqoioIhWmxGY9NxO+/Bt8PRdyMn5ZHl3NW9+u6eq9Zj32at8GDWDa/vofNegBaNq0abz44otkZmaSlJTElClTaNeu3WU9N+j/CF1nIPMbOLQJvlsB32/45Z1V4CvzWua6b+efZns15hJyYjnJfzn/RTfHF7R3fFv4hhXAaSuC6Ppt4Oo23ol34m+Eag3Bqb+T8hLs21/Vpivz6wY9inyaGwdJduzmFsd22jj+TaThLvz+TrM+73o6s9DzG33iiISMSzbspgkHP4Ov34c9S+HMz0W/H1vP+/FtdVpC/A0Q1wIq1/B13ICg7a//UYMeYObNm0e/fv2YMWMGycnJTJ48mQULFrBnzx5q165d4vOD5o8wPxeyM+Cng3BsDxz7t/d0p8ztRRpy8J7GvsxsxwLPreyz9A6qCEA1cujk2EYH5w5+49hBbePnC1dyRkCNJt5btfpQtT7EJkKVeKhSByrX1CmEpRA029+LUG0qmwYjFlONXBKME9Q3MmlkHKaR4zDXG99zrfEfnEbRXbRDZi0WmzezyHML/7YSbUot4h8u2ax73PCff8F3y2Hfau++oWVeuF6lmt5Lvao3hmoNvEfZY66GmASoXMt7FD4E5mwJ1e2vP1ODHmCSk5O56aabmDp1KgCmaZKYmMhjjz3GiBEjSnz+Ff0RWpa3MfY++GUZ1i+fSVn42PTet8yzNw+YHu990w0el7eR9rjBkw/uszfXKXCd9n7Nz4EzOd6vp07AqeOQdwxOZsKZ7EvGPGbFsM1szAbzBtaYLfXZryIlsmhs/EhLYx9Jjn3c6NjHtUYGlYz84p9mOCCqKlSqDtHVvdf/RcVAZAxEVIaIqyCiEoRX8p4+Hxbl/eqMAGe496sj3Hvf4QRHmPdmOL2PDcN733CcvRmA8av75389l+vsssL7UOSa3CI7XJfY+Spup8wZWaYzC4J5J8jW2nSujpxT7G7Ned8rXM8qppad/Xqufp2rYZbpXWa6z6tlBWfrWYF3lumztWzCon8RY5zmKk4TQx7VjFyqG7lUJ5d44wRRRtE3lc93xKrKVrMJ680b+MxswUErHl1fLlK8Cxr3/Fz4z1dw6EvI2g6ZO375yLbiOMK8TXx0VW+zHlUVIqtA5FVn61tlCI8uWuOcEWfrXPjZ+hbh/TnOX9c3Jzgc59W3s7eSatz5Ne3X9S2ySpneUAjm2hSodO5iACkoKGDz5s2MHDmycJnD4aBz585s3Ljxos/Jz88nP/+XHZfsbG9jm5OTU/oArjPwUpPSP89Hsq1oDls12W/V4YAZz34rge1WA360alJ0B+aUXRFFAsZ3VOM72rKAtgAYmNQxTtDIyKC+cZSrjWMkGMdIMI5Ty8imOjk4DQ+cOQ4/H7c5fQW7byZc06XUTzu33Q2298Vtr03frYD/HVD651WQJ4r5XsHZ23GrCoesWnxvxXHAjGeflcAOsxFHqfqrZ5z2WU6RYFFv6IJLfKfR2VsPojlDfSOLBkYW9YwsEoxjxBs/EW+coEl0nvfgEC44fRg4XGHZr8hT+8o0l0yw1qZApgY9gBw7dgyPx0NcXFyR5XFxcezevfuiz5k4cSLjxo27YHliYjCcGpcLHAF22h1EJCj9AGyyO4Q/ev6+K3p6bm4usbGx5RTGfqpN5SEX+NHuECIh5d92Byhvz5d8OVFxgq02BTI16EFu5MiRDBs2rPCxaZqcOHGCGjVqYFTwdTU5OTkkJiZy6NChkDuFJlTHHqrjhtAde6iOG0oeu2VZ5ObmkpCQYEM6/+JPtaksQvn3HDT+UB5/KI8dgnP8qk3+Rw16AKlZsyZOp5OsrKwiy7OysoiPj7/ocyIjI4mMLHq6S9WqVX0V8bLExMQEzUattEJ17KE6bgjdsYfquKH4sQfj0YlgqU1lEcq/56Dxh/L4Q3nsEHzjD8baFMgcdgeQyxcREUGbNm1YtWpV4TLTNFm1ahUpKSk2JhMRkVCl2iQiIlJ+dAQ9wAwbNoy0tDTatm1Lu3btmDx5Mnl5eQwY4L8T5IiISHBTbRIRESkfatADTK9evTh69CjPPvssmZmZtGzZkmXLll0wOY8/ioyMZMyYMRec1hgKQnXsoTpuCN2xh+q4IbTHHsi1qSxC+f8aNP5QHn8ojx00fqkY+hx0ERERERERET+ga9BFRERERERE/IAadBERERERERE/oAZdRERERERExA+oQRcRERERERHxA2rQpVxNmzaNBg0aEBUVRXJyMl9++WWx60+ePJnrrruO6OhoEhMTGTp0KGfOnKmgtOWrNGN3uVyMHz+exo0bExUVRVJSEsuWLavAtOVj3bp1dO/enYSEBAzD4MMPPyzxOWvXrqV169ZERkbSpEkTZs2a5fOc5a204z58+DAPPvgg1157LQ6HgyFDhlRITl8o7dgXLlxIly5dqFWrFjExMaSkpLB8+fKKCVuOSjvu9evX06FDB2rUqEF0dDRNmzbllVdeqZiwUi5CuZ5BaNY0CN26dk4o1zcI3Ron/kUNupSbefPmMWzYMMaMGcOWLVtISkoiNTWVI0eOXHT9OXPmMGLECMaMGcOuXbv4+9//zrx583jmmWcqOPmVK+3YR40axRtvvMGUKVPYuXMngwYNomfPnmzdurWCk1+ZvLw8kpKSmDZt2mWtf+DAAbp160anTp3Ytm0bQ4YMYeDAgQFXzEo77vz8fGrVqsWoUaNISkrycTrfKu3Y161bR5cuXVi6dCmbN2+mU6dOdO/ePeh/1ytXrszgwYNZt24du3btYtSoUYwaNYo333zTx0mlPIRyPYPQrWkQunXtnFCubxC6NU78jCVSTtq1a2elp6cXPvZ4PFZCQoI1ceLEi66fnp5u3X777UWWDRs2zOrQoYNPc/pCacdep04da+rUqUWW/e53v7N69+7t05y+BFiLFi0qdp3hw4dbzZs3L7KsV69eVmpqqg+T+dbljPt8HTt2tJ544gmf5alIpR37Oc2aNbPGjRtX/oEqSFnH3bNnT6tPnz7lH0jKXSjXM8tSTTsnVOvaOaFc3ywrdGuc2E9H0KVcFBQUsHnzZjp37ly4zOFw0LlzZzZu3HjR57Rv357NmzcXnja3f/9+li5dyl133VUhmctLWcaen59PVFRUkWXR0dGsX7/ep1nttnHjxiKvE0BqauolXycJPqZpkpubS/Xq1e2OUqG2bt3Khg0b6Nixo91RpAShXM9ANa20VNfkfKFa46R8hdkdQILDsWPH8Hg8xMXFFVkeFxfH7t27L/qcBx98kGPHjnHLLbdgWRZut5tBgwYF3CmBZRl7amoqL7/8MrfeeiuNGzdm1apVLFy4EI/HUxGRbZOZmXnR1yknJ4fTp08THR1tUzKpKC+99BInT57k/vvvtztKhahbty5Hjx7F7XYzduxYBg4caHckKUEo1zNQTSst1TU5X6jVOPENHUEX26xdu5bnnnuO6dOns2XLFhYuXMiSJUuYMGGC3dF87tVXX+Waa66hadOmREREMHjwYAYMGIDDoT9JCV5z5sxh3LhxzJ8/n9q1a9sdp0J89tlnfPXVV8yYMYPJkyczd+5cuyOJD4RyPQPVNBEIzRonvqEj6FIuatasidPpJCsrq8jyrKws4uPjL/qc0aNH07dv38IjSi1atCAvL49HHnmEP//5zwFT2Msy9lq1avHhhx9y5swZjh8/TkJCAiNGjKBRo0YVEdk28fHxF32dYmJidJQhyL3//vsMHDiQBQsWXHA6aDBr2LAh4N2+ZWVlMXbsWB544AGbU0lxQrmegWpaaamuCYRujRPfCJyKIX4tIiKCNm3asGrVqsJlpmmyatUqUlJSLvqcU6dOXbDT4nQ6AbAsy3dhy1lZxn5OVFQUV199NW63mw8++IAePXr4Oq6tUlJSirxOACtWrCjxdZLANnfuXAYMGMDcuXPp1q2b3XFsY5om+fn5dseQEoRyPQPVtNJSXRPVOClvOoIu5WbYsGGkpaXRtm1b2rVrx+TJk8nLy2PAgAEA9OvXj6uvvpqJEycC0L17d15++WVatWpFcnIye/fuZfTo0XTv3r1wxyZQlHbsmzZtIiMjg5YtW5KRkcHYsWMxTZPhw4fbOYxSO3nyJHv37i18fODAAbZt20b16tWpV68eI0eOJCMjg3feeQeAQYMGMXXqVIYPH85DDz3E6tWrmT9/PkuWLLFrCGVS2nEDbNu2rfC5R48eZdu2bURERNCsWbOKjn9FSjv2OXPmkJaWxquvvkpycjKZmZmAdwKp2NhYW8ZQFqUd97Rp06hXrx5NmzYFvB/F89JLL/H444/bkl9KJ5TrGYRuTYPQrWvnhHJ9g9CtceJn7J1EXoLNlClTrHr16lkRERFWu3btrC+++KLwex07drTS0tIKH7tcLmvs2LFW48aNraioKCsxMdF69NFHrZ9++qnig5eD0ox97dq11vXXX29FRkZaNWrUsPr27WtlZGTYkPrKrFmzxgIuuJ0ba1pamtWxY8cLntOyZUsrIiLCatSokTVz5swKz32lyjLui61fv379Cs9+pUo79o4dOxa7fqAo7bhfe+01q3nz5lalSpWsmJgYq1WrVtb06dMtj8djzwCk1EK5nllWaNY0ywrdunZOKNc3ywrdGif+xbCsADv3SkRERERERCQI6Rp0ERERERERET+gBl1ERERERETED6hBFxEREREREfEDatBFRERERERE/IAadBERERERERE/oAZdRERERERExA+oQRcRERERERHxA2rQRURERERERPyAGnQRERERERERP6AGXURERERERMQPqEEXERERERER8QNq0EVERERERET8gBp0ERERERERET+gBl1ERERERETED6hBFxEREREREfEDatBFRERERERE/IAadBERERERERE/oAZdRERERERExA+oQRcRERERERHxA2rQRURERERERPyAGnQRERERERERP6AGXURERERERMQP/H/79lFgj4q4gwAAAABJRU5ErkJggg==' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"no\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"cython\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "technical-confidence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, bbox split, CSR, cython)\n",
      "Integration speed: 30.278 fps\n",
      "Integration speed: 29.537 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7281811a054b458bb25df43daf292207",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAGQCAYAAAA9TUphAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAClqElEQVR4nOzdd3xUVf7/8dedkAKk0RMkEHonFAUjFlAkIOJiQ1FXUNYGiIig4rIQwBUWF1dWUdbvSvGnyKqLZUGRIqBCQIqhhp4QkIQiJKGlzv39MZmBIQQSSHInk/fz8ZjHlHvm3s+Mkns/c875HMM0TRMRERERERERsZTN6gBERERERERERAm6iIiIiIiIiEdQgi4iIiIiIiLiAZSgi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIIuIiIiIiIi4gGUoIuIiIiIiIh4ACXoIiIiIiIiIh5ACbqIiIiIiIiIB1CCLiIiIiIiIuIBlKCLiIiIiIiIeAAl6CIiIiIiIiIeQAm6iIiIiIiIiAdQgi4iIiIiIiLiAZSgi4iIiIiIiHgAJegiIiIiIiIiHkAJuoiIiIiIiIgHUIIuIiIiIiIi4gGUoIuIiIiIiIh4ACXoIiIiIiIiIh5ACbqIiIiIiIiIB1CCLiIiIiIiIuIBlKCLiIiIiIiIeAAl6CIiIiIiIiIeQAm6iHiEbt260a1bN6vDEBERLxcbG4thGFaHUUC3bt1o06ZNie7TMAxiY2NLdJ8iUrqUoIuIiIiIlIHDhw8TGxtLfHy81aGIiIdSgi4iHmHJkiUsWbLE6jBERMTLjR07lnPnzlly7MOHDzNhwgQl6CJSqEpWByAiAuDn52d1CCIiUgFUqlSJSpV0CSwinkk96CJyVZxz+Hbu3En//v0JDg6mRo0avPDCC2RmZrra5ebmMmnSJBo3boy/vz+RkZG89tprZGVlue3vUnPQ33nnHVq3bk2VKlWoVq0a119/PfPmzXNtP3XqFCNGjCAyMhJ/f39q167NnXfeyaZNm9z28/nnn9OpUycqV65MzZo1eeyxx/jtt9/c2gwaNIjAwEB+++03+vXrR2BgILVq1WLUqFHk5eWV0LcmIiJX48CBAwwZMoTmzZtTuXJlatSowYMPPkhSUpJbO8MwCr05215qDrphGAwbNozPP/+cVq1aUblyZaKjo9m6dSsA//rXv2jSpAkBAQF069atwHEjIyMZNGhQgbgvPLetXLmSG264AYAnnnjCFdecOXPc3rNjxw66d+9OlSpVuO6665g6darb9uzsbMaNG0enTp0ICQmhatWq3HLLLaxYsaLoX6iIeCz9fCgi16R///5ERkYyefJk1q5dyz//+U9OnjzJRx99BMCf/vQn5s6dywMPPMBLL73EunXrmDx5MgkJCXz55ZeF7vf//u//GD58OA888IAr6d+yZQvr1q3jkUceAeDZZ5/liy++YNiwYbRq1Yrff/+dn3/+mYSEBDp27AjAnDlzeOKJJ7jhhhuYPHkyR44cYfr06axevZpff/2V0NBQ1zHz8vKIiYmhS5cu/P3vf2fZsmVMmzaNxo0b89xzz5XelygiIpe1fv161qxZw8MPP0y9evVISkri/fffp1u3buzYsYMqVaoA8P/+3/8r8N6xY8dy9OhRAgMDL3uMn376iW+++YahQ4cCMHnyZO6++25efvll3nvvPYYMGcLJkyeZOnUqTz75JD/88EOxPkPLli2ZOHEi48aN4+mnn+aWW24B4KabbnK1OXnyJL169eK+++6jf//+fPHFF7zyyiu0bduW3r17A5CRkcG///1vBgwYwFNPPcWpU6f48MMPiYmJ4ZdffqF9+/bFiktEPIwpInIVxo8fbwLmPffc4/b6kCFDTMDcvHmzGR8fbwLmn/70J7c2o0aNMgHzhx9+cL122223mbfddpvr+R/+8AezdevWl40hJCTEHDp0aKHbs7Ozzdq1a5tt2rQxz50753p94cKFJmCOGzfO9drAgQNNwJw4caLbPjp06GB26tTpsnGIiEjpOnv2bIHX4uLiTMD86KOPCn3f1KlTC7Rxnr8uBJj+/v5mYmKi67V//etfJmCGhYWZGRkZrtfHjBljAm5tGzRoYA4cOLDA8S8+t61fv94EzNmzZ1+y7cWxZmVlmWFhYeb999/vei03N9fMyspye+/JkyfNOnXqmE8++WSBzzV+/PgCxxIRz6Uh7iJyTZw9DU7PP/88AN9++y3ffvstACNHjnRr89JLLwGwaNGiQvcbGhrKoUOHWL9+/WXbrFu3jsOHD19y+4YNGzh69ChDhgwhICDA9XqfPn1o0aLFJY//7LPPuj2/5ZZb2L9/f6ExiIhI6atcubLrcU5ODr///jtNmjQhNDS0wLQmpxUrVjBmzBief/55/vjHP17xGHfccQeRkZGu5126dAHg/vvvJygoqMDrpXFuCAwM5LHHHnM99/Pzo3Pnzm7H8vHxcdVtsdvtnDhxgtzcXK6//vpCvwsRKT+UoIvINWnatKnb88aNG2Oz2UhKSuLAgQPYbDaaNGni1iYsLIzQ0FAOHDhQ6H5feeUVAgMD6dy5M02bNmXo0KGsXr3arc3UqVPZtm0bERERdO7cmdjYWLeLGOf+mzdvXmD/LVq0KHD8gIAAatWq5fZatWrVOHny5GW+ARERKW3nzp1j3LhxRERE4O/vT82aNalVqxZpaWmkp6cXaH/o0CEeeughunbtyltvvVWkY9SvX9/teUhICAARERGXfL00zg316tUrMD/+UuehuXPn0q5dOwICAqhRowa1atVi0aJFl/wuRKR8UYIuIiXq4guLwl67kpYtW7Jr1y7mz5/PzTffzH//+19uvvlmxo8f72rTv39/9u/fzzvvvEPdunV58803ad26Nd99991Vxe7j43NV7xMRkdL1/PPP89e//pX+/fvz2WefsWTJEpYuXUqNGjWw2+1ubbOzs3nggQfw9/fns88+K3LF9sLOAYW9bpqm63Fh57niFhktyrE+/vhjBg0aROPGjfnwww9ZvHgxS5cu5fbbby/wXYhI+aMEXUSuyZ49e9ye7927F7vdTmRkJA0aNMButxdoc+TIEdLS0mjQoMFl9121alUeeughZs+eTXJyMn369OGvf/2rW5X48PBwhgwZwldffUViYiI1atTgr3/9K4Br/7t27Sqw7127dl3x+CIi4hm++OILBg4cyLRp03jggQe48847ufnmm0lLSyvQdvjw4cTHx/Pf//6XOnXqlEl81apVu2QsF4/UupofrC/2xRdf0KhRIxYsWMAf//hHYmJi6NGjh9u5UUTKLyXoInJNZsyY4fb8nXfeAaB3797cddddALz99ttubZzDDfv06VPofn///Xe3535+frRq1QrTNMnJySEvL6/AUL7atWtTt25d1xJu119/PbVr12bmzJluy7p99913JCQkXPb4IiLiOXx8fNx6kcFxvrm4h3r27Nn861//YsaMGXTu3LnM4mvcuDFr164lOzvb9drChQs5ePCgW7uqVasCXDKZLypnL/uF38e6deuIi4u76n2KiOfQMmsick0SExO555576NWrF3FxcXz88cc88sgjREVFATBw4EA++OAD0tLSuO222/jll1+YO3cu/fr1o3v37oXut2fPnoSFhdG1a1fq1KlDQkIC7777Ln369CEoKIi0tDTq1avHAw88QFRUFIGBgSxbtoz169czbdo0AHx9ffnb3/7GE088wW233caAAQNcy6xFRkby4osvlsl3JCIi1+buu+/m//2//0dISAitWrUiLi6OZcuWUaNGDVeb48ePM2TIEFq1aoW/vz8ff/yx2z7uvfdeV4Jc0v70pz/xxRdf0KtXL/r378++ffv4+OOPady4sVu7xo0bExoaysyZMwkKCqJq1ap06dKFhg0bFvlYd999NwsWLODee++lT58+JCYmMnPmTFq1asXp06dL+qOJSBlTgi4i1+Q///kP48aN49VXX6VSpUoMGzaMN99807X93//+N40aNWLOnDl8+eWXhIWFMWbMGLe55JfyzDPP8Mknn/DWW29x+vRp6tWrx/Dhwxk7diwAVapUYciQISxZsoQFCxZgt9tp0qQJ7733ntua5YMGDaJKlSpMmTKFV155hapVq3Lvvffyt7/9zW0NdBER8VzTp0/Hx8eHTz75hMzMTLp27cqyZcuIiYlxtTl9+jSZmZns2LHjklXbExMTSy1Bj4mJYdq0abz11luMGDGC66+/noULF7pWLXHy9fVl7ty5jBkzhmeffZbc3Fxmz55drAR90KBBpKam8q9//Yvvv/+eVq1a8fHHH/P555+zcuXKEv5kIlLWDPPi8UIiIkUQGxvLhAkTOHbsGDVr1rQ6HBERERGRck9z0EVEREREREQ8gBJ0EREREREREQ+gBF1ERERERETEA2gOuoiIiIiIiIgHUA+6iIiIiIiIiAdQgi4iIiIiIiLiAbQOegVjt9s5fPgwQUFBGIZhdTgiIhWGaZqcOnWKunXrYrPp9/EL6dwkImINnZs8jxL0Cubw4cNERERYHYaISIV18OBB6tWrZ3UYHkXnJhERa+nc5DmUoFcwQUFBgOMfYXBwsMXRiIhUHBkZGURERLj+Dst5OjeJiFhD5ybPowS9gnEOHQwODtZFkIiIBTSEuyCdm0RErKVzk+fQRAMRERERERERD6AEXURERERERMQDKEEXERERERER8QCagy4iJcZut5OdnW11GCKW8fPz0zI1IiIictWUoItIicjOziYxMRG73W51KCKWsdlsNGzYED8/P6tDERERkXJICbqIXDPTNElJScHHx4eIiAj1IEqFZLfbOXz4MCkpKdSvX79UK+JOnjyZBQsWsHPnTipXrsxNN93E3/72N5o3b+5qk5mZyUsvvcT8+fPJysoiJiaG9957jzp16rjaJCcn89xzz7FixQoCAwMZOHAgkydPplKl85cHK1euZOTIkWzfvp2IiAjGjh3LoEGD3OKZMWMGb775JqmpqURFRfHOO+/QuXPnUvv8IiIiXsuUK3rjjTfM66+/3gwMDDRr1apl/uEPfzB37tzp1ubcuXPmkCFDzOrVq5tVq1Y177vvPjM1NdWtzYEDB8y77rrLrFy5slmrVi1z1KhRZk5OjlubFStWmB06dDD9/PzMxo0bm7Nnzy4Qz7vvvms2aNDA9Pf3Nzt37myuW7euyJ8lPT3dBMz09PSifwEiV5CdnW3u2LHDTEtLszoUEUulpaWZO3bsMLOzswtsK8m/vzExMebs2bPNbdu2mfHx8eZdd91l1q9f3zx9+rSrzbPPPmtGRESYy5cvNzds2GDeeOON5k033eTanpuba7Zp08bs0aOH+euvv5rffvutWbNmTXPMmDGuNvv37zerVKlijhw50tyxY4f5zjvvmD4+PubixYtdbebPn2/6+fmZs2bNMrdv324+9dRTZmhoqHnkyJEifx6dm0RErKG/v55HCXoReNOFkP4RSmk4d+6cuWPHDvPs2bNWhyJiqbNnz5o7duwwz507V2Bbaf79PXr0qAmYq1atMk3T8UOBr6+v+fnnn7vaJCQkmIAZFxdnmqZpfvvtt6bNZnP7Mfn99983g4ODzaysLNM0TfPll182W7du7Xashx56yIyJiXE979y5szl06FDX87y8PLNu3brm5MmTixy/zk0iItbQ31/Po3GoRbB48WIGDRpE69atiYqKYs6cOSQnJ7Nx40YA0tPT+fDDD3nrrbe4/fbb6dSpE7Nnz2bNmjWsXbsWgCVLlrBjxw4+/vhj2rdvT+/evZk0aRIzZsxwFdWaOXMmDRs2ZNq0abRs2ZJhw4bxwAMP8I9//MMVy1tvvcVTTz3FE088QatWrZg5cyZVqlRh1qxZZf/FiFykNIf0ipQHVv0bSE9PB6B69eoAbNy4kZycHHr06OFq06JFC+rXr09cXBwAcXFxtG3b1m3Ie0xMDBkZGWzfvt3V5sJ9ONs495Gdnc3GjRvd2thsNnr06OFqcylZWVlkZGS43URERETLrF2V8nQhpIsgERHvZrfbGTFiBF27dqVNmzYApKam4ufnR2hoqFvbOnXqkJqa6mpz4TnJud257XJtMjIyOHfuHMePHycvL++SbZz7uJTJkycTEhLiukVERBT/g4uIiHghJejFVN4uhHQRJJbLPguZ6ZCbCaZpdTRygW7dujFixIhivSc2Npb27du7ng8aNIh+/fpddQxJSUkYhkF8fDzgKEhmGAZpaWlXvc+iHstbDB06lG3btjF//nyrQymyMWPGkJ6e7rodPHjQ6pBE3Nnt8NtG2L8K7HlWRyMiFYiquBeT80Lo559/tjqUIhkzZgwjR450Pc/IyFCSLmXDtBM55rsyPWTSlD7Faj9o0CDmzp3LM888w8yZM922DR06lPfee4+BAwcyZ86cEozSu0yfPh2ziD+8DBo0iLS0NL766ivXaxEREaSkpFCzZs0Sjassj2WlYcOGsXDhQn788Ufq1avnej0sLIzs7GzS0tLcfjw+cuQIYWFhrja//PKL2/6OHDni2ua8d752YZvg4GAqV66Mj48PPj4+l2zj3Mel+Pv74+/vX/wPLFLa9q+ETR/BvhVw7oTjteuuh75vQ1hbKyMTkQpCPejF4LwQWrFiRaEXQhe6+ELoUhcwzm2Xa+O8EKpZs2axL4T8/f0JDg52u4mUutwsOL7H6iiKJCIigvnz53Pu3DnXa5mZmcybN4/69etbGFnROGtYWCUkJKTA6KHi8PHxISwszG1Zr9JSlscqbaZpMmzYML788kt++OEHGjZs6La9U6dO+Pr6snz5ctdru3btIjk5mejoaACio6PZunUrR48edbVZunQpwcHBtGrVytXmwn042zj34efnR6dOndza2O12li9f7mojUm7sWQb/717Y9l9Hcu4fDH6B8NsG+NdtsOQvjvObiEgpUoJeBLoQEimGnEw4tgtyzlodSZF07NiRiIgIFixY4HptwYIF1K9fnw4dOri1tdvtTJ48mYYNG1K5cmWioqL44osvXNvz8vIYPHiwa3vz5s2ZPn262z5WrlxJ586dqVq1KqGhoXTt2pUDBw4Alx4uPmLECLp16+Z63q1bN4YNG8aIESOoWbMmMTExAGzbto3evXsTGBhInTp1+OMf/8jx48dd7ztz5gyPP/44gYGBhIeHM23atCJ9P1OmTKFOnToEBQUxePBgMjMz3bZfHPMXX3xB27ZtqVy5MjVq1KBHjx6cOXOG2NhY5s6dy9dff41hGBiGwcqVKwsddr569WratWtHQEAAN954I9u2bXNtu3iYPcDbb79NZGSka3tRj7Vq1So6d+6Mv78/4eHhvPrqq+Tm5rp938OHD+fll1+mevXqhIWFERsbW6TvrjQNHTqUjz/+mHnz5hEUFERqaiqpqamuH5pCQkIYPHgwI0eOZMWKFWzcuJEnnniC6OhobrzxRgB69uxJq1at+OMf/8jmzZv5/vvvGTt2LEOHDnX1bj/77LPs37+fl19+mZ07d/Lee+/x2Wef8eKLL7piGTlyJP/3f//H3LlzSUhI4LnnnuPMmTM88cQTZf/FiFytIzvg80Fg2qHF3fDEYnh5PwxbDy3vATMP1vwTvnvZ6khFxMspQS8CXQiJFJFpQvpBx4VMpcpWR1NkTz75JLNnz3Y9nzVr1iX/TU2ePJmPPvqImTNnsn37dl588UUee+wxVq1aBTgS+Hr16vH555+zY8cOxo0bx2uvvcZnn30GQG5uLv369eO2225jy5YtxMXF8fTTTxe78vfcuXPx8/Nj9erVzJw5k7S0NG6//XY6dOjAhg0bWLx4MUeOHKF///6u94wePZpVq1bx9ddfs2TJElauXMmmTZsue5zPPvuM2NhY3njjDTZs2EB4eDjvvfdeoe1TUlIYMGAATz75JAkJCaxcuZL77rsP0zQZNWoU/fv3p1evXqSkpJCSksJNN91U6L5Gjx7NtGnTWL9+PbVq1aJv377k5OQU6fsp6rF+++037rrrLm644QY2b97M+++/z4cffsjrr7/u1m7u3LlUrVqVdevWMXXqVCZOnMjSpUuLFEtpef/990lPT6dbt26Eh4e7bv/5z39cbf7xj39w9913c//993PrrbcSFhbm9kOUj48PCxcuxMfHh+joaB577DEef/xxJk6c6GrTsGFDFi1axNKlS4mKimLatGn8+9//dv0wBPDQQw/x97//nXHjxtG+fXvi4+NZvHhxgXopIh7r9DH49CHIPgUNusIDs6FBNPj4QnBdeOj/wYNzHG03zoF9P1gZrYh4ufI/zq8MvP/++wBuvVgAs2fPZtCgQYDjQshms3H//feTlZVFTEyM24Ws80LoueeeIzo6mqpVqzJw4MBLXgi9+OKLTJ8+nXr16l3yQujYsWOMGzeO1NRU2rdvrwsh8RxZGZB9GjCgekNgn9URFcljjz3GmDFjXD3Zq1evZv78+axcudLVJisrizfeeINly5a5Rqw0atSIn3/+mX/961/cdttt+Pr6MmHCBNd7GjZsSFxcHJ999hn9+/cnIyOD9PR07r77bho3bgxAy5Ytix1v06ZNmTp1quv566+/TocOHXjjjTdcr82aNYuIiAh2795N3bp1+fDDD/n444+54447AEfSeeFUnUt5++23GTx4MIMHD3YdZ9myZQV60Z1SUlLIzc3lvvvuo0GDBgC0bXt+zmblypXJysq67Nxkp/Hjx3PnnXe6xfrll1+6/ehQmMDAwCId67333iMiIoJ3330XwzBo0aIFhw8f5pVXXmHcuHHYbI7fsNu1a8f48eMBx3f/7rvvsnz5cld8VijKvP+AgABmzJjBjBkzCm3ToEEDvv3228vup1u3bvz666+XbTNs2DCGDRt2xZhEPE5eDsx/BNKSoXojeOhjqORXsF3re+HAGvjlA/j6eRgSBwGaNigiJU8JehHoQkikCEw7nDoCPkBQHahUfgpA1apViz59+jBnzhxM06RPnz4FCont3buXs2fPFkjKsrOz3YbCz5gxg1mzZpGcnMy5c+fIzs52DceuXr06gwYNIiYmhjvvvJMePXrQv39/wsPDixVvp06d3J5v3ryZFStWEBgYWKDtvn37XHF06dLF9Xr16tVp3rz5ZY+TkJDAs88+6/ZadHQ0K1asuGT7qKgo7rjjDtq2bUtMTAw9e/bkgQceoFq1akX9aG7HuTjWhISEYu/nchISEoiOjnYbwdC1a1dOnz7NoUOHXDUI2rVr5/a+8PBwt+lKIlKObZ4Ph36BgBB45DOoUr3wtj1iYc8SOJkES/8CfacX3lZE5CopQReRkpGZAYH+4OMPVcvfiI4nn3zS9cPXpX5oO336NACLFi3iuuuuc9vmnKYyf/58Ro0axbRp04iOjiYoKIg333yTdevWudrOnj2b4cOHs3jxYv7zn/8wduxYli5dyo033ojNZivwg+ClhnVXrVq1QGx9+/blb3/7W4G24eHh7N27tyhfwTXz8fFh6dKlrFmzhiVLlvDOO+/w5z//mXXr1hWo3XEtivo9lRRfX1+354ZhYLfbS+14IlI6Il9d5PY86a8x8FN+PY5bX4aaTS+/A7+qcM+7MPdux1D3Vn+AxreXTrAiUmFpDrqIXLvf90PWKcfjkHpgK39/Wnr16kV2djY5OTlu00qcWrVqhb+/P8nJyTRp0sTt5ly6cPXq1dx0000MGTKEDh060KRJE/btKzjMv0OHDowZM4Y1a9bQpk0b5s2bBzh68lNSUtzaFmXN7o4dO7J9+3YiIyMLxFa1alUaN26Mr6+v2w8FJ0+eZPfu3Zfdb8uWLd3eA7B27drLvscwDLp27cqECRP49ddf8fPz48svvwQchS7z8oq2nvCFx3HG6pwOUKtWLVJTU92S9Iu/p6Icq2XLlsTFxbntZ/Xq1QQFBV1x+L+IeIHtC+BkIlSuDtcXsZZPw1ug89OOx0vHOWqviIiUoPJ3FS0inmfjHMAE3yDHMMFyyMfHh4SEBHbs2IGPj0+B7UFBQYwaNYoXX3yRuXPnsm/fPjZt2sQ777zD3LlzAcf85A0bNvD999+ze/du/vKXv7B+/XrXPhITExkzZgxxcXEcOHCAJUuWsGfPHlfiefvtt7NhwwY++ugj9uzZw/jx492qlxdm6NChnDhxggEDBrB+/Xr27dvH999/zxNPPEFeXh6BgYEMHjyY0aNH88MPP7Bt2zYGDRrkmmNdmBdeeIFZs2Yxe/Zsdu/ezfjx49m+fXuh7detW+cqKJecnMyCBQs4duyY6/NFRkayZcsWdu3axfHjxy/b6z1x4kSWL1/uirVmzZquavHdunXj2LFjTJ06lX379jFjxgy+++47t/cX5VhDhgzh4MGDPP/88+zcuZOvv/6a8ePHM3LkyCt+NyJSvhnY4ce/O55ED3X0jhdVtzGOQqipWyE5rnQCFJEKS1cgInJtzp2EfflL/1WtYW0s1yg4OJjg4MKL/kyaNIm//OUvTJ48mZYtW9KrVy8WLVrkGr79zDPPcN999/HQQw/RpUsXfv/9d4YMGeJ6f5UqVdi5cyf3338/zZo14+mnn2bo0KE888wzAMTExPCXv/yFl19+mRtuuIFTp07x+OOPXzHuunXrsnr1avLy8ujZsydt27ZlxIgRhIaGuhLNN998k1tuuYW+ffvSo0cPbr755gJz2S/20EMPueLp1KkTBw4c4Lnnnrvs9/fjjz9y11130axZM8aOHcu0adPo3bs3AE899RTNmzfn+uuvp1atWqxevbrQfU2ZMoUXXniBTp06kZqayv/+9z/8/ByFm1q2bMl7773HjBkziIqK4pdffmHUqFFu7y/Ksa677jq+/fZbfvnlF6Kionj22WcZPHgwY8eOvez3IiLlXy/beji+C/xDoPNTxXtzlerQLr9g5bqZJR+ciFRohlmUCmjiNTIyMggJCSE9Pf2yiYhIka37F5k/vUPire/QsO2NBFQuuLzalkNprsft6oW6bzRN+H2vo/p71VqOIfIi5VRmZiaJiYk0bNiQgIAAt236+1s4fTdSFs7PQTf51u81WtkOOOae3/7n4u/syHZ4/yYwfOCFzRAaUaKxipQV/f31POpBF5GrZ5r5w9txDA8s5nregOM9gbUdj8+ddFSDFxERKQGRry5y3Zxus22hle0Ap80A2i9pXKB4XJHUaQ0NbwUzD9b/uwQjFpGKTgm6iFy9Qxvg6A5H5fbizN+7mH8w2CqBPRcyT5VcfCIiIhe53+dHAD7Pu400goBLJ/JX1CV/GcpNcyH7bEmHKSIVlJZZE5Grt2mO475JDzDcf++7cFh7Ya+7hrsbhqOK7pmjcO53qFw+C82JiIj1LpdkVyaTHrZNAHyV1/XaDtSsF4TWh7Rk2Po5dBp4bfsTEUE96CJytTIzYNsCx+NW/a59f1Wqnd9vXu61709EROQiPWybqGJkccBem81m42vbmc3n/JJrv/zftQcnIoISdBG5Wls/h5yzULM51G1/7fvzreJYtgYTMk9e+/5EREQuco+PY1m0/9mjgauom3Kx9o86pmgd2QrHdl/7/kSkwlOCLiJXZ8t/HPcdH3cVh9uVmsGWQ2mFDm+/oirVHfdnT1x7fCIiIhcI5jS32eIB+CbvppLZaZXq0PA2x+OEr0tmnyJSoSlBF5HiO30MDv7ieNy6X8ntt3L+MPecs5CTWXL7FRGRCi/GZwN+Rh677PXYbZbgsmit/uC43/FNye1TRCosJegiUnx7lgAmhLUt2XXLfXwdFd0BzqkXXURESs49tjVACfaeO7Xo4yiUmroFTiSW7L5FpMJRgi4ixbf7OwCmH2pC5KuLuGPaSg6dPFcy+3b2op9LK5n9lQDDMPjqq68K3b5y5UoMwyAtLa3AtmPHjtGiRQt8fHz473//W3pBAoMGDaJfv36u5926dWPEiBElfpzY2Fjat29f6HFL81giIlejJuncZNsOOOefl6CqNSHyZsfjBPWii8i1UYIuIsWTmwX7VgCwPK9jye8/IAQwIC8Lckt/mHtqairPP/88jRo1wt/fn4iICPr27cvy5cuLvI+bbrqJlJQUQkLcl4c7deoUvXv3pmbNmsTGxvLoo49ecr+TJ0/mhhtuICgoiNq1a9OvXz927dp1zZ9twYIFTJo0qUhti5PMjxo1qljfT1Fd6oeQ0jqWiHiXK61jfpfPWnwMk3h7I5LNOiUfQMt7HPca5i4i10jroItI8ST9BNmnIbAOWzMbXtOuLi4m165eqGPZGr+qjmNkZkBgwDUd43KSkpLo2rUroaGhvPnmm7Rt25acnBy+//57hg4dys6dO4u0Hz8/P8LCwtxey8rK4g9/+APVqlXjq6++omrVqtSsWZP77ruP5cuXc/3117varlq1iqFDh3LDDTeQm5vLa6+9Rs+ePdmxYwdVq1a96s9XvXr1q37vpZimSV5eHoGBgQQGBpbovgtTlscSEe/lXPt8YV4J9547tewL346G3zZA+qGSnf4lIhWKetBFpHh2LXbcN4vBLK0/IQH589CzMkpn//mGDBmCYRj88ssv3H///TRr1ozWrVszcuRI1q5d69b2+PHj3HvvvVSpUoWmTZvyzTfne0kuHuKel5fHgAEDCAwMZOHCha4k+7nnnuOdd96hb9++bj3kixcvZtCgQbRu3ZqoqCjmzJlDcnIyGzduLDT2vLw8Ro4cSWhoKDVq1ODll1/GNE23Nhf3ir/33ns0bdqUgIAA6tSpwwMPPAA4hqivWrWK6dOnYxgGhmGQlJTk+lzfffcdnTp1wt/fn59//rnQYecTJkygVq1aBAcH8+yzz5Kdne3aFhkZydtvv+3Wvn379sTGxrq2A9x7770YhuF6fvGx7HY7EydOpF69evj7+9O+fXsWL17s2p6UlIRhGCxYsIDu3btTpUoVoqKiiIuLK/S7FBHv5k82nW2OH1xX2qNK5yBBYVD/RsfjhP+VzjFEpEJQgi4iRWeasDs/GWp+V+kdxz9/qHjWabDnlcohTpw4weLFixk6dOgle6lDQ0Pdnk+YMIH+/fuzZcsW7rrrLh599FFOnLh0ITsfHx8WLFjAN998g7+/v9u2xx9/nJSUFJo3b15obOnp6cDle8CnTZvGnDlzmDVrFj///DMnTpzgyy+/LLT9hg0bGD58OBMnTmTXrl0sXryYW2+9FYDp06cTHR3NU089RUpKCikpKUREnK9w/OqrrzJlyhQSEhJo167dJfe/fPlyEhISWLlyJZ9++ikLFixgwoQJhcZzsfXr1wMwe/ZsUlJSXM8vNn36dKZNm8bf//53tmzZQkxMDPfccw979uxxa/fnP/+ZUaNGER8fT7NmzRgwYAC5ublFjkdEvEdn204CjBxSzOrsNa8rvQNpmLuIlAAl6CJSdEe2Q/pBqBRwft3XSzFNjJyzxb5tTTzsuB064UjMc87CqSOQfabot4t6kQuzd+9eTNOkRYsWRWo/aNAgBgwYQJMmTXjjjTc4ffo0v/zyS5HeWxx2u50RI0bQtWtX2rRpU2i7t99+mzFjxnDffffRsmVLZs6cWWAO/IWSk5OpWrUqd999Nw0aNKBDhw4MHz4cgJCQEPz8/KhSpQphYWGEhYXh4+Pjeu/EiRO58847ady4caE/Gvj5+TFr1ixat25Nnz59mDhxIv/85z+x2+1F+ty1atUCHD+MhIWFuZ5f7O9//zuvvPIKDz/8MM2bN+dvf/sb7du3L9A7P2rUKPr06UOzZs2YMGECBw4cYO/evUWKRUS8yy22rQD8lNcWMErvQC37Ou6T4xzLkYqIXAXNQReRosuv3k6jbuBXpdBmRu452s5tWTYxXey1w4457Fdw8XDwK7mw57hq1aoEBwdz9OjRYod3JUOHDmXbtm38/PPPhbZJT08nJSWFLl26uF6rVKkS119/faGf684776RBgwY0atSIXr160atXL9eQ/Su5cL58YaKiotz2FR0dzenTpzl48CANGjS44vuLIiMjg8OHD9O1a1e317t27crmzZvdXrvwv1d4eDgAR48eLfIPMiLiPW6xbQHgR/ulRwBd7MJCc0lT+hT9QKERUKctHNkKiaug7QPFilNEBNSDLiLF4Zp/3svaOEpA06ZNMQyjyIXgfH193Z4bhlHk3uGiGjZsGAsXLmTFihXUq1eyBYaCgoLYtGkTn376KeHh4YwbN46oqKhLLg13sWspVOdks9kK/HiQk5NzzfstzIX/vQzD0WNW0v+9RMRaV6rcDlCbk7S0HcRuGqy2ty79oBp3c9znr3YiIlJc6kEXkaI5lwa/OYqW3fiFD6lfFH5BZFaqzNaBCdd0uLbhQY4h9dihZjPwrVy0N/peuUcYHPO7Y2JimDFjBsOHDy+QhKalpRWYh15aTNPk+eef58svv2TlypU0bHj56vghISGEh4ezbt061zzy3NxcNm7cSMeOhS99V6lSJXr06EGPHj0YP348oaGh/PDDD9x33334+fmRl3f18/03b97MuXPnqFzZ8d9p7dq1BAYGuuay16pVi5SUFFf7jIwMEhMT3fbh6+t72RiCg4OpW7cuq1ev5rbbzk+xWL16NZ07d77q2EXEezmHt281G3KS4NI/YKNusOYd2L/CMeXKKMUh9SLilZSgi0jRJK8FTPbbw0ilxuXbGgZmERPlQgUEQWAtRyV3e26Rhq0X14wZM+jatSudO3dm4sSJtGvXjtzcXJYuXcr7779PQsK1/chQVEOHDmXevHl8/fXXBAUFkZqaCjgScWfCe7EXXniBKVOm0LRpU1q0aMFbb7112d7whQsXsn//fm699VaqVavGt99+i91udxWri4yMZN26dSQlJREYGFjsJdqys7MZPHgwY8eOJSkpifHjxzNs2DBsNsdArdtvv505c+bQt29fQkNDGTdunNs8d2cMy5cvp2vXrvj7+1OtWrUCxxk9ejTjx4+ncePGtG/fntmzZxMfH88nn3xSrHhFpGK4xad4w9uvWf2bwMcPMn6D3/dCzaZlc1wR8RpK0EWkaJJ+AmCdvQznlgcEOxL0zAzHEjYlrFGjRmzatIm//vWvvPTSS6SkpFCrVi06derE+++/X+LHK4zzWN26dXN7ffbs2QwaNOiS73HGO3DgQGw2G08++ST33nuvqwL8xUJDQ1mwYAGxsbFkZmbStGlTPv30U1q3dgz5HDVqFAMHDqRVq1acO3euQO/2ldxxxx00bdqUW2+9laysLAYMGOBaQg1gzJgxJCYmcvfddxMSEsKkSZMKHGPatGmMHDmS//u//+O6664jKSmpwHGGDx9Oeno6L730EkePHqVVq1Z88803NG2qi2ARcWdgv6hAXBnwq+JYbi3xR8cwdyXoIlJMhlncSklSrmVkZBASEkJ6ejrBwWUw1Eu8xwfd4PCvvJA9hK/tN7ttui7Ih9jutaldtx5GJb8SOVy7eqGQmw1HtzteCGsLNv2mKJ4tMzOTxMREGjZsSEBAgNs2/f0tnL4buRqXm3sO0NpIZJH/nzltBtA+6wNyr6JfqlhF4px+eguWT4DmfWDAvOK/X6QM6e+v51GROBG5ssx0SHFUyS7THvRKfo6hguBYQk1EXH788Uf69u1L3bp1MQyDr776ym27YRiXvL355puuNpGRkQW2T5kyxW0/W7Zs4ZZbbiEgIICIiAimTp1aIJbPP/+cFi1aEBAQQNu2bfn2229L5TOLFMet+b3ncfbWV5WcX7VG3Rz3ST9BXm7ZHVdEvIIS9CLQRZBUeMnrwLRDtYZXnn9e0vwDHffZp8v2uCIe7syZM0RFRTFjxoxLbk9JSXG7zZo1C8MwuP/++93aTZw40a3d888/79qWkZFBz549adCgARs3buTNN98kNjaWDz74wNVmzZo1DBgwgMGDB/Prr7/Sr18/+vXrx7Zt20rng4sU0fnl1cpoeLtTeBRUruaYopVfXFVEpKg0XrQInBdBTz75JPfdd1+B7RdWJgb47rvvGDx48CUvgp566inX86CgINdj50VQjx49mDlzJlu3buXJJ58kNDSUp59+Gjh/ETR58mTuvvtu5s2bR79+/di0aRNt2rQpyY8s4i5//jmRXSHl8k1LnF8gnD0BWUrQRS7Uu3dvevfuXej2sDD3ug1ff/013bt3p1GjRm6vBwUFFWjr9Mknn5Cdnc2sWbPw8/OjdevWxMfH89Zbb7nOTdOnT6dXr16MHj0agEmTJrF06VLeffddZs6ceS0fUeSq+ZJLB9teANaUxfJqF7L5QMPbYMdXsH8l1O9StscXkXJNPehF0Lt3b15//XXuvffeS24PCwtzu13pIsh5u3BZpwsvglq3bs3DDz/M8OHDeeutt1xtLrwIatmyJZMmTaJjx468++67pfPBRfLF/+yY5/fiuqArtCwFfvk96DlnwX71y4CJVGRHjhxh0aJFDB48uMC2KVOmUKNGDTp06MCbb75Jbu75IblxcXHceuut+Pmdry0RExPDrl27OHnypKtNjx493PYZExNDXFxcofFkZWWRkZHhdhMpSa2NJCob2ZwwA9ln1i37AJzD3PdrPXQRKR71oJcw50XQ3LlzC2ybMmUKkyZNon79+jzyyCO8+OKLVKrk+E9Q2EXQ3/72N06ePEm1atWIi4tj5MiRbvuMiYkpMOT+QllZWWRlZbme6yJIii3rFG0MR7XtMp1/7lTJ3zEPPS/bMQ89QAVMRIpr7ty5BAUFFRgFNnz4cDp27Ej16tVZs2YNY8aMISUlxfXjcGpqKg0bNnR7T506dVzbqlWrRmpqquu1C9s4lwu8lMmTJzNhwoSS+GhSgVypKNyFOtl2AbDR3hy4+rXILzxmsQrGNe7uuD+0HrJOgb8FP3CLSLmkBL2E6SJIvE7yOioZdg7aa3GYmpdsYi+FtSC2HEpzPW5XNRDOnXDMQ1eCLh7MUxdGmTVrFo8++miByvIX/ujbrl07/Pz8eOaZZ5g8eTL+/v6lFs+YMWPcjp2RkUFERESpHU8qnhtsuwHYYG9mTQDVIqFaQziZCAfWQLMYa+IQkXJHCXoJ00WQeJ0DPwOw9jK952dyTPLsdsy83BJbZs2Nf36Crnno4uGys7MB8PHxsTiS83766Sd27drFf/7znyu27dKlC7m5uSQlJdG8eXPCwsI4cuSIWxvnc+e89cLaFDavHcDf379Uz31S0Zlcn9+Dvt7e3LowIm92JOjJcUrQRaTIlKCXIF0EiVdKciTo68zCE/RTWXa2HskkpOpJqoT6gHH1wwkvJdMeALkm5J6Bs2ccBXhEPIzdbufYsWNUqVLFNX3JE3z44Yd06tSJqKioK7aNj4/HZrNRu3ZtAKKjo/nzn/9MTk4Ovr6+ACxdupTmzZtTrVo1V5vly5czYsQI136WLl1KdHR0yX8YkSKINFKpaWSQZfqyzWx45TeUlvo3wq//D5LXWheDiJQ7nnMF4QV0ESReJ+s0HP4VgLX2VoU2M4FPt56iQYgv1c5lci3z/S7F71xlyDgJ9lxIA3wDrvQWEUvYbDbq16+PUcI/Ul3K6dOn2bt3r+t5YmIi8fHxVK9enfr16wOOUVOff/4506ZNK/D+uLg41q1bR/fu3QkKCiIuLo4XX3yRxx57zHXeeeSRR5gwYQKDBw/mlVdeYdu2bUyfPp1//OMfrv288MIL3HbbbUybNo0+ffowf/58NmzY4LYUm0hZuiG/93yz2YhsfK0LpH7+9dlvGyEnU+cuESkSJehFoIsgqbAObwJ7LofN6hwya1226YlMO68tP07NKj74lPD6EMtf6gZLZsPub6HTkxA9pGQPIFJC/Pz8sNnKZoGUDRs20L17d9dz53SmgQMHMmfOHADmz5+PaZoMGDCgwPv9/f2ZP38+sbGxZGVl0bBhQ1588UW3aVEhISEsWbKEoUOH0qlTJ2rWrMm4ceNcS6wB3HTTTcybN4+xY8fy2muv0bRpU7766ist/ymWud5wzj+3cHg7QPVGULUWnDkGKfGOHnURkSswTE+taONBVq5c6XYR5HThRdAHH3zAiBEjSElJISQkxK3dpk2bGDJkCDt37nRdBP3xj39k5MiRbsPPt2zZwtChQ1m/fj01a9bk+eef55VXXnHb1+eff87YsWNJSkqiadOmTJ06lbvuuqvInyUjI4OQkBDS09MJDlaxLbmCn96C5RNYlNeZoTkjLAsjaUof2PQRfPO8o0fiycWWxSJytfT3t3D6bqQoilrFfbnfSzS2pfBk9ih+sHcstXiKVNX9P49Bwv+gRyzc/GKpxSJytfT31/OoB70IunXrdsXKvE8//bRbj8KFOnbsyNq1V55/1K5dO3766afLtnnwwQd58MEHr7gvkRLx20YA4u1NLA4EaNDVcX9oA2SfBb8q1sYjIiIepzoZNLalALDRqgruF6of7UjQk9dZHYmIlBNlMw5PRMof03Ss3wr86gkJevVGEBQO9hzH0HsREZGLOKu377LXI51Ai6MBIvKHtR9cC3a7tbGISLmgBF1ELi39EJw+AoaPtVVwnQwD6t3geJz/w4GIiMiFOuWvf+4RvecA4e2gUmU4dxKO77Y6GhEpB5Sgi8il/bbBcV+nNZlYu1Rf5KuLiHx1Ea9vCXK8cFAJuoiIFHSDJ6x/fiEfX6h3veNxcpy1sYhIuaAEXUQu7VB+gu7stfYArqH2h9Y7huCLiIjk8yebNkYiABtMD+lBh/PLrWk9dBEpAiXoInJp+QXiXL/8e4BtZkOw+cKZo5CWbHU4IiLiQVoayfgZefxuBnHQrG11OOc5l1dTD7qIFIESdBEpKC8HDv/qeHyd5yToWfhBWFvHE81DFxGRC7Sz7QNgi70RYFgbzIXq3QCGDdIOQMZhq6MREQ+nZdZEpKAj2yE3E/xDoEYTYI/VEZ1X7wZHFfdD66HtA1ZHIyIipaioa58DRNn2A7DFbFxa4VydgGCo0xpStzqGube5z+qIRMSDqQddRApyFoir1wlsHvZnIqKz4/7gL9bGISIiHqWd4UjQN9sbWRzJJbiWW9O5S0Quz8OuvEXEIxxyzD+fviukWL0XZcI5Jz51C+ScszYWERHxCFU5R2PDMXx8i93DetDhfMFVZ30XEZFCKEEXkYLy53fHO6ume5LQBlC1NthzIWWL1dGIiIgHaGtLxGaY/GbW4DghVodT0HWdHPcpmx11XkRECqEEXUTcnTsJvzvmnMd7Yi+EYZzviTikoYIiIgLtjAsLxHmg6o0gIATyshx1XkRECqEEXUTc/bYJgCR7HU4SbHEwhYhwJuiq5C4iItDOWSDOE39YBkc9F2cvurPOi4jIJShBFxF3KfEAbDE9tBcCzvegH1SCLiIiFxSI8+RzlytB32RtHCLi0bTMmoi4S9kMwFZ7Q4sDuYy6HcDwgVOHIf03CLnO6ohERMQi1cigvu0YANvK8Nx1YRHVpCl9rvwGV4KuQnEiUjj1oIuIu/wEfZvpwQm6X1XHmrKgeegiIhVcO1siAPvs4WRQ1eJoLsOZoB/bBZkZ1sYiIh5LCbqInHfuJJxMAmC7vYG1sVyJ80Ln8K/WxiEiIpZyFYjz5OHtAIG1IaQ+YOrcJSKFUoIuIuelbnXchzYgg0BrY7mSuh0c97rIERGp0M4XiPPwBB3guo6Oew1zF5FCaA66iJyXP7yd8ChItTaUwjjn/LUyTvOtP3B4M9jtjgq5IiJS7l04t/vKTKLyE/TNnlrB/ULXdYIdXylBF5FC6YpWRM47HO+4D4+yNIyi2G3Wg0oBkJUOJxOtDkdERCwQxglqG2nkmjZ2mB4+NQug3vWOeyXoIlIIJegicp6rB729pWEURS6VIKyt44mGuYuIVEhtbEkA7DHrkYm/tcEURXgUGDY4lQIZh62ORkQ8kBJ0EXHIOgW/73U8Lgc96IDmoYuIVHCtjSQAtpuRlsZRZH5VoXYrx2P1oovIJShBFxGH1G2AyWGzOpGvl5Oly5Sgi4hUaK3ze9B3ePrKIxdyFoo7tMHaOETEIylBFxGH/OHt2+0evP75xZwJespmsOdZG4uIiJS5VrYDAGy3R1obSHFcp3noIlI4Jegi4pCfoG8rTxc5NZuBbxXIPn1+eL6IiFQIIZymnnEcoHwUiHOq295xn7oFTNPSUETE8yhBFxEHZ4JeXubxAdh8zs+X1zB3EZEKxdl7fsBem1NUsTiaYqjVEnz8IFOrkIhIQUrQRQRyzsGxnQBsK09D3EHz0KXC+vHHH+nbty9169bFMAy++uort+2DBg3CMAy3W69evdzanDhxgkcffZTg4GBCQ0MZPHgwp0+fdmuzZcsWbrnlFgICAoiIiGDq1KkFYvn8889p0aIFAQEBtG3blm+//bbEP6/IxZwF4spV7zlAJT+o09rx2Lm8qYhIPiXoRaCLIPF6R3aAmccxM5gjVLM6muJRgi4V1JkzZ4iKimLGjBmFtunVqxcpKSmu26effuq2/dFHH2X79u0sXbqUhQsX8uOPP/L000+7tmdkZNCzZ08aNGjAxo0befPNN4mNjeWDDz5wtVmzZg0DBgxg8ODB/Prrr/Tr149+/fqxbdu2kv/QIhcol/PPnZzLmabEWxmFiHggJehFoIsg8XopjuTWUSDOsDaW4nIVitsCebnWxiJShnr37s3rr7/OvffeW2gbf39/wsLCXLdq1c7/AJeQkMDixYv597//TZcuXbj55pt55513mD9/PocPO9Zn/uSTT8jOzmbWrFm0bt2ahx9+mOHDh/PWW2+59jN9+nR69erF6NGjadmyJZMmTaJjx468++67pffhRSiHS6xdyDkPPX96mYiIkxL0ItBFkHi9lC0AbC9vwwQBqjcGvyDIPQfHd1kdjYhHWblyJbVr16Z58+Y899xz/P77765tcXFxhIaGcv3117te69GjBzabjXXr1rna3Hrrrfj5+bnaxMTEsGvXLk6ePOlq06NHD7fjxsTEEBcXV2hcWVlZZGRkuN1EisOfbBobjmuo8tmD7qyfEq9CcSLiRgl6CdFFkJRrRxyjMHaUs4ucyFcXEfnad8Sdi3C8oGHuIi69evXio48+Yvny5fztb39j1apV9O7dm7w8x5KEqamp1K5d2+09lSpVonr16qSmprra1KlTx62N8/mV2ji3X8rkyZMJCQlx3SIiIq7tw0qF09w4SCXDznEzmKOEWh1O8dVuBTZfyEyDtANWRyMiHkQJegnQRZCUa/Y8OJoAwE6zfP7/sdXML2ynBF3E5eGHH+aee+6hbdu29OvXj4ULF7J+/XpWrlxpdWiMGTOG9PR01+3gwYNWhyTlTGtbEgA77A0od1OzACr5Q51WjscqFCciF6hkdQDe4OGHH3Y9btu2Le3ataNx48asXLmSO+64w8LIHBdBI0eOdD3PyMhQki7uTiRCzlmoVJnEzHCro7kqrsrz+UP1RaSgRo0aUbNmTfbu3csdd9xBWFgYR48edWuTm5vLiRMnCAsLAyAsLIwjR464tXE+v1Ib5/ZL8ff3x9/f/5o/k1Rcnjb/PPLVRa7HSVP6FO1N4e0dc9BT4qF1v9IIS0TKIfWgl4ILL4IAyy+CgoOD3W4ibo5sddzXbom9nP5JcM2dP7LNMSJARAo4dOgQv//+O+Hhjh/ioqOjSUtLY+PGja42P/zwA3a7nS5durja/Pjjj+Tk5LjaLF26lObNm7tqrURHR7N8+XK3Yy1dupTo6OjS/khSgbXOr+Du6EEvp1QoTkQuoXxejXs4XQRJuZKavwpAWBtr47gGiWY4Z01/x0iA3/daHY5ImTh9+jTx8fHEx8cDkJiYSHx8PMnJyZw+fZrRo0ezdu1akpKSWL58OX/4wx9o0qQJMTExALRs2ZJevXrx1FNP8csvv7B69WqGDRvGww8/TN26dQF45JFH8PPzY/DgwWzfvp3//Oc/TJ8+3W1k1gsvvMDixYuZNm0aO3fuJDY2lg0bNjBs2LAy/06kYrBhp4WRDHhOD/pVcS61pkJxInIBJehFoIsg8Wr5BeKo09baOK6BHRs7nL3oGuYuFcSGDRvo0KEDHTo4lhocOXIkHTp0YNy4cfj4+LBlyxbuuecemjVrxuDBg+nUqRM//fST29DyTz75hBYtWnDHHXdw1113cfPNN7st7xkSEsKSJUtITEykU6dOvPTSS4wbN85tmdCbbrqJefPm8cEHHxAVFcUXX3zBV199RZs25fdHP/FsDY0UKhvZnDH9STQLH0Xo8eq0dhSKO3cC0lWHQUQcNAe9CDZs2ED37t1dz51J88CBA3n//ffZsmULc+fOJS0tjbp169KzZ08mTZpU4CJo2LBh3HHHHdhsNu6//37++c9/urY7L4KGDh1Kp06dqFmzZqEXQWPHjuW1116jadOmugiSa+fWg37S0lCuxXZ7A6637XbM5Wv3oNXhiJS6bt26YV6m1+3777+/4j6qV6/OvHnzLtumXbt2/PTTT5dt8+CDD/Lgg/p3J2XDOf88wWyAWZ77mir5Q+2WkLrF0YseWt/qiETEAyhBLwJdBIm3inr1P2wOOARA2/d/A6pYG9A1cA1zTFUPuoiIN2tpcwxvT7B7QUIbHuU4b6XEQ6t7rI5GRDxAOf7ZUUSulfMi56C9FqfKcXIOsP3CSu6ayyci4rWc888TzHJcIM5JheJE5CJK0EUqMOdFzk6z/PdC7DbrOebyZaZBWrLV4YiISClx/ri80+4Fy8aGO2pIqFCciDhpiLtIBdYyP0Hf4QUJeg6VoHYLSN3qGC5YzQt6VkREKogL1xG/nGpkEGY46qXsMr0gQa/TCgwfOHscTqVAcF2rIxIRi6kHXaQCa5m/jmxCeV5H9kLhUY57VXIXEfFKLWyOaucH7LU5Q2WLoykBvpWhZjPHY527RAQl6CIVV14uzQ1HgbgEL+hBByDMmaBrLp+IiDfypqlZLuHtHPcqcioiKEEXqbh+34u/kcNpM4Bks7bV0ZQMZw+6LnJERLxSC8PRg+41PywDhOUn6PpxWURQgi5ScR1xrH++y4wo3+vIXqhOa8BwzOM7fdTqaEREpISdn5rlRQm6qwd9q7VxiIhH8JKrchEptvwLAa+6yPEPhBpNHI81l09ExKv4kEez/KlZXjXEPayt4z7tAJxLszQUEbGeEnSRiurIdsC7LnIiX13E10drOZ6kaqigiIg3iTRSCTByOGv6e/TUrMhXF7luRVK5GoTmn4vViy5S4SlBF6mo8hN0r+pBB7Y7K9JrLp+IiFdxzj/3qqlZTmEqFCciDl72101EiuTcSTh1GIDd3rCO7AW2m5GOBxriLiLiVbxy/rmTq1Cczl0iFZ0SdJGK6MgOAA6ZNTlFFYuDKVk7nD3oJxMh65S1wYiISIlxLrHmVRXcnbTUmojkU4IuUhEddSToO+3e1XsOcJJgDpvVHU/yh/GLiEj518LmGOK+05t70I/tgpxz1sYiIpZSgi5SEeUnrru8bHi7k6sXXcV2RES8QjBnqGccB7z03BVcF6rUADPP9SO6iFRMStBFKqL8k/8ub+yFAHaYzgRdQwVFRLxB8/wCcYfMmmRQ1eJoSoFhXFAoTj8ui1RklawOQETKmGm65qDv9MZeCGCHPdLxQBc5IiIeq8jLkHG+QJw3Ts1yCW8H+1eoUJxIBacedJGKJi0Zsk+BzZf9ZrjV0ZQKVw/6kR2Ql2NtMCIics2cBeJ2emOBOCcttSYiKEEXqXAGvzkXgITccHK9dBDNQbMW+AVBXhYc32N1OCIico28ukCckzNBP7Id7HnWxiIillGCLlLBOOfxeevwdgATG4S1cTzRMHcRkXLNwE4z4xDg3ecuajQG36qQcxZ+32t1NCJiESXoIhWMsxdilzfP4wMIa+u411BBEZFy7TrjOIFGJtmmD0lmmNXhlB6bD9Rp7XisH5dFKiwl6CIVTEXoQQcuSNB1kSMiUp61yD9v7TOv89qpWS46d4lUeErQRSqS3GwaGSmA9y6x5nLhRY5pWhuLiIhctQrzwzIoQRcRJegiFcrx3fgaeWSYVUihutXRlK5aLcHwgXMnIOOw1dGIiMhVamFzVHD3+qlZoLXQRcTbxwmJiJujF65/blgbS2nzDYBazR2fOXUrhFxndUQiInIVynMP+oVrvSdN6XPlN9RuCYYNzhyFU0cgqE4pRicinkg96CIVyZFtQAXphQD1RIiIlHN+5FScqVkAflWgRlPHY527RCokJehF8OOPP9K3b1/q1q2LYRh89dVXrm05OTm88sortG3blqpVq1K3bl0ef/xxDh92H1IbGRmJYRhutylTpri12bJlC7fccgsBAQFEREQwderUArF8/vnntGjRgoCAANq2bcu3335bKp9ZvNQRZw96BbjIAVVyF6+mc5NUBI2Nw1Qy7BVjapaTzl0iFZoS9CI4c+YMUVFRzJgxo8C2s2fPsmnTJv7yl7+wadMmFixYwK5du7jnnnsKtJ04cSIpKSmu2/PPP+/alpGRQc+ePWnQoAEbN27kzTffJDY2lg8++MDVZs2aNQwYMIDBgwfz66+/0q9fP/r168e2bdtK54OL93EOca8APeiRry5iwMKzjifqhRAvpHOTVATN3Ia3e/nULCcl6CIVmuagF0Hv3r3p3bv3JbeFhISwdOlSt9feffddOnfuTHJyMvXrn++pDAoKIizs0ut3fvLJJ2RnZzNr1iz8/Pxo3bo18fHxvPXWWzz99NMATJ8+nV69ejF69GgAJk2axNKlS3n33XeZOXNmSXxU8Wbn0iDjNwD2mPWsjaWMJDiHQ55MhMwMCAi2NiCREqRzk1QELWyOBL3CTM0CVXIXqeDUg14K0tPTMQyD0NBQt9enTJlCjRo16NChA2+++Sa5ubmubXFxcdx66634+fm5XouJiWHXrl2cPHnS1aZHjx5u+4yJiSEuLq70Pox4j6MJAPxm1iCDqhYHUzbSCOKwmT8k8sh2a4MRsZgnnZuysrLIyMhwu4lcirNA3K5yWCDuqjkT9N/3QdZpa2MRkTKnHvQSlpmZySuvvMKAAQMIDj7fWzd8+HA6duxI9erVWbNmDWPGjCElJYW33noLgNTUVBo2bOi2rzp16ri2VatWjdTUVNdrF7ZJTU0tNJ6srCyysrJcz3URVIHlD2+vUL0QwA57A+r6nHD0RDSItjocEUt42rlp8uTJTJgwoaQ+nnix5vk96BVhapZLYG0IDIPTqY5zd0RnqyMSkTKkBL0E5eTk0L9/f0zT5P3333fbNnLkSNfjdu3a4efnxzPPPMPkyZPx9/cvtZh0ESQu+Qn67orUCwHsMBvQg1/hiIYKSsXkieemMWPGuB07IyODiIiK9bdJriyYM1xn/A5UvHMXYW1hb6pjHroSdJEKRUPcS4jzAujAgQMsXbrUrYfiUrp06UJubi5JSUkAhIWFceTIEbc2zufOuYGFtSls7iA4LoLS09Ndt4MHDxb3o4m3yB/iXqF6IYAd9kjHA83lkwrIU89N/v7+BAcHu91ELuYsEFeRpma5aB66SIWlBL0EOC+A9uzZw7Jly6hRo8YV3xMfH4/NZqN27doAREdH8+OPP5KTk+Nqs3TpUpo3b061atVcbZYvX+62n6VLlxIdXfiwXV0ECQCm6ZqDvbuCFIhzSnAuKXdkB+TlXr6xiBfx5HOTSFFUyAJxTkrQRSosDXEvgtOnT7N3717X88TEROLj46levTrh4eE88MADbNq0iYULF5KXl+ead1e9enX8/PyIi4tj3bp1dO/enaCgIOLi4njxxRd57LHHXBc4jzzyCBMmTGDw4MG88sorbNu2jenTp/OPf/zDddwXXniB2267jWnTptGnTx/mz5/Phg0b3Ja7EbmkU6mQmQaGD/vMulZHU6aSzdrgFwjZp+H3PVC7pdUhiZQInZukvIl8dVGx2lfIAnFOYe0c90e2O35c9tElu0hFoX/tRbBhwwa6d+/ueu6cNzdw4EBiY2P55ptvAGjfvr3b+1asWEG3bt3w9/dn/vz5xMbGkpWVRcOGDXnxxRfd5t+FhISwZMkShg4dSqdOnahZsybjxo1zLWMDcNNNNzFv3jzGjh3La6+9RtOmTfnqq69o06ZNKX568QaPT5nNR36wN68OWfhd+Q1exMQGddrAwbWQuk0JungNnZvE21XIAnFO1RuBb1XIOQMn9kGt5lZHJCJlRAl6EXTr1g3TNAvdfrltAB07dmTt2rVXPE67du346aefLtvmwQcf5MEHH7zivkQu1Mw4BMDOitgLAY6hggfXOorttNO/H/EOOjeJdzNp4epBr29xLBaw2SCsDRxcBylblKCLVCBK0EUqAOcwwd0VsRcCHBc5oLl8IiLlRBgnCDbOkmNe+9SsgEoG1QJs2IwSCu4qZWZmFu8N13WFk4fhWCIU970i+Xx9ffHx8bE6DCkGJegiFYBzmOCuClYgzuXCYjumCYbFV2kiInJZzgJxiWYYOVd5uWoA97Wsyh2NAvH1MfJfsU5iYmLx3hB+F4TcCJUCoLjvFblAaGgoYWFhGLr+KReUoIt4O3seTY3fgApaaAegdiswbHD2OJw+AkGFL/8kIiLWK4kCcfe1rMrdLUKoVr0mRiU/y3+czb7oefOwK6ysk30W0nzAqAQ1Iy2PX8of0zQ5e/YsR48eBSA8PNziiKQolKCLeLuTSVQ2sjln+pFs1rE6Gmv4VoaazeDYTkcvuhJ0ERGPdr5A3NXNP69cyeCORoFUq14TW+WgkgytxAQEBFy+gZ8fnDaAPPDzAZ+KVeRVSkblypUBOHr0KLVr19Zw93JA66CLeLujOwDYY16HvYL+k498dRFfp1Z3PEndYm0wIiJyRa7aKVc5NSs0wIavj+HoOS+vbDbH8HaAnHPWxiLlWpUqVQDIycmxOBIpiop5tS5SkRxxJOi7K+rw9nw77A0cD1QoTkTEo/mQRxPjMHD1q484CsIZ5X9YuK+j91MJulwLzT0vX5Sgi3i7/B70CrmO7AV2mM4EfZu1gYiIyGVFGqn4GzmcMf05ZNayOhxrKUEXqXCUoIt4u6POHvQKWsE9X4KzB/33vZB9xtpgRESkUOeHt0dgVvRL1UoVL0Hv1q0bI0aMKNZ7YmNjad++vev5oEGD6Nev31XHkJSUhGEYxMfHA7By5UoMwyAtLe2q91nUY4moSJyIN8vJhN/3AVdfaMdbHCeEo2YotY00OLIdIjpbHZKIiFyCa2lQe+n8sHzPu6tLZb+F+WZY12K1HzRoEHPnzuWZZ55h5ox3HC/mZYE9j6HPD+e9995j4MCBzJkzp+SD9RLTp0/HNM0itR00aBBpaWl89dVXrtciIiJISUmhZs2aJRpXWR5Lyq8K/rOkiJc7vhvMPNLMqhwl1OpoLKd56CIinq9FCSyxVt5FREQwf/58zmXngs0XgMxTJ5k3bx7163v+D+7Z2RcvKle2QkJCCA0Nver3+/j4EBYWRqVKpd+XWZbHkvJBCbqIN8sf3u64yFGBkO2ueeiq5C4i4qmcQ9x3mp6fiJaWjh07EhERwYIFC1zz0Bcs+IL69evToUMHt7Z2u53JkyfTsGFDKleuTFRUFF988YVre15eHoMHD3Ztb968OdOnT3fbx8qVK+ncuTNVq1YlNDSUrl27cuDAAeDSw8VHjBhBt27dXM+7devGsGHDGDFiBDVr1iQmJgaAbdu20bt3bwIDA6lTpw5//OMfOX78uOt9Z86c4fHHHycwMJDw8HCmTZtWpO9nypQp1KlTh6CgIAYPHkxmZqbb9otj/uKLL2jbti2VK1emRo0a9OjRgzNnzhAbG8vcuXP5+uuvMQwDwzBYuXJlocPOV69eTbt27QgICODGG29k27bzdW0uHmYP8PbbbxMZGenaXtRjrVq1is6dO+Pv7094eDivvvoqubm5bt/38OHDefnll6levTphYWHExsYW6bsTz6cEXcSbqUCcmx32SMcD9aCLiHikymRS3zgKwK4Kfu568sknmT17titBnzX3Y5544okC7SZPnsxHH33EzJkz2b59Oy+++CKPPfYYq1atAhwJfL169fj888/ZsWMH48aN47XXXuOzzz4DIDc3l379+nHbbbexZcsW4uLiePrpp4td+Xvu3Ln4+fmxevVqZs6cSVpaGrfffjsdOnRgw4YNLF68mCNHjtC/f3/Xe0aPHs2qVav4+uuvWbJkCStXrmTTpk2XPc5nn31GbGwsb7zxBhs2bCA8PJz33nuv0PYpKSkMGDCAJ598koSEBFauXMl9992HaZqMGjWK/v3706tXL1JSUkhJSeGmm24qdF+jR49m2rRprF+/nlq1atG3b98iL11W1GP99ttv3HXXXdxwww1s3ryZ999/nw8//JDXX3/drd3cuXOpWrUq69atY+rUqUycOJGlS5cWKRbxbBpLIeLNtMSaG1cl9yPbIS8XfPQnUETEkzQ1fsNmmBwzgzlBsNXhWOqxxx5jzJgxHEg5DumHWb1uA/O/+IqVK1e62mRlZfHGG2+wbNkyoqOjAWjUqBE///wz//rXv7jtttvw9fVlwoQJrvc0bNiQuLg4PvvsM/r3709GRgbp6encfffdNG7cGICWLVsWO96mTZsydepU1/PXX3+dDh068MYbb7hemzVrFhEREezevZu6devy4Ycf8vHHH3PHHXcAjqSzXr3L1x54++23GTx4MIMHD3YdZ9myZQV60Z1SUlLIzc3lvvvuo0EDx3VA27ZtXdsrV65MVlYWYWFhV/yM48eP584773SL9csvv3T70aEwgYGBRTrWe++9R0REBO+++y6GYdCiRQsOHz7MK6+8wrhx47DZHP2r7dq1Y/z48YDju3/33XdZvny5Kz4pv3R1KuLN1IPuJsmsA75VIeeMo5p77RZWhyQiIhc4XyBO561atWrRp08f5sz7HPP0UfrcfjM1a1R3a7N3717Onj1bICnLzs52Gwo/Y8YMZs2aRXJyMufOnSM7O9s1HLt69eoMGjSImJgY7rzzTnr06EH//v0JDw8vVrydOnVye75582ZWrFhBYGBggbb79u1zxdGlSxfX69WrV6d58+aXPU5CQgLPPvus22vR0dGsWLHiku2joqK44447aNu2LTExMfTs2ZMHHniAatWqFfWjuR3n4lgTEhKKvZ/LSUhIIDo62m0EQ9euXTl9+jSHDh1y1SBo166d2/vCw8M5evRoicYi1tAQdxFvde4kZPwGqAfdycQGYW0cTzTMXUTE4zR3FYiruPPPL/Tkk08y56OPmfv5Qp58+A+Qm+W2/fTp0wAsWrSI+Ph4123Hjh2ueejz589n1KhRDB48mCVLlhAfH88TTzzhVsht9uzZxMXFcdNNN/Gf//yHZs2asXbtWgBsNluBiuiXGtZdtWrVArH17dvXLa74+Hj27NnDrbfeeu1fThH5+PiwdOlSvvvuO1q1asU777xD8+bNSUxMLNHjFPV7Kim+vr5uzw3DwG63l9rxpOwoQRfxUg9MnAXAIbMmp6hicTQeJCx/WFvqZmvjEBGRAs4n6KWzxFp506tXL7Kzs8nJzSOmW3SB9dBbtWqFv78/ycnJNGnSxO0WEeH4cX716tXcdNNNDBkyhA4dOtCkSRP27dtX4FgdOnRgzJgxrFmzhjZt2jBv3jzA0ZOfkpLi1rYoa3Z37NiR7du3ExkZWSC2qlWr0rhxY3x9fVm3bp3rPSdPnmT37t2X3W/Lli3d3gO4fkwojGEYdO3alQkTJvDrr7/i5+fHl19+CYCfnx95eXlX/DwXH8cZq3M6QK1atUhNTXVL0i/+nopyrJYtWxIXF+e2n9WrVxMUFHTF4f/iHZSgi3ipFvnDBHeX0jqy5VZY/pAw9aCLiHicFhri7sbHx4eEhAR2rPsBHx+fAgl6UFAQo0aN4sUXX2Tu3Lns27ePTZs28c477zB37lzAMT95w4YNfP/99+zevZu//OUvrF+/3rWPxMRExowZQ1xcHAcOHGDJkiXs2bPHlXjefvvtbNiwgY8++og9e/Ywfvx4t+rlhRk6dCgnTpxgwIABrF+/nn379vH999/zxBNPkJeXR2BgIIMHD2b06NH88MMPbNu2jUGDBrnmWBfmhRdeYNasWcyePZvdu3czfvx4tm/fXmj7devWuQrKJScns2DBAo4dO+b6fJGRkWzZsoVdu3Zx/Pjxy/Z6T5w4keXLl7tirVmzpqtafLdu3Th27BhTp05l3759zJgxg++++87t/UU51pAhQzh48CDPP/88O3fu5Ouvv2b8+PGMHDnyit+NeAfNQRfxUs21juyluXrQt4JpQjGr1IqISNFFvrqoyG2rk0EtIx27abC7AvSgbzmU5nrcrl5ooe2Cg4PBpw6kJ0PO2QLbJ02aRK1atZg8eTL79+8nNDSUjh078tprrwHwzDPP8Ouvv/LQQw9hGAYDBgxgyJAhruSxSpUq7Ny5k7lz5/L7778THh7O0KFDeeaZZwCIiYnhL3/5Cy+//DKZmZk8+eSTPP7442zdevkfuuvWrcvq1at55ZVX6NmzJ1lZWTRo0IBevXq5Es0333zTNRQ+KCiIl156ifT09Mvu96GHHmLfvn2ueO6//36ee+45vv/++0K/vx9//JG3336bjIwMGjRowLRp0+jduzcATz31FCtXruT666/n9OnTrFixwrU02sWmTJnCCy+8wJ49e2jfvj3/+9//8PPzAxw93++99x5vvPEGkyZN4v7772fUqFF88MEHrvcX5VjXXXcd3377LaNHjyYqKorq1aszePBgxo4de9nvRbyHYV48WUK8WkZGBiEhIaSnpzv+4IvX+mVcZzrbdvFC9hC+tt9sdTgew59stvs/SSXDDi/ugJDrrA5JKgj9/S2cvhvvVZwEPdq2nU/9/kqSvQ7dsv9xTce9LsiH2O61qV23HkYlv2vaV1m4XIIOQPZZOL4LDB/HD836cVmKITMzk8TERBo2bEhAQIDbNv399TwaJyHijUyTFiq0c0lZ+LHXzE/KNcxdRMRjtDSSAdip81ZBvgGAAWYe5GVfsbmIlF9K0EW8UcZhgo2z5Jo29pvFWyalInCth64EXUTEY2hq1mUYNqiU3/N50Tx0EfEuStBFvFH++uf7zXCy8b1C44pnh92ZoKuSu4iIp2hhc/SgJ9jVg35JvpUd90rQRbyaEnQRb3TEUc1UvRCXtt2MdDxQD7qIiEewYaeZcQjQuatQvvlLpl6iUJyIeA8l6CLeKL8Hfad6IS7J1TtzMgkyL18tVkRESl994wiVjWzOmX4cMOtYHY5nUg+6SIWgBF3EG+Un6BVhmZqrkUYQv5k1HE9Sr7yWq4iIlC5nYdPdZj3sujy9NGeCbs+BvMLX6haR8k1/AUW8TV4uHNsNwE4NEyzUDnuk40HqFkvjEBGR8/PPd9l13iqUzQd8/B2P1Ysu4rWUoBfBjz/+SN++falbty6GYfDVV1+5bTdNk3HjxhEeHk7lypXp0aMHe/bscWtz4sQJHn30UYKDgwkNDWXw4MGcPn3arc2WLVu45ZZbCAgIICIigqlTpxaI5fPPP6dFixYEBATQtm1bvv322xL/vFLOndgHeVmcMf05ZNayOhqPtd1ZyT1FCbqUTzo3iTdpoQruReMa5q556CLeSgl6EZw5c4aoqChmzJhxye1Tp07ln//8JzNnzmTdunVUrVqVmJgYMjMzXW0effRRtm/fztKlS1m4cCE//vgjTz/9tGt7RkYGPXv2pEGDBmzcuJE333yT2NhYPvjgA1ebNWvWMGDAAAYPHsyvv/5Kv3796NevH9u2aYiuXCC/QNwesx6m/okXapu9oeNBiiq5S/mkc5N4k+b5a6AnaA30y3MVijt3yR/mLrRy5UoMwyAtLa3AtmPHjtGiRQt8fHz473//Wzqx5hs0aBD9+vVzPe/WrRsjRowo8ePExsbSvn37Qo9bmscSKUm6ei+C3r178/rrr3PvvfcW2GaaJm+//TZjx47lD3/4A+3ateOjjz7i8OHDrj+aCQkJLF68mH//+9906dKFm2++mXfeeYf58+dz+PBhAD755BOys7OZNWsWrVu35uGHH2b48OG89dZbrmNNnz6dXr16MXr0aFq2bMmkSZPo2LEj7777bpl8D1JO5M8/36ECcZe1zTnE/dhODRWUcknnJvEWlcmkgXEU0BB3p9TUVJ5//nkaNWqEv78/ERER9O3bl+U/r3M0KMJ566abbiIlJYWQkBC310+dOkXv3r2pWbMmsbGxPProoyxfvrzA+ydPnswNN9xAUFAQtWvXpl+/fuzateuaP9uCBQuYNGlSkdoWJ5kfNWrUJT/HtbrUDyGldSwRUIJ+zRITE0lNTaVHjx6u10JCQujSpQtxcXEAxMXFERoayvXXX+9q06NHD2w2G+vWrXO1ufXWW/Hz83O1iYmJYdeuXZw8edLV5sLjONs4jyMVW+Sri4h8dRFLV/wAwE71QlxWKtWhSg0w81w/aoh4C08/N2VlZZGRkeF2E+/hPB9FvrqoSO2bGYewGSbHzBB+J+TKb/BySUlJdOrUiR9++IE333yTrVu3snjxYrp3787QF0c7GuVlXXE/fn5+hIWFYRiG67WsrCz+8Ic/UK1aNb7//nv+8pe/8I9//IP77ruPDRs2uL1/1apVDB06lLVr17J06VJycnLo2bMnZ86cuabPV716dYKCgq5pHxcyTZPc3FwCAwOpUaNGie33csryWFLxKEG/RqmpqQDUqeO+JEidOnVc21JTU6ldu7bb9kqVKlG9enW3Npfax4XHKKyNc/ul6CKo4mlhOAvtKEG/PAPCoxwPNcxdvIynn5smT55MSEiI6xYRoV7Tiqy5zTH/fKd6zwEYMmQIhmHwyy+/cP/999OsWTNat27NyJEjWbt2Hdh8XW2PHz/OvffeS5UqVWjatCnffPONa9vFQ9zz8vIYMGAAgYGBLFy4kKpVqwLw3HPP8c4779C3b1+3HvLFixczaNAgWrduTVRUFHPmzCE5OZmNGzcWGnteXh4jR44kNDSUGjVq8PLLL2Oaplubi3vF33vvPZo2bUpAQAB16tThgQceABxD1FetWsX06dMxDAPDMEhKSnJ9ru+++45OnTrh7+/Pzz//XOiw8wkTJlCrVi2Cg4N59tlnyc7Odm2LjIzk7bffdmvfvn17YmNjXdsB7r33XgzDcD2/+Fh2u52JEydSr149/P39ad++PYsXL3ZtT0pKwjAMFixYQPfu3alSpQpRUVHqZJNLUoLu5XQRVLEEcZYI2zFAFdyLRAm6iCXGjBlDenq663bw4EGrQxILtXT+sKzzFidOnGDx4sUMHTrUlUBfKDQ09HyhOBzJZ//+/dmyZQt33XUXjz76KCdOnLjkvn18fFiwYAHffPMN/v7+btsef/xxUlJSaN68eaGxpaenA44e8MJMmzaNOXPmMGvWLH7++WdOnDjBl19+WWj7DRs2MHz4cCZOnMiuXbtYvHgxt956K+CYPhMdHc1TTz1FSkoKKSkpbtexr776KlOmTCEhIYF27dpdcv/Lly8nISGBlStX8umnn7JgwQImTJhQaDwXW79+PQCzZ88mJSXF9fxi06dPZ9q0afz9739ny5YtxMTEcM899xQozPnnP/+ZUaNGER8fT7NmzRgwYAC5ublFjkcqBiXo1ygsLAyAI0eOuL1+5MgR17awsDCOHj3qtj03N5cTJ064tbnUPi48RmFtnNsvRRdBFUuz/Cq4h83qpBNocTTlgCtBVyV38S6efm7y9/cnODjY7SYVV/P8c1epT80yTYycs5bcuKgXuTB79+7FNE1atGhReCNnoTgcvcwDBgygSZMmvPHGG5w+fZpffvnlWr+pAux2OyNGjKBr1660adOm0HZvv/02Y8aM4b777qNly5bMnDmzwBz4CyUnJ1O1alXuvvtuGjRoQIcOHRg+fDjgmJbj5+dHlSpVCAsLIywsDB8fH9d7J06cyJ133knjxo0L/dHAz8/PVUOjT58+TJw4kX/+85/Y7fYife5atRyr4YSGhhIWFuZ6frG///3vvPLKKzz88MM0b96cv/3tb7Rv375A7/yoUaPo06cPzZo1Y8KECRw4cIC9e/cWKRapOCpZHUB517BhQ8LCwli+fLlrqEtGRgbr1q3jueeeAyA6Opq0tDQ2btxIp06dAPjhhx+w2+106dLF1ebPf/4zOTk5+Po6hi4tXbqU5s2bU61aNVeb5cuXuw0LWrp0KdHR0YXG5+/vX+BXUvFeLfPXkd2p4e1FE5b/i/uR7ZCXAz6+l28vUk54+rlJ5DzTtQZ6aQ9xN3LP0XZuy1I9RmG2DkzAvCCxLszFw8Ev6YIe9At7jqtWrUpwcHCBH95KwtChQ9m2bRs///xzoW3S09NJSUlx/f0Ax7SZ66+/vtDPdeedd9KgQQMaNWpEr1696NWrl2vI/pVcWD+jMFFRUW77io6O5vTp0xw8eJAGDRpc8f1FkZGRweHDh+natavb6127dmXzZvcRehf+9woPDwfg6NGjl/9BRioc9aAXwenTp4mPjyc+Ph5wFN+Jj48nOTkZwzAYMWIEr7/+Ot988w1bt27l8ccfp27duq6lHVq2bEmvXr146qmn+OWXX1i9ejXDhg3j4Ycfpm7dugA88sgj+Pn5MXjwYLZv385//vMfpk+fzsiRI11xvPDCCyxevJhp06axc+dOYmNj2bBhA8OGDSvrr0Q8lHP+uQrEFVG1huAf7Ci2c+zaK9OKlCWdm8Qb1CKN6sZp8kyDPWY9q8OxzJZDaWw5lEZ2ldoYhsHOnTsLb3xBou97QY8yOCqOF7V3uKiGDRvGwoULWbFiBfXqlex/o6CgIDZt2sSnn35KeHg448aNIyoq6pJLw13sUlMAistmsxX48SAnJ+ea91sY5w+dgKt4X0n/95LyTz3oRbBhwwa6d+/ueu68MBk4cCBz5szh5Zdf5syZMzz99NOkpaVx8803s3jxYgICAlzv+eSTTxg2bBh33HEHNpuN+++/n3/+85+u7SEhISxZsoShQ4fSqVMnatasybhx49zWo73pppuYN28eY8eO5bXXXqNp06Z89dVXlx1qJBVLC1ehHSXoRRH52nfM97uOG20ZjHrnI/7+16lWhyRSZDo3iTdwjvxKMsPIwu8Kra+NWakyWwcmlOoxLnfsogipVo2YmBhmzJjB8OHDCyShaWlphIaEgC3/Ej4v+xJ7KRmmafL888/z5ZdfsnLlSho2bHjZ9iEhIYSHh7Nu3TrXPPLc3Fw2btxIx44dC31fpUqV6NGjBz169GD8+PGEhobyww8/cN999+Hn50deXt5Vf4bNmzdz7tw5Kld2fP9r164lMDDQNZe9Vq1apKSkuNpnZGSQmJjotg9fX9/LxhAcHEzdunVZvXo1t912m+v11atX07lz56uOXSouJehF0K1bt8sOOTIMg4kTJzJx4sRC21SvXp158+Zd9jjt2rXjp59+umybBx98kAcffPDyAUuFZGB3zeNLUA96kW2zR3KjLYHWRpLVoYgUi85N4g2cBeISzJIZbnxZhlGkYeZWmzFjBl27dqVz585MnDiRdu3akZuby9KlS3n//fdJSEg4P8y9CMutXa2hQ4cyb948vv76a4KCglwrM4SEhLgS3ou98MILTJkyhaZNm9KiRQveeuuty/aGL1y4kP3793PrrbdSrVo1vv32W+x2u6tYXWRkJOvWrSMpKYnAwMDLFqi7lOzsbAYPHszYsWNJSkpi/PjxDBs2DJvNMYj49ttvZ86cOfTt25fQ0FDGjRvnNs/dGcPy5cvp2rUr/v7+ruk9Fxo9ejTjx4+ncePGtG/fntmzZxMfH88nn3xSrHhFQAm6iNe4zjhOkHGOLLMSiWbhxZnE3XZ7JACtbUmWxiEiUhG1tB0AYIdGfrk0atSITZs28de//pWXXnqJlJQUatWqRadOnXj//fcdjZw/NJRigu48Vrdu3dxenz17NoMGDbrke5zxDhw4EJvNxpNPPsm9997rqgB/sdDQUBYsWEBsbCyZmZk0bdqUTz/9lNatWwOOomoDBw6kVatWnDt3rkDv9pXccccdNG3alFtvvZWsrCwGDBjgWkINHMWUExMTufvuuwkJCWHSpEkFjjFt2jRGjhzJ//3f/3HdddeRlJRU4DjDhw8nPT2dl156iaNHj9KqVSu++eYbmjZtWqx4RQAMs0jVKMRbZGRkEBISQnp6uqrmepmnXpvA//m9xXZ7A/pkT7Y6nHKjqXGIpf4vc9oMIHB8CthUmkNKh/7+Fk7fjXeJfHVRkdt+7/cyzW2HeCJ7NCvsHUoshuuCfIjtXpvadethVCrdofMlrV290Cs3OpcGJxOhUmWorQJjcnmZmZkkJibSsGFDt2lOoL+/nkhXoiJeQgXirs5+M5xzph+BRiac2G91OCIiFYY/2TQ2DgOQoB704nH2oOdmgoqMiXgVJegiXsK5TI0ucoonD5/zc/ZT4i2NRUSkImli/EYlw85JM5BUije3uMLz8c0vFGdC7jmroxGREqQEXcRLtMgvEKce9OJzzkNXgi4iUnZa5c8/d/ywbFgbTHljGOcLxeWctTYWESlRStBFvEH2WSINR3VVLbFWfFvN/KVjUjZbG4iISAVSphXcvZFzmHuOetBFvIkSdBFvcGwnPobJMTOY44RYHU25s9XeyPHgcLzm8omIlJHzCbp+WL4qzgQ9Wz3oIt5ECbqINziyHVDv+dXaY15HpukLWRkqFCciUiZM1xJrCfaS70G3m45j4M2LFTmHuKtQnFyBFu0qX5Sgi3iDI9sA2GVGWBxI+ZRLJXY4h1ge/tXaYEREKoBwThBqnCHXtLHXrFvi+0/LtJOTZ2LmZpf4vj2Gjx8YPqhQnFzJ2bOOURa+vr4WRyJFUcnqAESkBKRuBWBHKfRCVBRb7I3oaNvrSNDbPWh1OCIiXs3Ze77PrEsWJb9O+blck+X7T3O3nw/VquNYC90oH4XoMjMzi9HaH3LPwOl0qOJTajFJ+WSaJmfPnuXo0aOEhobi46P/R8oDJegi5Vjkq4sAky3+mwg2YIcZaXVI5db5eejqQRcRKW1lMf98QcIZAO5olIevj0F5qRTvd65y0RtnpkFmBvidgyrppRaTlG+hoaGEhYVZHYYUkRJ0kXKunnGMYOMcWWalUhkmWFFsNvMT9JTNYM8Dm35lFhEpKscPxkVXmvPPnUzgvwlnWLTnLNUCbNjKR37uZvlL3S7fYM8yWP0q1GwOD39SJjFJ+eLr66ue83JGCbpIOdfacFzk7Dbrkat/0ldtv1mXM6Y/VXPO0OPP/2bZ5GesDklExGuVZQX3zFyTlNN5pX6c0hAQEHD5BvXawumDcDYFfADfK7QXEY+nInEi5Vyr/F6IHfZIawMp5+zY2Ja/Hno7Q5XcRURKSwBZRBqpQOn2oFcIofWhSg2w57oKxopI+aYEXaSca5Xfg+6qQi5XbavdkaC3tSVaHImIiPdqbhzExzA5ZgZzjFCrwynfDAOu6+R4/NtGa2MRkRKhBF2knGvp6kFXgn6ttuQXimtnUw+6iEhpaWnLH96u81bJcCXom6yNQ0RKhBJ0kXIslFPUM44DsLMM5vF5u635heJaG0mQl2ttMCIiXqqN4RilpJVHSkjdjo579aCLeAUl6CLlmLMX4oC9NqeoYnE05V+SWYcMszIBRg4c22l1OCIiXql1/siv7epBLxnX5Sfov++Bc2mWhiIi104Jukg51spIAjT/vKSY2NiWPw9d66GLiJQ8H/JomV87xVmYU65R1ZoQmn8dkBJvaSgicu2UoIuUY600/7zEbXGuh64EXUSkxDUyUggwcjhtBpBk1rE6HO9xnYa5i3gLJegi5ZgquJe8rfmF4nSRIyJS8s7PP2+AqcvQkqNCcSJeQ38ZRcqrnEyaGIcBrYFekjabjR0PjmyHnExrgxER8TKtbUkAbNd5q2QpQRfxGkrQRcqrYzvxNfI4aQaSQnWro/Eah8yaHDODwZ4DqVusDkdExKu0cSboquBessKjwLDBqcOQkWJ1NCJyDZSgi5RXqVsB5/xzw9pYvIpBvL2J4+Gh9daGIiLiRQzsruKmroKcUjL8qkKtlo7Hh9WLLlKeKUEXKa+cCbrmn5e48wn6BmsDERHxIhHGMYKNc2SZvuw161odjvdRoTgRr6AEXaS8yh9+rQruJS/eOQ/9NyXoIiIlpXV+7/lOM4JcKlkbjDdyJejqQRcpz5Sgl4DIyEgMwyhwGzp0KADdunUrsO3ZZ59120dycjJ9+vShSpUq1K5dm9GjR5Obm+vWZuXKlXTs2BF/f3+aNGnCnDlzyuojiqex50GKI0HXOrIlb4u9MWBAWjKcPmZ1OCJXRecm8TRtbI4K7tv1w3KRRb66yHW7ImehuMObwG4v3cBEpNTo58sSsH79evLy8lzPt23bxp133smDDz7oeu2pp55i4sSJrudVqlRxPc7Ly6NPnz6EhYWxZs0aUlJSePzxx/H19eWNN94AIDExkT59+vDss8/yySefsHz5cv70pz8RHh5OTExMGXxK8RSRry6iiXGIZf5nOGv6s0/DBEvcKapAreZwbKejF715b6tDEik2nZvE07TOXxp0u35YLh21W0GlAMhMhxP7oGZTqyMSkaugBL0E1KpVy+35lClTaNy4MbfddpvrtSpVqhAWFnbJ9y9ZsoQdO3awbNky6tSpQ/v27Zk0aRKvvPIKsbGx+Pn5MXPmTBo2bMi0adMAaNmyJT///DP/+Mc/dBFUAbXNX0d2u9kAuwbClI7rrnck6IeUoEv5pHOTeBaT1q4e9EhrQ/FWPr5QtwMkx8HBX5Sgi5RTurIvYdnZ2Xz88cc8+eSTGMb5ytqffPIJNWvWpE2bNowZM4azZ8+6tsXFxdG2bVvq1Knjei0mJoaMjAy2b9/uatOjRw+3Y8XExBAXF1fKn0g8Udv8ixxVwS09r633B+Dnld9ZHInItfO0c1NWVhYZGRluNyl/ijP8ujZp1DIyyDVtJJj1yyC6CqreDY77Q79YG4eIXDX1oJewr776irS0NAYNGuR67ZFHHqFBgwbUrVuXLVu28Morr7Br1y4WLFgAQGpqqtsFEOB6npqaetk2GRkZnDt3jsqVK18ynqysLLKyslzPdRHkHZzz+LYqQS818XZHobh2tv2OuXw2/Z4p5ZennZsmT57MhAkTSurjSTngPG/tM+uShZ/F0XixiM6O+4NaJlSkvFKCXsI+/PBDevfuTd265+cFP/30067Hbdu2JTw8nDvuuIN9+/bRuHHjUo1HF0Hex4bdVQl3q9nI2mC82C4zgrOmP8HGOTi+G2q3sDokkavmaeemMWPGMHLkSNfzjIwMIiIiSvWYYq02zvXPzUhL4/B69fIT9KM7HHPRA0KsjUdEik1dQiXowIEDLFu2jD/96U+XbdelSxcA9u7dC0BYWBhHjhxxa+N87pwbWFib4ODgQnsowHERlJ6e7rodPHiweB9KPE4j4zBVjSwViCtlefiw1VnISMutSTnmiecmf39/goOD3W7i3ZxTs3Zo/nnpCqoDofUBU+uhi5RTStBL0OzZs6lduzZ9+vS5bLv4+HgAwsPDAYiOjmbr1q0cPXrU1Wbp0qUEBwfTqlUrV5vly5e77Wfp0qVER0df9li6CPI+KhBXdpzD3DmkBF3KL088N0nF0862D4DNdo38KnURjh/bNMxdpHzS1X0JsdvtzJ49m4EDB1Kp0vmZA/v27WPSpEls3LiRpKQkvvnmGx5//HFuvfVW2rVrB0DPnj1p1aoVf/zjH9m8eTPff/89Y8eOZejQofj7OwpVPfvss+zfv5+XX36ZnTt38t577/HZZ5/x4osvWvJ5xToqEFd2frXnV8BVD7qUUzo3iSeowwnqGGnkmQbbNcS99DmHuatQnEi5pAS9hCxbtozk5GSefPJJt9f9/PxYtmwZPXv2pEWLFrz00kvcf//9/O9//3O18fHxYeHChfj4+BAdHc1jjz3G448/7rY2bcOGDVm0aBFLly4lKiqKadOm8e9//1vL2FRAKhBXdlw96Ee2Q9Zpa4MRuQo6N4kniMrvPd9t1uMcARZHUwFE5FdyP7jeUeRURMoVFYkrIT179sQ0zQKvR0REsGrVqiu+v0GDBnz77beXbdOtWzd+/fXXq45RvIA9TwXiylAqNfjNrMF1/O7oRW/UzeqQRIpF5ybxBO1s+wHYYi/d4oOSr04bqFQZstJV5FSkHFIPukh58vteFYgrYxvszR0PktdZG4iISDnVzshP0PXDctnw8YXrOjoea5i7SLmjBF2kPDns6KVSgbiys8HezPHg4FprAxERKZdMVw+6CsSVIdd66ErQRcobDXEXKU8OxwMqEFeWNroS9PVgzwObj7UBiYiUIw2MI4QaZ8gyK7HLrG91OOVa5KuL3J4nTbnMygyuQnGq5C5S3qgLTqQ8SYkHVCCuLO0064NfEGSfchSLExGRIovKH96eYDYgR/1CZadefqG4Yzvh3ElrYxGRYlGCLlJe2PMgZQugAnFlyY7tgoq4mocuIlIcWv/cIoG1oFr+j/mHtFSoSHminzJFyoHIVxfRwkhmsf8ZTpmVVSCujL21szojfeGb//2Xezo/ZXU4IiKWuHiIdVGogruF6kfDyURIjoOmd1odjYgUkXrQRcqJ9ra9AGyxN1KBuDK23nRUcu9k221xJCIi5YcPebTJXxp0s0Z+lb0G0Y77A2usjUNEikVX+SLlRAfDkaD/ajaxOJKKJ97emFzTxnXG75B+yOpwRETKhSbGb1QxsjhtBrBfI7/KXoOujvvfNkJOprWxiEiRKUEXKSecPejxdiXoZe0cAWw3Ix1PkrXcmohIUTiHt28zG2rklxWqN4LAOpCX7UjSRaRc0F9LkXIgkLM0NX4DlKBbxbXcmhJ0EZEiiTJUIM5ShgENbnI81jB3kXJDCbpIOdDOth+bYXLQXovjhFgdToW0wbUeuhJ0EZGiiMqv4K4CcRZyDnM/sNraOESkyJSgi5QDzvnn8aYucqyywe4oFMeR7ZCZYW0wIiIerjKZtDSSAfhVI7+s4+xBP/gL5OVYG4uIFIkSdJFywDn//Fd7U4sjqbiOUo0D9tpg2h0XOiIiUqh2RiKVDDspZnUOU8PqcCquWi0hIBRyzkDKFqujEZEiUIIu4ulM84ICcepBt9I6e0vHg6QfrQ1ERMTDOZel3GRvAhjWBlOR2WwXzEPXMHeR8kAJuoinSztALSODbNPnfCVxsUScvZXjQdLP1gYiIuLhOroS9GYWRyIqFCdSvihBF/F0hzYAsMNsQBZ+FgdTsa11JuiH4zUPXUSkUCYdbXuAC1bAEOvUz0/Qk+PAbrc2FhG5IiXoIp4uP0HX8mrWS6EGVGsIZp7jQkdERApoaKRS3ThNlumrkV+eILwd+FaFzDQ4lmB1NCJyBUrQRTzdb44EXVVwPcOnxyIB+NdHc60NRETEQznnn282G5FDJYuj8V6Rry5y3S7LxxciOjseJ2keuoinU4Iu4slysyBlMwDxphJ0T7A2v1BctG2HxZGIiHimjoZz/rlWHvEYkfnroavIqYjHU4Iu4qEiX13EvX95H/KyOWEGcsCsY3VIAsTZWwPQ2kiCc2mWxiIi4ok65c8/V4LuQRp1d9wn/gj2PGtjEZHLUoIu4sFusO0EYIO9OVqmxjMcpRr77OH4GKYq4oqIXCSYMzQ1fgNUwd2jhLcH/xDITHeNzBMRz6QEXcSD3WDbBcAv9hYWRyIXOr8eupZbExG5UHvbXmyGSZK9DscJsToccfKpBJE3Ox7vX2lpKCJyearcIeKhDOyuBH29vbnF0ciF4uyteIQfNJdPRLzeFQuQXcQ5vH2jqeHtHqdRN9i1yJGg3zLS6mhEpBDqQRfxUE2N3wg1znDW9NcyNR7GtR566jY4e8LaYEREPIizQNyvmn/ueRp1c9wnr4Wcc5aGIiKFU4Iu4qE6588/32RvQq4Gu3iUY4Sy114XMOGAlqwREQGwYae9bR8AGzX/3PPUbApBdSEvy5Gki4hHUoIu4qHOD2/X/HNPtDq/mjv7VlgbiIiIh2hlJBFknCPDrMwuM8LqcORihgGNbnM8TlxlbSwiUigl6CUgNjYWwzDcbi1anE+qMjMzGTp0KDVq1CAwMJD777+fI0eOuO0jOTmZPn36UKVKFWrXrs3o0aPJzc11a7Ny5Uo6duyIv78/TZo0Yc6cOWXx8cQKpumq4P6LqQTdE/1ob+d4sHcZmKa1wYhcgs5NUtZutCUAjsKmdl1ieibnMHcVihPxWPrrWUJat25NSkqK6/bzz+erO7/44ov873//4/PPP2fVqlUcPnyY++67z7U9Ly+PPn36kJ2dzZo1a5g7dy5z5sxh3LhxrjaJiYn06dOH7t27Ex8fz4gRI/jTn/7E999/X6afU8pIWjJ1jRPkmD78am9idTRyCXH21mDzhbQDcGK/1eGIXJLOTVKWbrTtAC6o0yGep2F+D/rheNVQEfFQmthaQipVqkRYWFiB19PT0/nwww+ZN28et99+OwCzZ8+mZcuWrF27lhtvvJElS5awY8cOli1bRp06dWjfvj2TJk3ilVdeITY2Fj8/P2bOnEnDhg2ZNm0aAC1btuTnn3/mH//4BzExMWX6WaUMJMcBsM1sSCb+Fgcjl3KWAKh/IyT9BHuXQ43GVockUoDOTVJWbNhdtVPWOpeilDJzYbX9pCl9Cm8YHA61WsCxnY7zV6s/lEF0IlIc6kEvIXv27KFu3bo0atSIRx99lOTkZAA2btxITk4OPXr0cLVt0aIF9evXJy7OkYTFxcXRtm1b6tSp42oTExNDRkYG27dvd7W5cB/ONs59FCYrK4uMjAy3m5QDB9YA8IuWV/NsTe5w3O9bbm0cIoXQuUnKSisjieD8+ec7tPKIZ3MOc1cNFRGPpAS9BHTp0oU5c+awePFi3n//fRITE7nllls4deoUqamp+Pn5ERoa6vaeOnXqkJqaCkBqaqrbBZBzu3Pb5dpkZGRw7lzhS2VMnjyZkJAQ1y0iQkVbyoX8HnQViPNsdy3yA+DsrhU0e/Ura4MRuYjOTVKWNP+8HHEl6MtVQ0XEA2mIewno3bu363G7du3o0qULDRo04LPPPqNy5coWRgZjxoxh5MiRrucZGRm6EPJ0Z47Dccc6shu0TI1HSzDrc8wMoZaRTifbbqvDEXGjc5OUJc0/L0ca3go+/pCWDMd2QW11Boh4Ev3EWQpCQ0Np1qwZe/fuJSwsjOzsbNLS0tzaHDlyxDUvMCwsrEDlXOfzK7UJDg6+7IWWv78/wcHBbjfxTJGvLiLy1UU889d3Adhlr0caQRZHJZdjYnNVc7/NtsXiaEQuT+cmKS2af17O+FWFyJsdj/eooKOIp1GCXgpOnz7Nvn37CA8Pp1OnTvj6+rJ8+fk5qrt27SI5OZno6GgAoqOj2bp1K0ePHnW1Wbp0KcHBwbRq1crV5sJ9ONs49yHe4ybbNgDW6SKnXFiV50zQN1scicjl6dwkReX8wfjCwmOXo/nn5VCz/CKOu5dYG4eIFKAEvQSMGjWKVatWkZSUxJo1a7j33nvx8fFhwIABhISEMHjwYEaOHMmKFSvYuHEjTzzxBNHR0dx4440A9OzZk1atWvHHP/6RzZs38/333zN27FiGDh2Kv7+jgvezzz7L/v37efnll9m5cyfvvfcen332GS+++KKVH11Kwc35CfrP9jYWRyJF8bO9LXbToKUtGU6lWh2OiIvOTVJWumj+efnTtKfjPjkOzqVZGoqIuNNf0RJw6NAhBgwYQPPmzenfvz81atRg7dq11KpVC4B//OMf3H333dx///3ceuuthIWFsWDBAtf7fXx8WLhwIT4+PkRHR/PYY4/x+OOPM3HiRFebhg0bsmjRIpYuXUpUVBTTpk3j3//+t5ax8TLh/E5jWwp5pqF5fOXECYLZajZ0PNn3g7XBiFxA5yYpK84CcTpvlSPVG0LN5mDm6dwl4mEM01T5xookIyODkJAQ0tPTNefPw0S+uogHfVbypu8HbLI34b7siVd8j3iGlyp9xvOVvoLW98KDc6wORzyU/v4WTt+NZynq0HZwzD+P93+aYOMsd2e9zjazUSlGJkVx2XXQL7RkLKx5B6IGwL0zSzco8Vj6++t51IMu4kG6anh7ubQ8r6PjwZ5lkJtlbTAiImXIMf/8rOafe5Ai1xBomj/SZc9SsNtLPzARKRIl6CIew3Ql6Kvz2locixTHZrMRR8xQyD7FwHHTitX7JCJSnt2av4LFWnsrzT8vb+rfCP4hcPY4HN5kdTQikk9/SUU8RHPjILWMDM6a/vxqNrE6HCkGExvL8joB0NO2weJoRETKzm0+jgR9pb29tYFI8fn4QuPujse7tdyaiKdQgi7iIZzV23+xtyAbX4ujkeJaYr8egB4+GzHQUEER8X5BnKWTsRuAH+3tLI5GroprubXF1sYhIi5K0EU8xM22rQD8pPnn5VKcvRWnzMrUMdKIMvZbHY6ISKm7ybaNSoadvfa6HDJrWR2OXI0md4Jhg9QtkJZsdTQighJ0Ec+Qm00X204AVts1/7w8ysaXVfYoAO700TB3EfF+t9k2A7j+9kk5FFgLGnR1PN7xtbWxiAigBF3EMxxaTxUji2NmMLvMelZHI1dpSZ5jmHtP20aLIxERKW2ma/65hreXc63+4LhXgi7iEZSgi3iC/SsAWGNvg6l/luXWCnt7sk0fmtp+g+N7rQ5HRKTUNDF+4zrjdzJNX9baW1odjlyLln0BAw6th/RDVkcjUuEpExCxkHOd0u0rPwPgxzz1QpRnp6jCWnsrx5NdWmpNRLyXc3j7OntLsvCzOBq5JkFhUD/a8Tjhf9bGIiJK0EWsVpfjtLYdIM80+EHL1JR7zmruJCy0NhARkWJw/mAc+WrRfly8LX/9c80/9xIa5i7iMZSgi1jsdp9fAdhoNuMkwRZHI9fq+7zrsZsGHPoFTh6wOhwRkRJXmUy62BIAWKX5596hZV/HffJayEixNhaRCk4JuojF7swvKLY8r6PFkUhJOEY14vKHuf/t728UuTdKRKS86GJLwN/I5ZBZk31mXavDkcso8siIkOugXmfAhJ0aASZiJSXoIhaqyjlutO0AYJldCbq3+Np+EwD3+Ky2OBIRkZLnXKliZV4UYFgbjJQcDXMX8QhK0EUsdIttK/5GLon2OuqF8CKL824gy6xES9tBmhkHrQ5HRKTE2LBzp88GAL6332BxNFKinAn6gdVwKtXaWEQqMCXoIhbq4bMJgGX2TqgXwntkEOgqnHSPzxqLoxERKTmdjN3UMjJIN6u4pvOIlwiNcAxzN+2w9XOroxGpsJSgi1jFnkd3m6NA3HINb/c6X+d1BeAPtjVgmhZHIyJSMnr5rAccPyznUsniaKTEtR/guI+fp3OXiEWUoItY5dB6ahinSDOrssHezOpopIQtt3fgtBlAhO0YHFpvdTgiIiXAJCY/QV+cp+HtXqn1feDjD0d3QMpmq6MRqZCUoItYZde3AKy0R6kXwgtl4s/3zjXRNVRQRLxAGyOResZxzpr+/Kjl1bxT5VBo0cfxePOnloYiUlEpKxApY46lTkx+8PsPjWxaXs2bfZPXlft9fubYuvlE/3gzuVQiaUofq8MSEbkqzuHtK+xRZOFncTRSXBcvtVbo+aj9I7B9AWz5DO6cBJX031qkLClBF7FAWyORRrZUzpl+mn/uxVbbW3PMDKGWkc4dtk18b+9sdUgiIi5XXBv7Ir1sjgT9+zz9LfNqjbpDYBicToU9S6Dl3VZHJFKhaIi7iAWclb2X2TtylgCLo5HSkkslPsu7DYBHfZZbHI2IyNVrbPxGE9thssxK/GBvb3U4Upp8KkG7/o7HGuYuUuaUoIuUMRt2+vrEAfBN3k0WRyOl7dO82wG41Wcr9YyjFkcjInJ1ett+AWC1vQ2nqWJxNFLq2j/iuN+9GM4ctzYWkQpGCbpIGets20mYcZJ0s4prrWzxXofM2vyY1xaAh31WWByNiMjVMOnnsxqA7zRVp2Ko3RLqdgB7rmPJNREpM0rQRcrYPTbH8PbFeZ3JxtfiaKQszMu7A4D+PqsgL8fiaEREiifK2EcT22HOmX58p/nnFcf1Tzru1/8f2POsjUWkAlGCLlKWcrPp7eMYJvi1XcPbK4pl9o4cM0OobaTBru+sDkdEpFge8PkRgMX2GzS8vSJp+yBUrgZpybD7e6ujEakwlKCLlKX9K6hmnOaoGcpaeyuro5EycmGxODbOtjYYEZFi8CPHVTflv3m3WhyNlCnfytDxccfjX/5lbSwiFYgS9BIwefJkbrjhBoKCgqhduzb9+vVj165dbm26deuGYRhut2effdatTXJyMn369KFKlSrUrl2b0aNHk5ub69Zm5cqVdOzYEX9/f5o0acKcOXNK++NJSdr6OQCL8rpg1z+/CmV+XnfHg30/wO/7rA1GKgSdm6Qk3GHbRKhxhhSzOmvsra0OR0pQ5KuLXLdC3fAnMGywfyUc3VlmsYlUZMoQSsCqVasYOnQoa9euZenSpeTk5NCzZ0/OnDnj1u6pp54iJSXFdZs6daprW15eHn369CE7O5s1a9Ywd+5c5syZw7hx41xtEhMT6dOnD927dyc+Pp4RI0bwpz/9ie+/17AjTxf56iLavPo5Z7Z8A6h6e0V00KzDirz8ooBr37M2GKkQdG6SknB//vD2BXk364fliii0PjS/y/H4lw+sjUWkgqhkdQDe4P+3d+fhNd75/8ef9zknmyVaWwQh6KLUvqQZU6ENmWnHt6OdMtQyOqqmtCX9jTKlqPnhOy3VWqr7iiqlWpSSUrRmOhPi19qmti7ahJQKIcs59/374xBCLCeS3Gd5Pa7rXM65z33H63Ou5H6f972uWrWq2Os33niD2rVrk56eTufOZw8Hq1SpEnXq1CnxZ3zyySfs2LGDtWvXEhMTQ+vWrZk0aRKPP/44EyZMIDw8nLlz59KoUSOmTZsGwE033cSmTZt49tlnSUlJKb8BSpn4vfNzKhv5fGPWY6t1nd1xxAYvenrQ1bmNvC/f5Fcb27Nlah+7I0kQU22Sq1WTY3RxbAN0eHtIS3gQdi2Hbe9C8niIrGZ3IpGgpk2h5eDYsWMAVK9evdj0efPmUbNmTW6++WbGjBnDyZMni97bvHkzLVq0ICYmpmhaSkoKOTk5bN++vWie5OTkYj8zJSWFzZs3XzRLfn4+OTk5xR5iB4t+zrUAzPPcDhj2xhFb/NO8iQyzMZFGIQNdn9gdR0KMapOce0jzJQ9rPu0u5+e4DJOt5nXss+pWQELxS/G3Qu1mUJgLW962O41I0FODXsZM02TEiBF06tSJm2++uWh63759eeedd1i3bh1jxozh7bffpl+/fkXvZ2ZmFvsCBBS9zszMvOQ8OTk5nDp1qsQ8U6ZMoVq1akWPuLi4Mhmn+Ka9sZumju85ZYWzxHOr3XHENgYvunsAMMD5CRTkXmZ+kbKh2iS+s+jlXA/A+6pboc0w4Ja/eJ9/MRMK8+zNIxLkdIh7GRs2bBhff/01mzZtKjZ9yJAhRc9btGhBbGwst99+O3v37qVJkybllmfMmDGkpqYWvc7JydEXIRvc50oDvOee51DZ5jRip9VmB/abMTRyZHn3RNwy9PILiVwl1Sbx1a8c27nR8QO5VoSumyLQ8o/w2T/g2Pew5S1IGHL5ZUSkVLQHvQwNHz6c5cuXs27dOurXr3/JeRMSEgDYs2cPAHXq1CErK6vYPGdenzk38GLzREdHExUVVeL/ExERQXR0dLGHVLDcbO5w/AuAdzzJl5lZgp2Jg5c9v/O+2DwLPIX2BpKgp9okpXG/82MAFnmStGFZwBUOvx7pfb7pWXDn25tHJIipQS8DlmUxfPhwli5dyqeffkqjRo0uu0xGRgYAsbGxACQmJvLVV19x6NChonnWrFlDdHQ0zZo1K5onLS2t2M9Zs2YNiYmJZTQSKRcZ84gw3GwzG/OV1djuNOIH3vfcymErGo59T+q4sVd8PqiIL1SbpLTijZ9Idm4F4A2PLvQXCq7o2gRt+kF0PTj+I2zVuegi5UUNehkYNmwY77zzDvPnz6dq1apkZmaSmZlZdO7d3r17mTRpEunp6Rw4cIAPP/yQAQMG0LlzZ1q2bAlA9+7dadasGf3792fbtm2sXr2asWPHMmzYMCIiIgAYOnQo+/btY9SoUezatYs5c+bw3nvvMXLkSNvGLhcXP3oFjUZ/xIHVs4EzF4cTgXzCedXtvW1NathiwtFedCl7qk0CV9h4nedPTu8t8tZ62nDAii2vaBJoXBFn96Jv1F50kfKiBr0MvPDCCxw7dowuXboQGxtb9Fi4cCEA4eHhrF27lu7du9O0aVMee+wx7rnnHj766KOin+F0Olm+fDlOp5PExET69evHgAEDeOqpp4rmadSoEStWrGDNmjW0atWKadOm8corr+g2Nn6smyOdeEcWOVYlPvJob5Kc9YYnhUzrWuob2dx3+gr/ImVJtUlKI5pc7nV+BsBrnt/anEb8Tpv+UDUWcn6AjHl2pxEJSrpIXBmwLOuS78fFxfHZZ59d9uc0bNiQlStXXnKeLl26sHXrVp/yiV0shrs+AOAtTzdOEWlvHPEreUQww30PU8Ne4WHXUhZ7kuyOJEFGtUlKo7dzHZWNfHaZcXxhNrc7jvibsEjoNAJWPe69aFyLXhBRxe5UIkFFe9BFykkXxzZaOvZz0orgNbf2QsiFFnmS2GvGUt04wQOu5XbHEZEQ58LNQNcnALzm+Q1g2BtI/FO7P8G18XD8J/h8hs1hRIKPGnSR8mBZPOxaCniv3H4EXaFYLuTByT/cfwRgsPNjOJ51mSVERMpPL+dn1DeyOWxFs8zTye444q/CIqH7373PP38ejn5rbx6RIKMGXaQ87N9AO8c35FthvHz6YmAiJVlttmeLeR2VjHwW/u8QXdFdRGwRQQGPuJYAMNv9e/IJtzmR2OWKLizY9HfQqDN48mHNuIoLJxIC1KCLlIcNTwPwrqcLh7nW5jDi3wz+b+F9APR2rSfB2GlzHhEJRf2da6hjHOWgVYP5uuuIXI5hwG+mguGAHctg/0a7E4kEDTXoImXt2y/gwEYKLCcvunvYnUYCQLp1I/PdtwEwOewVIiiwOZGIhJIqnOQh1zIAZrjvoYAwmxNJQIhpDu0GeZ9//Di4VbtEyoKu4i5SRuJHr8CBybLwsbRwwGJPEj9S0+5YEiCmuvuQ7NxCE8dPPOT6EOhpdyQRCVC+niZzv3MV1Y0T7DVjWeK5tZxSSVDq+gRsXwqHtnuPHrztCbsTiQQ87UEXKUO9nOtp4ThAjhXFNPe9dseRAJJDZSYUDgDgL85lcGiXzYlEJBRcSw4PuLwN/XT3vXhw2pxIAkrlGvC76d7nG6fBwXR784gEAe1BFykj0Zzgr66FAMxw/4GfqWZzIgk0K80E1nrakOzcytZZ93FvwZO4cXFg6p12RxORIDU2bB5VjVN8bcaz0uxodxzxM+cfjVFiPWreE3Z+BF+/D0uHwoMbICyqghKKBB/tQRcpIyNd71PDOM43Zj3e8nSzO44EJIMnCweRY1WijWNP0QYfEZHy0MnxFfc4N2JaBmML78fS10IprTuegSp1IPu/kDbJ7jQiAU1rYpGycGgn/Z1rAJjoHoBbB6dIKf1ITf5a+CAAD7pWcLtDhwuKSNmLJJ/JrlcBeNPTnQzrOpsTSUCrVB3+Z6b3+T/nwO6P7c0jEsDUoItchfjRK7h+9DK2zeqLyzBZ5enAJrOF3bEkwK02O/Ca+zcATAubC798Z3MiEQk2j7iW0tBxiB+t6jzj7mV3HAkQl7xH+g3doeMQwIL3H4DDuys8n0gw0G4+kas00rWYVo59/GKdvciXyNWa4u5LW8c3tHbsJWP67+ldMI58wnU+uoiUyJcrtzczDjDEuRyAJwsHkYvOF5YykjIZsrbDt5/Dgj7wwKcQdY3dqUQCivagi1yFRMd2hjo/AuDxwgfIpIbNiSRYFOJieOEj/GJVprVjL7PCZuLEY3csEQlw0eQyJ+w5XIbJx54OrDXb2R1JgokzDO59E6rFwZG98P6fwVTtEvGFGnSR0jp5hOlhL+AwLOa7u7JaV7+VMvaDVYsHCh4j3wqjmzOdv7teA8uyO5aIBCgDk2lhLxDvyOIHqyZjCgfbHUmCUZVa8Md54IqCPWvhw4fBNO1OJRIw1KCL+Ch+9AqajP6QT6f0JNY4wl4zlknu/nbHkiD1b6spDxcOx2MZ9HGtg3WT7Y4kIgHqL84P6ebcQr4VxtCCEfxCVbsjSbCKbQX3vAyGEzLmwfIRatJFrpDOQRfxmcUk12vc5swgzwrjkcLhnCLS7lASxD4xOzDOfT+Tw16FDf/guU+/4Vn3Hzgw9Xd2RxMRG/ly3nlnxzYecy0C4En3n/jaalxesSREnPv7V+L1UW7qAXe/BEsegC1vgjMc7ngaDKMCU4oEHjXoIj56xLmUvq51eCyDRwqHs91qZHckCQHzPbdTjVweD3uXR11LqUkOmL8Fh9PuaCLi5zoYu5gbNgOnYfGuuwsLPV3tjiShosUfwFMIH/wF/v0yuPPgzungCrc7mYjf0iHuIr5If5PUsMUAPOkexCdmB5sDSSh5wfM/PFF4P6ZlcJ8rDRYPgsI8u2OJiB9ra/yX18P/QSUjn888LXnSPcjuSBJqWvfx3iPdcMDWt+Gdu+HkEbtTifgt7UEXuQLxo1fwZ+cKxoXNA2Cm+/fM8yTbnEpC0TxPMketKswIm034jmVs/zqDhwof5Vurjm7BJiLFtDD28Ub4/1LFyONzT3OGFKZSQJjdsSQIXfZw97b9oUptWHw/HNgIryRDn3eh1g0VmFIkMKhBF7kc02Ss620Guz4G4HV3CtPc99ocSkLZSvMWjhZWZVbY8zR3fMvy8CdOX41ZDbpIMPPlnPMUx5dMD3uBykY+/zKbMrjwMfLRYcVioxtS4M+fwPw/em/B9lISdHsKOgzWeeki5zAsS/fsCSU5OTlUq1aNY8eOER0dbXcc/5d/3Ht7kO1LAZhc2IeXPL8DVEjEfjEc4fnwWSQ4dgGwxPNrJhfeRzbVtDfdD2n9e3H6bK7MlTToBiaPupYwwrUEgE2e5jxYmEouUeUdT+QCJdaiE4e890ffv8H7usntcNcsiK5bseEE0PrXH2kPushF3DNmOs+GzaGB4zAFlpP/UziUD81OdscSKZJFdfoWPMFI12Iecn7I3c5NJDu28LS7F5i/0QXkREJMLY4yOexVujm3APCq+7dMdvfFg9YFYo/zNyodmHqn91D3/svgy5dg7XjYmwazOkCnEZA4DMIr2RNWxE9oD3qI0VayK1BwEjb8A89G7xVvf7BqMrLgIf5tNbU7mchFtTT28vew12jp2A/AbrM+s9y/Z4V5C/um9rA5nYDWv5eiz+birnSveR/nOka7FhBtnCTfcvGE+88s9iRVQEKRK3fBHvXD/4VlD8EP//a+jq4HXZ+Alr3AqeslVAStf/2PGvQQoz/CS/C4IeMdWD8Vjv8EwCJ3Zya6B3ACbc0V/+fApK8zjb+6FlLNOAnAXjOWuZ4eLPfcwikidei7jbT+vTh9Nhd36QbdItGxg8dci2jv+C8A28zGjCkczA4rvkLyiZRWUT0yTdi+BNZOhGPfeadVrQsJQ6DdnyDqWtsyhgKtf/2PGvQQoz/CEhTkwleL2btsCk0c3sb8B6smkwr7s1q3UZMAFE0uA52rud+1imuNEwAct6L4yJNI3wf/BvXagUN32axoWv9enD6b4i6319zAJMmxjeGuZUWNea4VwdPu3rzl6Y6pu+hKALhgg3FhHnz5ImyeDSeyvNPCKkHTO6FFL2jSVXvVy4HWv/5HDXqI0R/haaYJP27hzblT6encRLRxCoAjVhVmuXvyjidZt6KRgFeZU/R1pnGfM414R1bR9EzrWtZ62tJv4F+gQSJEVLExZejQ+vfi9NkUd7EGvbHxIz2dm+jp3ER9IxuAfCuMBZ6uzHX3IJMaFRlTpMwUa9bd+fD1+95GPevrs9Mr1YTru8N1t0OT26BS9YoPGoS0/vU/atAD0OzZs3n66afJzMykVatWzJw5k44dO17RsiH9R3jsIPzwJexJg/+uhtxDRW/tN2NY4LmN+Z7bdTi7BCGLWxw76e1cRzdHOlWMvKJ33JaDr61GfGk2Zcgf74E6LaF6Y11grhwE+/pXtenqlNSUV+Uk7R27udXxFbc6vuJ6x8Gi93KsKN713MbL7js4jA4BluBR1KxbFhxMh//3nvcQ+NzD58xlQExzqN8e6neEuq2hxvXg0q0EfaX1r/9Rgx5gFi5cyIABA5g7dy4JCQnMmDGDRYsWsXv3bmrXrn3Z5YP+j9Cy4NRR+OU7yP4GsnfD4V38uONz6hpHis2aY0Wx3mzNQk8XvjCbY+mQQAkBERSQ6NhBN0c6Sc5tRXvhznXSiqBS7I1QowlUbwLXxkO1et6L91SNhYiqumdtKQTz+le1qXTONOWVyKOhkUW8kUkjI5Omju9oYeyj0TlHvoB3g9oGsyVLPLeyxmyn+5pL0Ctq1j1u+PZz2LPWu6Pl0PYLZzacUOM6qHWDt25dGw/XNPTWrap1IKq6Tu8qQaiuf/2ZGvQAk5CQQIcOHZg1axYApmkSFxfHww8/zOjRoy+7/FX9EVqW93zt4hOLv3/+dMvyPrfOf22efZie08893ueeQjDd4CnwPtz53kfhSSg85c2Qn+O9R3neL5CbDSePePeIHzsI7lMlxndbDnZZDfi3eSNrzbZ8ad5Eoe40KCGuHofp4NhNB8dumjm+panxHVFGwSWXybfCyCaaenXrQ+Q1EFkNIqMhIhrCK3sfYZXAFXn6EeF9OMPAGQ6OMO9zh+v0w+n913CcfTic3n8xTk8zTj8/91/O2VBgnLfR4LwNCJd6r8R5LsEZAU7f1x3B/CXI1trkcYMn/+LvX/RrTkn1yyr5uWV6n5+pVUW163TdMt3e2uUpPF278r3n07rzSJ23mcpGHlXIo4pxkmvI5RrjONdygtrGL8QYR6lqlFy3AL41a/O5eTMbzJZ8YTYjB52SIlKLo7R1fEMbxx7aOPaQEPWj97vhpTjCvIfFV6rhbdaLalfV03WrsvcWb0X1K8L7rzP8nPrl8q7/HS7vBoGS6teZmnXRGsbZ12ecW8uKvT5fScucFlapVBvPg7k2BSp1JwGkoKCA9PR0xowZUzTN4XCQnJzM5s2bS1wmPz+f/PyzX1yOHTsGeP8YfVaYB89c5/tyNsi2qnLAqsM+M5Z9Vl12W3F8ZcaTR+Q5cxWcfoiEru+pzPe0ZQltAe+V4BsamcQbmTQwDtHQyKKu8TMxxlFijCNEG3lAAVXJJufAhXvfQ8IfXofru/m82Jn1brBtF7e9Nn2zBhYP8n25CjIBim0LOJ8F5ABHrcp8Z8XwrVWbfWZdtlsN2Wk24BfO/8J8sryiigSMLCL4mJv5mJu9E45b1OYo1zsOEm9kUd84TD0jm3pGNjWNY9QwjgMFcCoTfs60NXu5+ete70YFHwVrbQpkatADSHZ2Nh6Ph5iYmGLTY2Ji2LVrV4nLTJkyhYkTJ14wPS4urlwy+o/jwI92hxAJSN8CG+wO4c+m/uGqFj9+/DjVqlUrozD2U20qK8eBIG0cRCrA90C63SHsNPXypxNdSrDVpkCmBj3IjRkzhtTU1KLXpmly5MgRatSogeFn55Dm5OQQFxfH999/HxKH2Gi8wU3jDW6lGa9lWRw/fpy6deuWczr/F0i16VL0ex/cQm28EHpj1nhVm/yRGvQAUrNmTZxOJ1lZxS8ak5WVRZ06dUpcJiIigoiI4oe7XHPNNeUVsUxER0eHxEryDI03uGm8wc3X8Qbj3olQqU2Xot/74BZq44XQG3OojzcYa1Mg06UMA0h4eDjt2rUjLS2taJppmqSlpZGYmGhjMhERCVWqTSIiImVHe9ADTGpqKgMHDqR9+/Z07NiRGTNmkJuby6BB/nuBHBERCW6qTSIiImVDDXqA6d27N4cPH+bJJ58kMzOT1q1bs2rVqgsuzhOIIiIiGD9+/AWHPQYrjTe4abzBLdTGeznBXJsuJdR+DzTe4BdqY9Z4xR/pPugiIiIiIiIifkDnoIuIiIiIiIj4ATXoIiIiIiIiIn5ADbqIiIiIiIiIH1CDLiIiIiIiIuIH1KBLhZo9ezbx8fFERkaSkJDAl19+ecn5Z8yYwY033khUVBRxcXGMHDmSvLy8Ckp79XwZb2FhIU899RRNmjQhMjKSVq1asWrVqgpMW3obNmygR48e1K1bF8Mw+OCDDy67zPr162nbti0RERFcd911vPHGG+Wes6z4Ot6ffvqJvn37csMNN+BwOBgxYkSF5Cwrvo53yZIldOvWjVq1ahEdHU1iYiKrV6+umLBlwNfxbtq0iU6dOlGjRg2ioqJo2rQpzz77bMWElXKnuhWcdQtUu1S7igv02gWqX8FCDbpUmIULF5Kamsr48ePZsmULrVq1IiUlhUOHDpU4//z58xk9ejTjx49n586dvPrqqyxcuJC//e1vFZy8dHwd79ixY3nxxReZOXMmO3bsYOjQofTs2ZOtW7dWcHLf5ebm0qpVK2bPnn1F8+/fv58777yTrl27kpGRwYgRIxg8eHDAFEJfx5ufn0+tWrUYO3YsrVq1Kud0Zc/X8W7YsIFu3bqxcuVK0tPT6dq1Kz169AiI32XwfbyVK1dm+PDhbNiwgZ07dzJ27FjGjh3LSy+9VM5JpbypbgVv3QLVrstR7Qqs2gWqX0HDEqkgHTt2tIYNG1b02uPxWHXr1rWmTJlS4vzDhg2zbrvttmLTUlNTrU6dOpVrzrLi63hjY2OtWbNmFZt29913W/fdd1+55ixrgLV06dJLzjNq1CirefPmxab17t3bSklJKcdk5eNKxnuupKQk69FHHy23POXN1/Ge0axZM2vixIllH6iclXa8PXv2tPr161f2gaRCqW6FRt2yLNWuy1HtCjyqX4FLe9ClQhQUFJCenk5ycnLRNIfDQXJyMps3by5xmV/96lekp6cXHV63b98+Vq5cyR133FEhma9Gacabn59PZGRksWlRUVFs2rSpXLPaYfPmzcU+G4CUlJSLfjYS2EzT5Pjx41SvXt3uKBVi69atfPHFFyQlJdkdRa6C6pbq1vlUu0JLqNUuUP3yFy67A0hoyM7OxuPxEBMTU2x6TEwMu3btKnGZvn37kp2dza9//Wssy8LtdjN06NCAOFSwNONNSUlh+vTpdO7cmSZNmpCWlsaSJUvweDwVEblCZWZmlvjZ5OTkcOrUKaKiomxKJuXhmWee4cSJE/Tq1cvuKOWqfv36HD58GLfbzYQJExg8eLDdkeQqqG55qW6dpdoVWkKldoHql7/RHnTxW+vXr2fy5MnMmTOHLVu2sGTJElasWMGkSZPsjlYunnvuOa6//nqaNm1KeHg4w4cPZ9CgQTgc+jOVwDV//nwmTpzIe++9R+3ate2OU642btzIf/7zH+bOncuMGTNYsGCB3ZGkgqluqW5JcAil2gWqX/5Ge9ClQtSsWROn00lWVlax6VlZWdSpU6fEZcaNG0f//v2LtuK1aNGC3NxchgwZwhNPPOHXXwBKM95atWrxwQcfkJeXx88//0zdunUZPXo0jRs3rojIFapOnTolfjbR0dHaAxFE3n33XQYPHsyiRYsuOCw0GDVq1AjwrquysrKYMGECffr0sTmVlJbqlpfq1lmqXaEh1GoXqH75G/+tFBJUwsPDadeuHWlpaUXTTNMkLS2NxMTEEpc5efLkBV9mnE4nAJZllV/YMlCa8Z4RGRlJvXr1cLvdvP/++9x1113lHbfCJSYmFvtsANasWXPZz0YCx4IFCxg0aBALFizgzjvvtDtOhTNNk/z8fLtjyFVQ3VLdOp9qV/AL9doFql/+QHvQpcKkpqYycOBA2rdvT8eOHZkxYwa5ubkMGjQIgAEDBlCvXj2mTJkCQI8ePZg+fTpt2rQhISGBPXv2MG7cOHr06FH0hcef+Tref/3rXxw8eJDWrVtz8OBBJkyYgGmajBo1ys5hXJETJ06wZ8+eotf79+8nIyOD6tWr06BBA8aMGcPBgwd56623ABg6dCizZs1i1KhR3H///Xz66ae89957rFixwq4h+MTX8QJkZGQULXv48GEyMjIIDw+nWbNmFR3fZ76Od/78+QwcOJDnnnuOhIQEMjMzAe/Fo6pVq2bLGHzh63hnz55NgwYNaNq0KeC9Vc8zzzzDI488Ykt+KTuqW8Fbt0C1S7UruGoXqH4FDXsvIi+hZubMmVaDBg2s8PBwq2PHjtY///nPoveSkpKsgQMHFr0uLCy0JkyYYDVp0sSKjIy04uLirIceesg6evRoxQcvJV/Gu379euumm26yIiIirBo1alj9+/e3Dh48aENq361bt84CLnicGd/AgQOtpKSkC5Zp3bq1FR4ebjVu3Nh6/fXXKzx3aZVmvCXN37BhwwrPXhq+jjcpKemS8/s7X8f7/PPPW82bN7cqVapkRUdHW23atLHmzJljeTweewYgZUp1KzjrlmWpdql2BVftsizVr2BhWJafH3MlIiIiIiIiEgJ0DrqIiIiIiIiIH1CDLiIiIiIiIuIH1KCLiIiIiIiI+AE16CIiIiIiIiJ+QA26iIiIiIiIiB9Qgy4iIiIiIiLiB9Sgi4iIiIiIiPgBNegiIiIiIiIifkANuoiIiIiIiIgfUIMuIiIiIiIi4gfUoIuIiIiIiIj4ATXoIiIiIiIiIn5ADbqIiIiIiIiIH1CDLiIiIiIiIuIH1KCLiIiIiIiI+AE16CIiIiIiIiJ+QA26iIiIiIiIiB9Qgy4iIiIiIiLiB9Sgi4iIiIiIiPgBNegiIiIiIiIifkANuoiIiIiIiIgfUIMuIiIiIiIi4gf+P3P3Yxcr8hGXAAAAAElFTkSuQmCC' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"bbox\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"cython\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "sorted-habitat",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, no split, CSR, cython)\n",
      "Integration speed: 30.703 fps\n",
      "Integration speed: 29.990 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dfd69a083dd64bc298ac5f58da5fd1ed",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"no\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"opencl\",\n",
    "                                                   target=(1,1))[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "front-memorial",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, bbox split, CSR, cython)\n",
      "Integration speed: 29.754 fps\n",
      "Integration speed: 28.922 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "945e2eef7bd542f686797dac0266cb2a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"bbox\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"opencl\",\n",
    "                                                   target=(1,1))[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
