{ "cells": [ { "cell_type": "markdown", "id": "19c783e0", "metadata": {}, "source": [ "# Diffraction with detector noise\n", "Files can be found at: https://github.com/PaNOSC-ViNYL/SimEx-Lite/tree/main/docs/examples/diffraction_noise_geom" ] }, { "cell_type": "code", "execution_count": 1, "id": "f223e917-e95c-4769-8188-7b7a1d84f479", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import h5py\n", "\n", "from SimExLite.DetectorCalculators import GaussianNoiseCalculator\n", "from SimExLite.DiffractionData import DiffractionData, SingFELFormat\n", "from SimExLite.DiffractionCalculators import SingFELPDBDiffractionCalculator\n", "from SimExLite.PhotonBeamData import SimpleBeam\n", "from SimExLite.SampleData import SampleData, ASEFormat\n", "from extra_geom import AGIPD_1MGeometry" ] }, { "cell_type": "markdown", "id": "dab064b1", "metadata": {}, "source": [ "## Generate diffraction patterns\n", "Uncomment the cell below if system environment module is needed\n" ] }, { "cell_type": "code", "execution_count": null, "id": "38956a3f", "metadata": {}, "outputs": [], "source": [ "# from SimExLite.utils import modules\n", "# modules.load('exfel' ,'openmpi-no-python')" ] }, { "cell_type": "code", "execution_count": 3, "id": "eb4d1489", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['diffr_2nip.h5']\n", "\n", " - Parameters object -\n", "uniform_rotation True If it's True, the orientations are fixed to ensure the SO3 space is always uniformly sampled. If it's False, it will be a random sampling complying a uniform distribution in the SO3 space \n", "number_of_diffraction_patterns 5 The number of diffraction patterns to generate \n", "pixel_size 0.0008 [meter] The pixel size of the detector \n", "pixels_x 273 Number of pixels in x direction \n", "pixels_y 314 Number of pixels in y direction \n", "distance 0.25 [meter] Sample to detector distance \n", "clean_previous_run True Whether to clean previous run, it's set to False by default. \n", "mpi_command mpirun The mpi command to run pysingfel \n", "\n" ] } ], "source": [ "beam_data = SimpleBeam(\n", " photons_per_pulse=4e12,\n", " photon_energy=6000, # eV\n", " beam_size=[228e-9, 228e-9] # meter\n", ")\n", "\n", "sample_data = SampleData.from_file(\"2nip.pdb\", ASEFormat, \"sample\")\n", "# xyz_data = sample_data.write(\"4V7V.xyz\", ASEFormat)\n", "\n", "diffraction = SingFELPDBDiffractionCalculator(\n", " name=\"SingFELPDBDiffractionCalculator\",\n", " output_filenames=\"diffr_2nip\",\n", " input=[beam_data, sample_data])\n", "\n", "diffraction.parameters[\"number_of_diffraction_patterns\"] = 5\n", "diffraction.parameters[\"pixels_x\"] = 273\n", "diffraction.parameters[\"pixels_y\"] = 314\n", "diffraction.parameters[\"pixel_size\"] = 800e-6 # 4X binning\n", "diffraction.parameters[\"distance\"] = 0.25\n", "diffraction.parameters[\"clean_previous_run\"] = True\n", "diffraction.parameters[\"uniform_rotation\"] = True\n", "\n", "print(diffraction.output_filenames)\n", "print(\"\")\n", "print(diffraction.parameters)" ] }, { "cell_type": "code", "execution_count": 4, "id": "14c5e1e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "backengine python: /gpfs/exfel/data/user/juncheng/miniconda3/envs/simex-lite-dev/bin/python\n", "Data collection:\n", "key - mapping\n", "\n", "singfelPDB_diffraction - : SingFELPDBDiffractionCalculator/diffr_2nip.h5\n", "\n", "CPU times: user 5.26 ms, sys: 13.9 ms, total: 19.1 ms\n", "Wall time: 43.9 s\n" ] } ], "source": [ "%%time\n", "output = diffraction.backengine()\n", "print(output)" ] }, { "cell_type": "markdown", "id": "152fcdf8-b207-4c0c-b0dc-a21d679395ad", "metadata": {}, "source": [ "## Read generated diffraction patterns" ] }, { "cell_type": "code", "execution_count": 5, "id": "ca0f96a5-97fb-4607-8d4d-3f2a9a09adcf", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "523e58d6795e4c1d8427ea46feb1edaa", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fn = \"./SingFELPDBDiffractionCalculator/diffr_2nip.h5\"\n", "# Ideal patterns\n", "diffr_ideal = DiffractionData.from_file(fn, SingFELFormat, \"diffr_ideal\", poissonize=False, index=\":2\")\n", "data_dict = diffr_ideal.get_data()\n", "img = data_dict[\"img_array\"][0]\n", "plt.figure()\n", "plt.imshow(img**0.2)\n", "plt.colorbar()\n", "print(img.sum())\n", "\n", "# Poissonized patterns\n", "diffr = DiffractionData.from_file(fn, SingFELFormat, \"diffr\", poissonize=True, index=\":\")\n", "data_dict = diffr.get_data()\n", "img = data_dict[\"img_array\"][0]\n", "plt.figure()\n", "plt.imshow(img, vmax=1)\n", "plt.colorbar()\n", "print(img.sum())" ] }, { "cell_type": "markdown", "id": "1f33e2cc-2de8-46d3-96d5-58d0e05cfd98", "metadata": {}, "source": [ "## Add AGIPD noise\n", "This is described in this paper: DOI 10.1063/4.0000169" ] }, { "cell_type": "code", "execution_count": 6, "id": "7e052142-4eff-4c9d-a511-40f48b3d5889", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Parameters object -\n", "mu 58.234 The AUD/keV value of the one photon peak position, the unit needs to be consistent with that of the sigma slop and intercept. The default value is for AGIPD high-CDS mode. \n", "sigma_slope 1.814 The linear fitting slope for sigma. The unit needes to be consistent with that of the mu value. The default value is for AGIPD high-CDS mode. \n", "sigma_intercept 9.041 The linear fitting intercept for sigma. The unit needes to be consistent with that of the mu value. The default value is for AGIPD high-CDS mode. \n", "chunk_size 10000 To manipulate the data in memory in chunk. \n", "copy_input False If it's true, the output of this calculator a new copy from the input data will be used. File mapping input is not affected by this option and will always be copied. \n", "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d57d20052cc24363ba8e09c1c049738d", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/5 [00:00: dict_keys(['img_array', 'quaternions', 'geom', 'distance', 'pixel_mask', 'beam'])\n", "\n", "1480\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calc = GaussianNoiseCalculator(name=\"Gaussian\", input=diffr)\n", "print(calc.parameters)\n", "out_data_collection = calc.backengine()\n", "print(out_data_collection)\n", "out_data = out_data_collection[\"diffr_GaussianNoise\"]\n", "data_dict = out_data.get_data()\n", "img_gaussian = data_dict[\"img_array\"][0]\n", "plt.figure()\n", "plt.imshow(img_gaussian, vmax=1)\n", "plt.colorbar()\n", "print(img_gaussian.sum())" ] }, { "cell_type": "markdown", "id": "e8d8df21-c233-412e-941d-37bf85d010e3", "metadata": {}, "source": [ "### Larger slop and intercept gets larger noise" ] }, { "cell_type": "code", "execution_count": 7, "id": "ef5d9928-7f0b-48c8-b821-234786668da5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Parameters object -\n", "mu 58.234 The AUD/keV value of the one photon peak position, the unit needs to be consistent with that of the sigma slop and intercept. The default value is for AGIPD high-CDS mode. \n", "sigma_slope 1.814 The linear fitting slope for sigma. The unit needes to be consistent with that of the mu value. The default value is for AGIPD high-CDS mode. \n", "sigma_intercept 15 The linear fitting intercept for sigma. The unit needes to be consistent with that of the mu value. The default value is for AGIPD high-CDS mode. \n", "chunk_size 10000 To manipulate the data in memory in chunk. \n", "copy_input False If it's true, the output of this calculator a new copy from the input data will be used. File mapping input is not affected by this option and will always be copied. \n", "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8438c718e3594001824b85414b0a87d9", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/5 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calc = GaussianNoiseCalculator(name=\"Gaussian\", input=diffr)\n", "calc.parameters[\"sigma_intercept\"] = 15\n", "print(calc.parameters)\n", "test_collection = calc.backengine()\n", "img_test = test_collection.get_data()[\"img_array\"][0]\n", "plt.figure()\n", "plt.imshow(img_test, vmax=1)\n", "plt.colorbar()\n", "print(img_test.sum())" ] }, { "cell_type": "markdown", "id": "9dd9bdb5-7231-4418-a75f-fad1b2d455a8", "metadata": {}, "source": [ "## Apply real detector geometry" ] }, { "cell_type": "code", "execution_count": 8, "id": "ac1fc8fe-3bc7-4d45-845e-ec184dfc773c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "geom_fn = \"agipd_simple_2d.geom\"\n", "geom = AGIPD_1MGeometry.from_crystfel_geom(geom_fn)\n", "geom.inspect()" ] }, { "cell_type": "markdown", "id": "40ab73b2-d174-4137-9c5c-8212272b7665", "metadata": {}, "source": [ "### The gaps are masked out with value -1" ] }, { "cell_type": "code", "execution_count": 9, "id": "31fcdd1f-c69f-48d7-956c-99f4e8825ad6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applying the mask...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b3bf2e6de3b7448fb81de405808b87a9", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/5 [00:00" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oLCxEdna26xzP88jOzkZBgbheqeXLl2PcuHGIiYlxO5+fn4+kpCR06dIF06dPx+XLl5VlyA+G7iJmMAJF+V8HoqQHnTHjjiutuNo7CRcylL/vdnz5CC7c0x1X2yvXBQAd3ziByzkdUdpFua30+T/g/PQM1LSk0/He4Z+HUHx/T1S2VmhIANrP2YWzT2ahthkdbelz9+LcwwNga6HMHm/n0Pa5nVQ0yYXOhut15dCmTRu383PnzsW8efPczl26dAlOpxPJyclu55OTk3Hs2DG/ae3ZsweHDh3C8uXL3c4PGzYMY8aMQXp6Ok6cOIGnn34aw4cPR0FBAUwmCetdS4A5WAZDBs4IDo4oPw9PsZ/88Dw9exwPRyQHR5SH7RLF6mkQjuN5OM3wr02kPWekDFs+dDsb5lXmJ1acN22Klt/kxefVRzq8Os99SQiEh6BwkpNwbZLTmTNnYLFcX3tLjTHQ5cuXo1evXk0mRI0bN871/169eqF3797o2LEj8vPzMWTIEOo6ANZFzGCohxarWklpRIvV4yWc0MyJrIHHpH/+FGDdslGqW0k6QYrFYnE7PDnYxMREmEwmFBcXu50vLi5GSorvBUorKyvxwQcfYPLkyX61dOjQAYmJiTh+/Li0TEiAOVgGQwvU+iZXw4czFy4gK/4EHWNq6zZqeevw2+36LmKlh1giIiKQkZGBrVu3us4JgoCtW7ciKyvLZ9z169fDZrPh/vvv95vO77//jsuXLyM1NVW0NqkwB8tg0MTbA9LTBg5S4jc+z/m4JgcRNriScLyaN1Jay86XXTWdiVHLW6xuDRGgfCaxhwELn8ycORPvvPMOVq9ejaNHj2L69OmorKzEpEmTAAATJkzA7Nmzm8Rbvnw5Ro8ejRYtWridr6iowOOPP45du3bh1KlT2Lp1K0aNGoVOnTohJydHZsn4x9hjsBxXdyih/gNopXZo26Jtj2lTZssTnsbOfLVwaO6I1PBBLGd1Kym6xepRqoF2HKOWdwh1GXvj3nvvxcWLFzFnzhxYrVb07dsXeXl5rolPp0+fBs+7tw+Liorw3Xff4euvv25iz2Qy4cCBA1i9ejVKS0uRlpaGoUOHYsGCBap+C2toB3vy+f7gIyMV2Qir4tBuTgF+XTgQJExZzY6y8mj9rx/wy/N9Fdmpx1zCo81Le3B84U3XZ2LIxHKCQ8qHRfh59g1UtMWc5ZH29k/45bleim21+IlD4o7fUfRQKwrKgLifOSRvOI6fn+yo2Fbq9wTRG3Z7vij1J5EzaaY+jqd4cquElvvzBlK3UctbZ+th01loQnr83Nxc5ObmeryWn5/f5FyXLl1AvLwQR0VF4auvvpKsQSmGdrCErztE0bDSNvg/qZ+l19iWjEpeb0vhhLvr9vh6u/UtMhGavIQhPKeONm/2vJS3LFtytPGcPHuNdftrBEupJ3IemmLjiNUh8jdRjBzdvjTJ0a1VeetBt4rQWSoxNEcjQyfXxMv/xYTXC401eXr460W3r/LW2RiTG0atJ750BFM9MYJuf+EZIQN1Bztv3jxwHOd2dO3a1XW9pqYGM2bMQIsWLRAbG4uxY8c2mY7NEIlRb1qj6jYqRi1vo+oOMur3g1V6hCKqtGB79OiB8+fPu47vvvvOde3RRx/Fpk2bsH79emzfvh3nzp3DmDFj1JDhHyUzHANZX4JRt5px1cSo5c1008eouv1Q30Ws9AhFVBmDDQsL8/hBcFlZGZYvX461a9fi9ttvBwCsXLkS3bp1w65duzBw4EB6IsSMeSiZydfwOs3xrFDV7Y9A6vaFUctbQlwhDCBhBJxDIy8QjPU7ULopQGepxNB0sKrk+pdffkFaWho6dOiA8ePH4/Tp0wCAwsJC1NbWui3i3LVrV7Rt29bnIs42m63JItF+0dP3ZFJXrWG6tUNPunVa3qaRl3HPH7zMpIYMHay8GSECdQebmZmJVatWIS8vD2+99RZOnjyJP/zhD7h69SqsVisiIiIQHx/vFic5ORlWq9WrzYULFyIuLs51NF4w2itavQXSbrkx3dqmoxfdOi1v5+ctsP67THo6WHnrIx2RCISjcoQi1LuIhw8f7vp/7969kZmZiXbt2uHDDz9EVFSULJuzZ8/GzJkzXX+Xl5eLd7IMBkMRvAPgakPzAcmo+4ZVaRev0u9ojYrquY6Pj8cNN9yA48ePIyUlBXa7HaWlpW5h/C3ibDabmywSrRpyniN6ePYw3fpHD7r1oEEORq0nRtXNoILqDraiogInTpxAamoqMjIyEB4e7raIc1FREU6fPu13EWfNUPPjdNo0vBGZbv1j1PIOFAGqJ6SFHVHtr8qLTEODzn6j+u3qlB6hCPUu4sceewx33HEH2rVrh3PnzmHu3LkwmUy47777EBcXh8mTJ2PmzJlISEiAxWLBQw89hKysLLoziOXibfaezmb1ufC3SgzTrS161W3U8tZq1alGdGx9ESNTDmLJqWHqJKDX8vaCExycCpvVSuMbFeoO9vfff8d9992Hy5cvo2XLlrjllluwa9cutGzZEgDw2muvged5jB07FjabDTk5OXjzzTdpy5CHv+XO9ArTrQ/0rtuo5a2xvl9/aoUlP9FZF9sjei9vBjWoO9gPPvjA5/XIyEgsXboUS5cupZ00g8FgMChDo4uXdREbncbdLhIWm5dlX+w1f2F86aaBWrp9hdNDeYu1qzfdcuqJ2rqVxFfrdxSDUctbZ13ITijv4nXSkWI4gue1onGFJD6u0bAv9pq/ML5000At3b7C6aG8xcbVm2459URt3Uriq/U7isGo5a0j58pQRvC0YD2hszdB0TDd2sJ0awvTbShYF7F8gtvBqtX1qvaNZtSbOBjKm+lmur1hVN0KYfvByie4HWxDaFZgHd8MusGo5U0pLRJGQCII+CqNHiwhXt7UbWmZls6fJwTKt5sjIfqZTmi+VjAYKhPXrgzbhr/a9AIHtlIPgxEiGN/BqrEUmZJ9HdWwIzYOrQe31rppxdVReZefjMeQz2Y1Od+p9+94445V9DTIIRjrdyjoDhBsP1j5GD/XcrpX/MWhNcOP9kxBJbq9kNL9Ah7KyWtip99Nx3HHH/dRSYPqrF+5YbUub8HzAvk//5KG3P8bT0+DHIKxfoeC7gDBdtORT+iMwdKmvr4Y4AZxo5Hu8xfiscbedCuyA7+3wtGIZO10+SNIypuv4gGtxmWVYNTnYZDUE0ZwEBwOlvYaq2Liyb0RxHywLmdxB7HxGl3nLkWg7FJEk2DO81HuH4c31i1Gjzfk/C56KG858RpdJ4l2NG9egdJfEsTb1kE9EY1RdftKV0r6Uuw1RMeO1Ulhuzql8Y1KcORazkfucuzRQMwH62LT9/UxPG3U1K0mNHVTiJeaVIq/ddgjzTarJ9LiKUUH9URPsC5i+Rjfwep5UoKeJlPQSkdPk5w4gIQTt7+palChnliPJGHJVxJ2aWGTnOinZ1TdDMNhfAer50kJeppMQSsdHU1y4pNr8ONdi8WNX+m5nijRQNumUet3KOgOEAJ4KkcoEhxjsIyQxHkxEn03/wO8AR5SDIZRcRIOToVdvErjG5XQea2g+fuGZl2RhgblzTkhf6UkDpg74iOQhFpRaclNQzOYbqaboTuCuwXbcPYezVaO2i0mna9N6hWDlfdnF/uC2HhwBtPtgul2h+lWBRqTlEJ1klNwO1g1K66aTpDpbgpt3QT4cW8n2V04MedrURvd9PMmOXCV1Yi22mE5HqnYFrHb0ex3JziniYIygNTYEHvOAWd4uHJjAkGz3wSEl1PqOKutRbMzTvA2ZXnlSF3FanaKoDaakjYioNlvAiJKldnjHYH3voTCbjokRFdyCm4HqyaBr/fyYLqpEPHVPiRRsuUAYDp7Dkn5ym0JAKI37Ea0clMA6jbKNn++l0peCQDL+7tgoWALqMtrzEe7EUPJXvNVBZQs1eU17r1d1OwFEic4Chuuh2YLNjRfK2jAoa70QrPeMBgMBsMPzMHKhQN+unsxhPha/2EZDAbDoAiExmITgc5FYAieLmKtJwYRoNfXueCuKixCo05oMiqsvBkMSQgUxmCVxjcqwZNrkQ/N+4f8H7iUGirp8aVh4JxerovtOtbbw96oXd5GLW8GgxG0GLoF2/IHwCRxcuOa6JsRdzgMUZcEAIDJXvdvy0ICpS9Z5tJaEIcDSXuV2aknosIB4nRSsRddbAOprqGmLbLEDmKvpWKv2W9VIOUV1LTFnLeBVFVTsRdzsoL5ZEZII4CDoPDNW078pUuX4uWXX4bVakWfPn2wZMkSDBgwwGPYVatWYdKkSW7nzGYzamquN6YIIZg7dy7eeecdlJaW4uabb8Zbb72Fzp07S9YmFkM72Gbr9yKMk+ZhLe97sbWOzoy/+pmSNKFlT6BoC6CbVydFWwC9vDLnygh1ArGS07p16zBz5kwsW7YMmZmZWLx4MXJyclBUVISkJM9z2i0WC4qKilx/c5x7mi+99BLeeOMNrF69Gunp6Xj22WeRk5ODI0eOIDJS+SdyngieLmIGg8FgBAWvvvoqpkyZgkmTJqF79+5YtmwZoqOjsWLFCq9xOI5DSkqK60hOvr6fNSEEixcvxjPPPINRo0ahd+/eWLNmDc6dO4eNGzeqlg/mYBkMBoPhlfpJTkoPACgvL3c7bDZbk/TsdjsKCwuRnZ3tOsfzPLKzs1FQ4P1b5YqKCrRr1w5t2rTBqFGjcPjwYde1kydPwmq1utmMi4tDZmamT5tKMXQXMYMRKMruH4jLPenMCOv8rhXlfZNQ3F/5+27nfx6BdVx3XG2vXBcA3LD4V1wc1gFXuiq31XHuDzg3IwPVSXQ63ju9cAjWib1Q0VqZPY4A6U/vwu+zs2C3KNfGAejwbCHOPtIfNS2U2eNrgfbPqucAxCCAwlKJ18Zg27Rp43Z+7ty5mDdvntu5S5cuwel0urVAASA5ORnHjh3zaL9Lly5YsWIFevfujbKyMrzyyisYNGgQDh8+jNatW8NqtbpsNLZZf00NmINlMGQghHEQIiiN0PK8f3v+Pi+qv87xEMI5CBGCdBse7XIQwiE/r43SFCIa2XLp9qHNxzVF2urNEw/aRJe3utqMO63fM2fOnIHFcn0tL7PZTMVuVlYWsrKyXH8PGjQI3bp1w7///W8sWLCAShpyYA6WwTACNPYCDsSMLbG69bZnKg3dQQKhMIuYXItvsVjcHKwnEhMTYTKZUFxc7Ha+uLgYKSkpotILDw9Hv379cPz4cQBwxSsuLkZqaqqbzb59+4rNhmTYGCyDoRZco3+lxlM7jj9boaJbSVo0bem0sap8FSdpXcwRERHIyMjA1q1br2sQBGzdutWtleoLp9OJgwcPupxpeno6UlJS3GyWl5dj9+7dom3KgbVgGQwl+OpKlNvK0aJVpEfdYrqw1dCtFKPqFkkgVnKaOXMmJk6ciP79+2PAgAFYvHgxKisrXd+6TpgwAa1atcLChQsBAPPnz8fAgQPRqVMnlJaW4uWXX8Zvv/2Gv//97wDqZhg/8sgjeP7559G5c2fXZzppaWkYPXq0orz5wtgOljcBnPytqjieA0wmEJutzhYNBCc9W7Tt6VUbEQBCVNfGmUwAz4HUOqRr83pdpj5PeHoIix0LDKQTZ7r9o1PnqVfuvfdeXLx4EXPmzIHVakXfvn2Rl5fnmqR0+vRp8Px1p33lyhVMmTIFVqsVzZs3R0ZGBnbu3Inu3bu7wjzxxBOorKzE1KlTUVpailtuuQV5eXmqfQMLGNzB/vrCjeAVFI65bQXeuXEN5ne4Eb8uHAAhXNldEG3l0fqNH/Dzi30V2XHpu8yj7aI9OL6oP5TuV2w5ziN13TEU/c8NVLTF/M6j1b9/ws8Leim2lbifQ+L233HsH60oKAPiizgkf3IcRbM7up3v0/8EJqQWYNam+0XbSvuOIPqT3VR0+cVT9aMx9qo2tHRrnRej6taYQG24npubi9zcXI/X8vPz3f5+7bXX8Nprr/m0x3Ec5s+fj/nz50vWIpfgHYMV8XvWnIvBhM8eFB3eXzilTrCJfU4luzRobE+BfZ/5k2GXcAD4phH3H+iAR7f+VbF9ALicXYORtxZ6D6D2eJpa9nU6DugXVt6qUb9UotIjFAleByvirZJzcAirlPjDe+pSoolWb8NG0U2xvDk7B76qUZWXqTvqYBQ+P9bTewCj1hM/dkk4wdwRH4HQ+kSJFsFS3qHph4IWQ3cR6wKdPWdEw3QrIrqYoDpZwjd8OtGtGAJsL+2q//zoXZ83dKg7UF3EwQBzsAwGQzScg0P+zp6soRVCMAcrn+DtIm5MaP6+gcOo5c10i0KIFkBoTPpm5c0IYkLHweqw6yWoMWp5M92i2DvyNYSnVCk3xMpb92i90EQwwbqIGQyGZAZsmAnOGZoPzVCDdRHLJ3RasLQIzXoSOIxa3kGum3Nw+mrFBXl5M4wJa8FKRU8PlVDAqOXNdGsL060aBKCw2H9oEjoOVs5WXbTt0dYgB610G7W8mW5tNciJwwPte54DFxFOx54c9FDeGsG6iOUTGl3EerkZ9HADaaHbqOXNdCuzp5FuwhPM77ARXEQEFXuS0Ut5awSb5CQf4ztYMb+blMorx16gt+nSUkMwlzfth5wedWtVDirq5hwcJmx8EEJFpW97Ri3v0PRFQYnxu4jVfijSiOPpDZXplm8vWHsP9Fre/tCrbqOWtx7qagNYF7F8DN2C/ffIdxHbocx3IDVailJtyrlh9FAf9aBbTnnLTYe2PSPWE6bbfzo00ap+K4B1EcvH0C3YB/eNh7O2me+3BDXeSLWoKzp7ixUNK+/r9phu3+nQtsd0M3SG5Bbsjh07cMcddyAtLQ0cx2Hjxo1u1wkhmDNnDlJTUxEVFYXs7Gz88ssvbmFKSkowfvx4WCwWxMfHY/LkyaioqJAs3lkc1XR3FC0wqvMzKkYtb6ZbW5huVSCEo3KEIpK9U2VlJfr06YOlS5d6vP7SSy/hjTfewLJly7B7927ExMQgJycHNTU1rjDjx4/H4cOHsWXLFmzevBk7duzA1KlT5edCDCHYteORUOpylZsObXtMt+90aNtjuqnC9oOVj+Qu4uHDh2P48OEerxFCsHjxYjzzzDMYNWoUAGDNmjVITk7Gxo0bMW7cOBw9ehR5eXnYu3cv+vfvDwBYsmQJRowYgVdeeQVpaWkKsuMDPUxe0AMq6yYRBCRCAF9BYyX4hobpmtMsHaZb23SYboaOoNq/evLkSVitVmRnZ7vOxcXFITMzEwUFBQCAgoICxMfHu5wrAGRnZ4PneezevdujXZvNhvLycreDoU9SO13ER3/y3LvBYDCMB5vkJB+qDtZqtQIAkpOT3c4nJye7rlmtViQlJbldDwsLQ0JCgitMYxYuXIi4uDjX0aZNG5qy1cOodUqBbuvRJPzl04fpaZGCUcvbqBi1vI2qO0CwMVj5GOIzndmzZ6OsrMx1nDlzJtCSxFHf7WO0uqVEd93CpYHB6N1soVRPAolRdTMMB9XPdFJSUgAAxcXFSE1NdZ0vLi5G3759XWEuXLjgFs/hcKCkpMQVvzFmsxlms1mZOK2XN2t4nXg4Fyi00h3I8laiIRC66zFqeRtdtxrpBNoeRdhCE/Kh2oJNT09HSkoKtm7d6jpXXl6O3bt3IysrCwCQlZWF0tJSFBYWusJs27YNgiAgMzOTphx3tJ6U4Om6Hm4grXQbtbxV+I16ZJyCEOWlWa9X3UYtbzm61Ugn0PYowrqI5SO5BVtRUYHjx4+7/j558iT279+PhIQEtG3bFo888gief/55dO7cGenp6Xj22WeRlpaG0aNHAwC6deuGYcOGYcqUKVi2bBlqa2uRm5uLcePGqTeDmKFbhOa1sDVX2Duhc/6etgP/+OWvQLUhRmQYDDcIhRYsc7Ai2bdvH2677TbX3zNnzgQATJw4EatWrcITTzyByspKTJ06FaWlpbjllluQl5eHyMhIV5z33nsPubm5GDJkCHiex9ixY/HGG29QyI5IdNwd45Mg1P2XvoX4OKIfsEG+bcEsgLfx9MuGxjOBAI9umgDOTEBMAOekYDNYCcL6zQhtJDvYwYMHgxDvtYnjOMyfPx/z58/3GiYhIQFr166VmrR36h+EYiu5UW+GINT90bcD0eIn+Z6MRBCcHP020jdOBV9DuYVIsbw3jnwd/310PC4cbXn9JHswu2PUsjCqbpEQAD4e+aJthCJB0WfV48ZTeGHEukDLYAQAzs6hw4b/rmvB6pjRm/+B4p+vO1diJvjhntcgRAZqyjWDIQ62kpN89P1U8se13+zgsTZ4etddqthWxYaadS1AuqcN3YIWXS5TSFwiBOBsnO9F03VQ3pydc+se5mo59N8xHbzdxy3oyTYHvHHnKpAWdkkyRdmmZUMH5a26DSOkyQg4ht5Np77fga80AZU6XJrPmw1a/SVq7WcpQ/fHp/vhckmsOPtqdY2qXd40bQuAYI30HcaL7cW//QmkOkz8M1tH9UQSWutWEwP3kdKYBcwmOQU7jW9Wtce/1LJP6zs+MfYlcPFYom87OtUt106z03YIYREUEgS4q5WI+b0ZmsdGiQp/5XBrtPByjdjtiP+1FmHVdG5tUl0Ny2+1AAlXbszpRPxxJyIvUeo4q61F3K8OhF9V+HJ97feO/1lAbTQdR0CcTsQfF2C7oMwe76AiRxEC4cCx72BlEToOluabsJiHMI1FD8TYpQ0t3YEub7mItBO2rRAtttFJ0gGAP29Fi++U2xIAmD/fC1ofPjkBhH+9z6tDlwIBEPPRbsRQsAXU5TXq0z0Q91riH8vaXZQs1RH74S6I7NNhBCnGd7BqtBQ9zUr21gITM4OZ1ipDYmw21uItnYZhfYXRQre/cN7KW4oWNmOXwZAFIRRmEYfovWd8B+vth1OybJuUVWrEpCHFnljdnpyoXN1S8qaGbrFpNz4v5felWU8YjBCCjcHKx9iziBvS+PfTw7JtYtCDbkoLKmgSpyFydNMobwaDwRBB8DjYQK3io/RTBT3o9tQFq1dk6r510GF06HOWOVQGQyJsLWL5GL+LWA2kdBt6GwsMVGvYiLqlIFP3z6UtcbUmuNc8ZjDUgM0ilo+hHWzMaR4ms7JGeFhN3ZM59jQHwaSsEkRdFkCcAmJ/o9MxYC4jIAJBs1M8lNbPGKsTxF5LTVv0BQFwOqnYi75QC1Jjo6YtptgJ2NztVfyWAg6QPKsz8nI1FU0MhlEJ1CSnpUuX4uWXX4bVakWfPn2wZMkSDBgwwGPYd955B2vWrMGhQ4cAABkZGXjxxRfdwj/wwANYvXq1W7ycnBzk5eVJFycSjvhaWFinlJeXIy4uDoMxCmEche/zGAwGw0A4SC3y8SnKyspgsVhUSaP+OXvDe0/BFK2s98dZZcPP4/8pWu+6deswYcIELFu2DJmZmVi8eDHWr1+PoqIiJCUlNQk/fvx43HzzzRg0aBAiIyOxaNEibNiwAYcPH0arVq0A1DnY4uJirFy50hXPbDajefPmivLmi+AZg2UwAg0Xmt1gjOCmrgWrdAy2zlZ5ebnbYbPZPKb56quvYsqUKZg0aRK6d++OZcuWITo6GitWrPAY/r333sODDz6Ivn37omvXrnj33XchCILb3uRAnUNNSUlxHWo6V8DgXcQMRqAonZCFy73cz316z6u4a9d/QzgjbSmFG94uRlnfligeoPx994YXj+H8fd1wNZ1Ox1SX//0VF0Z0wJVuym11euYHnH04A9VJdLR1nn8I5yf1QkUbZfY4Aejw1C6ceSYLdotybRwBOv5PIX6f1R81LZTZM9mB9v9ToFiTEmh+ptOmTRu383PnzsW8efPcztntdhQWFmL27NmuczzPIzs7GwUF4sqiqqoKtbW1SEhIcDufn5+PpKQkNG/eHLfffjuef/55tGhBYxkVzzAHy2DIgPAAMbk/PO/IzwUqwsCZJD5UOQ7ExDWx5zsOvC40QkxNtcmG46ja82hLwbfIVLTxImxJWHTFtT6KhzoiFaXzQvTGmTNn3LqIzeamXc+XLl2C0+lEcnKy2/nk5GQcO3ZMVDpPPvkk0tLSkJ2d7To3bNgwjBkzBunp6Thx4gSefvppDB8+HAUFBTCZKK9lfw3mYBkMSnAl6swHsHQsRY+WVhTs6nr9pKfZ1EaZTWFE3UYub4V4W8NGqg0AsFgsqo0Z1/PPf/4TH3zwAfLz8xEZeX1DjXHjxrn+36tXL/Tu3RsdO3ZEfn4+hgwZoooWNgbLYOgch8CjxunhXVjKMpGe/h8ogl13Q/SgWyFafwebmJgIk8mE4uJit/PFxcVISUnxGfeVV17BP//5T3z99dfo3bu3z7AdOnRAYmIijh8/LlqbVJiDZTDUQqmDuBan6qQFP+7tJD99ia0uYgK4ZJt856DUqcjUHXCH7ClNI+jWGREREcjIyHCboFQ/YSkrK8trvJdeegkLFixAXl4e+vfv7zed33//HZcvX0ZqaioV3Z5gDpbBUAMeIGENnq6BWEpS7rhmlBOFf3wTRO7TIUC6A959a1Td/iCUDgnMnDkT77zzDlavXo2jR49i+vTpqKysxKRJkwAAEyZMcJsEtWjRIjz77LNYsWIF2rdvD6vVCqvVioqKCgBARUUFHn/8cezatQunTp3C1q1bMWrUKHTq1Ak5OTlyS8YvbAyWwVABS3opPun7LrI/fizQUtwRMaGIrzThxvWPgtPTw96omzIYVXdDaCx1KDH+vffei4sXL2LOnDmwWq3o27cv8vLyXBOfTp8+DZ6//gb41ltvwW634+6773azUz9L2WQy4cCBA1i9ejVKS0uRlpaGoUOHYsGCBR4nWtHC0A72t3kDwDcYxJZDWBWHNgt24tSCLBCFpRFVzCFt2Q84MbefMkPXMF/h0OrVPfh1/k2Ku44svwJJHx3D8Se6+g8sgpizHFJW/oQTz/ge5xBDiwMECd/9jl8ebOM/sAjifgFafvYzjs+6QbGt1J1ORG7aIzle2al43H52prQuIl8PYylbCvpC7u5PvtCLbqkYVbfGBGolp9zcXOTm5nq8lp+f7/b3qVOnfNqKiorCV199JV2EQgztYJ1mAmJu8MuJqfyNwnBC3b+CGRDCibQxk0ZhnWbOpUsSXnQ7I67ZiyTyHgZutniA5+psifzcwKc9sXkVodsZwdVp82bL2567vsrNZPJtT2Q9EcLlvdlwToATeGl76vrSRGPtaCl78XqyraZuhfXbFU6KbbV1i8WXboahCa4xWKVv52JvFBrz1qWmS0O3t7Ckbrxw+B9+BAmn/MqtZnnTGPPyQlbmMZAWdpkJNEhHY91U4svQLUQJyPnDfvkTfQxaT6g8B2jrpgzbTUc+weVgfaHG72vUOuNJNwf0jj1DL08N7IS1qgJJVOisGtlUjWtpdI21gg8XqNoEACHeAXPbCjp2vaQREJs8Qe8YGfUn0Lr1lIZenyeEo3OEIMHjYH39fjQnGjRMR6xNf9q0xoNuzsFh0Zd3grM3ECRBmxDrvN5d36i8J3bbjb7tz8iS6re8aT7QG+he+c1gEKuC8X0vutu1voRZPb7x+pIjyp6na1rV72vXBYvj+ixprm5i1Mt5dwCN30l0ptvvObHXAvk8YRgG4ztYb+MX/q7JRY4tqdp04nSlaHt3yAp07nrWY7zl39yGn/Z1pKdL7HUedXr5Bv8nDc7V54XzEEcpntIBcOZQCl78crT08tZL/b52fXfO6whPrvYeR6e6/Z4LlG4PdUUv1E9yUnqEIsZ3sGImKkhFi26uINM9ddMUHD/QWj/dcy3iceSeJQAHbB79Kn6+503k3LIfACBECjh2z9Lr483Xypsk2PHT3Yup6RBinXXp1N9lRq0nHsj6eBYc56K9B9CDbiOVNwccvPsNCPG1+nOyhNIRghh6FrEo6m8KpROBGtLYnhjbtDXQiENTd8OuQZpdaJ7sibDNXSlH17zp4Akw4puH614lbXxdY9bG44av/ht8bYMnGQFQGoFeX+WKf+v0o4OvNOGGvP8GX182atUTteu3Jzx1BetNt8HKu8dXD4KrCAtZZxSMGL8FKwbaFbb+JpPypqmXm8aP7mlDt7jPntXC0Yux50U3CSd4fNgmkAj3RIkggC+re1jx5WHgS8PAV1+r7gLAlzZ9kHFOuOIooVWPYmQNPFaXTrnEd1idlzdVDUy3mz2+PAyck7JtCrBZxPIJDQerBgbo9ujS7zQEi8P9pB/dxypSQRw6rBbedBPgSFWarn6LsupInK+6tmOIAeqJR5hubdG7btY9LAsdPkkDCOfl/xojNK8FSagVH8GL7nGpe9CmzWUIzcS/Fufv7FnXitMCCmXMOTh8viMDXK0yY0K0AC6lRoaApqcqfo3DqQNpivSogk7qNyCxvHWkWzZG1c1QRPA4WG8VWG53Ee0xRAnX7uh1AH/tK2F5Pi+6n/vibkxsW4A+N5wWb8uPNqpxAvFm60VfctsS/Dvz/0m3F8B64jdOY3RSvwGJ5a0j3bIdpYFbcayLWD7BM8nJWwXWQ8X2NzOxEZ/vyAAA0FiC+sUvRwMAZG1xrIfxKdp40XfxWCKmHpuirZbGSKwnfuNohQzdrLwNBI1u3lAsNwSTg2UwGAyGCkidOebNRuhh7C5if79Z4+tSwysNJze+Ft/7ySFUyptWeVLQfccf96FXxklx9oO1vLXSLdW+XuoJQ7cY28H663ZofF1MeDGVXe3uErH2G64so8VNSqu8perWurxpdWdR0N09+hxaR5eKsy+hvIVmTowZvNtz+eulvLWuJ1Lti/3OVqpdvaF0BnEIzyQ2toNVg4YVQc4kCC3xNvmD6dYWirpJBEFq9wuueF9c6IUfL7eSLa3OqIf/cwSxJpv3OFqVNw+kdr/geRenYKgnRtXdEOZgZROaDpZr9K83GleKhkMRUisMjRtIiW5v18SmqYRAlDcNxOa9gTbB4oAQLcjWTcwCXu2yzhX/YGE6rEeSpBmpx4d+vjwMa7be6tKnVLfcekI44PUuH9Q52FC8LwNZvxmqE5oOVm7XjpI3MQo3EKlftN4XtLv8aNz4SspMywcPh7odYkQ89AgPEBOalPfCP3yMm3qeaBKXmCDqbuOvmnDfhoeaLkVIG5G6RSMzHucE/rLhYfBVvGHvy4Do1hK2XZ1sjO9glfxucqbp00KG7nk5H2HwwEOG0+0ikA8TEbpJgh1Hx/5LlLmK4RX42+D/a5Kn//niXhTu7dwk/MZRi5HU5aIo225oVL+96ZZNCN2XLgKpW0XYbjryMb6D9ffDafHiJCcNGbrnfjsG3+7rISMx8Wn4RaXyrk1LwOYxr4qLLzYNHvhm7Ct1K1ld021Kq8LHd73u0SZ3JQJdNz8oynT0N7FY8/3NTS94aZWMynsYxccTRQpvZK8hHOrKKcnm+psKtFtTIXRfUic0G3tBifEdrD+0eONVIw0PNvlq3n1DdCVoqFsMYZcrcM8PIhYekKKbAHf+MBVcDY9bBx1Ghz5nUXslEuN/+C+PYSHU7YAjxr7JBvA14m8fvpp3LedIEmrx5PDPZD9I7y6cAlIWUfeHUVsGQXRfUkUt3Upgk5xkY3wH6+0hJfW83PTkVhytdTdGZ7o5mx3Vp5p5ngjSECm6CVB10gKulsPPpS1hLW8GvppHzW/NAA7IzCyCEOtlnWYV6wmx89hW0hUAcFPmz3AmxEiyU/NbM3ovWo3NJ9SiT/8Tyg1JlReq9yUt3WrCxmBlY3wH661CSj3fGG/1wZ8D8Hfenw61dIsNFyjdYtOTqdt6JAlVJ90XjBycUASEe5lNpLC8hSgB5rYVHsPxFSbs3X0DQIDBzYvgjPSxoJpa5epFd1hkLbISfpUd34VUfaF6X4rVzTAkhnawQpRQN+tTDFIrroRuSEXxaaMX3Wo9KGjpJsCiL+8EfyXc/bxE3YQHhBhnk3gxSZVYduN//Opb9H8jEHGhwvNFKVDS7TwXjWVf/0mEAWnpecWo96XWugMIR+gcoYihHeyGPy1F8/Qr4gJLfdOk6SA82aLtgJTolvK2L9Y+7Ra3p3hS4tLWfc0mn2jDwZFLmlyqPtUMkzZO86tl74jFqG4b512jSuXNtfCsW0xcUefVqidGrd80dWsNG4OVjaEd7JjPc1F6IkG+AU8VWKuJEUrSoa1bytu+TnR37nMGS+9YKT6CCr9r257n8e7A1ej9yT+kRWygZcCGmYg6eaXJeU9hJeOrvC+aFen2e14n9cRnXKPq1ho2BisbQztYzskp+yDfVwX2dS3Qb6NydctBK90SNRQVtcL07X9TJMcfE4bsgHWA51vk0m029G9xGg8fvBef3PEGPh79Oj6+63WYUquvB7rWyn7/riUQ4hwe7XAODm4fCWpYT+rS9iRKRlp6qN+hpJthCCQ72B07duCOO+5AWloaOI7Dxo0b3a4/8MAD4DjO7Rg2bJhbmJKSEowfPx4WiwXx8fGYPHkyKiq0H4eSDZGRlq84Wt5gNHVrhQcNfDUPvszPbosKy/vD4/3Q7DfP1yJj7Hg55UccGPA+covucx2juhzAtKFb0O+m4xAiBUz70xY89vNfwNWYxCWqh3pi1PotV7c39KxbS1gXsWwk7wdbWVmJPn364L/+678wZswYj2GGDRuGlSuvd9+Zze5bh48fPx7nz5/Hli1bUFtbi0mTJmHq1KlYu3atVDnuNPwROQ/nlMIptCemq4qGbh7o3PsMfj7cuu7bS6U3rxgtBi3vll0v4eLlZsBF9zq68M/vY87+OxFT7LmLJPz/LHi5a0c8nnACjv9cXyv448yW4BPsIBfNaHGIw7JmtyLx60gkCT4yUnYVzU7FQAiLFpszrxCbDQlFdkReobPVM6msQvwvNoRVRyg35nSixWEHbL/T6TgjdjsSjtYi6qLIlxevhgAQghYHnXBE0fF05Fpe7c2U5ZV36MAz0XCQOshGIJB8Fw4fPhzDhw/3GcZsNiMlJcXjtaNHjyIvLw979+5F//79AQBLlizBiBEj8MorryAtLU28GF/3gqe3Qn8PbH/Xichw/vAVX87bbCN7hCd4uv3nmFg0tc7BNkxLS906LW8SRpDe/TxOHk7DX9r+gA9xI4odPFomlePSiQQcGPM6YvlI7O/8E75pdjM8ub2U13fim9eb4Rv0RRx2uc7H/cc9XIt3/ctzAkDxBcTt8hfSPwKA8K/3IU65KQB12kz5P1CxRwBEbtqDSAq26u1F5O0FBdcPAIj5eDclS3VEfboHUVQtMoyGKmOw+fn5SEpKQpcuXTB9+nRcvnzZda2goADx8fEu5woA2dnZ4Hkeu3d7ruA2mw3l5eVuBwD/D93G16WGVxpObnyp9huF5xwcJm2cBr6a8s8bJOVNYp3Y2v0zkEgn/vXtn3DhZAs8P2gj9vRbD665HbF8JOZe7IHxzXfj4s2ex04ZjJCBdRHLhk4/UgOGDRuGMWPGID09HSdOnMDTTz+N4cOHo6CgACaTCVarFUlJ7ttvhYWFISEhAVar1aPNhQsX4rnnnqMtlRGi8KVh6LhuGngCrBy9DLc2aFKdGFI3tPFcy8MAonDyz+8gB30DopPB0AU0ZgGzWcR0GDduHO6880706tULo0ePxubNm7F3717k5+fLtjl79myUlZW5jjNnzsgX6Ov7SV91IND1g+mmy7U36ge+/G88f6mr12BzL1LcXIHBYIQUqn+m06FDByQmJuL48eMAgJSUFFy4cMEtjMPhQElJiddxW7PZDIvF4nbIRmx3ReMHfKC7OIJdt6d4asLVTWRCbC2WF96MvCqzx2B1LVkGI3RhKznJh3oXcWN+//13XL58GampqQCArKwslJaWorCwEBkZGQCAbdu2QRAEZGZmqi3HN7QmA2lNMOgOACOii/FbxnactTXHCXsSEK2gZ4TBCFbYLGLZSHawFRUVrtYoAJw8eRL79+9HQkICEhIS8Nxzz2Hs2LFISUnBiRMn8MQTT6BTp07IyckBAHTr1g3Dhg3DlClTsGzZMtTW1iI3Nxfjxo2TNoMYgOU4B1OEsr7EsJq6f+N+AQSTMltRJQKIU0Dcz3T6N83lAohAEF/EKR7CaHbWAWKvpaYt+qITxOGgYi/2rB2kqoaaNssZB1Dt3172gfsRYarbTefT3/viFQeHk3e8AwCY8NutmJmyBWM+fxidQXd2KYPB8M/SpUvx8ssvw2q1ok+fPliyZAkGDBjgNfz69evx7LPP4tSpU+jcuTMWLVqEESNGuK4TQjB37ly88847KC0txc0334y33noLnTt3Vi0PHCHS9prPz8/Hbbfd1uT8xIkT8dZbb2H06NH48ccfUVpairS0NAwdOhQLFixAcnKyK2xJSQlyc3OxadMm8DyPsWPH4o033kBsbKwoDeXl5YiLi8NgjEIYF+4/AoPBYAQRDlKLfHyKsrIyZUNmPqh/zrZd9Dz4KGUfVwnVNTj95DOi9a5btw4TJkzAsmXLkJmZicWLF2P9+vUoKipqMkkWAHbu3Ilbb70VCxcuxJ///GesXbsWixYtwg8//ICePXsCABYtWoSFCxdi9erVSE9Px7PPPouDBw/iyJEjiIyk9fGYO5IdrB5gDpbBYIQyWjrYdoueB6/QAQk1NfjtyWdw5swZN71ms7nJQkQAkJmZiZtuugn/+te/6uILAtq0aYOHHnoITz31VJPw9957LyorK7F582bXuYEDB6Jv375YtmwZCCFIS0vDrFmz8NhjjwEAysrKkJycjFWrVmHcuHGK8ucNQ69FzGAwGAyVobjYf5s2bRAXF+c6Fi5c2CQ5u92OwsJCZGdnu87xPI/s7GwUFBR4lFhQUOAWHgBycnJc4U+ePAmr1eoWJi4uDpmZmV5t0kD1SU4MBoPBYADw2IJtzKVLl+B0Ot2GFQEgOTkZx44d82jXarV6DF+/tkL9v77CqAFzsAwGZYofGoT9s99scn7R5c5Y92Y2yjsAx8e/hRsXTPdpJ+W9w3CWl4O7qRcu9Bc3P8GnvfU/o+bGdJR2VD6skrTiB1y9sy+qE+l0giWvOYDKP/VARarydYVb/nsXysZnwt6MzqS5pHcLUT72RtQ0V2aPcwKJbxeg5L+y4PT8VZhonPYa4N1PlRkRC8VZxIo/szQYzMEyGJTJ/NuPHs8/2eIXTJj9I1LD6pxl2Q3E54Mr5drbfU3LSJR1Vj5VIjUqChVp4VRsJZtMKG9nQlWakv0ir5MSEYHyNmG4mq7MHkeAlhyP8nQetuZ0tCXxHMrb86hOUmaPd3BIBFDWCXBGKvsNhBoNp85o/JlOYmIiTCYTiouL3c4XFxd7XSshJSXFZ/j6f4uLi12fjNb/3bdvX/HiJMLGYBkMykxvme/1Wr1zfe9qC7fzQrwDJNGupizxBHr1L7kw3UFBREQEMjIysHXrVtc5QRCwdetWZGVleYyTlZXlFh4AtmzZ4gqfnp6OlJQUtzDl5eXYvXu3V5s0YA6WwaDMXV/nNjnX4evJWHylvevvOZ/f4/ZWf3v3Y/h73+81UCcCqa0VvTgIplsVArGS08yZM/HOO+9g9erVOHr0KKZPn47KykpMmjQJADBhwgTMnj3bFf4f//gH8vLy8L//+784duwY5s2bh3379iE3t+5e5DgOjzzyCJ5//nl89tlnOHjwICZMmIC0tDSMHj2aVlE1gXURMxiUufumfQCAG3ZMwM+3rnG79mRxX3yUP7BJnPydPZGvhTg10KK3UumWhZ5gusWnp/FKTvfeey8uXryIOXPmwGq1om/fvsjLy3NNUjp9+jR4/nr7cNCgQVi7di2eeeYZPP300+jcuTM2btzo+gYWAJ544glUVlZi6tSpKC0txS233IK8vDzVvoEFmINlMKjz0Z6bcNPtv7qdO5T9FoYeGof4yGq89uc1eHTThACpMyiG+1r/GkbVrQNyc3NdLdDGeNo85p577sE999zj1R7HcZg/fz7mz59PS6JfWBcxg0EZzsnhL7FlrtbrDdsn4rzTjhXd/h86xF7Cc8f+jKV3rqTX1Ue7y1CrLkimWx17tGH7wcomaFuw1aMGwBbne8p/dSKHir41aPmN5znznJMg7r1duDpuIJwK1zwOrxIQ81HdmrYV92TCEaXs3cZkI2i2bhfKxg8EUbiGcuQVJyI37QEAlN83EEK4fHsVrThUpzrR+R97UHr/QMUPjxhrLcK/rutyLbt/IAivcL3oyw5EfnMAV+690W/YizcJCC/jEf8z4IwAyodUIf6raFy82YHwWDuidsUg5fWdTeI9cdv11WT+dPQOOIujcP+RiYiNsOPM5XjYSqKwKHKYony4IWcMz1ccIjKcUtTSrTZGLW+Z0NgNh+2mE2SUdAtDdbLgs8KSRBvu6fUDPrrUdEwMqJtWH/cecKk3p3hafUSZCTEfXdPWwwS7xceUfxE3Wlg1h2brgMt9OAhhyrRFFYeh1aa6/1/uw8EZIdMeB4SlVSK9RSk4kwmX+im/q+wnIpD0NQCOw6W+AOHdbRIT0LprMX4/lgzO6d9ezNlwtMoPw6W+Dex4Ke8b+57A6fLmuBTdAsRM8Pceu7AlsSuyE08iLqwab58f4jGNwqvtgfizmHuxB2yOMLTqVozfjyfhgq3u5YAHcPpgqse4kuAAIc6BhJblKP0lQXw8sT+LWg9FuY4k0A9ptXUHOn8M6gR3F3HjCtuo8cNdisBH33p2rgHD002s9y4kwKXbcTYa5/NbKzYnxDkgRIv47tBE8NoN6wC5Lxk+yvvHvZ1wuajucxrOxmH51tvwXMdP8cFPN+HtLUPQ4ifPP8zRl3ui4wfTsGbXILx2wzq8dsM6kEgR3l+G7uaJV/GPztvcdOsao9ZvwLi6lUJxqcRQI2hbsB4xwhuiJ41G1a2Ahbd8jI8uZODEwRt8huPsHP6y4WH5zzop5U2ASRuniU6LrzThLxservu/N5NhBJyTk15+18KXHW+O547f7XZO1xi1fnvCqLqlwvaDlU1wt2DVwKgvYgbT/T9f3Isf93UKtAz5iCzvPXe9irC0KnW1SMFg9cQF060agfgONlgIDQdLsxJrWVGMqpsGgZh5SLG8o9uXY83opusRN+amzx9FrTUatw46jEnZ+fISM2o9YbqNd18yJBEaDlYOYm8ib+E4P9eVpqs0vr9wSnWbTJg/cr24cVQp6V0LF9+5BPfetrPJebm6o9pfxaQh+a7TD+XkwZRaLdHYdSqKY/H3wolN0mmsm6/mwTmB7cduwKqDIpZs44Cnh28ESaiVra2hHsXh9Fq//cXXuuUYqOcJDdhnOrIJDQcbiJl/xM91MfYCOWNRiW4AEAg+v9S7bnyRhp5G4a5WRGH35fZN44uww0WaMXjQIRDT9fDVVRE4VpGCwYMOYfCgQ9hX1h43p/+KqPZXRQq7TlkHE9qkX4T9TIxo3VxJOEixuC1WvrrcA8Te4NY1aj0JxExiufelUg2Bep7QgEb3MHOwDFn4e+PUK2rrIwJ27+4CzkY5oWvmnOejcOpAWpPz4mxwuL35UaDhJz8XzPj+cGfc3vwobm9+FN8fuAFhnIDE2ErJEmv6VmFtt/9HXzcAEKBwT2fwFQq3dROL3uuxVPSeH6M+TxgeCa1ZxGrQ8M2s4ScIYt/YAvVxudI09aBbTnkDINU1mPP5PU2eWfxVU90i/Kh78/zmxx7gnJzkZ1tGu9NoHRYL8IAQ7QRfaQpcPWmoQQ7edItFD4snGPW+lFm/qcNmEcuGtWAbovQtkUbXkRwNgRqXUaqBZnlzHg6FGp4b/Aluyzjs2b4Pfn+tMzp+MA1CjBPHR/4bxNNdJqPlKie+ECnUaVC4GIlHDXLiBLqeqBmnMYHQrQZsDFY2we9gPVVybxVfrUogRwPTLYnvxr6CY39Zih43nkJC5xJsuGuxNA0ers/76m7k76rbjUOIEnDkL0vqHJVI3XyFCZ0/ehBco3lefHINCu7+36ZpSnkgiyxvvpqv0+BQ8S2MVj3xhh7qt5w4Wupm6JLg7yL2VMm1fpuSo0Evuht3lelU96Ct/wDHAaTaBM7JYdSFXPe3Rxm6Gy69yNfw6LZlmjRHReBx+UbnJTMyv3kYfOM0PZW3iDR8nvOigSq06onWGKh+N0lPQyfL1iKWT/C3YOtR0lqgkR4tO1q/vdK6MVTWzZeGgysJr/vsxc6BL5X57uitvIW6mb40yoNzcOAqwjBj6Ncgjdd9lmvfqPUk0PdlqOlmaEroOFhPrYV61Lg5aN0AvnSrSHjrSsR2KKNnUMPyFuIdaNWjGOCAzn3PgJilzIDy8TflBQaKay3a1BNKuoVoAR36nKVeDl7/Nup9qWfdDE0JHQfr60NtOeNCtBA75uMrnAq6uyZfwB9a/eo9gJJJRCqXd3RcNSa2LQA4YGbbrxGTdhVCpMQFL2jrTrJBiLqugXNw+OjbgeBqRRpTUk8oPZy5aAdmtP1WYiQF1416XwZStxqwSU6yCR0HSxr96yMMMaFp151aiB3zEaGbJgcL0/Hl//VTnqbGugGg5rdmePHL0YAATP9sMlb1XYX4VuXiItMqb969Dq0ZtBwt214Rp0FOmmJ0K4S7FIFZm+5XPkYs5brYMLTR6X0ZCNhaxPIJHQcrgfQe57B2hP91ZBnG4C8bH0b5r/GapmlJL8XWO/7X9feETx/E5Z9baKqBwaAGa73KIjQdrJ+um5NHUvHXLx/URosUjNrlFGjdcm9yBbrLTsXj9s9nummYcPsODP/Dj/KNiuWabnPbCmwYs1j99EKdQNdvhm4J/s90POHnYcs5OMDh6YL/uJLjNL7uK7ySGY9G1S0njpT01NCNuk9jOKf7++vqH7NABM7zW60K5V19IRpjd04TqViEBjlxpOiWixa6faGn+1INaLRCQ7QVG5otWLnIqSRSb2I1KiLTXYeCCUDETHDHH/fVbRAgg8zMIvARTu+fD0kdqxShm6/hIVgjxcgTbVNSHCPXEy0cAm3dKsHGYOUTOg6WdjeOktmR9YipdFrrFhNHjzeLlxV2WnS5DBJ+TbCC8iYcQeeoYtFyhFgnLB1LXfbaRF9BWJiHFR/krCbkCaPWE627V8WUtx7vS9YNbUhCx8HSdgoKZkfa44TrM0z93Tha6xYbR283vBeN7/b4fyCNP9HheQjNayW1aPkaHq/mjRS9KlJ0iyos7LHBZe+jbwei9vcG29dxkKZBRj0h4QRCnKexDhFoVU8C0d0p5pze7stAvtQqneAUwhOdQsfB6oiXRq5FfNvSuj+MWvGMoFsA7vrkEfBX3ft1+Zho/Dz07estWxWo+a0ZZnw2yet1EkHw89C3IUSI/D5XhtSotAps/9Ni6RFpYoR64gmj6lYB1kUsn9Cc5BRg/ueD8ahtFqI1TgcIVyvQdf2MgN70nJ1D1/Uzmq5HTJGa081w25nH1EuAwWD4hLVgAwAncK43ZFNqNd4bvTSwgkIRAdq0Ujhg85hXIcQ36qolGmioT4OhGUK0gK/HvkJne0C9wLqIZcNasHKhNNOwttSMqQfuV25ILIGY5h/i/PWn/wJXJXP6caBg9UQWnJ3D3fv/XvcSLSki9FveNBykXvOmMqwFKxdKFYav5lH5axwdY2II0YquNULzWnTpdxogQPmJeHB2vc0K8wOrJ7LgHBzKT8RL7zlg5R2UBLeDlfsJBI1noRIbgdSthFArbx9ERNdiZPJBeWmLRaZuIdYJPqVGQcIK4QAhxglTarXkeDTSphrXCPVbadJskpNsgruLmKBp14uYH9pXGE5EGLHp+IobKN1KqNfd+JyYeDTSVhJXTnl7ga8lICdi8PqJP0NRx7BQ900Q7yAw1VB4wgoCTHYCS1IFpt+wA69uvFOROZMNsnVFtq3Ckz2+wvMn76k7QQSYbMrzWf8gV6LNE6YawFStzB5/beekMIV2AICjmDe/sC5i2QS3gwX08R2pHtIxqm6toKg76tM9SP9UuZ36T27Dv96H9K+V23MAsKw9B8taYANaIh0Fsm0JAJKX7FSk5z20dmlwAkh8uwCJiixeJ+0lZdoaQgCkLKZnr80C5bYcpBYnKWgRBXOwsgnuLmIGg8FgMAJE6DhYtXpU1O6pMapuFXhz9HIIFpkrE4nFgOXCYKgJG4OVT/B3EatF/Zid0SqOHN06+YTg+RN/BuwS3gl1opvBMDSsi1g2odOCVeMH1qK1owfdOrk5zh1MBl8jocrK0d0oDpdsQ0yHMhmGGAyGFpSUlGD8+PGwWCyIj4/H5MmTUVFR4TP8Qw89hC5duiAqKgpt27bFww8/jLIy9/uc47gmxwcffCBJW2i1YNXeA5LG/o6ebMjUTVrYgavh7t9g0nKWNPb5bBCHhBEgvhbc5Qjxdmi0UP2Ud8eUixiU+CvW/Hor3XQZDINAo4tXzS7i8ePH4/z589iyZQtqa2sxadIkTJ06FWvXrvUY/ty5czh37hxeeeUVdO/eHb/99humTZuGc+fO4aOPPnILu3LlSgwbNsz1d3x8vCRtQetgOQfAOxRO+b823Mc7AKLUltP9/8q1cddteWmSfvzHN3F3wX+DnIn2aYtvMKzJOQCep5NXvpYT3Vp2NK/Ftj++gaHrHm9k6/qdyTk4cAr7XK7/puKE/VrYBr+ijceuHt7JvCwjBNBxF/HRo0eRl5eHvXv3on///gCAJUuWYMSIEXjllVeQlpbWJE7Pnj3x8ccfu/7u2LEjXnjhBdx///1wOBwIC7vuFuPj45GSkiJbH0cIMdxTory8HHFxcRiMUQjjwgMth8FgMDTFQWqRj09RVlYGi8WiShr1z9luM16EyRypyJbTVoOjS5/GmTNn3PSazWaYzWbZdlesWIFZs2bhypUrrnMOhwORkZFYv3497rrrLlF23n33XcyePRsXL150neM4DmlpabDZbOjQoQOmTZuGSZMmgePEN0BCZwyWwWAwGNJpvGi/3ANAmzZtEBcX5zoWLlyoSJrVakVSUpLbubCwMCQkJMBqtYqycenSJSxYsABTp051Oz9//nx8+OGH2LJlC8aOHYsHH3wQS5YskaRPUhfxwoUL8cknn+DYsWOIiorCoEGDsGjRInTp0sUVpqamBrNmzcIHH3wAm82GnJwcvPnmm0hOTnaFOX36NKZPn45vv/0WsbGxmDhxIhYuXOjWNGcwjIrzthtxsY+yN34AaLXqMJylZSBZffDbn6PR7ZZfcXJDR/n23j+Oqv7tcKWz8l6f1LcKUXp3P1S3pPOOnrb8IMqHdUdFK4WbIhAgZclulDwwAHYLnVmIqUv34cp9GahJULiSkwNI+tdOXJyeBadZmS2nrQZ4k8JqJiLgoHw+Z318Ty1YTzz11FNYtGiRT5tHjx5VqKqulT5y5Eh0794d8+bNc7v27LPPuv7fr18/VFZW4uWXX8bDDz8s2r4kj7Z9+3bMmDEDN910ExwOB55++mkMHToUR44cQUxMDADg0Ucfxeeff47169cjLi4Oubm5GDNmDL7//nsAgNPpxMiRI5GSkoKdO3fi/PnzmDBhAsLDw/Hiiy9KkcNg6JKaFuGoaEthn7jwCACAvXkE7Mm14DmhqV0JE664iAhUtQyjoo0zmVCZyqMqTaatRrq5sDBUppgUa6ufTFPZioOtOaW9+ngOlWkcqpMERRPceAeHJAAVbQBnpDJtQo0x9yG0WCyiurRnzZqFBx54wGeYDh06ICUlBRcuXHA773A4UFJS4nfs9OrVqxg2bBiaNWuGDRs2IDzc94tnZmYmFixYAJvNJrpbW5KDzcvLc/t71apVSEpKQmFhIW699VaUlZVh+fLlWLt2LW6//XYAdbOwunXrhl27dmHgwIH4+uuvceTIEXzzzTdITk5G3759sWDBAjz55JOYN28eIiIipEhiMIyBwpnHfHkYftrnofWq9gwKtWZMG27mxzWMWt5KCMAkp5YtW6Jly5Z+w2VlZaG0tBSFhYXIyMgAAGzbtg2CICAzM9NrvPLycuTk5MBsNuOzzz5DZKT/Hqf9+/ejefPmksaMFfXv1H83lJCQAAAoLCxEbW0tsrOzXWG6du2Ktm3boqCgbs3RgoIC9OrVy63LOCcnB+Xl5Th8+LDHdGw2G8rLy90OBsNQeNoIwRPewjQ+z/m4JgdvNoyqW6x9sbql2pWbrtLyVgE9r+TUrVs3DBs2DFOmTMGePXvw/fffIzc3F+PGjXPNID579iy6du2KPXv2AKhzrkOHDkVlZSWWL1+O8vJyWK1WWK1WOJ11n0Bs2rQJ7777Lg4dOoTjx4/jrbfewosvvoiHHnpIkj7Zg56CIOCRRx7BzTffjJ49ewKoG3COiIho8q1QcnKya8DZarW6Odf66/XXPLFw4UI899xzcqUyGPpAzENGynfYcndI8tRK8mVDD7q9xdFKty8NcuJoqVspOv5MBwDee+895ObmYsiQIeB5HmPHjsUbb7zhul5bW4uioiJUVVUBAH744Qfs3r0bANCpUyc3WydPnkT79u0RHh6OpUuX4tFHHwUhBJ06dcKrr76KKVOmSNIm28HOmDEDhw4dwnfffSfXhGhmz56NmTNnuv4uLy9HmzZtVE+XwaCKku4/T/Fo2vKFkkVEmG5tdIcwCQkJXheVAID27duj4deogwcPhr+vU4cNG+a2wIRcZDnY3NxcbN68GTt27EDr1q1d51NSUmC321FaWurWii0uLnYNOKekpLia6g2v11/zhNJvpRgMXaDmQ7PhQ1nMA1rpqmW04ojVISVvUjXIiSO2vBuGoa1BS/SoyQBIcrCEEDz00EPYsGED8vPzkZ6e7nY9IyMD4eHh2Lp1K8aOHQsAKCoqwunTp5GVlQWgblD6hRdewIULF1zfL23ZsgUWiwXdu3enkScAQMU9mbDFK/uEgHMCCSsKcGViFgSFc6/Cqgji3tsFACgbPxCOaGWDKCYbEL+mACX/lQWi8MuGyCsCYj6q6zK58kAWBIVfcYRXEFjW7cXlyQOUGQIQc96JyM11L2SXJ2cp/nI76rKAmM/349KEGxVrizthR9i2QsV2qEC8/B+Q3iWsJb50GEW3kcpbBnpfKlHPSHKwM2bMwNq1a/Hpp5+iWbNmrjHTuLg4REVFIS4uDpMnT8bMmTORkJAAi8WChx56CFlZWRg4cCAAYOjQoejevTv+9re/4aWXXoLVasUzzzyDGTNmUG2llnU01U2rVwDv4JAAoLQL4IxUVkMiynjE1WvrzMNuUaYtrJpDPIDSroAQpkxbVLEJMdf+X9oVcEYos2cu4RHHc7jSTfld5YwIQyQAcBxKuxEQhQ7WftaE2LAwKtp4ewSaK7aiAUZ9uDHdDIMjycG+9dZbAOr6sBuycuVK1zdLr732mmugueFCE/WYTCZs3rwZ06dPR1ZWFmJiYjBx4kTMnz9fWU7k4Ktrx18DM5DjJP5mOEptFWiFv/LW64NJiTajlrdRdQcSoz5P/KHzSU56RnIXsT8iIyOxdOlSLF261GuYdu3a4YsvvpCStDoomcnX8DrNm0OMrVDULTUtibaICYCJuO88VI+StIxa3kbVLTUtmuixvCnAuojlE9xrEWv4rZhPpE5wYLqVIUN3WpcL+GTkG36Dq0oIlbcukKrDqLoZASO4HaxWb01K3shphJcL0+0Kf64oCWO+EL/GqCxYeUsLzwHb734FJNEuMQGR6YRKeSuFUDpCELa6PoOBuhnjcLKmgd64/fsZQBnbkjKQsC5i+QR3C1YOcp6xenguM93aYlTdcgiUbgI4z0eBq+WMW95G1c2gAmvBAu6TCuS8aenh7cxIuo1a3sGgWw560G3U8jaSbm+wWcSyYQ4WuP7j62z2nmi86dZrfvyVt1F16xV/WvWaH1ZP9AFzsLJhDrYhRq0E3nTrPT/Bptuo6D0/rJ4EFDYGKx82BstgMBgMhgqEhoPVw76TYuMadb9M2hMz1NLtK5zak0vUKm+j1hMj6ZZqV266Yu1rORGKfaYjm9BwsDR+XCWrtEixS3xco2Ff7DV/YXzp9gcHPD5sE4Q4h/R0xaYlVg/t8habltQwwVhPjKRbql256Yq1r6HD4gihcoQiwe1gjTrdPQR07y7vADh0klGdyJAM060tRtXNCBjBPcmp4UuT1uupKiEYdPsJt2NnD/AASIu6VXq4ywr3A1RCMJQ30810qwWbRSyb4G7BNoTmD6xlZTGqbpGM7fUj7ux5INAyrmPU8ma6mW6VqJ9FrPQIRYK7BcvQPZ/kZwZaAoM29V2pIfpQZTDqCZ0WbEPE7M0oN64adsTGCUbdtNLResk6WuWtRtoqz5D9ePTriOt4RbmhxgRj/Q5kPRELm0Usm9Bswfr7sWnNIKQ9EzEUddNKRw3dtOLSfvhoVU+8MGbHdKAinL4/CMb6Hch6IhK20IR8QtPB0sCo3WBG1W1UjFreCnQHdMKaUTFqPWH4JLi7iOUsNiA2Ho1uDzkfucux1xC5usUsEKBmectFTd1ioFHeSsJ4Csfqie+0JOqO6VAGPqXGezitnidqwbqIZRPcDlbsj9o4nFaVwVs6ctPX6hMFpbq1LG81dauJmLRCrbx1qvvO9ofQJa3YeziDOxc2i1g+odlF7O+7M1/XpXyzRsuO2DjBqJtWOmrophWX9neQWtUTJRpo2wxg/X7/25sDf1+qCY0WaIg62OBuwXpDD5MSjDqZQmvdtNJRQzetuLQfPlrVEyUaaNs0av0OZD1hqE5otmAZDAaDIZpQ7eJVSui0YGlOkNDyezSj6jYqRi1vBWk9OfwzcMk2KrYkE4LlraotNSCEzhGCBLeDbVhxaf6+ateVYNBtJIKhvBWk9cWFXnDWmKjYEkWIl3cTQtP3hATB3UWsZsVVc8IB060tIV7eBwvTm75pG0C3P7iUGhCBAy6Y6Rg0aj1RCFtoQj7B3YJVE6NWGKPqNipGLW+j6m7A2G77cXvnnwMtQxx6Lm9C6QhBgrsFy2Coha/ucApv/HV2BLr2KNui/X0jFXvk+r8fbxtYZ1ehyXp7irVd+zk5gbUIQwXmYBkMGdx/+//h/ZT+aL666bWYT/ag4wblnUNOwQkAMOftQ8evlNtzCE40X3MWzTnltgTBidRXCwAKtoC6vCYtLUASDXuCE21e3K3czjWI4ESrl+nZaz9nj2IbDlKL3yhoEQMn1B1KbYQizMEGGh2PvfjEqLopsabgZjT/yeT5IiEAcdJLjKY9vdqibU+gqIu2PRq2aJa737TAFpqQCRuDVQux/VJGrXh6063xDGa+ikdYlbZpMhgMY8EcbGNo7QeptQPSer9TWoRSeTMYBkTvaxGXlJRg/PjxsFgsiI+Px+TJk1FRUeEzzuDBg8FxnNsxbdo0tzCnT5/GyJEjER0djaSkJDz++ONwOByStLEu4saosVSaFjDd2qIHDQyGFtBYKELFhSbGjx+P8+fPY8uWLaitrcWkSZMwdepUrF271me8KVOmYP78+a6/o6OjXf93Op0YOXIkUlJSsHPnTpw/fx4TJkxAeHg4XnzxRdHagtbB8nbAZFfWzOBq6/412TjFbX3e7v5/pdp4G+eyxQnKbJkaaDPVKG+a8Q3LTaE5vvb6jWmycSBehj1F27uWV6XlDwCmWuZlGcGPnr+DPXr0KPLy8rB37170798fALBkyRKMGDECr7zyCtLS0rzGjY6ORkpKisdrX3/9NY4cOYJvvvkGycnJ6Nu3LxYsWIAnn3wS8+bNQ0SEuD2POUKMt4ZVeXk54uLiMBijEMaFB1oOg8FgaIqD1CIfn6KsrAwWi0WVNOqfs5l3LEBYeKQiW47aGuze9CzOnDnjptdsNsNslr8QyIoVKzBr1ixcuXLleloOByIjI7F+/XrcddddHuMNHjwYhw8fBiEEKSkpuOOOO/Dss8+6WrFz5szBZ599hv3797vinDx5Eh06dMAPP/yAfv36idIXtC1YBoPBYFCA4iziNm3auJ2eO3cu5s2bJ9us1WpFUlKS27mwsDAkJCTAarV6jffXv/4V7dq1Q1paGg4cOIAnn3wSRUVF+OSTT1x2k5OT3eLU/+3LbmOYg2UwGAyGV2h2EXtqwXriqaeewqJFi3zaPHr0qGw9U6dOdf2/V69eSE1NxZAhQ3DixAl07NhRtt3GMAfLYFCGy+iB0q7NFNtpvvEghMpK8D274kqfeMX2Er4oQm2PdrjaTll3HwDEf/gDarL7oCZB4aD4NZpvOADboG6oSlY25MMRwPL+blSPugn2GDofScSv24eanH6oiVeWV94JNPtgFyruyYQzQtkcAKe9BvjwU0U2AoHFYhHVpT1r1iw88MADPsN06NABKSkpuHDhgtt5h8OBkpISr+OrnsjMzAQAHD9+HB07dkRKSgr27HFfEKS4uBgAJNllDpbBoExFeiwuZuD6YhxSF+W4Fj7h62igshLVbZvV2RMRxxctdsSgrFMULvf2E1CE7uYbwnC5Rziq0oSm8aRQn9cvzCjpZsbVdAVL/nB1KwZZPuBxqVcYbM1F2vKjO/4jEy71Ckd1krK88g4OzT4ALvbj4YxsEFlGPRFqAHwoLX3ZBGAWccuWLdGyZUu/4bKyslBaWorCwkJkZNTdJNu2bYMgCC6nKYb6sdbU1FSX3RdeeAEXLlxwdUFv2bIFFosF3bt3F22XfQfLYKgFafSv1HhyEdM48rOWsiwdWkyXFKNbKkYtb43Q83ew3bp1w7BhwzBlyhTs2bMH33//PXJzczFu3DjXDOKzZ8+ia9eurhbpiRMnsGDBAhQWFuLUqVP47LPPMGHCBNx6663o3bs3AGDo0KHo3r07/va3v+Gnn37CV199hWeeeQYzZsyQNCmLOVgGQy8oWXQjkM7Qk25/eWG65cMWOXHjvffeQ9euXTFkyBCMGDECt9xyC95++23X9draWhQVFaGqqm7ptYiICHzzzTcYOnQounbtilmzZmHs2LHYtGmTK47JZMLmzZthMpmQlZWF+++/HxMmTHD7blYMrIuYwdALtBbd0LolJEeDHlprtHTrobzVTk/HaxEnJCT4XFSiffv2aPg1aps2bbB9+3a/dtu1a4cvvvhCkTbmYBkMNVB7MwS17DPd2mIA3XpeaELvBK2DLf/rQNQkKOsB5xwELZcV4PKULDjNyvplwisImq8qAACUTMqCI0bh6ks1BC3eLcDF6VkgJmW2Ii8LsLy/CwBwaWoWBIUzHCPKCeL/swcXpmcq7s6KPetE9Ia6rcIuPDhI8aBG1EUBcZ/uh/XvNyozBCD+Fzsivtrn+WLjBwrtB6laD6xg0W0U1C5vRkAJWgd7tS3vPutPBryDQ0sA5emAM1KZrYgyHs2v/b+iHQe7RZm9sGoOLQBcTQeEMGW2amN41E+cv9oBcEYos2cu4dGc51DekcImkMSEaADgOFztIIAodLBOM484kwnlHZRrC78aDm8LppGEWvRMP4vDhe2vnVCcXGAwqm6josfyFkjdodRGCMImOTEYKhAWWYvbE49d/7tVFYQYDffwZDBoQSgdIUjoOFijzrwzqm6jQqm8neeiseSrYa6/l2S8j8RWZXSMe6KBbiFSAIlQOmgGCNGC+k8Io9ZvDXQT07XfIMBwoPCZTqAzESBCx8Ea9Q3KqLqNikrlPf2zySj5OUEd44Cb7udu/wS39T+szB4HHLtjKUh8rTI7/jBq/dZAt6llDfb/+fXQ9U5BQNCOwTIYocq8r+4GoPC5TIBuH+eCc7Kne6AQiiPR75NHAj8DV+f7weoZSS3YhQsX4qabbkKzZs2QlJSE0aNHo6ioyC2MVjvFBwyjPm+MqtuoBLC8OWfdIS/ytX8JwDk447QwfZV3SxveHvWOPu8BPys8cY7Ai9bzSk56R5KD3b59O2bMmIFdu3a5do8fOnQoKisr3cJNmTIF58+fdx0vvfSS61r9TvF2ux07d+7E6tWrsWrVKsyZM4dOjtSGQkXpfNuv4FJqlBuSQohW8IBh1PIOQt1CZTjm/jJKOy1SMGp5M0QhqYs4Ly/P7e9Vq1YhKSkJhYWFuPXWW13ntdgpXjK0vy9TYM8hSHiv0YNuo36bp4e8aqWB6fYKX8Xj/JEk7wH0oFvP95jOV3LSM4omOZWV1c2KTEhwn7zx3nvvITExET179sTs2bNda0ACQEFBAXr16uW2mW1OTg7Ky8tx+LDniRk2mw3l5eVuhyR0djOc3N4exCpiyzC96DbqzWHUhybTLQ+5val60K3je4wjhMoRisie5CQIAh555BHcfPPN6Nmzp+u8GjvFL1y4EM8995xcqdIqr5jKTmP1FTnp0LZn1Dd3vZS3P2iUtxho22T1W1o6tO3p3OEyxCPbwc6YMQOHDh3Cd99953ZejZ3iZ8+ejZkzZ7r+Li8vR5s2beQJ94cab+6eHsZqPxRpxPF0ozPd8u3J0a0HQqm8jaJbS4Rrh1IbIYisLuLc3Fxs3rwZ3377LVq3bu0zbMOd4oG63eDrd4avx99O8WazGRaLxe0QDe3KyMmwKecmY7rlowfdRi1vptt/OjTRSrcCWBexfCQ5WEIIcnNzsWHDBmzbtg3p6el+43jaKf7gwYO4cOGCK4ycneLFi9a5Pa3SMapurWDlrY49rdJhuhk6RJKDnTFjBv7zn/9g7dq1aNasGaxWK6xWK6qrqwFou1N8QDHqTWFU3UbFqOVNWTcJJ8j5w36QMJULhJW3OhBKRwgiycG+9dZbKCsrw+DBg5Gamuo61q1bB0DbneIlI7IbhkupAZdsE2dPi+5QPXRJhRJGLW896+aBjNhTnu0ZtS7qubxpU7+Sk9IjBJE0yYn4KSQtd4qXjMjfd8QNhyEQHl8W96NiTzF+0nFYnOBsvPiVe0KznovHqF2AOtbN2Ti8+OVoz/7DqPVRx+VNG7bhunxCZ7F/kXy+IwNf/p8f56ojdo54FVyCiBY3IzTgod+WkNHRcyuToUuYg1UTDW7GP3z4GHCJ8ti1UR8iTDe+vusVxKSruC1eMCCzvO8evAtTs7fS1SKFQNVv1kUsG7abjprU1ykVbwxO4EB42rNS6o1D111XTWC6kb3lEXDVJm2fxSFS3h/uHgAggK0SDZ4nnuCEukOpjVAkdFqwakxKEHtdycNHa90NCdANLQtP5S1Htx7qiUQNQjMnHsrJAziALw8DV0shE1rVE63rloLy5qt48FW8pDii0ep5wtCU0GnBaj0pgVZ6ephMYYQb2pNGPeRVTj2RqsHJ4XhVsv9wUtCq7LSuW8FUT7SC7Qcrm9BxsAxGkMJX8YaamMcwGDS+Yw1N/xpCXcQNMUKXpyeYbm1huhliYOXN8EJotmCN+jbFdGsLTd31D2EtysKo5W1Ugry8aawlzNYiZjAYqrFm1JtoccPlQMtgMKTDPtORDXOw3qDR7ROIriM1dSuw3aHPWdx3+/fS05SCCrppMeH7ybh4urnni0atJ0a1HYh6YtTnCUMRodlF3Bi19oUMxEubmroV2D5V3AIlVVF1f2hd3rR+ByXfe140e3+bVbueaLHvqRq2g6meGPV5Up+u0u9YQ7MBG0It2MZvf2p/V0brbdOXbgkIzZyI71yiWI5chOJIlP6SUPeHiPKOan8VaClhCUgtytuo9UTPDzdW3vLS0xC2H6x8QsfBenuj5AHSwi6tAosJq9Z3sDLtRjWvxtyum6VHpHVjS9T9t8570Cntonz7cnXTbHnIqSdG0U0jDqBIt9C8FiS8QYRgLm9auuVAQGEMVkO9OiLku4iFSAHHsv+Nbp/kXl8Bx9u2WvWVhDQ6X3/OWxeiP3u08DRT9Vo6ttOxePT0BN9hPdnzdGMrfZh4e1g0OP/2N0MAAlg8xa8P66u8tdDtLagAcE4KT0ByrV+OULIHitoo2wIAzinN3he3LcGoXdMgnIm5bqP+NwqwNo82BIq2HGxA1giEvIPlq3l0//Chuud2/UNUymovRGIYf2HlOAKlur2hhm4Pzt8Q5e1JtxeiP9mNjp+IsOmH+h0IzV/uRccvldtzAIhf8zvilZuCACD11Z0ULNXhBJD05k4kSYjzyBM3Ix0HPc5QbfMCPW0EQNrL9Oy1f7ZAsQ0HqcVvFLSIgq3kJJvQ6SL2Bml0KIFG15ocDYGou1xd6//bu18BiZDZBRSI8qahITSfFfojhD//0BSB0hGCMAfrDbEPb2+TG8TGV6ubmFY4bxCAq+Xx5x+m0Omu0qq8GQwGQyOYg/WElG7a+rFAT+e1hoZuKck5gcpf45S/nRq1vBmMEEDvs4hLSkowfvx4WCwWxMfHY/LkyaioqPAa/tSpU+A4zuOxfv366/n2cP2DDz6QpC00xmCljmtKcT7+JtpITbtheLm6xcTxF87D9fDWlbCVRF3fskuKPV/Q0B2I8mYwQgGdj8GOHz8e58+fx5YtW1BbW4tJkyZh6tSpWLt2rcfwbdq0wfnz593Ovf3223j55ZcxfPhwt/MrV67EsGHDXH/Hx8dL0ha0DtZUDYRVKWui8de6PsMqOcUbBptq3P8fFqZMW33ewqo4CAp/xbDqBv+v5MA5PId7uveXmP/Dn2G6FOXTnqkGIAJRXP51tq7dmKTOHlHY52Kqvm5LKWE25o0ZjEBy9OhR5OXlYe/evejfvz8AYMmSJRgxYgReeeUVpKWlNYljMpmQkpLidm7Dhg34y1/+gtjYWLfz8fHxTcJKgSPEeLMEysvLERcXh8EYhTAuPNByGAwGQ1McpBb5+BRlZWWwWJp8zEaF+ufskO6PIcxkVmTL4bRh65FXcObMGTe9ZrMZZrN82ytWrMCsWbNw5cqV62k5HIiMjMT69etx1113+bVRWFiI/v374/vvv8egQYNc5zmOQ1paGmw2Gzp06IBp06Zh0qRJ4DjxL+dsDJbBYDAY3qG42H+bNm0QFxfnOhYuXKhImtVqRVKS+8ddYWFhSEhIgNVqFWVj+fLl6Natm5tzBYD58+fjww8/xJYtWzB27Fg8+OCDWLJkiSR9QdtFzGAwGAx94akF64mnnnoKixYt8mnr6NGjivVUV1dj7dq1ePbZZ5tca3iuX79+qKysxMsvv4yHH35YtH3mYBkM2gzsjZLuMf7D+SFx/SEIV6+C69cDl/sp7wZs+WkR7L3boyxdWXcfALR47wdUDe+D6gSTYlsAkPjBT6ge3AOVKQofSQRIWLULFfdkwh5L59utFmv2ovLODNTEK+vw4x1A/JoClI0fCKdZmTanvQb4f58qsiEaAco/g7s2h8VisYjq0p41axYeeOABn2E6dOiAlJQUXLhwwe28w+FASUmJqLHTjz76CFVVVZgwYYLfsJmZmViwYAFsNpvobm3mYBkMylS2jkJJT+VTG1puigSuXkVNarQye9dmRydtiUZ5OzMVbYkmE650CkNVGp0VBFqazSjtGI6r6Q3syZjhzREggeNxpQsPW3M62lqYTLhygwnVSSLtedHNOzjEAyjpwcEZqew3EGq0mzoTiA3XW7ZsiZYtW/oNl5WVhdLSUhQWFiIjIwMAsG3bNgiCgMzMTL/xly9fjjvvvFNUWvv370fz5s0ljRkzB8tgqEWgPwHytRSlmHiN/y8nvhw86abx6ZlW8ZXo1uOnYjr+TKdbt24YNmwYpkyZgmXLlqG2tha5ubkYN26cawbx2bNnMWTIEKxZswYDBgxwxT1+/Dh27NiBL774oondTZs2obi4GAMHDkRkZCS2bNmCF198EY899pgkfczBMhhqIfVBq2b6cuMFYilJGrqNFD/Q9cTgvPfee8jNzcWQIUPA8zzGjh2LN954w3W9trYWRUVFqKqqcou3YsUKtG7dGkOHDm1iMzw8HEuXLsWjjz4KQgg6deqEV199FVOmTJGkjTlYBoOhf/TYshODUXU3RCANtilSYEMlEhISvC4qAQDt27eHp69RX3zxRbz44ose4wwbNsxtgQm5MAfLYOgFXw9jKVvzaY0WutXIo5F1a4mOu4j1TtA62CsPZKGmhdI9F4GU13fiwoxBcEYq0xN+lSDx7bptqi79dxZqFc5wNFXXbe9l/ccgEIW/YuQlguar67QVPzQIQoQyexFlBC1W7MH5RzIVPwyanREQ++EuAID10UGKV3KKLhbQ/KP9ODvjRmWGACQcq4X5873eA3jbc9fbQ9rXM8jbMpBibUshELr96aGxjKYnbd6gUd5SdEuxHZq+ypAErYOtSuHEz/rzQv1SiZWtiOJZfxFl1z1DVSoHu0WZtrDqOm1VrQiEMIUzEsN4NK/X1orAGeHdXtte51FaFYXyE/FewziieCTyHCpbK5/FaarhEQsAHIfKVoJiBwvwaG4yobKVcm2Rl8Lgcz6ht2JUc4yRxsM3ELppxNdbeQdKN3UotGD1kxlNCZ2VnNToVtGiq0ZnulOjyxEfXe0/oN7hAEvHUgiRQpPzaqSlOky3thi1vOVAcSWnUCM0HCzNcSpv+5F6uu7rnNhrWun2F+cau3d3wemDqfp5GEgt7wa823sN+Ga17vFYPbmOUXWLva433TTKm6ErgraLGID87wB94c+W2DETX9oCoVtsHDG6acCLtCW1vBuE+cuGh92v6bGe+LqmZ916q9/BrltNBAqZVnEWsZ4J7hZs/UQFqUiNIycNMRMspBJEuheOeB8ZN/0iOrxf1NAtFdppsHpCNzxgXN1qQgQ6RwgS3C1Y4PpNIeUFyl9YD60h6uhFtxafJXiI82T+X4BrS8vJSkOObtqfvGhV3katJ0y3Zw1idTN0T/A7WIC+A2z4Jqtmz4cedAeoZ4evULiIPK0ucaUatChvpltbDUYtb7mw72BlExoOVg2MWl+MqtuoGLW8jarbqOi5vNkYrGyYg21Iw64aI3XBNNZtlLocDLqNipHyEAz1xEjPk8awFqxsgnuSEyCtYqs1rirnc4Bg1c0BQpSg7ji22hNR1HpWqF1PGqL3etIQI9XvhuipfjMCQvA7WD28OPmbmSg1jlaooFuIEnBy1NsgClef8okextXkwOqJtgSjbrXSU7zQhMaadQLrImZoCl/No8Mn/w3OwV7DGQxDwLqIZRPcLdjGz3A5q70oCScXveqmoYMAnJ1znzmpNlJ166W8pdqnlZ7W9UQv5W1U3QzdEtwt2MYvTd5eohqu0CJmEoXaL2NidTe8roVuWvallrdSpOoWW0+UpqsUqbrl2pWKWuWtt/qtF91qIwgAFC4UIbCFJkIXOZMRAjibUYhxwtS20YL7DbX40qaHWZjeylsP2nxhsHriQk5d0JtuVk8CB+silk1wdxF7g2v0r5R4Wiww4St9ABHxNjzSY5v3cI21KdFNo/tKbHl70q00TSXIrScN4xitvAOpW6wtX7pppyXFhpbPE9atbAhC08GKqcyeKnB9t0+guJa241w0/veTUZ7D0NZNI79KylvNNNW0YdTyDqRuMehRdzCXN0BhBjGFFrBBCe0uYl+/udr1QUmXENMtHbV065lgLG+mW3vYSk6ykdSCfeutt9C7d29YLBZYLBZkZWXhyy+/dF2vqanBjBkz0KJFC8TGxmLs2LEoLi52s3H69GmMHDkS0dHRSEpKwuOPPw6Hw0EnN57QoitFThr+6hvTTTcNo+oOhE0aaRi1vI2qm6FLJDnY1q1b45///CcKCwuxb98+3H777Rg1ahQOHz4MAHj00UexadMmrF+/Htu3b8e5c+cwZswYV3yn04mRI0fCbrdj586dWL16NVatWoU5c+bQzVVD9PzG6wum2zNMtztMt7ZpGLW8FUCIQOUIRSR1Ed9xxx1uf7/wwgt46623sGvXLrRu3RrLly/H2rVrcfvttwMAVq5ciW7dumHXrl0YOHAgvv76axw5cgTffPMNkpOT0bdvXyxYsABPPvkk5s2bh4iICI/p2mw22Gw219/l5eVS83kdpRWY1hJ/3nRIPS83PaPoboxRdNMqb7H2/Z2Xa1et8k6yoVtrK47+0E5mAiLTU9uOXspbTQhR3sUbomOwsic5OZ1OfPDBB6isrERWVhYKCwtRW1uL7OxsV5iuXbuibdu2KCgoAAAUFBSgV69eSE5OdoXJyclBeXm5qxXsiYULFyIuLs51tGnTRq5sadPmxcT3Fk7qTEi558WmS2uGrta6xYYLVHmLTU+ubrH2/Z0Xm65G9SQyyo6bmv8m3a5Y3VLjS7VDK1216wkN2CQn2Uh2sAcPHkRsbCzMZjOmTZuGDRs2oHv37rBarYiIiEB8fLxb+OTkZFitVgCA1Wp1c6711+uveWP27NkoKytzHWfOnJEqW3oFFVsf1HpA16O17kBhsPIWIgU4zRLs6kS35HRVqic1vzXDmq23qqdbrfj1GPV5wtAUybOIu3Tpgv3796OsrAwfffQRJk6ciO3bt6uhzYXZbIbZLOVp5gEpb5oE8r999NYtJjZsY+TopvkQ8fSGTfNmV6JbSjcp5fKefMsOrEkYgMS3xYUXpUXLmc4GK2+j1hPNnidqIggAp3AMlY3BiiMiIgKdOnUCAGRkZGDv3r14/fXXce+998Jut6O0tNStFVtcXIyUlBQAQEpKCvbs2eNmr36WcX0YTfFUgZU4Dylvn0rHbWja84Yauo1a3o3ir/h2MFrsl/mk06qVotX4N6sndQRSt5oQojxR1kUsD0EQYLPZkJGRgfDwcGzdutV1raioCKdPn0ZWVhYAICsrCwcPHsSFCxdcYbZs2QKLxYLu3bsrlSIdX7+5r2uBnkavpW6aeZWrWw4q6+acIl7qjVreTLc8jKqboRqSWrCzZ8/G8OHD0bZtW1y9ehVr165Ffn4+vvrqK8TFxWHy5MmYOXMmEhISYLFY8NBDDyErKwsDBw4EAAwdOhTdu3fH3/72N7z00kuwWq145plnMGPGDOVdwFqiRVesCgiRAqbd8i3e3jpE/NrdvvKqw08KXND+jbTSoIfyNrJuOXH0oFtOeWsEEQQQhV3E7DMdEVy4cAETJkzA+fPnERcXh969e+Orr77Cn/70JwDAa6+9Bp7nMXbsWNhsNuTk5ODNN990xTeZTNi8eTOmT5+OrKwsxMTEYOLEiZg/fz7dXNWj1nghbRra5DycU0oD3WWOKOnxxXRVqaVbCWK0qKFbKYEsb7W7NI2qm0Y6jQn0C6BYWBexbCQ52OXLl/u8HhkZiaVLl2Lp0qVew7Rr1w5ffPGFlGTp4a9C+7tOvIcTogVwUQ5wlz1/yysaTxMiKOnma3is+3aQfG2+0pEzkUNseStFqm6l5S01nBzk6BZjk4YdOeUt1x6gjW454bXSzdAtwb0WsdQJB2IruYdwN3Q+hxltt+HRTRNEGpFgX0XdkqClQ254uUjVrTCfvIOAt1PYR+NatxrnJODtFAbdCLmmjc4AHl8LarZABPC1yrXVx+YcFLXhWl5tyuzxzrp/TXYORGn1oJg3vwgE4FgLVg7B7WA15PiB1nj0AAXnyjA8URv3oMNG5XauPY8R8dU+dPhKuT0HgLj/nEWcclMQAKS8vpOCpTqcAFouK0BLSvZaL6SnjQBI/V969trOU27LQWpxSrkUcRACxRuuh6iDDb3t6jjIWy1FzAowatYhtXTLxJRWhc1jXvUfUGe6RSNXN4PBYFwj9FqwYp1g44dooF/ApOhuGFYl3Y7LURi1a5r/gDrTLZpAp89g6AQiEBCFXcQkRFuwoedgfaGnB7wUAqCbs3FwnotWZiQYypvBCHaIAOVdxKH5mU7odBHruVtPz12lvtCzNrkEY54YDAUQgVA51OKFF17AoEGDEB0d3WQtfK95IgRz5sxBamoqoqKikJ2djV9++cUtTElJCcaPHw+LxYL4+HhMnjwZFRUVkrQFtYMVogUI0YI636/RxJs2Pej2FUfPLTmaa78yGAzdYrfbcc8992D69Omi47z00kt44403sGzZMuzevRsxMTHIyclBTU2NK8z48eNx+PBhbNmyBZs3b8aOHTswdepUSdoM2UVc35/vQK3XB6LTVoMxPQoQH16FFdtuk5ZA/YPWwcFBaiHU1EDw9eQV8WB21vBwkNpr/6+BEOGny8SPTaGmgbYwIlqHpzSctuvahJoaCEreNrnr9oQGlVWMDk847fXaOAg1NXWfNyhwhHXa7E21ybDptHOucmMwtMSBunqnxdimg9gUd/HW6228lzeNjVyee+45AMCqVatEhSeEYPHixXjmmWcwatQoAMCaNWuQnJyMjRs3Yty4cTh69Cjy8vKwd+9e9O/fHwCwZMkSjBgxAq+88grS0tLEiSMG5MyZM/VzdtnBDnawI2SPM2fOqPacra6uJikpKdS0xsbGNjk3d+5canpXrlxJ4uLi/IY7ceIEAUB+/PFHt/O33norefjhhwkhhCxfvpzEx8e7Xa+trSUmk4l88sknojUZsgWblpaGI0eOoHv37jhz5gwsFkugJalKeXk52rRpE/R5DZV8AiyvwYpWeSWE4OrVq+JbUjKIjIzEyZMnYbfbqdgjhIDj3MduArEGff3e4572Jm+4d3lSUpLb9bCwMCQkJPjcu7wxhnSwPM+jVatWAACLxRL0N209oZLXUMknwPIarGiR17i4OFXtA3VONjIyUvV0GvPUU09h0aJFPsMcPXoUXbt21UiRPAzpYBkMBoMRvMyaNQsPPPCAzzAdOnSQZbt+7/Hi4mKkpqa6zhcXF6Nv376uMA23VQUAh8OBkpISSXuXMwfLYDAYDF3RsmVLtGxJa+FMd9LT05GSkoKtW7e6HGp5eTl2797tmomclZWF0tJSFBYWIiMjAwCwbds2CIKAzMxM0WkZ9jMds9mMuXPnGmsfWZmESl5DJZ8Ay2uwEkp51QunT5/G/v37cfr0aTidTuzfvx/79+93+2a1a9eu2LBhAwCA4zg88sgjeP755/HZZ5/h4MGDmDBhAtLS0jB69GgAQLdu3TBs2DBMmTIFe/bswffff4/c3FyMGzdO2ri36OlQDAaDwWDojIkTJ3qctfztt9+6wgAgK1eudP0tCAJ59tlnSXJyMjGbzWTIkCGkqKjIze7ly5fJfffdR2JjY4nFYiGTJk0iV69elaSNu5Y4g8FgMBgMihi2i5jBYDAYDD3DHCyDwWAwGCrAHCyDwWAwGCrAHCyDwWAwGCpgSAe7dOlStG/fHpGRkcjMzMSePXsCLUkx8+bNA8dxbkfDVUpqamowY8YMtGjRArGxsRg7diyKi4sDqFg8O3bswB133IG0tDRwHIeNGze6XScabR2lBf7y+sADDzT5nYcNG+YWxgh5XbhwIW666SY0a9YMSUlJGD16NIqKitzCiKmzp0+fxsiRIxEdHY2kpCQ8/vjjcDgcWmbFL2LyOnjw4Ca/67Rp09zCGCGvDLoYzsGuW7cOM2fOxNy5c/HDDz+gT58+yMnJabLqhhHp0aMHzp8/7zq+++4717VHH30UmzZtwvr167F9+3acO3cOY8aMCaBa8VRWVqJPnz5YunSpx+tabR2lBf7yCgDDhg1z+53ff/99t+tGyOv27dsxY8YM7Nq1C1u2bEFtbS2GDh2KyspKVxh/ddbpdGLkyJGw2+3YuXMnVq9ejVWrVmHOnDmByJJXxOQVAKZMmeL2u7700kuua0bJK4Mysj8+ChADBgwgM2bMcP3tdDpJWloaWbhwYQBVKWfu3LmkT58+Hq+VlpaS8PBwsn79ete5o0ePEgCkoKBAI4V0AEA2bNjg+lsQBJKSkkJefvll17nS0lJiNpvJ+++/Twgh5MiRIwQA2bt3ryvMl19+STiOI2fPntVMu1Qa55WQum/2Ro0a5TWOUfN64cIFAoBs376dECKuzn7xxReE53litVpdYd566y1isViIzWbTNgMSaJxXQgj54x//SP7xj394jWPUvDKUYagWrN1uR2FhIbKzs13neJ5HdnY2CgoKAqiMDr/88gvS0tLQoUMHjB8/HqdPnwYAFBYWora21i3fXbt2Rdu2bQ2f75MnT8JqtbrlLS4uDpmZma68FRQUID4+3rUvIwBkZ2eD53ns3r1bc81Kyc/PR1JSErp06YLp06fj8uXLrmtGzWtZWRkAICEhAYC4OltQUIBevXq57WqSk5OD8vJyHD58WEP10mic13ree+89JCYmomfPnpg9ezaqqqpc14yaV4YyDLUW8aVLl+B0Oj1uM3Ts2LEAqaJDZmYmVq1ahS5duuD8+fN47rnn8Ic//AGHDh2C1WpFREQE4uPj3eI03F7JqGi5dZQeGDZsGMaMGYP09HScOHECTz/9NIYPH46CggKYTCZD5lUQBDzyyCO4+eab0bNnTwAQVWetVqvH373+mh7xlFcA+Otf/4p27dohLS0NBw4cwJNPPomioiJ88sknAIyZV4ZyDOVgg5nhw4e7/t+7d29kZmaiXbt2+PDDDxEVFRVAZQyajBs3zvX/Xr16oXfv3ujYsSPy8/MxZMiQACqTz4wZM3Do0CG3OQPBire8Nhwj79WrF1JTUzFkyBCcOHECHTt21FomQycYqos4MTERJpOpyUzE4uJiSVsIGYH4+HjccMMNOH78OFJSUmC321FaWuoWJhjy3XDrqIY0zButraP0SIcOHZCYmIjjx48DMF5ec3NzsXnzZnz77bdo3bq167yYOpuSkuLxd6+/pje85dUT9TuuNPxdjZRXBh0M5WAjIiKQkZGBrVu3us4JgoCtW7ciKysrgMroU1FRgRMnTiA1NRUZGRkIDw93y3dRURFOnz5t+Hw33Dqqnvqto+rz1nDrqHrkbB2lR37//XdcvnzZtS+lUfJKCEFubi42bNiAbdu2IT093e26mDqblZWFgwcPur1QbNmyBRaLBd27d9cmIyLwl1dP7N+/HwDcflcj5JVBmUDPspLKBx98QMxmM1m1ahU5cuQImTp1KomPj3ebnWdEZs2aRfLz88nJkyfJ999/T7Kzs0liYiK5cOECIYSQadOmkbZt25Jt27aRffv2kaysLJKVlRVg1eK4evUq+fHHH8mPP/5IAJBXX32V/Pjjj+S3334jhBDyz3/+k8THx5NPP/2UHDhwgIwaNYqkp6eT6upql41hw4aRfv36kd27d5PvvvuOdO7cmdx3332BypJXfOX16tWr5LHHHiMFBQXk5MmT5JtvviE33ngj6dy5M6mpqXHZMEJep0+fTuLi4kh+fj45f/6866iqqnKF8VdnHQ4H6dmzJxk6dCjZv38/ycvLIy1btiSzZ88ORJa84i+vx48fJ/Pnzyf79u0jJ0+eJJ9++inp0KEDufXWW102jJJXBl0M52AJIWTJkiWkbdu2JCIiggwYMIDs2rUr0JIUc++995LU1FQSERFBWrVqRe69915y/Phx1/Xq6mry4IMPkubNm5Po6Ghy1113kfPnzwdQsXi+/fZbj9tJTZw4kRCi3dZRWuArr1VVVWTo0KGkZcuWJDw8nLRr145MmTKlycuhEfLqKY9otCWYmDp76tQpMnz4cBIVFUUSExPJrFmzSG1trca58Y2/vJ4+fZrceuutJCEhgZjNZtKpUyfy+OOPk7KyMjc7Rsgrgy5suzoGg8FgMFTAUGOwDAaDwWAYBeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQAeZgGQwGg8FQgf8Pf02XpvU1/JkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Take the data with default AGIPD noise\n", "out_data = out_data_collection.to_list()[0]\n", "mask = out_data.apply_geom_mask(geom)\n", "out_data_dict = out_data.get_data()\n", "plt.imshow(out_data_dict[\"img_array\"][0], vmax=1,vmin=-1)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "id": "177fe721-15b3-40e4-865c-2d2241a5af4d", "metadata": {}, "source": [ "## Save the data in HDF5" ] }, { "cell_type": "code", "execution_count": 10, "id": "523df6ff-0da0-409e-b54a-bada370415d6", "metadata": {}, "outputs": [], "source": [ "with h5py.File(\"diffr.h5\", \"w\") as h5:\n", " h5[\"data\"] = out_data_dict[\"img_array\"]" ] } ], "metadata": { "kernelspec": { "display_name": "simex-lite-dev", "language": "python", "name": "simex-lite-dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 5 }