{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "intensive-failure",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "# Error model validator\n",
    "\n",
    "Build a set of data with a known statistical distribution and validate the error propagation by ensuring the integrated data follow the 𝜒² distribution.\n",
    "\n",
    "This requires plenty of memory and is pretty compute intensive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "broadband-priority",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/users/kieffer/.venv/py313/bin/python 3.13.1 | packaged by conda-forge | (main, Jan 13 2025, 09:53:10) [GCC 13.3.0]\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 51.9 s, sys: 1.6 s, total: 53.5 s\n",
      "Wall time: 51.8 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "np.int64(111)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyFAI\n",
    "from pyFAI.detectors import Detector\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 = pyFAI.load({\"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: 55.000 fps\n",
      "Integration speed: 42.796 fps\n"
     ]
    },
    {
     "data": {
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       "model_id": "a7ed6fc60b3e4e718e5cb20ea1a134cd",
       "version_major": 2,
       "version_minor": 0
      },
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3Zv/+/ZSUlBAaGmp1OCJBy+FweJLzhg0bWh2OiGXq1KkDwMGDB2nSpImGu/sBdXOJyHlzOBwAGtYrQc/9b8D9b0JErOGec64fjUVO/jtQLQb/oARdRKqNhg9KsNO/ARHfon+TIvp34G+UoIuIiIiIiIj4ACXoIiJBauDAgYwZM6ZK7xk/fjw9evTwPB8xYgTDhw8/5xjS09MxDIPU1FQAlixZgmEYNVJ1+fRjiYiI79G5SYKdisSJSI1JfHZ+rR4v/aVhVWo/YsQIZs2axQMPPMD06dO9to0aNYo333yTe+65h5kzZ1ZjlIFl6tSpmKZZqbYjRowgOzubzz//3PNaQkICmZmZNGrUqFrjqs1jiYh/0bkp8OncJP5MPegiEtQSEhKYM2cO+fn5ntcKCgr48MMPadmypYWRVU5RUZGlx4+JiSE2Nvac32+324mLiyMkpOZ/L67NY4mIb9iWlcuGvdls2JttdShVonPT+dG5SfyZEnQRCWq9evUiISGBuXPnel6bO3cuLVu2pGfPnl5tnU4nkyZNonXr1tSpU4ekpCQ+/fRTz3aHw8HIkSM92zt06MDUqVO99rFkyRL69etH3bp1iY2N5eKLL2b37t3A2YfkjRkzhoEDB3qeDxw4kNGjRzNmzBgaNWpEcnIyABs3bmTo0KHUq1ePpk2b8rvf/Y7Dhw973nf8+HHuvvtu6tWrR3x8PFOmTKnU3+ell16iadOmREVFMXLkSAoKCry2nx7zp59+Srdu3ahTpw4NGzZk0KBBHD9+nPHjxzNr1iz++9//YhgGhmGwZMmSMof2LVu2jO7duxMREcGFF17Ixo0bPdtOH8oI8Nprr5GYmOjZXtljLV26lH79+hEeHk58fDzPPvssJSUlXn/vRx55hKeffpoGDRoQFxfH+PHjK/W3ExE5Vzo3lU/nJp2bApkSdBGpGZUcWuYL7r33XmbMmOF5/t577/H73//+jHaTJk3i/fffZ/r06WzatInHHnuMu+66i6VLlwKui6QWLVrwySefsHnzZsaNG8dzzz3Hxx9/DLjWix8+fDiXX345GzZsICUlhfvvv7/K1VVnzZpFWFgYy5YtY/r06WRnZ3PllVfSs2dP1qxZw4IFCzhw4AC33nqr5z1PPfUUS5cu5b///S8LFy5kyZIl/PTTT+Ue5+OPP2b8+PH89a9/Zc2aNcTHx/Pmm2+W2T4zM5Pbb7+de++9ly1btrBkyRJuvPFGTNPkySef5NZbb2XIkCFkZmaSmZnJRRddVOa+nnrqKaZMmcLq1atp3Lgx1113XaWXh6nssfbt28c111xD3759Wb9+PW+99Rbvvvsuf/7zn73azZo1i7p167Jy5UomT57MhAkTWLRoUaViERE5Vzo3nZ3OTS46NwUujaUQkernKIbsDKujqLS77rqLsWPHenoLli1bxpw5c1iyZImnTWFhIX/961/55ptvGDBgAABt2rThxx9/5O233+byyy8nNDSUF1980fOe1q1bk5KSwscff8ytt95Kbm4uOTk5XHvttbRt2xaATp06VTne9u3bM3nyZM/zP//5z/Ts2ZO//vWvntfee+89EhIS+OWXX2jWrBnvvvsuH3zwAVdddRXgOrG3aNGi3OO89tprjBw5kpEjR3qO880335zRU+GWmZlJSUkJN954I61atQKgW7dunu116tShsLCQuLi4Cj/jCy+8wNVXX+0V62effeZ1YVeWevXqVepYb775JgkJCbzxxhsYhkHHjh3Zv38/zzzzDOPGjcNmc/2G3b17d1544QXA9bd/4403WLx4sSc+EZGaoHPT2encpHNToFMPuohUr5JCOLQNCnOtjqTSGjduzLBhw5g5cyYzZsxg2LBhZxRr2bFjBydOnODqq6+mXr16ntv777/Pzp07Pe2mTZtG7969ady4MfXq1eOdd94hI8P1Y0WDBg0YMWIEycnJXHfddUydOpXMzMwqx9u7d2+v5+vXr+e7777ziqtjx44A7Ny5k507d1JUVET//v0972nQoAEdOnQo9zhbtmzxeg/guQA8m6SkJK666iq6devGLbfcwv/93/9x9OjRqn68M47jjnXLli3ntK+ybNmyhQEDBnj1El188cXk5eWxd+9ez2vdu3f3el98fDwHDx6s1ljOxffff891111Hs2bNMAzDq+gQ4BlCefrt5Zdf9rRJTEw8Y/tLL73ktZ8NGzZw6aWXEhERQUJCgtcFuNsnn3xCx44diYiIoFu3bnz55Zc18plFgonOTWenc5OLr56b5PwpQReR6mOakL0bnMVgD7c6miq59957mTlzJrNmzeLee+89Y3teXh4A8+fPJzU11XPbvHmzZ67fnDlzePLJJxk5ciQLFy4kNTWV3//+917FcmbMmEFKSgoXXXQRH330ERdccAErVqwAwGaznVF19mxD5+rWrXtGbNddd51XXKmpqWzfvp3LLrvs/P4wVWC321m0aBFfffUVnTt35vXXX6dDhw6kpaVV63Eq+3eqLqGhoV7PDcPA6XTW2PEq6/jx4yQlJTFt2rSzbncPoXTf3nvvPQzD4KabbvJqN2HCBK92Dz/8sGdbbm4ugwcPplWrVqxdu5aXX36Z8ePH884773jaLF++nNtvv52RI0eybt06hg8fzvDhw73mZorIudG56fzp3CT+Rgm6iFSbgwczoeg4DtNga3ETq8OpkiFDhlBUVERxcbGnuM2pOnfuTHh4OBkZGbRr187rlpCQALiGH1500UU89NBD9OzZk3bt2nn1YLj17NmTsWPHsnz5crp27cqHH34IuHpLTu+1qMy6qL169WLTpk0kJiaeEVvdunVp27YtoaGhrFy50vOeo0eP8ssvv5S7306dOnm9B/BcsJXFMAwuvvhiXnzxRdatW0dYWBifffYZAGFhYTgcjgo/z+nHccfqHnLZuHFjsrKyvC6ETv87VeZYnTp1IiUlxWs/y5YtIyoqqsIhlr5g6NCh/PnPf+aGG2446/a4uDiv23//+1+uuOIK2rRp49UuKirKq92pF9mzZ8+mqKiI9957jy5dunDbbbfxyCOP8Morr3jaTJ06lSFDhvDUU0/RqVMnJk6cSK9evXjjjTdq5oOLnCN/rOauc9OZdG6SQKcEXUSqh6OYRuQAkElDivysxIXdbmfLli1s3rwZu91+xvaoqCiefPJJHnvsMWbNmsXOnTv56aefeP3115k1axbgmgO2Zs0avv76a3755Rf+9Kc/sXr1as8+0tLSGDt2LCkpKezevZuFCxeyfft2z8n9yiuvZM2aNbz//vts376dF154oVK9kKNGjeLIkSPcfvvtrF69mp07d/L111/z+9//HofDQb169Rg5ciRPPfUU3377LRs3bmTEiBGeeWxlefTRR3nvvfeYMWMGv/zyCy+88AKbNm0qs/3KlSs9RXsyMjKYO3cuhw4d8ny+xMRENmzYwLZt2zh8+HC5PQsTJkxg8eLFnlgbNWrkqcg7cOBADh06xOTJk9m5cyfTpk3jq6++8np/ZY710EMPsWfPHh5++GG2bt3Kf//7X1544QUef/zxCv82/ubAgQPMnz/fM2fzVC+99BINGzakZ8+evPzyy16VglNSUrjssssICwvzvJacnMy2bds8Q0RTUlIYNGiQ1z6Tk5NJSUmpoU8jEjx0bjqTzk0S6PRfWUTOn9MBJ45gM0yOmXU4YkZZHdE5iY6OJjo6usztEydO5E9/+hOTJk2iU6dODBkyhPnz59O6dWsAHnjgAW688UZ++9vf0r9/f3799Vceeughz/sjIyPZunUrN910ExdccAH3338/o0aN4oEHHgBcSc2f/vQnnn76afr27cuxY8e4++67K4y7WbNmLFu2DIfDweDBg+nWrRtjxowhNjbWczJ/+eWXufTSS7nuuusYNGgQl1xyyRnzBU/329/+1hNP79692b17N3/84x/L/ft9//33XHPNNVxwwQU8//zzTJkyhaFDhwLwhz/8gQ4dOtCnTx8aN27MsmXLytzXSy+9xKOPPkrv3r3Jysrif//7nydJ7NSpE2+++SbTpk0jKSmJVatW8eSTT3q9vzLHat68OV9++SWrVq0iKSmJBx98kJEjR/L888+X+3fxR7NmzSIqKoobb7zR6/VHHnmEOXPm8N133/HAAw/w17/+laefftqzPSsri6ZNm3q9x/08Kyur3Dbu7WdTWFhIbm6u101Ezk7nJm86N0mgM8zTJ0tIQMvNzSUmJoacnJxyv+xFqqJg1fukOZrSsllTMuwtKK5C73kkhbQ19mMYQIM2EBFTc4GK1LCCggLS0tJo3bo1ERERXttq8vvXMAw+++yzM9YqduvYsSNXX301r7/+ern7ee+993jggQfIy8sjPDycwYMH07p1a95++21Pm82bN9OlSxc2b95Mp06dCAsLY9asWdx+++2eNm+++SYvvvgiBw4cOOtxxo8f71VV2k3nJqku7n+LRXUaYoSEVfwGwIaTDsZeQg0HuWYku82mdGsRW/6bnA44/AuUFEBkI4hNOP/gRaqZVecmOTfqQa8EVcoVKYejBH76FwCHia5Scg5wgnAOU5qUH8v0q/XTRfzBDz/8wLZt27jvvvsqbNu/f39KSkpIT08HXPPYT0+y3c/dywSV1aa8ZYTGjh1LTk6O57Znz56qfCSRGtHYyCHUcFBohpBhNqFSZyObHWJKk/ITh6HoeE2GKCJBQAl6JahSrkg5Nn8OeZlg2Mkx61bY/GwOmTE4TQOK89m174DfFfER8WXvvvsuvXv3JikpqcK2qamp2Gw2mjRxFXkcMGAA33//vdc8yUWLFtGhQwfq16/vabN48WKv/SxatKjcZY/Cw8M9w3YrGr4rUhtCcHjqqGSZDXBiVPCOU4TXgzoNXI9z9uiHZhE5L/5VxckiQ4cO9cxTOZvTewkqqpR7NqdWyg0LC6NLly6kpqbyyiuvcP/99wPelXLBNedo0aJFvPHGG0yfPv18PqLIuTFNWP4P1+PwepgYVbmk8SjBzhGiaEQujYxs8syye95ExCUvL48dO3Z4nqelpZGamkqDBg1o2bIl4Prx95NPPmHKlClnvD8lJYWVK1dyxRVXEBUVRUpKCo899hh33XWXJ/m+4447ePHFFxk5ciTPPPMMGzduZOrUqbz66que/Tz66KNcfvnlTJkyhWHDhjFnzhzWrFnj9QOzSG1KfHY+zaPsjL+iCU3qVO49TYxs7IbJCTOcHE7+2HzqD8bdyxvuHt0MCnKgON/Vk1638bkFLyJBTz3o1UyVciWopP8ImevBHgFh9c5rV4fNGEwToo18Iiiq+A0iQW7NmjX07NmTnj17AvD444/Ts2dPxo0b52kzZ84cTNP0mh/uFh4ezpw5c7j88svp0qULf/nLX3jssce8EuuYmBgWLlxIWloavXv35oknnmDcuHGeH44BLrroIj788EPeeecdkpKS+PTTT/n888/p2rVrDX56keoTTjENcBUqzDQbnNtO7KEQHe96nJsJzpLy24uIlEE96NWsvEq5vXr1okGDBixfvpyxY8eSmZnpWUs2KyvLU23T7dRKufXr1z/nSrmFhYWe56qUK9Vp8Xt/4io7fF7Yi4Y5RTQ5txHuABQRQg51ieU4jYwcwL/WURepbQMHDqSiOq/333+/VzJ9ql69elW4djBA9+7d+eGHH8ptc8stt3DLLbdUuC8RX9TUOIrNgFyzDseJqPgNZYlsBMcPuwrGnfgV6jWt+D0iIqdRgl7N3nvvPe68884zKiQ+/vjjnsfdu3cnLCyMBx54gEmTJhEeHl5j8UyaNOmslXJFztuhbVxlX4fTNPiP8zLOngJUzWEzhljjOLHkgaMI7JWrvCsiInIuIigi1jiOabrmnp8Xw4C6TSAnA/IOuR4b5zLxS0SCmYa4VyNVypWgkuIqmvi1sw/7zUbVsssThJNnRmAzcF3ciIiI1KAGxjEAcomkgGr4UbhOfbCFgLMYCrLPf38iEnSUoFcjVcqVoFFcAJs+A2BmyZBq3fVhs3TJtfwjYDqrdd8iIiJuNkzqkwfAr2Y1XR/ZbK6h7gB5B6tnnyISVJSgV0JeXh6pqamkpqYCJyvlZmRkeNq4K+Werfc8JSWF1157jfXr17Nr1y5mz5591kq5YWFhjBw5kk2bNvHRRx8xdepUr6Hxjz76KAsWLGDKlCls3bqV8ePHs2bNGkaPHl2zfwCR0+1YBIW57DcbsMrsUK27PkYkxabdVWCnMK9a932uDMPg888/L3P7kiVLMAyD7OzsM7YdOnSIjh07Yrfb+c9//lNzQQIjRoxg+PDhnucDBw5kzJgx1X6c8ePH06NHjzKPW5PHEhGpLjFGHnbDSaEZQh6VLPdeGXUbAQYUn6jRddF1bvKmc5MECiXolaBKuSKn+flTAP7nGIBZzV8jJpxc4ib/SLXu+2yysrJ4+OGHadOmDeHh4SQkJHDdddedMVqlPBdddBGZmZnExMR4vX7s2DGGDh1Ko0aNGD9+PHfeeedZ9ztp0iT69u1LVFQUTZo0Yfjw4Wzbtu28P9vcuXOZOHFipdpW5YLpySefrNLfp7LOdrFZU8cSEWmAa3j7ESrXe75hb7bXrUz2UNdQdzjnXnSdm1x0bpJgpCJxlaBKuSKnKDwGvywAXAl6Tcg269HIyHWtKet0gM1eI8dJT0/n4osvJjY2lpdffplu3bpRXFzM119/zahRo9i6dWul9hMWFnZGLYjCwkJ+85vfUL9+fT7//HPq1q1Lo0aNuPHGG1m8eDF9+vTxtF26dCmjRo2ib9++lJSU8NxzzzF48GA2b95M3brnXhq/QYPzLHh0GtM0cTgc1KtXj3r1zm9ZvcqqzWOJSPCIoIi6RiFOE46aNfAdU6+x60fmgmwoKYKQys9v17mpanRukkCjHnQRqZqtX7qWkGnQlo1m64rbn4MThFNohoDpJGN/Zo0cA+Chhx7CMAxWrVrFTTfdxAUXXECXLl14/PHHz/hR7fDhw9xwww1ERkbSvn17vvjiC8+204cROhwObr/9durVq8e8efM8FzJ//OMfef3117nuuuu8eiEWLFjAiBEj6NKlC0lJScycOZOMjAzWrl1bZuwOh4PHH3+c2NhYGjZsyNNPP33GD4mn9zy8+eabtG/fnoiICJo2bcrNN98MuIYBLl26lKlTp2IYBoZhkJ6e7vlcX331Fb179yY8PJwff/yxzKF9L774Io0bNyY6OpoHH3yQoqKT69knJiby2muvebXv0aMH48eP92wHuOGGGzAMw/P89GM5nU4mTJhAixYtCA8Pp0ePHixYsMCzPT09HcMwmDt3LldccQWRkZEkJSWRkpJS5t9SRILPyeJwdSmhBn4EDo2EsNIEroqjwXRu0rlJgpsSdBGpmo2u4e10uxmoueVjsnFd2MQaNTN/78iRIyxYsIBRo0adtScgNjbW6/mLL77IrbfeyoYNG7jmmmu48847OXLk7BdddruduXPn8sUXX5yxjOLdd99NZmYmHTqUPXc/JycHKL+XYcqUKcycOZP33nuPH3/8kSNHjvDZZ5+V2X7NmjU88sgjTJgwgW3btrFgwQIuu+wyAKZOncqAAQP4wx/+QGZmJpmZmSQkJHje++yzz/LSSy+xZcsWunfvftb9L168mC1btrBkyRL+/e9/M3fu3Cot8bh69WoAZsyYQWZmpuf56aZOncqUKVP4+9//zoYNG0hOTub6669n+/btXu3+3//7fzz55JOkpqZywQUXcPvtt1NSUlLpeETEvyQ+O99zq8ipxeGOmFE1F1Rk6Xd4/lGoYCSmm85NOjeJaIi7iFTeiSMU/7KYUAOuWljO0mqmiVGSf16HysFGU1s+9cx8yM8BeyW/rkIjK7Xu7I4dOzBNk44dO1ZqtyNGjPDUmPjrX//KP/7xD1atWsWQIdVbxd7pdDJmzBguvvjicutLvPbaa4wdO5Ybb7wRgOnTp/P111+X2T4jI4O6dety7bXXEhUVRatWrTx1NWJiYggLCyMyMvKsyzZOmDCBq6++uty4w8LCeO+994iMjKRLly5MmDCBp556iokTJ2KzVfxbcOPGjQHXxWd5S0f+/e9/55lnnuG2224D4G9/+xvfffcdr732GtOmTfO0e/LJJxk2bBjguoDt0qULO3bsqPR/bxEJQKXnpljysNuOU2iGcNw0MThxbvsrCi1/uy3EtepJcb7rFhZZ4S51btK5SUQJuohU3ubPCTUcbHK2YqfZvMxmRkk+3WZ1qpZDVnmYz3P7IaziuXEV1ZU43am/ztetW5fo6GgOHqz+JXRGjRrFxo0b+fHHH8tsk5OTQ2ZmJv379/e8FhISQp8+fcr8XFdffTWtWrWiTZs2DBkyhCFDhniGRVbk1DmJZUlKSvLa14ABA8jLy2PPnj20atWqwvdXRm5uLvv37+fiiy/2ev3iiy9m/fr1Xq+d+t8rPj4egIMHD+oiSCSInX5uCge61dbBH14DDdtX2EznJp2bRDTEXUQqb+NcAL5wXGRxIOevffv2GIZR6WI7oaHePSWGYeB0Vu867aNHj2bevHl89913tGjRolr3HRUVxU8//cS///1v4uPjGTduHElJSWddfud051MMyM1ms51xgVZcXHze+y3Lqf+9jNIRFdX930tEpNLycyo1zF3nJp2bRNSDLiKVc+II7F4GwHznheU2NUPq8PM9W877kKE46Gjb43rSpLNr6ZoK31Txr+7gmkOXnJzMtGnTeOSRR8440WdnZ58x16+mmKbJww8/zGeffcaSJUto3br84nsxMTHEx8ezcuVKz1y9kpIS1q5dS69evcp8X0hICIMGDWLQoEG88MILxMbG8u2333LjjTcSFhaGw+E458+wfv168vPzqVPHtZbwihUrqFevnme+YOPGjcnMPFnwLzc3l7S0NK99hIaGlhtDdHQ0zZo1Y9myZVx++eWe15ctW0a/fv3OOXYRCQ5mSB0y7llDS9shCs0QfjHPL9ns1jym4kZOJxzcBIbNtSZ6ePmVv3Vu0rlJRAm6iFTOzm/BdLLVmcBes3H5bQ0Ds5KJcnmKgBNGLJFGIXuPHOOIGUX3FrHnvV+3adOmcfHFF9OvXz8mTJhA9+7dKSkpYdGiRbz11lts2XL+PzJUxqhRo/jwww/573//S1RUFFlZWYDrYsd9UXG6Rx99lJdeeon27dvTsWNHXnnllXJ7HObNm8euXbu47LLLqF+/Pl9++SVOp9NTECgxMZGVK1eSnp5OvXr1qrwMTlFRESNHjuT5558nPT2dF154gdGjR3vm+F155ZXMnDmT6667jtjYWMaNG4fd7l05OTExkcWLF3PxxRcTHh5O/fr1zzjOU089xQsvvEDbtm3p0aMHM2bMIDU1ldmzZ1cpXhHxf5UpCOfFMIgOM8GoQ44Zg2me53mqEtOpAIiKd1Vyzz9aYYIOOjfp3CTBTgm6iFTO9kUALHEm1ephc4kkkkKiOMERqrfabps2bfjpp5/4y1/+whNPPEFmZiaNGzemd+/evPXWW9V6rPK4jzVw4ECv12fMmMGIESPO+h53vPfccw82m417772XG264wVNl93SxsbHMnTuX8ePHU1BQQPv27fn3v/9Nly5dAFfhmnvuuYfOnTuTn59/Rg9CRa666irat2/PZZddRmFhIbfffrtnmRqAsWPHkpaWxrXXXktMTAwTJ0484xhTpkzh8ccf5//+7/9o3rw56enpZxznkUceIScnhyeeeIKDBw/SuXNnvvjiC9q3r3hup4gENxsmUaUF4XLN8x8eXWl16p9cE91s7upNL4fOTTo3SXAzzKpWoxC/lpubS0xMDDk5OURHR1sdjvgLpxP+3h5OHOa2oudZ4ezstbl5lJ3xVzShSbMWGCFh1XroOhTR3rYPh2mwxWxF1xZn/nIt4isKCgpIS0ujdevWREREeG3T92/Z9LeRc1FeD/rZzkvRnCDRdoAi085Ws+V5H7/SI7pMEw5sBGcJNGgDEZUYGi9SjXRu8i8qEiciFctMhROHISyKNc4LavXQ+YRRbNqxGyZ1KajVY4uISOCINo4DkEst9p6Da+nPOrGuxwXZtXtsEfE7StBFpGKlw9tpczklFsyMycU1TzDKOMe1akVEJKgZuHrQAXKqaXj7hr3ZnluFwkt7zQtyK1XNXUSClxJ0EanYjtIEvf1gSw5/rLSQTzQndGEjIiJVVpd8QgwnxaadE0RU/IbqFl7PNffcWQLF+rFZRMqmBF1Eynf8V5x71gBw4SeGJSHkUQenaRBmlECJhrmLiEjVRJeOwMolEkt+5jVsEF46v7cg14oIRMRPKEEXkfLt/BabYbLF2ZIsGloSghODPHePhy5sRESkitzV24+d79Jq5yPCnaCfvaK5iAgoQReRiuyoeHk1Zy10RxwrnYdOoS5sxHdpYRQR3+A6L5lgmoRRQrhRgtPk5I+9VnD3oJfkQ0mRdXFI0NG5yb8oQReRsjmdsOMbAL5z9Ciz2fFiE4fTiekoqbFQPL0eRcehBo8jcj6KilwX3Xa73eJIRIJbdoGTYoeJWVLkKTB6ggicVl762kMhtLRAXaFGg0ntOXHC9W8gNDTU4kikMmq/HLOI+I+sDXDiV3LNOvxkti+z2bFCJz8fKCCm7lEiY+2uJWWqWSGQY9gJN0rg2K9aR1Z8jtPp5NChQ0RGRhISotOriJXyS0wW78rj2jA7DY1Q8kNNjhKGadZMz3VBQSXro9jqQEke5B4Be70aiUXEzTRNTpw4wcGDB4mNjdWPx35CVxAiUrb0HwFY7exY7vJqJvDvn4/RKiaU+vkFuBa0qX5FRh71yCdvXx7ZZj1a1K9TI8cROVc2m42WLVti1MCPVCJSNXO3HMeGkxFt88mzh3DQLKaImpkmFZZfyfORoxiOHQLjMBwtdhWPE6lhsbGxxMXFWR2GVJISdBEpW2mCvsLZqcKmRwqcPLf4MI0i7dhr6HpjgG0Tfw6dwR5nY8YUP8PiJwbWzIFEzlFYWBg2my64RXyBCaRvXUfHjJc5HJ7AfcUTqKkfkE9V7rnJNGHWk5C3H4a9Aq0vq/F4JLiFhoaq59zPKEEXkbNzOmD3cgBWODtX6i0lJmQdd9RYSAtJ4G/he2lv7MFZcJCICAuL/YiIiM+71L4BuyOflccasq/YWSvHrPDc1DIJVq2E7fOg0+BaiUlE/IcSdBE5uwMbXRXTw6PZXNDK6mgAyKUuP5tt6GHs5CLbJqvDERGRWpT47Pwqv+cy2wYAvnd2r+5wzl37wbDqHdj5natHXVNiROQUGocnImdXOrydlhfiwHeGRi1zdgHgIvtGiyMRERFfFssxuhtpAPzg6GZxNKdodRHYQiEnA46mWR2NiPgYJegicnbuBD3xEmvjOM1yd4Ju2+zqeRARETmLS2wbsRkm25wtOEADq8M5KawuJPRzPd61xNJQRMT3KEEXkTM5HbB7meuxjyXoa5wdKDRDiTeOwK87rA5HRER81KW2nwEfG97u1mag614JuoicRgm6iJzpwCYoyIGwKIhLsjoaL4WEsdZZuia7LmwkiH3//fdcd911NGvWDMMw+Pzzz722jxgxAsMwvG5DhgzxanPkyBHuvPNOoqOjiY2NZeTIkeTl5Xm12bBhA5deeikREREkJCQwefLkM2L55JNP6NixIxEREXTr1o0vv/yy2j+vSFVdXDoV6kenDw1vd3Mn6Gnfg7N2iteJiH9Qgi4iZzpl/jl236sl6R7mTtr31gYiYqHjx4+TlJTEtGnTymwzZMgQMjMzPbd///vfXtvvvPNONm3axKJFi5g3bx7ff/89999/v2d7bm4ugwcPplWrVqxdu5aXX36Z8ePH884773jaLF++nNtvv52RI0eybt06hg8fzvDhw9m4UXUixDrNOUQL4zAlpo01zgusDudMzXq5fgTPPwpZG6yORkR8iO9deYuI9Xx0/rmbK0H/hKObv6XXs//DLP2tMf2lYdYGJlKLhg4dytChQ8ttEx4eTlxc3Fm3bdmyhQULFrB69Wr69OkDwOuvv84111zD3//+d5o1a8bs2bMpKirivffeIywsjC5dupCamsorr7ziSeSnTp3KkCFDeOqppwCYOHEiixYt4o033mD69OnV+IlFKq+fbSsAG83WHKeOxdGchT3EdY795SvXaLBmPayOSER8hHrQRcSb0+mZf/6b+cY5LWtT0zaYbcgzI6hv5NHZyLA6HBGftWTJEpo0aUKHDh344x//yK+//urZlpKSQmxsrCc5Bxg0aBA2m42VK1d62lx22WWEhYV52iQnJ7Nt2zaOHj3qaTNo0CCv4yYnJ5OSklKTH02kXP1tWwBY4exkcSTl0Dx0ETkLJegi4u3gJijIJs+MYKPZ2upozqqEEFaWXnRdqPXQRc5qyJAhvP/++yxevJi//e1vLF26lKFDh+JwOADIysqiSZMmXu8JCQmhQYMGZGVledo0bdrUq437eUVt3NvPprCwkNzcXK+bSHVy96Cvcna0OJJyuBP0jBQoLrA0FBHxHUrQK0GFeCSo7Hb1eq11XuBT65+fbrWzAwB9bb9YHImIb7rtttu4/vrr6datG8OHD2fevHmsXr2aJUuWWB0akyZNIiYmxnNLSEiwOiQJII05ShtbFk7TYE3pucInNe4A9eKgpAD2rrI6GhHxEUrQK0GFeCSolF4krPXFojqncPeK9LFtA7QeukhF2rRpQ6NGjdixw7U8YVxcHAcPHvRqU1JSwpEjRzzz1uPi4jhw4IBXG/fzitqUNfcdYOzYseTk5Hhue/bsOb8PJ3KK/qW951vMluRS1+JoymEY0OZy12MNcxeRUkrQK2Ho0KH8+c9/5oYbbiizjbsQj/tWv359zzZ3IZ5//vOf9O/fn0suuYTXX3+dOXPmsH//fgCvQjxdunThtttu45FHHuGVV17x7OfUQjydOnVi4sSJ9OrVizfeeKPmPrwEnz2uuadrzfYWB1K+jWZrCsxQGhm5tDEyrQ5HxOft3buXX3/9lfj4eAAGDBhAdnY2a9eu9bT59ttvcTqd9O/f39Pm+++/p7i42NNm0aJFdOjQwXOeGzBgAIsXL/Y61qJFixgwYECZsYSHhxMdHe11E6ku7vnnK315/rmbe5j7zu8sDUNEfIcS9Griq4V4NM9PquRYFmRnAAbrnW2tjqZcRYSy3nTF2Ne2zeJoRGpfXl4eqamppKamApCWlkZqaioZGRnk5eXx1FNPsWLFCtLT01m8eDG/+c1vaNeuHcnJyQB06tSJIUOG8Ic//IFVq1axbNkyRo8ezW233UazZs0AuOOOOwgLC2PkyJFs2rSJjz76iKlTp/L444974nj00UdZsGABU6ZMYevWrYwfP541a9YwevToWv+biMDJ+edWJeiJz8733CrU+jLXfWYqFB6r0bhExD8oQa8GvlyIR/P8pEr2lM6Ba9KZPCKtjaUS3MPc3RdjIsFkzZo19OzZk549ewLw+OOP07NnT8aNG4fdbmfDhg1cf/31XHDBBYwcOZLevXvzww8/EB4e7tnH7Nmz6dixI1dddRXXXHMNl1xyidfUqpiYGBYuXEhaWhq9e/fmiSeeYNy4cV5TtC666CI+/PBD3nnnHZKSkvj000/5/PPP6dq1a+39MURK1SeXDra9AKzy5fnnbjEtILYVmE7PCDYRCW5aB70a3HbbbZ7H3bp1o3v37rRt25YlS5Zw1VVXWRiZa57fqT0dubm5StKlbO4iNQn9wA9WL3MX/+ljqAddgs/AgQMxzbLrL3z99dcV7qNBgwZ8+OGH5bbp3r07P/zwQ7ltbrnlFm655ZYKjydS0/qVjqja5mzBUfxk6kSriyF7N+xeDu0GVdxeRAKaetBrgC8V4tE8P6mSPack6H5grbM9DtOgle0gTThqdTgiImIx9/xzn15e7XStLnLd715ubRwi4hOUoNcAXyrEI1JpJUWwP9X1OKG/paFUVh6RbDFbAZqHLiIi1s8/PyfuBH3fWijOtzYWEbGcEvRKUCEeCQpZG8BRCJENoUEbq6OptJProWseuohIoKlKwbV6nKCzsRvwsx70Bm1c66E7ilxJuogENSXolaBCPBIU3MVpWvR1rc3qJ9wJej/1oIuIBLUetp3YDJMMZ2MOUr/iN/gKw9AwdxHxUJG4SlAhHgkKfjb/3M2doHc0MqAgByJiLI5IRESs0MvYDsBPZnuLIzkHrS6CTXNh9zKrIxERi6kHXURc3Al6C/9K0A9Rn3RnU2yGefIziIhI0OllK03QnX6YoCde4rrfswocxeW3FZGApgRdRCBnLxzbT4lpo9PbBys118+XuHvRNTRQRCQ4GTg9Cfpa5wUWR3MOGnWAOg2g+MTJgq0iEpSUoIuIZ/75FrMl+URYHEzVrTFLE/S9q60NRERELNHW2E+0cYITZjhbzZZWh1N1Ntsp89A1zF0kmClBFxHYuwbw02GBwDpnO9eDfT+Bo8TaYEREpNa5e883mG1wYLc4mnOkQnEighJ0EQHPsi6p7kTXz2w3m5Nr1oHi41zz/Nt+N0RfRETOT2/DPbzdP39oBk4m6BkrwOmwNhYRsYwSdJFg5yiBzA2Aq+fBH5nYPD8u9LTtsDgaERGpbb5aIK4q67jTtBuERUFhDhzcXPPBiYhPUoIuEuwObYGSfAiPZpcZb3U052yd6UrQ3RdpIiISHKLJo71tHwDrfCxBrxJ7CLTo7XpcWhtGRIKPEnSRYLfvJ9d9fBKmH38luC/KehpK0EVEgkmv0pFTu5xxHCHa4mjOU8KFrnstGyoStPz3alxEqkfp/HOa97Y2jvPkLhTXxpZFLMcsjkZERGpLz9KRU+tMP+49d0vo57pXD7pI0AqxOgARsdj+0h705r2sjeM85VCPnc542toyNQ9dRMSPVbXQZy/DN+efn5MWfQADjqbDsQMQ1dTqiESklqkHXSSYFefDgdJCNM38O0GHkxdnPTUPXUQkKNhwen6UXeu8wOJoqkFEDDTt4nqsXnSRoKQEXSSYZW4A0wF1m0BMC6ujOW/u4Y29NA9dRCQoXGDspZ5RQJ4ZwS+m/5/HAA1zFwlyStBFgtmpw9sNw9pYqoG7B72HbafWkBURCQJJtp0ArHe2xRkol7UJ/V33KhQnEpQC5JtMRM6Ju4J7AAxvB/jFbEGeGUE9owAObbU6HBERqWFJhmt4+3qzrcWRVCN3gp6ZCsUFloYiIrVPCbpIMPP0oPt3BXc3JzbWO0sv0tTzICIS8HrYdgGc/O4PBPUTXVPPHEWuJF1EgooSdJFglZ8Nv5ZWO2/W09JQqtNP7mV29q6xNhAREalRERRygbEHgNRAStANQ/PQRYKYllkTCVb71wGQ4WzMZRNXWBxM9XGvh85e9aCLiASyLkY6IYaTLLM+B2hgdTjVK6E/bJ2n0WAiQUg96CLBqnR4e0DN2+OUYY6Ht0NBjrXBiIhIjelRWiBug7ONxZHUgJYXuu4zVoBpWhuLiNQqJegiwaq0QFxAzdsDfiWGPc7GgMntE94m8dn5VockIiI1wF3BPaCGt7vFJ4E9DE4chiO7rI5GRGqRhriLBKv9qQD8HIA9D+vNtiRwiB7GTlLoYnU4IiJSA5KM0iXW/GQk2Ok/GKe/NKzsxiHhrvowe1a6hrk39I/PKCLnTz3oIsHo+GHI3QvAJrOVxcFUv3WlvSk9bDssjkRERGpCfXJpZTsIBOYPzQC06Ou636eipyLBRAm6SDAqXbZlpzOePCKtjaUGuIftu4c/iohIYEkqXV5tpzOeXOpaHE0NcSfoe1dbG4eI1Col6CLBqHR4+0aztbVx1JBNZiIlpo044yhNOWJ1OCIiUs3cw9tT/WR4+zlxJ+hZG6HohLWxiEitUYIuEoxKe9A3OhMtDaOm5BPBL2YCcLLKr4iIBA73CKlAK3TqJaY5RDUD0+E5b4tI4FOROJFgtH89ELg96ACpzjZ0tu3WMHcRET9QtRU3zOBI0AFa9IEtX7iGube6yOpoRKQWqAddJNicOAI5GQBsdAZugr7ebAdAD0OF4iQwff/991x33XU0a9YMwzD4/PPPPduKi4t55pln6NatG3Xr1qVZs2bcfffd7N+/32sfiYmJGIbhdXvppZe82mzYsIFLL72UiIgIEhISmDx58hmxfPLJJ3Ts2JGIiAi6devGl19+WSOfWQSghXGIhsYxikw7WwKw0KkXzUMXCTpK0EWCjXuYXIM2HAvAAnFu7nVxu9nSwOmwOBqR6nf8+HGSkpKYNm3aGdtOnDjBTz/9xJ/+9Cd++ukn5s6dy7Zt27j++uvPaDthwgQyMzM9t4cfftizLTc3l8GDB9OqVSvWrl3Lyy+/zPjx43nnnXc8bZYvX87tt9/OyJEjWbduHcOHD2f48OFs3LixZj64BL0epfPPN5utKCLU4mhqmDtB37MaTNPaWESkVmiIu0iwKS0QR3wS7C+3pV/bbrbguBlOlJEPh7dDk45WhyRSrYYOHcrQoUPPui0mJoZFixZ5vfbGG2/Qr18/MjIyaNmypef1qKgo4uLizrqf2bNnU1RUxHvvvUdYWBhdunQhNTWVV155hfvvvx+AqVOnMmTIEJ566ikAJk6cyKJFi3jjjTeYPn16dXxUES/dSiu4B+zyaqeKTwLDDnlZkLsPYlpYHZGI1DD1oIsEG3cPenwPK6OocU5sJ+fY71trbTAiPiAnJwfDMIiNjfV6/aWXXqJhw4b07NmTl19+mZKSEs+2lJQULrvsMsLCwjyvJScns23bNo4ePeppM2jQIK99Jicnk5KSUmYshYWF5Obmet1EKqu7kQbABjMIEvSwSIjr6nqsYe4iQUEJeiVonp8ElExXgTia9bA0jNrgHuauBF2CXUFBAc888wy333470dHRntcfeeQR5syZw3fffccDDzzAX//6V55++mnP9qysLJo2beq1L/fzrKysctu4t5/NpEmTiImJ8dwSEhLO+zNKcDBw0tVWmqAHQw86nDIPfY21cYhIrVCCXgma5ycBI/8oHE13PY5PsjSU2uCp7rtPFzUSvIqLi7n11lsxTZO33nrLa9vjjz/OwIED6d69Ow8++CBTpkzh9ddfp7CwsEZjGjt2LDk5OZ7bnj17avR4EjgSjQNEGfnkm2HsMJtbHU7tUKE4kaCiOeiVoHl+EjDcvef1E6FOfUtDqQ2eBP3AJijOh9A61gYkUsvcyfnu3bv59ttvvXrPz6Z///6UlJSQnp5Ohw4diIuL48CBA15t3M/d57Oy2pR1vgMIDw8nPDz8XD6SBLluhmv++WazFQ7sFkdTS9wJ+v5UKCmCkLBym4uIf1MPeg3QPD/xWacWiAsC+2jEYTManCXcMO7tKq6zK+Lf3Mn59u3b+eabb2jYsGGF70lNTcVms9GkSRMABgwYwPfff09xcbGnzaJFi+jQoQP169f3tFm8eLHXfhYtWsSAAQOq8dOIuHQvLRAXNMPbARq0cf2o7iiEAz9bHY2I1DAl6NVM8/zEp7l70AO8QNxJhucizn1RJxIo8vLySE1NJTU1FYC0tDRSU1PJyMiguLiYm2++mTVr1jB79mwcDgdZWVlkZWVRVFQEuH70fe2111i/fj27du1i9uzZPPbYY9x1112e5PuOO+4gLCyMkSNHsmnTJj766COmTp3K448/7onj0UcfZcGCBUyZMoWtW7cyfvx41qxZw+jRo2v9byKBr1vp/POfna0tjqQWGYb3cmsiEtA0xL0aVTTPz6179+6EhYXxwAMPMGnSpBod5jd27FivY+fm5ipJD2alFdzv+qqIH+cHR2/yBrMNV5JKd9tO0HLoEkDWrFnDFVdc4Xnu/q6/5557GD9+PF988QUAPXr08Hrfd999x8CBAwkPD2fOnDmMHz+ewsJCWrduzWOPPeZ1zoiJiWHhwoWMGjWK3r1706hRI8aNG+eZegVw0UUX8eGHH/L888/z3HPP0b59ez7//HO6du1ag59egpENJ12DqYL7qZr3ge0LVfRUJAgoQa8mmucnPq8gB464epE3OhOtjaUWueehJxnqQZfAMnDgQEzTLHN7edsAevXqxYoVKyo8Tvfu3fnhhx/KbXPLLbdwyy23VLgvkfPRxthPXaOQ42Y4u8xmVodTu1r0dt2r6KlIwNMQ92qgeX7iF7Jc1f73mo3IJsriYGqPe4h7GyOTepywOBoRETlX3Ut/aN1kJuIMtkvY5qUJ+pFdcOKItbGISI1SD3ol5OXlsWPHDs9z9zy/Bg0aEB8fz80338xPP/3EvHnzPPP8ABo0aEBYWBgpKSmsXLmSK664gqioKFJSUs46z+/FF19k5MiRPPPMM2zcuJGpU6fy6quveo776KOPcvnllzNlyhSGDRvGnDlzWLNmjddSbCJlKp1/vtnZyuJAatevxLDXbEQL47Bn7qKIiPifk/PPA2N4+6mFS9NfGlZ+4zr1oWE7+HWHa5h7+6trODoRsYoS9ErQPD8JCFkbANgYTIV1Sm1wtqGF/bBneR4REbFeVVfWcCfoG4LwPAa45qH/ugP2rlGCLhLAlKBXgub5SUAo7UHfZAZXDzq4EvRr7KtUyV1ExE/ZcdDFSAfg52ArEOfWog9smKNCcSIBLsgm8IgEqeJ8OLQNCM4e9PWmCsWJiPizdsY+6hhFHDPrkGaWXRw3oDXv5brftxYq6BwSEf+lBF0kGBzcDKYDIhtxgPpWR1Pr3D9KJNgOwfHDFkcjIiJV5R4BtdHZGjNYL1+bdgN7OOQf8azKIiKBJ0i/4USCTOnwduK7A4aloVjhGJHsdMa7nuxfZ20wIiJSZd1K1z//2Qy+UWAeIWGl53E0zF0kgClBFwkGma4CccQnWRuHhdzD3Nn3k7WBiIhIlbkLxAXjNC0vzfu47vdqPXSRQKUEXSQYlFZwJ667tXFYyL0eOvuVoIuI+BM7DjoZu4Eg70EHV6E4UA+6SABTgi4S6BwlcGCT63EQ96B7EvR9P6m4joiIH2lv7CPCKOaYWYd0s6nV4VjLXSguawOUFFobi4jUCCXoIoHu8C9QUgBhUVA/eHseNpmJFJt2OH4QcvdZHY6IiFRSt9ICcZvMxOAtEOdWvzVENgRHEWRttDoaEakBQf4tJxIESgvErSxoTuJzX1kcjHUKCeMXs4XriQrFiYj4ja7uAnHBPv8cwDCgeW/X432ahy4SiJSgiwS60vnnm5yJ1sbhA7yGuYuIiF9wF4hTgl5KheJEApoSdJFAl6kE3W2D6UrQf1i6kMRn51scjYiIVMRVIC4DgI3BXiDOrYW7B12F4kQCkRJ0kUDmdHp60DeaidbG4gM2OF1LrXW37QJUKE5ExNe1NfZTxyjimFmHNDPO6nB8Q7PSQnFHdsKJI9bGIiLVLsTqAESkBmWnQ2EuhWYoO81mVkdjuW1mCwrNUGKME7QyDlgdjoiIVKBb6fzzzWargC4Qd+qorvSXhpXfOLIBNGjrStD3/wTtBtVwdCJSmwL3m05EPMPbt5oJlOj3OEoIYbPZCoAkY5fF0YiISEW6av752XkKxammikigUYIuEsg8BeJaWRyI71hfWijOvWyPiIj4LhWIK0MLFYoTCVRK0EUCWWkP+mbNP/f4uTRB764EXUTEp9lw0tnYDahA3Bman1IozlRNFZFAogRdJJBpibUzrC+t5N7VSAOnw+JoRESkLG2N/UQahRw3w0kz460Ox7fEdQNbKJw4DNm7rY5GRKqREnSRQHXsAOQdAMPGFrOl1dH4jF1mM46b4dQ1CuHwL1aHIyIiZehWWitkk5mIU5es3kLCXUk6aLk1kQCjbzuRQFXae07D9hQQbm0sPsSJ7eRQSRXXERHxWe755xs1//zsPPPQlaCLBBIl6CKBKnO96z6+u7Vx+KD1peuhs3+dtYGIiEiZVMG9AqfOQxeRgKF1l0QClbsHPU4J+uk8F3v71YMuIlJbTl3ruyKnFoj7WQXizq55aQ96Zio4isEeamk4IlI91IMuEqgy3Ql6N2vj8EHrzdIe9KyfoaTI2mBEROQMrY1M6pYWiNtlNrM6HN/UoA1ExEBJARzcbHU0IlJNlKCLBKKCHDjqGhpIfJK1sfigDLMJ2WZdcBTpokZExAd1M1znsM1mKxWIK4vNdnKYu9ZDFwkY+sYTCURZG1330S0gsoG1sfgkgw2l66FrmLuIiO9RgbhK8sxD17lMJFAoQRcJRO755yoQV6YNpeuh66JGRMT3dA3iBD3x2fmeW4Xc89D3qQddJFAoQRcJRJkqEFeRkz3oquQuIuJLDJx0MdIBFYirkLsH/dA2KMi1NhYRqRZK0EUCkXrQK+Reaq0kazOdnv1PlaoLi/iC77//nuuuu45mzZphGAaff/6513bTNBk3bhzx8fHUqVOHQYMGsX37dq82R44c4c477yQ6OprY2FhGjhxJXl6eV5sNGzZw6aWXEhERQUJCApMnTz4jlk8++YSOHTsSERFBt27d+PLLL6v980rwaG1kUc8oIN8MY6cKxJWvXmOIbQmYmrIlEiCUoIsEmpJCOLTV9Vg96GU6QAMOmLGEGCd7akT8yfHjx0lKSmLatGln3T558mT+8Y9/MH36dFauXEndunVJTk6moKDA0+bOO+9k06ZNLFq0iHnz5vH9999z//33e7bn5uYyePBgWrVqxdq1a3n55ZcZP34877zzjqfN8uXLuf322xk5ciTr1q1j+PDhDB8+nI0bN9bch5eA1vWUAnEO7BZH4wfcw9xVKE4kIChBFwk0BzeDswTq1IeYFlZH49M2lPaiJ9l2WRyJSNUNHTqUP//5z9xwww1nbDNNk9dee43nn3+e3/zmN3Tv3p3333+f/fv3e3rat2zZwoIFC/jnP/9J//79ueSSS3j99deZM2cO+/fvB2D27NkUFRXx3nvv0aVLF2677TYeeeQRXnnlFc+xpk6dypAhQ3jqqafo1KkTEydOpFevXrzxxhu18neQwHOyQFyitYH4ixbueehrrY1DRKqFEvRK0DBC8Sul889/zGtG4tgvNXS7HOtL56F3V4IuASYtLY2srCwGDRrkeS0mJob+/fuTkpICQEpKCrGxsfTp08fTZtCgQdhsNlauXOlpc9lllxEWFuZpk5yczLZt2zh69KinzanHcbdxH0ekqjwJuuafV86pPeimaW0sInLelKBXgoYRil/JXA/owqYy1puuHvTuxk6LIxGpXllZWQA0bdrU6/WmTZt6tmVlZdGkSROv7SEhITRo0MCrzdn2ceoxymrj3n42hYWF5Obmet1E4LQCce5inlK++O5gC4HjByFnj9XRiMh5UoJeCRpGKH6ltEDcZg0NrJC7kntr2wGiyaugtYhUl0mTJhETE+O5JSQkWB2S+IhWxgGijHwKzFC2m82tDsc/hNaBpl1djzUPXcTvKUE/TxpGKD7F6YAs14iKjWaitbH4gRzqke509fx1Lx1SKRII4uLiADhw4IDX6wcOHPBsi4uL4+DBg17bS0pKOHLkiFebs+3j1GOU1ca9/WzGjh1LTk6O57Znj3r9xKVbaYG4LSoQVzWahy4SMJSgnycNIxSfcng7lORDaF3SzLIvjuWkDWbpPHQNc5cA0rp1a+Li4li8eLHntdzcXFauXMmAAQMAGDBgANnZ2axde/KC/ttvv8XpdNK/f39Pm++//57i4mJPm0WLFtGhQwfq16/vaXPqcdxt3Mc5m/DwcKKjo71uIgBdVSDu3KiSu0jAUIIe4DSMMMiUzj8nrium/nlXirtQXA+bEnTxL3l5eaSmppKamgq4RnSlpqaSkZGBYRiMGTOGP//5z3zxxRf8/PPP3H333TRr1ozhw4cD0KlTJ4YMGcIf/vAHVq1axbJlyxg9ejS33XYbzZq51p6+4447CAsLY+TIkWzatImPPvqIqVOn8vjjj3viePTRR1mwYAFTpkxh69atjB8/njVr1jB69Oja/pNIAHD3oP+sOipV4+5Bz0wFR3G5TUXEt4VYHYC/O3UYYXx8vOf1AwcO0KNHD08bK4cRnnohlZubqyQ9kJXOPyc+CbaX31Rc3EutqZK7+Js1a9ZwxRVXeJ67v+vvueceZs6cydNPP83x48e5//77yc7O5pJLLmHBggVERER43jN79mxGjx7NVVddhc1m46abbuIf//iHZ3tMTAwLFy5k1KhR9O7dm0aNGjFu3DivIqcXXXQRH374Ic8//zzPPfcc7du35/PPP6dr16618FcQX1e1lURMutrSAdjoVIJeJQ3aQkQMFOTAgU3QrIfVEYnIOVKCfp5OHUboTsjdwwj/+Mc/At7DCHv37g2cfRjh//t//4/i4mJCQ0OBsocRjhkzxnP8ygwjDA8Pr+6PLb7K04Pe3do4/MhGMxGHaRBnHIXcTIiOr/hNIj5g4MCBmOUsqWQYBhMmTGDChAlltmnQoAEffvhhucfp3r07P/zwQ7ltbrnlFm655ZbyAxapQCvjANHGCQrNUH4xW1gdjn+x2aB5b9j5LexbowRdxI9pDGwlaBih+AXT9O5Bl0rJJ4Lt7gvB/T9ZG4yISBA7WSCuJSXqQ6o6zzx0FYoT8WdK0CthzZo19OzZk549ewKuYYQ9e/Zk3LhxADz99NM8/PDD3H///fTt25e8vLyzDiPs2LEjV111Fddccw2XXHKJ1xrn7mGEaWlp9O7dmyeeeKLMYYTvvPMOSUlJfPrppxpGKCdl73YNbbOFQuOOVkfjV9aXDnNX9VsREet0K51q9LOGt58bTyV3FYoT8Wf6ebISNIxQ/IJ7eHvTzhASVn5b8bLBbMNvWQL71IMuImIVdw+6e3UNqaLmrmmUHP4F8rOhTqyV0YjIOVIPukigyCwd3q7551WW6mwHQM7OlbR+9n9VLGokIiLny8B5yhJr6kE/J3UbQf3Sv51GhIn4LSXoIoHC3YOu+edVts1sQYEZSoxxgtZGltXhiIgEnUTjANFGPgVmKNvN5laH479a9HXdaz10Eb+lBF0kQBzcvhqAGz/LUw9wFZUQwsbSNXeTDK2HLiJS204WiGulAnGnSHx2vudWKQn9XPd7V9VcUCJSo5SgiwSCY1k0MbJxmgZbzJZWR+OXUksLxSXZlKCLiNQ2d4G4DRrefn7cheL2rgGn09pYROScKEEXCQSl8893ms3IJ6KCxnI27kruPWw7LI5ERCT4dCudf/6zCsSdn6ZdISQCCrLhiH5wFvFHStBFAkHp/PNNZiuLA/Ff60xXobjOxm7CKLY4GhGR4GHgpIuRDmiJtfNmD4VmrmWB2aNh7iL+SAm6SCDITAVU+fZ87DUb86sZRZjhoLOx2+pwRESCRmsjiygjn3wzjB0qEHf+PIXiVlsbh4icEyXoIoGgtAfdXehMzoXhGeaueegiIrWnm+Gaf77ZbIUDu8XRBABVchfxa0rQRfzd8V8hZw8Am5yJ1sbi59zroStBFxGpPd1L559vcGr+ebVwJ+gHN0FhnrWxiEiVKUEX8Xelw9t3OeM4RqS1sfi59WZpoThDheJERGpL19IEXdO0qkl0PMQkgOmE/T9ZHY2IVJEWmhTxd6UJ+iYz0dIwAoF7qbU2tiw4cQQiG1gckYiI/6n0mt2ADSddS9dA36AK7tWnRR/X6Lq9q6H1ZVZHIyJVoB50EX+3PxVQ5dvqkEM90pxNXU/2r7M2GBGRINDayKSuUcgJM5ydZjOrwwkcmocu4reUoIv4u9IedK0dWz3cw9zZt9baQEREgkCS4ar5sclshVOXpdXHnaDvWQWmaW0sIlIl+iYU8WcnjkB2BqACcdXFXShOvQ4iIjWvu81VwX1D6RQjqSbxSWAPgxOH4Wi61dGISBUoQRfxZ6XLq1G/NbnUtTaWAOFJ0PetUa+DiEgNSypN0NcrQa9eIeEQ1931WOuhi/gVJegi/qx0eDvxSZaGEUg2m60oNEPgxK9wZJfV4YiIBKxQSuhspAOwXtO0ql9Cf9f9npXWxiEiVaIEXcSfuXvQm/WwNIxAUkQoG01Xwb0xU/5ZpWrEIiJSeR2MDMKNErLNuuw2m1odTuBJ6Oe6V4Iu4leUoIv4s9IK7sT3sDKKgLOudJh7L9t2iyMREQlcSZ75520Aw9pgApG7B/3AJig8Zm0sIlJpStBF/FV+Nhx1rR2rIe7Va52zPQA9laCLiNSY7kZpgq7h7TUjOh5iW4LpVOFTET+iBF3EX7mHt8e2gsgG1sYSYH4qTdA7GRnUocDiaEREAlN3m2uJNVcPutQIzUMX8TshVgcgIufInaCr97zaZdKALLM+ccZRuhlpVocjIhJw6lDABcZeQBXcK+v0mijpLw2r+E0J/eHnT5Sgi/gR9aCL+Ct3BXcViKsBhqcXXfPQRUSqXxcjHbthcsCM5QAaBVZj3D3oe9eA02FtLCJSKUrQRfzV/nWuexWIqxHuQnE9bTssjkREJPCcLBCn3vMa1aQzhNWDwlw4uMXqaESkEpSgi/ij/KMn1+hu1tPaWAKUVw+6aVocjYhIYOlemqCv1/zzmmUPgea9XY81zF3ELyhBF/FHpb3n6c6mJE5I0VrdNWCj2Zpi005jIweyM6wOR0QkoHQ3SgvEqYJ7zWt5oeteCbqIX1CCLuKP9v0E6MKmJhUSxiazlevJ3tXWBiMiEkBiyKO17QCgAnG1IqGf614JuohfUIIu4o9Ke9A1NLBmuddDV4IuIlJ93MPb051NyaGexdEEgRZ9AQOOpsOxA1ZHIyIVUIIu4o/cPejqeahR7kJx7FllbSAi5yAxMRHDMM64jRo1CoCBAweese3BBx/02kdGRgbDhg0jMjKSJk2a8NRTT1FSUuLVZsmSJfTq1Yvw8HDatWvHzJkza+sjip/qbpQWiNMosNoREeMqFgfqRRfxA1oHXcTfHMuCY/vBsLHRTLQ6moD2k1nag561AYrzIbSOtQGJVMHq1atxOE4uq7Rx40auvvpqbrnlFs9rf/jDH5gwYYLneWRkpOexw+Fg2LBhxMXFsXz5cjIzM7n77rsJDQ3lr3/9KwBpaWkMGzaMBx98kNmzZ7N48WLuu+8+4uPjSU5OroVPKf6oZ+nylanuH0Gl5iX0g4ObXAl65+utjkZEyqEe9GqgXgqpVaW95zTuSD4R1sYS4PaajTloxoKz5OTfXcRPNG7cmLi4OM9t3rx5tG3blssvv9zTJjIy0qtNdHS0Z9vChQvZvHkzH3zwAT169GDo0KFMnDiRadOmUVRUBMD06dNp3bo1U6ZMoVOnTowePZqbb76ZV199tdY/r1gr8dn5nlv5THrYXAXi1ilBrz0tB7judy+3Ng4RqZAS9GqwevVqMjMzPbdFixYBnNFLcWqbyZMne7a5eymKiopYvnw5s2bNYubMmYwbN87Txt1LccUVV5CamsqYMWO47777+Prrr2vvg4pv2F+aKGp5tVpgsNp5AQCT/2+mquWL3yoqKuKDDz7g3nvvxTAMz+uzZ8+mUaNGdO3albFjx3LixAnPtpSUFLp160bTpk09ryUnJ5Obm8umTZs8bQYNGuR1rOTkZFJSUsqNp7CwkNzcXK+bBIcE4yCNjFwKzRA2aRRY7WlVmqBnrofCPGtjEZFyaYh7NWjcuLHX85deeqnMXoqzcfdSfPPNNzRt2pQePXowceJEnnnmGcaPH09YWJhXLwVAp06d+PHHH3n11Vc1jDDY7FOCXpvWOjswzL6KPrZfwFFxexFf9Pnnn5Odnc2IESM8r91xxx20atWKZs2asWHDBp555hm2bdvG3LlzAcjKyvJKzgHP86ysrHLb5Obmkp+fT506Z58WMmnSJF588cXq+njiR3qWLq+2xWxFEaEWR+PfTv3ROP2lYeU3jm0JMQmQswf2roK2V9ZwdCJyrtSDXs18rZdCAoxpnuxBb97L2liCxJrSHvTetl8wcFocjci5effddxk6dCjNmjXzvHb//feTnJxMt27duPPOO3n//ff57LPP2LlzZ43HM3bsWHJycjy3PXv21PgxxTe4559reLsFPMPcde0o4svUg17NfK2XorCwkMLCQs9zDSP0c0fTIf8o2EKhaVcgy+qIAt5msxUnzHBijBO0N/ZZHY5Ile3evZtvvvnGc84pS//+/QHYsWMHbdu2JS4ujlWrvFcwOHDAtUSTe0RYXFyc57VT20RHR5d5XgIIDw8nPDy8yp9F/J/mn1uo1QD4+WPIUIIu4suUoFezsnop3Lp160Z8fDxXXXUVO3fupG3bml0mS8MIA4y79zyuK4To4rY2lBBCqrMtF9k3u4a5i/iZGTNm0KRJE4YNK38IbGpqKgDx8fEADBgwgL/85S8cPHiQJk2aALBo0SKio6Pp3Lmzp82XX37ptZ9FixYxYMCAav4UEgjCKKazkQ7AOlMJeq1reZHrfu9qKCmCkDBr4xGRs9IQ92rk7qW47777ym13ai8FlN0D4d5WXpuKeik0jDDAeOafa3h7bVptdgCgt22bxZGIVI3T6WTGjBncc889hISc/E1+586dTJw4kbVr15Kens4XX3zB3XffzWWXXUb37t0BGDx4MJ07d+Z3v/sd69ev5+uvv+b5559n1KhRnt7vBx98kF27dvH000+zdetW3nzzTT7++GMee+wxSz6v+LbOxm7CjRJ+NaPYYzaxOpzg07gDRDaEkgLITLU6GhEpgxL0anQ+vRQ///wzBw8e9LQ5Wy/F4sWLvfZTmV6K8PBwoqOjvW7ix/avc91r/nmtWls6D72voQRd/Ms333xDRkYG9957r9frYWFhfPPNNwwePJiOHTvyxBNPcNNNN/G///3P08ZutzNv3jzsdjsDBgzgrrvu4u677/ZaN71169bMnz+fRYsWkZSUxJQpU/jnP/+p4qVyVt7zz43yG0v1M4xT5qEvszYWESmThrhXk/J6KT788EOuueYaGjZsyIYNG3jsscfK7KWYPHkyWVlZZ+2leOONN3j66ae59957+fbbb/n444+ZP1/LPgUNp8O1PAqoB72WrXO2x2katLQdgmNZEHX2FRlEfM3gwYMxTfOM1xMSEli6dGmF72/VqtUZQ9hPN3DgQNatW3fOMUrwcM8/T9X8c+u0HABb57kKxV2ikS4ivkg96NVEvRRS4w5thaI88swI2ry6U2ty16JjRLLVbOl6krHC2mBERPxUT6O0B13zz63jXg99zwpwamUSEV+kHvRqol4KqXF7VwOw3tkWp35bq3VrnBfQ2bbblaB3GW51OCIifqUhObS0HcJpGmxw1myBXClHXBKE1oWCHDi42VV0VkR8iq7yRfxFaYKungdrrHG6CsWxRz3oIiJV1cPmKoy7w2zGMSItjiaI2UMgoZ/rsZZbE/FJStBF/MXeNYDWjrXKmtJCcWRugKLj1gYjIuJnTq5/3t7iSIRWpcutqVCciE/SEHcRf5Cf7ZqDjorrWGU/jdhnNqQ5v7pGM7QZaHVIIiKWqkotlN7GL4BGgfmEVhe77tOXgWm6qruLiM9QD7qIP9hfuv55/UR+JcbaWILYKmdH14N09TqIiFRWCCWeHnTPaCSxTos+EBIBxw/CIS0fKuJrlKCL+IPS4e206GttHEFupbOT64GGBYqIVFonI4NIo5AcM5KdZjOrw5GQ8JPz0NN/sDYWETmDEnQRf1BaIE4JurXcCXph+io6PPuZxdGIiPiHPjZXL+1a5wWYuvSsEYnPzvfcKveGy1z3StBFfI6+JUV8nWmekqD3sTaWIJdmxnHQjCXcKKaHsdPqcERE/EJvm2v+uYa3+5DWl7ru03/UeugiPkYJuoivO7IL8o+CPRyadrM6miBnsLJ0Hnp/2xaLYxER8QcmfUoT9LXu5SrFes16QWgknPgVDul8JuJLlKCL+Dp373mzHhASZmkocnKYuxJ0EZGKNecwccZRik076802VocjbiFh0PJC1+M0DXMX8SVK0EV8neaf+5QVpQl6L9t2KCmyOBoREd/mHt6+yUykgHCLoxEvie5h7krQRXyJEnQRX6f55z5lh9mcw2Y0dYyik8vfiYjIWfXR/HPf1dpdKE7z0EV8iRJ0EV9WdAKyNroeqwfdR5ych076j9aGIiLi407OP1eC7nPikyCsHhRkw4GfrY5GREopQRfxZft/AtNBllmfxEmplV8+RWqUZz10JegiImWqxwk6GBmAetB9kj0UWg5wPdY8dBGfoQRdxJdlpACwxtkBMKyNRTw8CfqeVeAotjYYEREf1dO2A7thkuFszCHqWx2OnE1rzUMX8TVK0EV8WcYKAFZraRqf8ovZgqNmPSg+DvtTrQ5HRMQneeafmzqH+Sx3objdy8FRYm0sIgIoQRfxXU6Hq4cWdw+6+AoT2ynD3L+3NhgRER/Vy9D8c58XnwQRsVCYC/vWWh2NiAAhVgcgImU4uNl1wgyLYmtBgtXRyGmWObswxL4adi2FS5+wOhwRkRpXlTooIZTQ27Yd0Cgwn2azQ5uBsPlz2PUdtOxvdUQiQU896CK+qnR4Owl9cWC3NhY5wzJnV9eDjBVQnG9tMCIiPqa7sYtIo5AjZj22m82tDieoJD4733OrlLZXuO53fltzQYlIpSlBF/FVpQXiPBVWxafsMuPJNBuAo5A7X5iqCvsiIqfob9sKwCpnJ0xdbvq2NqUJ+t41UJBjbSwiom9MEZ9kmrDbnaBfaG0sUgbD04t+iW2jxbGIiPiW/rYtAKxw1+sQ31W/FTRoC6ZDy62J+AAl6CK+KGcPHNsPthBo3tvqaKQMPzpcCfpFtk0WRyIi4jvsOOhj2wacsiyl+La2V7rud31nbRwiogRdxCe555/HJ0FYXWtjkTItc3YBoJuRRgx5FkcjIuIbuhpp1DMKyDbrstVUkVO/4E7QNQ9dxHJK0EV8keaf+4VD1GebswU2w2SAbbPV4YiI+AT38PbVzo6af+4vEi8Bww5HdsHRdKujEQlq+tYU8UXuHnTNP/d5J+eh/2xxJCIivsFdIE7zz/1IRDQk9HM93qlh7iJWUoIu4mvyj7rWQAdIUILu69zD3C9WoTgREWw46asE3T+5q7lrHrqIpZSgi/iajJUA7HTGk/jnVVq+y8etdHaixLTR2nYAju62OhwREUt1NtKJNvLJNSPZYrayOhypCk+huKXgdFgbi0gQU4Iu4mvSXUucrHJ2tDgQqYw8Ikk127mepC21NhgREYudnH/eAacuM/1Ls54QEQMF2bBvrdXRiAQtfXOK+JrSBD3F2dniQKSy3PPQVf1WfMn48eMxDMPr1rHjyR/+CgoKGDVqFA0bNqRevXrcdNNNHDhwwGsfGRkZDBs2jMjISJo0acJTTz1FSUmJV5slS5bQq1cvwsPDadeuHTNnzqyNjyc+6sLS4e0r9SOzT0h8dr7nViF7yMle9F++rtnARKRMStBFfMmJI5C5AVCC7k+WOrq7Huz8Fhwl5TcWqUVdunQhMzPTc/vxxx892x577DH+97//8cknn7B06VL279/PjTfe6NnucDgYNmwYRUVFLF++nFmzZjFz5kzGjRvnaZOWlsawYcO44oorSE1NZcyYMdx33318/bUu7oOR9/xzncP80gVDXPfb9W9YxCpK0KuBeimk2uxeDpjQ6AIOUd/qaKSSUs12HDXrQUEONz8/VXUDxGeEhIQQFxfnuTVq1AiAnJwc3n33XV555RWuvPJKevfuzYwZM1i+fDkrVrhWkVi4cCGbN2/mgw8+oEePHgwdOpSJEycybdo0ioqKAJg+fTqtW7dmypQpdOrUidGjR3PzzTfz6quvWvaZxTpdjHRijePkmnXYZCZaHY6ci3aDAAOyfobc/VZHIxKUlKBXE/VSSLVI+9513/oya+OQKnFiY6nT1Yt+hT3V2mBETrF9+3aaNWtGmzZtuPPOO8nIyABg7dq1FBcXM2jQIE/bjh070rJlS1JSUgBISUmhW7duNG3a1NMmOTmZ3NxcNm3a5Glz6j7cbdz7kOByaelykyucnXFgtzgaOSd1G0GLPq7HGuYuYokQqwMIFO5eitO5eyk+/PBDrrzSNa9nxowZdOrUiRUrVnDhhRd6eim++eYbmjZtSo8ePZg4cSLPPPMM48ePJywszKuXAqBTp078+OOPvPrqqyQnJ9fqZ5UaVDr/nMRL4QdrQ5GqWeLowXD7cq6wredlbrM6HBH69+/PzJkz6dChA5mZmbz44otceumlbNy4kaysLMLCwoiNjfV6T9OmTcnKygIgKyvLKzl3b3dvK69Nbm4u+fn51KlT56yxFRYWUlhY6Hmem5t7Xp9Vak5VRgS5l5v8wdmtpsKR2tA+Gfauhu0Loc/vrY5GJOioB72a+GovRWFhIbm5uV438VF5h06uf554qbWxSJV97+yO0zTobNtNU45YHY4IQ4cO5ZZbbqF79+4kJyfz5Zdfkp2dzccff2x1aEyaNImYmBjPLSEhweqQ5DxFUEgf2zYAflSC7t8uKO342bUEigssDUUkGClBrwbuXooFCxbw1ltvkZaWxqWXXsqxY8dqrZeiLLoI8iPu3vOmXaFuQ2tjkSo7QjTrzbYAXG5fb3E0ImeKjY3lggsuYMeOHcTFxVFUVER2drZXmwMHDnhGg8XFxZ1RL8X9vKI20dHRZfaeA4wdO5acnBzPbc+ePef78cRi/WxbCTdK2Gc2JM08c0Sh+JG4bhDVDIpPQPqPFbcXkWqlBL0a+HIvhS6C/Mipw9vFLy1xJAFwhS3V2kBEziIvL4+dO3cSHx9P7969CQ0NZfHixZ7t27ZtIyMjgwEDBgAwYMAAfv75Zw4ePOhps2jRIqKjo+ncubOnzan7cLdx76Ms4eHhREdHe93Ev11SOrz9R0c3wLA2GDk/hgHtr3Y9VjV3kVqnBL0G+FIvhS6C/IgKxPm975w9gNIL1ZIia4ORoPfkk0+ydOlS0tPTWb58OTfccAN2u53bb7+dmJgYRo4cyeOPP853333H2rVr+f3vf8+AAQO48MILARg8eDCdO3fmd7/7HevXr+frr7/m+eefZ9SoUYSHhwPw4IMPsmvXLp5++mm2bt3Km2++yccff8xjjz1m5UcXC3gSdGdXiyORauEe5v7L12Ca1sYiEmSUoNcAX+qlED+Rmwm/7sBhGnSfmadluvzUz2ZrDpvRRBn5sGel1eFIkNu7dy+33347HTp04NZbb6Vhw4asWLGCxo0bA/Dqq69y7bXXctNNN3HZZZcRFxfH3LlzPe+32+3MmzcPu93OgAEDuOuuu7j77ruZMGGCp03r1q2ZP38+ixYtIikpiSlTpvDPf/5TxUuDTCNy6GzbDcAyJeiBofXlYA+H7N1waJvV0YgEFVVxrwZPPvkk1113Ha1atWL//v288MILZ+2laNCgAdHR0Tz88MNl9lJMnjyZrKyss/ZSvPHGGzz99NPce++9fPvtt3z88cfMn69ELiCUDm/fZCaSS12Lg5FzZZYut3aT/UdX9dvWmq4g1pkzZ0652yMiIpg2bRrTpk0rs02rVq348ssvy93PwIEDWbdu3TnFKIHhotLe803OVhxBI/UCQng91zlsxzew7Uto0tHqiESChnrQq4F6KeS87VoCwHJnF2vjkPO2xNHD9UDrx4pIkHCvf67l1QJMx2td91u+sDYOkSCjHvRqoF4KOS+m6fqFGtdSXeLfljqTKDbthB7eBoe3Q6P2VockIlKDTC6xu+efK0EPKB2HwbzHYP86yN4DsVoJSKQ2qAddxGoHNkLeAU6Y4axxdrA6GjlPudQlxemqHfG3V/+uegIiEtDaGvuJN45QaIayWucwn5b47HyvW4XqNYGWpbWOts6r2eBExEMJuojVSnvPlzs7U0SoxcFIdfja2ReAZPtqiyMREam6qiRx7mUlVzo7UkhYDUcmta7z9a77zRrmLlJblKCLWG2Hqzr/UmeSxYFIdVno6I3TNOhh20lTjlgdjohIjbnK5pp6t9jZy+JIpEa456FnpEDewfLbiki1UIIuYqXCY66THkrQA8kh6rPObAfAYPsai6MREakZ0Rynr20rAN86e1gbjNSM2ARo1hMwNcxdpJYoQRexUtr34CyBBm3IMJtaHY1Uo68dfQBItmmYu4gEpkttPxNiONnubM4encMCV6fSYe5b/mdtHCJBQgm6iJVK55/TbpC1cUi1c89Dv9C2BU5omLuIBJ4r7T8BsNjZ0+JIpEa5E/S07yH/qLWxiAQBJegiVjlleTUl6IFntxnHVmcCIYZTa6KLSMCx4fQUiPvWoQQ9oDVqB407uUb8bVtgdTQiAU8JuohVft0B2RlgD4PES6yORmrA107XMHfN2xORQNPD2EEDI48cM5K15gVWhyM1zV3NfdNca+MQCQJK0EWs4u49b3URhNW1NhapEQsdrmHu+VsW0vnZ/2hNdBEJGFeVDm9f6kzCgd3iaKTGdb3Zdb9jMRw/bG0sIgFOCbqIVbYvdN1reHvA2mS2Is3ZlDpGEYNsa60OR0Sk2lzpXl5Nw9uDQ+MLID4JTAds+szqaEQCmhJ0ESsU5EDaDwBc9b9w9awGLIMvnBcBcL19ucWxiIhUj2YcppNtDw7T0BKhfizx2fmeW6V0u9V1v+HjmgtKRJSgi1hi+yJwFrPD2YydZnOro5Ea9IXDlaBfbttALMcsjkZE5Py5h7evNS8gmyiLo5Fa0/UmwIC9q+BImtXRiAQsJegiVigtGrbQXURMAtZOszmbnK0INRxcY19ldTgiIuftGpvru2yRo7fFkUitio6H1pe5Hm/81NpYRAJYiNUBiASd4gJXDzrwtUMJejD4r+Miuth2a5i7iPisyg5zbkQO/WxbAPjK2b8mQxJf1P1WSFsKGz6BS58Ew7A6IpGAox50kdqW9j0U5UFUPBvMNlZHI7Xgf6XD3PsZWyFnr8XRiIicu2T7auyGSaqzDXvNxlaHI7Wt03VgD4fD2yBrg9XRiAQkJegitW3r/1z3HYdh6p9gUMikISudHbEZJmzUGrIi4r+usa0E4CuHes+DUkQMdBjieqxicSI1QtmBSG1yOmDbV67HHYdZG4vUKnexOM3bExF/1YBcLrRtBmC+hrcHr1OruTuKrY1FJAApQRepTXtWwfFDEB4DiZdaHY3Uoi8d/Sg27ZC5Hg5tszocEZEqcw9v3+BszV6zidXhSDWq0pJrFyRD3SZw/ODJTgcRqTZK0EVqU2n1di5IBnuotbFIrTpKNEucPVxP1v3L0lhERM6FhrcL4Lp+6XGH6/FPs6yNRSQAKUEXqS2meTJB73SttbGIJeY4BgJweNks2j/7X2uDERGpgvrkMkDD28Wt192u+x2LITvD2lhEAowSdJHasu8nOJpOvhlG5/dLKr2kjQSOJc4eZJn1aWTkMsi21upwREQqbbB9LSGGk43ORDLMplaHI1Zr2LZ0TXQT1n1gdTQiAUUJukht+dlV7XShsw8niLA4GLGCAzufOC4H4Hb7txZHIyLBrirzjq+3LQdc9TREAOh1j+t+3QeuIrgiUi2UoIvUBkcJbPwPAJ87LrY4GLHSx6UJ+iW2jXB0t8XRiIhUrDmHuNi+CYD/6hwmbp2ugzoNIHcf7PjG6mhEAoYSdJHakLbEVb09siE/OLtZHY1YaI/ZlB8dXVxroqfOtjocEZEK3WD/EYBlji7so7HF0YjPCAmHpNtdj9fOtDQUkUCiBF2kNmz4xHXf5UZKCLE2FrHcHMeVrgcaFigiPs/kJvv3APzHoeVB5TS9S4e5/7JAo8JEqokSdJGaVnQctvzP9bj7rdbGIj5hobMPR8x6rmGB2xdZHY6ISJl6G7/Q2naA42Y4C5yafy6nadwB2lwBphNWvm11NCIBQQm6SE3b9hUUH4f6idCir9XRiA8oIpRPS+eis3K6tcGIiJTj5tLe8y8d/VXgNEhUpXggAANGue5/eh8KcmsuMJEgoQRdpKZtcFVvp9stYBjWxiI+433HYBymAbu+I3nsW1p2T0R8TgSFXGtfAcB/nJdZHI34rLZXQaMLoOgYrPuX1dGI+D0l6CI16fhh2LkYgKsWNVESJh57zcYscLpGVNxrX2BxNBKIJk2aRN++fYmKiqJJkyYMHz6cbdu2ebUZOHAghmF43R588EGvNhkZGQwbNozIyEiaNGnCU089RUlJiVebJUuW0KtXL8LDw2nXrh0zZ86s6Y8ntWCwbQ1RRj57nI1Z6exodTjiq2w2uPAh1+OV010r14jIOVOCXg10ESRlSp0NzhJSnW3YaTa3OhrxMe+WXAPAcPuPNCLH4mgk0CxdupRRo0axYsUKFi1aRHFxMYMHD+b48eNe7f7whz+QmZnpuU2ePNmzzeFwMGzYMIqKili+fDmzZs1i5syZjBs3ztMmLS2NYcOGccUVV5CamsqYMWO47777+Prrr2vts0rNuMW+FIC5zksxdcko5Um6zbXkWnYGbJ1ndTQifk3fttVAF0FyVk4nrJkBwGzHIIuDEV/0k3kB65ztCDdKuCtExeKkei1YsIARI0bQpUsXkpKSmDlzJhkZGaxdu9arXWRkJHFxcZ5bdHS0Z9vChQvZvHkzH3zwAT169GDo0KFMnDiRadOmUVRUBMD06dNp3bo1U6ZMoVOnTowePZqbb76ZV199tVY/r1SvNsZ+LrVvxGkafKrq7VKR0DrQd6Tr8Yo3rY1FxM8pQa8GugiSs9r1HRxNg/AY5jkutDoa8VH/LO1Fv8v+DRQXWByNBLKcHNcojQYNGni9Pnv2bBo1akTXrl0ZO3YsJ06c8GxLSUmhW7duNG3a1PNacnIyubm5bNq0ydNm0CDvHyGTk5NJSUkpM5bCwkJyc3O9blLzTi3+VdGUq7vtCwFY7OzJHrNpuW1FAOh7H9hCYc9K2L3c6mhE/JYS9BqgiyABYM17rvset5OvyrdShgXOvuw1G9HIyIUNH1kdjgQop9PJmDFjuPjii+natavn9TvuuIMPPviA7777jrFjx/Kvf/2Lu+66y7M9KyvL67wEeJ5nZWWV2yY3N5f8/PyzxjNp0iRiYmI8t4SEhGr5nFI96nHCU719liPZ4mjEb0TFQc87XY+XvGRtLCJ+LMTqAAJNeRdBrVq1olmzZmzYsIFnnnmGbdu2MXfuXKB6LoLq1KlzRjyTJk3ixRdfrNbPKJWQsw+2fel63Pv3sHSntfGIz3JgZ2ZJMs+HzoYfX4Ued4JdX81SvUaNGsXGjRv58ccfvV6///77PY+7detGfHw8V111FTt37qRt27Y1Fs/YsWN5/PHHPc9zc3OVpPuQm+w/UM8oYLuzOT86u1b8BglYp4+0SH9pWPlvuPQJWDcb0pa6etFbXVSD0YkEJvWgVzP3RdCcOXO8Xr///vtJTk6mW7du3Hnnnbz//vt89tln7NxZs4nb2LFjycnJ8dz27NlTo8eTUj+9D6YTWl0CTVT5Vsr3oeMqfjWjXFMiNsyp+A0iVTB69GjmzZvHd999R4sWLcpt279/fwB27NgBQFxcHAcOHPBq434eFxdXbpvo6Oiz/nAMEB4eTnR0tNdNfIOB0zO8fZZjMKDlQaUKYltCz9JROEsmWRuLiJ9Sgl6NdBEkADiK4adZADy8vYeWVpMKnSCC6SXXAZDx2XjaPftfiyOSQGCaJqNHj+azzz7j22+/pXXr1hW+JzU1FYD4+HgABgwYwM8//8zBgwc9bRYtWkR0dDSdO3f2tFm8eLHXfhYtWsSAAQOq6ZNIbbrM9jNtbZnkmnWYq+Jwci4ufcI1Fz3te0hfZnU0In5HCXo10EWQeNk6H45lctiMZoGzn9XRiJ/4wDGIQ2Y0LW2HuNH+g9XhSAAYNWoUH3zwAR9++CFRUVFkZWWRlZXlmRe+c+dOJk6cyNq1a0lPT+eLL77g7rvv5rLLLqN79+4ADB48mM6dO/O73/2O9evX8/XXX/P8888zatQowsPDAXjwwQfZtWsXTz/9NFu3buXNN9/k448/5rHHHrPss8u5u8fuWhnmE8dATqh+ipyL2ATo9TvXY/Wii1SZEvRqoIsg8TBN1zxi4EPHlRSrzINUUv4pvegP2z+HkiJrAxK/99Zbb5GTk8PAgQOJj4/33D76yFWMMCwsjG+++YbBgwfTsWNHnnjiCW666Sb+97//efZht9uZN28edrudAQMGcNddd3H33XczYcIET5vWrVszf/58Fi1aRFJSElOmTOGf//wnyckqLuZvLjD2cKU9Fadp8L7jaqvDEX/m7kVP/wF2LbU6GhG/YpimaVodhL8zjLPPz5oxYwYjRoxgz5493HXXXWzcuJHjx4+TkJDADTfcwPPPP+815Hz37t388Y9/ZMmSJdStW5d77rmHl156iZCQk0nekiVLeOyxx9i8eTMtWrTgT3/6EyNGjKh0rLm5ucTExJCTk6Ph7jVh57fwrxsgpA698l7lCPobS+VFUMgP4WNobOTAta9Bn99bHZJUI33/lk1/m5pTlWlWr4f+g+vsK5jv6Meo4jE1F5T4rQqLxJ3qy6dg1TvQtBs8sBRs9poLTM6Zvn99jxL0IKN/hDVs5rWuX4v7/5HEpZq7J1V3r/0rxoX+C6KawcNrIKyu1SFJNdH3b9n0t6k5lU3Q2xr7WBT2NDbDZEjhS2w1W9ZwZOLvKkzWj/8Kr/eEghy4bir0HlErcUnV6PvX92iIu0h12bPalZzbQuGi0VZHI35qtuMq9jgbw7H9nukSIiI17eGQz7AZJgscfZWcS/Wo2xAGjnU9XjzRlaiLSIWUoItUlx9fcd13/y3ElF/FX6QshYTx55I7XY+XvsYlY2daG5CIBLw2xn6us6UA8I+SGyyORgJK3/ugYXs4cRi+f9nqaET8ghJ0kepwYDNs+xIw4JIxVkcjfu5rZ1+WOzoTbhTzXMhsq8MRkQA3KuRz7IbJIkdvNpuJVocjgcQeCsl/dT1eMR1+3WltPCJ+QAm6SHVwLyPS+Xpo1N7aWCQAGLxYcjcO0+Aa+yrXWrIiIjWgjbGf4TbXWtVT1XsuNeGCwdBuEDiLYd5jrhVvRKRMStBFzlfGCtjyBQ7TIHndABKfnV+lqrkiZ7PNbMkHjkGuJ189C45iawMSkYD0/0Jme3rPN5ptrA5HAtXQyRBSB9KWwk+zrI5GxKdpkWaR82Ga8PX/A+Bjx0C2qbCOVKNXS27mOnsKDQ5ugh+mwMBnrQ5JRPxAZX8kHmhL5Sr7OopMO38tuaOGo5JAc+r/ZxVWdG/YFq58Hhb+P/j6eVePuur1iJyVetBFzsfG/8C+NRBal1dKbrE6Ggkw2UQxrti1Fnrxd5MZNnaaxRGJSKAIoYQ/hfwLgBmOIaSZ8RZHJAHvwj9Ci35QdAz+96iGuouUQQm6yLkqLoBvXnQ9vmQMh4i1NBwJTPOcFzLf0Y9Qw8HfQ9+CkiKrQxKRAHC3fRFtbZkcMqN5Q3PPpTbY7PCbaWAPhx3fwLoPrI5IxCcpQRc5V6vehpwMiIqHAaOsjkYClsGfiu/lsBlNJ9se+H6y1QGJiJ9rQC5jQv4DwMslv+UYkRZHJEGj8QVwRena6F89A4e2WRuPiA9Sgi5yLo6kwZKXXI+v/BOE1bU2HgloR4jm+eJ7XU9+eAV2p1gbkIj4tfGhs4g2TvCzM5FPHZdbHY4Em4segdaXQfFx+Oh3UJhndUQiPkUJukhVOZ3wxcNQfIIVzk60/ihaVdulxi1w9uMzx8VgOuCTe+BYltUhiYgfus62nOvtKZSYNp4rvg+nLgWlGrhXsKnU9ZDNDje9C/Xi4PA2Lb0mchp9K4tU1Zp3If0HCI3k6eL7MfXPSGrJc8UjoUlnyDsAn4zQ0msi4lGZBKkJR5kYOgOANxzD+VnLqolV6jWBW2aAYYefP3ZdW4kIoARdpGqOpsOiF1yPB40nw2xqaTgSXPKJYOCekeSadSAjBRY+b3VIIuI3TP4W+g6xxnE2OFvzRslwqwOSYNfqIhg03vX4q2dgx2JLwxHxFUrQRSrL6YD/jnbNmWp5EfT9g9URSRBKN+N5vPgh15OV02HtLGsDEhG/cJf9G66wr6fQDOXx4j9SQojVIYnARQ9D15vAWQIf3w37U62OSMRyStBFKmvxi5D+AyfMcC7ffjOJz31ldUQSpL5x9mZqyY0AOL54lAeee0F1EESkTH2NrYwLeR+AySW/ZYfZwuKIJJBVaT66YcDwt1xF44ryYPbNrkK8IkFMCbpIZWz8DyybCsDTxfez24yzOCAJdq+W3MS/S67Abpj8I/QNLrb9bHVIIuKDmnOIt8JeI8xwMM/Rn3cdQ60OScRbSDj8djY07QbHD8EHN0LOPqujErGMEnSRimRtdA1tB7joEeY5B1gbjwgABv+vZCRfOvoRbpTwTugrsGe11UGJSC2qqKcykgL+L+wVGhm5bHQm8lTxA4BRu0GKVEZENNz1KcS2hCO7YMYQ9aRL0FKCLlKeYwdgzh1QfALaXHGymImID3BiY0zxKH5wdKWuUQjv/0ZFdkQEgBBKmBo6jc623Rwyo7m/6HHyibA6LAkyp/6IVOGQ96g4GDEf6reG7Ax4bwgc3Fo7gYr4ECXoImXJOwTvXw/ZuyG2Fdz8nmvtThEfUkQoDxQ/zveOblB8nOJ/3cIjzz1ndVgiYqEQSngj9HWutq+l0AzhwaLH2E8jq8MSqVhsS7h3QemSolkwYyhkrLA6KpFapRKeImdz4oirN/LQVoiK57IDY8iYkGJ1VCJndYIIRhY/xRTe4np7Cv8ImwbLmsJFj7gK8IhIQKhM0a0QSng99HWG2FdTaIbwQPHjrDU71EJ0ItXE3ZP+wY2wfx3MHAZD/wZ9RuqcJkFBPegipzv+qys5P7gJ6jWFe/6n9c7F5xUTwqPFo5hRkux6YdE4vhp3Nd2e/cTawESk1oRTxOuhrzP0lOR8ibOH1WGJeFR6uHtkA7hnHnQe7lqCbf4T8MXDUFxQK3GKWEkJusipDm6B/7sCsjZw2Ixm0K9PkPj3X6yOSqRSTGy8WHI344rvoci0M9S+mv+F/T/IXG91aCJSw+L5lU/Dxp+SnD+m5Fz8W3g9uGUmDHoRDBus+xe8cznsW2t1ZCI1yjBN07Q6CKk9ubm5xMTEkJOTQ3R0tNXh+JZtC+A/90HRMaifyKCsh7RWrPit7sZO3gybSgvjMNhC4ZIxcOmTEKoiUVbR92/Z9LcpW2WGtfcyfuHtsFdpbOTwqxnFQ0VjWGl2qoXoRKpH+kvDym+wYzF89oBrGTbD7jqnXf6Ma4k2OS/6/vU96kEXKSmEb/8M/77NlZy3ugTu+1bJufi1DWZbhhX+lQWOvuAshu9fZtfEJNi11OrQRKSahFDCI/a5zAmbSGMjhy3Olvym6M9KziXwtLsKHloJXW8C0wE/TIFp/WHzf0F9jRJg1IMeZPQr2Wn2/QT/HQUHNwPwYcmVvFAygmLVT5SAYZJsW82LobOIM466Xmp3NVz5PDTrYWlkwUbfv2XT38ZbZXrNuxjpvBz6Np1tuwGY5+jP08UPcEJLqYkfqrAH/VSbv3DNST9+0PU84UK4+kVoeWHNBBfg9P3re5SgBxn9Iyx1/LDr19eVb7t+iY1sxEPZd/ClU1/uEpiiOMGTIR9xp30xIYbT9WKn6+HiMdCit6WxBQt9/5ZNfxtv5SXoTTnCwyGfcZv9O0IMJ0fMeowvHsEXzgGAKlyL/6tUsl54DJb9A5a/DiX5rtcSLoSLH4ULhoBNg4QrS9+/vkcJepAJ+n+E+dmQ8gaseAuK8gD4wjGA8cX3cIQg/HtI0GllZDEm5D/8xrYcm+H6+k91tmFWSTKvvvgChNaxOMLAFfTfv+XQ36biXvPGZPOHkPncbV9IhFEMuHrNXygewa/E1EaIIrWuwmQ9dz8seQnW/xscRa7XGrSFnndB0m0Q3azmg/Rz+v71PUrQg0zQ/iPM3ABr3oOfP/Ek5hucrfl7ya1870yyODiR2tfe2MsDIfO4zraccKPE9WJYPeg4zDXHr81AFd+pZkH7/VsJ+tuUlaCbXGjbwl32RSTb1hBqOABY5ezA34tvZZXmmkuQKTNhP5YFK6fD6vegMKf0RcN1Lut0HXQYqmS9DPr+9T1K0INMUP0jPLwdts5zzVXa/5Pn5W3OFrxScjNfO/ui4YAS7BqQy23277gjZLGr4rtbaF1ofSm0vcp1gdOwnYYMnqeg+v6tomD925wtKTdw0tPYwRD7aobYVtHSdsizbY3zAt4oGc4SZxI6f0kwqrBHvTAPNn8OqR/C7mXe2+J7uM5niZdAQn+ICJ7vmvIE6/evL1OC7oemTZvGyy+/TFZWFklJSbz++uv069evUu8N2H+Epgk5eyEjBXYvh/Qf4Ncdns1Fpp2vnX35oORqVpod0YWNyOlMehnbuc6ewjX2lTQ1sr03R8RCiz7QvA807eK61U8Em92CWP1TwH7/ltK5qWJnS8jDKOYCYw/9bNvoZ9tKP9sWGhh5nu3HzXA+d1zCB45BbDFb1Wa4Ij6twmT9yC7Y9JlrGd29q4FTUh7DDk06uZL2+CSI6wqNOkDdhjUZsk8Klu9ff6IE3c989NFH3H333UyfPp3+/fvz2muv8cknn7Bt2zaaNGlS4fv9/h9hcT7k7IOj6XA0zZWEH9jkuuUf8WpaZNpJcXZhobMPXzv6clhz9EQqxcBJJyODy2wbuMy2gZ62HdQxis5sGBIB9VtDgzbQoDXEJLiGEEY3h3pNoG4jzWk/hd9//5Yj6M9N5Uh8dj42nDQih2bGr7Q0DpBoHKC1LZNORgZtjf2eoetuuWYk3zh78bWjL0ud3SlA001EKuusiXveQdjxDaT/6Lpl7z77m+s0cI0Yq9/KdU6LTYCoeIiKg3pxENkQQsJq9gPUskD+/vVXStD9TP/+/enbty9vvPEGAE6nk4SEBB5++GGeffbZCt9/Xv8ITRMKc0vXmzRPrjtpmmA6S19zlj53uB47T7l3lrhujmJXIQ9HkWsN8pJ8KC5w3RfmQdFx13rk+dmQf9R1f/wgHDtwyryiM5WYNjaaiax2dmSNswPLnV04RmTVPqOInCGEEjoaGfSybaebkUYH2x4uMPZ6ClWVK6weRDZw9cBHxLhu4VGu18Pqum6hdVy3kAiwh7vmvtvDwB7qutlCwRbi6q133xv20nub6+Z+jFH6mlH6+Gz3nLzn1OenjKwxTh9lc8rzkAiwV30pxkC+CLL03OQoOVnFGc6yJvIp56vTz11lnrcc4HSW3peetzznr0IoKXLdFxdA8QnXrSjPVVm68Bj/W7mZ+hyjvpFHQyOXxmRjN8q+3Mo267LO2Y6Vzk6scnZkg9mGEi33KVLtPMl7zj7ITIX9qa77Q1shO6NyOwmLKj2vxZx2XnOf0+pCaASE1HHd28NdSb299GYLOXlf5rnNOHl+c9/c57BTH596XqtT/yznrooF8rnJX+nb348UFRWxdu1axo4d63nNZrMxaNAgUlJSzvqewsJCCgsLPc9zclwJbm5ubtUDKC6Av7er+vuq2XEzjL1mY/aajdljNmG72ZxtzhbsMptRxOm/ap6wJEaRQFIEbCCODcQBlwJgw0lz4xAJxsH/3979hTZ573Ec/6Q9JOlN3bHWdCmpYqfzD9JuSkvdMDgshUkZylCOw4VKkaKCGjhFN7XWwboLkYo62MVw7KJOxc4bxW3EFRm4CXW90nLoUQ6eYmOrclqzWTV5zoVrY9asmjZ58iR5vyAX+fX5wTdf0nz67fMkUZntrjy2QblsD+SyPVCJ7b6KNCy7LfxsYBkZkfQXZysy0fsnpPm1CW8be93Ntv+Lpz2b/vW9dHZz4vtSyPun+yE9+yfykGbov0ax/hOZ/Ud+udUbmaOg/q7Yt149/uMGIJnKdp3508qCP26SQ6OaaxvQHNtduW1DKrXd0z8W5Emh4LMz8KEhSZFnJ6tGpvBalWr//PeUPtw1W7MpkzGgZ5ChoSGFw2G5XK6YdZfLpd7e3rh72tra1NraOmHd4/GkpEbz3JMU/zEDMEcWjdyJ+ez9aW0fGRnRjBnZ85YbsikR/5P0kmfpAJiu70/3m9JSxRR99uK3E00m27IpkzGgZ7k9e/bI7/eP349EIrp//76Kiopkm8JlMFMxPDwsj8ej27dv5+ylM/SAHoyhD7nbA8MwNDIyIrebr/qxQjZNJlefo3+FfkTRiyh6EZXJvSCbrIcBPYPMmjVL+fn5CgaDMevBYFAlJSVx9zgcDjkcsZe7vPLKK6kqcVKFhYUZ96KVbPSAHoyhD7nZg2w8O5Hp2TSZXHyOToZ+RNGLKHoRlam9yMZsymR8qW0GsdvtWrZsmQKBwPhaJBJRIBBQTU1NGisDAOQqsgkAgOThDHqG8fv98vl8Wr58uaqqqtTe3q5QKKSGhoZ0lwYAyFFkEwAAycGAnmE2bNigwcFB7d+/XwMDA6qsrNTFixcnfDiPlTgcDrW0tEy4nDGX0AN6MIY+0INslInZNBmeo7HoRxS9iKIXUfQCycT3oAMAAAAAYAG8Bx0AAAAAAAtgQAcAAAAAwAIY0AEAAAAAsAAGdAAAAAAALIABHUlx/PhxzZ07V06nU9XV1bp69eqkx7e3t+v1119XQUGBPB6Pdu3apUePHplUbWok0oMnT57o4MGDKi8vl9PpVEVFhS5evGhitcl3+fJl1dfXy+12y2az6dy5cy/c09XVpTfffFMOh0Ovvfaavvrqq5TXmUqJ9uDOnTvauHGjFixYoLy8PO3cudOUOlMt0T50dnaqtrZWxcXFKiwsVE1Njb777jtzikXOIreicj2/xpBjsci0KHINZmJAx7SdOnVKfr9fLS0tunbtmioqKlRXV6e7d+/GPb6jo0O7d+9WS0uLbty4oS+//FKnTp3SRx99ZHLlyZNoD/bu3asvvvhCR48e1fXr19XU1KS1a9fq119/Nbny5AmFQqqoqNDx48df6vhbt25pzZo1WrVqlXp6erRz5041NjZmdIAl2oPR0VEVFxdr7969qqioSHF15km0D5cvX1Ztba0uXLig7u5urVq1SvX19Rn9+wBrI7eiyK8ociwWmRZFrsFUBjBNVVVVxrZt28bvh8Nhw+12G21tbXGP37Ztm/HOO+/ErPn9fuOtt95KaZ2plGgPXn31VePYsWMxa+vWrTM++OCDlNZpFknGt99+O+kxzc3NxpIlS2LWNmzYYNTV1aWwMvO8TA+e5/V6jR07dqSsnnRJtA9jFi9ebLS2tia/IMAgt55HfsVHjsUi06LINaQaZ9AxLY8fP1Z3d7dWr149vpaXl6fVq1frypUrcfesWLFC3d3d45fQ3bx5UxcuXNC7775rSs3JNpUejI6Oyul0xqwVFBTop59+SmmtVnLlypWYnklSXV3dX/YMuSMSiWhkZEQzZ85MdynIQuRWFPk1PeQYXha5hkT8Ld0FILMNDQ0pHA7L5XLFrLtcLvX29sbds3HjRg0NDentt9+WYRh6+vSpmpqaMvZSwan0oK6uTocPH9bKlStVXl6uQCCgzs5OhcNhM0q2hIGBgbg9Gx4e1u+//66CgoI0VYZ0O3TokB4+fKj169enuxRkIXIrivyaHnIML4tcQyI4gw7TdXV16dNPP9Xnn3+ua9euqbOzU+fPn9cnn3yS7tJMc+TIEc2fP18LFy6U3W7X9u3b1dDQoLw8fiWR2zo6OtTa2qrTp09r9uzZ6S4HkERuPY/8AhJDriFRnEHHtMyaNUv5+fkKBoMx68FgUCUlJXH37Nu3T5s2bVJjY6MkaenSpQqFQtqyZYs+/vjjjAv5qfSguLhY586d06NHj3Tv3j253W7t3r1b8+bNM6NkSygpKYnbs8LCQs465KhvvvlGjY2NOnPmzITLRoFkIbeiyK/pIcfwIuQapiIzEwWWYbfbtWzZMgUCgfG1SCSiQCCgmpqauHt+++23CX/M5OfnS5IMw0hdsSkylR6McTqdKi0t1dOnT3X27Fm99957qS7XMmpqamJ6Jkk//PDDC3uG7HTy5Ek1NDTo5MmTWrNmTbrLQRYjt6LIr+khxzAZcg1TxRl0TJvf75fP59Py5ctVVVWl9vZ2hUIhNTQ0SJI+/PBDlZaWqq2tTZJUX1+vw4cP64033lB1dbX6+vq0b98+1dfXj//Bk2kS7cEvv/yi/v5+VVZWqr+/XwcOHFAkElFzc3M6H8a0PHz4UH19feP3b926pZ6eHs2cOVNlZWXas2eP+vv79fXXX0uSmpqadOzYMTU3N2vz5s26dOmSTp8+rfPnz6frIUxboj2QpJ6envG9g4OD6unpkd1u1+LFi80uP2kS7UNHR4d8Pp+OHDmi6upqDQwMSHr2wVMzZsxIy2NAdiO3osivKHIsFpkWRa7BVOn9EHlki6NHjxplZWWG3W43qqqqjJ9//nn8Z16v1/D5fOP3nzx5Yhw4cMAoLy83nE6n4fF4jK1btxoPHjwwv/AkSqQHXV1dxqJFiwyHw2EUFRUZmzZtMvr7+9NQdfL8+OOPhqQJt7HH7fP5DK/XO2FPZWWlYbfbjXnz5hknTpwwve5kmkoP4h0/Z84c02tPpkT74PV6Jz0eSAVyKyrX82sMORaLTIsi12Amm2Fk8LVZAAAAAABkCd6DDgAAAACABTCgAwAAAABgAQzoAAAAAABYAAM6AAAAAAAWwIAOAAAAAIAFMKADAAAAAGABDOgAAAAAAFgAAzoAAAAAABbAgA4AAAAAgAUwoAMAAAAAYAEM6AAAAAAAWAADOgAAAAAAFsCADgAAAACABTCgAwAAAABgAQzoAAAAAABYAAM6AAAAAAAWwIAOAAAAAIAFMKADAAAAAGABDOgAAAAAAFgAAzoAAAAAABbAgA4AAAAAgAUwoAMAAAAAYAH/BxnYFxty/rTFAAAAAElFTkSuQmCC",
      "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: 45.211 fps\n",
      "Integration speed: 41.683 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b07cf5554c8947d4b452d7c7bf7c9e04",
       "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: 43.576 fps\n",
      "Integration speed: 43.055 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b50b3cb9b55a4a90b836c0ee4ad743c6",
       "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: 29.146 fps\n",
      "Integration speed: 23.603 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0b5e65bbb5b94075bef6ebd914f61a4d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\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: 24.274 fps\n",
      "Integration speed: 24.119 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "754bf55a60754ec4bc6601df9cd35687",
       "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: 24.211 fps\n",
      "Integration speed: 23.978 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bb73910bbbaa483ea179c1dbe1cfb0ff",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\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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DhBfHw8ERERVocjYpk6deqwb98+ioqKCAkJsTockYBlt9vdyXmtWrWsDkfEMtWqVQPgwIED1K1bV8PdfYC6uUTkgtntdgAN65WA5/odcP1OiIg1XHPOddFY5PffA9Vi8A1K0EWkwmj4oAQ6/Q6IeBf9Toro98DXKEEXERERERER8QJK0EVEAlTv3r158skny/WeUaNG0alTJ/fzIUOGMGjQoPOOYefOnRiGQWpqKgALFy7EMIxKqbp8+r5ERCpEfi6cOPz7reC41RH5NB2bJNCpSJyIVJrEF2dX6f52jhtQrvZDhgxh2rRpPPzww0yePNlj27Bhw3jvvfe49957mTp1agVG6V8mTJiAaZplajtkyBCysrKYOXOm+7WEhAQyMjKoXbt2hcZVlfsSEd+iY5P/07FJfJl60EUkoCUkJPD5559z8uRJ92t5eXl89tlnNGrUyMLIyqagoMDS/cfExBAbG3ve7w8KCiIuLo7g4Mq/XlyV+xIRuRA6Nl0YHZvElylBF5GA1qVLFxISEpgxY4b7tRkzZtCoUSM6d+7s0dbhcDB27FiaNGlCtWrV6NixI19//bV7u91uZ+jQoe7tLVu2ZMKECR6fsXDhQrp3705kZCSxsbH06tWLXbt2ASUPyXvyySfp3bu3+3nv3r0ZPnw4Tz75JLVr1yYpKQmA9evX079/f6KioqhXrx533303hw4dcr/v+PHj3HPPPURFRVG/fn3Gjx9fpp/PuHHjqFevHtWrV2fo0KHk5eV5bD895q+//pr27dtTrVo1atWqRZ8+fTh+/DijRo1i2rRp/Pe//8UwDAzDYOHChaUO7Vu8eDEdOnQgPDycSy65hPXr17u3nT6UEeCdd94hMTHRvb2s+/rpp5/o3r07YWFh1K9fnxdffJGioiKPn/fjjz/O888/T82aNYmLi2PUqFFl+tmJiABQePLcbU6jY9PZ6dikY5M/U4IuIgHv/vvvZ8qUKe7nH3/8Mffdd98Z7caOHcsnn3zC5MmT2bBhA0899RR33XUXP/30E+A8SWrYsCFfffUVGzduZOTIkbz00kt8+eWXgHO9+EGDBnHllVeydu1aUlJSeOihh8pdXXXatGmEhoayePFiJk+eTFZWFldffTWdO3dmxYoVzJkzh/3793Pbbbe53/Pcc8/x008/8d///pd58+axcOFCVq1addb9fPnll4waNYrXX3+dFStWUL9+fd57771S22dkZDB48GDuv/9+Nm3axMKFC7npppswTZNnn32W2267jX79+pGRkUFGRgaXXnppqZ/13HPPMX78eJYvX06dOnUYOHBgmZeHKeu+9u7dy3XXXcfFF1/MmjVreP/99/noo4947bXXPNpNmzaNyMhIli1bxhtvvMHo0aNJTk4uUywiIhzdBaaj3G/TsalkOjY56djkvzSWQkQC3l133cWIESPcvQWLFy/m888/Z+HChe42+fn5vP7668yfP5+ePXsC0LRpU3755Rf+8Y9/cOWVVxISEsKrr77qfk+TJk1ISUnhyy+/5LbbbiMnJ4fs7Gyuv/56mjVrBkDr1q3LHW+LFi1444033M9fe+01OnfuzOuvv+5+7eOPPyYhIYHffvuN+Ph4PvroIz799FOuueYawHlgb9iw4Vn388477zB06FCGDh3q3s/8+fPP6KlwycjIoKioiJtuuonGjRsD0L59e/f2atWqkZ+fT1xc3Dm/4yuvvMK1117rEes333zjcWJXmqioqDLt67333iMhIYGJEydiGAatWrVi3759vPDCC4wcORKbzXkNu0OHDrzyyiuA82c/ceJEFixY4I5PROSsik7Csf0QXb9cb9OxqWQ6NunY5O/Ugy4iAa9OnToMGDCAqVOnMmXKFAYMGHBGsZZt27Zx4sQJrr32WqKioty3Tz75hO3bt7vbTZo0ia5du1KnTh2ioqL44IMPSE9PB6BmzZoMGTKEpKQkBg4cyIQJE8jIyCh3vF27dvV4vmbNGn788UePuFq1agXA9u3b2b59OwUFBfTo0cP9npo1a9KyZcuz7mfTpk0e7wHcJ4Al6dixI9dccw3t27fn1ltv5Z///CdHjx4t79c7Yz+uWDdt2nRen1WaTZs20bNnT49eol69epGbm8uePXvcr3Xo0MHjffXr1+fAgQMVGsv5WLRoEQMHDiQ+Ph7DMDyKDgHuIZSn39588013m8TExDO2jxs3zuNz1q5dy+WXX054eDgJCQkeJ+AuX331Fa1atSI8PJz27dvz3XffVcp3FvFZuZnlru6uY1PJdGxy8tZjk1w4JegiIjiHEk6dOpVp06Zx//33n7E9NzcXgNmzZ5Oamuq+bdy40T3X7/PPP+fZZ59l6NChzJs3j9TUVO677z6PYjlTpkwhJSWFSy+9lC+++IKLLrqIpUuXAmCz2c6oOlvS0LnIyMgzYhs4cKBHXKmpqWzdupUrrrjiwn4w5RAUFERycjLff/89bdq04d1336Vly5akpaVV6H7K+nOqKCEhIR7PDcPA4Sj/cNWKdvz4cTp27MikSZNK3O4aQum6ffzxxxiGwc033+zRbvTo0R7tHnvsMfe2nJwc+vbtS+PGjVm5ciVvvvkmo0aN4oMPPnC3WbJkCYMHD2bo0KGsXr2aQYMGMWjQII+5mSIBLbyG8z5rF5Tzb4eOTRdOxybxNUrQRUSAfv36UVBQQGFhobu4zanatGlDWFgY6enpNG/e3OOWkJAAOIcfXnrppTz66KN07tyZ5s2be/RguHTu3JkRI0awZMkS2rVrx2effQY4e0tO77Uoy7qoXbp0YcOGDSQmJp4RW2RkJM2aNSMkJIRly5a533P06FF+++23s35u69atPd4DuE/YSmMYBr169eLVV19l9erVhIaG8s033wAQGhqK3W4/5/c5fT+uWF1DLuvUqUNmZqbHidDpP6ey7Kt169akpKR4fM7ixYupXr36OYdYeoP+/fvz2muvceONN5a4PS4uzuP23//+l6uuuoqmTZt6tKtevbpHu1NPsqdPn05BQQEff/wxbdu25fbbb+fxxx/nrbfecreZMGEC/fr147nnnqN169aMGTOGLl26MHHixMr54iK+JqYh2IKhKB+O7y/XW3VsOpOOTeLvlKCLiOC8wr5p0yY2btxIUFDQGdurV6/Os88+y1NPPcW0adPYvn07q1at4t1332XatGmAcw7YihUrmDt3Lr/99ht//vOfWb58ufsz0tLSGDFiBCkpKezatYt58+axdetW98H96quvZsWKFXzyySds3bqVV155pUy9kMOGDePIkSMMHjyY5cuXs337dubOnct9992H3W4nKiqKoUOH8txzz/HDDz+wfv16hgwZ4p7HVponnniCjz/+mClTpvDbb7/xyiuvsGHDhlLbL1u2zF20Jz09nRkzZnDw4EH390tMTGTt2rVs2bKFQ4cOnbVnYfTo0SxYsMAda+3atd0VeXv37s3Bgwd544032L59O5MmTeL777/3eH9Z9vXoo4+ye/duHnvsMTZv3sx///tfXnnlFZ5++ulz/mx8zf79+5k9e7Z7zuapxo0bR61atejcuTNvvvmmR6XglJQUrrjiCkJDQ92vJSUlsWXLFvcQ0ZSUFPr06ePxmUlJSaSkpFTStxHxMUHBEN3A+Tj3IDjKlgyCjk0l0bFJ/J3+lUVEikVHRxMdHV3q9jFjxvDnP/+ZsWPH0rp1a/r168fs2bNp0qQJAA8//DA33XQTf/zjH+nRoweHDx/m0Ucfdb8/IiKCzZs3c/PNN3PRRRfx0EMPMWzYMB5++GHAmdT8+c9/5vnnn+fiiy/m2LFj3HPPPeeMOz4+nsWLF2O32+nbty/t27fnySefJDY21n0wf/PNN7n88ssZOHAgffr04bLLLjtjvuDp/vjHP7rj6dq1K7t27eJPf/rTWX9+ixYt4rrrruOiiy7i5ZdfZvz48fTv3x+ABx98kJYtW9KtWzfq1KnD4sWLS/2scePG8cQTT9C1a1cyMzP53//+504SW7duzXvvvcekSZPo2LEjv/76K88++6zH+8uyrwYNGvDdd9/x66+/0rFjRx555BGGDh3Kyy+/fNafiy+aNm0a1atX56abbvJ4/fHHH+fzzz/nxx9/5OGHH+b111/n+eefd2/PzMykXr16Hu9xPc/MzDxrG9f2kuTn55OTk+NxE/Fr1WpAUCiYdjhxpFxv1bHJk45N4u8M8/TJEuLXcnJyiImJITs7+6x/7EXKIy8vj7S0NJo0aUJ4eLjzRXsB7N8ImFC7JYRGALB2T1a5PjuaEyTa9oMRBPXagu3MHgQRb1Hi70Kxyvz7axgG33zzzRlrFbu0atWKa6+9lnffffesn/Pxxx/z8MMPk5ubS1hYGH379qVJkyb84x//cLfZuHEjbdu2ZePGjbRu3ZrQ0FCmTZvG4MGD3W3ee+89Xn31VfbvL3k476hRozyqSrvo2CQV5Wy/iyUp7dhkABcZuwkzithr1uawWd29rUPD2PIFdfwgZO9xJup1W4OhfjKpGlYdm+T86C9DGahSrsh5OH4IMCE00p2cn48cIiAorLjX4XDFxScSIH7++We2bNnCAw88cM62PXr0oKioiJ07dwLOeeynJ9mu565lgkprc7ZlhEaMGEF2drb7tnv37vJ8JZEqE81xwowiikwbR82oC/uwarWcc9HtBXAyq0LiExH/owS9DFQpV6ScHI7iBB2IrHvhnxdV/BnHD4IG/YiUy0cffUTXrl3p2LHjOdumpqZis9moW9f5O9ezZ08WLVrkMU8yOTmZli1bUqNGDXebBQsWeHxOcnLyWZc9CgsLcw/bPdfwXREr1TGyAThMNA6Mc7Q+B5sNIus4H+fu1/FMREoUbHUAvqB///7ueSolOb2X4FyVcktyaqXc0NBQ2rZtS2pqKm+99RYPPfQQ4FkpF5xzjpKTk5k4cSKTJ0++kK8oUrFOHnH2eAeFQnhMuYe1n6FaTTiW4ex1yMtyzuUTCXC5ubls27bN/TwtLY3U1FRq1qxJo0aNAOfF36+++orx48ef8f6UlBSWLVvGVVddRfXq1UlJSeGpp57irrvuciffd9xxB6+++ipDhw7lhRdeYP369UyYMIG3337b/TlPPPEEV155JePHj2fAgAF8/vnnrFixwuMCs4g3OtexKZI8Iox8HKbBYbOCLiJF1nYm50V5kJ8D4TEV87ki4jfUg17BVClXAp5pOnu6wXkiYlxgjwM4ex0iajsf5x648M8T8QMrVqygc+fOdO7cGYCnn36azp07M3LkSHebzz//HNM0PeaHu4SFhfH5559z5ZVX0rZtW/7yl7/w1FNPeSTWMTExzJs3j7S0NLp27cozzzzDyJEj3ReOAS699FI+++wzPvjgAzp27MjXX3/NzJkzadeuXSV+e5HKV7u49/woURRRQfVPbMGnHM8OVsxniohfUQ96BTtbpdwuXbpQs2ZNlixZwogRI8jIyHCvJZuZmemutulyaqXcGjVqnHel3Pz8fPdzVcqVSleQ6+wZMGwQUaviPtfV61B4AgpOXNC8dhF/0Lt3b85V5/Whhx7ySKZP1aVLl3OuHQzQoUMHfv7557O2ufXWW7n11lvP+VkiVirPaK4gHFTnBACHzZJ7uU/9vHIVjIusDccPQMEx58iwoNBzv0dEAoYS9Ar28ccfc+edd55RIfHpp592P+7QoQOhoaE8/PDDjB07lrCwsEqLZ+zYsSVWyhWpNCedIz6oVsPZU1BRgkKcQwHzspz7UIIuIiKVJMY4js2Ak2YoeYScs325kvXgMAiJhMLjzuNZVL2ztxeRgKIh7hVIlXIl4Jkm5DmHBBIeW/Gf75p7fvKoiuuIiEiliSUXgCwusHJ7aSJqOu9PHK2czxcRn6UEvQKpUq4EvILj4ChyrlkeVv3c7csrPNr52Y5C575EREQqWAh2IskDINuMrJydhMcCBhSdhMKTlbMPEfFJStDLIDc3l9TUVFJTU4HfK+Wmp6e727gq5ZbUe56SksI777zDmjVr2LFjB9OnTy+xUm5oaChDhw5lw4YNfPHFF0yYMMFjaPwTTzzBnDlzGD9+PJs3b2bUqFGsWLGC4cOHV+4PQKSs8otrHFSLrZjicMXW7sly3vaeUvH2ZNX1OhiGwcyZM0vdvnDhQgzDICsr64xtBw8epFWrVgQFBfGf//yn8oIEhgwZwqBBg9zPe/fuzZNPPlnh+xk1ahSdOnUqdb+VuS8RkcoWYxzHMOC4GUZBZc0GDQp2XnQG58on50HHJk86Nom/UIJeBqqUK1IGpgl5x5yPK3MZNI9h7o4L/rjMzEwee+wxmjZtSlhYGAkJCQwcOPCM0Spnc+mll5KRkUFMjGchoWPHjtG/f39q167NqFGjuPPOO0v83LFjx3LxxRdTvXp16taty6BBg9iyZcsFf7cZM2YwZsyYMrUtzwnTs88+W66fT1mVdLJZWfsSESlNpQ9vd6l2yjD306Zt6djkpGOTBCIViSsDVcoVKYOifMAEWwiERl342uelWHfIQSsjiBDskJ/7ew/Eedi5cye9evUiNjaWN998k/bt21NYWMjcuXMZNmwYmzdvLtPnhIaGnlELIj8/nz/84Q/UqFGDmTNnEhkZSe3atbnppptYsGAB3bp1c7f96aefGDZsGBdffDFFRUW89NJL9O3bl40bNxIZef7DK2vWrHne7y2JaZrY7XaioqKIiqrkE9diVbkvEZFQiogw8jHNShze7uIxbSvXPTVMx6by0bFJ/I160EWkYhQ6l6MhPKZCh7efzgSyKT4xuMBh7o8++iiGYfDrr79y8803c9FFF9G2bVuefvrpMy6qHTp0iBtvvJGIiAhatGjBt99+6952+jBCu93O4MGDiYqKYtasWe4TmT/96U+8++67DBw40KMXYs6cOQwZMoS2bdvSsWNHpk6dSnp6OitXriw1drvdztNPP01sbCy1atXi+eefP+NC4uk9D++99x4tWrQgPDycevXqccsttwDOYYA//fQTEyZMwDAMDMNg586d7u/1/fff07VrV8LCwvjll19KHdr36quvUqdOHaKjo3nkkUcoKChwb0tMTOSdd97xaN+pUydGjRrl3g5w4403YhiG+/np+3I4HIwePZqGDRsSFhZGp06dmDNnjnv7zp07MQyDGTNmcNVVVxEREUHHjh1JSUkp9WcpIuISazh7z3OpVnFrn5fGsDmnhAGc+H2Yu45NOjZJYFOCLiIXzl74e4JemcPbi2WZxVet87LAcX7D3I8cOcKcOXMYNmxYiT0BsbGxHs9fffVVbrvtNtauXct1113HnXfeyZEjJc8bDAoKYsaMGXz77bdnLKN4zz33kJGRQcuWLUuNLTvbWQn/bL0M48ePZ+rUqXz88cf88ssvHDlyhG+++abU9itWrODxxx9n9OjRbNmyhTlz5nDFFVcAMGHCBHr27MmDDz5IRkYGGRkZJCQkuN/74osvMm7cODZt2kSHDh1K/PwFCxawadMmFi5cyL///W9mzJhRriUely9fDsCUKVPIyMhwPz/dhAkTGD9+PH/7299Yu3YtSUlJ3HDDDWzdutWj3f/93//x7LPPkpqaykUXXcTgwYMpKioqczwiEph+H95eyb3nLq5h7nnZYDp0bNKxSURD3EWkAuxZ7pwPbgRDaBSYJoYrYa8EJ4ECo5BQowiOZUK1U+bXhUSUqQd/27ZtmKZJq1atyrTPIUOGuGtMvP766/z973/n119/pV+/fufzFUrlcDh48skn6dWr11nrS7zzzjuMGDGCm266CYDJkyczd+7cUtunp6cTGRnJ9ddfT/Xq1WncuLG7rkZMTAyhoaFERESUuGzj6NGjufbaa88ad2hoKB9//DERERG0bduW0aNH89xzzzFmzBhstnNfC65Tpw7gPPk829KRf/vb33jhhRe4/fbbAfjrX//Kjz/+yDvvvMOkSZPc7Z599lkGDBgAOE9g27Zty7Zt28r87y0ifsg0MYpKr5geShHhthwcJhwzDQzO8zhWUMK66aUdm0IjwRbsXAGl4LiOTTo2iShBF5EKsOMniL2Uo44wDu7Nxig8Qftpra2J5aV9zhOeczhXXYnTnXp1PjIykujoaA4cOFDu8M5l2LBhrF+/nl9++aXUNtnZ2WRkZNCjRw/3a8HBwXTr1q3U73XttdfSuHFjmjZtSr9+/ejXr597WOS5nDonsTQdO3b0+KyePXuSm5vL7t27ady48TnfXxY5OTns27ePXr16ebzeq1cv1qxZ4/Haqf9e9evXB+DAgQM6CRIJYEbRyTIdm2xAm4reeWnHJsOAsGhnJfe8bB2bdGwS0RB3EblApgnpzjlUJ8xqFgdTdi1atMAwjDIX2wkJ8ewRMQwDx3kOry/N8OHDmTVrFj/++CMNGzas0M+uXr06q1at4t///jf169dn5MiRdOzYscTld053IcWAXGw22xknaIWFhRf8uaU59d/LKO61quh/LxGRCuFaPjQvmxbNm+vYpGOTBDj1oIvIhTmyA47tAwyO45zTZgZXY929myp1twYm7YJ2O4fW17oIQosvDoSc+6o7OOfQJSUlMWnSJB5//PEzDvRZWVlnzPWrLKZp8thjj/HNN9+wcOFCmjRpctb2MTEx1K9fn2XLlrnn6hUVFbFy5Uq6dOlS6vuCg4Pp06cPffr04ZVXXiE2NpYffviBm266idDQUOx2+3l/hzVr1nDy5EmqVXP+OyxdupSoqCj3fME6deqQkZHhbp+Tk0NaWprHZ4SEhJw1hujoaOLj41m8eDFXXnml+/XFixfTvXv3845dRPzXlswcjOA855OzHJtsmLQ20rEZJlsdDcijhGHq56F9g+Lk+2zHprDqgAH2AmrWjNCxSccmCXBK0EXkwmwrXgc0OAwTAwPAMDDLmCifLxMgom5xYZ2iMg1rP92kSZPo1asX3bt3Z/To0XTo0IGioiKSk5N5//332bSpci8yuAwbNozPPvuM//73v1SvXp3MzEzAebLjOqk43RNPPMG4ceNo0aIFrVq14q233jprj8OsWbPYsWMHV1xxBTVq1OC7777D4XC4CwIlJiaybNkydu7cSVRUVLmXwSkoKGDo0KG8/PLL7Ny5k1deeYXhw4e75/hdffXVTJ06lYEDBxIbG8vIkSMJCvKskJyYmMiCBQvo1asXYWFh1KhxZsHB5557jldeeYVmzZrRqVMnpkyZQmpqKtOnTy9XvCISgM5ybIrgBDZbOAVmMCfNmBLbnJeyHJtsQRAWBfnHIC9HxyYdmyTAKUEXkQuz3ZWgh1f9vsOinQl6XjZUL714S2maNm3KqlWr+Mtf/sIzzzxDRkYGderUoWvXrrz//vuVEHDJXPvq3bu3x+tTpkxhyJAhJb7HFe+9996LzWbj/vvv58Ybb3RX2T1dbGwsM2bMYNSoUeTl5dGiRQv+/e9/07ZtW8BZuObee++lTZs2nDx58owehHO55ppraNGiBVdccQX5+fkMHjzYvUwNwIgRI0hLS+P6668nJiaGMWPGnLGP8ePH8/TTT/PPf/6TBg0asHPnzjP28/jjj5Odnc0zzzzDgQMHaNOmDd9++y0tWrQoV7wiIqeqbjiLxx3Doqla4THFCXo2TZtepGOTjk0SwAyzvNUoxKfl5OQQExNDdnY20dHRVocjvq4oH/7ahLywmqT1m05BVH2M4NAq232H+hGwf4PzSb32EKRrjmKtvLw80tLSaNKkCeHhnhet9Pe3dPrZSEVz/S4WVKtVpuNSS2M3YUYROx31yKHiRoB1aBhbtoZFBXBAxzOpHDo2+RYViROR85e+FAqPQ7VaYKuY+XrlEhQKwcW9Hfk5Vb9/ERHxeWEUEmYU4TANcq3qQQ8+9XhWcm+ziAQGJegicv5cw9sTepRp7fFKEV58tTdPCbqIiJRfdcO53vlxwnFg0bEMdDwTEUAJuohciG0/OO8b97QuhrDiE5r8HOeSbyIiIuVQHYvnn7u4llvLz3GuUCIiAUkJuoicn2P7Yf865+OGPayLIzQSjCAw7VBw3Lo4RETE59gwicS5DNsxs3JXHzmnkAiwBTuTcx3PRAKWEnQROT/bnb3n6xyJXDN5LXuOnqzyENbuyWLt3myyHMUFTzQPXUREyiGSPGyGSYEZTH4FrX1+qrV7sty3czIMCK3ufJx/rMJjERHfoARdRM5PcYK+yNEBh8Ujy93DEnVCIxbTwigiXuYcv5ORxcurWVYc7nRhUc77/Fxr4xC/omOTb1GCLiLlZ5qw8xcAfnG053ihid3hwLQXWRLOcbP4xKrwBDjslsQgAlBQUABAUFCQxZGIBLaQEGdvuFlUcNZ2UcXD24+b4WdtV2XCinvQC4/reCYV5sQJZyFE1++FeDctsigi5Xd0JxzbR4EZxGpHc/LzHazbn0dM5FEiYoOqvKJ7PpBjBBFqFMGxo7/3QIhUIYfDwcGDB4mIiCA4WIdXESsFBQURGxvL5vRMatTEuRb6accmAweGkUeeATmOIEzOnsxfqLy8vLI1dASDoxCOHfk9YRc5D6ZpcuLECQ4cOEBsbKwuHvsInUGISPntWgLAOrMpeYQB8O91x2gcE0KNk3lgwTI1hcYxZ6GfQ/lQLbbK9y8CYLPZaNSoEYZVyw6KiFtcXBx/m7eFa5raCQkyOP3YFE4BO41siggiswpGAIeeLOMw+hM5UJALh/KgWo3KDUoCQmxsLHFxcVaHIWWkBF1Eyi/dmaD/6mjlfulInoOXFhyidkQQQRZMnrnGtoqXQj6DOq3hj/+q+gBEgNDQUGw2zR4T8QaGYfCfTceZvfUENcJt2E67bvZA0GwuDv6R74q6M95+W6XHs+CZ3mVruHUb/DgCajSDO7+o1JjE/4WEhKjn3McoQReR8ivuQV92SoIOUGRC5nFr5szNJYHR4bvh+F4w89SLLiISoBJfnO3xPK/IJCP3zGNTp9AlhNt283PB9eytgvne4eFlnOfe9FLI3e28FWZD9XqVG5iIeBVd5heR8snJgCM7AIOVjpZWR+O2n5rscMSB6eCBMX+3OhwREfFikZykvbEDgGWO1hZHc5rIWhDXwfk47SdrYxGRKqcEXUTKp3h4O3HtOUaEtbGcZqmjDQA9bRstjkRERLxZN9tvBBsO0h112Edtq8M5U9Mrnfc7lKCLBBol6CJSPrtSnPeNe1kbRwlSlKCLiEgZXFJ8nHBd2PU6TXs773csPOda7iLiX5Sgi0j5FM8/p/Gl1sZRAteJVhvbLjhxxOJoRETEW11i2wTAUm8b3u7SqCfYQiBnT/G0MhEJFErQRaTsThyBAxucj70wQT9ILL85Gjif7PzF2mBEKtmiRYsYOHAg8fHxGIbBzJkzPbYPGTIEwzA8bv369fNoc+TIEe68806io6OJjY1l6NCh5ObmerRZu3Ytl19+OeHh4SQkJPDGG2+cEctXX31Fq1atCA8Pp3379nz33XcV/n1FKopXzz93CY2EhO7Ox2mLrI1FRKqUEnQRKbv0pc772hdBpBfO2eP3Ye46oRF/d/z4cTp27MikSZNKbdOvXz8yMjLct3//+98e2++88042bNhAcnIys2bNYtGiRTz00EPu7Tk5OfTt25fGjRuzcuVK3nzzTUaNGsUHH3zgbrNkyRIGDx7M0KFDWb16NYMGDWLQoEGsX7++4r+0SAU4df75XupYHU7pXBfC01OsjUNEqpSWWRORskv33uHtLimOttxLMuxabHUoIpWqf//+9O/f/6xtwsLCiIuLK3Hbpk2bmDNnDsuXL6dbt24AvPvuu1x33XX87W9/Iz4+nunTp1NQUMDHH39MaGgobdu2JTU1lbfeesudyE+YMIF+/frx3HPPATBmzBiSk5OZOHEikydPrsBvLFK605dWO5tuti0A/Gp6ae+5S6OezvtdStBFAol60EWk7Nzzz72vQJzLCtfSbwc2wcksS2MRsdrChQupW7cuLVu25E9/+hOHDx92b0tJSSE2NtadnAP06dMHm83GsmXL3G2uuOIKQkND3W2SkpLYsmULR48edbfp06ePx36TkpJISSk9qcjPzycnJ8fjJlJVuhhbAVjpaFGl+018cbbH7ZwSuoNhg+x0yN5T+QGKiFdQgi4iZVNwAjLWOB+7rup7oUPEkOaoB5iwZ7nV4YhYpl+/fnzyyScsWLCAv/71r/z000/0798fu90OQGZmJnXr1vV4T3BwMDVr1iQzM9Pdpl69eh5tXM/P1ca1vSRjx44lJibGfUtISLiwLytSRkHY6WTbBsBKx0UWR3MOYdV/Xw9dvegiAUMJehmoEI8IzuTcUUSmWYPEcWvKNZywqq00i3vRXXPmRQLQ7bffzg033ED79u0ZNGgQs2bNYvny5SxcuNDq0BgxYgTZ2dnu2+7du60OSQJEK2M3kUY+OWY1tpoNrA7n3Fwj1lxTzETE7ylBLwMV4hHB3Rud6mgOGNbGcg4rXL0iStBF3Jo2bUrt2rXZts3ZexgXF8eBAwc82hQVFXHkyBH3vPW4uDj279/v0cb1/FxtSpv7Ds658dHR0R43karQ2eYc3p7qaI7pC6fBjTUPXSTQ+MBfJuv179+f1157jRtvvLHUNq5CPK5bjRo13NtchXg+/PBDevTowWWXXca7777L559/zr59+wA8CvG0bduW22+/nccff5y33nrL/TmnFuJp3bo1Y8aMoUuXLkycOLHyvryIy94VAKx2NLc4kHNzJ+h7V4K90NpgRLzEnj17OHz4MPXr1wegZ8+eZGVlsXLlSnebH374AYfDQY8ePdxtFi1aRGHh779HycnJtGzZ0n2c69mzJwsWLPDYV3JyMj17eu9UGAlcXW2/AT4wvN3FNaXs4CbnUqci4veUoFcQby3EI1Jh9vhOgr7djIfwWCg6CRlrrQ5HpFLk5uaSmppKamoqAGlpaaSmppKenk5ubi7PPfccS5cuZefOnSxYsIA//OEPNG/enKSkJABat25Nv379ePDBB/n1119ZvHgxw4cP5/bbbyc+Ph6AO+64g9DQUIYOHcqGDRv44osvmDBhAk8//bQ7jieeeII5c+Ywfvx4Nm/ezKhRo1ixYgXDhw+v8p+JyLl0NYoTdNNHEvTI2s6lTUHLrYkECCXoFcCbC/GoUq5UiOy9kLMXjCDWmU2sjuacTGzMP+6Mc8z7H1scjUjlWLFiBZ07d6Zz584APP3003Tu3JmRI0cSFBTE2rVrueGGG7jooosYOnQoXbt25eeffyYsLMz9GdOnT6dVq1Zcc801XHfddVx22WUeU6tiYmKYN28eaWlpdO3alWeeeYaRI0d6TNG69NJL+eyzz/jggw/o2LEjX3/9NTNnzqRdu3ZV98MQKYM6ZNHIdhCHaZDqaGZ1OGXnXm5N89BFAoHWQa8At99+u/tx+/bt6dChA82aNWPhwoVcc801FkbmrJT76quvWhqD+IHi4e3Ua8PJneHWxlJGKx0t6RO02j2cUcTf9O7dG9M0S90+d+7cc35GzZo1+eyzz87apkOHDvz8889nbXPrrbdy6623nnN/IlbqUjz/fIvZkFwiLI6mHBpfCqumqQddJECoB70SeFMhHlXKlQrhWq6s4cXWxlEOrnno3Wy/wVmSGBERCQxdii/YrvKV+ecujS913mesgYLj1sYiIpVOCXol8KZCPKqUKxWieP65LyXoa82mFJhB1DWy4Gia1eGIiIjFXD3oqxwtLI6knGIbQXRDcBT9fsFcRPyWEvQyUCEeCWj2QtiX6nzsQwl6PqGsM5s6n6QvszYYERGxVCiFdDCcF2tXmj6WoIOWWxMJIErQy0CFeCSg7d/grIYeHgM1faioDqcst7Zb66GLiASytsZOwoxCDpvV2WmWPjXQayU4R1yy51dr4xCRSqcicWWgQjwS0FzD6Rp0A5tvXdNzrnM7Wz3oIiIBznN4u2FtMOcjobvzfs9KcDh87ngsImWnBF1Ezq54/vk7W2J458XZFgdTPitdPegHN8HJLKgWa2U4IiJSgRLLcUzqbHMW7l3ta/PPXeq2hZBIyM+GQ1ugbmurIxKRSqLLbyJydsU96L54UnOYGHY56jqf7FtlbTAiImKZjsZ2AFJN75mqlfjibPftnIKCoUEX5+PdGuYu4s+UoItI6U4cgSPFJzUO7zmpKY9Us7nzwZ6VZ28oIiJ+qSY5JNgOArDO0dTiaC6Aq1Cr5qGL+DUl6CJSun2rAUhz1CObKIuDOT+rHa4EXUvTiIgEog4254Xm7Y76HCPC4mgugGse+m4dz0T8mRJ0ESldcYK+1ouGBJZXqitB37sCzlLsUURE/FNHYwfgXcPbz4urB/3QFjh51NpYRKTSKEEXkdK5EnRHE4sDOX8bzcbkm8Fw4jBXvDTF6nBERKSKdSzuQV/ro1O13CJrQ83iIfqatiXit5Sgi0jp9qUCvj1nr4AQNpqJAHQytlkbjIiIVDHTnaCv8fUEHaCha7k1zUMX8VdK0EWkZLkHIGcPYLChOMH1Va4Cd65ldkREJDA0NA5RyzhGoRnEJrOR1eFcuITiYe6q5C7it5Sgi0jJinvPqX0Rx6lmaSgXylUoTgm6iEhgcS2vtslsRD6hFkdTAVw96HtXgsNhbSwiUimUoItIyYrnnxPf2do4KsDq4qXWWhu7oCjf4mhERKSqdHDPP/fdqVoe6raBkEjIz4GDm62ORkQqgRJ0ESmZHyXou826HDarE2YUQcZaq8MREZEq0sk1/9zLK7gnvjjbfTuroGBo0MX5WPPQRfySEnQRKZkfJehg/L4e+t4V1oYiIiJVwoaDdkYa4CcF4ly0HrqIX1OCLiJnysmA3EwwbBDX3upoKoR7PfQ9OqEREQkEzY29RBr5HDfD2GY2sDqciuOu5K7jmYg/CrY6ABHxQsW955vsDeg/8keLg6kYqaYrQVcPuoiILzrn8O/TuJZXW282weFPfVINujrvD/0GedkQHmNtPCJSofzor5WIVJjiBN2X1z8/3RpHMxymAVm7IPeg1eGIiEglc1VwT/Wn4e0AUXUgthFg/r7iioj4DSXoInKm4gR9rek/CfoxIthuxjuf7F1pbTAiIlLpOth2ALDW3xJ0+L0XXXVVRPyOEnQR8WSap/SgN7E4mIrlvuCwb5W1gYiISKUKoYiWxm4A1pr+dSwDoEE35/1eHc9E/I0SdBHxlL0HThyi0Axis9nI6mgq1BrXkH2d0IiI+LWLjN2EGUVkmZHsNutaHU7Fc/Wg71nhvLAuIn5DCbqIeCruPf/NbEg+oRYHU7Hcwxz3rdIJjYiIH2tvcy6vtt6RCBiWxlIp6ncEI8i54krOPqujEZEKpARdRDxlrAH8b3g7wCazEdiC4cRhyEq3OhwREakk7YvXP1/vR7VUPIRGQL02zseahy7iV5Sgi4inzLWAc1kaf5NPKNRr63yieegiIn6rXXEPuj9ebHZzF4pT4VMRf6IEXUQ8Ffegb3Q0tjiQShLfxXmveegiIn4phCJaGc5RUuv88GKzm6tQ3B4l6CL+RAm6iPzuWCbk7gfD5hwO7oeeXxoMQMrP8y2OREREKkMLYw9hRhHZZgTp/lggzsXVg75vNTjs1sYiIhVGCbqI/C7DObydWi04Sbi1sVQSV6G4drY0cDgsjkZERCpaO3eBuCb4ZYE4lzotITQKCo/Dwc1WRyMiFUQJuoj8LtM5vJ36Ha2NoxJtNRtw0gylunESDm+1OhyR87Zo0SIGDhxIfHw8hmEwc+ZM97bCwkJeeOEF2rdvT2RkJPHx8dxzzz3s2+dZ7TkxMRHDMDxu48aN82izdu1aLr/8csLDw0lISOCNN944I5avvvqKVq1aER4eTvv27fnuu+8q5TuLlIWrQJxfD28HsAVBfGfnY81DF/EbStBF5HcZrgS9g7VxVCI7Qaw3E51PNA9dfNjx48fp2LEjkyZNOmPbiRMnWLVqFX/+859ZtWoVM2bMYMuWLdxwww1ntB09ejQZGRnu22OPPebelpOTQ9++fWncuDErV67kzTffZNSoUXzwwQfuNkuWLGHw4MEMHTqU1atXM2jQIAYNGsT69esr54uLnEN7jx50P6dCcSJ+J9jqAETEi7iGuNfvCByzNJTKtMbRjIttvzkruXcabHU4Iuelf//+9O/fv8RtMTExJCcne7w2ceJEunfvTnp6Oo0a/V5jonr16sTFxZX4OdOnT6egoICPP/6Y0NBQ2rZtS2pqKm+99RYPPfQQABMmTKBfv34899xzAIwZM4bk5GQmTpzI5MmTK+KripRZMEW0Li4Q574Y689cCboKxYn4DfWgi4jTyaOQtcv5OK69tbFUMtc8dPWgSyDJzs7GMAxiY2M9Xh83bhy1atWic+fOvPnmmxQVFbm3paSkcMUVVxAaGup+LSkpiS1btnD06FF3mz59+nh8ZlJSEikpKZX3ZURK0cLYS5hRSI5ZjV1mPavDqXyuBP3ARig4YW0sIlIh1IMuIk6u3vPYxlCthrWxVLI1ZlPng8x1UFQAwaFnf4OIj8vLy+OFF15g8ODBREdHu19//PHH6dKlCzVr1mTJkiWMGDGCjIwM3nrrLQAyMzNp0sRzmHC9evXc22rUqEFmZqb7tVPbZGZmlhpPfn4++fn57uc5OTkX/B1F4PcCcRscTTB9tB8q8cXZ7sc7xw04e+PoeIiq51yBJXMtNLqkkqMTkcrmm3+5qpgK8UhAyHQNb/ff+ecuu8x6ZJmRYM939jqI+LHCwkJuu+02TNPk/fff99j29NNP07t3bzp06MAjjzzC+PHjeffddz2S58owduxYYmJi3LeEhIRK3Z8EjoApEOdiGBDfxflYo8JE/IIS9DJQIR4JCBn+X8H9dwZrHcW96Pt0QiP+y5Wc79q1i+TkZI/e85L06NGDoqIidu7cCUBcXBz79+/3aON67pq3Xlqb0ua1A4wYMYLs7Gz3bffu3eX9ahIgEl+c7b6VRbtAKhDn0qA4QdfxTMQvaIh7GagQjwSE4iHuQ+bks/C7sp0I+bJ1ZhOuYB3sS7U6FJFK4UrOt27dyo8//kitWrXO+Z7U1FRsNht169YFoGfPnvzf//0fhYWFhISEAJCcnEzLli2pUaOGu82CBQt48skn3Z+TnJxMz549S91PWFgYYWFhF/DtRM4UhN1dIC5getBBPegifkY96JXAmwrx5Ofnk5OT43ETOUPBcTj0G+CctxcIfu9BX21tICLnKTc3l9TUVFJTUwFIS0sjNTWV9PR0CgsLueWWW1ixYgXTp0/HbreTmZlJZmYmBQUFgPOY8s4777BmzRp27NjB9OnTeeqpp7jrrrvcyfcdd9xBaGgoQ4cOZcOGDXzxxRdMmDCBp59+2h3HE088wZw5cxg/fjybN29m1KhRrFixguHDh1f5z0QCWzNjH9WMAo6Z1dgZCAXiXFw96Ee2w8ksS0MRkQunHvQK5m2FeMaOHcurr75aUV9P/NX+DYDJATOWg8RaHU2VWOdK0A9shMI8CAm3NiCRclqxYgVXXXWV+7krab733nsZNWoU3377LQCdOnXyeN+PP/5I7969CQsL4/PPP2fUqFHk5+fTpEkTnnrqKY/kOyYmhnnz5jFs2DC6du1K7dq1GTlypHtkF8Cll17KZ599xssvv8xLL71EixYtmDlzJu3atavEby9yprbGTgA2mo19tkDceYmoCTUS4ehO50XnZled6x0i4sWUoFegcxXicenQoQOhoaE8/PDDjB07tlKH+Y0YMcJj3zk5OSrGI2cqnn++3pFobRxVaB+1IKI2nDjkvEDRsKvVIYmUS+/evTFNs9TtZ9sG0KVLF5YuXXrO/XTo0IGff/75rG1uvfVWbr311nN+lkhlamfbCcBGR2NrA7FCfJfiBH2VEnQRHxdAlxcrl7cW4gkLCyM6OtrjJnKG4gR9g5lobRxVyoD4zs6HKqwjIuLz2hYn6AFVIM6lgeahi/gLJegV4NRCPPPnzz/vQjyLFi2isLDQ3aa0QjynOlchHpEyyVwHwIYA6kEHTknQUy0NQ0RELoyBgzbFQ9wD62JzMVehONVVEfF5StDLQIV4xK/ZC+HAJsA5by+QPDjfWahx06pFZV7CR0REvE+CcZBo4yT5ZgjbzHirw6l69TuCYYOcvXCs9NpEIuL9NAe9DFSIR/zaod/Ang9h0ezOq2N1NFXKVcm9hbGHcPItjkZERM6Xq0DcZjOBokA8vQ2Lgtot4eAm5zD3VtdZHZGInKcA/AtWfirEI36teHg79dphZgfWoJr91OCAGUtdI4s2xi6rwxERkfPUzpYGwIZALBDn0qCLM0HfpwRdxJcF1tm4iJzJlaDHtbc2DksYrC0uJtS++ORORER8T9vii6wbzAAsEOfiqquiQnEiPk0JukigK67gTv0O1sZhEdd66B1sOyyOREREzo9JW3cPeqK1oVjJVcl93yo4x+hOEfFeStBFAplpBngPOqwr7m1pbyhBFxHxRXXJoo6RQ5FpY5PZyOpwrFOvHQSFwsmjzjXRRcQnKUEXCWTZeyAvC2zBUKeV1dFYYl3xEPfmxj7Iz7U4GhERKS/X/PPtZjz5hFocjYWCw6BeW+djLbcm4rOUoIsEssy1zvs6rZ0H9gB0kBpkmDWxGaeMJhAREZ/RNpDXPz9d/CnD3EXEJylBFwlgb//rPwB8va9GQK8D7upFV4+DiIjvaWfbCfjn/PPEF2e7b2XinoeeWmkxiUjlUoIuEsDa2JxVbzcG8rI0/L4eunocRER8T1tXgq4e9N8rue9LBYfD0lBE5PwoQRcJYG39uNehPNa7luVRj4OIiE+J5RgNjUOALjYDULslhERAwTE4vNXqaETkPARbHYCIWOTkUfdJTUBXveWUIe6Ht0FeDoRHWxuQiEgAK8+UK9dIsF2OuuQQWVkh+Y6gYIjrALuXOqdt1WlpdUQiUk7qQRcJVJnrAdjtqBPwJzWHiWGvWQswfy+cJyIiXk8F4krgmoe+V9O2RHyREnSRQFWciOqkxmmdex66CsWJiPgKTdUqgSq5i/g0Jegigap4STHN2XNaWzzM/b/ffxfQFe1FRHxJW8M5xH2DqWOZm6tQXOY6sBdaG4uIlJsSdJFA5UrQdVID/F4orr2xw+JIRESkLMLJp6mxD1APuoeaTSEsBory4MAmq6MRkXJSgi4SiIry4eBmQCc1Lq5CcU1tmVTnhMXRiIjIubQ20gkyTA6aMRykhtXheA+bDeI7OR9r2paIz1GCLhKIDm4GRxFHzSgyqGl1NF7hKNHsMWsD0M6WZnE0IiJyLpp/fhbu9dA1D13E1yhBFwlEHvPPDWtj8SJriwvFaZi7iIj3a+Ou4K6pWmdQJXcRn6UEXSQQaf55iVyV3NurB11ExOu1LV4DXT3oJXD1oB/YCIV51sYiIuWiBF0kEKmCe4nWuQvFKUEXEfFmwRTRytgNaLnQEsUkQERtcBTB/vVWRyMi5RBsdQAiUsVMUz3opXAViku07YeTR6Gaig6JiHijZsY+woxCjpnVSDfrWh1OlTh9CdCd4waU3tgwnMPct85zDnNv2K2SoxORiqIedJFAk7UL8nMgKJTtZrzV0XiVbKLY5Sg+0ctYY20wIiJSqrbF8883mo0xdTpbsvjieegqFCfiU/QXTSTQFPeeU7c1RRpEcwbXMHctTSMi4r1c8881VessVChOxCcpQRcJNBlrnfdx7a2Nw0u5CsWxL9XSOEREpHTuJdY0/7x0rh70Q79B/jFrYxGRMlOCLhJoXD3ocR2sjcNLrTVdCbp6HEREvJNJG0MV3M8pqo6zWBymLjqL+BCNbxUJMHu3/EoDA26dmWt1KF7JfbKXlQ4njkBETUvjEREJBKcXQDubBOMA0cYJ8s1gtpoNKjEqPxDfGbJ3Oy86N7nc6mhEpAzUgy4SSE4coYFxGIDNZiOLg/FOOUSywxHnfKJedBERr9O2uPf8N7Ohaqmci2s9dM1DF/EZStBFAknx8PZdjrocI8LiYLzXuuJh7m9O+aJcvToiVWnRokUMHDiQ+Ph4DMNg5syZHttN02TkyJHUr1+fatWq0adPH7Zu3erR5siRI9x5551ER0cTGxvL0KFDyc31HF2zdu1aLr/8csLDw0lISOCNN944I5avvvqKVq1aER4eTvv27fnuu+8q/PuKuLjnn2t4+7k1UCV3EV+jBF0kkGj98zJZW7weegfbDosjESnd8ePH6dixI5MmTSpx+xtvvMHf//53Jk+ezLJly4iMjCQpKYm8vDx3mzvvvJMNGzaQnJzMrFmzWLRoEQ899JB7e05ODn379qVx48asXLmSN998k1GjRvHBBx+42yxZsoTBgwczdOhQVq9ezaBBgxg0aBDr16+vvC8vAa2dkQaoQFyZ1O/kvM9Kh+OHLA1FRMpG44JEAokrQdeyNGflquTeXgm6eLH+/fvTv3//EreZpsk777zDyy+/zB/+8AcAPvnkE+rVq8fMmTO5/fbb2bRpE3PmzGH58uV069YNgHfffZfrrruOv/3tb8THxzN9+nQKCgr4+OOPCQ0NpW3btqSmpvLWW2+5E/kJEybQr18/nnvuOQDGjBlDcnIyEydOZPLkyVXwk5BA41piTT3oZVAtFmo1h8PbnMuHtrjW6ohE5BzUgy4SSNSDXiYbzEQcpkG8cYQ6ZFkdjki5paWlkZmZSZ8+fdyvxcTE0KNHD1JSUgBISUkhNjbWnZwD9OnTB5vNxrJly9xtrrjiCkJDQ91tkpKS2LJlC0ePHnW3OXU/rjau/ZQkPz+fnJwcj5tIWdThKHWNLBymwSbVUimbeK2HLuJLlKCXgeb5iV8oyodDWwDYqF6HszpONbaZ8YB60cU3ZWZmAlCvXj2P1+vVq+felpmZSd26dT22BwcHU7NmTY82JX3GqfsorY1re0nGjh1LTEyM+5aQkFDerygByjX/fLsZz0nCrQ3GV2geuohPUYJeBprnJ37hwEZwFHHEjCIDLR12Lq5CcZqHLlLxRowYQXZ2tvu2e/duq0MSH+Gq4L5BI8HK7tQedNO0NhYROScl6GXQv39/XnvtNW688cYztp0+z69Dhw588skn7Nu3z93T7prn9+GHH9KjRw8uu+wy3n33XT7//HP27dsH4DHPr23bttx+++08/vjjvPXWW+59nTrPr3Xr1owZM4YuXbowceLEKvk5iI/LWAu45p8b1sbiA9a65qEXFyMS8SVxcc6lAvfv3+/x+v79+93b4uLiOHDggMf2oqIijhw54tGmpM84dR+ltXFtL0lYWBjR0dEeN5GyaGcrLhCnkWBlF9cejCA4fgBy9lodjYicgxL0C6R5fuIziuefq+pt2aw7tZK7ehzExzRp0oS4uDgWLFjgfi0nJ4dly5bRs2dPAHr27ElWVhYrV650t/nhhx9wOBz06NHD3WbRokUUFha62yQnJ9OyZUtq1KjhbnPqflxtXPsRqUhtjZ0ArDebWBuILwmNgLptnI81D13E6ylBv0Ca5yc+I9PZg65eh7LZaDamyLRRx8iGnH1WhyNyhtzcXFJTU0lNTQWcF4xTU1NJT0/HMAyefPJJXnvtNb799lvWrVvHPffcQ3x8PIMGDQKgdevW9OvXjwcffJBff/2VxYsXM3z4cG6//Xbi4501GO644w5CQ0MZOnQoGzZs4IsvvmDChAk8/fTT7jieeOIJ5syZw/jx49m8eTOjRo1ixYoVDB8+vKp/JOLnosmlke0goNVIyq1BZ+f93pVnbycillOC7uc0z08AcDgg01mrQBXcyyaPMLaaDZ1PVFhHvNCKFSvo3LkznTs7T7yffvppOnfuzMiRIwF4/vnneeyxx3jooYe4+OKLyc3NZc6cOYSH/15Ya/r06bRq1YprrrmG6667jssuu8yj9klMTAzz5s0jLS2Nrl278swzzzBy5EiPGiqXXnopn332GR988AEdO3bk66+/ZubMmbRr166KfhISKFzLq+121CGbKIujsV7ii7Pdt3Nq0NV5r+OZiNfTOugX6NR5fvXr13e/vn//fjp16uRuY+U8v7CwsPP4ZuJXjuyAwuMQXI0defFWR+Mz1jia0tqW7lw7tvVAq8MR8dC7d2/Ms0y/MAyD0aNHM3r06FLb1KxZk88+++ys++nQoQM///zzWdvceuut3HrrrWcPWOQCtSke3q6pWuehQfE0y72rnRftbeqjE/FW+u28QJrnJz4hc43zvl5bHPq1LzNXJXf2rbY2EBERoV3xEmsbNLy9/Oq0gpAIKDgGh7eeu72IWEZn6mWgeX7i84oLxBHX3to4fIyrkjv7VqtQnIiIxVQg7gIEBUP9Ts7Hmocu4tWUoJeB5vmJr/vpJ+fIi5eW6le+PLaYCRSYQXDyKBzdaXU4IiIBK5x8mhnOgp0qdnqeGrjWQ1eCLuLNNAe9DDTPT3yaadKmeFigqt6WTwEhbDQb08nY4TyhqaleGxERK7Q20gkyTA6a0Rwg1upwfJOrUJwSdBGvpu40EX+Xu586Rg5202CzqWX2ymuto5nzgeahi4hYpq17/nkTwLA0Fp/lStAz10NhnrWxiEip1IMu4u8ynOufbzfjyUMV/ctrjaMZkKweBxGRClam5cGKtXVXcNdIsPMW2wgiasOJQ7B/PTTsZnVEIlIC9aCL+LtMZ4Ku9c/Pz5riSu4ndq2i2YvfWhyNiEhgamdLA2C9Q1ONzpth/J6U71lhbSwiUiol6CL+rjhBV1Gd87PDjOeYWY0II58Wxl6rwxERCTihFNLS2A3AOlVwvzCahy7i9ZSgi/i74iHuG8xEa+PwUQ5s7h6bDrbtFkcjIhJ4Whh7CDXsZJmR7DHrWB2Ob1MldxGvpwRdxJ/l5cBR57BAVXA/f2tMZ6G4ToYSdBGRqtbePbw9ERWIu0DxxQn6ke1w4oi1sYhIiZSgi/iz/esB2GvWIovqFgfju9Y4nPPQO9h2WByJiEjgaWcUJ+jFNUHkAkTUhJrFP0etTiLilZSgi/izjDWAiupcqDXFS621MtKh8KTF0YiIBJZ2Hj3ocsHc89BXWRuHiJRICbqIP3Mn6InWxuHj9lGLg2Y0wYYDMtdZHY6ISMAIpojWKhB3TokvznbfzsmdoKuSu4g3UoIu4s/2pQKwXic1F8hw96KrsI6ISNVpYewlzCgkx6xGulnX6nD8Q4NTllozTWtjEZEzKEEX8VcFJ+DQFkA96BXh9wRdQwJFRKqKa3j7BkcTTJ22Voz6HSAoFE4cgqM7rY5GRE6jv3Qi/mr/BjAdEFWPg9SwOhqft9ZUD7qISFVzFYjT8PYKFBwGcR2cj/domLuIt1GCLuKvMlKd9/U7WhqGv3BVcufIdjh51NpgREQCRHsViKscDS923u9Zbm0cInIGJegi/qq4QJwS9IqRRXV2OYrnP2qYu4hIpQvCTmsjHVAtlQrX0DUPXQm6iLdRgi7ir5SgV7jVZnPnAw1zFxGpdM2MfVQzCsg1w0kz46wOx7+4etAz12r5UBEvE2x1ACJSCYryKcjYQKgBvaYdBupYHZFfWO1owaCgJfwwfzb3f9+WneMGWB2SiIjPKNMSYKdwzT/fYCaqQFxFi20EkXXh+AHIWAuNelgdkYgU0187EX90YBOhhp2jZhR7qW11NH4jtbiSeyfbNkBL04iIVKb27gruidYG4o8MQ/PQRbyUEnQRf1Q8vN1ZVMewNBR/stFMJN8MoaaRS2Njv9XhiIj4tba2nQCsc2j+eaVwz0P/1do4RMSDEnQRf1ScoG9QUZ0KVUgw681EADob26wNRkTEjwVhp52xE9ASa5XG3YOupdZEvIkSdBF/5NGDLhUp1eEsFOcc5i4iIpWhmbGPCCOfXDOcHWa81eH4p/jOYNggZy9k77U6GhEppgRdxN/Yi2D/egB3b69UnNXFCXpnJegiIpWmo2074FxezaHT1coRFgX12jof71Uvuoi3UBV3EX9zaAsU5XHMrMYus57V0fgdV4LextjlXJompJrFEYmI+J8Oxg4A1jqaWhyJ7zm1Wv45VxtpeDFkrnMWimvzh0qOTETKQpckRfxN8fD2jWZjLUtTCfZSm4NmDCGG3bk0jYiIVLj2NiXoVULz0EW8js7eRfzN3lWATmoqj+HuRdfSNCIiFS+EIlob6QCsMXUsq1SuBH3faigqsDYWEQGUoIv4n32rAVinBL3SrHa0cD5Qgi4iUuFaGemEGUUcNaPYbda1Ohz/VrMZVKsBRXmQqVFhIt5ACbqIP7EXOueSAWu1LE2lSTWbOR/sXWltICIifqhD8fB25/rnhrXB+DubDRJ6OB/vXmZtLCICKEEX8S8HNoI9H8Ji2GnGWR2N31rraIrdNCB7NxzLtDockRIlJiZiGMYZt2HDhgHQu3fvM7Y98sgjHp+Rnp7OgAEDiIiIoG7dujz33HMUFRV5tFm4cCFdunQhLCyM5s2bM3Xq1Kr6iuKnXAXi1rguhkrlciXo6UutjUNEAFVxF/EvxcPbie8E2ep1qCzHqcZvZoJzjuSe5dB6oNUhiZxh+fLl2O129/P169dz7bXXcuutt7pfe/DBBxk9erT7eUREhPux3W5nwIABxMXFsWTJEjIyMrjnnnsICQnh9ddfByAtLY0BAwbwyCOPMH36dBYsWMADDzxA/fr1SUpKqoJvKf6oQ/ESa84edKl0jS5x3u9eBqYJhs4fRKykHvQKoF4K8RruBL2ztXEEAHehuN2/WhuISCnq1KlDXFyc+zZr1iyaNWvGlVde6W4TERHh0SY6Otq9bd68eWzcuJFPP/2UTp060b9/f8aMGcOkSZMoKHAWk5o8eTJNmjRh/PjxtG7dmuHDh3PLLbfw9ttvV/n3Ff8QTj4XGXsAWONQD3qViO8MthDI3Q9Hd1odjUjAU4JeAZYvX05GRob7lpycDHBGL8Wpbd544w33NlcvRUFBAUuWLGHatGlMnTqVkSNHutu4eimuuuoqUlNTefLJJ3nggQeYO3du1X1R8X6uBL1BF2vjCAArHBc5H2jOnviAgoICPv30U+6//36MU3rHpk+fTu3atWnXrh0jRozgxIkT7m0pKSm0b9+eevXquV9LSkoiJyeHDRs2uNv06dPHY19JSUmkpKScNZ78/HxycnI8biIAbY2dBBkm+81Y9lPT6nACQ0g1qN/R+VgXnUUspyHuFaBOnToez8eNG1dqL0VJXL0U8+fPp169enTq1IkxY8bwwgsvMGrUKEJDQz16KQBat27NL7/8wttvv61hhOJUmAf7nSfNzh70dZaG4+9Wms4EPT99Je1fnEkBIewcN8DiqERKNnPmTLKyshgyZIj7tTvuuIPGjRsTHx/P2rVreeGFF9iyZQszZswAIDMz0yM5B9zPMzMzz9omJyeHkydPUq1atRLjGTt2LK+++mpFfT3xIx21/rk1Gl0Ce1fA7qXQ8Y9WRyMS0NSDXsG8rZdCAsj+DeAogohaEJNgdTR+b5dZj4NmNGFGEe2MNKvDETmrjz76iP79+xMfH+9+7aGHHiIpKYn27dtz55138sknn/DNN9+wffv2So9nxIgRZGdnu2+7d++u9H2Kb2ivBN0a7kJxGhUmYjX1oFcwb+ulyM/PJz8/3/1cwwj918vv/4vXQuDHYw25b8R3VocTAAxWOS4iKWgF3WxbWGW/yOqAREq0a9cu5s+f7z7mlKZHD+cJ+rZt22jWrBlxcXH8+qvncNf9+/cDuEeExcXFuV87tU10dHSpxyWAsLAwwsLCyv1dxPckvji7XO1dFdzXqoJ71XIl6Ac2Ql42hMdYG49IAFMPegXztl6KsWPHEhMT474lJKhn1V91NJz/n9aa6nWoKq556F1tWy2ORKR0U6ZMoW7dugwYcPYpGKmpqQDUr18fgJ49e7Ju3ToOHDjgbpOcnEx0dDRt2rRxt1mwYIHH5yQnJ9OzZ88K/AYSKKI5TjNbBqAK7lWuej2okQiYztVJRMQyStArkKuX4oEHHjhru1N7KaD0HgjXtrO1OVcvhYYRBo72Nucw63UaFlhlVroT9N8A09pgRErgcDiYMmUK9957L8HBvw+a2759O2PGjGHlypXs3LmTb7/9lnvuuYcrrriCDh06ANC3b1/atGnD3XffzZo1a5g7dy4vv/wyw4YNc/d+P/LII+zYsYPnn3+ezZs389577/Hll1/y1FNPWfJ9xbd1LF5ebZejLkeIPkdrqXAJxcutaZi7iKWUoFcgb+ylCAsLIzo62uMmfqjgOC2Kl6XRvL2qs95sQr4ZTG0jh8bG/nO/QaSKzZ8/n/T0dO6//36P10NDQ5k/fz59+/alVatWPPPMM9x8883873//c7cJCgpi1qxZBAUF0bNnT+666y7uuecej3XTmzRpwuzZs0lOTqZjx46MHz+eDz/8UMVL5bx0MpwdF6vN5hZHEqAaFQ9z373U2jhEApzmoFeQs/VSfPbZZ1x33XXUqlWLtWvX8tRTT5XaS/HGG2+QmZlZYi/FxIkTef7557n//vv54Ycf+PLLL5k9u3xzu8RPZawlyDDJNGtwgBpWRxMwCghhndmUbsZvdDN+szockTP07dsX0zxzdEdCQgI//fTTOd/fuHFjvvvu7DUtevfuzerVq887RhGXzjZngp7qUIJuCVcP+p6VYC+CIKUJIlbQb14FOVcvxTvvvMPx48dJSEjg5ptv5uWXX3a3cfVS/OlPf6Jnz55ERkZy7733lthL8dRTTzFhwgQaNmyoXgr5XfH65xreXvVWOC6im+234mHuIiJyfkw6FSfoq5WgV5hTi/SdcynQOq0gLAbysyFzLTToUsnRiUhJlKBXEPVSiKX2rgRgrYrqVLlVjhYAStBFRC5AY2M/NY1c8s1gNpmNrQ4nMNlszvXQt86F9BQl6CIW0Rx0EX9QXHF1tdnC4kACj6tQXEvbHjh51OJoRER8k2v++QYzkQJCLI4mgCX2ct7vXGxtHCIBTAm6iK/LPQhZu3CYBmscWje2qh0mhh0O52oL7FlhbTAiIj5K88+9ROPiBD19CTgc1sYiEqCUoIv4ur3OpHC7Gc8xIiwOJjCtMp296KSr8q2IyPnQ/HMvUb8jhEQ4R4Qd3Gx1NCIBSQm6iK8r7rXVSY11ljtaOh+kp1gbiIiIDwqjgDbGLkBLrFkuKAQSujsf79IwdxErqEiciK9zzz/XSY1VfnW0cj7YswIK8yAk3NqAREQsdGrl8LJoa+wk1LBz0Ixmj1mnkqKSMmt8GexY6EzQuz9odTQiAUc96CK+zGGHvasAzduzUpoZxwEzFuz53DZyYrlPTkVEApnn/HPD2mAEGl/qvN+1BEpYoUhEKpcSdBFfdug3KDgGIZH8Zja0OpoAZrh70bvbNGdPRKQ8NP/cyzToCkGhkLsfjuywOhqRgKMEXcSHPTfhYwCW5jfCTpDF0QS2ZcUJeg/bJosjERHxLe4edE3V8g4h4dCgm/Ox5qGLVDkl6CI+rLOxFVCvgzdY5mgNQFfbVoIpsjgaERHfUIcsGhqHcJgGax1NrQ5HXLQeuohllKCL+LDOtu2A5p97g61mA46aUUQY+bQ30qwOR0TEJ3SxOS80/2Y2JFdLhXqPU+ehi0iVUoIu4qvyc7nI2A2oB90bmNg0D11EpJy62n4DYKXjIosjEQ8Nu4MRBNnpkJVudTQiAUUJuoiv2reaIMNkr1mLA9SwOhrh9+XWNA9dRKRsLrZtAWC5o6XFkYiHsCiI7+R8rGHuIlVK66CL+CrX+ufqPfcaS4vnoXezbXEugWdT4T4RkdKEk0/b4ilBK0z1oFe205cA3TluwDnecDnsXQlpi6DT4EqMTEROpR50EV+1dyWgBN2bbDIbk2NWI9o4CZnrrA5HRMSrdTR2EGrY2W/GssesY3U4crqmVzrv037SeugiVUgJuogvMk1IXwrAakcLi4MRFwc2VriGaaqwjojIWXX1GN5uWBuMnCnhEud66Dl74fB2q6MRCRhK0EV80eHtcOIQeWYI680mVkcjp3DNQ9fasSIiZ9dNBeK8W2gEJPRwPk77ydpYRAKIEnQRX5SeAsAasxkFhFgcjJxqqaON88HOX5zz0EVE5AwGDncFdxWI82JNrnDeK0EXqTJK0EV8UfHw9hXqdfA668wm5JjVIC8LMtdaHY6IiFdqYewlxjjBcTOMTWZjq8OR0jRxzUP/GRwOa2MRCRBK0EV8UXEPunodvI+dIJYVV3Nnx0JLYxER8Vau4e2rHc2xoxUvvFaDLhAaBSePwP71VkcjEhCUoIv4mtyDcGQ7YLBKBeK80mJHOwAWzf3PGcvaiIhI8XKUwEpTF5q9WlAINO7lfKxh7iJVQgm6iK/Z7RzeTt3W5BBlbSxSIleCfrFtC2EUWByNiIj36WY4E3RN1fIBrnnoO5Sgi1QFJegiPuaf0z8D4NN99S2OREqz1WzAATOWakYBXWxbrQ5HRMSr1OUojWwHsZsGqx3NrQ5HzsW1HvquJWAvtDYWkQAQbHUAIlI+F3usGyveyWCJow2DgpZwqW2D1cGIiFS68kzncQ1v32w2IpeIygpJKkrdthBRC04chr0rodElVkck4tfUgy7iSwpO0NbYCcAKJehezTXMvZdNRXVERE7Vw7YJgF8drSyOJLAlvjjbfTsrmw0SL3c+VvFTkUqnBF3El+xdSYhhZ59Zk73UtjoaOYvFdmeC3tHYDnnZFkcjIuI9eto2ArDU0cbiSKTMml3tvN/+g7VxiAQAJegivqR4/fOVjosAw9pY5Kz2UZs0Rz2CDBN2LrY6HBERr1CLbC6y7QVgmXrQfUfza5z3e5bDiSPWxiLi55Sgi/gSrX/uU1zD3LU0jYiI0yXFw9s3ORqRRXWLo5Eyi2kIdVqD6dAwd5FKpgRdxFfYi2D3rwCsVILuE9wJuk5mxAKjRo3CMAyPW6tWv/dY5uXlMWzYMGrVqkVUVBQ333wz+/fv9/iM9PR0BgwYQEREBHXr1uW5556jqKjIo83ChQvp0qULYWFhNG/enKlTp1bF1xMfdUnx8PYUDW/3Pa5e9G0LrI1DxM8pQRfxFRlroOAY2WYEm8xGVkcjZZDiaIPDNODgZsjea3U4EoDatm1LRkaG+/bLL7+4tz311FP873//46uvvuKnn35i37593HTTTe7tdrudAQMGUFBQwJIlS5g2bRpTp05l5MiR7jZpaWkMGDCAq666itTUVJ588kkeeOAB5s6dW6XfU3zH7/PPW1sciZRb8z7O+23zwTStjUXEjylBrwDqpZAqsXMRAMscrXHoV9cnZFGdNWYz55Nt860NRgJScHAwcXFx7lvt2s7iktnZ2Xz00Ue89dZbXH311XTt2pUpU6awZMkSli511rqYN28eGzdu5NNPP6VTp07079+fMWPGMGnSJAoKCgCYPHkyTZo0Yfz48bRu3Zrhw4dzyy238Pbbb1v2ncV71SGL5rZ9OEyDZUrQfU/jSyEkAnIzYb9WKBGpLDrLryDqpZBKl+ZM0DUs0LcstHcE4PuZ/yrXOsEiFWHr1q3Ex8fTtGlT7rzzTtLT0wFYuXIlhYWF9OnTx922VatWNGrUiJQUZ62LlJQU2rdvT7169dxtkpKSyMnJYcOGDe42p36Gq43rM0RO5RrevslsRDZRFkcj5RYcBk2ucD7WRWeRSqMEvYKol0IqVVGBu4L7Ekdbi4OR8ljocCbol9nWE0zROVqLVJwePXowdepU5syZw/vvv09aWhqXX345x44dIzMzk9DQUGJjYz3eU69ePTIzMwHIzMz0SM5d213bztYmJyeHkydPlhpbfn4+OTk5Hjfxf64CcbrQ7MNcw9y3KkEXqSxK0CuIeimkUu1bBYUnIKIWv5kNrY5GymGt2ZRDZjTVjZN0s/1mdTgSQPr378+tt95Khw4dSEpK4rvvviMrK4svv/zS6tAYO3YsMTEx7ltCQoLVIUkVuETrn/s+V6G43UshTxfWRCqDEvQKoF4KqXRpPzvvEy/D1K+tTzGxscjRAYDetjUWRyOBLDY2losuuoht27YRFxdHQUEBWVlZHm32799PXFwcAHFxcWfUS3E9P1eb6OhoqlWrVmosI0aMIDs7233bvXv3hX498XJ1OUozWwYO0+BXrX/uu2o2hZrNwFGkJURFKonO9CuAeimk0rkOgq65X+JTXPPQr7SlWhuIBLTc3Fy2b99O/fr16dq1KyEhISxY8PtySVu2bCE9PZ2ePXsC0LNnT9atW8eBAwfcbZKTk4mOjqZNmzbuNqd+hquN6zNKExYWRnR0tMdN/Jur93yD2ZgcIi2ORk6X+OJs9+2c3MPckys3KJEApQS9EqiXQipUYZ57/XMSlaD7op8d7XGYBq1tu7XcmlSZZ599lp9++omdO3eyZMkSbrzxRoKCghg8eDAxMTEMHTqUp59+mh9//JGVK1dy33330bNnTy655BIA+vbtS5s2bbj77rtZs2YNc+fO5eWXX2bYsGGEhYUB8Mgjj7Bjxw6ef/55Nm/ezHvvvceXX37JU089ZeVXFy/UU8Pb/UeLa533W+eBw2FtLCJ+SAl6JVAvhVSoPcvBng9R9aB2C6ujkfNwlGhS3cutqcdBqsaePXsYPHgwLVu25LbbbqNWrVosXbqUOnXqAPD2229z/fXXc/PNN3PFFVcQFxfHjBkz3O8PCgpi1qxZBAUF0bNnT+666y7uueceRo8e7W7TpEkTZs+eTXJyMh07dmT8+PF8+OGHJCUlVfn3lapX9l5XkyuC1gKw2NGu8gOTypV4OYREwrEMyEi1OhoRvxNsdQD+4Nlnn2XgwIE0btyYffv28corr5TYS1GzZk2io6N57LHHSu2leOONN8jMzCyxl2LixIk8//zz3H///fzwww98+eWXzJ6tZZv83k7n/PP/ZjfjiRHfWRyMnK+F9k50sW1zDgnsOsTqcCQAfP7552fdHh4ezqRJk5g0aVKpbRo3bsx33539707v3r1ZvXr1ecUogaGZsY8GxmHyzRCWav1z3xcS7iwWt+lb2PIdNOhidUQifkU96BVAvRRSqYrXP9fyar7NtdwaO35yLpsnIhIgrrA5e89/dbQkjzCLo5EK0WqA836zOg5EKpp60CuAeimk0hScgD0rAK0b6+vWmU04ZEZTuyAH0pdA095WhyQiUiVcCbprRQvxAy36ghEEBzbA0Z1QI9HqiET8hnrQRbzZrsXgKGSPWZt0s67V0cgFMLGxwO4cBjj140llq5QrIuLjwijgEtsmQAm6X4moCY0vdT5WL7pIhVKCLuLNts0HYJG9A2BYG4tcsLmObgD0DVoBmNYGIyJSBbrZtlDNKCDTrMEWU0u9+pWW1znvtyhBF6lIStBFvFlxgv6Ta/6y+LTFjnYcN8OIN47Q3kizOhwRkUrnGt7+s709utDsZ1oVJ+i7lsCJI9bGIuJHlKCLeKsjaXB4G9iCWawCcX4hn1B3sbikoOUWRyMiUvncCbqGt/ufGolQty2Yduea6CJSIZSgi3ir4t5zEi4hlwhrY5EKM89ePMzdtsLiSEREKlddjtLathuHafCz1j/3GWVf357fe9E3q66KSEVRgi7irbYtcN43v8baOKRC/ejoTKEZxEW2vXBom9XhiIhUmiuCnL3n68wmHCXa4mikUriWW9u2wLnyjIhcMC2zJuKNivLd65/TvA+w29JwpOLkEEmKow1XBK2DzbPgsietDklEpEzKu/qEllcLAPU7QWwjyEqHrXOh7Y1WRyTi89SDLuKN0lOg8DhE1YO49lZHIxVsXnE1dzbPsjYQEZFKEkzR7wm6XQm63zIMaHuT8/H6GdbGIuInlKCLeKPi+edfZbUkcYSWL/E3rnno7FkOORnWBiMiUgm62X4j1jjOETOKVWYLq8ORytTuZuf91nmQf8zaWET8gBJ0EW9UPP9cy6v5pwPUYJWjOQB//uu4shfjERHxEdfaVgLwg6MLdoIsjkYqVVx7qNUcivJgy/dWRyPi85Sgi3ib7D1wYCN20+Bnh4a3+6vZ9h4ADAxKsTgSEZGKZnJt8UoVyfauFscilc5jmPt/rI1FxA8oQRfxNsVria4xm5FNlMXBSGWZZe+JwzTobttCPIesDkdEpMK0NHbTyHaQPDOERbrQHBhcw9y3LYCTR62NRcTHKUEX8TabnIXD5qvXwa/tpybLHK0B9aKLiH9xDW//xdGOk4RbHI1UibqtoG4bcBRqTXSRC6QEXcSb5GW7l1eb66r0LX7rv45LAfhD0BKLIxERqTjXBjkT9GQdx3yeq0ZKmWqlaJi7SIVQgi7iTX6b57z6XPsitpsNrI5GKtn39u4UmEG0se2iubHH6nBERC5YPY7Q0bYDh2mwwN7F6nCkKrUrTtB3/AS5B62NRcSHKUEX8Sab/+e8bz3Q2jikSmQT5a7Uf4N60UXED7h6z1PNZhwixuJopErVagbxXcC0w7ovrY5GxGcFWx2AiDi1fPEbVoXNIdKAgfNrWB2OVJFv7ZdybdAq/mBbAqbprIYrIuIlyrsEZB/bKgCS7RreHpA63wn7VsHq6XDJozqmiZwH9aCLeInLbOuINPLZa9ZindnE6nCkisx3dOGEGUZj2wHYu8rqcEREzls0x+lp2wDAPIcKnQakdjdDUBgc2AAZqVZHI+KTlKCLeImk4jVj59m7AbriHChOEv77iezaL6wNRkTkAiQFLSfMKOI3RwO2m/FWhyNWqFYDWl/vfLz6U2tjEfFRStBFvIG9iD7F8/bmqeptwPnGfrnzwdovoDDP2mBERM7TQJtzychv7ZeiC80BrPNdzvt1X+mYJnIelKCLeIP0FGoauRwxo/jV0crqaKSK/exozx6zNuRl8fgro8s951NExGq1yaaXbT0A/3P0tDgasVSTKyG6oXPp2M2zrI5GxOcoQRfxBhv/C8ACexfsBFkcjFQ1Bza+KroSgNuDfrQ4GhGR8rsuaClBhkmqoxm7zDirwxEr2YKg02Dn49Tp1sYi4oOUoItYzV4IG2YAMEu9DgHrK/uVOEyDS4M20tjItDocEZFyuSHo1OHtEvA63eG83/4jZO+xNhYRH6MEXcRq23+AE4c5aEbzi6Od1dGIRfZRm58cHQD4Y9BCS2MRESmPBhykm+03HKbBLPslVocjlSjxxdnu21nVbAqJlwMmrJxWJbGJ+Asl6CJWK67c/T/7pRreHuA+t18NwK1BPzlHVoiI+ICBxb3nSx2tOUANi6MRr3HxUOf9yilQlG9tLCI+JNjqAEQCWl4ObHZehf7GfpnFwYjVFjg6c9CMoY6RDb/NgdYDrQ5JRAJQeQtVuoe3OzS8XU7R6nqoHg/H9sGGb6Dj7VZHJOIT1IMuYqVN/4OiPKh9EevMJlZHIxYrIpiv7Vc4n6ycamksIiJl0cLYQxvbLgrMIL63d7c6HPEmQSG/96IvmwymaW08Ij5CCbqIhX6ZMQmANzM6oTVjBeBz+1U4TAO2zeeaER9oyTUR8WqulScWOjqRTZTF0YjX6ToEgsJg32rYs8LqaER8ghJ0Eavk7ONS20YA/qthgVJslxnHfEcXAO4PmmNxNOLLxo4dy8UXX0z16tWpW7cugwYNYsuWLR5tevfujWEYHrdHHnnEo016ejoDBgwgIiKCunXr8txzz1FUVOTRZuHChXTp0oWwsDCaN2/O1KlTK/vriRcIo4Cbgn4G4LPiGhoiHiJrQ/tbnI+XTbY2FhEfoQS9AugkSM7Luq+xGSa/Olqyx6xrdTTiRT4sug6Am4MWUYMci6MRX/XTTz8xbNgwli5dSnJyMoWFhfTt25fjx497tHvwwQfJyMhw39544w33NrvdzoABAygoKGDJkiVMmzaNqVOnMnLkSHebtLQ0BgwYwFVXXUVqaipPPvkkDzzwAHPnzq2y7yrWSLItp4aRy16zFoscHa0OR7xV94ec9xtnQk6GpaGI+AIViasArpOgiy++mKKiIl566SX69u3Lxo0biYyMdLd78MEHGT16tPt5RESE+7HrJCguLo4lS5aQkZHBPffcQ0hICK+//jrw+0nQI488wvTp01mwYAEPPPAA9evXJykpqeq+sFw404TUzwD4r72XxcGIt/nVbMVaRxM62NK4M2gBMNjqkMQHzZnjOQJj6tSp1K1bl5UrV3LFFVe4X4+IiCAuLq7Ez5g3bx4bN25k/vz51KtXj06dOjFmzBheeOEFRo0aRWhoKJMnT6ZJkyaMHz8egNatW/PLL7/w9ttv69jk5+4I/gGAL4t641CfT8A5dQrWznEDSm8Y3wkSLoHdS2H5h3DNnys/OBEfpr+mFWDOnDkMGTKEtm3b0rFjR6ZOnUp6ejorV670aOc6CXLdoqOj3dtcJ0GffvopnTp1on///owZM4ZJkyZRUFAA4HES1Lp1a4YPH84tt9zC22+/XaXfVyrArsVwcBMnzDC+tWt4u5zOcPei3xOcrOVppEJkZ2cDULNmTY/Xp0+fTu3atWnXrh0jRozgxIkT7m0pKSm0b9+eevXquV9LSkoiJyeHDRs2uNv06dPH4zOTkpJISUkpNZb8/HxycnI8buJbmhgZXGLbhN00+NLe2+pwxNv1fNR5/+s/IS/b2lhEvJwS9EqgkyA5p+UfAjDT3otjRJyjsQSi7xw9yDBrUtfIgvX/sToc8XEOh4Mnn3ySXr160a5dO/frd9xxB59++ik//vgjI0aM4F//+hd33XWXe3tmZqbHcQlwP8/MzDxrm5ycHE6ePFliPGPHjiUmJsZ9S0hIqJDvKVXn9iBn7/lCRycyqGVxNOL1Wg2EOq0gPxt+/cDqaES8mhL0CqaTIDmnY5nO5dWAf9mvtTgY8VZFBDOtqK/zyZKJWp5GLsiwYcNYv349n3/+ucfrDz30EElJSbRv354777yTTz75hG+++Ybt27dXajwjRowgOzvbfdu9e3el7k8qViiF3BK0CIB/qziclIXNBpc/63yc8h7k51obj4gXU4JewXQSJOe06hNwFEHCJWwyG1sdjXixz+xXk2uGw4ENPPR/r2rJNTkvw4cPZ9asWfz44480bNjwrG179OgBwLZt2wCIi4tj//79Hm1cz13z1ktrEx0dTbVq1UrcT1hYGNHR0R438R1JtuXUMo6RadbgR0cnq8MRX9H2RqjZFE4egZVTrI5GxGspQa9AOgmSc7IXkfHD+wA8vr2rxcGIt8shiql2Z5Gtp4L/g4HD4ojEl5imyfDhw/nmm2/44YcfaNKkyTnfk5qaCkD9+vUB6NmzJ+vWrePAgQPuNsnJyURHR9OmTRt3mwULFnh8TnJyMj179qygbyJVIfHF2e7b2Zk8GOxs87n9KuwEVX5w4h+CguGyp52PF/8dCkse/SkS6JSgVwCdBEmZ/fY99Y0jHDKjmePobnU04gP+WTSAHLMarW3p9LMttzoc8SHDhg3j008/5bPPPqN69epkZmaSmZnpnhK1fft2xowZw8qVK9m5cyfffvst99xzD1dccQUdOnQAoG/fvrRp04a7776bNWvWMHfuXF5++WWGDRtGWFgYAI888gg7duzg+eefZ/Pmzbz33nt8+eWXPPXUU5Z9d6k8PW0b6WBLI88M4RPXNBwJeGW+wNPhjxCTAMcPOEcUisgZlKBXAJ0ESZkVF4f7wt6bAkIsDkZ8QTZRfGzvD8BTwV+Dw25xROIr3n//fbKzs+nduzf169d337744gsAQkNDmT9/Pn379qVVq1Y888wz3Hzzzfzvf/9zf0ZQUBCzZs0iKCiInj17ctddd3HPPfd4LBnapEkTZs+eTXJyMh07dmT8+PF8+OGHWmLNTz0UNAuAr+xXcgSNypNyCg6FXk84H/88XnPRRUpgmKYqD10owzBKfH3KlCkMGTKE3bt3c9ddd7F+/XqOHz9OQkICN954Iy+//LLHkPNdu3bxpz/9iYULFxIZGcm9997LuHHjCA7+fbn6hQsX8tRTT7Fx40YaNmzIn//8Z4YMGVLmWHNycoiJiSE7O1vD3ataxhr4xxXYTYMr8t9hL3Wsjkh8RDTH+TnsCWKME3DzR9D+FqtDkvOgv7+l08/GemWpcdHSSGdu2IvYTYOrC8azy4yrgsjE15x1TXRwLh06qTsc3QlXvghXjaiSuKRk+vvrfYLP3UTO5VzXOBISEvjpp5/O+TmNGzfmu+++O2ub3r17s3r16nLFJ15i0d8A+NZxqZJzKZccIvln0QCeDfkKFo6DNoOcc/lERKrQQ8Vzz+c4LlZyLucvOAz6vApf3QtL/g5dh0B0faujEvEaGuIuUhUObIJN3wIwqegPFgcjvmiqPYmjZhQc3spLI59XRXcRqVJxHOYG2xIA/lE00OJoxOe1+QM07A6FJ+DH16yORsSrKEEXqQo/v+W8b30D28yzV/gXKUkuEbxTdDMAzwZ/QQyatyciF6bsldvhweDvCDHspNjbsNZsVgXRiV8zDEj6i/Px6umQud7aeES8iBJ0kcp2eDv2tV8BMCD1EouDEV/2qb0PWxwNqWnkOgvGiYhUgQYc5K6gZADet6v3XM6uzBd+Ero710bHhHn/ByqLJQIoQRepfL+8TZBh8oO9ExvMRKujER9mJ4hRRfcCcHdQMuzfYHFEIhIIngr5D2FGEUvsbVjk6GB1OOJPrnkFgkJhx0JYpwvPIqAEXaRyHUmDNf8GYGLRIGtjEb+Q4mjLbHt3ggwTvn9BPQ4iUqlaGuncZPsZgHFFg4GSV64ROS81m8AVzzsfz3kBjh+2Nh4RL6AEXaQyJY8ERxGL7O1ZZV5kdTTiJ14vvJM8MwR2/qweBxGpVM8Ff4HNMJlt766551I5ej0BddvCicMwV0uuiShBF6ksO39xVm43bLxWdJfV0Ygf2Usd94iMrP88QfcXP1VVdxGpcBcbm+kTtJoi08bfiv5odTjir4JD4YZ3AQPWfgFb51sdkYiltJCuSGVw2Fn/8TDa2eBfhVfzm5lgdUTiZybbB9I3aAUdbGmMC/kn9xc+Z3VIIuLlynMhz4aD/wuZDsDn9qtIM7VOtZTf6f/ndo4bUHLDhl3hkj/B0vdg1lPwp8UQHl0FEYp4H/Wgi1SG1Om0s+0kx4zg7aJbrI5G/FARwTxT+CfyzRCuDkrlj0ELrQ5JRPzI3UHJdLJtJ8esxoSim6wORwLBVf8HsY0gOx3+94RqrEjAUoIuUtHyj8GCMQBMKLqRI+gKsFSOrWZD/lZ0KwB/Dv4Xl42YWuY1jUVEShPPIZ4P/hyAN4pu5yA1LI5IAkJYFNz8EdiCYcMMWDnF6ohELKEEXaSiJY+E4wdIc9TjE3uS1dGIn/vIfh2/OloSZeQxMeTvhFJodUgi4tNMxoRMIdLIZ7njIqbbr7E6IAkkCd2dS68BfP8iZK6zNh4RCyhBF6lI2+bDio8B+L+ioRSqzINUMgc2ni78E1lmJJ1s2xkdPAXQsEAROT/X25ZyTdBqCswgRhQ+gKlTRalArlFeZx3p1XM4tEgCez58NcQ5MlEkgOivrkgF6fDiF2T+6wEAphQlscTRzuKIJFDsMevyWOFj2E2D24MXcmfQAqtDEhEvUaaEqFgdjvJKyDQA3rP/gW1mw8oOT+RMNhvcOBmiG8Dhbc4k3a7RYRI4lKCLVJBXQ6YRZxxlu6M+fy263epwJMD87OjAm8XLIL0SPA3Sl1ockYj4kiDsTAx9lzpGDpscCbxX9AerQ5JAFlET/vgvCIlwjk6c/bSKxknAUIIuUhHW/4cbgxZjNw2eLXyEPMKsjkgC0GT7QGbZLyHUsHPko5vpM+IfKhgnImXyTPBX9LBtJtcMZ1jhExQQYnVIEugadHUWjTNssOoTWPQ3qyMSqRJK0EUuVMYa+O9wAN6338Bqs4XFAUngMniu8CFSHU2paeQyPfR1Eoz9VgclIl7uatsqHg3+FoAXCh9ihxlvcUQSCMo0/aLVddD/DefjH1+DldOqJjgRC6mClciFOLYf/n0HFJ5gkb291jwXy50knCEFL/B56Gu0su3ms5DXIacfROuEWyRQlGfkTFNjH2+FvA8466fMdlxSWWGJnJ/uD0JWOiz5O/zvcbAXOF8T8VPqQRc5X4V5rHrzOsjZw3ZHfYYXPo6dIKujEiGL6txd8CJpjnok2A7CtIHOkxsRkVPEc4h/hY4l1jjOKkdzXi+60+qQREp27Wi45FHn4++ehSUTrY1HpBIpQRc5H/YimPknuti2kW1G8EDhs+QQaXVUIm4HqcFdBS+x16wFh7ex/+3LuW7EJKvDEhEvUZMc/hU6lgbGYbY76vNAwbNaGlS8l2FA0utw2dPO5/P+D358HRwOa+MSqQRK0EXKy14IMx6ADTMoNIMYVvgEaWZ9q6MSOcNe6nBz/ig2OxKoZ2TxRegY2P6j1WGJiMWqc4JpoeNoZstgr1mLuwpe4gjRVoclAaxM89ENA64ZCVf9n/P5T3+Fr+6F/NyqCVKkiihBFymPogL4+j7Y8A3YQni08Al+cbS3OiqRUmVSi9sKRpJib0N14yRMvwWWvKteBxE/U9b1zutzmK9CX6W9bSeHzGjuLhhBBrWqKEqRC2QYcOXzcMO7YAuBTd/CR33hSJrVkYlUGCXoImWVlwNf3AWb/ke+Gcz9eU+Q7OhmdVQi55RDJPcWvsBM+6XgKIJ5L/PDK1fB8UNWhyYiVai1sYsZYa/QyrabA2YsdxeMUMV28TplutjU5R647zuIqgcHNsA/roTV07VWuvgFJegiZXFwC/zzatg6l3wzhIcKn+EHRxeroxIpswJCeLJwGC8VDiXfDOHqoFQy3+jG0JdGl6nXTUR82zW2lXwZOpr6xhF+czTgxvxX2WQ2tjoskfOX0B0eWggNu0N+Nvz3Ufj3YDiWaXVkIhdE1UBEzmXjtzDzT1CQC9Xj+eOhR0g1m1sdlch5MPjMfg2rHC2YGPJ3mtv28VHoeObZu/Jq4T1WByci5VSWC2vh5PNy8KfcFbwAgBR7Gx4ufEqFTcU/RMfDfd87l2BbOBZ++x4mLYErnncuxRYcZnWEIuVmmKbGggSSnJwcYmJiyM7OJjpaBWHOKvcAzH0J1n0FwFJHa4YXPM4hYiwOTOTCVSOPx4O/4YGg7wgx7Jw0Q6l25RPQcxhUq2F1eH5Jf39Lp5/N+TlXgt7J2Mb4kPdpZssA4KOi/vy16HYKCKmK8EQq3M5xA0rfuH+js0MlI9X5vEYi9HkVWt8ANg0aLo3+/nof/W8VOZ3DDiunwcSLncm5YWNy0fXcVTBCybn4jZOE89eiwVxXMJZljlZUMwpg0ZvkjGvNhJeHwIkjVocoIucpnkO8EzKRmWEjaWbLINOswZ0FIxhTdLeSc/Ff9drAgz84C8hF1YOjO51V3t/v6ZyfXlRgdYQiZaIe9ACjq2RnYS+CDTNg0Ztw6DcA1jsSGVH4AOvMphYHJ1KZTPrZlvNE8H9obdvtfCk4HNreBN3uh4bdnJVz5YLo72/p9LMpm3P1mMdxmCHBcxkSNJdwoxCA/9gvZ3Th3WQTVRUhilSZs/am5+c6h72nvAcFx5yvVa/vLC7X8XaoqfM6F/399T5K0AOMfglLcPyws6f81w/gyHbna+GxjDk2gKn2ftgJsjY+kSpi4CDJtoLHgr+hrW2X+/UtjobMtl/Cd47uzB/7sIUR+jb9/S2dfjalO/c8c5POxjaGBM/lOtsyQgw74JyW9VrhnazXBWYJAKUm63nZsHIqLH0fjmX8/nrjXtDuJrioH8Q0rJIYvZX+/nofJegBRr+ExfKyYcdCWP8f2PwdOJw9DUfMKD4sGsAn9mvJJcLaGEUs4zzhvzN4AdfbUtw9cQDUvgiaXQ1NroTEXhCuaR9lpb+/pdPPpnQlJ+gmrY10rg9KYYBtGYm2/e4tSx2t+aBoAD84OgMa+SKBp8RkvSgfNv0PUj+D7T8Ap6Q/ce2h+bXOY1pCDwirXmWxegP9/fU+StB90KRJk3jzzTfJzMykY8eOvPvuu3Tv3r1M7w3YX8L8Y7BvNez+1ZmYp6c414Muts6RyFf2K/nafiUnCLcuThEvE00ufYNW0t/2K5fb1hJa3DsHgGGDOq2hQWeI7+I8yanTUkl7Kfz976+OTRXn9KQ8CDtNjQw627ZyqW0Dl9o2UtfIcm8/aYbynaM7Hxf1Z4PZpIqjFfFeJSbr2Xth/dfODprdy/BI1o0g57GsfkfnLa4D1LnIr49r+vvrfZSg+5gvvviCe+65h8mTJ9OjRw/eeecdvvrqK7Zs2ULdunXP+X6//iV0OOD4AcjeA1m74NBWOLgZDmyGQ1vAdHg03+6ozwJHF76xX6a1YEXKIJrjXGrbwGW2dVxq20BTWylrzVaPh1rNoEZjZxXdmEZQPc45/696PQiLDsg57f7891fHpguX+OIsYjhOnHGERsYBmhgZNDEyuci2hzbGLmchx1PkmSH85OjILPslLHB00cVlkTI4I2E/fgi2zoO0n2HXL5CVXvIbo+KgdguIbQyxCRCTANH1ncXoouKcq5/4aKV4/f31PkrQfUyPHj24+OKLmThxIgAOh4OEhAQee+wxXnzxxXO+/4J+CU3TuRb46a/9/uSU18zft5lmcXJcfO+6Oexg2p2JtaPI+dhe4CzW5iiEojxnxc2iPCg8AQXHnff5x5xD1POy4eRR53Joxw85k3N76RU695i1SXU0Z7mjJT86OpFu1ivf9xcRD3U5SkfbdjrattPB2MFFtj3EGUfP/UZbMETUct7CY5y3sGgIi4KQCAiNgpBqzltwePEtFILCICgUgoLBFgJBIWALcn6eLdjZ82ELcvbsu+4xnPeGrfiigHHa41MuFLgfGyVcQDjleUg1577LyZ9Pgiw9NtmLwJ5f+vaSjlOlve46fp26vazHMEch2Audj+0FziG1dtcx7CQUnuAvM1dS3ThBdU5S3ThJDY5R0zhGTXKoa2SdkYSf6rgZxnqzCUsdrUlxtGWVo4UqsotcgBJ717N2w96VkLHGedu/HnL3n9nudIYNwmMhoqYzWQ+LhvBo53D5kEgIjYTQCAiu5lybPaRa8fEs1Pk8KOSU41qIM9n3OK4FOV8zTrmdfjyLqnteF7/9+djkq4KtDkDKrqCggJUrVzJixAj3azabjT59+pCSklLie/Lz88nP//3EJTs7G3D+MpZbYR78rXn531eF7KbBAWLZZ9ZipyOO7WY8O8z6bHE04iCxp7U+YUWIIn4jkzAyacNc2rhfq85xmhoZJBgHaGgcoqHtIPU4Ql0jmzpGFtHGSaAQTmbC4VJ64L3dLVOgxbXlfpvr766/XRe3/Ni0NRm+vq/877PAY2fZVlh8O2JGkmHWYpcZxy6zHmmO+mw0G7HLrIfpsTqu6x0icj4aPfXVWba2Kb5BFCdINDJpbOyngXGI+sZh4o3D9Kpnd3YS5R0F7JB3GLIOV0XoJXt2G4SUfySNvx6bfJkSdB9y6NAh7HY79ep59vzWq1ePzf/f3r2ERPXwYRx/0peZcWNRWWZYofXvRmgXFCuSIhEKieKloLDBkJAKsllId7Mg/4sQowu0iKKFpZG1SYyYkgi6gObmrRZRi5A0u4CXbuqcd3Fe7e+rmWNzZs7MfD/QYk5z4DcPY48/zpnp5cthzykvL1dZWdmQ48nJyZbMaA8dkn5xixIAyz0P9QBW+/vff3R6Z2enxo+PnM8z0k2B1impVdJ/Qj0IgP95EeoBRuPvP7szNNK6KZyxoEe4AwcOyOPxDDz2+Xz69OmTJk2apHE2+AxoR0eHkpOT9fbt26i9rYYMyEAig2h4/YZhqLOzU0lJSaEeJeTs3k2jFQ3v29EgBxM5mMjhp3DIgm6yHxb0MDJ58mTFxsaqrW3wZ2Ha2tqUmJg47DlOp1NOp3PQsQkTJlg14pjFx8fb9h+uYCEDMpDIINJffyRenYjkbhqtSH/fjhY5mMjBRA4/2T2LSOymcBaeXzcYpRwOh5YuXSqv1ztwzOfzyev1KisrK4STAQCiFd0EAEDgcAU9zHg8Hrndbi1btkwZGRmqrKxUd3e3CgrC4wtyAACRh24CACAwWNDDzJYtW9Te3q6jR4+qtbVV6enpqq+vH/LlPOHC6XSqtLR0yK2O0YQMyEAig2h//eEu0rpptHjfmsjBRA4mcviJLDAW/D/oAAAAAADYAJ9BBwAAAADABljQAQAAAACwARZ0AAAAAABsgAUdAAAAAAAbYEGH5c6dO6dZs2bJ5XIpMzNTT58+HfH5lZWVmjt3ruLi4pScnKx9+/bp27dvQZrWGv5k0NPTo+PHjys1NVUul0tpaWmqr68P4rSB9eDBA+Xl5SkpKUnjxo3TrVu3fntOQ0ODlixZIqfTqdmzZ+vy5cuWz2klfzN49+6dtm7dqr/++ksxMTEqLi4OypxW8jeD2tpa5eTkKCEhQfHx8crKytKdO3eCMyzwD3SYKZp7rB99ZqLTTPQarMKCDktVV1fL4/GotLRUTU1NSktLU25urt6/fz/s86uqqrR//36VlpbqxYsXunjxoqqrq3Xw4MEgTx44/mZw+PBhXbhwQWfOnNHz589VVFSkjRs36tmzZ0GePDC6u7uVlpamc+fOjer5b9680fr167V69Wo1NzeruLhYhYWFYV1i/mbw/ft3JSQk6PDhw0pLS7N4uuDwN4MHDx4oJydHdXV1amxs1OrVq5WXlxe2PwcIT3SYKdp7rB99ZqLTTPQaLGMAFsrIyDB279498Livr89ISkoyysvLh33+7t27jTVr1gw65vF4jBUrVlg6p5X8zWDatGnG2bNnBx3btGmTsW3bNkvnDAZJxs2bN0d8TklJibFw4cJBx7Zs2WLk5uZaOFnwjCaDf8rOzjb27t1r2Tyh4G8G/RYsWGCUlZUFfiDgF+gwEz02FH1motNM9BoCiSvosMyPHz/U2NiotWvXDhyLiYnR2rVr9ejRo2HPWb58uRobGwdunXv9+rXq6uq0bt26oMwcaGPJ4Pv373K5XIOOxcXF6eHDh5bOahePHj0alJck5ebm/jIvRAefz6fOzk5NnDgx1KMgStBhJnps7OgzjIRew6/8K9QDIHJ9+PBBfX19mjp16qDjU6dO1cuXL4c9Z+vWrfrw4YNWrlwpwzDU29uroqKisL09cCwZ5ObmqqKiQqtWrVJqaqq8Xq9qa2vV19cXjJFDrrW1ddi8Ojo69PXrV8XFxYVoMoTSqVOn1NXVpc2bN4d6FEQJOsxEj40dfYaR0Gv4Fa6gw1YaGhp08uRJnT9/Xk1NTaqtrdXt27d14sSJUI8WNKdPn9acOXM0b948ORwO7dmzRwUFBYqJ4ccV0amqqkplZWWqqanRlClTQj0O8Et0mIkeA0ZGr2EkXEGHZSZPnqzY2Fi1tbUNOt7W1qbExMRhzzly5Ijy8/NVWFgoSVq0aJG6u7u1c+dOHTp0KOzKfSwZJCQk6NatW/r27Zs+fvyopKQk7d+/XykpKcEYOeQSExOHzSs+Pp6rDVHo2rVrKiws1PXr14fcKgpYiQ4z0WNjR59hOPQafif8mgJhw+FwaOnSpfJ6vQPHfD6fvF6vsrKyhj3ny5cvQ36BiY2NlSQZhmHdsBYZSwb9XC6Xpk+frt7eXt24cUMbNmywelxbyMrKGpSXJN29e/e3eSHyXL16VQUFBbp69arWr18f6nEQZegwEz02dvQZ/h+9htHgCjos5fF45Ha7tWzZMmVkZKiyslLd3d0qKCiQJG3fvl3Tp09XeXm5JCkvL08VFRVavHixMjMz9erVKx05ckR5eXkDv+SEG38zePLkiVpaWpSenq6WlhYdO3ZMPp9PJSUloXwZY9bV1aVXr14NPH7z5o2am5s1ceJEzZgxQwcOHFBLS4uuXLkiSSoqKtLZs2dVUlKiHTt26N69e6qpqdHt27dD9RL+mL8ZSFJzc/PAue3t7WpubpbD4dCCBQuCPX5A+JtBVVWV3G63Tp8+rczMTLW2tkoyv2hq/PjxIXkNiD50mCnae6wffWai00z0GiwT2i+RRzQ4c+aMMWPGDMPhcBgZGRnG48ePB/4uOzvbcLvdA497enqMY8eOGampqYbL5TKSk5ONXbt2GZ8/fw7+4AHkTwYNDQ3G/PnzDafTaUyaNMnIz883WlpaQjB1YNy/f9+QNORP/2t2u91Gdnb2kHPS09MNh8NhpKSkGJcuXQr63IE0lgyGe/7MmTODPnug+JtBdnb2iM8HgoUOM0Vzj/Wjz0x0moleg1XGGUaY3nMFAAAAAEAE4TPoAAAAAADYAAs6AAAAAAA2wIIOAAAAAIANsKADAAAAAGADLOgAAAAAANgACzoAAAAAADbAgg4AAAAAgA2woAMAAAAAYAMs6AAAAAAA2AALOgAAAAAANsCCDgAAAACADbCgAwAAAABgAyzoAAAAAADYAAs6AAAAAAA2wIIOAAAAAIANsKADAAAAAGADLOgAAAAAANgACzoAAAAAADbAgg4AAAAAgA2woAMAAAAAYAMs6AAAAAAA2AALOgAAAAAANvBf9eP6PoFKUm0AAAAASUVORK5CYII=' 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": "3.13.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
