{
 "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": [
      "/home/edgar1993a/miniforge3/envs/edgar/bin/python 3.11.0 | packaged by conda-forge | (main, Jan 14 2023, 12:27:40) [GCC 11.3.0]\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 6s, sys: 6.45 s, total: 1min 13s\n",
      "Wall time: 1min 13s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "114"
      ]
     },
     "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: 29.804 fps\n",
      "Integration speed: 28.666 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f000cf1dbad14bfa93ed8031515cac17",
       "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 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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: 34.187 fps\n",
      "Integration speed: 27.599 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4531ab9d9b7b4c869b4e2ae4da79fb3a",
       "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 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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: 45.433 fps\n",
      "Integration speed: 42.769 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a968ed860da948b89d2cbd51ed8947bd",
       "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 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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=\"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: 41.260 fps\n",
      "Integration speed: 40.950 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fc17f74611aa4e72aa5e8433555da1b3",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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WMvEWFhZSWFjoub9//37atm1beV+IiIhclKqom+TSKEGvYaKjowHXH2FFejVERKRy5ObmkpiY6PkdriymaTJq1ChuvPFGkpKSAMjKygKgYcOGXmUbNmzI7t27PWVCQ0OpW7dumTLu52dlZREbG1vmPWNjY73KnP0+devWJTQ01FPmbOPGjePFF18s87jqJhGR6lVVdZNcOiXoNYx76GDt2rV1EiQiYoHKHsL9+OOPs2HDBpYsWVLue5mmWe77n13mXOUvpcyZxowZw6hRozz33SeIqptERKyh6UW+QxMNRERE/NQTTzzB119/zcKFC72GJsbFxQGU6cE+dOiQp7c7Li6OoqIisrOzL1jm4MGDZd738OHDXmXOfp/s7GyKi4vL9Ky7hYWFeZJxJeUiIiKnKUEXERHxM6Zp8vjjjzNz5kx++OEHmjVr5nW8WbNmxMXFMW/ePM9jRUVFLF68mK5duwLQqVMnQkJCvMpkZmaSnp7uKZOcnExOTg4rV670lFmxYgU5OTleZdLT08nMzPSUmTt3LmFhYXTq1KnyP7yIiEgA0xB3ERERP/PYY4/xySef8NVXXxEdHe3pwbbb7URERGAYBiNHjuTll1+mZcuWtGzZkpdffpnIyEiGDBniKfvQQw/x1FNPUa9ePWJiYhg9ejTt2rWjR48eALRp04bevXszbNgw3nvvPQAefvhh+vXrR+vWrQHo2bMnbdu2JSUlhddee41jx44xevRohg0bpp5xERGRi6QEXUQqjdPppKioyOowRCwTGhpaLdvUvPvuuwB0797d6/GPPvqIoUOHAvCXv/yFU6dOMXz4cLKzs+ncuTNz5871WgjojTfeIDg4mMGDB3Pq1Cluu+02Jk+eTFBQkKfMtGnTGDFihGe19wEDBjBx4kTP8aCgIObMmcPw4cPp1q0bERERDBkyhNdff72KPr3IxXE4HBQXF1sdhoglQkJCvH7TxfdpH/QaJjc3F7vdTk5Ojno2pFIVFRWxc+dOnE6n1aGIWMZms9GsWTNCQ0PLHNPv7/npu5GqYJomWVlZHD9+3OpQRCxVp04d4uLizrkQnH5/fY960EXkspmmSWZmJkFBQSQmJlZLD6KIr3E6nRw4cIDMzEwaN26sFXFFLOZOzmNjY4mMjNTfpNQ4pmly8uRJDh06BEB8fLzFEUlFKEEXkctWUlLCyZMnSUhIIDIy0upwRCzToEEDDhw4QElJCSEhIVaHI1JjORwOT3Jer149q8MRsUxERATg2qEjNjZWw939gLq5ROSyORwOgHMO6xWpSdx/A+6/CRGxhnvOuRqNRU7/HWgtBv+gBF1EKo2GD0pNp78BEd+iv0kR/R34GyXoIiIiIiIiIj5ACbqI+C5nCRTkQvEpqyMJSN27d2fkyJEX9ZyxY8dyzTXXeO4PHTqUgQMHXnIMu3btwjAM0tLSAFi0aBGGYVTJqstnv5eISJUqLnDVYaZ2N7kYqpukptMicSJSZZo+M6da32/XK30vqvzQoUOZMmUKjzzyCP/617+8jg0fPpx3332XBx54gMmTJ1dilIHlrbfeoqK7dQ4dOpTjx4/z5Zdfeh5LTEwkMzOT+vXrV2pc1fleIuJfqr1uGtkEohpAVD2wlX/qrbrp8qluEn+mHnQRqdESExOZPn06p06d7qUvKCjg008/pXHjxhZGVjFFRUWWvr/dbqdOnTqX/PygoCDi4uIIDq769uLqfC8REQ9nMZw4AAc3QUFOhZ6iuunyqG4Sf6YEXURqtGuvvZbGjRszc+ZMz2MzZ84kMTGRjh07epU1TZNXX32V5s2bExERQYcOHfjiiy88xx0OBw899BDNmjUjIiKC1q1b89Zbb3m9xqJFi7jhhhuIioqiTp06dOvWjd27dwPnHpI3cuRIunfv7rnfvXt3Hn/8cUaNGkX9+vW5/fbbAdi8eTN33HEHtWrVomHDhqSkpHDkyBHP8/Lz87n//vupVasW8fHxjB8/vkLfzyuvvELDhg2Jjo7moYceoqCgwOv42TF/8cUXtGvXjoiICOrVq0ePHj3Iz89n7NixTJkyha+++grDMDAMg0WLFp13aN9PP/1Ehw4dCA8Pp3PnzmzcuNFz7OyhjABvvvkmTZs29Ryv6HstXryYG264gbCwMOLj43nmmWcoKSnx+r5HjBjBX/7yF2JiYoiLi2Ps2LEV+u5ERACo0xiCw11D3bN3u4a+l0N104WpblLdFMiUoItIjff73/+ejz76yHP/ww8/5MEHHyxT7m9/+xsfffQR7777Lps2beLJJ5/kvvvuY/HixQA4nU4aNWrE559/zubNm3n++ed59tln+fzzzwHXfvEDBw7k5ptvZsOGDSxbtoyHH374oldXnTJlCsHBwfz000+89957ZGZmcvPNN3PNNdewevVqUlNTOXjwIIMHD/Y8589//jMLFy5k1qxZzJ07l0WLFrFmzZoLvs/nn3/OCy+8wD/+8Q9Wr15NfHw877zzznnLZ2Zmcs899/Dggw+SkZHBokWLGDRoEKZpMnr0aAYPHkzv3r3JzMwkMzOTrl27nve1/vznP/P666+zatUqYmNjGTBgQIW3h6noe+3fv5877riD66+/nvXr1/Puu+/ywQcf8NJLL3mVmzJlClFRUaxYsYJXX32Vv//978ybN69CsYiIEFkPGrSGkCgwHZC9E5zlb8WouuncVDe5qG4KXBpLISI1XkpKCmPGjPG0Yv/0009Mnz6dRYsWecrk5+fzz3/+kx9++IHk5GQAmjdvzpIlS3jvvfe4+eabCQkJ4cUXX/Q8p1mzZixdupTPP/+cwYMHk5ubS05ODv369ePKK68EoE2bNhcdb4sWLXj11Vc9959//nmuvfZaXn75Zc9jH374IYmJiWzdupWEhAQ++OAD/v3vf3t6NaZMmUKjRo0u+D5vvvkmDz74IH/4wx8AeOmll5g/f36Zngq3zMxMSkpKGDRoEE2aNAGgXbt2nuMREREUFhYSFxdX7md84YUXysQ6a9YsrxO786lVq1aF3uudd94hMTGRiRMnYhgGV111FQcOHODpp5/m+eefx2ZztWG3b9+eF154AYCWLVsyceJEFixY4IlPRKRchg1imsHhn6GkAI7vhbpN4AJJsOqmc1PdpLop0ClBF5Ear379+vTt25cpU6ZgmiZ9+/Yts1jL5s2bKSgoKFPxFRUVeQ03/Ne//sX777/P7t27OXXqFEVFRZ4hbzExMQwdOpRevXpx++2306NHDwYPHkx8fPxFxXvdddd53V+zZg0LFy6kVq1aZcru2LHDE4f75M0dS+vWrS/4PhkZGfzxj3/0eiw5OZmFCxees3yHDh247bbbaNeuHb169aJnz57cdddd1K1bt6Ifzet9zo41IyPjol/nQjIyMkhOTvbqJerWrRt5eXns27fPM8+zffv2Xs+Lj4/n0KFDlRqLiNQAQSFQtxkc3Q4F2XAyyrV43Hmobjo31U2qmwKdhriLiAAPPvggkydPZsqUKeccQuh0urbJmTNnDmlpaZ7L5s2bPXP9Pv/8c5588kkefPBB5s6dS1paGr///e+9Fsv56KOPWLZsGV27duWzzz6jVatWLF++HACbzVZm1dlzDZ2LiooqE1v//v294kpLS2Pbtm3cdNNNFV7J9nIFBQUxb948vvvuO9q2bcuECRNo3bo1O3furJTXd5+sVPR7Ko9pmmWGcLpf98zHQ0JCysTh/v8gInJRwmpB7QTX7dzMcoe6q266fKqbxN8oQRcRAXr37k1RURFFRUX06tWrzPG2bdsSFhbGnj17aNGihdclMTERgP/+97907dqV4cOH07FjR1q0aMGOHTvKvFbHjh0ZM2YMS5cuJSkpiU8++QSABg0akJmZ6VW2IvuiXnvttWzatImmTZuWiS0qKooWLVoQEhLiOdkCyM7OZuvWrRd83TZt2ng9Byhz/2yGYdCtWzdefPFF1q1bR2hoKLNmzQIgNDQUh6P8eZdnv4871quuugpwfU9ZWVleJ0Jnf08Vea+2bduydOlSr9dZunQp0dHRXHHFFRWKU0TkokU1gKAw13z0k0cuWFR1U1mqmyTQKUEXEcHVwp6RkUFGRgZBQUFljkdHRzN69GiefPJJpkyZwo4dO1i3bh1vv/02U6ZMAVzz71avXs3333/P1q1bee6551i1apXnNXbu3MmYMWNYtmwZu3fvZu7cuWzdutUz1+/WW29l9erV/Pvf/2bbtm288MILpKenlxv7Y489xrFjx7jnnntYuXIlv/zyC3PnzuXBBx/E4XBQq1YtHnroIf785z+zYMEC0tPTGTp0qGce2/n86U9/4sMPP+TDDz9k69atvPDCC2zatOm85VesWMHLL7/M6tWr2bNnDzNnzuTw4cOez9e0aVM2bNjAli1bOHLkyAV7Fv7+9797xVq/fn3Pirzdu3fn8OHDvPrqq+zYsYO3336b7777zuv5FXmv4cOHs3fvXp544gl+/vlnvvrqK1544QVGjRpV7ncjInLJDAOiG7pu5x2CC/R6qm4qS3WTBDr9K4uIlKpduza1a9c+7/H/+Z//4fnnn2fcuHG0adOGXr168c0339CsWTMA/vjHPzJo0CDuvvtuOnfuzNGjRxk+fLjn+ZGRkfz888/ceeedtGrViocffpjHH3+cRx55BIBevXrx3HPP8Ze//IXrr7+eEydOcP/995cbd0JCAj/99BMOh4NevXqRlJTEn/70J+x2u6cyf+2117jpppsYMGAAPXr04MYbb6RTp04XfN27776b559/nqeffppOnTqxe/duHn300Qt+fz/++CN33HEHrVq14m9/+xvjx4+nT58+AAwbNozWrVtz3XXX0aBBA3766afzvtYrr7zCn/70Jzp16kRmZiZff/01oaGhgKv35J133uHtt9+mQ4cOrFy5ktGjR3s9vyLvdcUVV/Dtt9+ycuVKOnTowB//+Eceeugh/va3v13wexERuWwRdSEoFJwl5faiq27yprpJAp1hVtcEEPEJubm52O12cnJyLvhjL3IxCgoK2LlzJ82aNSM8PLxiTzq+13VSEloL6rUAw2DDvuMX9b7t48LhUOniLA2ugpCIiwtcpJJd6G9Bv7/np+9GKtsl1UulKlIXXWEcoZ5xghNmBDtN7xW52zeqU7E3yj8MOfvAFgIN27pWehepAqqb/It+CUSk+jkdcOqY63Z03AW3mbmg4HAIr+O6nXewUkITERG5kBBKqMsJAA6adS79hSLruZJzZzGcPFY5wYmI31OCLiLVr+A4mE7X8L7QstuvXJRapfP4TmVDSeFlhyYiInIhMcYJbAbkmeGc5OJ6570YNqgV67qddxA0qFVE0D7oImKF0p6CrJIoDu3PueSXcQ9DbGZEEG2ccg0XtDeqjAhFRETOqQ55ABwzoy//xSLrwYlMcBRBUb5rGzYRqdHUgy4i1aukEIpcJzfZZuWciBw1S+dMncpWD4SIiFSZSAoJM0pwmAa5RJX/hPLYgk5P1TqlYe4iogRdRKqbe55daDTFlTSI5wSRlJg212q4hScq5TVFRETOVsdwNTDnEoWTc6+fsmHfcc+lQiJjXNenjrumf4lIjaYh7iJSfUzzdA9BZAwUVNLLAjlEUY8Trl70cK1CKiIiFVeRZNrg9PD245U0AgxwrcXiXiyuIBci6lTea4uI31EPuohUn6I81zw7IwjC7ZX60p6TpYLj4FQPhIiIVK5anCTYcFJsBpFHJW7raRgQWdd1W8PcRWo8JegiUn1Kh7cfdUay4UDlDkXPJ9y1KrzphMJLX3hORETkXOqWDm/PIYpKX+0konSYe0EuOEoq+9VFxI8oQS/Hjz/+SP/+/UlISMAwDL788kuv44ZhnPPy2muvecp07969zPHf/e53Xq+TnZ1NSkoKdrsdu91OSkoKx48f9yqzZ88e+vfvT1RUFPXr12fEiBEUFRVV1UcXqVxOp6t3G8iujJVvz+FQiatHI+fYoUp93XP97Z9p0aJFGIZR5m8W4PDhw1x11VUEBQUxY8aMSo3rbGPHjuWaa67x3B86dCgDBw6s9PeZPHkyderUOe/7VuV7iYhYwYZJNCeBSh7e7hYSAcERgOmpK8ujusmb6iYJFErQy5Gfn0+HDh2YOHHiOY9nZmZ6XT788EMMw+DOO+/0Kjds2DCvcu+9957X8SFDhpCWlkZqaiqpqamkpaWRkpLiOe5wOOjbty/5+fksWbKE6dOnM2PGDJ566qnK/9AiVaEoD0zX0MCThFXJW7hPmqI55VowrgKysrJ44oknaN68OWFhYSQmJtK/f38WLFhQ4fft2rUrmZmZ2O3ew/ZPnDhBnz59qF+/PmPHjuXee+9l/vz5ZZ4/btw4rr/+eqKjo4mNjWXgwIFs2bKlwu9/Pm+99RaTJ0+uUNmLOWG6++672bp166UHdh5NmzblzTffrJb3EhG5GLXJJ8gwKTRDqqwO8wxzP3lMdVMp1U1SEylBL0efPn146aWXGDRo0DmPx8XFeV2++uorbrnlFpo3b+5VLjIy0qvcmT+WGRkZpKam8v7775OcnExycjKTJk1i9uzZnh/CuXPnsnnzZqZOnUrHjh3p0aMH48ePZ9KkSeTm5lbdFyBSWQpcw85ziay6tyCUU2YoNsN0rYZbjl27dtGpUyd++OEHXn31VTZu3Ehqaiq33HILjz32WIXfNzQ0lLi4OAzj9Iq+hYWF/PrXv6Zu3bp8//33PPfcc7zxxhvceeedrFq1yuv5ixcv5rHHHmP58uXMmzePkpISevbsSX5+foVjOBe73V7pLfzFxcVEREQQGxtbqa97PtX5Xv5Eo7tEqpfdcP0eH6+MrdXOJ8KVoO/6ZZvqpoukukkCiRL0SnTw4EHmzJnDQw89VObYtGnTqF+/PldffTWjR4/mxInT82+XLVuG3W6nc+fOnse6dOmC3W5n6dKlnjJJSUkkJCR4yvTq1YvCwkLWrFlz3pgKCwvJzc31uohUO9OEQtf/vRNm1SXoAMcpHXp4KrvcssOHD8cwDFauXMldd91Fq1atuPrqqxk1ahTLly/3KnvkyBF+85vfEBkZScuWLfn66689x84eRuhwOLjnnnuoVasWs2fPJirKdUL36KOPMmHCBPr3709GRobn+ampqQwdOpSrr76aDh068NFHH7Fnz54L/m0DvPLKKzRs2JDo6GgeeughCgq8l8U/u+fhiy++oF27dkRERFCvXj169OhBfn4+Y8eOZcqUKXz11VeeRG3RokXs2rULwzD4/PPP6d69O+Hh4UydOvW8Q/vee+89EhMTiYyM5Le//a1XIte9e3dGjhzpVX7gwIEMHTrUc3z37t08+eSTnhjg3MMI3333Xa688kpCQ0Np3bo1H3/8sddxwzB4//33z/vvFQg0ukvk8lV0OzQDqMUpAHKrsg4LCoWQKIY/Ow4DU3WT6iapoZSgV6IpU6YQHR1dprf93nvv5dNPP2XRokU899xzzJgxw6tMVlbWOVvhYmNjycrK8pRp2LCh1/G6desSGhrqKXMu48aN8/R82O12EhMTL+cjilyakgLX6u0Ylbvy7TnkuE+eivLB6ThvuWPHjpGamspjjz3mOUk509kV74svvsjgwYPZsGEDd9xxB/feey/Hjp17td2goCBmzpzJ119/TViY91DI+++/n6ysLNq0aXP+z5DjGm0QExNz3jKff/45L7zwAv/4xz9YvXo18fHxvPPOO+ctn5mZyT333MODDz5IRkYGixYtYtCgQZimyejRoxk8eDC9e/f2JGpdu3b1PPfpp59mxIgRZGRk0KtXr3O+/vbt2/n888/55ptvPIncxfT0zJw5k0aNGvH3v//dE8O5zJo1iz/96U889dRTpKen88gjj/D73/+ehQsXepW7mH8vf6TRXSLVJ4oCggyTYjOIU1U1vL3UsZMOUhcu5bEHh6huUt0kNZT2Qa9EH374Iffeey/h4eFejw8bNsxzOykpiZYtW3Ldddexdu1arr32WgCv4Udupml6PV6RMmcbM2YMo0aN8tzPzc1Vki5VzzSh+OTp+3kHofgUhNXGLDzF+f/HXr6i4AgKzBDCjWIoPHHe/WS3b9+OaZpcddVVFXrdoUOHcs899wDw8ssvM2HCBFauXEnv3r0rK3TA9Tc9atQobrzxRpKSks5b7s033+TBBx/kD3/4AwAvvfQS8+fPL9NT4ZaZmUlJSQmDBg2iSZMmALRr185zPCIigsLCQuLi4so8d+TIkedNBN0KCgqYMmUKjRo1AmDChAn07duX8ePHn/M1zxYTE0NQUBDR0dEXLP/6668zdOhQhg8fDuDpUXr99de55ZZbPOWq69/LH7hHd02ZMqXMsWnTpjF16lQaNmxInz59eOGFF4iOdi3iWN7ortatW5c7uuvMf5MzFRYWUlhY6LmvZF6qw4a92Rglpzz3K1oX1TKywThFnlkLwzxZ/hPOVBTiug6JdG2nVo7t+w+76qamV7gWV7VduC9NdZPqJgk8StAryX//+1+2bNnCZ599Vm7Za6+9lpCQELZt28a1115LXFwcBw8eLFPu8OHDnl7zuLg4VqxY4XU8Ozub4uLiMj3rZwoLCyvTSipS5YpPwssJ5zzU7pyPVp6ND2RwIjSCcIpd262dJ0E3TdcmORdq4DpT+/btPbejoqKIjo7m0KHKXS0e4PHHH2fDhg0sWbLkguUyMjL44x//6PVYcnJymdZ6tw4dOnDbbbfRrl07evXqRc+ePbnrrruoW7duuTFdd9115ZZp3Lix5wTIHYvT6WTLli0VOgmqqIyMDB5++GGvx7p168Zbb73l9Vh1/Xv5gwuN7mrWrBlxcXGkp6czZswY1q9fz7x584CqH9314osvXu5HE7koRskp2k05fw9xeeqWXi7FxgcyaNfs3PXimUxbKACGYULRCQi3X7C86qYLU90k/khD3CvJBx98QKdOnejQoUO5ZTdt2kRxcTHx8fGA68ciJyeHlStXesqsWLGCnJwcz1Ce5ORk0tPTvYbWzJ07l7CwMDp16lTJn0bEv3nmuRfkunrzz6Fly5YYhuE13+5CQkJCvO4bhoHT6bysOM/2xBNP8PXXX7Nw4UKvE4rKEBQUxLx58/juu+9o27YtEyZMoHXr1uzcubPc555rmGV53A0f7mubzeZpFHErLi6+6Nc98zXdzjWSqDr+vfzFhUZ39ejRg6SkJH73u9/xxRdfMH/+fNauXespU5Wju3JycjyXvXv3XspHEwk4LVu1ctVN23a66rByqG66OKqbxB+oB70ceXl5bN++3XN/586dpKWlERMTQ+PGjQHX0Lz//Oc/jB8/vszzd+zYwbRp07jjjjuoX78+mzdv5qmnnqJjx45069YNgDZt2tC7d2+GDRvmWaDn4Ycfpl+/frRu3RqAnj170rZtW1JSUnjttdc4duwYo0ePZtiwYdSuXbuqvwaRixMSCc8ecN0+eQxy9nLKDGW7WX7vweUygyPIBzBsrq3Wik9BaNlFfWJiYujVqxdvv/02I0aMKFPRHz9+vNr2ODVNkyeeeIJZs2axaNEimjVrVu5z2rRpw/Lly7n//vs9j529eNDZDMOgW7dudOvWjeeff54mTZowa9YsRo0aRWhoKA7H+efsl2fPnj0cOHDAM9R52bJl2Gw2WrVqBUCDBg28GhgdDgfp6eleQ/8qEkObNm1YsmSJ1+deunTpBedN1mQa3SVymhkcwcYHKtYo6xZjnOAK4yj5Zhi/mPGX9d4Ver+YGHrdfhtvT/6cEcPuJ8reyGtovOqmi6O6SfyRetDLsXr1ajp27EjHjh0B15ySjh078vzzz3vKTJ8+HdM0PXNKzhQaGsqCBQvo1asXrVu3ZsSIEfTs2ZP58+cTFBTkKTdt2jTatWtHz5496dmzJ+3bt/da/TEoKIg5c+YQHh5Ot27dGDx4MAMHDuT111+vwk8vcokMA0KjXBdnCYREkBtSDzMkssovGAYmBoS55tG6V48/l3feeQeHw8ENN9zAjBkz2LZtGxkZGfzv//4vycnJ1fRlwWOPPcbUqVP55JNPiI6OJisri6ysLE6dOnXe5/zpT3/iww8/5MMPP2Tr1q288MILbNq06bzlV6xYwcsvv8zq1avZs2cPM2fO5PDhw56Th6ZNm7Jhwwa2bNnCkSNHLroHITw8nAceeID169fz3//+lxEjRjB48GDPEMJbb72VOXPmMGfOHH7++WeGDx9eZruupk2b8uOPP7J//36OHDlyzvf585//zOTJk/nXv/7Ftm3b+Oc//8nMmTMZPXr0RcVbU2h0l8gZDOOi65RaIUBIBCcusw6ryPxzt3feeReH08kNfX7HjM+nq25S3SQ1jHrQy9G9e/cyQ1/O9vDDD5eZd+KWmJjI4sWLy32fmJgYpk6desEyjRs3Zvbs2eW+lojPMJ3Vtr1aGWG1XXuvF+RA9LnnmTVr1oy1a9fyj3/8g6eeeorMzEwaNGhAp06dePfdd6stVPd7de/e3evxjz76yLPVy9nuvvtuduzYwdNPP01BQQF33nknjz76KN9///05y9euXZsff/yRN998k9zcXJo0acL48ePp06cP4BruvGjRIq677jry8vJYuHAhTZs2rfBnaNGiBYMGDeKOO+7g2LFj3HHHHV4r9z744IOsX7+e+++/n+DgYJ588skyC4j9/e9/55FHHuHKK6+ksLDwnL+9AwcO5K233uK1115jxIgRNGvWjI8++qjMdxfoNLpLpOq5tldzLW52wqzaHUjO1OzKFqz94Wv+8fqbPPWXv5CZdUh1k+omqUEMs7zsUwJKbm4udrudnJwcnTxJpSkoKGDnzp00a9bMe55rYR4c3UaxGUSG2bhaY2ofFwmHSlvtG7aDILVHStU7798Clfv7u2jRonOukP7AAw8wefJkAP7v//6PkSNHkpmZ6bV9GsDevXu57777SE9PJy8vj8TERPr27csLL7zgtYXSsWPHGDFihGev3gEDBjBx4kSvIbZ79uxh+PDh/PDDD0RERDBkyBBef/31ixrCrrpJKtu5/hbL2+/8bLUooLkts9LqsPaN6lS8cP5hyNnnGolWv9Vlv7fUbNVVN0nl0BmriFSdojwA8gkvp2Dl25B1kpZGKBFGkasXP/L8+7aK+BuN7hKperUM15ZqeVRf77lHWGmiVJTvmipm0ym7SE2hOegiUnUKTwDWJOgAJ9wnVRVYCVdERORM0bjmWlf7FC2A4DAILq07S+tSEakZlKCLSJXYuC8bZ2E+AHnVOHfvTJ6TqsLzb7cmIiJytiCchFMEQJ5FjcynFzvNs+b9RcQSGi8jIlUikkJshkmxGUQhIeU/oQqcJByHaSMIx3m3WxMRETlbFAUYBhSYIZQQVP4TKuDsOfDlzkkPreWai16kHnSRmkQ96CJSJWoZrpVvrRreDmAC+ZQuVFWkHggREamYSB+owwir5bouKQTHxW0vJiL+Swm6iFSaMxetiiqdu2fJ4jpnyHe/v+bwSTXQxigivuVS/ybd26vlmxYm6LZgCFYdJpdPdZN/UYIuIpctKMg1/K+oyDVfD6eTSAoBi09ugDz3+xflax66VDn334D7b0JErBES4ppadfLkyYt+rg2TCHcdZmUPOpyeh65RYHIZ3H8H7r8L8W2agy4ily04OJjIyEgOHz5MSEgItpJT4HBSbAZRYJpQutCOFU5hUGCzASVw4jiEWtujL4HL6XRy+PBhIiMjCQ5W9SpipaCgIOrUqcOhQ4cAiIyMxCypWF0URgGFNpMiM5gi00lV1WEFBQUVKBUKJSbk5UJ4RcqLnGaaJidPnuTQoUPUqVNHjcd+QmcQInLZDMMgPj6enTt3snv3bijIgYIcThLOMdNhdXiEhOa5Fok7Vnx6b1mRKmCz2WjcuDGGYVgdikiNFxcXB+BJ0g9ln6rQ82ob+ZRwsrQOK6my+EJPVaDB2HRCzhHAhBzApgRLLl6dOnU8fw/i+5Sgi0ilCA0NpWXLlq4hvjMfhgNrGV/8W751drY6NBbcug9+ehOa3Aj937Q6HAlgoaGh2GyaPSbiCwzDIPmttYQHG9QNt2GrYLvZP0PeoZntF14r/i2pVViHLXiqe8UKfvYiHN4MPf4OV91RZfFIYAoJCVHPuZ9Rgi4ilcZmsxEeZMKO78BRxLzCK9jvAz3o4U2ug+/3wvY5EDIRgvTTJyJSUxSUmGTmVawuCqOIa8J+IswoYUEV12Hh4RWc3x7fGnZ+D7sXwDWDqiweEfENauYXkcq1dyU4isg0Y9hl+sZwqub/u5ccMxIKcyFrg9XhiIiIj+pg7CDMKOGQWcdn6jCa3eS63rXE2jhEpFooQReRyrV3BQCrnK0B35iH68TGSmcb151d/7U2GBER8VmdbRkArHReha/UYTTuAkYQZO+C43utjkZEqpgSdBGpXHtXArDW2dLiQLwt9yTo6oEQEZFzu8H2M3BGneELwqIhoaPrthqZRQKeEnQRqTxOJ+xbBcAaZyuLg/G2zNnWdWP3MnBU3aq8IiLin4Jw0Mm2DXCPAvMhTW90Xe9eam0cIlLllKCLSOU5uh0KjkNwBBlmY6uj8ZJhNua4GQVFJyBrvdXhiIiIj2lt7CXSKCTXjGSr2cjqcLw17uK6Lh2lJiKBSwm6iFSefaUnDgkdKfGxTSJMbKd79XWCIyIiZ+lo2w7AemdzTF87RW50g+v6yBY4eczaWESkSvnYr4+I+DV34pt4vbVxnMfpBH2FtYGIiIjPucZwJejrzBbV8n5Nn5njuZQrqh7UK42rdCqZiAQmJegiUnncJw3uln4fox50ERE5H3cPepqzehL0i5boHuauRmaRQKYEXUQqR0EOzoOu7Wmum5JrcTDntt5s7tqqJnc/5OyzOhwREfERtcmnhe0A4MsJemnjtxqZRQKaEnQRqRz712AzTPY4G3AEu9XRnFMBYRDf3nVnz3JrgxEREZ/R3vYLALudsRyjtsXRnEdiZ9f1/jXgKLY2FhGpMkrQRaRy7HUNb19r+tb+52W4T3DUAyEiIqU6Gq7t1dKqaf75JanfCsLtUHwSsjZaHY2IVBEl6CJSOUrnxK11+nqC7h4iqDl8IiLico1tBwDrfHV4O4DNpkZmkRpACbqIXD6nE/atBvwhQS89ucnaCEX51sYiIiI+wOQaX18gzk2NzCIBTwm6iFy+I1uhMIdTZig/m42tjubC7I2gdiMwHbB/rdXRiIiIxRobh6hnnKDQDGaz2cTqcC5MPegiAU8Juohcvn2uE4UNZnNKCLY4mAtr+swcvslu5LqzVwvFiYjUdO79zzebTSkixOJoypFwbeluJPu0G4lIgFKCXo4ff/yR/v37k5CQgGEYfPnll17Hhw4dimEYXpcuXbp4lSksLOSJJ56gfv36REVFMWDAAPbt8/5Rzc7OJiUlBbvdjt1uJyUlhePHj3uV2bNnD/379ycqKor69eszYsQIioqKquJji1yc/WsAWOfrw9tLaT90ERFxO73/+ZUWR1IBYbUgLsl1W8PcRQKSEvRy5Ofn06FDByZOnHjeMr179yYzM9Nz+fbbb72Ojxw5klmzZjF9+nSWLFlCXl4e/fr1w+FweMoMGTKEtLQ0UlNTSU1NJS0tjZSUFM9xh8NB3759yc/PZ8mSJUyfPp0ZM2bw1FNPVf6HFrlYB9YBfnJyw1kJutNpbTAiImIpd4LuL43MJJZ2BKmRWSQgKUEvR58+fXjppZcYNGjQecuEhYURFxfnucTExHiO5eTk8MEHHzB+/Hh69OhBx44dmTp1Khs3bmT+/PkAZGRkkJqayvvvv09ycjLJyclMmjSJ2bNns2XLFgDmzp3L5s2bmTp1Kh07dqRHjx6MHz+eSZMmkZubW7VfgsiFFBfAwc0AbHQ2sziYiskwG3PKDIWC43B0m9XhiFw0je4SqRyhFNPG2A3AOtM/GplPLxSnBF0kEClBrwSLFi0iNjaWVq1aMWzYMA4dOuQ5tmbNGoqLi+nZs6fnsYSEBJKSkli6dCkAy5Ytw26307lzZ0+ZLl26YLfbvcokJSWRkJDgKdOrVy8KCwtZs2ZNVX9EkfM7uAmcxRBZj/3UtzqaCikhmPXuEzENERQ/pNFdIufX9Jk5nkt52hq7CTNKOGpGs9eMrYboKsEVnVzXB9OhpNDaWESk0vn2ak5+oE+fPvz2t7+lSZMm7Ny5k+eee45bb72VNWvWEBYWRlZWFqGhodStW9freQ0bNiQrKwuArKwsYmPLVgqxsbFeZRo2bOh1vG7duoSGhnrKnEthYSGFhad/vNXbLpXuQOlK6Akd4ZhhbSwXYZ2zBV1sGa7589feb3U4IhelT58+9OnT54Jl3KO7zsU9uuvjjz+mR48eAEydOpXExETmz59Pr169PKO7li9f7mlAnjRpEsnJyWzZsoXWrVt7Rnft3bvX04A8fvx4hg4dyj/+8Q9q165diZ9apPIl2XYCsNHZHPCTOqxuU4iIgVPHXEm6O2EXkYCgHvTLdPfdd9O3b1+SkpLo378/3333HVu3bmXOnAu32pqmiWGcrgjOvH05Zc42btw4z9BEu91OYmJiRT6WSIU0fWYOn3/9DQD/+3Mti6O5OJ758vs1AkUCk0Z3iZSvnVGaoJvWTtG6mF5/DON0Uq7tQkUCjhL0ShYfH0+TJk3Yts01rzUuLo6ioiKys7O9yh06dMjTIx4XF8fBgwfLvNbhw4e9ypzdU56dnU1xcXGZnvUzjRkzhpycHM9l7969l/X5RM7WzvYL4O598B/r3Qn6wc1QdNLaYEQqWZ8+fZg2bRo//PAD48ePZ9WqVdx6662eEVW+MLorNzfX6yJihXalPejpfrKGiocnQVdDmEigUYJeyY4ePcrevXuJj48HoFOnToSEhDBv3jxPmczMTNLT0+natSsAycnJ5OTksHLl6cU+VqxYQU5OjleZ9PR0MjMzPWXmzp1LWFgYnTqdf2hTWFgYtWvX9rqIVJZwCmlluBaVWu8nK7i7ZREDteLAdEDmeqvDEalUGt0lUr4wimhZWof5yyKnHkrQRQKWEvRy5OXlkZaWRlpaGgA7d+4kLS2NPXv2kJeXx+jRo1m2bBm7du1i0aJF9O/fn/r16/Ob3/wGALvdzkMPPcRTTz3FggULWLduHffddx/t2rXzzPtr06YNvXv3ZtiwYSxfvpzly5czbNgw+vXrR+vWrQHo2bMnbdu2JSUlhXXr1rFgwQJGjx7NsGHDlHSLZdoauwkyTA6adThE3fKf4FMMaHSd66ZOcCTAaXSXSFlXGXsIMRwcNaM5QD2rw7k4V1zruj6yFU4dtzQUEalcStDLsXr1ajp27EjHjh0BGDVqFB07duT5558nKCiIjRs38utf/5pWrVrxwAMP0KpVK5YtW0Z0dLTnNd544w0GDhzI4MGD6datG5GRkXzzzTcEBQV5ykybNo127drRs2dPevbsSfv27fn44489x4OCgpgzZw7h4eF069aNwYMHM3DgQF5//fXq+zJEztK+dHj7Bj8b3u7hPsFRgi4BTqO7RMryHt7uJwvEuUXVhzpNXLcPrLM2FhGpVFrFvRzdu3fHNM3zHv/+++/LfY3w8HAmTJjAhAkTzlsmJiaGqVOnXvB1GjduzOzZs8t9P5Hq4q/zzz00RFD8VF5eHtu3b/fcd4/uiomJISYmhrFjx3LnnXcSHx/Prl27ePbZZ887uqtevXrExMQwevTo847ueu+99wB4+OGHzzu667XXXuPYsWMa3SV+I8lHFoi7ZFd0guO7XXXYlbdYHY2IVBL1oIvIJetglPag++vJTUJHwHCd4OQfsToakQrT6C6Ry9fOs8Wan9ZhWsldJCCpB11ELk1BLs0N17DWdH/tQQ+3Q/1WcGSLqweiVS+rIxKpEI3uErk8YRR5Fjn1uxXc3TwJ+mowTdf2ayLi99SDLiKXJmsDNsNkv1mPI9itjubSaZi7iEiN09rYS4jh4JhZi/3UtzqcSxPfHowgyDsIuQesjkZEKokSdBG5NKWL0vjtAnFuWihORKTG8esF4txCoyC2reu26jCRgKEEXUQuTWmC7rcLxAFNn5lD/1kFAGRvW+4aIigiIgHP7xeIc1Mjs0jA0Rx0Ebk0mesBSDebWhvHZfrZbEyhGUJdIw+O/QL1rrQ6JBERuUhNn5lzUeVPLxDnv43MgGua1topStBFAoh60EXk4hWegKOuLZ78dnGdUsUEs8ks3UtWK+GKiAS8UIppZewFIN3ve9BL11E5kAZOp6WhiEjlUIIuIhcvKx2ATDOGY/j/XsfrnaW95vtXWxuIiIhUudbGXkINB9lmLfaZfrpAnFuDqyA4HIpOwLEdVkcjIpVACbqIXLysDQBscjaxOJDK4UnQD6RZGoeIiFS9JM8CcU3x2wXi3IKCIa6d63bp2jAi4t+UoIvIxcssTdD9fP65m2eRoKwN4HRYG4yIiFSptsZuADb5+/B2t4SOrms1MosEBCXoInLxslwLxG12NrU2jkryixlPnhkOxSfhyFarwxERkSp0tW0XAJsDZBQY8de4rjPTrIxCRCqJEnQRuTglRXDoZyBwetBNbKc/i4YIiogELBtOripdIM6zQKi/c/egZ67XQnEiAUAJuohcnMMZ4CyG8Dr+v7jOGTa4t9pRgi4iErCaGllEGoWcMkPZacZbHc45NX1mjudSIfVbQXAEFOV5dlgREf+lBF1ELsqfJ04F4Kf8K/D7xXXOsNG9XZwSdBGRgOWef/6z2RhnoJwGBwVDfHvXbdVhIn4vQH6ZRKS6XG3sAgJneLvbRrO0Bz1rIzhKrA1GRESqRFubK0EPmPnnbpqHLhIwlKCLyEVxL64TKFusue0yG0JYbSgpgMM/Wx2OiIhUgUBtZD69krt60EX8nRJ0Eak4p+OM7WmaWhtLJTOxsexkIwD+PGGKxdGIiEhVCNge9IRrXNeZ2i5UxN8pQReRijv2C1Gli+v8YiZYHU2l21C6J247Y6fFkYiISGVrwHEaGDk4TIOfzUSrw6lc9VtBSCQU52uhOBE/pwRdRCou07X/eUAtrnOGjaUrube3/WJxJCIiUtncvee/mAkUEGZxNJXMFgRxWihOJBAE3hm2iFSdrA1A4M0/d9tQulBcG2OPa793EREJGO7555sDZf/zs3nmoadZGoaIXB4l6CJScZmlCXqAzT9322PGkmNGEmYUu/Z7FxGRgBGw88/d3PPQ1YMu4teCrQ5ARPyEaZ7Rg97U2liqjMFGZzNuDNrk6oGI72B1QCIich5Nn5lzUeXblC5yGvA96FmlC8XZgqyNR0QuiXrQRaRiTmTByaOUmDa2BNriOmfw7IeuHggRkYARSQHNjCwggHvQ67WAkCgoPglHtlodjYhcIiXoIlIxWRsB+MWMp5BQi4OpOhudrpXclaCLiASOq4w92AyTLLMuR7FbHU7VsAVBfOlCcaVT0kTE/yhBF5GKOehK0DMCdWhgqY2lW61xaLMWihMRCRD+Ov+86TNzPJcKcU/NKt11RUT8jxJ0EamY0h50fzu5uVh7SxeKw1GkheJERAJE20Bfwd1NCbqI31OCLiIVk5UOQIbZ2OJAqppBunuYu05wREQCQlvbHgAyAryR2StBdzqtjUVELokSdBEpV5tnZuA8sh2AzQG7gvtpnmHu2ktWRMTv2XDS2tgL1IBG5vqtITgcik5A9k6roxGRS6AEvRw//vgj/fv3JyEhAcMw+PLLLz3HiouLefrpp2nXrh1RUVEkJCRw//33c+DAAa/X6N69O4ZheF1+97vfeZXJzs4mJSUFu92O3W4nJSWF48ePe5XZs2cP/fv3Jyoqivr16zNixAiKijRHVqpea2MfNsPksGnnSKAurnMGzzZy6kEXEfF7TY0sIowiTpmh7DLjrA6nagUFQ8OrXbcz0ywNRUQujRL0cuTn59OhQwcmTpxY5tjJkydZu3Ytzz33HGvXrmXmzJls3bqVAQMGlCk7bNgwMjMzPZf33nvP6/iQIUNIS0sjNTWV1NRU0tLSSElJ8Rx3OBz07duX/Px8lixZwvTp05kxYwZPPfVU5X9okbP46+I6l8rTg34wHRwl1gYjIiKX5SrDNbx9i5mIsyac+moeuohfqwG/UpenT58+vPTSSwwaNKjMMbvdzrx58xg8eDCtW7emS5cuTJgwgTVr1rBnzx6vspGRkcTFxXkudvvpXsiMjAxSU1N5//33SU5OJjk5mUmTJjF79my2bNkCwNy5c9m8eTNTp06lY8eO9OjRg/HjxzNp0iRyc3Or9kuQGq+N4UrQA30Fd7fdZkMIjYaSAjiyxepwRMrQ6C6RimvjmX8e4MPb3ZSgi/g1JeiVLCcnB8MwqFOnjtfj06ZNo379+lx99dWMHj2aEydOeI4tW7YMu91O586dPY916dIFu93O0qVLPWWSkpJISEjwlOnVqxeFhYWsWbOmaj+U1Hine9BrxsmNie30CY7moYsP0ugukYo73chcM+owrwTdNK2NRUQuWrDVAQSSgoICnnnmGYYMGULt2rU9j9977700a9aMuLg40tPTGTNmDOvXr2fevHkAZGVlERsbW+b1YmNjycrK8pRp2LCh1/G6desSGhrqKXMuhYWFFBYWeu6rt10umtPpGR4Y8NvTnCm+A+xe4jrB6Xiv1dGIeOnTpw99+vQ55zH36K4zTZgwgRtuuIE9e/bQuPHpJMU9uutc3KO7li9f7mlAnjRpEsnJyWzZsoXWrVt7Rnft3bvX04A8fvx4hg4dyj/+8Q+vulDEKm1qygrubrFtwRYMp7IhZy/UqSENEyIBQj3olaS4uJjf/e53OJ1O3nnnHa9jw4YNo0ePHiQlJfG73/2OL774gvnz57N27VpPGcMwyrymaZpej1ekzNnGjRvnGZpot9tJTEy8lI8nNVn2TqKMQgrNEHaa8VZHU30SrnFda5EdCQC+NrqrsLCQ3Nxcr4tIVahNHlcYRwH4uab0oAeHQWwb120NcxfxO0rQK0FxcTGDBw9m586dzJs3r9weg2uvvZaQkBC2bdsGQFxcHAcPHixT7vDhw55e87i4uDI95dnZ2RQXF5fpWT/TmDFjyMnJ8Vz27t17sR9ParqsjQD8bCbiIMjiYKqRe4hg1kZwOqyNReQyXGh016effsqiRYt47rnnmDFjhtd6K1U5ukuNx1Jd2pRur7bPrM8JIi2OphrFX+O6VoIu4neUoF8md3K+bds25s+fT7169cp9zqZNmyguLiY+3tUbmZycTE5ODitXrvSUWbFiBTk5OXTt2tVTJj09nczMTE+ZuXPnEhYWRqdOnc77XmFhYdSuXdvrInJRDqYDNWhxnVLNx28l3wyD4pNwZJvV4YhcEl8d3aXGY6kubUrXUKkxw9vdtI6KiN/SHPRy5OXlsX37ds/9nTt3kpaWRkxMDAkJCdx1112sXbuW2bNn43A4PD0GMTExhIaGsmPHDqZNm8Ydd9xB/fr12bx5M0899RQdO3akW7duALRp04bevXszbNgwzwI9Dz/8MP369aN169YA9OzZk7Zt25KSksJrr73GsWPHGD16NMOGDVPSLVWrtAe9Rs0/B5zY2Gw24Xpjq6sHIvYqq0MSuShnju764YcfLmp017XXXlvh0V0rVqzwOl6R0V1hYWGEhYVdwqcSuThtPGuo1KxG5tM96GmuheIu0GAmIr5FPejlWL16NR07dqRjx44AjBo1io4dO/L888+zb98+vv76a/bt28c111xDfHy85+KenxcaGsqCBQvo1asXrVu3ZsSIEfTs2ZP58+cTFHR6uPC0adNo164dPXv2pGfPnrRv356PP/7YczwoKIg5c+YQHh5Ot27dGDx4MAMHDuT111+v3i9Eap4sdw96zUrQAdKdpfuha4ig+BlfH90lcimaPjPH61IRNbYHveHVYNgg/zCcOP90ExHxPepBL0f37t0xL7BFxYWOASQmJrJ48eJy3ycmJoapU6desEzjxo2ZPXt2ua8lUmlOHoPcfUANWlznDKcT9DRL4xA5m0Z3iZQvCAetDHcdVsPWOQiNhPqt4XCGqw6rXYMWeRXxc+pBF5HzK51/vtfZoGYtrlNqo+lO0DeA02ltMCJn0OgukfI1NbIIN4rJN8PYbZ5/ykXA8uyHvsHaOETkoqgHXUTO7+AmADJqYO85wA4zgQIzhPCiE3DsF6jfwuqQRACN7hKpiLaGa3j7FjMRsyb2ScW3hw3TNU1LxM/UwF8rEakw9/zzGrZAnJuDoNOfXcPcRUT8Shuba4G4Gjf/3M2zXah60EX8iXrQReScmj4zh29Cl9DOBptr2BZrZ9robEZH23ZXD0S7u6wOR0REKuiq0hXcA2UU2NkL4+16pe+FnxDXznWdsxfyj0JU+YtFioj11IMuIufkWlxnP1Bze9AB0s2mrhsaIigi4lfcPeg/O2vYAnFu4XaIae66naU6TMRfKEEXkXNqZmQSZhSTZ4az12xgdTiW2XTmVmvlzOsVERHfUIcTxBvHgJq5C4mHZ6E4Jegi/kIJuoicU9vSoYE1dnGdUlvNRmALgYLjcHy31eGIiEgFuHvP9zgbkFcDdyHxiGvvutZK7iJ+o+aedYvIBbWxuZLRjBo8/xygmGBo2NZ1Rz0QIiJ+wT3/vEb3noN60EX8kBJ0ETmn04vr1Nz55x7x17iudYIjIuIXrjL2AqrDPAn6sR1QkGttLCJSIUrQReScTm9PU8N7H0A9ECIifkajwEpF1YfajVy3szZaG4uIVIgSdBEpK/8ocUY24JqDXuO5e9APpGmhOBERH+fahWQfAD+rDlMjs4ifUYIuImUdTAdgl7Mh+URYHIwPaNgWjCA4eQRyD1gdjYiIXEBTI4two5iTZhi7zYZWh2O9+NKF4rK0UJyIP1CCLiJllSboGTV9cR23kAhocJXrtnogRER8WhvtQuJNPegifkW/WiJSVpYrQf+5ps/dO1PCNa5rneCIiPi0qzxrqGh4O3A6QT/8MxSdtDYWESmXEnQRKeugayEZ9aC7NH1mDi+sCnbdUYIuIuLTtAvJWaLjIaoBmE44tNnqaESkHErQRcSboxgObwFgs05uPNKdTV03lKCLiPg09y4kGgVWyjDOGOaeZmkoIlI+Jegi4u3INnAUccKMYJ/ZwOpofEaG2QSnacCJA5B3yOpwRETkHGqTxxXGUUC7kHiJK10oTo3MIj5PCbqIeCtdIM61NY1hbSw+5CTh/GLGu+7oBEdExCddZewFYJ9Zn1yiLI7Gh2gdFRG/oQRdRLxllc4/d2p4+9k2ms1cNw6kWRqHiIicWxvPAnEa3u7FPcT94GYoKbI2FhG5oGCrAxARH6Mt1s4r3dmM3wT9pDl8IiLVpOkzcy6q/OkF4lSHeanTBMLtUJADhzNOJ+wi4nOUoIuIt9It1tSDXla6Uz3oIiK+rCYtEHdm48WuV/peuLB7obidP7rqMCXoIj5LQ9xF5LS8Q5B/CDDYYjayOhqfs8m9qn3uPsg/Ym0wIiLixYaTVsY+AH5WD3pZ8de4rjUPXcSnKUEXEY+Ulz8AYIczjlOEWxyN78kjEuq1cN3RMHcREZ/S1Mgi0ijklBnKLjPO6nB8j2erNSXoIr5MCbqIeLQxdgOau3dB7h4IDXMXEfEp7vnnW8xGOHWKW5a7/jqYDo4SS0MRkfPTr5eIeJxe/Vbzz8/L0wORZmkYIiLiTXVYOWKaQ2g0lBTAkS1WRyMi56EEXUQ82mj12/K595I9oCGCIiK+RKPAymGzQXx7120NcxfxWUrQRcSlpJArjQOAeh8upN17B103cvbAyWPWBiMiIh7qQa8AzUMX8XlK0EXE5fDPhBgOjptRZBJjdTQ+6wSR7HQ2dN3RMHcREZ9gJ48rjKOAVnC/IK3kLuLzlKCX48cff6R///4kJCRgGAZffvml13HTNBk7diwJCQlERETQvXt3Nm3a5FWmsLCQJ554gvr16xMVFcWAAQPYt2+fV5ns7GxSUlKw2+3Y7XZSUlI4fvy4V5k9e/bQv39/oqKiqF+/PiNGjKCoqKgqPrbURF77nxvWxuLjNpnaD11ExJdcZewFYJ9ZnxNEWhyND/P0oG8Ap8PaWETknJSglyM/P58OHTowceLEcx5/9dVX+ec//8nEiRNZtWoVcXFx3H777Zw4ccJTZuTIkcyaNYvp06ezZMkS8vLy6NevHw7H6R/GIUOGkJaWRmpqKqmpqaSlpZGSkuI57nA46Nu3L/n5+SxZsoTp06czY8YMnnrqqar78FKzHCxN0NXzUK6NztIEXT3oYhE1Hot4a2MrnX+u4e0XVr8lBEdAcT4c3WF1NCJyDkrQy9GnTx9eeuklBg0aVOaYaZq8+eab/PWvf2XQoEEkJSUxZcoUTp48ySeffAJATk4OH3zwAePHj6dHjx507NiRqVOnsnHjRubPnw9ARkYGqampvP/++yQnJ5OcnMykSZOYPXs2W7a4VtmcO3cumzdvZurUqXTs2JEePXowfvx4Jk2aRG5ubvV9IRK4sjYCStArYqN60MViajwW8eZe5HSz6rALswVBXDvXbQ1zF/FJStAvw86dO8nKyqJnz56ex8LCwrj55ptZunQpAGvWrKG4uNirTEJCAklJSZ4yy5Ytw26307lzZ0+ZLl26YLfbvcokJSWRkJDgKdOrVy8KCwtZs2bNeWMsLCwkNzfX6yJShml6etA3q/ehXOnOpq4bx3fDqWxLY5GaSY3HIt7Ug34R3LuRaBSYiE9Sgn4ZsrKyAGjYsKHX4w0bNvQcy8rKIjQ0lLp1616wTGxsbJnXj42N9Spz9vvUrVuX0NBQT5lzGTdunGdoot1uJzEx8SI/pdQIuQfgVDYlpo3t5hVWR+PzcqnFbmfp36x6IMTH+EPjsUhlCsJBK8M1PUOjwCrAPQ9do8BEfFKw1QEEAsPwXlDLNM0yj53t7DLnKn8pZc42ZswYRo0a5bmfm5urJF3KKu0932EmUEioxcH4h41mM5pwCA6sg+bdrQ5HxONCjce7d+/2lLGy8biwsJDCwkLPffW2y5maPjPn4sobWYQbxeSbYewxy/6flbOcuZK70+naH11EfIb+Ii9DXFwcQJmTkEOHDnlOWOLi4igqKiI7O/uCZQ4ePFjm9Q8fPuxV5uz3yc7Opri4uMzJ0ZnCwsKoXbu210WkDM0/v2gbnc1dN9QDIT7KlxuPNbpLKlNbw9XwtMVMxNSpbfkaXAXB4VB0Ao79YnU0InIW/YpdhmbNmhEXF8e8efM8jxUVFbF48WK6du0KQKdOnQgJCfEqk5mZSXp6uqdMcnIyOTk5rFy50lNmxYoV5OTkeJVJT08nMzPTU2bu3LmEhYXRqVOnKv2cUgMcPHOLNamIDaY7QV9nbSAiZ/GHxuMxY8aQk5Pjuezdu/ciP6XIaW1srgXianId1vSZOZ5LuYKCTy8UpzpMxOcoQS9HXl4eaWlppKWlAa65fWlpaezZswfDMBg5ciQvv/wys2bNIj09naFDhxIZGcmQIUMAsNvtPPTQQzz11FMsWLCAdevWcd9999GuXTt69OgBQJs2bejduzfDhg1j+fLlLF++nGHDhtGvXz9at24NQM+ePWnbti0pKSmsW7eOBQsWMHr0aIYNG6Zecbl8mRsA2GQ2tTYOP7LpzIXiTh6zNBaRM/lD47FGd0lluqp0BXeNArsICR1d10rQRXyO5qCXY/Xq1dxyyy2e++753A888ACTJ0/mL3/5C6dOnWL48OFkZ2fTuXNn5s6dS3R0tOc5b7zxBsHBwQwePJhTp05x2223MXnyZIKCgjxlpk2bxogRIzwL9gwYMMBr+5ygoCDmzJnD8OHD6datGxEREQwZMoTXX3+9qr8CCXSFp4e4ZTh1clNRuURBzJVwbAccWAstelgdktQgeXl5bN++3XPf3XgcExND48aNPY3HLVu2pGXLlrz88svnbTyuV68eMTExjB49+ryNx++99x4ADz/88Hkbj1977TWOHTumxmOpdu4edO1CchHcCbpWchfxOYZpmqbVQUj1yc3NxW63k5OTo5MncdmzAj7sCdHxND083upo/Mqu62ZC+hdw69/gpj9bHY74uMr8/V20aJFX47Gbu/HYNE1efPFF3nvvPU/j8dtvv01SUpKnbEFBAX/+85/55JNPPI3H77zzjtd88GPHjjFixAi+/vpr4HTjcZ06dTxl9uzZw/Dhw/nhhx+8Go/DwsIq/HlUN8mZLmaRuDqcIC38EQCuLviAfCKqKiy/seuVvuUXOrgZ3k2G0FrwzB7X/uhSI+n31/eoB12kBmv6zBzuC5rHSyGw4Hic1eH4n4SOrgRdC8VJNevevTsXal83DIOxY8cyduzY85YJDw9nwoQJTJgw4bxlYmJimDp16gVjady4MbNnzy43ZpGq4O493+2MVXJ+Meq3gpBIKMqDo9uhQWurIxKRUpqDLlLDtTV2AbDZ1NDAi6Y5fCIilnLXYVpD5SIFBUNce9dtNTKL+BQl6CI1XFuba3sazd27BPEdAANy98OJsqtdi4hI1VIddhkSrnFdq5FZxKcoQRepwYJwcJXh2t5IPeiXIKzW6WGBWmhHRKTaXV26B7rqsEugUWAiPkkJukgN1tzIJNwoJs8MZ48Za3U4fqfpM3OYkdUAgDemfGZxNCIiNUsYRbQw9gPqQb8k8de4rrM2gNNhaSgicpoSdJEazD13L8NsjKmfg0uywdkcgHa2XyyORESkZmlp7CPYcHLMrEUWMVaH43/qt4SQKCg+CUe2Wh2NiJTSGblIDaa5e5dvo7MZAO1tO0G7VoqIVBvvOsywNhh/ZAsqXUsFDXMX8SFK0EVqsLaeuXtNrQ3Ej202m1Bi2og1jsOJTKvDERGpMdx1mFZwvwyeheLSrIxCRM6gBF2kpjJN9aBXggLC2GY2ct3Zv9baYEREahDVYZVAC8WJ+Bwl6CI11YlM6hknKDFtbHUnmHJJ3PPQOaAEXUSkOhg4NQqsMrgT9KwN4Ci2NhYRAZSgi9RcmRsA2G5eQSGhFgfj3zaY7gRdPRAiItWhsXGIWkYBhWYIv5jxVofjv2KuhLDaUFIAhzKsjkZEUIIuUnNlbQS0d2xlSHNe6bqxfw04ndYGIyJSA7h7z382E3EQZHE0fsxmO92Lvn+NtbGICKAEXaTmynL1oGvu3uXbYiZSYIZAQQ4c03ZrIiJVTfPPK9EVnVzXmqYl4hOCrQ5ARCziTtDVg37ZSggm3WzGdcZWVw9E/RZWhyQi4leaPjPnosqfnn+uOuxsZ36Xu17pW/4TrrjWda2FTkV8gnrQRWqiU9mQvQuAdGdTS0MJFOvPHOYuIiJVyt2Dvkl12OVz96Af2gxF+dbGIiJK0EVqpNL553ucDcillsXBBIbTCfpqawMREQlwMeQSbxzDaRpsMROtDsf/1U6A6HgwnZC53upoRGo8JegiNdGBNADSzWbWxhFA1pmlCXrWRigptDYYEZEA5u4932U2JJ8Ii6MJEO5edA1zF7GcEnSRmqi0hVzD2yvPXjMWImLAUQQH060OR0QkYF1t7AIgw2xsbSCBxDMPXdO0RKymBF2khmn6zBx2bPgJgE3qQa9EBgvzXEMtn39nisWxiIgEriTbTgDSnc0tjiSAJChBF/EVStBFapgoTtHMyAK0uE5lW186zL2DbYfFkYiIBC53D/pGNTJXHvde6Md3Q/5Ra2MRqeGUoIvUMG2M3dgMk0wzhiPYrQ4noKQ5XdurXWMoQRcRqQrRnKS5zd3IrC3WKk1EHajX0nVb+6GLWEoJukgNk2TbBWj+eVVYXzrc8kpbJpw6bm0wIiIByL3/+T6zPtnUtjiaAONZKE7D3EWspARdpIZxJ+ibzKaWxhGIsqnNbmes6456IEREKt3p+eca3l7plKCL+AQl6CI1zNWGTm6qUprpGuauExwRkcp3OkFvam0ggejMrdZM09pYRGowJegiNUnxKVoa+wGd3FSV9c7S/dD3KUEXEalsSaULxKVrFFjli0sCWwicPOJaLE5ELKEEXaQmObiZYMPJEbM2WcRYHU1ASvMk6KvUAyEiUokiKOBK4wCgLdaqRHAYxLd33d632tpYRGowJegiNUlmGuDeXs2wMpKAtclsSqEZ7OqByN5pdTgiIgGjbekuJFlmXe1CUlUaXe+63rvS2jhEajAl6JWgadOmGIZR5vLYY48BMHTo0DLHunTp4vUahYWFPPHEE9SvX5+oqCgGDBjAvn37vMpkZ2eTkpKC3W7HbreTkpLC8ePHq+tjSiDIXA9o79iqVEjo6QX49q6yNBYRkUDiXuR0o9ZQqbCmz8zxXCrEnaDvU4IuYhUl6JVg1apVZGZmei7z5s0D4Le//a2nTO/evb3KfPvtt16vMXLkSGbNmsX06dNZsmQJeXl59OvXD4fD4SkzZMgQ0tLSSE1NJTU1lbS0NFJSUqrnQ0pgKE3QtUBc1VrrLN1LVic4YiE1HkugSSpd5FS7kFShxBtc11kbofiUtbGI1FDBVgcQCBo0aOB1/5VXXuHKK6/k5ptv9jwWFhZGXFzcOZ+fk5PDBx98wMcff0yPHj0AmDp1KomJicyfP59evXqRkZFBamoqy5cvp3PnzgBMmjSJ5ORktmzZQuvWravo00nAKCmEQ5sB2GQ2sTiYwLbG2Yo/8B3sXWF1KFKDrVq1yquRNz09ndtvv71M4/FHH33kuR8aGur1GiNHjuSbb75h+vTp1KtXj6eeeop+/fqxZs0agoKCAFfj8b59+0hNTQXg4YcfJiUlhW+++aYqP54EgAr36pbSFmvVwJ4ItRpC3kE4kAZNkq2OSKTGUQ96JSsqKmLq1Kk8+OCDGMbpOb6LFi0iNjaWVq1aMWzYMA4dOuQ5tmbNGoqLi+nZs6fnsYSEBJKSkli6dCkAy5Ytw263e5JzgC5dumC32z1lRC7oYDo4ijhm1mKvGWt1NAHN04N+cBMU5lkbjNRYDRo0IC4uznOZPXv2eRuP3ZeYmNOLR7obj8ePH0+PHj3o2LEjU6dOZePGjcyfPx/A03j8/vvvk5ycTHJyMpMmTWL27Nls2bKl2j+zBK4wijy7kGiIexUyDA1zF7GYEvRK9uWXX3L8+HGGDh3qeaxPnz5MmzaNH374gfHjx7Nq1SpuvfVWCgsLAcjKyiI0NJS6det6vVbDhg3JysrylImNLZtUxcbGesqcS2FhIbm5uV4XqaH2rwVgo7M5WiCuah0kBmo3AtMJB9ZaHY6IGo/F77Ux9hBsODls1uYgdct/glw69zB3LRQnYgkNca9kH3zwAX369CEhIcHz2N133+25nZSUxHXXXUeTJk2YM2cOgwYNOu9rmabpdSJ15u3zlTnbuHHjePHFFy/2Y0ggOrAOgPWmtqapFok3wKZ9rmHuzW6yOhqp4c7XePzb3/6WJk2asHPnTp577jluvfVW1qxZQ1hYWJU3HrsbqQE1Hku5vIe3q5G5SjUqTdDd24Ve4DxTRCqfetAr0e7du5k/fz5/+MMfLlguPj6eJk2asG3bNgDi4uIoKioiOzvbq9yhQ4do2LChp8zBgwfLvNbhw4c9Zc5lzJgx5OTkeC579+692I8lgaK0B32De59uqVqeHgit5C7WO1/jcd++fUlKSqJ///589913bN26lTlzLjwvuLIaj92LytntdhITEy/hU0lNogXiqlHCNWALds1Dz9F5o0h1U4JeiT766CNiY2Pp27fvBcsdPXqUvXv3Eh8fD0CnTp0ICQnxrP4OkJmZSXp6Ol27dgUgOTmZnJwcVq48PdxoxYoV5OTkeMqcS1hYGLVr1/a6SA1UmAdHXPNB1zvVg14tPD0QK109ECIWUeOxBIIOtl8A2KA6rOqFREBcO9dtDXMXqXZK0CuJ0+nko48+4oEHHiA4+PTMgby8PEaPHs2yZcvYtWsXixYton///tSvX5/f/OY3ANjtdh566CGeeuopFixYwLp167jvvvto166dZ1X3Nm3a0Lt3b4YNG8by5ctZvnw5w4YNo1+/flrBXco1eOy/wHSSacZwWHP3qkXLifsoMEPgVDYc3W51OFKDqfFY/F0EBbQyXI04ac4WFkdTQ5w5zF1EqpUS9Eoyf/589uzZw4MPPuj1eFBQEBs3buTXv/41rVq14oEHHqBVq1YsW7aM6OhoT7k33niDgQMHMnjwYLp160ZkZCTffPONZxsbgGnTptGuXTt69uxJz549ad++PR9//HG1fUbxX+3V81Dtiglmg3u+v3ogxCJqPJZAcLWxiyDDJMusyyE1MlcP90ruqr9Eqp0WiaskPXv2xDzHMNaIiAi+//77cp8fHh7OhAkTmDBhwnnLxMTEMHXq1MuKU2qmDrYdgIa3V7e1zlbcYNviGube8V6rw5EaqLzG43//+98cP36c+Ph4brnlFj777LMyjcfBwcEMHjyYU6dOcdtttzF58uQyjccjRozwrPY+YMAAJk6cWD0fUGqE03WY1lCpNomlCXrWBig+5Rr2LiLVQgm6SA3Q3ijtQTd1clOd1rqHYmqhOLGIGo8lELjnn6uRuRrVaQJRsZB/CDLXQ+MuVkckUmNoiLtIoDt5jCY2197GG5zNLA6mZlnrbOW6cWgznDpuaSwiIv6qg1Hag65G5upjGKd3I9mz3NpYRGoYJegige6Aa3u1nc6G5FLL4mBqliPY+cUZB5iaxycicgnqcMLTyLxRPejVq3Gy63rPMmvjEKlhNMRdJNDtXweo58Eqq5xX0dyWBXuWQqueVocjIuJX3MPbdzjjySXK4mj8W9Nn5njd3/XKhXd2OJ2gLwenE2zq1xOpDvpLEwl0pT3oG7S4jiVWmaUrWe9eam0gIiJ+qH3p8HbPrhhSfeLbQ0gkFByHwz9bHY1IjaEEXSTQ7Xcl6FpcxxornFe5buxf61oJV0REKkwruFsoKOT0dmt71MgsUl2UoIsEstwDkJdFiWljk9nU6mhqpL1mLETHg7MY9q+xOhwRET9ieoa4b1AjszXcw9x3ax66SHVRgi4SyPa5tvfaaiZSQJjFwdRUxhknOOqBEBGpqASO0sDIodgMUiOzVZqcMQ9dRKqFEnSRQFa6crhnP26xRpOurmsl6CIiFda+tPd8i5lIIaEWR1NDNboebMGQuw+O77E6GpEaQau4iwSy0h70tc6WFgdSw7kT9H2rwFECQfrpFZGa5+xVxMtzjeafWy80CuI7uKZo7V4GdRpbHZFIwFMPukigKimCA2kArDWVoFup2Ru/cNyMgqI8yNpgdTgiIn7BvYL7eq3gbi3thy5SrZSgiwSogc+9C45CjprR7DLjrA6nRjOxsdrZynVHw9xFRMoVhMOzgnuapmlZSwm6SLVSgi4SoK61bQNgnbMFYFgbjLDKvd2aTnBERMp1lbGXKKOQXDOCbeYVVodTszXu4ro+/DOcPGZtLCI1gBJ0kQDlTtA1/9w3rHQn6LuXgmlaG4yIiI+71rYVgHXOlpg6XbVWVH2oXzoKTKu5i1Q5/eKJBKiO7h50zT/3CelmM06ZoXDqmKsXQkREzqtTaYK+xj09SKzl2S70J2vjEKkBlKCLBKLcA1xhHMVhGlr91kcUE3x6HvquJdYGIyLi4641SkeBqZHZNzT9let613+tjUOkBlCCLhKISvc//9lszEnCLQ5G3JY5r3bd+GWRpXGIiPiyBmTT2HYYp2mQpkZm39CsNEHP3KB56CJVTAm6SCDS/uc+aak7Qd+1BJwOa4MREfFR7jVUtpiJ5BFpcTQCQHRc6Tx0U7uRiFQxJegigai0B10Jum/ZaDaDsNpQcByyNlodjoiIT+pUmqCvUR1WpZo+M8dzqZBmN7mud/5YdUGJiBJ0kYBTUgiZaYDm7vkaB0HQpJvrjk5wRETOSQvE+Sj3PHTVXyJVSgm6SKDJ3ACOIo6a0ew2G1odjZzN0wOx2No4RER8UCjFJBk7AVhjKkH3Ke4E/XAG5B2yNhaRAKYEXSTQ7HXtUbrW2QowrI1Fyuj9tevfJH/bf6GkyOJoRER8S5KxkzCjhCNmbfaYsVaHI2eKqgcNk1y3tZq7SJVRgi4SaEoXb1nhvMriQORctpiNOGpGE2UUwoG1VocjIuJT3AvEudZQUSOzz9E8dJEqpwRdJJA4nZ4EfaUSdJ9kYmOZs63rzi8a5i4icibNP/dxngRdPegiVSXY6gBEpBId2uxaITwkik0FTa2ORs5jqTOJfkErXD0Q3Z+2OhwRkSpT4RXCATA9Pehawd1HNekKhg2O7YCcfWBvZHVEIgFHPegigcS9N2njzq4Vw8UnLXX3oO9bCUUnrQ1GRMRHNDEO0tA4TqEZzEazudXhyLmE2yH+Gtdt9aKLVAkl6CKBZPdPrusmXa2NQy5olxnHATMGHEWeRf1ERGq6zrYMANabV1JIqMXRyHlpHrpIlVKCLhIgmj4zm8ObFgLw2+/0p+3bDJY6S1fC3bHQ2lBERHxEl9IEfbmzjcWR1DxNn5njuZTLnaD/shBMs2oDE6mBdBZfCcaOHYthGF6XuLg4z3HTNBk7diwJCQlERETQvXt3Nm3a5PUahYWFPPHEE9SvX5+oqCgGDBjAvn37vMpkZ2eTkpKC3W7HbreTkpLC8ePHq+Mjih9oZmTRwMih0Axhg4YG+rzFjvauG9vnWxuIiIhPMD096CuUoPu2Jt0gOAJOZLrWvhGRSqUEvZJcffXVZGZmei4bN270HHv11Vf55z//ycSJE1m1ahVxcXHcfvvtnDhxwlNm5MiRzJo1i+nTp7NkyRLy8vLo168fDofDU2bIkCGkpaWRmppKamoqaWlppKSkVOvnFN91g+1nANI0NNAv/NfZzrXQzqHNkLPf6nAkAKnxWPxJI+MwVxhHKTaDSrdYE58VEg5Nb3TdViOzSKVTgl5JgoODiYuL81waNGgAuE6A3nzzTf76178yaNAgkpKSmDJlCidPnuSTTz4BICcnhw8++IDx48fTo0cPOnbsyNSpU9m4cSPz57t++DIyMkhNTeX9998nOTmZ5ORkJk2axOzZs9myZYtln1t8xw2engdtr+YPjhMNV3Ry3dEJjlQRNR6Lv3APb99gNucU4RZHI+Vq0cN1rfpLpNIpQa8k27ZtIyEhgWbNmvG73/2OX375BYCdO3eSlZVFz549PWXDwsK4+eabWbrUteL2mjVrKC4u9iqTkJBAUlKSp8yyZcuw2+107tzZU6ZLly7Y7XZPGanZOpf2oGtooB/RCY5UMTUei7/Q/HM/0+I21/We5VCYZ20sIgFGCXol6Ny5M//+97/5/vvvmTRpEllZWXTt2pWjR4+SlZUFQMOGDb2e07BhQ8+xrKwsQkNDqVu37gXLxMbGlnnv2NhYT5lzKSwsJDc31+siAej4HhoZRzQ00N+0uN11/csicBRbGooEJl9tPFbdJGfrbGj+uV+p1wLqNHbtRrJridXRiAQUJeiVoE+fPtx55520a9eOHj16MGeOawXMKVOmeMoYhuH1HNM0yzx2trPLnKt8ea8zbtw4z7xAu91OYmJihT6T+JnS/c/TzWYaGuhHmk88wDGzFhTm8tu//a/V4UiA8eXGY9VNcqYrOEyi7TAlpo01zlZWhyMVYRgaBSZSRZSgV4GoqCjatWvHtm3bPAvynH2icujQIc+JUVxcHEVFRWRnZ1+wzMGDB8u81+HDh8ucYJ1pzJgx5OTkeC579+69rM8mPmrXfwHNP/c3Tmz86HSt5n5z0HqLo5FA48uNx6qb5Ezu1ds3ms3JJ8LiaKTClKCLVAkl6FWgsLCQjIwM4uPjadasGXFxccybN89zvKioiMWLF9O1a1cAOnXqREhIiFeZzMxM0tPTPWWSk5PJyclh5cqVnjIrVqwgJyfHU+ZcwsLCqF27ttdFAoxpwo5FACx1Xm1tLHLRFjs6ANDdpgRdqpYvNR6rbgpsF7WnNlpDxW81uwlswZC9E47usDoakYChBL0SjB49msWLF7Nz505WrFjBXXfdRW5uLg888ACGYTBy5EhefvllZs2aRXp6OkOHDiUyMpIhQ4YAYLfbeeihh3jqqadYsGAB69at47777vP0egC0adOG3r17M2zYMJYvX87y5csZNmwY/fr1o3Xr1lZ+fLHa0e2Qu49CM5iV6kH3O+4e9CTbLjhRNtERqSy+1HgscqbOngXiVIf5lbBoaJzsur19gbWxiASQYKsDCAT79u3jnnvu4ciRIzRo0IAuXbqwfPlymjRpAsBf/vIXTp06xfDhw8nOzqZz587MnTuX6Ohoz2u88cYbBAcHM3jwYE6dOsVtt93G5MmTCQoK8pSZNm0aI0aM8CzYM2DAACZOnFi9H1Z8zy+LAFjjbEUBYdbGIhftKHY2OJvR3rYTdiyAa4ZYHZIEiNGjR9O/f38aN27MoUOHeOmll87ZeNyyZUtatmzJyy+/fN7G43r16hETE8Po0aPP23j83nvvAfDwww+r8VgqLI6jNLUdxGEarHbq/4zfaXGba5rdjgXQ+WGroxEJCErQK8H06dMveNwwDMaOHcvYsWPPWyY8PJwJEyYwYcKE85aJiYlh6tSplxqmBKodCwFY4mxncSByqRY5O7gS9K3fK0GXSqPGY/EHNwalA7DRbEYekRZHIxetRQ+YPxZ2/gjFpyBEawiIXC4l6CJ+7MpnvmZd2A/UNuC/StD91nxHJ0YEf+laaKekEII1EkIunxqPxR/8yrYROD3dR/xMwySo3Qhy97lG9LXuY3VEIn5Pc9BF/FgHYwe1jVMcN6PYZDa1Ohy5RBvNZmSaMVCU5+qFEBGpAQyc3FiaoP/XoQTdLxkGXHWH6/bPFVsUUEQuTAm6iB+70eYaGviT82qc+nP2WyY25jk6ue78PNvaYEREqsnVxi7qGSc4YUawzmxhdThS6mJX4ad1aYK+5TtwOqouMJEaQmf0In6sW+ncPc0/939znde5bvz8LTid1gYjIlINbrJtAGCZsy0lmnXpv5reCGF2OHkE9q2yOhoRv6cEXcRfFZ7gWmMbAEucSRYHI5drhbON6wQn/xDsX211OCIiVe6mIM0/DwhBIdDKtUikRoGJXD4l6CL+atdPhBgOdjtj2Ws2tDoauUzFBJ8+wcn4xtpgRESqWBSnuNbYCihBDwhX9XVd//wtmKa1sYj4OSXoIv6qdP/zn9R7HjCGr4kHYOeSz3SCIyIBrYttM6Gljcx71Mjs/1r0gKBQOLYDjmy1OhoRv6YEXcRfbZ8HaHu1QLLY2YFCM5hmtoNweIvV4YiIVBltrxZgwqKh2c2u2xrmLnJZlKCL+KMj2+HodorMICXoASSfiNMjInSCIyJ+5GJX/nYvEKc6LIB4tlv71to4RPycEnQRP9P0mTm89MY/AdfCYnlEWhyRVCbPau6ahy4iAaqRcYjmtixKTBtLnVdbHY5UFvd2a/tXQ+4Ba2MR8WNK0EX8UI+gtQAscF5rcSRS2eY6rqPEtEFmGhzdYXU4IiKV7ubS3vO1Zks1MgeS6DhI7Oy6velLS0MR8WdK0EX8jJ08rjNc85PnK0EPOMeofXqY+8YvrA1GRKQK3G5bA8BCR0eLI5HynDl1oULTF5Lucl2nq/4SuVRK0EX8THdbGsGGk5+diewzY60OR6rAV46urhsb/6PV3EUkoNTiJMm2TQDMdXayOBqpdFcPBMMG+9fAsV+sjkbELylBF/Ezp4e3q+chUM11XgfB4XB0G2RtsDocEZFKc7NtA2FGCTuc8ewwE6wORypbrVhodpPrdvoMa2MR8VNK0EX8iaPYM3dvgUPD2wNVHpHQqpfrjoa5i0gAuT1oNQDznJ0Aw9pgpGq4h7lvVIIucimUoIv4k91LqW2c5IhZmzSzhdXRSBV6JK0ZAAd+mgpOp8XRiIhcvmBKuNWWBrgWxJQA1aY/BIXC4Qw4uMnqaET8jhJ0EX+yNRWAhY5rcOrPN6Atcl5DrhlBgnEM9i63OhwRkcvW2ZZBbeMkh9XIHNgi6kCL2123NQpM5KLpDF/EX5gmbPkWgPlaWCfgFRLK947rXXc2/sfaYEREKkFPm2t4+3xHJzUyB7p2d7qu02dosVORi6RfRxF/kbkesndxygzlv852Vkcj1eArZzfXjU1fQkmRpbGIiFwek9uDXNurzVMjc+Br1QdCouD4bti3yupoRPxKsNUBiEj5mj4zh2eCP+GPwa7V208SbnVIUg2WOdty0KxDw1PHYMscuPo3VockIuJRoX2xSyUZO0kwjpFvhvGTM6kKo5KqdOa/+a5X+p6/YGgktOkHGz6DtGmQeEM1RCcSGNSDLuIHDJz0C3LNQ/7GkWxxNFJdHATxH8fNrjtr/21tMCIil8Hde/6jsz2FhFocjVSLjimu641fQGGetbGI+BEl6CJ+oKOxnUbGEfLMcBY5r7E6HKlGnzm6u27sWAjZuy2NRUTk0pgMsC0FINW9toYEvqY3QkxzKMqDTbOsjkbEbyhBF/ED/YOWATDXeZ16HmqYvWZDaN4dMGHdx1aHIyJy0ToYO2hmO8hJM4x5Tm2vVmMYBlx7v+u2RoGJVJgSdBFf53TQN2gFoOHtNdVjP7cHIGvx++AosTgaEZGLMzDoJ8C1OJzWUKlhOgwBWzDsWwmHMqyORsQvKEEX8XW7fyLWOM5xM4olWr29Rprn7MRRM5o4Ixu2z7M6HBGRCgvCQb/SUWBfOrpZHI1Uu+iG0Kq367Z60UUqRAm6iK9Lnwm45u0Va+OFGqmIEGY4bnLdWTPF2mBERC5CN1s6DYxcjprR2iK0prr2Adf1+k+hpNDaWET8gBJ0EV/mKIbNXwHwjVPD22syz2Jx276HnP2WxiIiUlG/Lh3ePsfRhRI1MgeUps/M8VwuqMVtUPsKOJUNGd9UT3AifkwJuogv2zYXTh3jsFmb5c62VkcjFtphXsEyR1swnbDy/6wOR0SkXOEU0su2GtDw9hrNFnR6y7UV71kbi4gfUIJeCcaNG8f1119PdHQ0sbGxDBw4kC1btniVGTp0KIZheF26dOniVaawsJAnnniC+vXrExUVxYABA9i3b59XmezsbFJSUrDb7djtdlJSUjh+/HhVf0SxyprJAMxw3ISDIGtjEct94OjjurHmI+0pK+VS3SSV7cwe03J7TYEetrXUMgrY42zAWrNlNUQoPuu6ByEo1LVY3N6VVkcj4tOUoFeCxYsX89hjj7F8+XLmzZtHSUkJPXv2JD8/36tc7969yczM9Fy+/fZbr+MjR45k1qxZTJ8+nSVLlpCXl0e/fv1wOByeMkOGDCEtLY3U1FRSU1NJS0sjJSWlWj6nVK/kZ/6NY6trQbDPHLdYHI34ggXOjlCvBRTkwLqpVocjPk51k1htYNASAL5ydgMMa4MRa0U3hHaDXbeXTbQ2FhEfp8lAlSA1NdXr/kcffURsbCxr1qzhpptu8jweFhZGXFzcOV8jJyeHDz74gI8//pgePXoAMHXqVBITE5k/fz69evUiIyOD1NRUli9fTufOnQGYNGkSycnJbNmyhdatW1fRJxQrDA5aRJBhstzZhp1mvNXhiA8wsfHXrJv4R8h29nz7Oo1vGOYaOihyDqqbxErxHOUWWxqg4e1SKvkxSJvqmoeevQvqNrU6IhGfpB70KpCTkwNATEyM1+OLFi0iNjaWVq1aMWzYMA4dOuQ5tmbNGoqLi+nZs6fnsYSEBJKSkli6dCkAy5Ytw263e06AALp06YLdbveUOVthYSG5ubleF/EDTgeDgxcB8EnJrdbGIj5lhuNXHDNr0dh2WIvtyEXxpbpJAt89wQsIMkyWOdqyw7zC6nDEFzRsC1fe6lpLZfm/rI5GxGcpQa9kpmkyatQobrzxRpKSkjyP9+nTh2nTpvHDDz8wfvx4Vq1axa233kphoWu7iaysLEJDQ6lbt67X6zVs2JCsrCxPmdjY2DLvGRsb6ylztnHjxnnmBNrtdhITEyvro0pV2r6AK4yjZJu1+N55vdXRiA8pIIyPHbe77iydAKZpbUDiF3ytblLjcWALpoTfBS0C4GNHD0tjER+T/Ljret3HcOq4paGI+Col6JXs8ccfZ8OGDXz66adej99999307duXpKQk+vfvz3fffcfWrVuZM+fCi6yYpolhnJ63debt85U505gxY8jJyfFc9u7dewmfSqrdWtde17McN1JIqMXBiK/5uKQnhWYI7F8Ne5ZbHY74AV+rm9R4HNh62lYTaxznkFmHuc7rrA5HfMmVt0JsWyjK8yyEKyLelKBXoieeeIKvv/6ahQsX0qhRowuWjY+Pp0mTJmzbtg2AuLg4ioqKyM7O9ip36NAhGjZs6Clz8ODBMq91+PBhT5mzhYWFUbt2ba+L+LgTWbDlOwA+dWh4u5R1BDszHDe67ix+xdpgxOf5Yt2kxuPAlhI0H4BPHbdo73PxZhine9GXvQ1F+RcuL1IDKUGvBKZp8vjjjzNz5kx++OEHmjVrVu5zjh49yt69e4mPdy3+1alTJ0JCQpg3b56nTGZmJunp6XTt2hWA5ORkcnJyWLny9PYUK1asICcnx1NGAsCqD8B0sNrZim3mhU+mpeZ6xzEQbCHwyyLY+V+rwxEf5Mt1kxqPA9eVxn6SgzbjMA2maw0VOZf2g6FOE8g/BCsnWR2NiM8xTFMTGC/X8OHD+eSTT/jqq6+8Vqu12+1ERESQl5fH2LFjufPOO4mPj2fXrl08++yz7Nmzh4yMDKKjowF49NFHmT17NpMnTyYmJobRo0dz9OhR1qxZQ1CQa6XmPn36cODAAd577z0AHn74YZo0acI331Rssajc3Fzsdjs5OTk6IfJFhXnwxtVQcJxHi/7Ed87O5T9Haqxdv/oBVr0PjZPh99+5eibEZ1X376/qJqkMFdnv/EwvBE/h98Hf873jOh4pHlVFUYkv2/VK3/ILpX0CXz4KETHwp/UQrr97q+j31/eoB70SvPvuu+Tk5NC9e3fi4+M9l88++wyAoKAgNm7cyK9//WtatWrFAw88QKtWrVi2bJnnBAjgjTfeYODAgQwePJhu3boRGRnJN9984zkBApg2bRrt2rWjZ8+e9OzZk/bt2/Pxxx9X+2eWKrLuYyg4DjHNtTiclOuG/3akwAyBPct44K/jrA5HfIzqJqlu0ZzkzqAfAZiqxeHkQtoNhnot4dQxWKEV3UXOpB70GkatZL6rxTNfsShsFI2MIzxb/BCfOG6zOiTxA88GT+Ph4DlscDaj/Yvr1Ivuw/T7e376bnzXxfSgDw/6ir+EfMY25xX0LPp/mOoHqpEq1IMOkD4DvngQwmq7etEjY8p/jlQ6/f76Hv1yiviIvrblNDKOcNiszQzHr6wOR/zEv0r6k2+G0d62E36ebXU4IlJDRVDAQ8HfAjCx5NdKzqV8bX8DsVdDYS4sm2h1NCI+Q7+eIr7ANPljsCu5mlzSW1urSYUdozYfOvq47sx9DooLrA1IRGqkIUE/UM84wS5nQ2Y7k60OR/yBzQa3/tV1e/m7cFy7OYiAEnQR37B9AW1se8g3w/hY8/bkIv2rpD9ZZl3I3glLJ1gdjojUMGEU8XBpI/M7jgE4CCrnGSKlWt8BjbtC8UmY+1eroxHxCUrQRazmdMLClwDXvue51LI4IPE3+UTwcvG9rjv/fR2yd1sbkIjUKL8NWkxD4zj7zXrM0hStGq/pM3M8l3IZBtzxGhhBsPkr2PFD1Qco4uOUoItYqOkzcxjxt+fgwDryzHDeLRlgdUjip752JrPM0RZKCvj+nw9aHY6I1BAhlPDHYNd2ev8q6U8xwRZHJH4nLglueNh1+9s/Q0mhtfGIWEwJuoiFQinmz8GuLY/+VdKfo9gtjkj8l8HzJUMpNoPoFbQats61OiAR8VMX0wN6X9A8GhlHOGTW4XNH96oPTgLTLWMgKhaObodlb1sdjYillKCLWCglaC6JtsNkmXV533GH1eGIn9tmNuIjR2/XnTlPQUGutQGJSECLIZcng2cAML7kt1rgVC5duB16/o/r9o+vwbGd1sYjYiEl6CJWOZXNE8FfAvDPkrsoIMzaeCQgvFUyiL3OBpCzB7572upwRCSAPRX8H2obJ0l3NuU/jputDkd80JmjMcodkdH+bmhyo2vBuFmPgKOkeoIU8TFK0EWs8uPr1DHy2eJsxBc6sZFKkk8ETxY/CoYN1n8Cm2ZZHZKIBKC2xi7uCXIt6PVi8f04dUopl8swYOA7EFYb9q6AJW9YHZGIJfRrKmKF/Wtde34C40qG6MRGKtVq8yomFLsWHDz++WOQe8DiiEQksJg8H/IxNsNktqMLq8yrrA5IAkXdJnDH667bi8bB/jXWxiNiAWUFItWs5TNf8fN794Pp4GtHMouc11gdkgSgt0oGsd7ZnDpGPsz6IzgdVockIgFigG0pXWwZFJghjCu+x+pwJNC0HwxXDwLTATMfhqJ8qyMSqVbaC0Okmj0e/CVX2fZyxKzN2OIHrA5HAlQJwTxZPJzZoX8lcudimPc89PqH1WGJiI+q0J7VQBxH+Z+QjwB4p+TX7KdBVYYlAebM/2e7Xul77kKGAf3+6RrmfnQ7fPko3DUZbOpXlJpB/9NFqlPmBoYHfQXAC8VDOUZtiwOSQPaLmcDo4kdcd5ZNhLUfWxuQiPg1Ayevh/wLu3GSNGdz3nEMsDokCVQRdeGuD8EWApu/cg13F6khlKCLVJfiU/DlcEIMB985rmeOs7PVEUkN8K2zC9z8jOvO7Cdh91JrAxIRv/X7oO+5MWgTp8xQRhUPp0QDMaUqNe4C/d9y3f7xVdj4hbXxiFQTJegi1cE04Zs/wcGNHDWjeb7494BhdVRSQzT7PonZjs7gLIbP7oMj26wOSUT8TCtjL08HTwfgHyX38ouZYHFEUiN0vBe6jnDd/uox2LvK2nhEqoESdJFq8Pe/PQEbPqPEtPF48QgOU8fqkKQGMbExuviPbHA2g5NHYXI/OLLd6rBExGIV3Z+6Lrm8F/JPwoxifnBcw1RHj2qKUAToMRZa9YaSAph6p1Z2l4CnBF2kqv2ymGeDpwGuXodlzqstDkhqogLCGFr0ND87EyEvi6wJPeDoDqvDEhEfF0ox74W+QTPbQfY6G/Dn4kfQCDCpDBVtIMIWBHd+AI27QmEO/Ps3StIloGnykEhVOvQz/GcowYaTGY5f8ZGjt9URSQ12jNrcW/Qsn4a+RCvbfldP+v1fQYNWVocmItWgoiu1n2byash73GDbQq4Zye+L/8xR7FUSm8gFhdWCe/8D0+6CPctcSfr9s+CKTlZHJlLp1IMuUkV6jHmPw2/fDqeOkeZszrPFD6FeB7HaUewMKfob25xXwIkD8H4P2LHQ6rBExOeYjA7+nIFBSyk2g3i0+E9sNxtZHZTUZO4kPbGLqyd9cj/ImG11VCKVTgm6SFU4vJVPQ/9BAyOXTc4mPFD0DIWEWh2VCABHsPO7or9BYmfXSc7UO2HVB1aHJSI+w+SvwdN4PNi1LehfSx7kJ2c7i2OSQFbh4e5h0XDfF9D8Fig+CZ/dC//9p2sxXpEAoQRdpLJlbYQp/Whg5LDZ2YR7i54lh1pWRyXi5Sh2Wm97lJmOG8F0wJxR8NXjUHjC6tBExEI2nLwSPIlhwd8C8GJxCp87brE4KpEzhEXDvV/ADQ+77i94EWb8AQpyrI1LpJIoQRepTOkz4P3bIe8gGc5E7i0aw3GirY5K5JwKCWVU8aO8WjwYp2nAuo/hXzfCnhVWhyYiFojiFBND/pffBS/CYRqMLn6Ejxx9rA5LapgK9aYHBcMdr0Hf8WAEQfoX8E5X+GVx9QUqUkW0SJxIZXA6ePf5B3g0+BsAfnS044niJ9RzLn7A4B3HQNaarXg95F80yt6F44NeBHV9DG7+C4RrQSgRf1bRheHaGLuZGPK/XGnLpMgM4oniJ/jeeUMVRydyma7/AzRsB7Megeyd8O8BcMMjcMuzEFHH6uhELol60EUu18HN8GEvT3L+r5J+DC1+Wsm5+JXlzrb0KXyFGY5fEWSYsGwi/O+1rrnpjhKrwxORKmLg5L6geXwZ+jxX2jI5YMZwT9HflJyL/2jcGf64BK570HV/5Xsw4VpYOQkcxdbGJnIJDNPUqgo1SW5uLna7nZycHGrXrm11OP6tuID/ffER/hj0DaGGgxNmBH8tfpCvnd2sjkzksnS3pfG34Km0sB1wPVC/FXQbCe1+C8Fa7PBS6ff3/PTdVK6K9pq3N3YwNmQK19q2A7DA0ZGniv+oqVniM3a90vfinrB9AaQ+A0e2uu7Xawm/GgVJd6n+Og/9/voeJeg1jP4IK0FxgWuu7pI3IHc/AHMdnXi+eChZ1LM4OJHKEUwJ9wYt4MngL6hj5LsejE6Azo/ANUOgVqy1Afoh/f6en76bylVegt7IOMwTQbP4bdBibIZJvhnGP0t+y4eO3pgaXCk+rEIJu6MY1kyGRePg5FHXY9Hx0PmP0DEFonSudib9/voeJeg1jP4IL0PeYVj/KVlz/0mckQ1AphnDi8X3k+q8Hu1xLoEompPcE7SAh4K/o6Fx3PWgEQQtb4cO97iuQ6MsjdFf6Pf3/PTdXL6K9JpfY2znD8Fz6GNb6ZrKAsx03MgrxfdwiLpVHaJIpSo3WS/IgdUfwvJ/QV6W6zFbMLTsCR1+57oOiaj6QH2cfn99jxL0GkZ/hBepMA9+WQjrp8PWVHC65uIeMGN4t2QAnzu6a39zqRFCKebXQT/xWtO1sH/16QNBYdDsV9CqNzS7Geq3BEONVeei39/z03dz+c6XoCcaB+lvW07/oGW0se3xPP6jox1vltzJWrNVdYUoUmUumKyXFMLGL1xz0zPXn348OAKa3+xK1K+8Feo2rZH1l35/fY8SdD/0zjvv8Nprr5GZmcnVV1/Nm2++ya9+9asKPVd/hOUoLoCsDbB3BWyfD7uXgqPIc3i9szmfOm5lpuNXFBFiYaAi1rnS2M+dQf9leP31cHy398HIepDYBa64FuLaQ1ySa2hhDTzpOVug//6qbqp+50rKa5PH9bYtdLVtpqstnTa2vZ5jRWYQ3zi7MqmkLz+bjaszVJFqc8Fk/VCGq9Nl4xeQu8/7WK2GkNgZEm+AhkmuS60GVRusD9Dvr+9Rgu5nPvvsM1JSUnjnnXfo1q0b7733Hu+//z6bN2+mcePyK1v9EZYqyIGcfZC9G45sgSPb4NBmyEoHp/eKn3ucDfjeeT3/cdzMVjPRooBFfJHJlcYBbrOt5RbbepLDfoGSgrLFwutAvSsh5kqIaQ72K6B26aVWrOu4LfDnvQby76/qpupxOiE3ieEETYyDNDEO0vT/t3e3sVHVaR/Hf6fTTjvu0iJt7YOUAjEBqrFKe0NbQhoToUHt4p1sJNHwYJDYxAS6jRoqUalvuomriQjUEO1GE6z1OXHTqH2hoKEbpGlfWMKtrHVr3ZZSYKW22JbO/34xtDjMAJ3SmTkz5/tJTmbmP+fAdQ1Df3PNUxP6tczqUYH1b+UlnPY7ZsJYOuK9Xf/wlurTif/hN4zAUa46rBsjnfpW+v5z6ftWqfdYwOM/SdIfMqX023zZdfMiKW2+lJp7Ob+S58T8E9D8/LUfBvQYs3LlSi1fvlwNDQ1Ta8uWLdODDz6o+vr66x5/Q/8JjZHGR659ffArguxn/M+bKy97/TfvhGQmJK/X9zZz77jvS0AmxqWJUenimO90/IKvxrERafS8bxAfPS+NnPV9UcjwoDTUL40NXbWN0yZVnd7b1Oa9XV96C/WDyRGfLweuL0kXdYfVreKE/9PtCT+qwPq3Flt9SrS81z4wIdH3yrvnZt+w7pkrJadKyX+U3Je2JM/lzZXs+zZeV7LkSpJcbt9pQpKU4PL9eQku32flE1y+B0+WS7ISLm2W71RW4PlJU+etwMtJHt/fF6J4fhAU1WyauOj7+T9bArLMXOW6a+SY8covy7wTl85P+M57L/ryayrLxnzv4Lro22qb/6mb9Jv+qN80xxrRXGtYafpV86whZVnnlKn/Ktm6+q8//Jc3R23eAh3x3q42b4HOKb7ub8Bs8Bvexy9I/+mQev7pOz3VJZ39QQGPYa/kcvuGeM88KSXNl18pab7vZpncEn+fX24pMfl3+XUpw6ayK/F32XUpsxJc8mXUVTJs8tRz84yeLIjnbIpVidEuANM3Njam9vZ27dy502997dq1OnLkSNBjRkdHNTp6+YHLL7/8Isn3nzFk479Jf7st9ONs6pz5g/pMurpNjn7wZusHk6sus1D/MenyH8gvRKtEIKaMSmrXrWrXrVNrbo0p3zqlBdaAFlqndKs1oGzrnLKtc8qyzirNuiBpXLrQL6k/WqWH5s9/9305Xogmf+7G2/PiUc+m71ul9x8N/Tgbq73O9aOXtj5zs3pNpnq8t+ikuVUnzAKd8OZpSFd+ceM1nlwHHGrBX94Lspp3afuTPPpNi6w+5VsDyru0/e9tCdL5fmmoTxofljQqjfRK6g3yZ0XYkyelpJSQD4vXbIplDOgxZHBwUBMTE8rKyvJbz8rKUn9/8Ae29fX1qqurC1jPy+Ot2tKQfANBV7QLAeLav6JdwGz7659v6PChoSGlpaXNUjHRRzZF05CknuvuBWBmvrvi8pZoFDFdf826/j7XEG/ZFMsY0GOQdcXbV4wxAWuTamtrVVNTM3XZ6/Xq7NmzSk9Pv+oxdnX+/Hnl5eXpp59+ctxbcOid3uk99hljNDQ0pNzc3GiXEhZOzaZQxOP9erqc2jt9O6tvKfZ6j/dsikUM6DEkIyNDLpcr4BWJgYGBgFcuJiUnJys5Odlvbe7cueEqMSJSU1Nj4gdeONA7vTtNvPUej69OkE2hi7f7dSic2jt9O08s9R6P2RTL4v9rc+OI2+1WUVGRWltb/dZbW1tVVlYWpaoAAE5GNgEAMHt4BT3G1NTUaOPGjSouLlZpaakOHDignp4eVVVVRbs0AIBDkU0AAMwOBvQYs2HDBp05c0YvvPCC+vr6dMcdd6ilpUX5+fnRLi3skpOT9fzzzwe8LdIJ6J3encbJvcciJ2dTKJx8v3Zq7/TtrL4lZ/eO2cHvQQcAAAAAwAb4DDoAAAAAADbAgA4AAAAAgA0woAMAAAAAYAMM6AAAAAAA2AADOmxl//79WrRokVJSUlRUVKSvvvrqmvsfPHhQhYWFuummm5STk6NHH31UZ86ciVC1syvU3vft26dly5bJ4/FoyZIleuuttyJU6ew6fPiwKisrlZubK8uy9PHHH1/3mEOHDqmoqEgpKSlavHixXnvttfAXGgah9t7X16eHH35YS5YsUUJCgqqrqyNSZziE2vuHH36oNWvWKDMzU6mpqSotLdVnn30WmWKBEDg1x8gwZ2WYU/OL7EIkMKDDNpqbm1VdXa1du3apo6NDq1ev1rp169TT0xN0/6+//lqbNm3S1q1b1dXVpffee0/ffPONHnvssQhXfuNC7b2hoUG1tbXavXu3urq6VFdXpyeeeEKffPJJhCu/ccPDwyosLNTevXuntX93d7fuu+8+rV69Wh0dHXrmmWe0fft2ffDBB2GudPaF2vvo6KgyMzO1a9cuFRYWhrm68Aq198OHD2vNmjVqaWlRe3u77rnnHlVWVqqjoyPMlQLT59QcI8Ocl2FOzS+yCxFhAJtYsWKFqaqq8ltbunSp2blzZ9D9X3zxRbN48WK/tT179pj58+eHrcZwCbX30tJS8+STT/qt7dixw6xatSpsNUaCJPPRRx9dc5+nn37aLF261G/t8ccfNyUlJWGsLPym0/vvlZeXmx07doStnkgKtfdJBQUFpq6ubvYLAmbIqTlGhvk4NcOcml9kF8KFV9BhC2NjY2pvb9fatWv91teuXasjR44EPaasrEy9vb1qaWmRMUanTp3S+++/r/vvvz8SJc+amfQ+OjqqlJQUvzWPx6OjR49qfHw8bLXaQVtbW8BtVVFRoWPHjsV977jM6/VqaGhI8+bNi3YpgCTn5hgZFhoyzNnILkwHAzpsYXBwUBMTE8rKyvJbz8rKUn9/f9BjysrKdPDgQW3YsEFut1vZ2dmaO3euXn311UiUPGtm0ntFRYVef/11tbe3yxijY8eOqbGxUePj4xocHIxE2VHT398f9La6ePFi3PeOy1566SUNDw/roYceinYpgCTn5hgZFhoyzNnILkwHAzpsxbIsv8vGmIC1ScePH9f27dv13HPPqb29XZ9++qm6u7tVVVUViVJnXSi9P/vss1q3bp1KSkqUlJSk9evXa8uWLZIkl8sV7lKjLthtFWwd8ampqUm7d+9Wc3OzbrnllmiXA/hxao6RYdNHhjkT2YXpYkCHLWRkZMjlcgU82z4wMBDwTPOk+vp6rVq1Sk899ZTuvPNOVVRUaP/+/WpsbFRfX18kyp4VM+nd4/GosbFRIyMj+vHHH9XT06OFCxdqzpw5ysjIiETZUZOdnR30tkpMTFR6enqUqkKkNDc3a+vWrXr33Xd17733RrscYIpTc4wMCw0Z5kxkF0LBgA5bcLvdKioqUmtrq996a2urysrKgh4zMjKihAT/u/DkM++Tz0bHgpn0PikpKUnz58+Xy+XSO++8owceeCDgNok3paWlAbfV559/ruLiYiUlJUWpKkRCU1OTtmzZorfffjumPqMLZ3BqjpFhoSHDnIfsQqgSo10AMKmmpkYbN25UcXGxSktLdeDAAfX09Ey91a+2tlY///zz1O9Krays1LZt29TQ0KCKigr19fWpurpaK1asUG5ubjRbCVmovX/33Xc6evSoVq5cqXPnzunll1/Wt99+qzfffDOabczIr7/+qpMnT05d7u7uVmdnp+bNm6cFCxYE9F5VVaW9e/eqpqZG27ZtU1tbm9544w01NTVFq4UZC7V3Sers7Jw69vTp0+rs7JTb7VZBQUGky78hofbe1NSkTZs26ZVXXlFJScnUK1Aej0dpaWlR6QG4klNzjAxzXoY5Nb/ILkREdL48Hghu3759Jj8/37jdbrN8+XJz6NChqes2b95sysvL/fbfs2ePKSgoMB6Px+Tk5JhHHnnE9Pb2Rrjq2RFK78ePHzd33XWX8Xg8JjU11axfv96cOHEiClXfuC+++MJICtg2b95sjAn+7/7ll1+au+++27jdbrNw4ULT0NAQ+cJnwUx6D7Z/fn5+xGu/UaH2Xl5efs39Abtwao6RYc7KMKfmF9mFSLCMiZH3UAEAAAAAEMfi+4M+AAAAAADECAZ0AAAAAAB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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 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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=\"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: 45.507 fps\n",
      "Integration speed: 45.944 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b7892204b4cd41f09f29c0f30d8e0a5c",
       "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 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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: 46.546 fps\n",
      "Integration speed: 42.834 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5518525f53c6461d9d932240d468c1b0",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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WMvEWFhZSWFjoub9//37atm1beV+IiIhclKqom+TSKEGvYaKjowHXH2FFejVERKRy5ObmkpiY6PkdriymaTJq1ChuvPFGkpKSAMjKygKgYcOGXmUbNmzI7t27PWVCQ0OpW7dumTLu52dlZREbG1vmPWNjY73KnP0+devWJTQ01FPmbOPGjePFF18s87jqJhGR6lVVdZNcOiXoNYx76GDt2rV1EiQiYoHKHsL9+OOPs2HDBpYsWVLue5mmWe77n13mXOUvpcyZxowZw6hRozz33SeIqptERKyh6UW+QxMNRERE/NQTTzzB119/zcKFC72GJsbFxQGU6cE+dOiQp7c7Li6OoqIisrOzL1jm4MGDZd738OHDXmXOfp/s7GyKi4vL9Ky7hYWFeZJxJeUiIiKnKUEXERHxM6Zp8vjjjzNz5kx++OEHmjVr5nW8WbNmxMXFMW/ePM9jRUVFLF68mK5duwLQqVMnQkJCvMpkZmaSnp7uKZOcnExOTg4rV670lFmxYgU5OTleZdLT08nMzPSUmTt3LmFhYXTq1KnyP7yIiEgA0xB3ERERP/PYY4/xySef8NVXXxEdHe3pwbbb7URERGAYBiNHjuTll1+mZcuWtGzZkpdffpnIyEiGDBniKfvQQw/x1FNPUa9ePWJiYhg9ejTt2rWjR48eALRp04bevXszbNgw3nvvPQAefvhh+vXrR+vWrQHo2bMnbdu2JSUlhddee41jx44xevRohg0bpp5xERGRi6QEXUQqjdPppKioyOowRCwTGhpaLdvUvPvuuwB0797d6/GPPvqIoUOHAvCXv/yFU6dOMXz4cLKzs+ncuTNz5871WgjojTfeIDg4mMGDB3Pq1Cluu+02Jk+eTFBQkKfMtGnTGDFihGe19wEDBjBx4kTP8aCgIObMmcPw4cPp1q0bERERDBkyhNdff72KPr3IxXE4HBQXF1sdhoglQkJCvH7TxfdpH/QaJjc3F7vdTk5Ojno2pFIVFRWxc+dOnE6n1aGIWMZms9GsWTNCQ0PLHNPv7/npu5GqYJomWVlZHD9+3OpQRCxVp04d4uLizrkQnH5/fY960EXkspmmSWZmJkFBQSQmJlZLD6KIr3E6nRw4cIDMzEwaN26sFXFFLOZOzmNjY4mMjNTfpNQ4pmly8uRJDh06BEB8fLzFEUlFKEEXkctWUlLCyZMnSUhIIDIy0upwRCzToEEDDhw4QElJCSEhIVaHI1JjORwOT3Jer149q8MRsUxERATg2qEjNjZWw939gLq5ROSyORwOgHMO6xWpSdx/A+6/CRGxhnvOuRqNRU7/HWgtBv+gBF1EKo2GD0pNp78BEd+iv0kR/R34GyXoIiIiIiIiIj5ACbqI+C5nCRTkQvEpqyMJSN27d2fkyJEX9ZyxY8dyzTXXeO4PHTqUgQMHXnIMu3btwjAM0tLSAFi0aBGGYVTJqstnv5eISJUqLnDVYaZ2N7kYqpukptMicSJSZZo+M6da32/XK30vqvzQoUOZMmUKjzzyCP/617+8jg0fPpx3332XBx54gMmTJ1dilIHlrbfeoqK7dQ4dOpTjx4/z5Zdfeh5LTEwkMzOT+vXrV2pc1fleIuJfqr1uGtkEohpAVD2wlX/qrbrp8qluEn+mHnQRqdESExOZPn06p06d7qUvKCjg008/pXHjxhZGVjFFRUWWvr/dbqdOnTqX/PygoCDi4uIIDq769uLqfC8REQ9nMZw4AAc3QUFOhZ6iuunyqG4Sf6YEXURqtGuvvZbGjRszc+ZMz2MzZ84kMTGRjh07epU1TZNXX32V5s2bExERQYcOHfjiiy88xx0OBw899BDNmjUjIiKC1q1b89Zbb3m9xqJFi7jhhhuIioqiTp06dOvWjd27dwPnHpI3cuRIunfv7rnfvXt3Hn/8cUaNGkX9+vW5/fbbAdi8eTN33HEHtWrVomHDhqSkpHDkyBHP8/Lz87n//vupVasW8fHxjB8/vkLfzyuvvELDhg2Jjo7moYceoqCgwOv42TF/8cUXtGvXjoiICOrVq0ePHj3Iz89n7NixTJkyha+++grDMDAMg0WLFp13aN9PP/1Ehw4dCA8Pp3PnzmzcuNFz7OyhjABvvvkmTZs29Ryv6HstXryYG264gbCwMOLj43nmmWcoKSnx+r5HjBjBX/7yF2JiYoiLi2Ps2LEV+u5ERACo0xiCw11D3bN3u4a+l0N104WpblLdFMiUoItIjff73/+ejz76yHP/ww8/5MEHHyxT7m9/+xsfffQR7777Lps2beLJJ5/kvvvuY/HixQA4nU4aNWrE559/zubNm3n++ed59tln+fzzzwHXfvEDBw7k5ptvZsOGDSxbtoyHH374oldXnTJlCsHBwfz000+89957ZGZmcvPNN3PNNdewevVqUlNTOXjwIIMHD/Y8589//jMLFy5k1qxZzJ07l0WLFrFmzZoLvs/nn3/OCy+8wD/+8Q9Wr15NfHw877zzznnLZ2Zmcs899/Dggw+SkZHBokWLGDRoEKZpMnr0aAYPHkzv3r3JzMwkMzOTrl27nve1/vznP/P666+zatUqYmNjGTBgQIW3h6noe+3fv5877riD66+/nvXr1/Puu+/ywQcf8NJLL3mVmzJlClFRUaxYsYJXX32Vv//978ybN69CsYiIEFkPGrSGkCgwHZC9E5zlb8WouuncVDe5qG4KXBpLISI1XkpKCmPGjPG0Yv/0009Mnz6dRYsWecrk5+fzz3/+kx9++IHk5GQAmjdvzpIlS3jvvfe4+eabCQkJ4cUXX/Q8p1mzZixdupTPP/+cwYMHk5ubS05ODv369ePKK68EoE2bNhcdb4sWLXj11Vc9959//nmuvfZaXn75Zc9jH374IYmJiWzdupWEhAQ++OAD/v3vf3t6NaZMmUKjRo0u+D5vvvkmDz74IH/4wx8AeOmll5g/f36Zngq3zMxMSkpKGDRoEE2aNAGgXbt2nuMREREUFhYSFxdX7md84YUXysQ6a9YsrxO786lVq1aF3uudd94hMTGRiRMnYhgGV111FQcOHODpp5/m+eefx2ZztWG3b9+eF154AYCWLVsyceJEFixY4IlPRKRchg1imsHhn6GkAI7vhbpN4AJJsOqmc1PdpLop0ClBF5Ear379+vTt25cpU6ZgmiZ9+/Yts1jL5s2bKSgoKFPxFRUVeQ03/Ne//sX777/P7t27OXXqFEVFRZ4hbzExMQwdOpRevXpx++2306NHDwYPHkx8fPxFxXvdddd53V+zZg0LFy6kVq1aZcru2LHDE4f75M0dS+vWrS/4PhkZGfzxj3/0eiw5OZmFCxees3yHDh247bbbaNeuHb169aJnz57cdddd1K1bt6Ifzet9zo41IyPjol/nQjIyMkhOTvbqJerWrRt5eXns27fPM8+zffv2Xs+Lj4/n0KFDlRqLiNQAQSFQtxkc3Q4F2XAyyrV43Hmobjo31U2qmwKdhriLiAAPPvggkydPZsqUKeccQuh0urbJmTNnDmlpaZ7L5s2bPXP9Pv/8c5588kkefPBB5s6dS1paGr///e+9Fsv56KOPWLZsGV27duWzzz6jVatWLF++HACbzVZm1dlzDZ2LiooqE1v//v294kpLS2Pbtm3cdNNNFV7J9nIFBQUxb948vvvuO9q2bcuECRNo3bo1O3furJTXd5+sVPR7Ko9pmmWGcLpf98zHQ0JCysTh/v8gInJRwmpB7QTX7dzMcoe6q266fKqbxN8oQRcRAXr37k1RURFFRUX06tWrzPG2bdsSFhbGnj17aNGihdclMTERgP/+97907dqV4cOH07FjR1q0aMGOHTvKvFbHjh0ZM2YMS5cuJSkpiU8++QSABg0akJmZ6VW2IvuiXnvttWzatImmTZuWiS0qKooWLVoQEhLiOdkCyM7OZuvWrRd83TZt2ng9Byhz/2yGYdCtWzdefPFF1q1bR2hoKLNmzQIgNDQUh6P8eZdnv4871quuugpwfU9ZWVleJ0Jnf08Vea+2bduydOlSr9dZunQp0dHRXHHFFRWKU0TkokU1gKAw13z0k0cuWFR1U1mqmyTQKUEXEcHVwp6RkUFGRgZBQUFljkdHRzN69GiefPJJpkyZwo4dO1i3bh1vv/02U6ZMAVzz71avXs3333/P1q1bee6551i1apXnNXbu3MmYMWNYtmwZu3fvZu7cuWzdutUz1+/WW29l9erV/Pvf/2bbtm288MILpKenlxv7Y489xrFjx7jnnntYuXIlv/zyC3PnzuXBBx/E4XBQq1YtHnroIf785z+zYMEC0tPTGTp0qGce2/n86U9/4sMPP+TDDz9k69atvPDCC2zatOm85VesWMHLL7/M6tWr2bNnDzNnzuTw4cOez9e0aVM2bNjAli1bOHLkyAV7Fv7+9797xVq/fn3Pirzdu3fn8OHDvPrqq+zYsYO3336b7777zuv5FXmv4cOHs3fvXp544gl+/vlnvvrqK1544QVGjRpV7ncjInLJDAOiG7pu5x2CC/R6qm4qS3WTBDr9K4uIlKpduza1a9c+7/H/+Z//4fnnn2fcuHG0adOGXr168c0339CsWTMA/vjHPzJo0CDuvvtuOnfuzNGjRxk+fLjn+ZGRkfz888/ceeedtGrViocffpjHH3+cRx55BIBevXrx3HPP8Ze//IXrr7+eEydOcP/995cbd0JCAj/99BMOh4NevXqRlJTEn/70J+x2u6cyf+2117jpppsYMGAAPXr04MYbb6RTp04XfN27776b559/nqeffppOnTqxe/duHn300Qt+fz/++CN33HEHrVq14m9/+xvjx4+nT58+AAwbNozWrVtz3XXX0aBBA3766afzvtYrr7zCn/70Jzp16kRmZiZff/01oaGhgKv35J133uHtt9+mQ4cOrFy5ktGjR3s9vyLvdcUVV/Dtt9+ycuVKOnTowB//+Eceeugh/va3v13wexERuWwRdSEoFJwl5faiq27yprpJAp1hVtcEEPEJubm52O12cnJyLvhjL3IxCgoK2LlzJ82aNSM8PLxiTzq+13VSEloL6rUAw2DDvuMX9b7t48LhUOniLA2ugpCIiwtcpJJd6G9Bv7/np+9GKtsl1UulKlIXXWEcoZ5xghNmBDtN7xW52zeqU7E3yj8MOfvAFgIN27pWehepAqqb/It+CUSk+jkdcOqY63Z03AW3mbmg4HAIr+O6nXewUkITERG5kBBKqMsJAA6adS79hSLruZJzZzGcPFY5wYmI31OCLiLVr+A4mE7X8L7QstuvXJRapfP4TmVDSeFlhyYiInIhMcYJbAbkmeGc5OJ6570YNqgV67qddxA0qFVE0D7oImKF0p6CrJIoDu3PueSXcQ9DbGZEEG2ccg0XtDeqjAhFRETOqQ55ABwzoy//xSLrwYlMcBRBUb5rGzYRqdHUgy4i1aukEIpcJzfZZuWciBw1S+dMncpWD4SIiFSZSAoJM0pwmAa5RJX/hPLYgk5P1TqlYe4iogRdRKqbe55daDTFlTSI5wSRlJg212q4hScq5TVFRETOVsdwNTDnEoWTc6+fsmHfcc+lQiJjXNenjrumf4lIjaYh7iJSfUzzdA9BZAwUVNLLAjlEUY8Trl70cK1CKiIiFVeRZNrg9PD245U0AgxwrcXiXiyuIBci6lTea4uI31EPuohUn6I81zw7IwjC7ZX60p6TpYLj4FQPhIiIVK5anCTYcFJsBpFHJW7raRgQWdd1W8PcRWo8JegiUn1Kh7cfdUay4UDlDkXPJ9y1KrzphMJLX3hORETkXOqWDm/PIYpKX+0konSYe0EuOEoq+9VFxI8oQS/Hjz/+SP/+/UlISMAwDL788kuv44ZhnPPy2muvecp07969zPHf/e53Xq+TnZ1NSkoKdrsdu91OSkoKx48f9yqzZ88e+vfvT1RUFPXr12fEiBEUFRVV1UcXqVxOp6t3G8iujJVvz+FQiatHI+fYoUp93XP97Z9p0aJFGIZR5m8W4PDhw1x11VUEBQUxY8aMSo3rbGPHjuWaa67x3B86dCgDBw6s9PeZPHkyderUOe/7VuV7iYhYwYZJNCeBSh7e7hYSAcERgOmpK8ujusmb6iYJFErQy5Gfn0+HDh2YOHHiOY9nZmZ6XT788EMMw+DOO+/0Kjds2DCvcu+9957X8SFDhpCWlkZqaiqpqamkpaWRkpLiOe5wOOjbty/5+fksWbKE6dOnM2PGDJ566qnK/9AiVaEoD0zX0MCThFXJW7hPmqI55VowrgKysrJ44oknaN68OWFhYSQmJtK/f38WLFhQ4fft2rUrmZmZ2O3ew/ZPnDhBnz59qF+/PmPHjuXee+9l/vz5ZZ4/btw4rr/+eqKjo4mNjWXgwIFs2bKlwu9/Pm+99RaTJ0+uUNmLOWG6++672bp166UHdh5NmzblzTffrJb3EhG5GLXJJ8gwKTRDqqwO8wxzP3lMdVMp1U1SEylBL0efPn146aWXGDRo0DmPx8XFeV2++uorbrnlFpo3b+5VLjIy0qvcmT+WGRkZpKam8v7775OcnExycjKTJk1i9uzZnh/CuXPnsnnzZqZOnUrHjh3p0aMH48ePZ9KkSeTm5lbdFyBSWQpcw85ziay6tyCUU2YoNsN0rYZbjl27dtGpUyd++OEHXn31VTZu3Ehqaiq33HILjz32WIXfNzQ0lLi4OAzj9Iq+hYWF/PrXv6Zu3bp8//33PPfcc7zxxhvceeedrFq1yuv5ixcv5rHHHmP58uXMmzePkpISevbsSX5+foVjOBe73V7pLfzFxcVEREQQGxtbqa97PtX5Xv5Eo7tEqpfdcP0eH6+MrdXOJ8KVoO/6ZZvqpoukukkCiRL0SnTw4EHmzJnDQw89VObYtGnTqF+/PldffTWjR4/mxInT82+XLVuG3W6nc+fOnse6dOmC3W5n6dKlnjJJSUkkJCR4yvTq1YvCwkLWrFlz3pgKCwvJzc31uohUO9OEQtf/vRNm1SXoAMcpHXp4KrvcssOHD8cwDFauXMldd91Fq1atuPrqqxk1ahTLly/3KnvkyBF+85vfEBkZScuWLfn66689x84eRuhwOLjnnnuoVasWs2fPJirKdUL36KOPMmHCBPr3709GRobn+ampqQwdOpSrr76aDh068NFHH7Fnz54L/m0DvPLKKzRs2JDo6GgeeughCgq8l8U/u+fhiy++oF27dkRERFCvXj169OhBfn4+Y8eOZcqUKXz11VeeRG3RokXs2rULwzD4/PPP6d69O+Hh4UydOvW8Q/vee+89EhMTiYyM5Le//a1XIte9e3dGjhzpVX7gwIEMHTrUc3z37t08+eSTnhjg3MMI3333Xa688kpCQ0Np3bo1H3/8sddxwzB4//33z/vvFQg0ukvk8lV0OzQDqMUpAHKrsg4LCoWQKIY/Ow4DU3WT6iapoZSgV6IpU6YQHR1dprf93nvv5dNPP2XRokU899xzzJgxw6tMVlbWOVvhYmNjycrK8pRp2LCh1/G6desSGhrqKXMu48aN8/R82O12EhMTL+cjilyakgLX6u0Ylbvy7TnkuE+eivLB6ThvuWPHjpGamspjjz3mOUk509kV74svvsjgwYPZsGEDd9xxB/feey/Hjp17td2goCBmzpzJ119/TViY91DI+++/n6ysLNq0aXP+z5DjGm0QExNz3jKff/45L7zwAv/4xz9YvXo18fHxvPPOO+ctn5mZyT333MODDz5IRkYGixYtYtCgQZimyejRoxk8eDC9e/f2JGpdu3b1PPfpp59mxIgRZGRk0KtXr3O+/vbt2/n888/55ptvPIncxfT0zJw5k0aNGvH3v//dE8O5zJo1iz/96U889dRTpKen88gjj/D73/+ehQsXepW7mH8vf6TRXSLVJ4oCggyTYjOIU1U1vL3UsZMOUhcu5bEHh6huUt0kNZT2Qa9EH374Iffeey/h4eFejw8bNsxzOykpiZYtW3Ldddexdu1arr32WgCv4Udupml6PV6RMmcbM2YMo0aN8tzPzc1Vki5VzzSh+OTp+3kHofgUhNXGLDzF+f/HXr6i4AgKzBDCjWIoPHHe/WS3b9+OaZpcddVVFXrdoUOHcs899wDw8ssvM2HCBFauXEnv3r0rK3TA9Tc9atQobrzxRpKSks5b7s033+TBBx/kD3/4AwAvvfQS8+fPL9NT4ZaZmUlJSQmDBg2iSZMmALRr185zPCIigsLCQuLi4so8d+TIkedNBN0KCgqYMmUKjRo1AmDChAn07duX8ePHn/M1zxYTE0NQUBDR0dEXLP/6668zdOhQhg8fDuDpUXr99de55ZZbPOWq69/LH7hHd02ZMqXMsWnTpjF16lQaNmxInz59eOGFF4iOdi3iWN7ortatW5c7uuvMf5MzFRYWUlhY6LmvZF6qw4a92Rglpzz3K1oX1TKywThFnlkLwzxZ/hPOVBTiug6JdG2nVo7t+w+76qamV7gWV7VduC9NdZPqJgk8StAryX//+1+2bNnCZ599Vm7Za6+9lpCQELZt28a1115LXFwcBw8eLFPu8OHDnl7zuLg4VqxY4XU8Ozub4uLiMj3rZwoLCyvTSipS5YpPwssJ5zzU7pyPVp6ND2RwIjSCcIpd262dJ0E3TdcmORdq4DpT+/btPbejoqKIjo7m0KHKXS0e4PHHH2fDhg0sWbLkguUyMjL44x//6PVYcnJymdZ6tw4dOnDbbbfRrl07evXqRc+ePbnrrruoW7duuTFdd9115ZZp3Lix5wTIHYvT6WTLli0VOgmqqIyMDB5++GGvx7p168Zbb73l9Vh1/Xv5gwuN7mrWrBlxcXGkp6czZswY1q9fz7x584CqH9314osvXu5HE7koRskp2k05fw9xeeqWXi7FxgcyaNfs3PXimUxbKACGYULRCQi3X7C86qYLU90k/khD3CvJBx98QKdOnejQoUO5ZTdt2kRxcTHx8fGA68ciJyeHlStXesqsWLGCnJwcz1Ce5ORk0tPTvYbWzJ07l7CwMDp16lTJn0bEv3nmuRfkunrzz6Fly5YYhuE13+5CQkJCvO4bhoHT6bysOM/2xBNP8PXXX7Nw4UKvE4rKEBQUxLx58/juu+9o27YtEyZMoHXr1uzcubPc555rmGV53A0f7mubzeZpFHErLi6+6Nc98zXdzjWSqDr+vfzFhUZ39ejRg6SkJH73u9/xxRdfMH/+fNauXespU5Wju3JycjyXvXv3XspHEwk4LVu1ctVN23a66rByqG66OKqbxB+oB70ceXl5bN++3XN/586dpKWlERMTQ+PGjQHX0Lz//Oc/jB8/vszzd+zYwbRp07jjjjuoX78+mzdv5qmnnqJjx45069YNgDZt2tC7d2+GDRvmWaDn4Ycfpl+/frRu3RqAnj170rZtW1JSUnjttdc4duwYo0ePZtiwYdSuXbuqvwaRixMSCc8ecN0+eQxy9nLKDGW7WX7vweUygyPIBzBsrq3Wik9BaNlFfWJiYujVqxdvv/02I0aMKFPRHz9+vNr2ODVNkyeeeIJZs2axaNEimjVrVu5z2rRpw/Lly7n//vs9j529eNDZDMOgW7dudOvWjeeff54mTZowa9YsRo0aRWhoKA7H+efsl2fPnj0cOHDAM9R52bJl2Gw2WrVqBUCDBg28GhgdDgfp6eleQ/8qEkObNm1YsmSJ1+deunTpBedN1mQa3SVymhkcwcYHKtYo6xZjnOAK4yj5Zhi/mPGX9d4Ver+YGHrdfhtvT/6cEcPuJ8reyGtovOqmi6O6SfyRetDLsXr1ajp27EjHjh0B15ySjh078vzzz3vKTJ8+HdM0PXNKzhQaGsqCBQvo1asXrVu3ZsSIEfTs2ZP58+cTFBTkKTdt2jTatWtHz5496dmzJ+3bt/da/TEoKIg5c+YQHh5Ot27dGDx4MAMHDuT111+vwk8vcokMA0KjXBdnCYREkBtSDzMkssovGAYmBoS55tG6V48/l3feeQeHw8ENN9zAjBkz2LZtGxkZGfzv//4vycnJ1fRlwWOPPcbUqVP55JNPiI6OJisri6ysLE6dOnXe5/zpT3/iww8/5MMPP2Tr1q288MILbNq06bzlV6xYwcsvv8zq1avZs2cPM2fO5PDhw56Th6ZNm7Jhwwa2bNnCkSNHLroHITw8nAceeID169fz3//+lxEjRjB48GDPEMJbb72VOXPmMGfOHH7++WeGDx9eZruupk2b8uOPP7J//36OHDlyzvf585//zOTJk/nXv/7Ftm3b+Oc//8nMmTMZPXr0RcVbU2h0l8gZDOOi65RaIUBIBCcusw6ryPxzt3feeReH08kNfX7HjM+nq25S3SQ1jHrQy9G9e/cyQ1/O9vDDD5eZd+KWmJjI4sWLy32fmJgYpk6desEyjRs3Zvbs2eW+lojPMJ3Vtr1aGWG1XXuvF+RA9LnnmTVr1oy1a9fyj3/8g6eeeorMzEwaNGhAp06dePfdd6stVPd7de/e3evxjz76yLPVy9nuvvtuduzYwdNPP01BQQF33nknjz76KN9///05y9euXZsff/yRN998k9zcXJo0acL48ePp06cP4BruvGjRIq677jry8vJYuHAhTZs2rfBnaNGiBYMGDeKOO+7g2LFj3HHHHV4r9z744IOsX7+e+++/n+DgYJ588skyC4j9/e9/55FHHuHKK6+ksLDwnL+9AwcO5K233uK1115jxIgRNGvWjI8++qjMdxfoNLpLpOq5tldzLW52wqzaHUjO1OzKFqz94Wv+8fqbPPWXv5CZdUh1k+omqUEMs7zsUwJKbm4udrudnJwcnTxJpSkoKGDnzp00a9bMe55rYR4c3UaxGUSG2bhaY2ofFwmHSlvtG7aDILVHStU7798Clfv7u2jRonOukP7AAw8wefJkAP7v//6PkSNHkpmZ6bV9GsDevXu57777SE9PJy8vj8TERPr27csLL7zgtYXSsWPHGDFihGev3gEDBjBx4kSvIbZ79uxh+PDh/PDDD0RERDBkyBBef/31ixrCrrpJKtu5/hbL2+/8bLUooLkts9LqsPaN6lS8cP5hyNnnGolWv9Vlv7fUbNVVN0nl0BmriFSdojwA8gkvp2Dl25B1kpZGKBFGkasXP/L8+7aK+BuN7hKperUM15ZqeVRf77lHWGmiVJTvmipm0ym7SE2hOegiUnUKTwDWJOgAJ9wnVRVYCVdERORM0bjmWlf7FC2A4DAILq07S+tSEakZlKCLSJXYuC8bZ2E+AHnVOHfvTJ6TqsLzb7cmIiJytiCchFMEQJ5FjcynFzvNs+b9RcQSGi8jIlUikkJshkmxGUQhIeU/oQqcJByHaSMIx3m3WxMRETlbFAUYBhSYIZQQVP4TKuDsOfDlzkkPreWai16kHnSRmkQ96CJSJWoZrpVvrRreDmAC+ZQuVFWkHggREamYSB+owwir5bouKQTHxW0vJiL+Swm6iFSaMxetiiqdu2fJ4jpnyHe/v+bwSTXQxigivuVS/ybd26vlmxYm6LZgCFYdJpdPdZN/UYIuIpctKMg1/K+oyDVfD6eTSAoBi09ugDz3+xflax66VDn334D7b0JErBES4ppadfLkyYt+rg2TCHcdZmUPOpyeh65RYHIZ3H8H7r8L8W2agy4ily04OJjIyEgOHz5MSEgItpJT4HBSbAZRYJpQutCOFU5hUGCzASVw4jiEWtujL4HL6XRy+PBhIiMjCQ5W9SpipaCgIOrUqcOhQ4cAiIyMxCypWF0URgGFNpMiM5gi00lV1WEFBQUVKBUKJSbk5UJ4RcqLnGaaJidPnuTQoUPUqVNHjcd+QmcQInLZDMMgPj6enTt3snv3bijIgYIcThLOMdNhdXiEhOa5Fok7Vnx6b1mRKmCz2WjcuDGGYVgdikiNFxcXB+BJ0g9ln6rQ82ob+ZRwsrQOK6my+EJPVaDB2HRCzhHAhBzApgRLLl6dOnU8fw/i+5Sgi0ilCA0NpWXLlq4hvjMfhgNrGV/8W751drY6NBbcug9+ehOa3Aj937Q6HAlgoaGh2GyaPSbiCwzDIPmttYQHG9QNt2GrYLvZP0PeoZntF14r/i2pVViHLXiqe8UKfvYiHN4MPf4OV91RZfFIYAoJCVHPuZ9Rgi4ilcZmsxEeZMKO78BRxLzCK9jvAz3o4U2ug+/3wvY5EDIRgvTTJyJSUxSUmGTmVawuCqOIa8J+IswoYUEV12Hh4RWc3x7fGnZ+D7sXwDWDqiweEfENauYXkcq1dyU4isg0Y9hl+sZwqub/u5ccMxIKcyFrg9XhiIiIj+pg7CDMKOGQWcdn6jCa3eS63rXE2jhEpFooQReRyrV3BQCrnK0B35iH68TGSmcb151d/7U2GBER8VmdbRkArHReha/UYTTuAkYQZO+C43utjkZEqpgSdBGpXHtXArDW2dLiQLwt9yTo6oEQEZFzu8H2M3BGneELwqIhoaPrthqZRQKeEnQRqTxOJ+xbBcAaZyuLg/G2zNnWdWP3MnBU3aq8IiLin4Jw0Mm2DXCPAvMhTW90Xe9eam0cIlLllKCLSOU5uh0KjkNwBBlmY6uj8ZJhNua4GQVFJyBrvdXhiIiIj2lt7CXSKCTXjGSr2cjqcLw17uK6Lh2lJiKBSwm6iFSefaUnDgkdKfGxTSJMbKd79XWCIyIiZ+lo2w7AemdzTF87RW50g+v6yBY4eczaWESkSvnYr4+I+DV34pt4vbVxnMfpBH2FtYGIiIjPucZwJejrzBbV8n5Nn5njuZQrqh7UK42rdCqZiAQmJegiUnncJw3uln4fox50ERE5H3cPepqzehL0i5boHuauRmaRQKYEXUQqR0EOzoOu7Wmum5JrcTDntt5s7tqqJnc/5OyzOhwREfERtcmnhe0A4MsJemnjtxqZRQKaEnQRqRz712AzTPY4G3AEu9XRnFMBYRDf3nVnz3JrgxEREZ/R3vYLALudsRyjtsXRnEdiZ9f1/jXgKLY2FhGpMkrQRaRy7HUNb19r+tb+52W4T3DUAyEiIqU6Gq7t1dKqaf75JanfCsLtUHwSsjZaHY2IVBEl6CJSOUrnxK11+nqC7h4iqDl8IiLico1tBwDrfHV4O4DNpkZmkRpACbqIXD6nE/atBvwhQS89ucnaCEX51sYiIiI+wOQaX18gzk2NzCIBTwm6iFy+I1uhMIdTZig/m42tjubC7I2gdiMwHbB/rdXRiIiIxRobh6hnnKDQDGaz2cTqcC5MPegiAU8Juohcvn2uE4UNZnNKCLY4mAtr+swcvslu5LqzVwvFiYjUdO79zzebTSkixOJoypFwbeluJPu0G4lIgFKCXo4ff/yR/v37k5CQgGEYfPnll17Hhw4dimEYXpcuXbp4lSksLOSJJ56gfv36REVFMWDAAPbt8/5Rzc7OJiUlBbvdjt1uJyUlhePHj3uV2bNnD/379ycqKor69eszYsQIioqKquJji1yc/WsAWOfrw9tLaT90ERFxO73/+ZUWR1IBYbUgLsl1W8PcRQKSEvRy5Ofn06FDByZOnHjeMr179yYzM9Nz+fbbb72Ojxw5klmzZjF9+nSWLFlCXl4e/fr1w+FweMoMGTKEtLQ0UlNTSU1NJS0tjZSUFM9xh8NB3759yc/PZ8mSJUyfPp0ZM2bw1FNPVf6HFrlYB9YBfnJyw1kJutNpbTAiImIpd4LuL43MJJZ2BKmRWSQgKUEvR58+fXjppZcYNGjQecuEhYURFxfnucTExHiO5eTk8MEHHzB+/Hh69OhBx44dmTp1Khs3bmT+/PkAZGRkkJqayvvvv09ycjLJyclMmjSJ2bNns2XLFgDmzp3L5s2bmTp1Kh07dqRHjx6MHz+eSZMmkZubW7VfgsiFFBfAwc0AbHQ2sziYiskwG3PKDIWC43B0m9XhiFw0je4SqRyhFNPG2A3AOtM/GplPLxSnBF0kEClBrwSLFi0iNjaWVq1aMWzYMA4dOuQ5tmbNGoqLi+nZs6fnsYSEBJKSkli6dCkAy5Ytw26307lzZ0+ZLl26YLfbvcokJSWRkJDgKdOrVy8KCwtZs2ZNVX9EkfM7uAmcxRBZj/3UtzqaCikhmPXuEzENERQ/pNFdIufX9Jk5nkt52hq7CTNKOGpGs9eMrYboKsEVnVzXB9OhpNDaWESk0vn2ak5+oE+fPvz2t7+lSZMm7Ny5k+eee45bb72VNWvWEBYWRlZWFqGhodStW9freQ0bNiQrKwuArKwsYmPLVgqxsbFeZRo2bOh1vG7duoSGhnrKnEthYSGFhad/vNXbLpXuQOlK6Akd4ZhhbSwXYZ2zBV1sGa7589feb3U4IhelT58+9OnT54Jl3KO7zsU9uuvjjz+mR48eAEydOpXExETmz59Pr169PKO7li9f7mlAnjRpEsnJyWzZsoXWrVt7Rnft3bvX04A8fvx4hg4dyj/+8Q9q165diZ9apPIl2XYCsNHZHPCTOqxuU4iIgVPHXEm6O2EXkYCgHvTLdPfdd9O3b1+SkpLo378/3333HVu3bmXOnAu32pqmiWGcrgjOvH05Zc42btw4z9BEu91OYmJiRT6WSIU0fWYOn3/9DQD/+3Mti6O5OJ758vs1AkUCk0Z3iZSvnVGaoJvWTtG6mF5/DON0Uq7tQkUCjhL0ShYfH0+TJk3Yts01rzUuLo6ioiKys7O9yh06dMjTIx4XF8fBgwfLvNbhw4e9ypzdU56dnU1xcXGZnvUzjRkzhpycHM9l7969l/X5RM7WzvYL4O598B/r3Qn6wc1QdNLaYEQqWZ8+fZg2bRo//PAD48ePZ9WqVdx6662eEVW+MLorNzfX6yJihXalPejpfrKGiocnQVdDmEigUYJeyY4ePcrevXuJj48HoFOnToSEhDBv3jxPmczMTNLT0+natSsAycnJ5OTksHLl6cU+VqxYQU5OjleZ9PR0MjMzPWXmzp1LWFgYnTqdf2hTWFgYtWvX9rqIVJZwCmlluBaVWu8nK7i7ZREDteLAdEDmeqvDEalUGt0lUr4wimhZWof5yyKnHkrQRQKWEvRy5OXlkZaWRlpaGgA7d+4kLS2NPXv2kJeXx+jRo1m2bBm7du1i0aJF9O/fn/r16/Ob3/wGALvdzkMPPcRTTz3FggULWLduHffddx/t2rXzzPtr06YNvXv3ZtiwYSxfvpzly5czbNgw+vXrR+vWrQHo2bMnbdu2JSUlhXXr1rFgwQJGjx7NsGHDlHSLZdoauwkyTA6adThE3fKf4FMMaHSd66ZOcCTAaXSXSFlXGXsIMRwcNaM5QD2rw7k4V1zruj6yFU4dtzQUEalcStDLsXr1ajp27EjHjh0BGDVqFB07duT5558nKCiIjRs38utf/5pWrVrxwAMP0KpVK5YtW0Z0dLTnNd544w0GDhzI4MGD6datG5GRkXzzzTcEBQV5ykybNo127drRs2dPevbsSfv27fn44489x4OCgpgzZw7h4eF069aNwYMHM3DgQF5//fXq+zJEztK+dHj7Bj8b3u7hPsFRgi4BTqO7RMryHt7uJwvEuUXVhzpNXLcPrLM2FhGpVFrFvRzdu3fHNM3zHv/+++/LfY3w8HAmTJjAhAkTzlsmJiaGqVOnXvB1GjduzOzZs8t9P5Hq4q/zzz00RFD8VF5eHtu3b/fcd4/uiomJISYmhrFjx3LnnXcSHx/Prl27ePbZZ887uqtevXrExMQwevTo847ueu+99wB4+OGHzzu667XXXuPYsWMa3SV+I8lHFoi7ZFd0guO7XXXYlbdYHY2IVBL1oIvIJetglPag++vJTUJHwHCd4OQfsToakQrT6C6Ry9fOs8Wan9ZhWsldJCCpB11ELk1BLs0N17DWdH/tQQ+3Q/1WcGSLqweiVS+rIxKpEI3uErk8YRR5Fjn1uxXc3TwJ+mowTdf2ayLi99SDLiKXJmsDNsNkv1mPI9itjubSaZi7iEiN09rYS4jh4JhZi/3UtzqcSxPfHowgyDsIuQesjkZEKokSdBG5NKWL0vjtAnFuWihORKTG8esF4txCoyC2reu26jCRgKEEXUQuTWmC7rcLxAFNn5lD/1kFAGRvW+4aIigiIgHP7xeIc1Mjs0jA0Rx0Ebk0mesBSDebWhvHZfrZbEyhGUJdIw+O/QL1rrQ6JBERuUhNn5lzUeVPLxDnv43MgGua1topStBFAoh60EXk4hWegKOuLZ78dnGdUsUEs8ks3UtWK+GKiAS8UIppZewFIN3ve9BL11E5kAZOp6WhiEjlUIIuIhcvKx2ATDOGY/j/XsfrnaW95vtXWxuIiIhUudbGXkINB9lmLfaZfrpAnFuDqyA4HIpOwLEdVkcjIpVACbqIXLysDQBscjaxOJDK4UnQD6RZGoeIiFS9JM8CcU3x2wXi3IKCIa6d63bp2jAi4t+UoIvIxcssTdD9fP65m2eRoKwN4HRYG4yIiFSptsZuADb5+/B2t4SOrms1MosEBCXoInLxslwLxG12NrU2jkryixlPnhkOxSfhyFarwxERkSp0tW0XAJsDZBQY8de4rjPTrIxCRCqJEnQRuTglRXDoZyBwetBNbKc/i4YIiogELBtOripdIM6zQKi/c/egZ67XQnEiAUAJuohcnMMZ4CyG8Dr+v7jOGTa4t9pRgi4iErCaGllEGoWcMkPZacZbHc45NX1mjudSIfVbQXAEFOV5dlgREf+lBF1ELsqfJ04F4Kf8K/D7xXXOsNG9XZwSdBGRgOWef/6z2RhnoJwGBwVDfHvXbdVhIn4vQH6ZRKS6XG3sAgJneLvbRrO0Bz1rIzhKrA1GRESqRFubK0EPmPnnbpqHLhIwlKCLyEVxL64TKFusue0yG0JYbSgpgMM/Wx2OiIhUgUBtZD69krt60EX8nRJ0Eak4p+OM7WmaWhtLJTOxsexkIwD+PGGKxdGIiEhVCNge9IRrXNeZ2i5UxN8pQReRijv2C1Gli+v8YiZYHU2l21C6J247Y6fFkYiISGVrwHEaGDk4TIOfzUSrw6lc9VtBSCQU52uhOBE/pwRdRCou07X/eUAtrnOGjaUrube3/WJxJCIiUtncvee/mAkUEGZxNJXMFgRxWihOJBAE3hm2iFSdrA1A4M0/d9tQulBcG2OPa793EREJGO7555sDZf/zs3nmoadZGoaIXB4l6CJScZmlCXqAzT9322PGkmNGEmYUu/Z7FxGRgBGw88/d3PPQ1YMu4teCrQ5ARPyEaZ7Rg97U2liqjMFGZzNuDNrk6oGI72B1QCIich5Nn5lzUeXblC5yGvA96FmlC8XZgqyNR0QuiXrQRaRiTmTByaOUmDa2BNriOmfw7IeuHggRkYARSQHNjCwggHvQ67WAkCgoPglHtlodjYhcIiXoIlIxWRsB+MWMp5BQi4OpOhudrpXclaCLiASOq4w92AyTLLMuR7FbHU7VsAVBfOlCcaVT0kTE/yhBF5GKOehK0DMCdWhgqY2lW61xaLMWihMRCRD+Ov+86TNzPJcKcU/NKt11RUT8jxJ0EamY0h50fzu5uVh7SxeKw1GkheJERAJE20Bfwd1NCbqI31OCLiIVk5UOQIbZ2OJAqppBunuYu05wREQCQlvbHgAyAryR2StBdzqtjUVELokSdBEpV5tnZuA8sh2AzQG7gvtpnmHu2ktWRMTv2XDS2tgL1IBG5vqtITgcik5A9k6roxGRS6AEvRw//vgj/fv3JyEhAcMw+PLLLz3HiouLefrpp2nXrh1RUVEkJCRw//33c+DAAa/X6N69O4ZheF1+97vfeZXJzs4mJSUFu92O3W4nJSWF48ePe5XZs2cP/fv3Jyoqivr16zNixAiKijRHVqpea2MfNsPksGnnSKAurnMGzzZy6kEXEfF7TY0sIowiTpmh7DLjrA6nagUFQ8OrXbcz0ywNRUQujRL0cuTn59OhQwcmTpxY5tjJkydZu3Ytzz33HGvXrmXmzJls3bqVAQMGlCk7bNgwMjMzPZf33nvP6/iQIUNIS0sjNTWV1NRU0tLSSElJ8Rx3OBz07duX/Px8lixZwvTp05kxYwZPPfVU5X9okbP46+I6l8rTg34wHRwl1gYjIiKX5SrDNbx9i5mIsyac+moeuohfqwG/UpenT58+vPTSSwwaNKjMMbvdzrx58xg8eDCtW7emS5cuTJgwgTVr1rBnzx6vspGRkcTFxXkudvvpXsiMjAxSU1N5//33SU5OJjk5mUmTJjF79my2bNkCwNy5c9m8eTNTp06lY8eO9OjRg/HjxzNp0iRyc3Or9kuQGq+N4UrQA30Fd7fdZkMIjYaSAjiyxepwRMrQ6C6RimvjmX8e4MPb3ZSgi/g1JeiVLCcnB8MwqFOnjtfj06ZNo379+lx99dWMHj2aEydOeI4tW7YMu91O586dPY916dIFu93O0qVLPWWSkpJISEjwlOnVqxeFhYWsWbOmaj+U1Hine9BrxsmNie30CY7moYsP0ugukYo73chcM+owrwTdNK2NRUQuWrDVAQSSgoICnnnmGYYMGULt2rU9j9977700a9aMuLg40tPTGTNmDOvXr2fevHkAZGVlERsbW+b1YmNjycrK8pRp2LCh1/G6desSGhrqKXMuhYWFFBYWeu6rt10umtPpGR4Y8NvTnCm+A+xe4jrB6Xiv1dGIeOnTpw99+vQ55zH36K4zTZgwgRtuuIE9e/bQuPHpJMU9uutc3KO7li9f7mlAnjRpEsnJyWzZsoXWrVt7Rnft3bvX04A8fvx4hg4dyj/+8Q+vulDEKm1qygrubrFtwRYMp7IhZy/UqSENEyIBQj3olaS4uJjf/e53OJ1O3nnnHa9jw4YNo0ePHiQlJfG73/2OL774gvnz57N27VpPGcMwyrymaZpej1ekzNnGjRvnGZpot9tJTEy8lI8nNVn2TqKMQgrNEHaa8VZHU30SrnFda5EdCQC+NrqrsLCQ3Nxcr4tIVahNHlcYRwH4uab0oAeHQWwb120NcxfxO0rQK0FxcTGDBw9m586dzJs3r9weg2uvvZaQkBC2bdsGQFxcHAcPHixT7vDhw55e87i4uDI95dnZ2RQXF5fpWT/TmDFjyMnJ8Vz27t17sR9ParqsjQD8bCbiIMjiYKqRe4hg1kZwOqyNReQyXGh016effsqiRYt47rnnmDFjhtd6K1U5ukuNx1Jd2pRur7bPrM8JIi2OphrFX+O6VoIu4neUoF8md3K+bds25s+fT7169cp9zqZNmyguLiY+3tUbmZycTE5ODitXrvSUWbFiBTk5OXTt2tVTJj09nczMTE+ZuXPnEhYWRqdOnc77XmFhYdSuXdvrInJRDqYDNWhxnVLNx28l3wyD4pNwZJvV4YhcEl8d3aXGY6kubUrXUKkxw9vdtI6KiN/SHPRy5OXlsX37ds/9nTt3kpaWRkxMDAkJCdx1112sXbuW2bNn43A4PD0GMTExhIaGsmPHDqZNm8Ydd9xB/fr12bx5M0899RQdO3akW7duALRp04bevXszbNgwzwI9Dz/8MP369aN169YA9OzZk7Zt25KSksJrr73GsWPHGD16NMOGDVPSLVWrtAe9Rs0/B5zY2Gw24Xpjq6sHIvYqq0MSuShnju764YcfLmp017XXXlvh0V0rVqzwOl6R0V1hYWGEhYVdwqcSuThtPGuo1KxG5tM96GmuheIu0GAmIr5FPejlWL16NR07dqRjx44AjBo1io4dO/L888+zb98+vv76a/bt28c111xDfHy85+KenxcaGsqCBQvo1asXrVu3ZsSIEfTs2ZP58+cTFHR6uPC0adNo164dPXv2pGfPnrRv356PP/7YczwoKIg5c+YQHh5Ot27dGDx4MAMHDuT111+v3i9Eap4sdw96zUrQAdKdpfuha4ig+BlfH90lcimaPjPH61IRNbYHveHVYNgg/zCcOP90ExHxPepBL0f37t0xL7BFxYWOASQmJrJ48eJy3ycmJoapU6desEzjxo2ZPXt2ua8lUmlOHoPcfUANWlznDKcT9DRL4xA5m0Z3iZQvCAetDHcdVsPWOQiNhPqt4XCGqw6rXYMWeRXxc+pBF5HzK51/vtfZoGYtrlNqo+lO0DeA02ltMCJn0OgukfI1NbIIN4rJN8PYbZ5/ykXA8uyHvsHaOETkoqgHXUTO7+AmADJqYO85wA4zgQIzhPCiE3DsF6jfwuqQRACN7hKpiLaGa3j7FjMRsyb2ScW3hw3TNU1LxM/UwF8rEakw9/zzGrZAnJuDoNOfXcPcRUT8Shuba4G4Gjf/3M2zXah60EX8iXrQReScmj4zh29Cl9DOBptr2BZrZ9robEZH23ZXD0S7u6wOR0REKuiq0hXcA2UU2NkL4+16pe+FnxDXznWdsxfyj0JU+YtFioj11IMuIufkWlxnP1Bze9AB0s2mrhsaIigi4lfcPeg/O2vYAnFu4XaIae66naU6TMRfKEEXkXNqZmQSZhSTZ4az12xgdTiW2XTmVmvlzOsVERHfUIcTxBvHgJq5C4mHZ6E4Jegi/kIJuoicU9vSoYE1dnGdUlvNRmALgYLjcHy31eGIiEgFuHvP9zgbkFcDdyHxiGvvutZK7iJ+o+aedYvIBbWxuZLRjBo8/xygmGBo2NZ1Rz0QIiJ+wT3/vEb3noN60EX8kBJ0ETmn04vr1Nz55x7x17iudYIjIuIXrjL2AqrDPAn6sR1QkGttLCJSIUrQReScTm9PU8N7H0A9ECIifkajwEpF1YfajVy3szZaG4uIVIgSdBEpK/8ocUY24JqDXuO5e9APpGmhOBERH+fahWQfAD+rDlMjs4ifUYIuImUdTAdgl7Mh+URYHIwPaNgWjCA4eQRyD1gdjYiIXEBTI4two5iTZhi7zYZWh2O9+NKF4rK0UJyIP1CCLiJllSboGTV9cR23kAhocJXrtnogRER8WhvtQuJNPegifkW/WiJSVpYrQf+5ps/dO1PCNa5rneCIiPi0qzxrqGh4O3A6QT/8MxSdtDYWESmXEnQRKeugayEZ9aC7NH1mDi+sCnbdUYIuIuLTtAvJWaLjIaoBmE44tNnqaESkHErQRcSboxgObwFgs05uPNKdTV03lKCLiPg09y4kGgVWyjDOGOaeZmkoIlI+Jegi4u3INnAUccKMYJ/ZwOpofEaG2QSnacCJA5B3yOpwRETkHGqTxxXGUUC7kHiJK10oTo3MIj5PCbqIeCtdIM61NY1hbSw+5CTh/GLGu+7oBEdExCddZewFYJ9Zn1yiLI7Gh2gdFRG/oQRdRLxllc4/d2p4+9k2ms1cNw6kWRqHiIicWxvPAnEa3u7FPcT94GYoKbI2FhG5oGCrAxARH6Mt1s4r3dmM3wT9pDl8IiLVpOkzcy6q/OkF4lSHeanTBMLtUJADhzNOJ+wi4nOUoIuIt9It1tSDXla6Uz3oIiK+rCYtEHdm48WuV/peuLB7obidP7rqMCXoIj5LQ9xF5LS8Q5B/CDDYYjayOhqfs8m9qn3uPsg/Ym0wIiLixYaTVsY+AH5WD3pZ8de4rjUPXcSnKUEXEY+Ulz8AYIczjlOEWxyN78kjEuq1cN3RMHcREZ/S1Mgi0ijklBnKLjPO6nB8j2erNSXoIr5MCbqIeLQxdgOau3dB7h4IDXMXEfEp7vnnW8xGOHWKW5a7/jqYDo4SS0MRkfPTr5eIeJxe/Vbzz8/L0wORZmkYIiLiTXVYOWKaQ2g0lBTAkS1WRyMi56EEXUQ82mj12/K595I9oCGCIiK+RKPAymGzQXx7120NcxfxWUrQRcSlpJArjQOAeh8upN17B103cvbAyWPWBiMiIh7qQa8AzUMX8XlK0EXE5fDPhBgOjptRZBJjdTQ+6wSR7HQ2dN3RMHcREZ9gJ48rjKOAVnC/IK3kLuLzlKCX48cff6R///4kJCRgGAZffvml13HTNBk7diwJCQlERETQvXt3Nm3a5FWmsLCQJ554gvr16xMVFcWAAQPYt2+fV5ns7GxSUlKw2+3Y7XZSUlI4fvy4V5k9e/bQv39/oqKiqF+/PiNGjKCoqKgqPrbURF77nxvWxuLjNpnaD11ExJdcZewFYJ9ZnxNEWhyND/P0oG8Ap8PaWETknJSglyM/P58OHTowceLEcx5/9dVX+ec//8nEiRNZtWoVcXFx3H777Zw4ccJTZuTIkcyaNYvp06ezZMkS8vLy6NevHw7H6R/GIUOGkJaWRmpqKqmpqaSlpZGSkuI57nA46Nu3L/n5+SxZsoTp06czY8YMnnrqqar78FKzHCxN0NXzUK6NztIEXT3oYhE1Hot4a2MrnX+u4e0XVr8lBEdAcT4c3WF1NCJyDkrQy9GnTx9eeuklBg0aVOaYaZq8+eab/PWvf2XQoEEkJSUxZcoUTp48ySeffAJATk4OH3zwAePHj6dHjx507NiRqVOnsnHjRubPnw9ARkYGqampvP/++yQnJ5OcnMykSZOYPXs2W7a4VtmcO3cumzdvZurUqXTs2JEePXowfvx4Jk2aRG5ubvV9IRK4sjYCStArYqN60MViajwW8eZe5HSz6rALswVBXDvXbQ1zF/FJStAvw86dO8nKyqJnz56ex8LCwrj55ptZunQpAGvWrKG4uNirTEJCAklJSZ4yy5Ytw26307lzZ0+ZLl26YLfbvcokJSWRkJDgKdOrVy8KCwtZs2bNeWMsLCwkNzfX6yJShml6etA3q/ehXOnOpq4bx3fDqWxLY5GaSY3HIt7Ug34R3LuRaBSYiE9Sgn4ZsrKyAGjYsKHX4w0bNvQcy8rKIjQ0lLp1616wTGxsbJnXj42N9Spz9vvUrVuX0NBQT5lzGTdunGdoot1uJzEx8SI/pdQIuQfgVDYlpo3t5hVWR+PzcqnFbmfp36x6IMTH+EPjsUhlCsJBK8M1PUOjwCrAPQ9do8BEfFKw1QEEAsPwXlDLNM0yj53t7DLnKn8pZc42ZswYRo0a5bmfm5urJF3KKu0932EmUEioxcH4h41mM5pwCA6sg+bdrQ5HxONCjce7d+/2lLGy8biwsJDCwkLPffW2y5maPjPn4sobWYQbxeSbYewxy/6flbOcuZK70+naH11EfIb+Ii9DXFwcQJmTkEOHDnlOWOLi4igqKiI7O/uCZQ4ePFjm9Q8fPuxV5uz3yc7Opri4uMzJ0ZnCwsKoXbu210WkDM0/v2gbnc1dN9QDIT7KlxuPNbpLKlNbw9XwtMVMxNSpbfkaXAXB4VB0Ao79YnU0InIW/YpdhmbNmhEXF8e8efM8jxUVFbF48WK6du0KQKdOnQgJCfEqk5mZSXp6uqdMcnIyOTk5rFy50lNmxYoV5OTkeJVJT08nMzPTU2bu3LmEhYXRqVOnKv2cUgMcPHOLNamIDaY7QV9nbSAiZ/GHxuMxY8aQk5Pjuezdu/ciP6XIaW1srgXianId1vSZOZ5LuYKCTy8UpzpMxOcoQS9HXl4eaWlppKWlAa65fWlpaezZswfDMBg5ciQvv/wys2bNIj09naFDhxIZGcmQIUMAsNvtPPTQQzz11FMsWLCAdevWcd9999GuXTt69OgBQJs2bejduzfDhg1j+fLlLF++nGHDhtGvXz9at24NQM+ePWnbti0pKSmsW7eOBQsWMHr0aIYNG6Zecbl8mRsA2GQ2tTYOP7LpzIXiTh6zNBaRM/lD47FGd0lluqp0BXeNArsICR1d10rQRXyO5qCXY/Xq1dxyyy2e++753A888ACTJ0/mL3/5C6dOnWL48OFkZ2fTuXNn5s6dS3R0tOc5b7zxBsHBwQwePJhTp05x2223MXnyZIKCgjxlpk2bxogRIzwL9gwYMMBr+5ygoCDmzJnD8OHD6datGxEREQwZMoTXX3+9qr8CCXSFp4e4ZTh1clNRuURBzJVwbAccWAstelgdktQgeXl5bN++3XPf3XgcExND48aNPY3HLVu2pGXLlrz88svnbTyuV68eMTExjB49+ryNx++99x4ADz/88Hkbj1977TWOHTumxmOpdu4edO1CchHcCbpWchfxOYZpmqbVQUj1yc3NxW63k5OTo5MncdmzAj7sCdHxND083upo/Mqu62ZC+hdw69/gpj9bHY74uMr8/V20aJFX47Gbu/HYNE1efPFF3nvvPU/j8dtvv01SUpKnbEFBAX/+85/55JNPPI3H77zzjtd88GPHjjFixAi+/vpr4HTjcZ06dTxl9uzZw/Dhw/nhhx+8Go/DwsIq/HlUN8mZLmaRuDqcIC38EQCuLviAfCKqKiy/seuVvuUXOrgZ3k2G0FrwzB7X/uhSI+n31/eoB12kBmv6zBzuC5rHSyGw4Hic1eH4n4SOrgRdC8VJNevevTsXal83DIOxY8cyduzY85YJDw9nwoQJTJgw4bxlYmJimDp16gVjady4MbNnzy43ZpGq4O493+2MVXJ+Meq3gpBIKMqDo9uhQWurIxKRUpqDLlLDtTV2AbDZ1NDAi6Y5fCIilnLXYVpD5SIFBUNce9dtNTKL+BQl6CI1XFuba3sazd27BPEdAANy98OJsqtdi4hI1VIddhkSrnFdq5FZxKcoQRepwYJwcJXh2t5IPeiXIKzW6WGBWmhHRKTaXV26B7rqsEugUWAiPkkJukgN1tzIJNwoJs8MZ48Za3U4fqfpM3OYkdUAgDemfGZxNCIiNUsYRbQw9gPqQb8k8de4rrM2gNNhaSgicpoSdJEazD13L8NsjKmfg0uywdkcgHa2XyyORESkZmlp7CPYcHLMrEUWMVaH43/qt4SQKCg+CUe2Wh2NiJTSGblIDaa5e5dvo7MZAO1tO0G7VoqIVBvvOsywNhh/ZAsqXUsFDXMX8SFK0EVqsLaeuXtNrQ3Ej202m1Bi2og1jsOJTKvDERGpMdx1mFZwvwyeheLSrIxCRM6gBF2kpjJN9aBXggLC2GY2ct3Zv9baYEREahDVYZVAC8WJ+Bwl6CI11YlM6hknKDFtbHUnmHJJ3PPQOaAEXUSkOhg4NQqsMrgT9KwN4Ci2NhYRAZSgi9RcmRsA2G5eQSGhFgfj3zaY7gRdPRAiItWhsXGIWkYBhWYIv5jxVofjv2KuhLDaUFIAhzKsjkZEUIIuUnNlbQS0d2xlSHNe6bqxfw04ndYGIyJSA7h7z382E3EQZHE0fsxmO92Lvn+NtbGICKAEXaTmynL1oGvu3uXbYiZSYIZAQQ4c03ZrIiJVTfPPK9EVnVzXmqYl4hOCrQ5ARCziTtDVg37ZSggm3WzGdcZWVw9E/RZWhyQi4leaPjPnosqfnn+uOuxsZ36Xu17pW/4TrrjWda2FTkV8gnrQRWqiU9mQvQuAdGdTS0MJFOvPHOYuIiJVyt2Dvkl12OVz96Af2gxF+dbGIiJK0EVqpNL553ucDcillsXBBIbTCfpqawMREQlwMeQSbxzDaRpsMROtDsf/1U6A6HgwnZC53upoRGo8JegiNdGBNADSzWbWxhFA1pmlCXrWRigptDYYEZEA5u4932U2JJ8Ii6MJEO5edA1zF7GcEnSRmqi0hVzD2yvPXjMWImLAUQQH060OR0QkYF1t7AIgw2xsbSCBxDMPXdO0RKymBF2khmn6zBx2bPgJgE3qQa9EBgvzXEMtn39nisWxiIgEriTbTgDSnc0tjiSAJChBF/EVStBFapgoTtHMyAK0uE5lW186zL2DbYfFkYiIBC53D/pGNTJXHvde6Md3Q/5Ra2MRqeGUoIvUMG2M3dgMk0wzhiPYrQ4noKQ5XdurXWMoQRcRqQrRnKS5zd3IrC3WKk1EHajX0nVb+6GLWEoJukgNk2TbBWj+eVVYXzrc8kpbJpw6bm0wIiIByL3/+T6zPtnUtjiaAONZKE7D3EWspARdpIZxJ+ibzKaWxhGIsqnNbmes6456IEREKt3p+eca3l7plKCL+AQl6CI1zNWGTm6qUprpGuauExwRkcp3OkFvam0ggejMrdZM09pYRGowJegiNUnxKVoa+wGd3FSV9c7S/dD3KUEXEalsSaULxKVrFFjli0sCWwicPOJaLE5ELKEEXaQmObiZYMPJEbM2WcRYHU1ASvMk6KvUAyEiUokiKOBK4wCgLdaqRHAYxLd33d632tpYRGowJegiNUlmGuDeXs2wMpKAtclsSqEZ7OqByN5pdTgiIgGjbekuJFlmXe1CUlUaXe+63rvS2jhEajAl6JWgadOmGIZR5vLYY48BMHTo0DLHunTp4vUahYWFPPHEE9SvX5+oqCgGDBjAvn37vMpkZ2eTkpKC3W7HbreTkpLC8ePHq+tjSiDIXA9o79iqVEjo6QX49q6yNBYRkUDiXuR0o9ZQqbCmz8zxXCrEnaDvU4IuYhUl6JVg1apVZGZmei7z5s0D4Le//a2nTO/evb3KfPvtt16vMXLkSGbNmsX06dNZsmQJeXl59OvXD4fD4SkzZMgQ0tLSSE1NJTU1lbS0NFJSUqrnQ0pgKE3QtUBc1VrrLN1LVic4YiE1HkugSSpd5FS7kFShxBtc11kbofiUtbGI1FDBVgcQCBo0aOB1/5VXXuHKK6/k5ptv9jwWFhZGXFzcOZ+fk5PDBx98wMcff0yPHj0AmDp1KomJicyfP59evXqRkZFBamoqy5cvp3PnzgBMmjSJ5ORktmzZQuvWravo00nAKCmEQ5sB2GQ2sTiYwLbG2Yo/8B3sXWF1KFKDrVq1yquRNz09ndtvv71M4/FHH33kuR8aGur1GiNHjuSbb75h+vTp1KtXj6eeeop+/fqxZs0agoKCAFfj8b59+0hNTQXg4YcfJiUlhW+++aYqP54EgAr36pbSFmvVwJ4ItRpC3kE4kAZNkq2OSKTGUQ96JSsqKmLq1Kk8+OCDGMbpOb6LFi0iNjaWVq1aMWzYMA4dOuQ5tmbNGoqLi+nZs6fnsYSEBJKSkli6dCkAy5Ytw263e5JzgC5dumC32z1lRC7oYDo4ijhm1mKvGWt1NAHN04N+cBMU5lkbjNRYDRo0IC4uznOZPXv2eRuP3ZeYmNOLR7obj8ePH0+PHj3o2LEjU6dOZePGjcyfPx/A03j8/vvvk5ycTHJyMpMmTWL27Nls2bKl2j+zBK4wijy7kGiIexUyDA1zF7GYEvRK9uWXX3L8+HGGDh3qeaxPnz5MmzaNH374gfHjx7Nq1SpuvfVWCgsLAcjKyiI0NJS6det6vVbDhg3JysrylImNLZtUxcbGesqcS2FhIbm5uV4XqaH2rwVgo7M5WiCuah0kBmo3AtMJB9ZaHY6IGo/F77Ux9hBsODls1uYgdct/glw69zB3LRQnYgkNca9kH3zwAX369CEhIcHz2N133+25nZSUxHXXXUeTJk2YM2cOgwYNOu9rmabpdSJ15u3zlTnbuHHjePHFFy/2Y0ggOrAOgPWmtqapFok3wKZ9rmHuzW6yOhqp4c7XePzb3/6WJk2asHPnTp577jluvfVW1qxZQ1hYWJU3HrsbqQE1Hku5vIe3q5G5SjUqTdDd24Ve4DxTRCqfetAr0e7du5k/fz5/+MMfLlguPj6eJk2asG3bNgDi4uIoKioiOzvbq9yhQ4do2LChp8zBgwfLvNbhw4c9Zc5lzJgx5OTkeC579+692I8lgaK0B32De59uqVqeHgit5C7WO1/jcd++fUlKSqJ///589913bN26lTlzLjwvuLIaj92LytntdhITEy/hU0lNogXiqlHCNWALds1Dz9F5o0h1U4JeiT766CNiY2Pp27fvBcsdPXqUvXv3Eh8fD0CnTp0ICQnxrP4OkJmZSXp6Ol27dgUgOTmZnJwcVq48PdxoxYoV5OTkeMqcS1hYGLVr1/a6SA1UmAdHXPNB1zvVg14tPD0QK109ECIWUeOxBIIOtl8A2KA6rOqFREBcO9dtDXMXqXZK0CuJ0+nko48+4oEHHiA4+PTMgby8PEaPHs2yZcvYtWsXixYton///tSvX5/f/OY3ANjtdh566CGeeuopFixYwLp167jvvvto166dZ1X3Nm3a0Lt3b4YNG8by5ctZvnw5w4YNo1+/flrBXco1eOy/wHSSacZwWHP3qkXLifsoMEPgVDYc3W51OFKDqfFY/F0EBbQyXI04ac4WFkdTQ5w5zF1EqpUS9Eoyf/589uzZw4MPPuj1eFBQEBs3buTXv/41rVq14oEHHqBVq1YsW7aM6OhoT7k33niDgQMHMnjwYLp160ZkZCTffPONZxsbgGnTptGuXTt69uxJz549ad++PR9//HG1fUbxX+3V81Dtiglmg3u+v3ogxCJqPJZAcLWxiyDDJMusyyE1MlcP90ruqr9Eqp0WiaskPXv2xDzHMNaIiAi+//77cp8fHh7OhAkTmDBhwnnLxMTEMHXq1MuKU2qmDrYdgIa3V7e1zlbcYNviGube8V6rw5EaqLzG43//+98cP36c+Ph4brnlFj777LMyjcfBwcEMHjyYU6dOcdtttzF58uQyjccjRozwrPY+YMAAJk6cWD0fUGqE03WY1lCpNomlCXrWBig+5Rr2LiLVQgm6SA3Q3ijtQTd1clOd1rqHYmqhOLGIGo8lELjnn6uRuRrVaQJRsZB/CDLXQ+MuVkckUmNoiLtIoDt5jCY2197GG5zNLA6mZlnrbOW6cWgznDpuaSwiIv6qg1Hag65G5upjGKd3I9mz3NpYRGoYJegige6Aa3u1nc6G5FLL4mBqliPY+cUZB5iaxycicgnqcMLTyLxRPejVq3Gy63rPMmvjEKlhNMRdJNDtXweo58Eqq5xX0dyWBXuWQqueVocjIuJX3MPbdzjjySXK4mj8W9Nn5njd3/XKhXd2OJ2gLwenE2zq1xOpDvpLEwl0pT3oG7S4jiVWmaUrWe9eam0gIiJ+qH3p8HbPrhhSfeLbQ0gkFByHwz9bHY1IjaEEXSTQ7Xcl6FpcxxornFe5buxf61oJV0REKkwruFsoKOT0dmt71MgsUl2UoIsEstwDkJdFiWljk9nU6mhqpL1mLETHg7MY9q+xOhwRET9ieoa4b1AjszXcw9x3ax66SHVRgi4SyPa5tvfaaiZSQJjFwdRUxhknOOqBEBGpqASO0sDIodgMUiOzVZqcMQ9dRKqFEnSRQFa6crhnP26xRpOurmsl6CIiFda+tPd8i5lIIaEWR1NDNboebMGQuw+O77E6GpEaQau4iwSy0h70tc6WFgdSw7kT9H2rwFECQfrpFZGa5+xVxMtzjeafWy80CuI7uKZo7V4GdRpbHZFIwFMPukigKimCA2kArDWVoFup2Ru/cNyMgqI8yNpgdTgiIn7BvYL7eq3gbi3thy5SrZSgiwSogc+9C45CjprR7DLjrA6nRjOxsdrZynVHw9xFRMoVhMOzgnuapmlZSwm6SLVSgi4SoK61bQNgnbMFYFgbjLDKvd2aTnBERMp1lbGXKKOQXDOCbeYVVodTszXu4ro+/DOcPGZtLCI1gBJ0kQDlTtA1/9w3rHQn6LuXgmlaG4yIiI+71rYVgHXOlpg6XbVWVH2oXzoKTKu5i1Q5/eKJBKiO7h50zT/3CelmM06ZoXDqmKsXQkREzqtTaYK+xj09SKzl2S70J2vjEKkBlKCLBKLcA1xhHMVhGlr91kcUE3x6HvquJdYGIyLi4641SkeBqZHZNzT9let613+tjUOkBlCCLhKISvc//9lszEnCLQ5G3JY5r3bd+GWRpXGIiPiyBmTT2HYYp2mQpkZm39CsNEHP3KB56CJVTAm6SCDS/uc+aak7Qd+1BJwOa4MREfFR7jVUtpiJ5BFpcTQCQHRc6Tx0U7uRiFQxJegigai0B10Jum/ZaDaDsNpQcByyNlodjoiIT+pUmqCvUR1WpZo+M8dzqZBmN7mud/5YdUGJiBJ0kYBTUgiZaYDm7vkaB0HQpJvrjk5wRETOSQvE+Sj3PHTVXyJVSgm6SKDJ3ACOIo6a0ew2G1odjZzN0wOx2No4RER8UCjFJBk7AVhjKkH3Ke4E/XAG5B2yNhaRAKYEXSTQ7HXtUbrW2QowrI1Fyuj9tevfJH/bf6GkyOJoRER8S5KxkzCjhCNmbfaYsVaHI2eKqgcNk1y3tZq7SJVRgi4SaEoXb1nhvMriQORctpiNOGpGE2UUwoG1VocjIuJT3AvEudZQUSOzz9E8dJEqpwRdJJA4nZ4EfaUSdJ9kYmOZs63rzi8a5i4icibNP/dxngRdPegiVSXY6gBEpBId2uxaITwkik0FTa2ORs5jqTOJfkErXD0Q3Z+2OhwRkSpT4RXCATA9Pehawd1HNekKhg2O7YCcfWBvZHVEIgFHPegigcS9N2njzq4Vw8UnLXX3oO9bCUUnrQ1GRMRHNDEO0tA4TqEZzEazudXhyLmE2yH+Gtdt9aKLVAkl6CKBZPdPrusmXa2NQy5olxnHATMGHEWeRf1ERGq6zrYMANabV1JIqMXRyHlpHrpIlVKCLhIgmj4zm8ObFgLw2+/0p+3bDJY6S1fC3bHQ2lBERHxEl9IEfbmzjcWR1DxNn5njuZTLnaD/shBMs2oDE6mBdBZfCcaOHYthGF6XuLg4z3HTNBk7diwJCQlERETQvXt3Nm3a5PUahYWFPPHEE9SvX5+oqCgGDBjAvn37vMpkZ2eTkpKC3W7HbreTkpLC8ePHq+Mjih9oZmTRwMih0Axhg4YG+rzFjvauG9vnWxuIiIhPMD096CuUoPu2Jt0gOAJOZLrWvhGRSqUEvZJcffXVZGZmei4bN270HHv11Vf55z//ycSJE1m1ahVxcXHcfvvtnDhxwlNm5MiRzJo1i+nTp7NkyRLy8vLo168fDofDU2bIkCGkpaWRmppKamoqaWlppKSkVOvnFN91g+1nANI0NNAv/NfZzrXQzqHNkLPf6nAkAKnxWPxJI+MwVxhHKTaDSrdYE58VEg5Nb3TdViOzSKVTgl5JgoODiYuL81waNGgAuE6A3nzzTf76178yaNAgkpKSmDJlCidPnuSTTz4BICcnhw8++IDx48fTo0cPOnbsyNSpU9m4cSPz57t++DIyMkhNTeX9998nOTmZ5ORkJk2axOzZs9myZYtln1t8xw2engdtr+YPjhMNV3Ry3dEJjlQRNR6Lv3APb99gNucU4RZHI+Vq0cN1rfpLpNIpQa8k27ZtIyEhgWbNmvG73/2OX375BYCdO3eSlZVFz549PWXDwsK4+eabWbrUteL2mjVrKC4u9iqTkJBAUlKSp8yyZcuw2+107tzZU6ZLly7Y7XZPGanZOpf2oGtooB/RCY5UMTUei7/Q/HM/0+I21/We5VCYZ20sIgFGCXol6Ny5M//+97/5/vvvmTRpEllZWXTt2pWjR4+SlZUFQMOGDb2e07BhQ8+xrKwsQkNDqVu37gXLxMbGlnnv2NhYT5lzKSwsJDc31+siAej4HhoZRzQ00N+0uN11/csicBRbGooEJl9tPFbdJGfrbGj+uV+p1wLqNHbtRrJridXRiAQUJeiVoE+fPtx55520a9eOHj16MGeOawXMKVOmeMoYhuH1HNM0yzx2trPLnKt8ea8zbtw4z7xAu91OYmJihT6T+JnS/c/TzWYaGuhHmk88wDGzFhTm8tu//a/V4UiA8eXGY9VNcqYrOEyi7TAlpo01zlZWhyMVYRgaBSZSRZSgV4GoqCjatWvHtm3bPAvynH2icujQIc+JUVxcHEVFRWRnZ1+wzMGDB8u81+HDh8ucYJ1pzJgx5OTkeC579+69rM8mPmrXfwHNP/c3Tmz86HSt5n5z0HqLo5FA48uNx6qb5Ezu1ds3ms3JJ8LiaKTClKCLVAkl6FWgsLCQjIwM4uPjadasGXFxccybN89zvKioiMWLF9O1a1cAOnXqREhIiFeZzMxM0tPTPWWSk5PJyclh5cqVnjIrVqwgJyfHU+ZcwsLCqF27ttdFAoxpwo5FACx1Xm1tLHLRFjs6ANDdpgRdqpYvNR6rbgpsF7WnNlpDxW81uwlswZC9E47usDoakYChBL0SjB49msWLF7Nz505WrFjBXXfdRW5uLg888ACGYTBy5EhefvllZs2aRXp6OkOHDiUyMpIhQ4YAYLfbeeihh3jqqadYsGAB69at47777vP0egC0adOG3r17M2zYMJYvX87y5csZNmwY/fr1o3Xr1lZ+fLHa0e2Qu49CM5iV6kH3O+4e9CTbLjhRNtERqSy+1HgscqbOngXiVIf5lbBoaJzsur19gbWxiASQYKsDCAT79u3jnnvu4ciRIzRo0IAuXbqwfPlymjRpAsBf/vIXTp06xfDhw8nOzqZz587MnTuX6Ohoz2u88cYbBAcHM3jwYE6dOsVtt93G5MmTCQoK8pSZNm0aI0aM8CzYM2DAACZOnFi9H1Z8zy+LAFjjbEUBYdbGIhftKHY2OJvR3rYTdiyAa4ZYHZIEiNGjR9O/f38aN27MoUOHeOmll87ZeNyyZUtatmzJyy+/fN7G43r16hETE8Po0aPP23j83nvvAfDwww+r8VgqLI6jNLUdxGEarHbq/4zfaXGba5rdjgXQ+WGroxEJCErQK8H06dMveNwwDMaOHcvYsWPPWyY8PJwJEyYwYcKE85aJiYlh6tSplxqmBKodCwFY4mxncSByqRY5O7gS9K3fK0GXSqPGY/EHNwalA7DRbEYekRZHIxetRQ+YPxZ2/gjFpyBEawiIXC4l6CJ+7MpnvmZd2A/UNuC/StD91nxHJ0YEf+laaKekEII1EkIunxqPxR/8yrYROD3dR/xMwySo3Qhy97lG9LXuY3VEIn5Pc9BF/FgHYwe1jVMcN6PYZDa1Ohy5RBvNZmSaMVCU5+qFEBGpAQyc3FiaoP/XoQTdLxkGXHWH6/bPFVsUUEQuTAm6iB+70eYaGviT82qc+nP2WyY25jk6ue78PNvaYEREqsnVxi7qGSc4YUawzmxhdThS6mJX4ad1aYK+5TtwOqouMJEaQmf0In6sW+ncPc0/939znde5bvz8LTid1gYjIlINbrJtAGCZsy0lmnXpv5reCGF2OHkE9q2yOhoRv6cEXcRfFZ7gWmMbAEucSRYHI5drhbON6wQn/xDsX211OCIiVe6mIM0/DwhBIdDKtUikRoGJXD4l6CL+atdPhBgOdjtj2Ws2tDoauUzFBJ8+wcn4xtpgRESqWBSnuNbYCihBDwhX9XVd//wtmKa1sYj4OSXoIv6qdP/zn9R7HjCGr4kHYOeSz3SCIyIBrYttM6Gljcx71Mjs/1r0gKBQOLYDjmy1OhoRv6YEXcRfbZ8HaHu1QLLY2YFCM5hmtoNweIvV4YiIVBltrxZgwqKh2c2u2xrmLnJZlKCL+KMj2+HodorMICXoASSfiNMjInSCIyJ+5GJX/nYvEKc6LIB4tlv71to4RPycEnQRP9P0mTm89MY/AdfCYnlEWhyRVCbPau6ahy4iAaqRcYjmtixKTBtLnVdbHY5UFvd2a/tXQ+4Ba2MR8WNK0EX8UI+gtQAscF5rcSRS2eY6rqPEtEFmGhzdYXU4IiKV7ubS3vO1Zks1MgeS6DhI7Oy6velLS0MR8WdK0EX8jJ08rjNc85PnK0EPOMeofXqY+8YvrA1GRKQK3G5bA8BCR0eLI5HynDl1oULTF5Lucl2nq/4SuVRK0EX8THdbGsGGk5+diewzY60OR6rAV46urhsb/6PV3EUkoNTiJMm2TQDMdXayOBqpdFcPBMMG+9fAsV+sjkbELylBF/Ezp4e3q+chUM11XgfB4XB0G2RtsDocEZFKc7NtA2FGCTuc8ewwE6wORypbrVhodpPrdvoMa2MR8VNK0EX8iaPYM3dvgUPD2wNVHpHQqpfrjoa5i0gAuT1oNQDznJ0Aw9pgpGq4h7lvVIIucimUoIv4k91LqW2c5IhZmzSzhdXRSBV6JK0ZAAd+mgpOp8XRiIhcvmBKuNWWBrgWxJQA1aY/BIXC4Qw4uMnqaET8jhJ0EX+yNRWAhY5rcOrPN6Atcl5DrhlBgnEM9i63OhwRkcvW2ZZBbeMkh9XIHNgi6kCL2123NQpM5KLpDF/EX5gmbPkWgPlaWCfgFRLK947rXXc2/sfaYEREKkFPm2t4+3xHJzUyB7p2d7qu02dosVORi6RfRxF/kbkesndxygzlv852Vkcj1eArZzfXjU1fQkmRpbGIiFwek9uDXNurzVMjc+Br1QdCouD4bti3yupoRPxKsNUBiEj5mj4zh2eCP+GPwa7V208SbnVIUg2WOdty0KxDw1PHYMscuPo3VockIuJRoX2xSyUZO0kwjpFvhvGTM6kKo5KqdOa/+a5X+p6/YGgktOkHGz6DtGmQeEM1RCcSGNSDLuIHDJz0C3LNQ/7GkWxxNFJdHATxH8fNrjtr/21tMCIil8Hde/6jsz2FhFocjVSLjimu641fQGGetbGI+BEl6CJ+oKOxnUbGEfLMcBY5r7E6HKlGnzm6u27sWAjZuy2NRUTk0pgMsC0FINW9toYEvqY3QkxzKMqDTbOsjkbEbyhBF/ED/YOWATDXeZ16HmqYvWZDaN4dMGHdx1aHIyJy0ToYO2hmO8hJM4x5Tm2vVmMYBlx7v+u2RoGJVJgSdBFf53TQN2gFoOHtNdVjP7cHIGvx++AosTgaEZGLMzDoJ8C1OJzWUKlhOgwBWzDsWwmHMqyORsQvKEEX8XW7fyLWOM5xM4olWr29Rprn7MRRM5o4Ixu2z7M6HBGRCgvCQb/SUWBfOrpZHI1Uu+iG0Kq367Z60UUqRAm6iK9Lnwm45u0Va+OFGqmIEGY4bnLdWTPF2mBERC5CN1s6DYxcjprR2iK0prr2Adf1+k+hpNDaWET8gBJ0EV/mKIbNXwHwjVPD22syz2Jx276HnP2WxiIiUlG/Lh3ePsfRhRI1MgeUps/M8VwuqMVtUPsKOJUNGd9UT3AifkwJuogv2zYXTh3jsFmb5c62VkcjFtphXsEyR1swnbDy/6wOR0SkXOEU0su2GtDw9hrNFnR6y7UV71kbi4gfUIJeCcaNG8f1119PdHQ0sbGxDBw4kC1btniVGTp0KIZheF26dOniVaawsJAnnniC+vXrExUVxYABA9i3b59XmezsbFJSUrDb7djtdlJSUjh+/HhVf0SxyprJAMxw3ISDIGtjEct94OjjurHmI+0pK+VS3SSV7cwe03J7TYEetrXUMgrY42zAWrNlNUQoPuu6ByEo1LVY3N6VVkcj4tOUoFeCxYsX89hjj7F8+XLmzZtHSUkJPXv2JD8/36tc7969yczM9Fy+/fZbr+MjR45k1qxZTJ8+nSVLlpCXl0e/fv1wOByeMkOGDCEtLY3U1FRSU1NJS0sjJSWlWj6nVK/kZ/6NY6trQbDPHLdYHI34ggXOjlCvBRTkwLqpVocjPk51k1htYNASAL5ydgMMa4MRa0U3hHaDXbeXTbQ2FhEfp8lAlSA1NdXr/kcffURsbCxr1qzhpptu8jweFhZGXFzcOV8jJyeHDz74gI8//pgePXoAMHXqVBITE5k/fz69evUiIyOD1NRUli9fTufOnQGYNGkSycnJbNmyhdatW1fRJxQrDA5aRJBhstzZhp1mvNXhiA8wsfHXrJv4R8h29nz7Oo1vGOYaOihyDqqbxErxHOUWWxqg4e1SKvkxSJvqmoeevQvqNrU6IhGfpB70KpCTkwNATEyM1+OLFi0iNjaWVq1aMWzYMA4dOuQ5tmbNGoqLi+nZs6fnsYSEBJKSkli6dCkAy5Ytw263e06AALp06YLdbveUOVthYSG5ubleF/EDTgeDgxcB8EnJrdbGIj5lhuNXHDNr0dh2WIvtyEXxpbpJAt89wQsIMkyWOdqyw7zC6nDEFzRsC1fe6lpLZfm/rI5GxGcpQa9kpmkyatQobrzxRpKSkjyP9+nTh2nTpvHDDz8wfvx4Vq1axa233kphoWu7iaysLEJDQ6lbt67X6zVs2JCsrCxPmdjY2DLvGRsb6ylztnHjxnnmBNrtdhITEyvro0pV2r6AK4yjZJu1+N55vdXRiA8pIIyPHbe77iydAKZpbUDiF3ytblLjcWALpoTfBS0C4GNHD0tjER+T/Ljret3HcOq4paGI+Col6JXs8ccfZ8OGDXz66adej99999307duXpKQk+vfvz3fffcfWrVuZM+fCi6yYpolhnJ63debt85U505gxY8jJyfFc9u7dewmfSqrdWtde17McN1JIqMXBiK/5uKQnhWYI7F8Ne5ZbHY74AV+rm9R4HNh62lYTaxznkFmHuc7rrA5HfMmVt0JsWyjK8yyEKyLelKBXoieeeIKvv/6ahQsX0qhRowuWjY+Pp0mTJmzbtg2AuLg4ioqKyM7O9ip36NAhGjZs6Clz8ODBMq91+PBhT5mzhYWFUbt2ba+L+LgTWbDlOwA+dWh4u5R1BDszHDe67ix+xdpgxOf5Yt2kxuPAlhI0H4BPHbdo73PxZhine9GXvQ1F+RcuL1IDKUGvBKZp8vjjjzNz5kx++OEHmjVrVu5zjh49yt69e4mPdy3+1alTJ0JCQpg3b56nTGZmJunp6XTt2hWA5ORkcnJyWLny9PYUK1asICcnx1NGAsCqD8B0sNrZim3mhU+mpeZ6xzEQbCHwyyLY+V+rwxEf5Mt1kxqPA9eVxn6SgzbjMA2maw0VOZf2g6FOE8g/BCsnWR2NiM8xTFMTGC/X8OHD+eSTT/jqq6+8Vqu12+1ERESQl5fH2LFjufPOO4mPj2fXrl08++yz7Nmzh4yMDKKjowF49NFHmT17NpMnTyYmJobRo0dz9OhR1qxZQ1CQa6XmPn36cODAAd577z0AHn74YZo0acI331Rssajc3Fzsdjs5OTk6IfJFhXnwxtVQcJxHi/7Ed87O5T9Haqxdv/oBVr0PjZPh99+5eibEZ1X376/qJqkMFdnv/EwvBE/h98Hf873jOh4pHlVFUYkv2/VK3/ILpX0CXz4KETHwp/UQrr97q+j31/eoB70SvPvuu+Tk5NC9e3fi4+M9l88++wyAoKAgNm7cyK9//WtatWrFAw88QKtWrVi2bJnnBAjgjTfeYODAgQwePJhu3boRGRnJN9984zkBApg2bRrt2rWjZ8+e9OzZk/bt2/Pxxx9X+2eWKrLuYyg4DjHNtTiclOuG/3akwAyBPct44K/jrA5HfIzqJqlu0ZzkzqAfAZiqxeHkQtoNhnot4dQxWKEV3UXOpB70GkatZL6rxTNfsShsFI2MIzxb/BCfOG6zOiTxA88GT+Ph4DlscDaj/Yvr1Ivuw/T7e376bnzXxfSgDw/6ir+EfMY25xX0LPp/mOoHqpEq1IMOkD4DvngQwmq7etEjY8p/jlQ6/f76Hv1yiviIvrblNDKOcNiszQzHr6wOR/zEv0r6k2+G0d62E36ebXU4IlJDRVDAQ8HfAjCx5NdKzqV8bX8DsVdDYS4sm2h1NCI+Q7+eIr7ANPljsCu5mlzSW1urSYUdozYfOvq47sx9DooLrA1IRGqkIUE/UM84wS5nQ2Y7k60OR/yBzQa3/tV1e/m7cFy7OYiAEnQR37B9AW1se8g3w/hY8/bkIv2rpD9ZZl3I3glLJ1gdjojUMGEU8XBpI/M7jgE4CCrnGSKlWt8BjbtC8UmY+1eroxHxCUrQRazmdMLClwDXvue51LI4IPE3+UTwcvG9rjv/fR2yd1sbkIjUKL8NWkxD4zj7zXrM0hStGq/pM3M8l3IZBtzxGhhBsPkr2PFD1Qco4uOUoItYqOkzcxjxt+fgwDryzHDeLRlgdUjip752JrPM0RZKCvj+nw9aHY6I1BAhlPDHYNd2ev8q6U8xwRZHJH4nLglueNh1+9s/Q0mhtfGIWEwJuoiFQinmz8GuLY/+VdKfo9gtjkj8l8HzJUMpNoPoFbQats61OiAR8VMX0wN6X9A8GhlHOGTW4XNH96oPTgLTLWMgKhaObodlb1sdjYillKCLWCglaC6JtsNkmXV533GH1eGIn9tmNuIjR2/XnTlPQUGutQGJSECLIZcng2cAML7kt1rgVC5duB16/o/r9o+vwbGd1sYjYiEl6CJWOZXNE8FfAvDPkrsoIMzaeCQgvFUyiL3OBpCzB7572upwRCSAPRX8H2obJ0l3NuU/jputDkd80JmjMcodkdH+bmhyo2vBuFmPgKOkeoIU8TFK0EWs8uPr1DHy2eJsxBc6sZFKkk8ETxY/CoYN1n8Cm2ZZHZKIBKC2xi7uCXIt6PVi8f04dUopl8swYOA7EFYb9q6AJW9YHZGIJfRrKmKF/Wtde34C40qG6MRGKtVq8yomFLsWHDz++WOQe8DiiEQksJg8H/IxNsNktqMLq8yrrA5IAkXdJnDH667bi8bB/jXWxiNiAWUFItWs5TNf8fN794Pp4GtHMouc11gdkgSgt0oGsd7ZnDpGPsz6IzgdVockIgFigG0pXWwZFJghjCu+x+pwJNC0HwxXDwLTATMfhqJ8qyMSqVbaC0Okmj0e/CVX2fZyxKzN2OIHrA5HAlQJwTxZPJzZoX8lcudimPc89PqH1WGJiI+q0J7VQBxH+Z+QjwB4p+TX7KdBVYYlAebM/2e7Xul77kKGAf3+6RrmfnQ7fPko3DUZbOpXlJpB/9NFqlPmBoYHfQXAC8VDOUZtiwOSQPaLmcDo4kdcd5ZNhLUfWxuQiPg1Ayevh/wLu3GSNGdz3nEMsDokCVQRdeGuD8EWApu/cg13F6khlKCLVJfiU/DlcEIMB985rmeOs7PVEUkN8K2zC9z8jOvO7Cdh91JrAxIRv/X7oO+5MWgTp8xQRhUPp0QDMaUqNe4C/d9y3f7xVdj4hbXxiFQTJegi1cE04Zs/wcGNHDWjeb7494BhdVRSQzT7PonZjs7gLIbP7oMj26wOSUT8TCtjL08HTwfgHyX38ouZYHFEUiN0vBe6jnDd/uox2LvK2nhEqoESdJFq8Pe/PQEbPqPEtPF48QgOU8fqkKQGMbExuviPbHA2g5NHYXI/OLLd6rBExGIV3Z+6Lrm8F/JPwoxifnBcw1RHj2qKUAToMRZa9YaSAph6p1Z2l4CnBF2kqv2ymGeDpwGuXodlzqstDkhqogLCGFr0ND87EyEvi6wJPeDoDqvDEhEfF0ox74W+QTPbQfY6G/Dn4kfQCDCpDBVtIMIWBHd+AI27QmEO/Ps3StIloGnykEhVOvQz/GcowYaTGY5f8ZGjt9URSQ12jNrcW/Qsn4a+RCvbfldP+v1fQYNWVocmItWgoiu1n2byash73GDbQq4Zye+L/8xR7FUSm8gFhdWCe/8D0+6CPctcSfr9s+CKTlZHJlLp1IMuUkV6jHmPw2/fDqeOkeZszrPFD6FeB7HaUewMKfob25xXwIkD8H4P2LHQ6rBExOeYjA7+nIFBSyk2g3i0+E9sNxtZHZTUZO4kPbGLqyd9cj/ImG11VCKVTgm6SFU4vJVPQ/9BAyOXTc4mPFD0DIWEWh2VCABHsPO7or9BYmfXSc7UO2HVB1aHJSI+w+SvwdN4PNi1LehfSx7kJ2c7i2OSQFbh4e5h0XDfF9D8Fig+CZ/dC//9p2sxXpEAoQRdpLJlbYQp/Whg5LDZ2YR7i54lh1pWRyXi5Sh2Wm97lJmOG8F0wJxR8NXjUHjC6tBExEI2nLwSPIlhwd8C8GJxCp87brE4KpEzhEXDvV/ADQ+77i94EWb8AQpyrI1LpJIoQRepTOkz4P3bIe8gGc5E7i0aw3GirY5K5JwKCWVU8aO8WjwYp2nAuo/hXzfCnhVWhyYiFojiFBND/pffBS/CYRqMLn6Ejxx9rA5LapgK9aYHBcMdr0Hf8WAEQfoX8E5X+GVx9QUqUkW0SJxIZXA6ePf5B3g0+BsAfnS044niJ9RzLn7A4B3HQNaarXg95F80yt6F44NeBHV9DG7+C4RrQSgRf1bRheHaGLuZGPK/XGnLpMgM4oniJ/jeeUMVRydyma7/AzRsB7Megeyd8O8BcMMjcMuzEFHH6uhELol60EUu18HN8GEvT3L+r5J+DC1+Wsm5+JXlzrb0KXyFGY5fEWSYsGwi/O+1rrnpjhKrwxORKmLg5L6geXwZ+jxX2jI5YMZwT9HflJyL/2jcGf64BK570HV/5Xsw4VpYOQkcxdbGJnIJDNPUqgo1SW5uLna7nZycHGrXrm11OP6tuID/ffER/hj0DaGGgxNmBH8tfpCvnd2sjkzksnS3pfG34Km0sB1wPVC/FXQbCe1+C8Fa7PBS6ff3/PTdVK6K9pq3N3YwNmQK19q2A7DA0ZGniv+oqVniM3a90vfinrB9AaQ+A0e2uu7Xawm/GgVJd6n+Og/9/voeJeg1jP4IK0FxgWuu7pI3IHc/AHMdnXi+eChZ1LM4OJHKEUwJ9wYt4MngL6hj5LsejE6Azo/ANUOgVqy1Afoh/f6en76bylVegt7IOMwTQbP4bdBibIZJvhnGP0t+y4eO3pgaXCk+rEIJu6MY1kyGRePg5FHXY9Hx0PmP0DEFonSudib9/voeJeg1jP4IL0PeYVj/KVlz/0mckQ1AphnDi8X3k+q8Hu1xLoEompPcE7SAh4K/o6Fx3PWgEQQtb4cO97iuQ6MsjdFf6Pf3/PTdXL6K9JpfY2znD8Fz6GNb6ZrKAsx03MgrxfdwiLpVHaJIpSo3WS/IgdUfwvJ/QV6W6zFbMLTsCR1+57oOiaj6QH2cfn99jxL0GkZ/hBepMA9+WQjrp8PWVHC65uIeMGN4t2QAnzu6a39zqRFCKebXQT/xWtO1sH/16QNBYdDsV9CqNzS7Geq3BEONVeei39/z03dz+c6XoCcaB+lvW07/oGW0se3xPP6jox1vltzJWrNVdYUoUmUumKyXFMLGL1xz0zPXn348OAKa3+xK1K+8Feo2rZH1l35/fY8SdD/0zjvv8Nprr5GZmcnVV1/Nm2++ya9+9asKPVd/hOUoLoCsDbB3BWyfD7uXgqPIc3i9szmfOm5lpuNXFBFiYaAi1rnS2M+dQf9leP31cHy398HIepDYBa64FuLaQ1ySa2hhDTzpOVug//6qbqp+50rKa5PH9bYtdLVtpqstnTa2vZ5jRWYQ3zi7MqmkLz+bjaszVJFqc8Fk/VCGq9Nl4xeQu8/7WK2GkNgZEm+AhkmuS60GVRusD9Dvr+9Rgu5nPvvsM1JSUnjnnXfo1q0b7733Hu+//z6bN2+mcePyK1v9EZYqyIGcfZC9G45sgSPb4NBmyEoHp/eKn3ucDfjeeT3/cdzMVjPRooBFfJHJlcYBbrOt5RbbepLDfoGSgrLFwutAvSsh5kqIaQ72K6B26aVWrOu4LfDnvQby76/qpupxOiE3ieEETYyDNDEO0vT/t3e3sVHVaR/Hf6fTTjvu0iJt7YOUAjEBqrFKe0NbQhoToUHt4p1sJNHwYJDYxAS6jRoqUalvuomriQjUEO1GE6z1OXHTqH2hoKEbpGlfWMKtrHVr3ZZSYKW22JbO/34xtDjMAJ3SmTkz5/tJTmbmP+fAdQ1Df3PNUxP6tczqUYH1b+UlnPY7ZsJYOuK9Xf/wlurTif/hN4zAUa46rBsjnfpW+v5z6ftWqfdYwOM/SdIfMqX023zZdfMiKW2+lJp7Ob+S58T8E9D8/LUfBvQYs3LlSi1fvlwNDQ1Ta8uWLdODDz6o+vr66x5/Q/8JjZHGR659ffArguxn/M+bKy97/TfvhGQmJK/X9zZz77jvS0AmxqWJUenimO90/IKvxrERafS8bxAfPS+NnPV9UcjwoDTUL40NXbWN0yZVnd7b1Oa9XV96C/WDyRGfLweuL0kXdYfVreKE/9PtCT+qwPq3Flt9SrS81z4wIdH3yrvnZt+w7pkrJadKyX+U3Je2JM/lzZXs+zZeV7LkSpJcbt9pQpKU4PL9eQku32flE1y+B0+WS7ISLm2W71RW4PlJU+etwMtJHt/fF6J4fhAU1WyauOj7+T9bArLMXOW6a+SY8covy7wTl85P+M57L/ryayrLxnzv4Lro22qb/6mb9Jv+qN80xxrRXGtYafpV86whZVnnlKn/Ktm6+q8//Jc3R23eAh3x3q42b4HOKb7ub8Bs8Bvexy9I/+mQev7pOz3VJZ39QQGPYa/kcvuGeM88KSXNl18pab7vZpncEn+fX24pMfl3+XUpw6ayK/F32XUpsxJc8mXUVTJs8tRz84yeLIjnbIpVidEuANM3Njam9vZ27dy502997dq1OnLkSNBjRkdHNTp6+YHLL7/8Isn3nzFk479Jf7st9ONs6pz5g/pMurpNjn7wZusHk6sus1D/MenyH8gvRKtEIKaMSmrXrWrXrVNrbo0p3zqlBdaAFlqndKs1oGzrnLKtc8qyzirNuiBpXLrQL6k/WqWH5s9/9305Xogmf+7G2/PiUc+m71ul9x8N/Tgbq73O9aOXtj5zs3pNpnq8t+ikuVUnzAKd8OZpSFd+ceM1nlwHHGrBX94Lspp3afuTPPpNi6w+5VsDyru0/e9tCdL5fmmoTxofljQqjfRK6g3yZ0XYkyelpJSQD4vXbIplDOgxZHBwUBMTE8rKyvJbz8rKUn9/8Ae29fX1qqurC1jPy+Ot2tKQfANBV7QLAeLav6JdwGz7659v6PChoSGlpaXNUjHRRzZF05CknuvuBWBmvrvi8pZoFDFdf826/j7XEG/ZFMsY0GOQdcXbV4wxAWuTamtrVVNTM3XZ6/Xq7NmzSk9Pv+oxdnX+/Hnl5eXpp59+ctxbcOid3uk99hljNDQ0pNzc3GiXEhZOzaZQxOP9erqc2jt9O6tvKfZ6j/dsikUM6DEkIyNDLpcr4BWJgYGBgFcuJiUnJys5Odlvbe7cueEqMSJSU1Nj4gdeONA7vTtNvPUej69OkE2hi7f7dSic2jt9O08s9R6P2RTL4v9rc+OI2+1WUVGRWltb/dZbW1tVVlYWpaoAAE5GNgEAMHt4BT3G1NTUaOPGjSouLlZpaakOHDignp4eVVVVRbs0AIBDkU0AAMwOBvQYs2HDBp05c0YvvPCC+vr6dMcdd6ilpUX5+fnRLi3skpOT9fzzzwe8LdIJ6J3encbJvcciJ2dTKJx8v3Zq7/TtrL4lZ/eO2cHvQQcAAAAAwAb4DDoAAAAAADbAgA4AAAAAgA0woAMAAAAAYAMM6AAAAAAA2AADOmxl//79WrRokVJSUlRUVKSvvvrqmvsfPHhQhYWFuummm5STk6NHH31UZ86ciVC1syvU3vft26dly5bJ4/FoyZIleuuttyJU6ew6fPiwKisrlZubK8uy9PHHH1/3mEOHDqmoqEgpKSlavHixXnvttfAXGgah9t7X16eHH35YS5YsUUJCgqqrqyNSZziE2vuHH36oNWvWKDMzU6mpqSotLdVnn30WmWKBEDg1x8gwZ2WYU/OL7EIkMKDDNpqbm1VdXa1du3apo6NDq1ev1rp169TT0xN0/6+//lqbNm3S1q1b1dXVpffee0/ffPONHnvssQhXfuNC7b2hoUG1tbXavXu3urq6VFdXpyeeeEKffPJJhCu/ccPDwyosLNTevXuntX93d7fuu+8+rV69Wh0dHXrmmWe0fft2ffDBB2GudPaF2vvo6KgyMzO1a9cuFRYWhrm68Aq198OHD2vNmjVqaWlRe3u77rnnHlVWVqqjoyPMlQLT59QcI8Ocl2FOzS+yCxFhAJtYsWKFqaqq8ltbunSp2blzZ9D9X3zxRbN48WK/tT179pj58+eHrcZwCbX30tJS8+STT/qt7dixw6xatSpsNUaCJPPRRx9dc5+nn37aLF261G/t8ccfNyUlJWGsLPym0/vvlZeXmx07doStnkgKtfdJBQUFpq6ubvYLAmbIqTlGhvk4NcOcml9kF8KFV9BhC2NjY2pvb9fatWv91teuXasjR44EPaasrEy9vb1qaWmRMUanTp3S+++/r/vvvz8SJc+amfQ+OjqqlJQUvzWPx6OjR49qfHw8bLXaQVtbW8BtVVFRoWPHjsV977jM6/VqaGhI8+bNi3YpgCTn5hgZFhoyzNnILkwHAzpsYXBwUBMTE8rKyvJbz8rKUn9/f9BjysrKdPDgQW3YsEFut1vZ2dmaO3euXn311UiUPGtm0ntFRYVef/11tbe3yxijY8eOqbGxUePj4xocHIxE2VHT398f9La6ePFi3PeOy1566SUNDw/roYceinYpgCTn5hgZFhoyzNnILkwHAzpsxbIsv8vGmIC1ScePH9f27dv13HPPqb29XZ9++qm6u7tVVVUViVJnXSi9P/vss1q3bp1KSkqUlJSk9evXa8uWLZIkl8sV7lKjLthtFWwd8ampqUm7d+9Wc3OzbrnllmiXA/hxao6RYdNHhjkT2YXpYkCHLWRkZMjlcgU82z4wMBDwTPOk+vp6rVq1Sk899ZTuvPNOVVRUaP/+/WpsbFRfX18kyp4VM+nd4/GosbFRIyMj+vHHH9XT06OFCxdqzpw5ysjIiETZUZOdnR30tkpMTFR6enqUqkKkNDc3a+vWrXr33Xd17733RrscYIpTc4wMCw0Z5kxkF0LBgA5bcLvdKioqUmtrq996a2urysrKgh4zMjKihAT/u/DkM++Tz0bHgpn0PikpKUnz58+Xy+XSO++8owceeCDgNok3paWlAbfV559/ruLiYiUlJUWpKkRCU1OTtmzZorfffjumPqMLZ3BqjpFhoSHDnIfsQqgSo10AMKmmpkYbN25UcXGxSktLdeDAAfX09Ey91a+2tlY///zz1O9Krays1LZt29TQ0KCKigr19fWpurpaK1asUG5ubjRbCVmovX/33Xc6evSoVq5cqXPnzunll1/Wt99+qzfffDOabczIr7/+qpMnT05d7u7uVmdnp+bNm6cFCxYE9F5VVaW9e/eqpqZG27ZtU1tbm9544w01NTVFq4UZC7V3Sers7Jw69vTp0+rs7JTb7VZBQUGky78hofbe1NSkTZs26ZVXXlFJScnUK1Aej0dpaWlR6QG4klNzjAxzXoY5Nb/ILkREdL48Hghu3759Jj8/37jdbrN8+XJz6NChqes2b95sysvL/fbfs2ePKSgoMB6Px+Tk5JhHHnnE9Pb2Rrjq2RFK78ePHzd33XWX8Xg8JjU11axfv96cOHEiClXfuC+++MJICtg2b95sjAn+7/7ll1+au+++27jdbrNw4ULT0NAQ+cJnwUx6D7Z/fn5+xGu/UaH2Xl5efs39Abtwao6RYc7KMKfmF9mFSLCMiZH3UAEAAAAAEMfi+4M+AAAAAADECAZ0AAAAAAB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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 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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 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
