{ "cells": [ { "cell_type": "markdown", "id": "intensive-failure", "metadata": {}, "source": [ "# Error model validator\n", "\n", "Build a set of data with a known statistical distribution and validate the error propagation by ensuring the integrated data follow the 𝜒² distribution.\n", "\n", "This requires plenty of memory and is pretty compute intensive." ] }, { "cell_type": "code", "execution_count": 1, "id": "broadband-priority", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/jerome/.venv/py311/bin/python3 3.11.2 (main, Mar 13 2023, 12:18:29) [GCC 12.2.0]\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": "stderr", "output_type": "stream", "text": [ "/home/jerome/.venv/py311/lib/python3.11/site-packages/pyopencl/cache.py:495: CompilerWarning: Non-empty compiler output encountered. Set the environment variable PYOPENCL_COMPILER_OUTPUT=1 to see more.\n", " _create_built_program_from_source_cached(\n", "/home/jerome/.venv/py311/lib/python3.11/site-packages/pyopencl/cache.py:499: CompilerWarning: Non-empty compiler output encountered. Set the environment variable PYOPENCL_COMPILER_OUTPUT=1 to see more.\n", " prg.build(options_bytes, devices)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 57.4 s, sys: 6.76 s, total: 1min 4s\n", "Wall time: 1min 3s\n" ] }, { "data": { "text/plain": [ "113" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyFAI.detectors import Detector\n", "from pyFAI.azimuthalIntegrator import AzimuthalIntegrator\n", "from pyFAI.units import to_unit\n", "\n", "class Validator:\n", " def __init__(self, nimg = 100, npt=700, shape = (1024, 1024), pix = 100e-6, I0=1e4):\n", " self.pix = pix\n", " self.shape = shape\n", " self.npt = npt\n", " self.nimg = nimg\n", " self.I0 = I0\n", " self.unit = to_unit(\"r_mm\")\n", " self._ai = None\n", " self._img = None\n", " self._dataset = None\n", " \n", " @property\n", " def ai(self):\n", " if self._ai is None:\n", " detector = Detector(self.pix, self.pix)\n", " detector.shape=detector.max_shape=self.shape\n", " self._ai = AzimuthalIntegrator(dist=1.0, detector=detector)\n", " return self._ai\n", " \n", " def build_image(self):\n", " \"Reconstruction of diffusion image\"\n", " r_max = self.ai.detector.get_pixel_corners().max(axis=(0,1,2))\n", " r = numpy.linspace(0, 50*numpy.dot(r_max,r_max)**0.5, self.npt)\n", " I = self.I0/(1.0+r*r) #Lorentzian shape\n", " \n", " img = self.ai.calcfrom1d(r, I, dim1_unit=self.unit, \n", " correctSolidAngle=False, \n", " polarization_factor=None)\n", " return img\n", " \n", " @property\n", " def img(self):\n", " if self._img is None:\n", " self._img = self.build_image()\n", " return self._img\n", " \n", " def build_dataset(self):\n", " return numpy.random.poisson(self.img, (self.nimg,) + self.shape)\n", " \n", " @property\n", " def dataset(self):\n", " if self._dataset is None:\n", " self._dataset = self.build_dataset()\n", " return self._dataset\n", " \n", " @staticmethod\n", " def chi2(res1, res2):\n", " \"\"\"Calculate the 𝜒² value for a pair of 1d integrated data\"\"\"\n", " I = res1.intensity\n", " J = res2.intensity\n", " l = len(I)\n", " assert len(J) == l\n", " sigma_I = res1.sigma\n", " sigma_J = res2.sigma\n", " return ((I-J)**2/(sigma_I**2+sigma_J**2)).sum()/(l-1)\n", " \n", " \n", " def plot_distribution(self, kwargs, nbins=100, integrate=None, ax=None, label=\"Integrated curves\" ):\n", " ai = self.ai\n", " dataset = self.dataset\n", " ai.reset()\n", " results = []\n", " c2 = []\n", " kwargs = kwargs.copy()\n", " if integrate is None:\n", " integrate = ai.integrate1d_ng\n", " t0 = time.perf_counter()\n", " if \"npt\" in kwargs:\n", " npt = kwargs[\"npt\"]\n", " else:\n", " npt = kwargs[\"npt\"] = self.npt\n", " \n", " if \"unit\" not in kwargs:\n", " kwargs[\"unit\"] = self.unit\n", " for i in range(self.nimg):\n", " data = dataset[i, :, :]\n", " r = integrate(data, **kwargs)\n", " results.append(r) \n", " for j in results[:i]:\n", " c2.append(self.chi2(r, j))\n", " print(f\"Integration speed: {self.nimg/(time.perf_counter()-t0):6.3f} fps\")\n", " c2 = numpy.array(c2)\n", " if ax is None:\n", " fig, ax = subplots()\n", " h,b,_ = ax.hist(c2, nbins, label=\"Measured distibution\")\n", " y_sim = chi2_dist.pdf(b*(npt-1), npt)\n", " y_sim *= h.sum()/y_sim.sum()\n", " ax.plot(b, y_sim, label=r\"Chi^2 distribution\")\n", " ax.set_title(label)\n", " ax.legend()\n", " return ax\n", "\n", "# kwarg = {\"npt\":npt, \n", "# \"correctSolidAngle\":False, \n", "# \"polarization_factor\":None,\n", "# \"safe\":False}\n", "validator = Validator(nimg = 1000)\n", "%time validator.dataset.min()" ] }, { "cell_type": "code", "execution_count": 3, "id": "tight-maintenance", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IntegrationMethod(1d int, no split, CSR, python)\n", "Integration speed: 42.444 fps\n", "Integration speed: 33.344 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = {\"error_model\": \"poisson\",\n", " \"correctSolidAngle\":False, \n", " \"polarization_factor\":None,\n", " \"safe\":False}\n", "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n", " split=\"no\", \n", " algo=\"csr\", \n", " impl=\"python\")[0]\n", "print(kwargs[\"method\"])\n", "fig,ax = subplots(1, 2, figsize=(10,4))\n", "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n", "\n", "kwargs[\"error_model\"]= \"azimuthal\"\n", "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n", "pass" ] }, { "cell_type": "code", "execution_count": 4, "id": "lyric-glory", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IntegrationMethod(1d int, bbox split, CSR, python)\n", "Integration speed: 34.618 fps\n", "Integration speed: 30.760 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c899684c34cc4b879757132140c4881d", "version_major": 2, "version_minor": 0 }, "image/png": 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HH3yQkJAQXnvtNQB27NhB7969eeKJJ5g+fToLFy7kkUceIT4+nuTkZAA+/fRThg4dyuTJk+nSpQtvvfUWycnJpKenExsbW+Hfhci52O12CgoKrA5DxBIhISEEBQVZHYacB8M0TdPqIKTy5OTkEB0dTXZ2tgrxSLnKz89nx44dOBwOq0MRsYzNZiMpKYnQ0NBi2yry7+/BgweJjY1l8eLFXHPNNWRnZ1O7dm1mzJjBHXfcAcDmzZtp3rw5qampXH755Xz77bfcfPPN7Nu3jzp16gAwefJkXnrpJQ4ePEhoaCgvvfQSc+bMYf369e5j3XPPPWRlZTF37lwAunTpwmWXXcY777wDOH+oS0hI4Omnn2bYsGFlil/nJqkIpmmSmZlJVlaW1aGIWComJoa4uLgSC8Hp76/3UQ+6iFw00zTJyMggKCiIhISESulBFPE2DoeDffv2kZGRQYMGDSq1Im52djYANWrUAGDlypUUFBTQvXt3d5tmzZrRoEEDd4KemppK69at3ck5QHJyMk8++SQbNmygffv2pKameuzD1Wbw4MGA84e5lStXMnz4cPd2m81G9+7dSU1NLTXevLw88vLy3M9zcnIu/MOLlMKVnMfGxhIREaEq1RJwTNPk+PHjHDhwAID4+HiLI5KyUIIuIhetsLCQ48ePU7duXSIiIqwOR8QytWvXZt++fRQWFhISElIpx3Q4HAwePJgrr7ySVq1aAc7EJDQ0lJiYGI+2derUITMz093m9OTctd217WxtcnJyOHHiBEeOHMFut5fYZvPmzaXGPHbsWF599dXz/7AiZWS3293Jec2aNa0OR8QyVapUAeDAgQPExsZquLsPUDeXiFw0u90OUOKwXpFA4vo34Po3URkGDhzI+vXrmTlzZqUd82INHz6c7Oxs923Pnj1WhyR+xjXnXD8ai5z6d6BaDL5BPegiUm40fFACXWX/Gxg0aBCzZ8/mhx9+oH79+u7X4+LiyM/PJysry6MXff/+/cTFxbnbnFlt3VXl/fQ2Z1Z+379/P1FRUVSpUoWgoCCCgoJKbOPaR0nCwsIICws7/w8scp50XhLRvwNfox70MtByNiIi4k1M02TQoEF8+eWXfPfddyQlJXls79ixIyEhISxcuND9Wnp6Ort376Zr164AdO3alXXr1rnnJgKkpKQQFRVFixYt3G1O34erjWsfoaGhdOzY0aONw+Fg4cKF7jYiIiJSdkrQy8C1nM2yZctISUmhoKCAHj16cOzYMXebIUOG8L///Y/PP/+cxYsXs2/fPm677Tb3dtdyNvn5+SxdupSPP/6YqVOnMnLkSHcb13I21113HWlpaQwePJhHHnmEefPmudu4lrN55ZVXWLVqFW3btiU5OdnjAkvEKzkK4WQO5B87d1upFN26dXMX+yqrUaNG0a5dO/fz/v3706dPnwuOYefOnRiGQVpaGuD8kdIwjAqpunzmsXzZwIEDmTZtGjNmzCAyMpLMzEwyMzM5ceIEANHR0QwYMIChQ4fy/fffs3LlSh566CG6du3K5ZdfDkCPHj1o0aIFDzzwAGvWrGHevHmMGDGCgQMHunu3n3jiCbZv386LL77I5s2beffdd/nss88YMmSIO5ahQ4fyz3/+k48//phNmzbx5JNPcuzYMR566KHK/2JELpZpQmEe5OXCiSzneUsLHlUqnZsk0GmIexm4lpJxmTp1KrGxsaxcudK9nM2HH37IjBkzuP766wGYMmUKzZs3Z9myZVx++eXMnz+fjRs3smDBAurUqUO7du0YM2YML730EqNGjSI0NJTJkyeTlJTEhAkTAGjevDk//fQTb775pnu92TfeeINHH33UfeEzefJk5syZw0cffVTm5WxEKkvisDmVeryd43qfV/v+/fvz8ccf8/jjjzN58mSPbQMHDuTdd9+lX79+JY5kEaeJEydS1tU6+/fvT1ZWFl999ZX7tYSEBDIyMqhVq1a5xlWZx7LCe++9BzgvZE83ZcoU+vfvD8Cbb76JzWbj9ttvJy8vj+TkZN59911326CgIGbPns2TTz5J165dqVq1Kv369WP06NHuNklJScyZM4chQ4YwceJE6tevzwcffOA+JwHcfffdHDx4kJEjR5KZmUm7du2YO3duscJxIt5C5yb/p3OT+DL1oF+A813OBih1OZucnBw2bNjgblPScjaufbiWszm9TVmWsxGxhI/0OCQkJDBz5kx3zyM4p6zMmDGDBg0aWBhZ2eTn51t6/Ojo6GKVws9HUFAQcXFxBAdX/O/FlXmsimaaZok3V3IOEB4ezqRJkzh8+DDHjh1j1qxZxeaFN2zYkG+++Ybjx49z8OBB/va3vxX7frp168bq1avJy8tj27ZtHsdwGTRoELt27SIvL4/ly5fTpUuXivjYIgFD56aLo3OT+DIl6OfJyuVsDh06VOpyNq59nCkvL4+cnByPm0ilyN1/7jZeoEOHDiQkJDBr1iz3a7NmzaJBgwa0b9/eo63D4WDs2LEkJSVRpUoV2rZtyxdffOHebrfbGTBggHt706ZNmThxosc+Fi1aROfOnalatSoxMTFceeWV7Nq1Cyh5SN7gwYM9ekm7devGoEGDGDx4MLVq1XL3ZK5fv55evXpRrVo16tSpwwMPPMChQ4fc7zt27BgPPvgg1apVIz4+3j1S51zGjRtHnTp1iIyMZMCAAZw8edJj+5kxf/HFF7Ru3ZoqVapQs2ZNunfvzrFjxxg1ahQff/wx//3vfzEMA8MwWLRoUalD+5YsWUKbNm0IDw/n8ssvZ/369e5tZw5lBHjrrbdITEx0by/rsRYvXkznzp0JCwsjPj6eYcOGedQG6datG8888wwvvvgiNWrUIC4ujlGjRpXpuxMRuVA6N52dzk06N/kzJejnydeWsxk7dizR0dHuW0JCgtUhSSA4fhiOZlgdRZk9/PDDTJkyxf38o48+KnH+7NixY/nkk0+YPHkyGzZsYMiQIdx///0sXrwYcF4k1a9fn88//5yNGzcycuRIXn75ZT777DPAuV58nz59uPbaa1m7di2pqak89thj511d9eOPPyY0NJQlS5YwefJksrKyuP7662nfvj0rVqxg7ty57N+/n7vuusv9nhdeeIHFixfz3//+l/nz57No0SJWrVp11uN89tlnjBo1itdee40VK1YQHx/vMUT6TBkZGfTt25eHH36YTZs2sWjRIm677TZM0+T555/nrrvuomfPnmRkZJCRkcEVV1xR6r5eeOEFJkyYwC+//ELt2rW55ZZbyrw8TFmP9dtvv3HTTTdx2WWXsWbNGt577z0+/PBD/vznP3u0+/jjj6latSrLly9n/PjxjB49mpSUlDLFIiJyoXRuKpnOTU46N/kvjaU4D764nM3w4cMZOnSo+3lOTo6SdKlYBScga7fVUZyX+++/n+HDh7t7C5YsWcLMmTNZtGiRu01eXh6vvfYaCxYscFenvuSSS/jpp5/4xz/+wbXXXktISAivvvqq+z1JSUmkpqby2Wefcdddd5GTk0N2djY333wzjRo1Apy1Js5XkyZNGD9+vPv5n//8Z9q3b89rr73mfu2jjz4iISGBLVu2ULduXT788EOmTZvGDTfcADhP7Kf/HSvJW2+9xYABAxgwYID7OAsWLCjWU+GSkZFBYWEht912Gw0bNgSgdevW7u1VqlQhLy/vrMtvubzyyivceOONHrF++eWXHhd2palWrVqZjvXuu++SkJDAO++8g2EYNGvWjH379vHSSy8xcuRIbDbnb9ht2rThlVdeAZzf/TvvvMPChQvd8YmIVASdm0qmc5POTf5OPehl4MvL2YSFhREVFeVxE6lQRzMAkxyzitWRlFnt2rXp3bs3U6dOZcqUKfTu3btYsZatW7dy/PhxbrzxRqpVq+a+ffLJJ2zbts3dbtKkSXTs2JHatWtTrVo13n//fXbvdv5gUaNGDfr3709ycjK33HILEydOJCPj/EcadOzY0eP5mjVr+P777z3iatasGQDbtm1j27Zt5Ofne8wLrlGjBk2bNj3rcTZt2lRsLvHZls5q27YtN9xwA61bt+bOO+/kn//8J0eOHDnfj1fsOK5YN23adEH7Ks2mTZvo2rWrRy/RlVdeSW5uLnv37nW/1qZNG4/3xcfHa+UMER+0dm8Wa/dmWR1GmencVDKdm5x0bvJf6kEvg4EDBzJjxgz++9//upezAWcBiipVqngsZ1OjRg2ioqJ4+umnS13OZvz48WRmZpa4nM0777zDiy++yMMPP8x3333HZ599xpw5p6qNDh06lH79+tGpUyc6d+7MW2+9peVsxHsUnISTziKKGWZNYNvZ23uRhx9+mEGDBgHOC5kz5ebmAjBnzhzq1avnsc31b3jmzJk8//zzTJgwga5duxIZGcnrr7/O8uXL3W2nTJnCM888w9y5c/n0008ZMWIEKSkpXH755dhstmJVZ0saOle1atVisd1yyy389a9/LdY2Pj6erVu3luUruGhBQUGkpKSwdOlS5s+fz9tvv82f/vQnli9fXuyHzYtR1u+pvISEhHg8NwwDh8NRYccTEXHRueni6dwkvkY96GXw3nvvkZ2dTbdu3YiPj3ffPv30U3ebN998k5tvvpnbb7+da665hri4OI/CHq7lbIKCgujatSv3338/Dz74YInL2aSkpNC2bVsmTJhQ4nI2f/vb3xg5ciTt2rUjLS1Ny9mI9zj2u/M+PJo8Qs7e1sv07NmT/Px8CgoKPP7NubRo0YKwsDB2795N48aNPW6uaSNLlizhiiuu4KmnnqJ9+/Y0btzYowfDpX379gwfPpylS5fSqlUrZsyYATh7S87stSjLuqgdOnRgw4YNJCYmFoutatWqNGrUiJCQEI+LsSNHjrBly5az7rd58+Ye7wFYtmzZWd9jGAZXXnklr776KqtXryY0NJQvv/wScI4Cstvt5/w8Zx7HFatryGXt2rXJzMz0uBA683sqy7GaN29Oamqqx36WLFlCZGTkOYdYiohUBp2bitO5SfydetDLoCzrKLqWsynp100X13I2Z+NazuZsBg0a5P41VcRr2Asg/wQEG1AtDo5bu8TK+QoKCnIPUwsKCiq2PTIykueff54hQ4bgcDi46qqryM7OZsmSJURFRdGvXz+aNGnCJ598wrx580hKSuJf//oXv/zyi/sX+h07dvD+++/zhz/8gbp165Kens6vv/7Kgw8+CMD111/P66+/zieffELXrl2ZNm0a69evL1ax90wDBw7kn//8J3379nVXdN26dSszZ87kgw8+oFq1agwYMIAXXniBmjVrEhsby5/+9Cf3PLbSPPvss/Tv359OnTpx5ZVXMn36dDZs2MAll1xSYvvly5ezcOFCevToQWxsLMuXL+fgwYPui5fExETmzZtHeno6NWvWJDo6utRjjx49mpo1a1KnTh3+9Kc/UatWLXdF3m7dunHw4EHGjx/PHXfcwdy5c/n22289pvCU5VhPPfUUb731Fk8//TSDBg0iPT2dV155haFDh57zuxERqQw6NxWnc5P4O/1XFpHykVe0hF9YFIRGWBvLBTpXnYYxY8bwf//3f4wdO5bmzZvTs2dP5syZ477Iefzxx7ntttu4++676dKlC7///jtPPfWU+/0RERFs3ryZ22+/nUsvvZTHHnuMgQMH8vjjjwOQnJzM//3f//Hiiy9y2WWXcfToUfcF0tnUrVuXJUuWYLfb6dGjB61bt2bw4MHExMS4T+avv/46V199Nbfccgvdu3fnqquuKjZf8Ex33323O56OHTuya9cunnzyybN+fz/88AM33XQTl156KSNGjGDChAn06tULgEcffZSmTZvSqVMnateuzZIlS0rd17hx43j22Wfp2LEjmZmZ/O9//yM0NBRw9i68++67TJo0ibZt2/Lzzz/z/PPPe7y/LMeqV68e33zzDT///DNt27bliSeeYMCAAYwYMeKs34uISGXSucmTzk3i7wyzLN3D4jdycnKIjo4mOztbBeOk3Jzcv40d27eRVK8W4XFNIbRqmQrxtKkfc+rJ4Z1w8ghE1ISYBhUVqkiFOnnyJDt27CApKYnw8HCPbfr7Wzp9N1LeSvq36DovNTAOEGMc43czkt/MWmfZyxnnqdMd2QknjkBEDYhpWH6Bi1QAnZt8i4a4i8jFW/cZVO0AIVUhtOq52xc5PYmvSjiNbGA/dpjNudVoWb9GBQQqIiKBLAgHURwH4LAZec72p5+nPJL1iFrOBP14FkTVA5suqUWkfGiIu4hcHIcDfl3gfFyl+gXv5hjhnDRDCDJMYozccgpORETklGjjGDbD5KQZwgnCLnxHoVUhOBxwwPHD5RafiIh+7hORi7NnORzbD4aNLVkm5GZd8K4OE0VdfqcGR8E04bQ1QEVERM5XemYORvBJ9/PqHAXgCOfuPT8rw4CqtSB7Lxz/HarW1jlLRMqFetBF5OKs/4/zPqQKJhd3cXLErIbDNKhi5EPB8XIITkRExCmMAqoaeZim83xz0arUAMMGhSchXyO/RKR8KEEXkQtnL4SNXzkfh1x85XY7NrIomsN+7NBF709ERMSletH0qaNUoZDiS5adN1vQqaldOmeJSDnREHcRuXC7foJjB6Fmq6K5eBfviBlJDSMXTmaD6XD2ToiIiFwEA4hxDW8vQ3G4kpy5Okmb+jHOYnHHf3eesxx2Z9IuInIRdOUrIhfONby98fXlNvfuOOEUmEFg2iFPQwZFROTiVeUEoYadQtPGUS5+xJdbSBUICgNMyMspv/2KSMBSgi4iF6YwHzZ+7Xzc+MZy260J5Lgunk5ml9t+RUQkcLlWB8mmKo6LrJfiwTAgPNr5+ITOWSJy8ZSgi8iF2f49nMyCqrFQr2O57vqoeVqCbprluu8LYRgGX331VanbFy1ahGEYZGVlFdt28OBBmjVrRlBQEP/5z38qLkigf//+9OnTx/28W7duDB48uNyPM2rUKNq1a1fqcSvyWCIiFyKSEwBkm1XLf+dVYpz3eTnOqVmVROcmTzo3ib9Qgi4iF2b9LACmZLfnhjd/ZO+RE+W261yqOOeeOwqgoPz2W5LMzEyefvppLrnkEsLCwkhISOCWW25h4cKFZd7HFVdcQUZGBtHR0R6vHz16lF69elGrVi1GjRrFfffdV+J+x44dy2WXXUZkZCSxsbH06dOH9PT0i/5ss2bNYsyYMWVqez4XTM8///x5fT9lVdLFZkUdS0QCRxXyCDHs2E2DY1Qp/wOERIAtpFynZunc5KRzkwQiFYkTkfPncMDWBQDMc1xW/rvHgLBIZw/6yWwILcf5gqfZuXMnV155JTExMbz++uu0bt2agoIC5s2bx8CBA9m8eXOZ9hMaGkpcXJzHa3l5efzxj3+kevXqfPXVV1StWpVatWpx2223sXDhQjp16uRuu3jxYgYOHMhll11GYWEhL7/8Mj169GDjxo1UrXrhvT01atS44PeWxDRN7HY71apVo1q1cliiqAwq81gi4p8iDecPvblUoULGZLmGuR8/5BxZFh51UbvTuen86Nwk/kY96CJy/vavh+OHOGaGsdJxacUcwzWnrwLnoT/11FMYhsHPP//M7bffzqWXXkrLli0ZOnQoy5Yt82h76NAhbr31ViIiImjSpAlff/21e9uZwwjtdjt9+/alWrVqzJ49230h8+STT/L2229zyy23ePRCzJ07l/79+9OyZUvatm3L1KlT2b17NytXriw1drvdztChQ4mJiaFmzZq8+OKLmGdMBziz5+Hdd9+lSZMmhIeHU6dOHe644w7AOQxw8eLFTJw4EcMwMAyDnTt3uj/Xt99+S8eOHQkLC+Onn34qdWjfq6++Su3atYmKiuKJJ54gPz/fvS0xMZG33nrLo327du0YNWqUezvArbfeimEY7udnHsvhcDB69Gjq169PWFgY7dq1Y+7cue7tO3fuxDAMZs2axXXXXUdERARt27YlNTW11O9SRPxbFMcByrc43JlOP2dd5NQsnZt0bpLApgRdRM7f9u8BWOZoQUFFDcQJK7rYKTwBhXnlvvvDhw8zd+5cBg4cWGJPQExMjMfzV199lbvuuou1a9dy0003cd9993H48OES9x0UFMSsWbP4+uuvCQsL89j24IMPkpGRQdOmTUuNLTvb+aPE2XoZJkyYwNSpU/noo4/46aefOHz4MF9++WWp7VesWMEzzzzD6NGjSU9PZ+7cuVxzzTUATJw4ka5du/Loo4+SkZFBRkYGCQkJ7vcOGzaMcePGsWnTJtq0aVPi/hcuXMimTZtYtGgR//73v5k1axavvvpqqfGc6ZdffgFgypQpZGRkuJ+faeLEiUyYMIG//e1vrF27luTkZP7whz/w66+/erT705/+xPPPP09aWhqXXnopffv2pbCwsMzxiIjvShw2hxsmLGLvkRMEYacKznOIu75JRQirBkYQOAoh/9gF70bnJp2bRDTEXUTO37bvAPjJ0ark7aaJUXiRc8ftIc6LnfxcyMmAarXL9r6QiDIt+bZ161ZM06RZs2Zl2m3//v3p27cvAK+99hp///vf+fnnn+nZs2fZ4iojh8PB4MGDufLKK2nVqpTvF3jrrbcYPnw4t912GwCTJ09m3rx5pbbfvXs3VatW5eabbyYyMpKGDRvSvn17AKKjowkNDSUiIqLYcEiA0aNHc+ONZ6/UHxoaykcffURERAQtW7Zk9OjRvPDCC4wZMwab7dy/Bdeu7fzvGxMTU2IMLn/729946aWXuOeeewD461//yvfff89bb73FpEmT3O2ef/55evfuDTgvYFu2bMnWrVvL/N9bRPxDVfIwDDhhhlJg2jAKj5ffzvNDPJ8HBcOJXDiaAUZdz206N5VI5yadm6Q4Jegicn4KTsAu55CsHx2tS2xiFJ6g9cfNKzOqU17eB6Hnnht35pC7czn91/mqVasSFRXFgQMHzju8cxk4cCDr16/np59+KrVNdnY2GRkZdOnSxf1acHAwnTp1KvVz3XjjjTRs2JBLLrmEnj170rNnT/ewyHM5fU5iadq2beuxr65du5Kbm8uePXto2LDhOd9fFjk5Oezbt48rr7zS4/Urr7ySNWvWeLx2+n+v+Ph4AA4cOKCLIJEAU7Vo/nkOETo3XQSdm0qnc5OUNw1xF5HzszsV7HkQWZetZj2ro7lgTZo0wTCMMhfbCQnx7CkxDAOHo3yX0xk0aBCzZ8/m+++/p379+uW678jISFatWsW///1v4uPjGTlyJG3bti1x+Z0zXUwxIBebzVbsAq2goOCi91ua0/97GUW9VuX930tEvJuBSURlDG8vRzo36dwkoh50ETk/25zzz2l0HRwsebieGVyFdf02lcvhLjX2EmYUQvWkslXGDSnbRViNGjVITk5m0qRJPPPMM8VO9FlZWcXm+lUU0zR5+umn+fLLL1m0aBFJSUlnbR8dHU18fDzLly93z9UrLCxk5cqVdOjQodT3BQcH0717d7p3784rr7xCTEwM3333HbfddhuhoaHY7fYL/gxr1qzhxIkTVKniXMJo2bJlVKtWzT1fsHbt2mRkZLjb5+TksGPHDo99hISEnDWGqKgo6taty5IlS7j22mvdry9ZsoTOnTtfcOwi4p9CKSTYMCg0gzhBGGawWW7nJoDW9aKLv/j7dsg/CpH1oFqtU6/r3FTq+3RuEvGkHnQROT+uBP2S60pvYxiYIRHlcssNqQEhVcB0OIcHnutWhjl+LpMmTcJut9O5c2f+85//8Ouvv7Jp0yb+/ve/07Vr14v8ospu4MCBTJs2jRkzZhAZGUlmZiaZmZmcOFH6PP5nn32WcePG8dVXX7F582aeeuqps/Y4zJ49m7///e+kpaWxa9cuPvnkExwOh7sgUGJiIsuXL2fnzp0cOnTovH/Rz8/PZ8CAAWzcuJFvvvmGV155hUGDBrnn+F1//fX861//4scff2TdunX069ePoKAgj30kJiaycOFCMjMzOXLkSInHeeGFF/jrX//Kp59+Snp6OsOGDSMtLY1nn332vOL1Bz/88AO33HILdevWLXGdXlfV4zNvr7/+urtNYmJise3jxo3z2M/atWu5+uqrCQ8PJyEhgfHjxxeL5fPPP6dZs2aEh4fTunVrvvnmmwr5zCLnI9xwVus+SoRzebVyPDeZIREln4Oq1S46Z9l1btK5KSDPTXLx1IMuImWXewD2rwOg44yKGwJ2umNmFWoaRyHvaLnv+5JLLmHVqlX85S9/4bnnniMjI4PatWvTsWNH3nvvvXI/Xmlcx+rWrZvH61OmTKF///4lvscVb79+/bDZbDz88MPceuut7iq7Z4qJiWHWrFmMGjWKkydP0qRJE/7973/TsmVLwFm4pl+/frRo0YITJ04U60E4lxtuuIEmTZpwzTXXkJeXR9++fd3L1AAMHz6cHTt2cPPNNxMdHc2YMWOKHWPChAkMHTqUf/7zn9SrV4+dO3cWO84zzzxDdnY2zz33HAcOHKBFixZ8/fXXNGnS5Lzi9QfHjh2jbdu2PPzww+6CTKc7vVcI4Ntvv2XAgAHcfvvtHq+PHj2aRx991P08MjLS/TgnJ4cePXrQvXt3Jk+ezLp163j44YeJiYnhscceA2Dp0qX07duXsWPHcvPNNzNjxgz69OnDqlWrzlpMSqSihZMPVOWoWaVC9r92b5b7cZv6Mc4HYZHOInH5uc7l1s4jMXfRuUnnJglshnm+1SjEp+Xk5BAdHU12djZRUWUYLixyurWfw6xH2OBoSO/8se6X60UGMeq6WGLr1scIDi3XQwZjp4Vtt/NJndbOKrkiXurkyZPs2LGDpKQkwsPDPbZV5N9fwzD48ssv6dOnT6lt+vTpw9GjR1m4cKH7tcTERAYPHuyxJvHp3nvvPf70pz+RmZlJaKjz3/awYcPcvWMAd999N8eOHWP27Nnu911++eW0a9eOyZMnlyl+nZukPCUOm8OlkXm8dX1VLqlXm+22hhQSdO43XgR3gm6akLnO2YNe69IyFYYTqWhWnZvkwmiIu4iUXdH656VVb68IhQRBcNHJJD+30o4r4k/279/PnDlzGDBgQLFt48aNo2bNmrRv357XX3/dY03e1NRUrrnmGndyDpCcnEx6erp7qGdqairdu3f32GdycjKpqamlxpOXl0dOTo7HTeRiJA6b474BtLbtwADyzOAKT849GIZzTXSokJFfIuL/lKCLSNmYJmxfBFRugg7oYkfkIn388cdERkYWGwr/zDPPMHPmTL7//nsef/xxXnvtNV588UX39szMTOrUqePxHtfzzMzMs7ZxbS/J2LFjiY6Odt9cBZtEyksbwzlM+ThhlX/wsKJpIjpnicgF0FhRESmbrN2Q8xsFZhArHZdW6qF3HQ2ioQ1OHssmPEYX8iLn66OPPuK+++4rNrRx6NCh7sdt2rQhNDSUxx9/nLFjxxIWVnGJzfDhwz2OnZOToyRdylUb2zYATpgWJOihRQl6/jFw2MFWiT34IuLzlKCLSNns+RmADWYiJyu5RyKXcEwTwo0CsBdAUMi53yQiAPz444+kp6fz6aefnrNtly5dKCwsZOfOnTRt2pS4uDj279/v0cb1PC4uzn1fUhvX9pKEhYVV6A8AEtiqcoImxm/sAU5Y0YMeHAa2EHAUOJP0siwRKiJSREPcy0BL2YgAe5YBVHrvOYAdGycpmgOrIYMi5+XDDz+kY8eOtG3b9pxt09LSsNlsxMbGAtC1a1d++OEHCgpOrdqQkpJC06ZNqV69urvN6YXnXG0qczkokdN1sP1KsOGgkKDKnX/uYhinhrnn65wlIudHCXoZuJaymTRpUonbMzIyPG4fffQRhmGUuJTN6e2efvpp9zbXUjYNGzZk5cqVvP7664waNYr333/f3ca1lM2AAQNYvXo1ffr0oU+fPqxfv75iPrjI6fYsB2BFCQm6oxLWgsilaJkcFYoTL1aZC6Pk5uaSlpZGWloaADt27CAtLY3du3e72+Tk5PD555/zyCOPFHt/amoqb731FmvWrGH79u1Mnz6dIUOGcP/997uT73vvvZfQ0FAGDBjAhg0b+PTTT5k4caLH8PRnn32WuXPnMmHCBDZv3syoUaNYsWIFgwYNqtgvQKQUXWybwDTJM4Od9VOsoHno4kW0aJdv0RD3MujVqxe9evUqdfuZw/j++9//ct1113HJJZd4vB4ZGVnqkL/p06eTn5/PRx99RGhoKC1btiQtLY033njDvdbsxIkT6dmzJy+88AIAY8aMISUlhXfeeafMS9mIXJC8o7B/A1ByD/qxAhO7w4FpLyz3ZdZccs1wahvZutgRr5afnw9AUFDF99qtWLGC6667zv3clTT369ePqVOnAjBz5kxM06Rv377F3h8WFsbMmTMZNWoUeXl5JCUlMWTIEI/kOzo6mvnz5zNw4EA6duxIrVq1GDlypPu8BHDFFVcwY8YMRowYwcsvv0yTJk346quvtAa6WKazbTMheYc5brcRVZiPEWJhobiCE2Av1BKhYqnjx48DEBKiKYK+QH8typlrKZuPP/642LZx48YxZswYGjRowL333suQIUMIDnb+JyhtKZu//vWvHDlyhOrVq5Oamupx4eRqc+aQ+9Pl5eWRl5fnfq6lbOSC7F0BpgNiGnAgs3qxzUfzHKzbf5LoqkeIiAlyDu8rZ0exccIwMQrzIDcHKuiHAJEL5XA4OHjwIBEREe6/7RWpW7du5+wVeeyxxzyS6dN16NCBZcuWnfM4bdq04ccffzxrmzvvvJM777zznPsSqWhh5NPW2EZQYSGLt+dwVeghqtfA+eNxBZybXE6ePFn8RTMU7Hlw9LDmoYslTNPk+PHjHDhwgJiYmEr58VgunhL0cna2pWw6dOhAjRo1WLp0KcOHDycjI4M33ngDcC5Tk5SU5PGe05eyqV69+gUvZfPqq6+Wx0eTQFY0vJ2Ey6GE/91M4N/rjtIwOoTqJ04CFXMRZBpZhFIAR0wIjaiQY4hcDJvNRoMGDTAqMBEQkdK1t20lzChkvxnDR5sgi2xuuMROSJBBRZ2bAEJPVCn+4oksyMuFQyehSvEft0UqS0xMzFkLd4p3UYJezrSUjfijHxbO5pogGLGqaqltDp908PLCQ9SKCCKogqpbPBX0X24P/hFa3wXXvnjuN4hUstDQUGw2lXcRqQyJw+YUe62zsRmA5Y7mmBj8Z9Mx5vx6nOrhNmwV+LvZwue6FX9x8yZYMhJiW8JdxUdWilSGkJAQ9Zz7GCXo5UhL2Yhfcthpb9sKnLuCe6EJmcfsFRbKUlst7gvdAzsXQvLICjuOiIj4pi62TQD87Gjmfu1koUlGbsWdm4BiHTMANOwIuXvgeAbYHBr5JSJlop/5y5GWshG/dGAjkcYJjppVSDetHX2xytHE+SBznXNtWRERkSLBFNLB9ivg7EGvTInD5rhvbjENIDIeHIWwb1WlxiMivksJehloKRsJaEXzz1c7GuOw+E9GBjUhqh6YdvhNFzsiInJKU2MPVYx8ss0Itpp1rQ7HWZQuoYvz8e5Ua2MREZ+hBL0MVqxYQfv27Wnfvj3gnE/evn17Ro48NcS2LEvZXHvttbRs2ZK//OUvDBkyxGONc9dSNjt27KBjx44899xzpS5l8/7779O2bVu++OILLWUjFW+3M0FfZTaxOJAiCZ2d93t/tjYOERHxKq7pWGscjTC95RK3QdEox6JzqYjIuWgOehloKRsJaEU96CscTS0OpEj9zrDhS9ijBF1ERE5pZ9sGQJrZyOJITtOgqAd9z8/gcICKSIrIOeivhIiU7uh+yNqF3TRIc3jJBU/CaRc75/jhTEREAkc7w9mDnuZobHEkp6nTGkKqQl42HNxkdTQi4gOUoItI6YqK2mw165GLl1SfjWsNweFw4jD8vs3qaERExAtEcYzGtn2AlyXoQcFQv6Pz8e5zj6YUEVGCLiKl27cagLWOSywO5JTEESn8nN/Q+WSP5vSJiAi0tm0HYLejNoeJsjiaM7jmoeucJSJloARdRErnStBN70nQAVa51mNXoTgREQHaGa75517Ue+7iruSuHnQROTcl6CJSMtN0J+jrvKgHHWCVa/iiCsWJiAjQzuaF889d6l8Ghg2ydkFOhtXRiIiXU4IuIiXL+Q2OHQQjiE1mA6uj8eDuQT+wCU5mWxuMiIhYzDwtQfeSgqanC4+C2JbOx3vUiy4iZ6cEXURKVtR7TmwL8gi1NpYzHCKaXY5YwIS9v1gdjoiIWKi+cYjaRg75ZhAbzESrwyFx2Bz3ze305dZERM5CCbqIlOid6Z8DMPO3mhZHUrLVrnmGv62yNhAREbGUa3m1TWZDr/tB2a3+Zc7731ZaG4eIeD0l6CJSotbGDgDWeVmBOJe1rmGMrp5+EREJSF49vN2lXtFSaxlrwF5gbSwi4tWUoItIcabpXrLGm5ZYO90aV1zqQRcRCWjtbEUV3L2xQJxLjUYQFg2FJ+HARqujEREvpgRdRIrL2k0NI5d8M4h0M8HqaEq0wUx0VsXNzVRVXBGRABVMIa2KRnx55RJrLjYb1GvvfKxh7iJyFsFWByAiXqho2PhmswH5hFgcTMlOEga1m8OBDbBvFUT1tjokERGpQB5F14o0NfYSbhSQbUaww4yzIKrzUK8jbF/kTNA7PWx1NCLipdSDLiLFeen658W4eyM0zF1EJBC1sjl7z53TsQxrgzmXep2c9zpnichZKEEXkeJcCbqZZHEg51C3KEFXoTgRkYDkGt6+wdvPVwD1OjjvD2yCvKPWxiIiXksJuoh4Mk3Ylwb4QA963aKLnX2rnHGLiEhAaWXbCcB6R6KlcZRJZBxE1QdOnWdFRM6kBF1EPB3eDnnZ5JkhbDHrWx3N2dVpCbYQOHEEsnZZHY2IiFSiIOw0N5x/+9ebidYGU1auXnQVihORUihBFxFPGWkAbDITKPD2OpLBYRDXyvlYc/pERAJKI2Mf4UYBR80q7DLrWB1O2bjWQ1eCLiKlUIIuIp4y1wGwweED8/ngtGHumocuIhJIWhfNP99oNsT0lUtad4KuH5VFpGQ+8tdMRCpNUYK+0WxocSDnljhsDi+kBgGQ+uMCi6MREZHK5Krgvt5XflAGqNsOMCBnLxzNtDoaEfFCStBFxJMrQXd4f4IOrqV1ii7UHA6LoxGpPD/88AO33HILdevWxTAMvvrqK4/t/fv3xzAMj1vPnj092hw+fJj77ruPqKgoYmJiGDBgALm5uR5t1q5dy9VXX014eDgJCQmMHz++WCyff/45zZo1Izw8nNatW/PNN9+U++cVOVPLogJx63wpQQ+LhNjmzsfqRReREihBF5FTcg9A7n7AYLOZYHU0ZbLVrMcJM5RI4wT8vtXqcEQqzbFjx2jbti2TJk0qtU3Pnj3JyMhw3/797397bL/vvvvYsGEDKSkpzJ49mx9++IHHHnvMvT0nJ4cePXrQsGFDVq5cyeuvv86oUaN4//333W2WLl1K3759GTBgAKtXr6ZPnz706dOH9evXl/+HFili4KClsRPwoQJxLu5CcSusjUNEvJKXV4ASkUpV1HtOzUac+C3c2ljKyE4Q681ELjO2OJdbq32p1SGJVIpevXrRq1evs7YJCwsjLi6uxG2bNm1i7ty5/PLLL3Tq1AmAt99+m5tuuom//e1v1K1bl+nTp5Ofn89HH31EaGgoLVu2JC0tjTfeeMOdyE+cOJGePXvywgsvADBmzBhSUlJ45513mDx5cjl+YpFTkoxMqhp5nDBD2W7WtTqc81OvI6yepkJxIlIi9aCLyCmuBD2utbVxnCf3eu0qFCfiYdGiRcTGxtK0aVOefPJJfv/9d/e21NRUYmJi3Mk5QPfu3bHZbCxfvtzd5pprriE0NNTdJjk5mfT0dI4cOeJu0717d4/jJicnk5qaWpEfTQJcq6Le841mQxy+djkb3855n7EGTNPSUETE+6gHXURO8dkEvWj+YcYaawMR8SI9e/bktttuIykpiW3btvHyyy/Tq1cvUlNTCQoKIjMzk9jYWI/3BAcHU6NGDTIzncWrMjMzSUrynN9bp04d97bq1auTmZnpfu30Nq59lCQvL4+8vDz385ycnIv6rBJ4ThWIS7Q2kAtRpyXYQuDEEcjaDdV9o+aLiFQOJegicsr+ojmjcW2AfEtDOR8bXPMPM9c5C8XZfKw3RaQC3HPPPe7HrVu3pk2bNjRq1IhFixZxww03WBgZjB07lldffdXSGMS3tSpaYm296UMF4lyCw5yF4jLXQkaaEnQR8aCr2DJQpVwJCAUn4NAW52Mf60HfZtblpBkC+blwZIfV4Yh4pUsuuYRatWqxdauzmGJcXBwHDhzwaFNYWMjhw4fd89bj4uLYv3+/RxvX83O1KW3uO8Dw4cPJzs523/bs2XNxH04CjEmrogruG7y8Bz1x2Bz3zUPdds77fWmVHZKIeDkl6GWgSrkSEA5sBNMBEbWgWp1zt/cidoLYbDZwPslIszQWEW+1d+9efv/9d+Lj4wHo2rUrWVlZrFx5qlDVd999h8PhoEuXLu42P/zwAwUFBe42KSkpNG3alOrVq7vbLFy40ONYKSkpdO3atdRYwsLCiIqK8riJlFWCcYAo4zh5ZjC/mvWtDufCuOehp1kZhYh4ISXoZdCrVy/+/Oc/c+utt5baxlUp13VzXbjAqUq5H3zwAV26dOGqq67i7bffZubMmezbtw/Ao1Juy5Ytueeee3jmmWd444033Ps5vVJu8+bNGTNmDB06dOCdd96puA8vgaNo/vkPR+NJHO57IzPc8xAz1loah0hlyc3NJS0tjbS0NAB27NhBWloau3fvJjc3lxdeeIFly5axc+dOFi5cyB//+EcaN25McnIyAM2bN6dnz548+uij/PzzzyxZsoRBgwZxzz33ULeusyr2vffeS2hoKAMGDGDDhg18+umnTJw4kaFDh7rjePbZZ5k7dy4TJkxg8+bNjBo1ihUrVjBo0KBK/04kMLgKxKWbCRT46mzN03vQVShORE6jBL2cqFKu+LxM50iMjaZvzoVzz0NXoTgJECtWrKB9+/a0b98egKFDh9K+fXtGjhxJUFAQa9eu5Q9/+AOXXnopAwYMoGPHjvz444+EhYW59zF9+nSaNWvGDTfcwE033cRVV13lMXIrOjqa+fPns2PHDjp27Mhzzz3HyJEjPUaAXXHFFcyYMYP333+ftm3b8sUXX/DVV1/RqlWryvsyJKC09JHh7WcV2xJswXDiMGRrioeInOKjPzt6F1XKFb9Q1IO+0eGjCbrrQi1zrbM3wjAsjUekonXr1g3zLD1v8+bNO+c+atSowYwZM87apk2bNvz4449nbXPnnXdy5513nvN4Iuer2NxtoLmxG/DdH5QBCAkvKhS3ztmLHtPA6ohExEsoQS8HqpQrPs/hcFdw99ULnnQzAYwgOP475PwG0T46L1FERM6quW0XAJscPp7UxrdzJugZadDiD1ZHIyJeQkPcK4Aq5YrPObID8nM5aYaww4y3OpoLkkco1G7mfKJ56CIifimaXOoahwFOFQf1VarkLiIlUIJeAVQpV3xOUe95upmAnSCLg7kI8W2d95qHLiLil1oU9Z7vdtQmlwiLo7lI8c76EWSsUaE4EXFTgl4GqpQrfq9o/rmvDxd8dYXzx4WU71IsjkRERCqCa/75Jh+djuWhTlGhuOOHnFOzRERQgl4mqpQrfm//BsD3L3jWO5yFFlsUVfgVERH/4upB99WCph5CwqF2c+djDXMXkSIqElcGqpQrfq8oQd/s4z3om4rmI9Yzfodjv0PVmhZHJCIi5am5UVQgztfnn7vUbQv7iwrFNb/Z6mhExAuoB10k0OUdhSznBc9mM8HiYC5OLhHscBQtRZipeegiIv4kmEIaG86h4L664kgx8e2c9+pBF5EiStBFAt2BTc77yHiyqWZtLOVgg+kc5q5CcSIi/qWRsY8wo5Acswp7zdpWh1M+6roKxaWpUJyIAErQRaRoeDt1WlobRznZ4Eh0PtBSayIifsVVIM65vJphbTDlJbYFGDY4dhCOZlodjYh4ASXoIoHuwEbnfWwLa+MoJxtcwx4zlaCLiPiT5v5UIM4lNAJqNXU+1nlLRFCROBHxsx70ja4e9N+3Qf4xCK1qaTwiIlI+WrgLxPlmgp44bI7H853jejsfxLeBg5ucI78uTbYgMhHxJupBFwlkpnkqQfeTHvRDRHPAjAFM2L/R6nBERKRcmDS3Fa2B7uMrjhQT18Z5r+KmIoJ60EUCWpfh01genkWhaaPFxO1AiNUhlYuNjobEBmU5hwsmXGZ1OCIich7O7GkGqE0WtYwc7KZBuo+vOFJMfFGCrtopIoJ60EUCmqs3YrsZT76fJOdw2vI7meusDURERMpFC/f5qi55hFocTTmLa+28z9oFJ45YG4uIWE4JukgAa2rsAfC73gh3AaH9660NREREykVz9/xzPxveDlClOsQUfS79sCwS8JSgiwSwpjZngu5v8/ncPej7N4DDbm0wIiJy0Vwjvjb72fnKLU7D3EXESQm6SABzrSnrbz3oO804CK4CBcfh8HarwxERkYvkGvG10R970AHi2zrvtdSaSMBTgi4SqOwFNDJ+AyDdzy54HNhOLRunix0REZ8WSgGNjH0ApKsHXUT8nBJ0kUD1+1ZCDTtHzSrsNWtZHU35cxXdydQ8dBERX9bI2EeIYSfbjCCDGlaHUzFcldwPbYGCE9bGIiKWUoIuEqiK1j93Dm83rI2lIrgTdBXcERHxZa7h7ZvNBvjl+QogMh4iaoFph/0brY5GRCykBF0kULkSdId/zT93U4IuIuIXmrkLxPnp+QrAME6bh77G2lhExFJK0EUC1QHnL/Sb/axAnEuLSXtwmAbkZkLuQavDERGRC9TMowfdj7mGuWcoQRcJZErQRQJVUYK+xU97JI4Tzg4zzvlkv3rRRUR8lasH3W9HfLmoUJyIoARdJDDlHYWsoiGDftqDDrDJtR66hrmLiPikGI4SZxwB/G9J0GJcQ9wPbAR7obWxiIhllKCLBKIDmwHINKuTTTWLg6k4Gx1K0EVEfFkzm3N4+25HbY5RxeJoKlj1JAiNhMKTzmruIhKQlKCLBCL38Pb6FgdSsTa65isqQRcR8UnNDNdoLz+ffw5gs0FcK+djnbdEApYSdJFAdGAT4P/DBTc6Ep0PtK6siIhPOrXEmn+fr9zcK5BoHrpIoFKCLhKIXD3opn/3oB8ght/NSDAd7h8lRPzFDz/8wC233ELdunUxDIOvvvrKva2goICXXnqJ1q1bU7VqVerWrcuDDz7Ivn37PPaRmJiIYRget3Hjxnm0Wbt2LVdffTXh4eEkJCQwfvz4YrF8/vnnNGvWjPDwcFq3bs0333xTIZ9ZAk9z9xJrAdCDDkrQRUQJukhAcvWg+3tFXAw2uS7q9q+3NhSRcnbs2DHatm3LpEmTim07fvw4q1at4v/+7/9YtWoVs2bNIj09nT/84Q/F2o4ePZqMjAz37emnn3Zvy8nJoUePHjRs2JCVK1fy+uuvM2rUKN5//313m6VLl9K3b18GDBjA6tWr6dOnD3369GH9ev2bk4tj4OBSYy/gn0PcE4fNcd/cXJXcM9eBaVoTmIhYKtjqAESkkh07BMcOAAa/mvWsjqbCbTIbchUbIFPJgviXXr160atXrxK3RUdHk5KS4vHaO++8Q+fOndm9ezcNGpxKdiIjI4mLiytxP9OnTyc/P5+PPvqI0NBQWrZsSVpaGm+88QaPPfYYABMnTqRnz5688MILAIwZM4aUlBTeeecdJk+eXB4fVQJUA+MAEUYeJ80Qdpol/z/qd2Kbgy0YThyB7L0Q4+8/pIvImdSDLhJoXEO9qydygnBrY6kE7kru6kGXAJednY1hGMTExHi8Pm7cOGrWrEn79u15/fXXKSw8tbxTamoq11xzDaGhoe7XkpOTSU9P58iRI+423bt399hncnIyqamppcaSl5dHTk6Ox03kTK4CcVvM+jgC5ZI1OAxqN3M+VqE4kYAUIH/tRMTllQ8+B2D+oRoWR1I5Tq2Fvl7DBSVgnTx5kpdeeom+ffsSFRXlfv2ZZ55h5syZfP/99zz++OO89tprvPjii+7tmZmZ1KlTx2NfrueZmZlnbePaXpKxY8cSHR3tviUkqJdQimtWVCDO/6djncE9D10JukggUoJeBirEI/7EVRHX3yu4u2wz64ItBPKyIWu31eGIVLqCggLuuusuTNPkvffe89g2dOhQunXrRps2bXjiiSeYMGECb7/9Nnl5eRUa0/Dhw8nOznbf9uzZU6HHE+9X0nzsZrYAWmLtdO556CoUJxKIlKCXgQrxiD+51OYsuOPva6C7FBB8arighrlLgHEl57t27SIlJcWj97wkXbp0obCwkJ07dwIQFxfH/v37Pdq4nrvmrZfWprR57QBhYWFERUV53ETOFHBLrLmokrtIQFOCXga9evXiz3/+M7feemuxba5CPHfddRdNmzbl8ssv55133mHlypXs3u3ZW+cqxOO6Va1a1b3t9EI8LVu25J577uGZZ57hjTfecLc5vRBP8+bNGTNmDB06dOCdd96puA8v/sU0uTTAetAB/rMvBoA3/jXL2kBEKpErOf/1119ZsGABNWvWPOd70tLSsNlsxMbGAtC1a1d++OEHCgoK3G1SUlJo2rQp1atXd7dZuHChx35SUlLo2rVrOX4aCTTh5JFoOH/4SQ+UJdZcXAl61m5nsTgRCShK0CuACvGI18r5jSjjBAVmEDvMeKujqTSuQnHNbbssjkSk/OTm5pKWlkZaWhoAO3bsIC0tjd27d1NQUMAdd9zBihUrmD59Ona7nczMTDIzM8nPzwec55S33nqLNWvWsH37dqZPn86QIUO4//773cn3vffeS2hoKAMGDGDDhg18+umnTJw4kaFDh7rjePbZZ5k7dy4TJkxg8+bNjBo1ihUrVjBo0KBK/07Ef1xq7MVmmBwyozhEtNXhVK4qMRBT9KOEViARCThaZq2cna0QT4cOHahRowZLly5l+PDhZGRkuHvIMzMzSUpK8tjX6YV4qlevfsGFeF599dXy+nji64oquG83451DvwPExqJCcc0NzUEX/7FixQquu+4693NX0tyvXz9GjRrF119/DUC7du083vf999/TrVs3wsLCmDlzJqNGjSIvL4+kpCSGDBnikXxHR0czf/58Bg4cSMeOHalVqxYjR450L7EGcMUVVzBjxgxGjBjByy+/TJMmTfjqq69o1apVBX568XdNbQFaIM4lro2zBz1zLSRdbXU0IlKJAucKvRKcqxCPS5s2bQgNDeXxxx9n7NixhIWFVVhMw4cP9zh2Tk6OquUGsgMbgcAa3g6wqWh4ZKJtP5zMgXDNdxXf161bN8yzrExwtm0AHTp0YNmyZec8Tps2bfjxxx/P2ubOO+/kzjvvPOe+RMqqWQBOx/IQ1wY2z1Yld5EApCHu5USFeMQn7C9K0AOsRyKLSDLMomXlin6kEBER79XUcFVwD6zzlZuWWhMJWErQy4EK8YjPKEpOt5iBUcH9dK5edF3siIh4P9cQ982BViDOJb5oqbWDm6GwYpc9FBHvogS9DFSIR/yCww6HtgCBmaC75qFrqTUREe9Wk2xqGzk4TCMgz1cARNWDKtXBUeiuHyMigUFz0MtAhXjELxzeAYUnOWGGstuMtTqaSrepqJK7KuKKiHg3V+/5LjOWk1RcnR6vZhjOeeg7FjsLxdVtZ3VEIlJJlKCXgQrxiF84bXi7GYCDZzaZRcMk929wjiawBVkbkIiIlOhUgbgAHd7uEtfamaBnrLU6EhGpRErQRQJF0RC5LY7AHC6404zjuBlGROEJOLwdajWxOiQRESlB0wCs4J44bI778c5xvZ0P4ts671U7RSSgBF43mkigCtAl1lwc2E59dl3siIh4raa2ogruAbbiSDGuSu7714PDYW0sIlJplKCLBApXD3qgFtxBldxFRLydgYNLjd+AwP1B2a1mEwgOh/xc58gvEQkIStBFAkFhHvy+FQi8NdBPp0ruIiLerYFxgAgjj5NmCDvNOKvDsVZQMNRp6XycqXnoIoFCCbpIIDj0K5h2CI9mP9WtjsYyG92V3NWDLiLijVwF4n416+HQZeqpYe5K0EUChv7yiQQC1xqqsS0Aw9JQrOQcLmnA0Qw4dsjqcERE5AzNDOf884Cv4O4S18Z5r0ruIgFDCbpIAJj02dcATNseYXEk1jpGFaiR5HyiXnQREa/jWgM94AvEuaiSu0jAUYIuEgAuNfYCKrgDeFbFFRERrxKIS6ydVWwLMGxw7AAczbQ6GhGpBFoHXSQAuC54tqhHAuq0ho3/VW+EiIjFTl/7GyCMfBINZxKqHvQioRHOau6H0p3D3CMDvHCeSABQD7qIv8vLpYHtIABbzHoWB+MF3AV31IMuIuJNmhh7CTJMfjcjOUiM1eF4j/iieegqFCcSEJSgi/i7g+kAHDBjOEKUxcF4gbhWzvtD6c7l50RExCs0tzkLxG12NCCQC5oWo0ruIgFFCbqIvzuwEYB0R32LA/EOiWPTOGJWA0chHNxsdTgiIlJE889LoUruIgFFCbqIvytaYm2LLniKGGxyFC3fo3noIiJew7XE2madrzy5EvQjO+BkjrWxiEiFU4Iu4u9cPeimetBdNpoNnQ+UoIuIeI1TS6xpDXQPVWtCVFENGa1AIuL3lKCL+DtXD7oq4rptcrgSdF3oiIh4g1pkU9vIwWEabNEPysVpmLtIwFCCLuLPjh+GXOeSNb+qgrubRw+6aVobjIiI0LSoQNxOsw4nCbM4Gi+kSu4iAUProIv4s6Le871mLY5RxeJgvMdWsx75ZhChedmQvQdiNJxSRMRKrvnnKhDnuT78znG9nQ/i2zrv1YMu4vfUgy7iz4rmn2/W8HYPBQSz1TWEUvPQRUQs18zQ/POzcg1xP7gJCk5aG4uIVCgl6CL+bP8GQD0SJVGhOBER7+EuEKfzVcmi60OVGs4lQot+fBcR/6QEXcSfuddAV4/EmTa6CsVpuKCIiKVsOLjU2AvAZlPnqxIZxqlh7pqHLuLXlKCL+CvTdM9BV49EcRscic4HutAREbFUopFJuFHAcTOM3Was1eF4L1ehuIw11sYhIhVKCbqIv8reC3k5YAtmhxlvdTRexz3EPXuPs9q9iI/54YcfuOWWW6hbty6GYfDVV195bDdNk5EjRxIfH0+VKlXo3r07v/76q0ebw4cPc9999xEVFUVMTAwDBgwgNzfXo83atWu5+uqrCQ8PJyEhgfHjxxeL5fPPP6dZs2aEh4fTunVrvvnmm3L/vOK/XAXitpj1MXVpWjp3oTgl6CL+TH8FRfyVa45arUsp0IINxRwlAqonOp9oHrr4oGPHjtG2bVsmTZpU4vbx48fz97//ncmTJ7N8+XKqVq1KcnIyJ0+eKjB13333sWHDBlJSUpg9ezY//PADjz32mHt7Tk4OPXr0oGHDhqxcuZLXX3+dUaNG8f7777vbLF26lL59+zJgwABWr15Nnz596NOnD+vXr6+4Dy9+xT3/XAVNzy6+nfN+/wawF1oaiohUHCXoIv6qqEAcsS2sjcObxbV23muYu/igXr168ec//5lbb7212DbTNHnrrbcYMWIEf/zjH2nTpg2ffPIJ+/btc/e0b9q0iblz5/LBBx/QpUsXrrrqKt5++21mzpzJvn37AJg+fTr5+fl89NFHtGzZknvuuYdnnnmGN954w32siRMn0rNnT1544QWaN2/OmDFj6NChA++8806lfA/i+5oX9aBr/vk5VE+C0EgoPAmHtlgdjYhUECXoIn7qq/kpAIxfHWRxJF4sTuvKin/asWMHmZmZdO/e3f1adHQ0Xbp0ITU1FYDU1FRiYmLo1KmTu0337t2x2WwsX77c3eaaa64hNDTU3SY5OZn09HSOHDnibnP6cVxtXMcROZemRUusacWRc7DZTv2wrGHuIn5LCXoZaJ6f+KKmRRVx013rfUtxroI7GuIufiYzMxOAOnXqeLxep04d97bMzExiYz0LcgUHB1OjRg2PNiXt4/RjlNbGtb0keXl55OTkeNwkMFXlBA1tBwANcS8TVXIX8XtK0MtA8/zE59gLaGT8BkC6hgyWztUTcWgLFJywNhaRADJ27Fiio6Pdt4QEJWaBIHHYHI8bnOo932/GcIQoK8PzDSoUJ+L3lKCXgeb5ic/5fSuhhp2jZhX2mrWsjsZ7RcZDRC0w7bB/o9XRiJSbuLg4APbv3+/x+v79+93b4uLiOHDggMf2wsJCDh8+7NGmpH2cfozS2ri2l2T48OFkZ2e7b3v27Dnfjyh+opm7QJx+TC4T91Jra8HhsDYWEakQStAvkrfP89MwwgBVVCBui1kfMKyNxZsZxmnD3NUbIf4jKSmJuLg4Fi5c6H4tJyeH5cuX07VrVwC6du1KVlYWK1eudLf57rvvcDgcdOnSxd3mhx9+oKCgwN0mJSWFpk2bUr16dXeb04/jauM6TknCwsKIioryuElgam7sAmCTa+lLObtaTSE4HPKPwpEdVkcjIhVACfpF8vZ5fhpGGKAObAIg3aH55+cUd1pvhIgPyc3NJS0tjbS0NMD5g3FaWhq7d+/GMAwGDx7Mn//8Z77++mvWrVvHgw8+SN26denTpw8AzZs3p2fPnjz66KP8/PPPLFmyhEGDBnHPPfdQt25dAO69915CQ0MZMGAAGzZs4NNPP2XixIkMHTrUHcezzz7L3LlzmTBhAps3b2bUqFGsWLGCQYMGVfZXIj6ouc1ZwX2jetDLJigY6rR0PtYwdxG/pATdz2kYYYAqWgNd88/PLnHYHJ7+3rmW7OpffrQ4GpHzs2LFCtq3b0/79u0BGDp0KO3bt2fkyJEAvPjiizz99NM89thjXHbZZeTm5jJ37lzCw8Pd+5g+fTrNmjXjhhtu4KabbuKqq67yqH0SHR3N/Pnz2bFjBx07duS5555j5MiRHjVUrrjiCmbMmMH7779P27Zt+eKLL/jqq69o1apVJX0T4qsMHDQrWmJNPejnwf3DshJ0EX8UbHUAvu70eX7x8fHu1/fv30+7du3cbaya5xcWFkZYWNgFfDLxaUVD3LVkzbltMBMBnBeJDjvYtCyd+IZu3bphmmap2w3DYPTo0YwePbrUNjVq1GDGjBlnPU6bNm348cez/4B15513cuedd549YJEz1DcOUs04SZ4ZzHYz/txvECcVihPxa+pBv0jePs9PAlDeUchyzunTEPdz22nGccwMo4qRD4d+PfcbRESkXLQo6j3/1ayPHf04WmZ12znvM9LgLD/SiYhvUoJeBprnJz7lYDoAB7RkTZk4sLHZNRVA68qKiFSa5raiAnGaf16qM5elAyC2BQSFwokj7h/kRcR/KEEvA83zE5+yfz0Amx0a3l5WGxyJzgcaLigiUmmaa/75hQkOcybpAPtWWxuLiJQ7zUEvA83zE59SNP98kwrEldn6onnoStBFRCrPqQJxOl+dt7rtnUPc96VBy1utjkZEypF60EX8TVGCvllDBstsgyPJ+SBjrebziYhUgmocp6HNWUBXQ9wvgGseunrQRfyOEnQRf2KakOkc4q4hg2W3xaxPnhkMedlwZIfV4YiI+L2mhnPZ1wyzBllEWhyND6rrnHapQnEi/kcJuog/yd7rTDJtwWwz61odjc8oIPhUobh9aZbGIiISCJrbioa3q/f8wtRuDkFhcFI/LIv4GyXoIv6kqEActZpSoBIT52W9e5h7mqVxiIgEguaaf35xgkOhTkvnYw1zF/ErStBF/IkrQY9TZf/ztc4sStDVgy4iUuFcS6ypXspFcA1z13lLxK8oQRfxJ0UF4ty/qkuZrT99qTXN5xMRqTAGDvcc9I2ql3LhVChOxC8pQRfxJ0UF4qijHvTztcVMIN8MgpNZXPXyVKvDERHxWw2N/VQ18jhphrDTjLM6HN/lLhS3BhwOa2MRkXKjBF3ETzQbNgv7oa0AXPZBpsXR+J58Qkg3EwBobajgjohIRWlW1HuebiZgJ8jiaHxY7WbOQnF5OSoUJ+JHVEVKxE9cauwlyDA5aEZxkBirw/FJ6xxJtLbtpLVNFzoiIuUhcdicYq+1tO0EVMH9ogWFQFxr+G2Fc5h7zUZWRyQi5UA96CJ+olnRkjUquHPhNhQVimulHnQRkQrT0tgJwAYz0dI4/IK7UJzmoYv4CyXoIn7CtWTNZi1Zc8HWFS211sq2Q4XiREQqiKsHfYOrOKdcOHehuDQroxCRcqQEXcRPNC/qQdeQwQuXbiZQYAZRw8iF7D1WhyMi4ndqkU0dIwuHaegH5fLgLhSXBg67paGISPlQgi7iD0yTZupBv2h5hLLFrO98ot4IEZFy5+o932HGcZxwa4PxB7WbQUhVyM+FQ1usjkZEyoGKxIn4g5zfiDGOUWAGsdWsZ3U0Pm29I4mWtl3OZWta/MHqcERE/Irmn1+4Mwvu7RzXG2xBzmHuu5bAbyshtrk1wYlIuVEPuog/2L8BgG1mXfIJsTgY37auqFAcGWmWxiEi4o9aaP55+avXwXm/d4W1cYhIuVCCLuIPMtcBsLloHW+5cK5Ccfy2SoXiRETKmasHfaPZ0NpA/Em9Ts7731ZaG4eIlAsl6CL+oChB3+TQBc/F2mQ2JN8MghOH4chOq8MREfEb1ThOkm0/oB70clWvo/N+/wYoOGFtLCJy0ZSgi/iDzLWA5vSVh3xCTvXs7FtlbTAiIn7EtRxohlmDw0RZHI0fia4P1eqAaXfWTxERn6YEXcTXncyBw9sB2KAe9HKx1tHI+eA3JegiIuXl1PrnOleVK8M41YuuYe4iPk8Juoiv278egN/MmhxRj0S5WONO0HWhIyJSXlTBvQK5CsXpvCXi85Sgi/i6DOfw9o2az1du0syiBD1jDdgLrQ1GRMRPtLTtAnS+qhCuQnGq5C7i85Sgi/i6ovlmG1QRt9xsN+MhNBIKjsPBzVaHIyLi80IpoImxF1APeoWo2955n7ULjh2yNhYRuShK0EV8natAnHokyo2JDeq2cz7RcEHxUYmJiRiGUew2cOBAALp161Zs2xNPPOGxj927d9O7d28iIiKIjY3lhRdeoLDQc1TJokWL6NChA2FhYTRu3JipU6dW1kcUH9LE2EuIYSfLrMpes5bV4fifKjFQs4nzseqniPi0YKsDEJGLUJjn7uFVgl6+3tsaw5PBMOPLL7m3Yz+rwxE5b7/88gt2u939fP369dx4443ceeed7tceffRRRo8e7X4eERHhfmy32+nduzdxcXEsXbqUjIwMHnzwQUJCQnjttdcA2LFjB7179+aJJ55g+vTpLFy4kEceeYT4+HiSk5Mr4VOKN0ocNqfYa64CcRsdDQGjcgMKFPU7we+/wm8r4NIeVkcjIhdICbqID7v5/95ndlghR8xq7KOm1eH4lbSiQnFtbdstjkTkwtSuXdvj+bhx42jUqBHXXnut+7WIiAji4uJKfP/8+fPZuHEjCxYsoE6dOrRr144xY8bw0ksvMWrUKEJDQ5k8eTJJSUlMmDABgObNm/PTTz/x5ptvKkEXDyoQVwnqdYQ1/9bILxEfpyHu5UDDCMUqroI7G9QjUe5cldybGnsg/7jF0YhcnPz8fKZNm8bDDz+MYZz6WzF9+nRq1apFq1atGD58OMePn/p/PTU1ldatW1OnTh33a8nJyeTk5LBhwwZ3m+7du3scKzk5mdTU1Ar+ROJrWtt2ALBeo70qzulLrZmmtbGIyAVTD3o50DBCsYp6JCpOJjXYb8ZQx8hyzvNvcLnVIYlcsK+++oqsrCz69+/vfu3ee++lYcOG1K1bl7Vr1/LSSy+Rnp7OrFmzAMjMzPRIzgH388zMzLO2ycnJ4cSJE1SpUqXEePLy8sjLy3M/z8nJuejPKN4rmEJaGM4flNe6VsmQi3b6VIKd43pDnVYQFAYnjsDh7VBT37WIL1KCXg40jFCs4prTp/nnFcFgraMRNwatdPZGKEEXH/bhhx/Sq1cv6tat637tsccecz9u3bo18fHx3HDDDWzbto1GjSr2wn7s2LG8+uqrFXoM8R6XGnsJNwrIMauw06xz7jfIhQkOdRY43bMc9vysBF3ER2mIeznTMEKpNA47zY3dgHrQK4prHroq4oov27VrFwsWLOCRRx45a7suXboAsHXrVgDi4uLYv3+/RxvXc9cPzqW1iYqKKrX3HGD48OFkZ2e7b3v27Dm/DyU+5dTw9iTnKhlScRI6O+/3LLc2DhG5YOpBL2caRiiV5vdtRBh5HDfD2GHGWx2NX1rjGoqpgjviw6ZMmUJsbCy9e/c+a7u0tDQA4uOdf0+6du3KX/7yFw4cOEBsbCwAKSkpREVF0aJFC3ebb775xmM/KSkpdO3a9azHCgsLIyws7EI+jvigNoaz2KaGt1eChC7A284edBHxSUrQy5mGEUqlKVr/fLOZgEM9EhVirSPJ+eDIDjh2CKpq7V7xLQ6HgylTptCvXz+Cg0+d8rdt28aMGTO46aabqFmzJmvXrmXIkCFcc801tGnTBoAePXrQokULHnjgAcaPH09mZiYjRoxg4MCB7uT6iSee4J133uHFF1/k4Ycf5rvvvuOzzz5jzpziy2xJ4GpdtBqG+2+qVJz6RT3oBzbCyWwIj7Y2HhE5b7qqL0caRiiVKmMNoPnnFSmHavzqqOd8svcXa4MRuQALFixg9+7dPPzwwx6vh4aGsmDBAnr06EGzZs147rnnuP322/nf//7nbhMUFMTs2bMJCgqia9eu3H///Tz44IMeBU+TkpKYM2cOKSkptG3blgkTJvDBBx+oNoq4hVJAs6LpWGvNSyyOJgBE1oHqiYAJe1dYHY2IXAD1oJcjDSOUSlXUg6755xVrpaMJTWy/OefzNe1ldTgi56VHjx6YJSy3lJCQwOLFi8/5/oYNGxY795ypW7durF69+oJjFP/W1NhDqGHniFmNvWbtc79BLl5CFziy0znMvfENVkcjIudJPejl5GzDCMeMGcPKlSvZuXMnX3/9NQ8++GCpwwjXrFnDvHnzShxGuH37dl588UU2b97Mu+++y2effcaQIUMs+bxiMdOEfc4L4nUO9UhUpJXmpc4Hms8nInLe2hQNb1/nSAKMszeW8qFCcSI+TQl6OdEwQqlUh7fDyWzyzBDSzfpWR+PXVjmaOB/8tgrsBdYGIyLiY1wF4taoQFzlSXBOpWTvCnDYrY1FRM6bhriXEw0jlEpVtOzXRrMhhfpnXKG2m/EQHgMnsyBzHdTrYHVIIiI+w7MHXSpFbAsIrQb5R+HAJohrZXVEInIe1IMu4ov2ORP0NRreXuFMbHx3LBGAUe9OsTYYEREfEk4eTYy9AKzV+ary2IKgfifnYw1zF/E5StBFfFHR/HNd8FQO1zD3DrZfLY5ERMR3tDB2EWw4OGhGk0kNq8MJLK5h7qqfIuJzlKCL+JhGw77m+K6iHnTN6asUrkJxStBFRMqutW0H4BrtpQJxlcqdoKsHXcTXaPKqiI9pbPxGhJHHUbOKc360VLg1jkbYTYP6xiHI2QdRda0OSUTE652af67RXhUtcdgc9+Od43oXDXE34MgOyD0A1WKtC05EzosSdBEf47rgWe9IwtQgmEpxnHA2mw1oaexyDhds2cfqkEREvMrpCaKLq4L7OlMF4ipdeLSzWNyBDbB7GbT4g9URiUgZ6epexMe0NbYBsFYXPJVqpUProYuIlFUUuTSx/QZAmqOxxdEEqAaXO+93LbU2DhE5L0rQRXyMa07fWofmn1emla710DWfT0TknNrZnD8m73DU4TBRFkcToBKvdN7vWmJtHCJyXpSgi/iSwjyaG7sAWGNqTl9lWmUWJegZa6DgpLXBiIh4OVdRzdWuv51S+RoWJeiZ6+BElqWhiEjZKUEX8SX71xNq2DlsVmOvWdvqaALKHjOWg2Y0OArc69CLiEjJ2htbgVPLVIoFIuOgRiPAdM5DFxGfoARdxJf85kwMncPbtWRN5TL42dHU+VDDBUVESmXgoL3NmaCv1vxza2mYu4jPUYIu4kv2rQY0vN0qyx3NnQ926kJHRKQ0lxgZRBnHOWGGkm4mWB1OYGt4lfNeCbqIz1CCLuJLihJ0rSlrDXeCvudnsBdYG4yIiJdyzT9fa15CoVb0tVbDK5z3+9Ig76iloYhI2ShBF/EVJ3Pg4GYA1ihBt8QWsz5UqQ4Fx5zF4kREpJj2RlGBOM0/t15MAsQ0ANOuZUJFfIQSdBFf8dtKMB3scdTmINWtjiYgmdigQVFvxM6frA1GRMRLdbC5CsRp/rlX0DB3EZ+iBF3EVxT98r1SS9ZYasx6548jC+d9ZW0gIiJeqBrHudTYC6gH3Wu4CsWpfoqIT1CCLuIr9iwHYKXjUosDCWzLiuahX2bbDA67xdGIiHiXtrZt2AyzaLRXjNXhCJyah/7bSig4YW0sInJOqtwh4gOShv2PNWGpRBmwSgm6pTaZDckxqxBlnIDMdVC3ndUhiYhYInHYnGKvudY/X21qeLvXqJ4EkXXh6D7Y+wskXWN1RCJyFupBF/EBjY19RBnHOWaGsVlL1ljKgY0V7vXQl1objIiIl3FVcF+l4e3ewzBOG+au+iki3k4JuogP6GjbAsAaRyPsBFkcjbiXW1PBHRGR05i0LyoQt1oF4iyTOGyO+3bqxaud99sXWxOUiJSZEnQRH9DRcCboK00Nb/cGPzuaOR/sWgIOh7XBiIh4iUbGPqobuZw0Q9hoJlodjpyu0XXO+72/OJdtFRGvpQRdxAe4hgyu1JBBr7DOTOKYGQYnjrjXphcRCXRdbM6/h6scTShQmSPvEtMAajRyroeuYe4iXk0Juoi3O/Y7jWwZgJas8RaFBJ+qpr/zR2uDERHxEl1smwD42WxmcSRSoku6Oe+3L7IyChE5ByXoIt5u7y8AbHXUJZtqFgcjLksdLZ0Ptn1vbSAiIl7BpHNRD7q7Tod4F9cw9+06b4l4MyXoIt5O6597pR8drZ0Pdv4E9gJrgxERsViCcYB44zD5ZpAKxHmrxKvBsMGhLZD9m9XRiEgplKCLeLs9PwOw0tTwdm+y0WwIETUh/yjsXWF1OCLFjBo1CsMwPG7Nmp0aenzy5EkGDhxIzZo1qVatGrfffjv79+/32Mfu3bvp3bs3ERERxMbG8sILL1BYWOjRZtGiRXTo0IGwsDAaN27M1KlTK+PjiZdxzT9fazbiJGEWRyMlqhIDdTs4H6sXXcRrKUEX8Wb2AvhtJaAedG9jYuN/R50/mkz85/uey9mIeImWLVuSkZHhvv3006niUEOGDOF///sfn3/+OYsXL2bfvn3cdttt7u12u53evXuTn5/P0qVL+fjjj5k6dSojR450t9mxYwe9e/fmuuuuIy0tjcGDB/PII48wb968Sv2cYr3OhjNBd69yId7JPcx9kaVhiEjplKCXA/VSSIXJWAuFJ8gyq7LdjLc6GjmDa5j7VbZ1FkciUrLg4GDi4uLct1q1agGQnZ3Nhx9+yBtvvMH1119Px44dmTJlCkuXLmXZsmUAzJ8/n40bNzJt2jTatWtHr169GDNmDJMmTSI/Px+AyZMnk5SUxIQJE2jevDmDBg3ijjvu4M0337TsM4s1XPPPlaB7udMLxWmZUBGvpAS9nKiXQipEUYXwnx3NMPXP1ev8ZHcm6G2NbURy3OJoRIr79ddfqVu3Lpdccgn33Xcfu3fvBmDlypUUFBTQvXt3d9tmzZrRoEEDUlNTAUhNTaV169bUqVPH3SY5OZmcnBw2bNjgbnP6PlxtXPsoTV5eHjk5OR438V11OEyibT9209BoL29XvzOEVIVjB+HABqujEZES6Iq/nKiXQipE0VqlyxwtLA5ESrKPWmxzxBNsOOhq04WOeJcuXbowdepU5s6dy3vvvceOHTu4+uqrOXr0KJmZmYSGhhITE+Pxnjp16pCZmQlAZmamR3Lu2u7adrY2OTk5nDhxotTYxo4dS3R0tPuWkJBwsR9XLOTqPd9oNuQoERZHI2cVHAqJVzofa5i7iFdSgl5O1Esh5c5eCLud/32Xackar/WToxUAV9nWWxyJiKdevXpx55130qZNG5KTk/nmm2/Iysris88+szo0hg8fTnZ2tvu2Z88eq0OSMkgcNsfj5nJqeLvOVd6mpP9e7mHu276zJCYROTsl6OVAvRRSITLSID8XwmPYZDawOhopxU+ahy4+IiYmhksvvZStW7cSFxdHfn4+WVlZHm32799PXFwcAHFxccXqpbien6tNVFQUVapUKTWWsLAwoqKiPG7iuzT/3Mc0vtF5v/MnyMu1NhYRKUYJejlQL4VUhHHv/ROAeccaa/65F1vmaEGhaeMSWyZk7bY6HJFS5ebmsm3bNuLj4+nYsSMhISEsXLjQvT09PZ3du3fTtWtXALp27cq6des4cOCAu01KSgpRUVG0aNHC3eb0fbjauPYh/q86OTS17QXgZ0dTi6ORMqnVBKongT1fw9xFvJCu+iuAeimkPFxu2wRoeLu3O0oEaWZj55NtWldWvMfzzz/P4sWL2blzJ0uXLuXWW28lKCiIvn37Eh0dzYABAxg6dCjff/89K1eu5KGHHqJr165cfvnlAPTo0YMWLVrwwAMPsGbNGubNm8eIESMYOHAgYWHOda6feOIJtm/fzosvvsjmzZt59913+eyzzxgyZIiVH10qketcle6ozxF0jeETDAMu7el8vOVba2MRkWKUoFcA9VLIRbMX0MmWDqhAnC9wzUNna4q1gYicZu/evfTt25emTZty1113UbNmTZYtW0bt2rUBePPNN7n55pu5/fbbueaaa4iLi2PWrFnu9wcFBTF79myCgoLo2rUr999/Pw8++CCjR492t0lKSmLOnDmkpKTQtm1bJkyYwAcffEBycnKlf16xxtW2tQAscf0dFN9wadG/0S3ztdyaiJcxTNM0rQ7C1z3//PPccsstNGzYkH379vHKK6+QlpbGxo0bqV27Nk8++STffPMNU6dOJSoqiqeffhqApUuXAs5l1tq1a0fdunUZP348mZmZPPDAAzzyyCO89tprgHOZtVatWjFw4EAefvhhvvvuO5555hnmzJlzXhdCOTk5REdHk52drd50b7bnF/iwO0fManTIm6wh7l6ujbGNr8P+D0KrwYvbITjM6pDEC+nvb+n03fgGj0JjAJj8FPYs9Y1D9M9/gUWO9pbEJWWzc1zvU08K82F8krPWzaPfQb2O1gUmltLfX++jq/5yoF4KKXdF658vdzRXcu4D1plJHDBjnBc6RUvjiYj4u0Qjk/rGIfLNIJZrOpZvCQ6FRtc7H2+ZZ20sIuIh2OoA/MHMmTPPuj08PJxJkyYxadKkUts0bNiQb7755qz76datG6tXr76gGMXHuNc/1wWPLzCxsdDenr7B38OWudD4BqtDEhGpcK7lJVc6mnKCcIujkfPWtBds+tp53rruZaujEZEi6poT8Tb2Ati9DIBUzT/3GQscHZwP0r8FzRwSkQBwTdH88x81/9w3Nb4RMCBjDeTsszoaESmiBF3E2+xbDQXHOGxWY4tZ3+popIyWOFpBcDhk74H9G6wOR0SkQgVh53LbRgB+crS2OBq5INVqQ/1Ozse/zrc2FhFxU4Iu4m2Klupa5mih+ec+5CRhLMhzTkl4/e2JFkcjIlKx2hrbiDJOcMSsxnozyepw5EK5q7lrHrqIt9DVv4i3KVqqa7GjrcWByPlaWDTMvXvQKosjERGpWNcEuZZXa4lDl5O+y7Ue+rbvIS/X2lhEBFCROBHvcvww/LYSgMX2NhYHI+drob0DhHxIW2Mb5B6AarFWhyQiUiFcBeJ+dOhc5SvOXCZv57jeUKcVVE+EIzudw9xb3WZJbCJyin7yFPEm274D0wGxLcikptXRyHk6QHXWOpKwGaaGC4qI34rkOO2MrQD8ZFeBOJ9mGNCij/Pxxq+sjEREiqgHXcRLJA6bw4SQqdweBJP3XWJ1OHKBFto70Ma2w7lsTYcHrA5HROSinNnrCtDVtoFgw8F2Rxy/UduCqKRctbwVlrwFW+ZD/jEIrWp1RCIBTT3oIl7CwOFeskbzz31XiqOj88HWBZB31NpgREQqwPW21QD8oOHt/iG+rXOYe+EJjf4S8QJK0EW8RAtjF7WNbHLNcFY4mlodjlygjWZDtjvioPAkpM+1OhwRkXJlw8ENRYUw3T9Iim/TMHcRr6IEXcRLXGtbA8BSR0sKNPvEhxnMdlzufLhhlrWhiIiUs3bGVmobOeSYVfjZ0dzqcKS8tOzjvHcNcxcRyyhBF/ES3YKcCbqGt/u+2fauzgdbF8DJbGuDEREpRzcGOVcaWeRopx+T/Ul8O4hpqGHuIl5ACbqINziRRQfjVwAW2ZWg+7otZgJbHPXAns/Q0a9ZHY6ISLm50eZM0FPsGt7uVwzDWSwONMxdxGJK0EW8wfZFBBsOfnXUU0VcPzHH7hzmfnPQMosjEREpH0lGBo1t+ygwg1jkaGd1OHKREofNcd8Az2HuebmWxSUS6JSgi3iDLc5iYotVEddvuOahX21bB8cPWxyNiMjFu9G2AoBljuYcJcLiaKTcxbeD6knOYe6b/md1NCIBSwm6iNUK8yH9GwDm2S+zOBgpL9vMemxyNCDEsMPm2VaHIyJy0bqrert/Mwxod6/zcdp0a2MRCWCq7iFitZ0/wMlsDprRrDQvtToaKUf/s19Oc9tuWD8LOjxodTgiImXiHvJ8mhrk0NHYAsACzT/3X237wvevwc4f4chO5/roIlKp1IMuYqHEYXP499R3AJhrvwyH/kn6ldmOomruO36Ao5nWBiMichFuCFpFkGGywdGQfdSyOhypKDEJkHSN8/GamdbGIhKglA2IWCgIOz2CnHP6vnV0tjgaKW+7zTqscFwKph3SZlgdjojIBUu2/QJoeHtAaH+/8z5tOjgc1sYiEoCUoItYqLNtMzWNoxw2q7Hc0dzqcKQCfGrv5nywehqYpqWxiIhciOrkcK1tLQD/s3e1OBqpcM1uhrAoyNoNu5ZYHY1IwFGCLmKhXrafAZhv74SdIIujkYowx345uWY4HN7GXS9PsDocEZHzdlPQz4QYdjY4GrLNrGd1OFLRQiNOrYmuYnEilU4JuohVHA56BjmHDH7r6GJxMFJRjhPO7KI10e8OXmRtMCIiF+CPQc5e1K/sV1ociVQa1zD3jf+FvKPWxiISYJSgi1hlz3JijSxyzAiWOlpaHY1UoM+KhrnfZFsOJ7OtDUZE5DzU4yCdbek4TEPD2/1Y4rA57hsA9S+Dmk2g4Dis+9za4EQCjBJ0Eats/C8AKY4OFGjFQ7+2ymzCr456VDHyYf1/rA5HRKTM/hCUCsByR3MyqWlxNFJpDAM6PeR8vPx91VARqURK0EWsYC+EDbMA+Nau4e3+z2Cmq1jcqk8sjURE5Hz8wTW83aHh7QGn3X0QUhUObnIuFyoilUIJuogVti6A3P0cMqNY5GhrdTRSCb60X02+GQT7VkPGGqvDkQAwduxYLrvsMiIjI4mNjaVPnz6kp6d7tOnWrRuGYXjcnnjiCY82u3fvpnfv3kRERBAbG8sLL7xAYWGhR5tFixbRoUMHwsLCaNy4MVOnTq3ojyflrNgQZ6CpsZvmtj3kmcF8a7/MwujEElVioF1f5+Plky0NRSSQKEEvB7oIkvOROGwO3077G+AsuFOo4e0B4TBRzHWtdb/sPWuDkYCwePFiBg4cyLJly0hJSaGgoIAePXpw7Ngxj3aPPvooGRkZ7tv48ePd2+x2O7179yY/P5+lS5fy8ccfM3XqVEaOHOlus2PHDnr37s11111HWloagwcP5pFHHmHevHmV9lmlYvwxaCkAixztyKGaxdGIJTo/7rxP/xYO77A2FpEAoQS9HOgiSM5HDXLoblsFnCoeJoHhw8JezgfrvoCcDGuDEb83d+5c+vfvT8uWLWnbti1Tp05l9+7drFy50qNdREQEcXFx7ltUVJR72/z589m4cSPTpk2jXbt29OrVizFjxjBp0iTy8/MBmDx5MklJSUyYMIHmzZszaNAg7rjjDt58881K/bxSvoKw0yfoJwD+a7/C4mjEMrUvhUY3ACb88oHV0YgEBCXo5UAXQXI++gQtIcSws8ZxCVvMBKvDkUq0xmwMDbqCowB+ft/qcCTAZGc7VxCoUaOGx+vTp0+nVq1atGrViuHDh3P8+HH3ttTUVFq3bk2dOnXcryUnJ5OTk8OGDRvcbbp37+6xz+TkZFJTUyvqo0gluMG2irrGYX43I1ng6Gh1OGKly5903q/6F+TlWhuLSABQgl4BdBEkpTJN7gxaDMDn9mstDkas8NhW55roWT/+A/KPnaO1SPlwOBwMHjyYK6+8klatWrlfv/fee5k2bRrff/89w4cP51//+hf333+/e3tmZqbHeQlwP8/MzDxrm5ycHE6cOFFiPHl5eeTk5HjcxLvcH7QAgE/t15FPiMXRSGUqVo+g0Q1QoxHkZUPaDGuDEwkAmvxazs52EdSwYUPq1q3L2rVreemll0hPT2fWLGcl7/K4CKpSpUqxePLy8sjLy3M/10WQxTLW0Ny2mzwzhK+1nmxAWuDoyE5HHRJt+50XOp0ftTokCQADBw5k/fr1/PTTTx6vP/bYY+7HrVu3Jj4+nhtuuIFt27bRqFGjCotn7NixvPrqqxW2f7k4SUYG1wStw2EazLDfYHU4YjWbzdmL/s3zsGQidOwHwWFWRyXit9SDXs5cF0EzZ870eP2xxx4jOTmZ1q1bc9999/HJJ5/w5Zdfsm3btgqNZ+zYsURHR7tvCQkaUm2ptOkAzHN0UsGdAOXAxkf2ns4ny94Fh93agMTvDRo0iNmzZ/P9999Tv379s7bt0sW57OPWrVsBiIuLY//+/R5tXM/j4uLO2iYqKqrEH44Bhg8fTnZ2tvu2Z8+e8/9gUmHuK+o9/87Rjr1mbYujEa/Q/gGIjIecvbB6mtXRiPg1JejlSBdBclb5x2DtZ4CGtwe6L+zXkm1GwOHtsHnOud8gcgFM02TQoEF8+eWXfPfddyQlJZ3zPWlpaQDEx8cD0LVrV9atW8eBAwfcbVJSUoiKiqJFixbuNgsXLvTYT0pKCl27lj5KKCwsjKioKI+beIdw8txTsabZb7Q4GvEaIeFw1RDn4x/fgMK8s7cXkQumBL0c6CJIyiRtBpzMYqejDkscrc7dXvzWccL5xN7D+WTROHA4rA1I/NLAgQOZNm0aM2bMIDIykszMTDIzM93zwrdt28aYMWNYuXIlO3fu5Ouvv+bBBx/kmmuuoU2bNgD06NGDFi1a8MADD7BmzRrmzZvHiBEjGDhwIGFhziGuTzzxBNu3b+fFF19k8+bNvPvuu3z22WcMGTLEss8uF+6WoFSijePsdtRmsaON1eGIN+nQD6rFOXvRi0YEikj5U4JeDnQRJOfksEPqJAA+tPfCoX96Ae+fhTdBWDQc2AAbZlkdjvih9957j+zsbLp160Z8fLz79umnnwIQGhrKggUL6NGjB82aNeO5557j9ttv53//+597H0FBQcyePZugoCC6du3K/fffz4MPPsjo0aPdbZKSkpgzZw4pKSm0bduWCRMm8MEHH5CcnFzpn1nOT7FiYJju4nDT7N0xda6S0xXrRc+3Nh4RP2WYpmlaHYSvMwyjxNenTJlC//792bNnD/fffz/r16/n2LFjJCQkcOuttzJixAiPHu1du3bx5JNPsmjRIqpWrUq/fv0YN24cwcGnavktWrSIIUOGsHHjRurXr8///d//0b9//zLHmpOTQ3R0NNnZ2epNr0SPv/wK/wh9iyNmNa7I+zsnCLc6JPECA4O+4oWQz9juiOPG/NfZNu4PVockFUh/f0un78YapxJzp662Dfw79C/kmSFcnvc2R9B/i0C3c1xvzxcKTsDEdpCbCTe/CZ0etiQuKT/6++t9VMW9HJzrN46EhAQWL158zv00bNiQb7755qxtunXrxurVq88rPrHeo8HO/67T7N2VnIvbFHtPHgqeyyW2TG4P+gFQgi4i1nkm6EsA/m2/Tsm5AMV/xNk5rrezF33uS7Dor9D6TgiLtCg6Ef+ksUsiFW3Pz3SybSHPDOaTwh5WRyNe5DjhvFfoTMqfCf5SRXdExDKXGZvpGrSRPDOYyYW3WB2OeLNOD0H1JGcv+o8TrI5GxO8oQRepaEvfBuC/9is5SIy1sYjXmWbvToZZg/rGIVjxkdXhiEiAejrY2Xv+hf1aMqlpcTTi1YLDIPk15+PUSc4VSUSk3ChBF6lIh36FzbMB+MB+k8XBiDfKI5SJhbc5n3z/Ghzdf/Y3iIiUs/bGr1wTtI4CM4j37JpqI2XQtBc0uh7s+TBvhNXRiPgVzUEXqUgLR4PpIMXegS1mgtXRiJf6zN6NvkHf0TZvO8z/E9z+gdUhiYgfOnM+sYur93yW/Wr2mrUrMyTxVYYByWPhvSsgfQ5s+86ZsIvIRVMPukgFuXX4W7Dpa+ymweuFd1sdjngxBzb+VPAwYMC6z2H7IqtDEpEA0cHYwvVBadhNg3fVey7nI7YZdH7M+fjbl6DgpLXxiPgJJegiFcE0GRbybwD+Y79GvedyTuvNS/i4sDsA26Y+oYJxIlLhbDgYFfIx4Jx7vsuMszgi8XaJw+a4bwB0GwZVY+HQFvhujLXBifgJJegiFWHLPLrYNnPSDOGNwjusjkZ8xITCuzhoRtPIlgFLJlodjoj4ubuCFtHGtoMcs4pGesmFqRIDf3AWwyV1Euz8ydJwRPyBEnSR8uaww4JRgHOda1XDlbLKoSpjCu53Plk8Hn5bZW1AIuK3osjlheBPAXir8A4OEW1xROKzmvaE9g8AJnz1JOQdtToiEZ+mBF2kvK34CA5uIsusyntaS1bO09eOK/jG3hkcBfDFw7rQEZEKMST4P9Q0jrLFUY9P7DdaHY74uuTXIKYBZO2GeS9bHY2IT1MVd5HydGQXpLwCwBuFd5BDNYsDEt9jMKzgEdrYtlP/yA5m/fkebhtTcuVlEZFzKalyezNjNw8EpQAwqrAfhboclAtw+v9bO8f1hj7vwdSbYdUn0PAqaKtpEyIXQj3oIuUkcdhsfnzjXig4xnJHM/6lHgm5QDlU49n8gdhNg9uCfoI1M60OSUT8RBj5vBUyiWDDwTf2zix1tLI6JPEXiVfBNc87H3/9NPy20tp4RHyUEnSRcnJP0PdcHbSek2YILxU8iql/XnIRVppNeavwdueT2UM0H11EysWw4H/TzLaHg2Y0/1fwkNXhiL/p9jJc2gvseTDzPjiaaXVEIj5HGYRIecjey5+CpwPweuHd7DTjLQ5I/MEkex9+sLeGguMw427nFAoRkQt0nW01DwXPA+D5gif4XYXhpLzZbHDb+1C7GRzNgE/v1/roIudJCbrIxSrMg88fItI4wUpHE6bYe1odkfgJBzaeKniWTY4GcOwAW9/sCSeOWB2WiPig2hzhbyGTAfigsBeLHW0tjkj8icf66OFRcM8MCI+Bvb/AZw86r5VEpEyUoItcDNN0Dj/e+zPZZgRDC57EoX9WUo5yiaB//ovsM2vQ2LbPOWQw/7jVYYmIF/NIlnDOO38vdCI1jaNsdDRkfOE9Fkcofq9mI7hnOgRXgV/nwecPgb3A6qhEfIIyCZGLMHrE05A2HbtpMKjgGXaZcVaHJH5oPzV4KP9FcswqsGsJTL8DTuZYHZaI+AAbDv4e8g6dbFvINiN4umAQ+YRYHZb4MfcPRJOzoe+/ITgc0uc4lw5Vki5yTkrQRS7U1gX8KXgaAH8pvJ8fHW0sDkj8WbrZwCNJX/PatXDsd6vDEhGvZjIq+GOSg1aQZ4bwSP7zbDPrWR2UBJJG18Hd0yEoFDZ9DTPv1Q/MIuegBF3kQmz7HmbeT5Bh8nnhNXykeedSCVaaTembP4LfzUja2rbD1Jsga4/VYYmIVzJ5JuhLHgxOwWEaDC54il/MZlYHJYGoSXe4e1rRcPf58FGyip6KnIUSdJHz9NDLfybvkzuh8ATf29vyp8IBgGF1WBIgNphJ3JU/kgyzBhzcDP+4BrYusDosEbHY6fPODRy8EvwJQ0O+AODVwgf51tHF4ggloF2aDA99A9Xi4MBG+Of1sGup1VGJeCUl6CLnY+PX/CPkDcKMAubZO/F4wVDN5ZNKt82sxx15r7DWkQQnDuP41x28NeIhcNitDk1ELBZGPm+HvO1eTm1Mwf18bE+2OCoJVKf/cJT4dgY8+h3EtYbjh2Bqb1gwCgrzrQ5TxKsoQRcpC4cdvvszfPYgoYad/9kvZ2DBM0rOxTK/UZs7819heuEN2AyTwcGzYEov2L/R6tBEpJKcWa09nt/5JHQcNwctJ98M4un8QXxov8niKEVOE10PHpoLbfuC6YCf3nT2pmeutzoyEa+hBF3kXI7uZ+krV8EPrwMmnxTeyOCCgRQSbHVkEuDyCOVPhQMYmv8Ex8ww2LOcgnev4t0RD2gpNpEAc4ttKXPDXqKLbTNHzSr0KxjG/xxXWB2WiIfEYXNIfGUxictvgbv+BRE1Yf8653St2UMg94DVIYpYzjBN07Q6CKk8OTk5REdHk52dTVRUlNXheDeHA9bOhJSRcOwgx8wwhhc8yte64BEvFM/vjApxVmsGnPP8rh4KHfpBSLi1wQmgv79no++mbFw95aeL5Qh/CpnOH4Oc83nTHI0YXPAUO834yg5P5LzsHNfbmZDPec5Z4R0gNBKufBY6PwpVYiyNL1Do76/3UYIeYPSPsIz2riTt/UdpZ9sGwGZHAgMLntHyNOL1brSt4JWQT6hvHAJgvxlDneQXoN29EFHD4ugCm/7+lk7fTdmcnqBHcpzHg//HgKBvqWLkU2jaeMfeh3cK+2iEl/icnU/EwPw/wb7VzhdCqkKHB+HyJ6B6opWh+T39/fU+StADjP4RnoVpwrbvIHUSbFsIQK4Zzt8Lb2WKvRcFuuARHxFCIXcGLWZg8FfUM4rWSg8KgxZ/hA4PQMMrwRZkbZABSH9/S6fvpmwSh80hnt/pG7yQ+4MWUMPIBWClowmjCx5gjdnY4ghFLszOcb2dIxfX/wd+esNZ6R0AA5KugTZ3Q/NbIFx/H8qb/v56HyXoAUb/CEtwZBds/C/p8/5BU9teAOymwZeOq/lrwd0cpLrFAYpcmBAKuT3oBx4ISqGl7bQ1ZyNqQdOe0OxmZ7KuC55Kob+/pdN3U7rEYXOI4CTX2NbSJ2gJN9pWEGQ4L922OeIZX3gP8xyd0HKf4i92jr2pqMPkHee9S3A4JF4NTW6Ext2hZiPrgvQj+vvrfZSg+6BJkybx+uuvk5mZSdu2bXn77bfp3Llzmd6rf4Q4i2f9tgJ2LoFf58O+Ve5NuWY4n9m7McWezJ7/b++OY6I4+zyAf2dWd0FaMCCC4KKValGvByhCqKacDYakhjQ2b2pqq4SGNKTa1pIcBy0WaJPy/mEsVjS2uaZNc4GiV+pdorHn0RJqpHpF6d29VV551dbSsoJVgVUW2Hnuj2UW96DA4u7O7M73k2x299kZ8vttdue7DzM7K+I0LJLIlwQel67ieVMznjadw3zJPv6QJAPxfw8s3QAkpAOLUoHoZdzD7gehvv1lNvlOctm/I0X6GRnyX/Gk/N/YIP8vLNKI+/E25yr8izMXJ5V1cILvVQpd1/5pNfA/R4EfGoGblz0ffDgBsK4DFmcCiWuAhSuBcO5U8Ra3v/rDCXqQaWxsxI4dO3D48GFkZWWhtrYWR48eRWdnJxYuXDjt+oZ6E446gDu/ALeuAb2dgO0vwI2/uH7KQxn/oOMUEs4qK3FCycK/OddjAPO0q5nIz+ZgFOvkTuTJ/4WNcgeWyJOcMXduBLBguWvvRHSy6/t/UYlA5GIgchFgjgh43aEglLe/zKZZGh0G+ruBO9dR8c9NWCH9ghXyL/g76SoekoY8Fr2mxOE/lAwcceagSyzWqGAirQikSNeRI/+Af5B/QIbcibmSc+JiDycAsY+5civ6EWD+EiAyAXg43nXy1DnmgFeud4bd/uoYJ+hBJisrC+vWrUNdXR0AQFEUWK1WvPrqqygrK5t2/Qd6EwoBjNydODZ+Z+px95hw3RZi7LYyflGcgHC6rpVRwDkydj3smnA7HcDIkKuOkbuAYxBw9AND/cDQbdfZQO29rutBm2dN9/lNROOskoLvlFX4T+da9CHKu+eCKETE4yYy5UtYJ3ditXwNK6WfES4NT73S3Hmuw+QjYoCw+UBYlOsweUuka/JujnAtMyds7GJxXUxzAZMZkOcCpjmAPHaRTGPXkmvPvSS7xiTZNQbpD64xfn3/mMftyfzBY1Oucx+TxVW/l0L5Q5Cm2eQcdWXDH5lpTrkz6f7MUvPq/pwaHcupsdvKiCurnCPA6JArr0bujV3uAsODYxl1x5VT9j5XTtl7ofT3QJYmz6l+MQ/nleU4p6TglLIWl0UieBg7kUs4hpAqX8Ea6TLS5ctYKf/sPjnqlCxRrhOmzovxzC7Lw+PZZY4Yy63wsewyuyb2JvNYbo1lmGRyZZY8Zyyv5PEMgzSeYe77M8kvjI+5b0qTj/9/5oiZ59h9QjmbghXPehVEhoeH0d7ejvLycveYLMvIzc1FW1vbpOs4HA44HOMfXO7cuQPA9Wb02sgQsDe4TkBzV5jxq4jBNRGPy2IxOhUrLgorukUsPDdy/M1oMqZfEY5jSMcxpAMAZChYIvVgqdSDJZINSZINidJNxEu3ECf9jockB+CwA4N2AD9N/cdD1Z8+cX0H0kvqdjfU/i+ueTZdPgX8a6H36+nEkJiDX0UMfhJx+JtIRJeSgE5hRZdIhIB835L3NKuRSG/sAM5gKc5gKQDX9vgh3EWy9CuWyj2wSjewWOpDgnQTC3EbsdJtWKRRwHEb6L8N4IpmtfvNP/7N9Q8FL4VqNgUzTtCDSF9fH5xOJ+LiPL8bHRcXh0uXLk26Tk1NDaqrqyeMW61Wv9SoTzcB/FXrIoiCxk8AWrUuQs/+/KcHWn1gYABRUaFz1A6zyRduAejSugiioHdR6wK09Ofpv040lVDLpmDGCXqIKy8vR0lJifu+oij4/fffERMTA2kWh8EESn9/P6xWK65fvx7yh9uw19DEXkPXbPsVQmBgYAAJCQl+rC44BGs2qYz2mgfYM3sOTUbrF5jYM7NJfzhBDyILFiyAyWSCzWbzGLfZbIiPj590HYvFAovF83CX+fPn+6tEn4uMjDTMBpO9hib2Grpm028o7p0wYjapjPaaB9izURitZ6P1C3j2HIrZFMzk6RchvTCbzVi7di2am5vdY4qioLm5GdnZ2RpWRkRERsVsIiIi8h3uQQ8yJSUlKCgoQEZGBjIzM1FbWwu73Y7CwuA9QQ4REQU3ZhMREZFvcIIeZLZu3Yre3l68/fbb6OnpQVpaGk6ePDnh5DzBzmKxoLKycsIhkKGIvYYm9hq6jNbvTBglm1RGfA2wZ2MwWs9G6xcwZs/Bhr+DTkRERERERKQD/A46ERERERERkQ5wgk5ERERERESkA5ygExEREREREekAJ+hEREREREREOsAJOmnm4MGDWLp0KcLCwpCVlYVz585NuXxtbS0ee+wxhIeHw2q14o033sDQ0FCAqn0w3vQ6MjKCd955B8nJyQgLC0NqaipOnjwZwGpnr7W1Ffn5+UhISIAkSTh27Ni067S0tGDNmjWwWCx49NFH8emnn/q9Tl/wttfffvsN27Ztw4oVKyDLMnbv3h2QOn3B216bmpqwadMmxMbGIjIyEtnZ2fjqq68CU+wD8rbX06dPY/369YiJiUF4eDhSUlLw/vvvB6ZY8isjZZTKKFkFGCuvVEbKLZWR8kvFHAt+nKCTJhobG1FSUoLKykqcP38eqampyMvLw40bNyZdvr6+HmVlZaisrMTFixfx8ccfo7GxEW+++WaAK/eet71WVFTgww8/xIEDB/Djjz+iuLgYW7ZswYULFwJcuffsdjtSU1Nx8ODBGS1/9epVbN68GRs3bkRHRwd2796NoqKioAhDb3t1OByIjY1FRUUFUlNT/Vydb3nba2trKzZt2oQTJ06gvb0dGzduRH5+fki+hiMiIrBr1y60trbi4sWLqKioQEVFBT766CM/V0r+ZKSMUhkpqwBj5ZXKSLmlMlJ+qZhjIUAQaSAzM1Ps3LnTfd/pdIqEhARRU1Mz6fI7d+4UTz31lMdYSUmJWL9+vV/r9AVve120aJGoq6vzGHv22WfFCy+84Nc6fQ2A+PLLL6dcprS0VKxevdpjbOvWrSIvL8+PlfneTHq9X05Ojnj99df9Vo8/eduratWqVaK6utr3BfnRbHvdsmWLePHFF31fEAWMkTJKZdSsEsJYeaUyUm6pjJRfKuZYcOIedAq44eFhtLe3Izc31z0myzJyc3PR1tY26TpPPPEE2tvb3YfbXblyBSdOnMDTTz8dkJpnaza9OhwOhIWFeYyFh4fj9OnTfq1VC21tbR7PDQDk5eX94XNDwUlRFAwMDCA6OlrrUvzuwoULOHPmDHJycrQuhWbJSBmlYlZNj3llTEbKLxVzTHtztC6AjKevrw9OpxNxcXEe43Fxcbh06dKk62zbtg19fX3YsGEDhBAYHR1FcXGx7g8fnE2veXl52LdvH5588kkkJyejubkZTU1NcDqdgSg5oHp6eiZ9bvr7+3Hv3j2Eh4drVBn50t69ezE4OIjnnntO61L8ZvHixejt7cXo6CiqqqpQVFSkdUk0S0bKKBWzanrMK2MyQn6pmGP6wT3oFBRaWlrw3nvv4dChQzh//jyamppw/PhxvPvuu1qX5nP79+/H8uXLkZKSArPZjF27dqGwsBCyzLcrBZ/6+npUV1fjyJEjWLhwodbl+M23336L77//HocPH0ZtbS0aGhq0LokCyEgZpWJWUagzSn6pmGP6wT3oFHALFiyAyWSCzWbzGLfZbIiPj590nT179mD79u3u/+Y9/vjjsNvtePnll/HWW2/p9gPBbHqNjY3FsWPHMDQ0hJs3byIhIQFlZWVYtmxZIEoOqPj4+Emfm8jISO6NCAGff/45ioqKcPTo0QmHhoaaRx55BIBr22Sz2VBVVYXnn39e46poNoyUUSpm1fSYV8ZipPxSMcf0Q9+JQSHJbDZj7dq1aG5udo8pioLm5mZkZ2dPus7du3cnfMAxmUwAACGE/4p9QLPpVRUWFobExESMjo7iiy++wDPPPOPvcgMuOzvb47kBgFOnTk373JD+NTQ0oLCwEA0NDdi8ebPW5QSUoihwOBxal0GzZKSMUjGrpse8Mg4j55eKOaYt7kEnTZSUlKCgoAAZGRnIzMxEbW0t7HY7CgsLAQA7duxAYmIiampqAAD5+fnYt28f0tPTkZWVha6uLuzZswf5+fnuD0F65W2vZ8+eRXd3N9LS0tDd3Y2qqiooioLS0lIt25iRwcFBdHV1ue9fvXoVHR0diI6ORlJSEsrLy9Hd3Y3PPvsMAFBcXIy6ujqUlpbipZdewtdff40jR47g+PHjWrUwY972CgAdHR3udXt7e9HR0QGz2YxVq1YFunyveNtrfX09CgoKsH//fmRlZaGnpweA6wRSUVFRmvQwU972evDgQSQlJSElJQWA6yd69u7di9dee02T+sk3jJRRKiNlFWCsvFIZKbdURsovFXMsBGh7EnkysgMHDoikpCRhNptFZmam+O6779yP5eTkiIKCAvf9kZERUVVVJZKTk0VYWJiwWq3ilVdeEbdu3Qp84bPgTa8tLS1i5cqVwmKxiJiYGLF9+3bR3d2tQdXe++abbwSACRe1v4KCApGTkzNhnbS0NGE2m8WyZcvEJ598EvC6Z2M2vU62/JIlSwJeu7e87TUnJ2fK5fXM214/+OADsXr1ajFv3jwRGRkp0tPTxaFDh4TT6dSmAfIZI2WUyihZJYSx8kplpNxSGSm/VMyx4CcJEQTHXhERERERERGFOH4HnYiIiIiIiEgHOEEnIiIiIiIi0gFO0ImIiIiIiIh0gBN0IiIiIiIiIh3gBJ2IiIiIiIhIBzhBJyIiIiIiItIBTtCJiIiIiIiIdIATdCIiIiIiIiId4ASdiIiIiIiISAc4QSciIiIiIiLSAU7QiYiIiIiIiHSAE3QiIiIiIiIiHeAEnYiIiIiIiEgHOEEnIiIiIiIi0gFO0ImIiIiIiIh0gBN0IiIiIiIiIh3gBJ2IiIiIiIhIBzhBJyIiIiIiItIBTtCJiIiIiIiIdIATdCIiIiIiIiId4ASdiIiIiIiISAc4QSciIiIiIiLSgf8DgVV7JBdG5soAAAAASUVORK5CYII=", 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\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: 26.902 fps\n", "Integration speed: 27.879 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "06099fe443784dfba4c9cf382e556c0a", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = {\"error_model\": \"poisson\",\n", " \"correctSolidAngle\":False, \n", " \"polarization_factor\":None,\n", " \"safe\":False}\n", "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n", " split=\"no\", \n", " algo=\"csr\", \n", " impl=\"cython\")[0]\n", "print(kwargs[\"method\"])\n", "fig,ax = subplots(1, 2, figsize=(10,4))\n", "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n", "\n", "kwargs[\"error_model\"]= \"azimuthal\"\n", "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "id": "technical-confidence", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IntegrationMethod(1d int, bbox split, CSR, cython)\n", "Integration speed: 41.362 fps\n", "Integration speed: 41.789 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c354b41f27e04992a9e1c1b7e9a0bc6c", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 44.355 fps\n", "Integration speed: 40.513 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2018b0a1afea4fe18accc28c863ac514", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 42.523 fps\n", "Integration speed: 39.898 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fef4b794198a4731bcdbce75a4643f99", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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