From 9b6fd4dd9775f8321569d33d246728db3aa1b589 Mon Sep 17 00:00:00 2001 From: Mikhail Karnevskiy <karnem@max-exfl001.desy.de> Date: Tue, 7 Aug 2018 14:35:42 +0200 Subject: [PATCH] Modify notebook to let it run as job on batch --- notebooks/LPD/PlotFromCalDB.ipynb | 224 +++++++++++++++--------------- 1 file changed, 112 insertions(+), 112 deletions(-) diff --git a/notebooks/LPD/PlotFromCalDB.ipynb b/notebooks/LPD/PlotFromCalDB.ipynb index 00a4fd148..963fc7d39 100644 --- a/notebooks/LPD/PlotFromCalDB.ipynb +++ b/notebooks/LPD/PlotFromCalDB.ipynb @@ -1,30 +1,43 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Statistical analysis of calibration factors#\n", + "\n", + "Author: Mikhail Karnevskiy, Steffen Hupf, Version 0.1\n", + "\n", + "A description of the notebook." + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "start_date = \"2018-05-01\" # date to start investigation interval from\n", + "cluster_profile = \"noDB\" # The ipcluster profile to use\n", + "start_date = \"2018-07-01\" # date to start investigation interval from\n", "end_date = \"now\" # date to end investigation interval at, can be \"now\"\n", "interval = 3 # interval for evaluation in days\n", - "detector = \"LPD1M1\" # detector to investigate\n", + "detectorDB = \"LPD1M1\" # detector entry in the DB to investigate\n", "constants = [\"Offset\", \"Noise\"] # constants to plot\n", - "cal_db_interface = \"tcp://max-exfl014:5005\" # the database interface to use\n", + "cal_db_interface = \"tcp://max-exfl016:8015\" # the database interface to use\n", "bias_voltage = 500\n", "max_cells = 128\n", "modules = [3]\n", - "out_folder = \"/gpfs/exfel/data/scratch/haufs/test/\"" + "out_folder = \"/gpfs/exfel/data/scratch/karnem/test/\"" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 25, "metadata": { - "collapsed": false + "collapsed": false, + "scrolled": true }, "outputs": [], "source": [ @@ -33,6 +46,7 @@ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", + "#print (sys.path)\n", "\n", "import os\n", "import h5py\n", @@ -50,8 +64,8 @@ "from cal_tools.enums import BadPixels\n", "from cal_tools.plotting import show_overview, plot_badpix_3d, create_constant_overview\n", "\n", - "detector = detector.upper()\n", - "dclass = \"AGIPD\" if \"AGIPD\" in detector else \"LPD\"\n", + "detectorDB = detectorDB.upper()\n", + "dclass = \"AGIPD\" if \"AGIPD\" in detectorDB else \"LPD\"\n", "\n", "import datetime\n", "import dateutil.parser\n", @@ -64,9 +78,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 26, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -75,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 27, "metadata": { "collapsed": true }, @@ -110,84 +124,38 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 28, "metadata": { - "collapsed": false + "collapsed": false, + "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Retreiving data from: 2018-05-01T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-04T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-07T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-10T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-13T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-16T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-19T00:00:00\n", - "Found constant Offset: False\n", - "Found constant Noise: False\n", - "Retreiving data from: 2018-05-22T00:00:00\n", - "Offset was injected on: 2018-05-22 00:00:00\n", - "Found constant Offset: True\n", - "Noise was injected on: 2018-05-22 00:00:00\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-05-25T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-05-28T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-05-31T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-03T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-06T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-09T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-12T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-15T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-18T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-21T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-24T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-27T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-06-30T00:00:00\n", - "Found constant Offset: True\n", - "Found constant Noise: True\n", - "Retreiving data from: 2018-07-03T00:00:00\n", + "Print Bla1 <class 'iCalibrationDB.detector_instances.Detectors'> LPD1M1\n", + "Retreiving data from: 2018-07-01T00:00:00\n", + "<iCalibrationDB.detector_instances.lpd._LPD1M1 object at 0x2b567c2e9320> Q1M4\n", + "Offset was injected on: 2018-07-01 00:00:00\n", "Found constant Offset: True\n", + "<iCalibrationDB.detector_instances.lpd._LPD1M1 object at 0x2b567c2e9320> Q1M4\n", + "Noise was injected on: 2018-07-01 00:00:00\n", "Found constant Noise: True\n" ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-28-33ac72b87a9a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 49\u001b[0m \u001b[0mcarr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mtd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m 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keepdims)\u001b[0m\n\u001b[1;32m 653\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 654\u001b[0m \"\"\"\n\u001b[0;32m--> 655\u001b[0;31m \u001b[0marr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_replace_nan\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 656\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 657\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0msubok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] } ], "source": [ @@ -195,7 +163,7 @@ "end = datetime.datetime.now() if end_date.upper() == \"NOW\" else dateutil.parser.parse(end_date)\n", "step = datetime.timedelta(days=interval)\n", "\n", - "det = getattr(Detectors, detector)\n", + "det = getattr(Detectors, detectorDB)\n", "dconstants = getattr(Constants, dclass)\n", "ret_constants = {}\n", "while dt < end:\n", @@ -206,9 +174,7 @@ " ret_constants[const] = {}\n", " dcond = Conditions.Dark if (const in [\"Offset\", \"Noise\"] or \"DARK\" in const.upper()) else Conditions.Illuminated\n", " for i in modules:\n", - " \n", " qm = \"Q{}M{}\".format(i//4+1, i%4+1)\n", - " \n", " cdata = get_constant_from_db(getattr(det, qm),\n", " getattr(dconstants, const)(),\n", " getattr(dcond, dclass)(memory_cells=max_cells, bias_voltage=bias_voltage),\n", @@ -224,7 +190,7 @@ " if cdata is not None:\n", " carr = np.zeros((5, max_cells, 3))\n", " carr_glob = np.zeros((5, 3))\n", - " carr_rad = np.zeros((cdata.shape[0], max_cells, 3))\n", + " carr_px = np.zeros((cdata.shape[0], max_cells, 3, 2))\n", " for g in range(3):\n", " td = np.nanmean(cdata[...,g], axis=(0,1))\n", " carr[0,:td.shape[0],g] = td\n", @@ -256,9 +222,10 @@ " td = np.nanstd(cdata[...,g])\n", " carr_glob[3, g] = td\n", " \n", - " carr_rad[...,g] = np.nanmedian(cdata[...,g], axis=0)\n", + " carr_px[...,g, 0] = np.nanmedian(cdata[...,g], axis=0)\n", + " carr_px[...,g, 1] = np.nanmedian(cdata[...,g], axis=1)\n", "\n", - " ret_constants[const][qm].append((creation_time,(carr, carr_glob, carr_rad)))\n", + " ret_constants[const][qm].append((creation_time,(carr, carr_glob, carr_px)))\n", " \n", " dt += step" ] @@ -273,9 +240,9 @@ "outputs": [ { "data": { - "image/png": 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oR4wMUtIgbHlpZ5cugV0/p/60njwBY0115xMsi7od3yH79jsFlSNYqG7xjeoWYTh9c0tL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LMcKzGh9cYndlYv2RYvHfDxDNcKJrpL55X9JY1xi8EYvnA3FcW2rPvvL6UFM9EzdR5pC26xO69r\nhNnBM3168+WQreuhkuheES2CQoldHNnk6P+O8sXlsfF36/nMbPB1tzMyDD4z89dzoV4fLya/mEyx\niC+KLndyiBhfiPIJiS/R547lWN+FNF9srNsNzsM/zkhQfLKdO2l3vk1Ok9+/+c5d6N+v+MbnRXVL\nIKpb4lu3UMIXAzNmzMTOnTsAAOfOnUVZWRlyc70TX1RXD4bVakVnZwc8Hg927/4G06fPjOr92jSh\nEyK3h4VOH/hB04gcv+d73ZWF2sV80ORoAQuXELVrjUGtK2LHJwLeOzF9d5tExWeNvkIJH1/gudXb\nDBEHAvPp+5uwTqeoxEGuLkmiunRKmKUTSGwLWGCXztAZn5QZSPsuEqSMUUxkCx/DMjjYciToeY7j\ncKj1aNDzep4x3JHudPaePCH6IioSp0vc39m/BXNgaybgvageyMYyMA74HhoZBjaezwff68Vi/O5C\nROpyPJA+BeJzuqXf2Ijl+ZMjNqA/HRL7STfaTb76yOlxBnQRBEKXL97xSaW3+p+74OugaOPjZI6P\n6pZAVLfEt25J7Gj+OCkuKo44s6bY44UzadIUjBs3HkuX/gsUCgWeeOKX2Lr1E+Tl5aOh4RYsW7Yc\nzzzzNABg7twFqKkZHlV5wiV83u1GVA4q9D3uMktL+LpMGoyrGCMqiWPdbrBuN5QZGZLeEwBaw8Tn\ncjPQ9VpQOci72KTJYYbDI60ZX2PWIj8rX1R80Sa0LMuFTfjaNIaAJQw0Es+d0WGC3e2AQuRdIbn6\n+A+8KA/3uyBllk5AWgufXC1g/vlruBY+MRO29GE4BmqFOqFjFKU43nESZp677gCw+/Je3DjqBqiU\n/VP38M3OyXenc1FJf48IZ28PHDotciqin1ioj9URfm2ogbRmnW8WUk2+Nmg73w8zE+Lzz/e8HBct\ndofb798u5OVkhdk70Kmvj8DpcSJ/Yhm0Zp74eFqI4h2fzSHtGBanBdrD3m7B+RPLoLXoMLYicCKg\naM4fxzAJnSlXY9b6Ppv5E8ugMetQO6j/eiPU315ofLIltFeOKzah1Vj6v3uY6O02l6nun4QkWeLr\nQ3VLIKpb4lu3XBUJX6Q182LhJz/5WcDjMWPG+v59zTXXBizTEK1wCREAtGj0mDZhGADv1L7hBpKG\nu1uus3grHrFNyR6bFZkRkuRQGJYNmxABQKtG70v4dBZd2H0jxTeydISoxVajTYg0vWa4w7TCeBNa\nsy9h15q7Q+4bqaWj29KNUpu4n1Q5WjCB4Dt/4e4Eih3D54mmhU+udfgEjuETm8wC3pYytVItKXmT\na2F5sTiOw1cXd4XcbnSYcLzjJKYO9c5I6+jphqM78Lsb7k5nrl+iaDh7RtaEzy7iB57jOLQa2nyz\nkOos3XB6nMhS91/0hOoyJ5Qc59Dmd6Fpc7gFX5SZHRaYmnsBeC9aWnnWN432oorvok4sm8gL6T5t\nhg7fucufWIY2fVvQPtHH54EqMzEzIbYZ2gPjM7QHJnxRfzZlbuETmfEFxWfswMhBI3zbo/3uyB0f\n1S39qG6Jf91CXTpTHMOwQd3+Bmrt6t/ebeGfEdRjcoJ1eMA5GPR+3gKPyRm0T6SEL9SFrpgEaiBN\nT/iECAiMTxdlfIzTydv8FDI2m/TYAKC1K7iZf6AW//PHs3C1kNgAb3yhzkXocydPwhfcwiffGD5f\nl04pLXwyJUT+8YQfnyi+jH1JopQJZuRKaAGgpVOPNz7eB7OV//Pl77yuMeLkUF9e+MrX3cx0+VLQ\ndqF3OvleK5b/ORPT7arXpg8Ym8GBw+We5sBjR/ujLsNdaodfTGLiu9RzOeCxztINsyNwnKWUGy3+\nZOl25ReTmC6+l7oD47vU0xS8hEwUXbq8r48+vr7fQLGLFlzqaRrwODDeZPhsAv2rMbhE1HEsx+Ly\ngPgGPk6G+Khu4Ud1S/zrFkr4UlxXjwluT/ipZ9s0el8/6x5bL+8+pv0a3901xuL2Ph6g98prByYB\nkcbZRJPwtQhIiJo7+2PqjSo+vejYOMYD1i3tDhDgvYgWsw9ffEJi875WfHxC10SLZGA9KWcrWH+X\nzsS18AUMSZSx9RLoT4AltfDJmPC999kRHL/Qgb0nmiLu+8X5nRH30Zi1OHNlxk5zFEmbuelS1OP4\n/MeUehjhU3mf114Ifm7AMhTJ0MrA+vUzZkRMVT4wFgC4MDC+qC86o7/p4n/OxIwjGhif0WGC1q+X\nCMdxUXeLjrYVBvDe2BXL5XGhaUCCcLH7csBNp2g/m/KNcfNmfGLibDd0wO4OHL5xXpt8n02qW/hR\n3RL/uoUSvhTXLCBhcHtYdF2Z+l/PN7DZ4QFjCfzgMBY3WEfgh9HkMMPtcQdNdRtpRqFokgYh8bVp\njb4vZTTx9Vr1QWUVNpNXNPHxJ6j+/JPegQPThcYGeP82jF3cuYsmNn9ixvCJbQXzrcMnqUun/C18\n4ccnin+/vnUJJY3hk7FLZ9+akJG6uFzuaUJTr7DlEr688BU4joOtS/xSMX08VivcFv6xgrF2RnMu\n+Lmus4EtvklwF17S+3IszmrOBz0/MOaouwUmKD6D3cg747F/zHIka7LGJ2Jh8gu6xqBZgZ0eZ0Ar\nUfJ8NsXfsDmtCV7epbm3JWBtt6TrsioC1S1Ut0RCLXxXmeaOyAkDADR1eJMGoz14zTcuRN8pvueN\n5p6AK1ohMwpFsxaKkPgYhkXHlXF+Rof0+IwOEzx+ZRU6W5LU+FxuD9p51kkcqE1rgNvjna3RaA8c\nzyjq3DlM8Dj6Ezhh5y5WCR9/uVmODTvLJZ++BFHSpC2x6NIZ5uJFWpfOKy2YCUxogf67m5Hucu5s\n/FrwMVsN7bjYfRkOrbTJiPo4tMED/sXwv4xWCLyodnqcaNQFt0z22vS+GY2B6C9a5EnaFX7/EhZf\nq76Nd+22s5rzAZMPRXtRJceFj9LvnAk9f6e7zvA+f6rztO/fsrTwyHD+xHblBIBTIda7POUXdzKM\nAQsgItDTncHxceBwtqs/aUiG7rhUtwSjuiUxdQslfClOSAuYdz9v4mTiSYjEMJoCEzAh42w8EpMG\nh8uNrh5h5ZUjPrvbDpetvxISOobIIzHha9UYBHVF887kaYDNZROdDPkzOUxgnP1lFRIf63bL0u0x\nqEtniKQomoRI2iyWck3awv/vgSS18EURn1xdOlmO83VN0vWGXnuy29LDe+cWCJ3k7z3/jXfsbAiZ\nmZkYPHgwMsMMTncahNWDoTD+y2oI7JZ0RnMu5LqKJwN+2BN/lzpw6nRh8Z3wi8Gfi3HhQvfF/uMl\nwUV1QHxhlnzxd6KDP75mfavvd0SWMVxyxHfluyO06zLDMjgdIuE72XnK9xmI+oL6ykyB0fNeSAs9\nd92WnpCzjZ/o7J/tNzm+e1S3DER1S2LqFkr4Upjd4YKmV1hXpqYrLWVWV3STcFgt4WfM5MO6Ik/y\nwKe1yxD24tlf05WEL9wMpELYbOK7hrFhLlbDEdo6C3jPn8UVXWwWpzXshXUojEv6GMU+A1u9Qp1X\naWPckmAdPr/4wk9II22WTkBiC59Md+AvtfVPFnS+RReyW+fe5gNBz0WaVKixI7jrUp/MzEwsXboU\nGzZswNKlS0MmfVI+1/78B+Y7BE48cKIjeBmJPsc7+tcUTIaLMpfI+DiOw4mO4HUR+/jHHs0YZu/r\n5Z1YwemKfDyzwxI0wYe/vgs2WcY4yRyfEI3dl2B3899oNTnMaL0yY6AsF50y/I366kyhcR4P89k8\nr2v0je1Lhi6dVLcEorolcXXLVbEsw6+f+SWMUd4B9ldUXIJVz/wu4n6NjRfw1FPLsGjRffjnf14U\nsO3AgX147bWXoVSqMGvWbCxZ8mPR5WgWMKFJH53eAqvdBWuUSYPDJr4FTerFmJDxbb59O/RweVyS\nEgZ/Dqv4hE96fMLPX3OnHsNrpa9lCAA2t01S91PG6YA6Jyeq9xY6aYtHQouUbxZLSZOaxGIMn7zL\nMniimYVUltZZDtv39LcWMAyLLw9cwB031ge+F8fiSNuxoNfzTSpUOr/Gt10VpohlZWVYsGABAGDB\nggV4//33AXvwRQAb5U0Jq90Ju8Zbdpt9dIS9AbvbwTvGpo/GrEWXSYOqwsroZ5qT4cJg+7aPYNd0\nIadyCqw8f7+BmvWtMNhD39w72Xka35v8HWSoMmSYOCL67+CBb7bBrjX44os0NfzxjpMhexkAwNH2\n45g9cmbSJETnj+2E3eJAxpCpgvY/1n4i7Paj7ccxvLRGlr896/ZAlSl87bWBOI6DtfMoWI6DdWiZ\noP2Pth8PuZ1hGZzqPI3raq79/9l78+g4qjNt/KneF3WrtVuybHnHK17ANsasBocZAkN+E8AmgQlD\nkonnS2ZgEiZ7PpgJCQwJXyAZEmAmZJkhEyZkgwQCJhiwsY2NNzDYRpIla7WkllpSd6v3rt8f7V6q\n61b1rXtLatnUc47OUdd6n7p137rvfTfupDKiDm53hmyRwpAt5ZMtVBa+1157Tbbtqaee0nSjcmJs\nNADXpgbd/miUx0gkgh/84HtYu3Y9cf8jj3wX9933IH70ox9j37696GDIUtepwUIEZJJ/RBPs8XQA\nEGdwz2S1EGnhNzwWhn+cz10VABIx7c+HZbIpiiI6+8glJEjo7BtBNMFnxRBFEUkG5ZR3Mn3m5mo/\nc2BLapJN2lK+pCaT6dKZ4klKowO/XYdOorVLWiPvz/ta0dErfX9PjXTJ4jJokgqlVL5Cfr8f27dv\nBwBs374dfj+5DqXJyrcYEhifQGK8B4nxHoyMl/aCONL7Tklr7VtdBwFMj1X41uNHkBjPWHVGxkrz\nO9B9SHV/LBnD0f73MpnmpkHq9J7OY3l+FP13oPug6v6uQDeGQkPTxqVzpL89834m0whH1GV4LBlT\ntYABwOGet5FMJacFv9BEHLGx7jNjr/SCdO9YnySOjYTs+8s/9vi/fYZskcKQLeWTLVQK35NPPomv\nf/3rCIfDGBgYwB133IHDhw8zNfCDAqvVigcf/B6qq2tk+3p7e+DxeNHQMAMmkwkbNmzEgQP7NN+D\nJqV/IU71jSCW5BNgU6kQaXF5BIDO0+pF12nAwi/F8FEYC0UxTlHPLIvRYASBsHLsFC2S8anpv2LQ\nWvi4kpqUsWwBvYWPJYaPPSkNb9KWd9r68NsdcmuBKIr4z9/uzWX/BchptmmSCiUtyoHw8Xgcjz32\nGD7zmc/gscceQ1zhXTTb2S0MAPBOez5LaGvXEKIx5Q+pKIrY0/EmcXsh9ncfRDwZV12FpYlP5F7l\nFkVJLdOj7f2q7+hEPIJD3VJLLen4PR1vlpyQ0fHjm/hEYglJaaKjreoZX0+NdKG3qEYkid/ujn0l\nnz0VP04rUffAqCRR0tE2dX4Hug8hkZI+02J+E4kIjvS+U/LZ0/DjTYxxtL0v939gPILeQfWwkd0U\nY+/kcCf6x09z958eFiJDtuRhyJYMyiVbqBS+n/3sZ7jgggtwyy234FOf+hTuuOMOfOc739F0ow8a\nLBYL7AqTkJGRYfh8VbnfVVVVGB6mt/YAZxQiDS6PQMbCl0jzDQAWax3LSkZgPIIQhXtAIXoHtT0P\nEliUN5ZVwC6NfQcAAyPykhBawdJ/KR1WomjLMvDF8E2XpC0qMXxMLqscdfg4YhTffr8XP312nyKf\niWgc//70TvQNZSZop0a6me6TMANJlS9RPB5HX1+forIHALZKH9O9AWDf0VPYc6Qz9zsSS+Dnf9iv\nGE90bOC4JGGEUoxiNBHFns59iu8lbXwizyp3Oi3i96++I6kl1dUfwLOvHlXMtrrr5O7cd0It/vJU\noBvtg+3EawAa+HGMwVg8iZ89t0/iQvXGkQ7sf1e5LMgrrXmPJTV++069hXBE2cWfnh97/wXGJ/Dz\n56SLwb/b8Y6id0gylcSrbbvyv1X47Wh7XVW20/LjWTTr6B3G71+VWiN/9tw+BBQsKSPhgMRtXJVf\n6+uq7xYNPx75CRiypRiGbMmgXLKFSuELBoM4dOgQGhoa4Ha7ceTIEST1Tsf7AQZLzeDhsQlMRLVN\nxE/1j/AXKGZYMWE5h6bgejH6hvkVIhbllEVoaom/zMI/xl9rLMXQF3q4BcqStuiYpTOn8LEUXp+E\nsqizTp4AACAASURBVAxqIyypkHlNDVxJWxg/ePvf7cJPn9snyUoWGTiCiX6pu0o4EscPfvk6uvoD\nGAwyWtgFASGniaESVx6O2jrN50SicTz94kH8z5/ynLL9eKxjAP/vv3fIFtVS6RSef+8lyTZSjGIW\nr7S+BlEhlXdxfGJtLTl+STCZtRE7g+HRMB57ZhdeP5CZOBW+o68eaMNjv3pD5oI1Hh3H6+1v5H+r\ncAOAF0/8WfH+9PzYcsd19g3jof96BSc6M+59hfx+8cIBPP3SIUSKrCltQyclWWTV+CXTSezvUXY/\nm8z+E0URB4/34Ds/ewX+0XBuG5BJjPGDX+7Ey2+ekBW6fqNjr6R0jxq/oZAfPeN9UMJk9l8qlcbL\nb57Avz+9M6f8ZPkNBUL47s9fwaHjPbL5ygvHXpJkglTjd6T3HUwklT1aaPixvpuGbDFky3SULVRP\n46Mf/ShWrFiB//iP/8BTTz0FURRx4403arpRFt/+9rexZcsWbN26FW+/LQ283b17N2688UZs2bIF\njz76KNP1zwbU1tZhZCS/Qjc0NKjYoUroGdCu3ExwZrID2KwoLEpU94B2hShbGJoHLAoAE7/T2vsv\nQBHfUApTxU92X9qkLRxlC1gUIt2SthT+r5qlc4rLMjA8k0PHe/CLFw5I+iwVHUN8uBWJQDuCbS8g\nFc1PKqOxJH74q50IxtRXLNXcU4IuE1OtMQAw2eywVVZqOufI+724/8mXsfedTBHqVHQMYiICJCM5\nfoMjITz81Gv49ctHED2TnW3XyT0YCuXjCEvFKEYTUQSTZGsFbXyiYNY2aUmlM0l1Hvjpy2jt8hO5\nARn3sgd+8jJ27G/NKfbPHX0h5w5IE3/ZM67s4kTPT9ukJRpP4JmXD+ORX7yOoUBYkd/etztx/5Pb\n8XZrRqlJppP43TvP5a5Dw++9QXKJEU38LNr4BcYn8B+/2YP/+sN+RGIJIr90WsQfd76H//dfO3KL\no2ORcbx84hWN/Fr5+Zm15f471T+Ch/5rB/648z2k0yKR30Q0Ywn7z9/uzVn72oZOSjNUUvDrGuvl\n4qd17AGGbAEM2TJdZQvVSP3pT3+KpqYmAIDZbMbnPvc5rF9PTkaihn379uHUqVN4+umn0d7ejq9+\n9at4+umnc/vvu+8+/PjHP0ZDQwNuvfVWXHPNNViwoHRWo7MNjY1NCIfD6O/vQ11dPXbv3oX/+3+/\nqekaLAqfLmCKI9Jep6dnQHv5h2g8Ab7UDWDip9WlRRRFpv4LBCNAVenjVO9dJrfHYiVIqZzNVGex\n1M+lszCGT/k4niykU8FvYHgcv3jhgGz7RM9u2GxW1NbWwu/3Y6JnDzwL/iK3P5ZIQCnSIOuesnnz\nZmzfvh2PPfaY7JgRjwmzGA2EnpYW6pXcZDKFX20/jH1Fbjlq/HYdPon3Ok5j618ux/aCCTVAF6MY\nTkaIzyYbn/jMM8/A7/dnXFbd8uO0TKhDEzE8+fs3JQl11Lglkik8+9pRHG3vxxWX1Esm1DTcRBUt\nnZ4f/aSlb2gMP/7tXknyBDV+wXAMP/n9m1i/ogUNc0OSCTUVvxKuxlT8NKzCH23rx38//5bE5U+N\nX9/QOB5+6jVcf9ky9AkHES+I3aPhFxOVF/No+ZkolQZRFPHK/lb8ced7Enmpxu+9k6fx4E/9+Ni1\nq/Fi13PS61HwCyUnoGT7p+FnstCPPUO2GLJFE78pli0ApcLn9Xrx1FNPIRDIrCQlEgn8+te/xq5d\nu0qcKcWePXtw9dVXAwDmz5+PsbExhEIhVFRUoLu7G5WVlWhsbAQAXH755dizZw+Twve///sU9u/P\nB77GYjFEnu+kOjcriAQFUzkAmAQT/vmf/1GyLRzOWF/c7kyvBINBtLe3IZFIQBAEPPbYv6O+vh52\nuwM1NTVwu53427/9GACgpqYGe/fuwuzZLdQcSwU2TxoYiqxqtSqJYqbQuGawmggK780yqdbIbzQY\nkbkD0CCeSHLXUREZFCo9AtflMXzTo/C6HtwAMj+SDOHJ0snm0qntnBf3nJDEZGTuG4UFcZnSlk5G\nYbI4ztxIgCgCJLFJKq1Q7Gg17GVzLQKAipa51Mf+6mX5hIyG38jYBJ58/bdIVzC4RAsZCzBJPGXj\nE9VAO2lJpdJ4/Jk30FPwbaDqOwAne/w4vW+v9kJNgoC0AJgUFjn05DcWiuLRp3dJakDS8nvz3ZNw\nxsjFkNWQLvFN0ZPfyR4/nvz9mxJZQsNPFEU8t3cfrC3kQutqmEp+bxzuwB9el9aXo+EXjSfxsx1/\ngrmBbOVQQ1plHgeU5qdlQm3IFkO2aMFUjr0sqLrgrrvuQlNTE3bt2oVrrrkGu3btwr333qvpRkDG\nTLlsWb52U3V1NYaGhlBRUYGhoSFUV1dL9nV3l04CUFXlgqXIrOl02mAuWHWqrqQ3i4RCmUyIFRUV\n1OcAgMmU6b3sfX2+SlxwwQWKx1dVVaGqKt8up9OGujoP9f0GRvhLELDAxuDiYDELmriNBiNU9Vwm\nA1azCVrFrsNu0cSvx8+qrPNrtCyRUhUV2t5NEux2qe3V53MRr9kb0W6jtVgz79cpBp3BIoCbGwCJ\nvAGA2lpPTiYUwt6tvZF2Z+b9MonaF1vsVpMmfkRX6nSKqLQFJcq5ACStgFU+erLuKdmPpt/vRwVm\nSI4Zc5sAhx2I5t3OzQqve/H2OetWo5qCY2gihv1HCQH3NPyENFKuIcURaLPZcqvAxcll0gLfyHW4\n7FR9eLStXzIhy9ycpu8AwRZB0kJ2yVXjBkB1UkYDj4csC4rx5runJBOyzM3p+JkqRpFSkOzqfccv\nc6tqPFT8fvnSQflCGC2/SuWkb6XeTV7UNfhgdblKHrfzECEJB+376VU2/6vxU7MS0cBis1L1nSFb\nDNlCwnSRLVlQKXzxeBz/+q//ittuuw1f+tKX8JnPfAb33ntvzlrHCt4EIgAQCMh9mK+//iZcf/1N\n3NeeagwN0cWgRWIJBMa118PTA8m4ditKPBan5gZAVvOLGvyvE5IK2bPUMBGOauL3/smB0gdNElIJ\n7f03PhrWxI+EaFGCoUAgjCGHPIvtcED7fcKRzPOPTmiPUY1HY9zcACCZlCpjQ0NBosI3Hixdx0d+\nTub5J+LaV4AnQhFN/OxW8ieBpLTZZ0uPEeNOCASFj+ieUgxBgH1uC2LH8nENLpMZlWYzxgost5Vm\nM1wFq+5mhwNJTy0Vx2gsAcEkQCT4E5fiJ9iiEExkhbuUyyrvhz2RFKn4hUPk95+m7wQn+b2kccfl\nVRomokkqfrEYWTZT8XOQ459L8eNVGABgPBgDKPilkuT3i5ofwdQzFfyGAxMwh0t/V0wK46A0PxGC\ng+395H0304JgyBYYsuVski1qCiCVuSYWiyEYDCKdTiMQCMDn86G3VzkYVgn19fWS4MPBwUHU1dUR\n9w0MDKC+vl7zPT4IGBxhnKDq8Iax5DwSNbqBsidf4ecnMCxCaHUlHBxhrKenh4RgccllOEd2Dcrn\nypOlc7rU4QOUs5AyxSimsmUnJj9L54VLZ8k3mszkenhF7k7pCeUPTanSCmaTGU0rL5Rt3+zx5UZ1\npdmMzR5p+QXf4qXUbi0OuxWXr5kv30HDT1B+f0tlVEuzJYrL35qS39ymaiycXZT8i7LvlFbLaLLF\n8YolWn5rl86Cz+OUbqTlp9B/JftOB5FLy+/KtQthKfag0cKPwp1azk+Hbyal2+PmDYvlGyn5KTVz\nsseeiZKbIVsM2VKM6SRbsqB6XT7ykY/gt7/9LW666SZ8+MMfxoc//OGcoqYFGzduxIsvvggAePfd\nd1FfX59znWxubkYoFEJPTw+SySR27NiBjRs3ar7HBwH+AHu2Rl6jqsAwArUqDP7RMipELM9H40Mt\nLz8GgjpY4mkvyZOlk0kh0iuGr+SGDPiydLLU4dN2zqWr52N2o9QF3mRxwGSrkChtJptHEscAAKua\nl6EYgoJfZvH2RXULULN0hewDVm2xwG0ywS0I2FJVi+qiJArVy1dQcwOA6y5bjg0r50i20fCrclRB\nUFhQKpVRjXvSQpmQRhAE/O0NF2H+rPzEgrbvmnwNxGvSZItLEyzZWkA7aXE6bPg/N1+C6sq8+yAt\nvzm1M4nXLMWPd0IN0PNrqqvEp/56A+y2/DtOw08QBMyqaiReczrxW7O4GX+96XyJ8kbDz2GzotJO\nDsspPfam5t0EDNliyBYpptPYy4Lqlps2bcok0ujtxaZNmzB79mwsWbJEc+PWrFmDZcuWYevWrbjv\nvvtwzz334De/+U3uodx77734whe+gI9//OO49tprMXcufTD+BwnDY6wKn8AtIZjGn0aFYXhMu9tb\n5j56WPgYbqtZoWXsvzIpfHpY+GjBlrSl/Fk6acGThZTFGqlVSTSbTfjURy5CrU+aEszVfDGyJgST\nzQNX8wbJ/sVz6vGxqzdidlWzZLvJYYG5QhqXaa6wwuSQKm4XzFoNi8OByoWLiO0iJcARzGb4FhGs\nBiowmQTcdPUq3PyhVRJrihq/FQsa8YVbN2NxA7ltxFXgAvCu5Gr5qDvtVvz9jRtx5YX5ZGel+m7T\n2oX4h49cC6/DK7teKW7A1PKrq6rAF267Esvn52NA1fhZzCZsuWY1br3iQ8R3qBQ/XoUB0MbvvJZ6\nfP7WK9BUl+8LNX4etx3/56aN2Lz8YuL1SvPTQIQEk0k1wV0xLl0zH39/0yXwuPLu/Gr8ZtZX4vO3\nXYm1c1YRrzedxp4hWwzZUojpJlsAyhi+T3/601i2bBkaGhpQW1uL2tpapBkngXfffbfk9+LF+Q/2\n2rVrJWUaDJAxGuKI3xMFKJkfSgXQAoCJxcKnUckYC7LxE0u0jYYfmz5Lzy+dFjEeZq2HqNw6Gm4A\nymbhk19BR5fHbBZLppIa+lj4iukoPTGeLJ1sGWS1n+NxO/DZLZfi33/5em7xxeyohK1mIcR0Cq7G\nNZLjF7XU4Y6PXASz2YR1LWvRFeiR7Peua0BgRw8gZpQ97zrpim+FvQJLGs4DAFSvWInR48eo2uk7\nbwnMDkfpA4sgCAI2nD8XLY3VuTTcZkclBKsToijm0m4LAvBXly/H5RcsgCAIuHzBpTg2cIJ4TbWM\narxuc1o/6mazCX91xQrMa67Ff/9xP2KQcwMAu82C2z58IZbNP5MZe8EleO7o87LrlcoWN1VuV1m4\nHDbc8ZGLsGN/K557/V1i3wFAdaULn/zIRWiqy9RoXD3zfBzsOSK7nnrfaWoaESaN/OqrPbjr41fg\nmZcPY9/RLkV+85tr8Inr18PjtiMt1qDBU4+B4KDsepPJTys3AFg4uw7//IlN+Omz+3Cyd1iR3/oV\nLfjoVSthtZixwbUer7XtytVxK8Rk8tP6bhqyJQNDtmQw3WQLlYXP5/Ph/vvvx1133ZX7u/POO5ka\naIAf46HipOZSqCogCsU/sgGmjz/+OLZt26ZYINkkMNihtSp8rPxUCpvQ8lNyrVAHPb9QJKbaP6r7\nFHwAaLmduQF1W2naRH8RumYkGRSwrFWwvC6ddARZLZhiKsXUd6wKrc/jxGe3XIoqb97FxdmwUqbs\nLZxdi09+ZAOsZzIlr555PipsUuugxWuHyWGB4DCj+urZsHilyXo2zl0Py5l6UFVLlysH7BRBqztn\nMZrqKnHXxy9HXVU+I3PhSu1tH16LKy5cmNs2t6YFi+oXar6PzSZPTqQFWictWSxf0IjPbr0s5yJY\nyM1hs+BzWy7NTcgAYH3LhcSV+FKw2rQr3YXQWksKyHDZtG4RbrturWRbFvXVFbjrY1fkJmQAcPV5\nmzR/v8rhdgUAVosZW69Zg01r8+9bIb+l82Zg240b4XFn3i2TYMKHFl+l+T5T5TJXDI/bgb+/aSOW\nzM0v/hTyu3r9Imz50OqcXKmwu3HpPLIVczLax3u+IVsM2VIK5ZAtVBa+q666Cs8++yxWr14Nc8EN\nssXYpzv+5etfxNgoId04Iyp9VbjnvgdLHvfDHz6CI0cOI5VK4bbbbsfll2/K7du//0088cSjMJnM\n2LBhI26//VPU91cqWZCKjkFMRACICLa9AFfzxTA7KqUHKSyZ0NTKAgATg0IkakgnL4oiwhGyBawk\nP5URRMuP6fOnVEWcgPAET9+R+dFyy1yDuql56JG0pejGelrA8hY+lhi3yXHp1NvCx5pchsXCl0WV\n14VtN16M7/33q4gSstfOqPHgjo9cBJs1/02wmC3YOG8DXjz+sux4ktuL1WzF+jnr8r/dbnjnzcd4\ne5t64wQBVUvlMYNa4XE78Lc3rMd3fyYterxp7UKsXtwsO/6axVfh/cHWfDMoYhSbfE1I9bUSj6MB\nz6R1VoMPN29ehUff/b1k+80fWo3mBmkCHKvZiqsXXYHfvP3smfvSxV96nB7EObJGs1iJslizuBnd\n/QE8W/B4TYKAO25Yn1OGsqhxV+PC2Wuw79RbAOj4Oe1uAOwx8wDbpBPIjJcPX7YMXacDOFjAr7LC\ngduuu1BWjmrZjCWYWdmE3rGMRYGGX6OvEcBJpvYB7NwAwGIx42+uW4v7n3wZhUWmFs6uw7WXLJXJ\ni8sWbMQbHXsRS2bmBzT85tTOAdrpPAaI1+LgZ8iWPAzZAtn2csgWKh2ztbUV3/jGN3Drrbfilltu\nwS233IKPfexjTA0sB8ZGA7jZVaHbH43yePDgW2hvb8fjj/8EDz30fTzyyEOS/Y888l3cd9+D+NGP\nfox9+/aio4Ne6Eai5PTsEz27kZ1qpuMhTPTskR+UJr8gNAG0AGBmsvDRH5pIppFSUKBK8lOx8NHy\nm2yXzokYWeGj6jsFftTcBGFSErBQofi2OlrAUrksluWL4Sumo5yUhsPCxwBel9X6ag9u+tBq2XaT\nScDtf7UODpu8buKGuetgM6tYmQuwvuVCuG3SGl40ljvv/AWwuNwlj6NBY60Xq86bCau3GVZvMyxm\nEzatI8fUNPtmYlFdPoalVIxitasKNZXaE5wVwmTWWrFYitWLm1FZNw9Wb2aS2VDjwarzyIkGLpi1\nGh57xipBE3+5onEZbPai7HYaIVj4rDBXX7QI9spZOX6rlzSjoYZsTbhiwaU5Lw4afpcu2AhQJrZQ\ngmBh7z+TIOCai5fk3k0gk82TNO4EQcCmhZflz6Xgd+HcteABDzcgk93yyrULJPz+4uLFxMUhp9WJ\ni+euz/0uxc8smLGw8Tyu9pk4+RmyJQ9DtpRftlDd7ciRI9i/fz9ee+213N+rr77K0r4PDM4/fxW+\n+c0HAAAVFR5Eo9HcxLS3twcejxcNDTNgMpmwYcNGHDiwj/rasYR8EpdORpGOS7M/puNBpJNSW4+o\noDTQBNACyrV0VKHBQhQncAMo+YmC4kSbmh+L07gGJSpOqINH23dKFkxablaTlck9U5eyDCV+Z8Fl\n4WMqW5DUx2WVkiFrlk4WboA+Lqurz5uJlqLMnRtXzlX88DmtTqxruaDkdQUIuITgpuVbUtpyV0Vx\njBasWjwTzoaVcDasxKKWeridygrrxnnSxATedQ25laLiGMVL5m2A1cmnmFooilqrQRAEbP6Lj8DZ\nsBIAsGrRTMVEGxazBRsKJtVq3IAMP7OTb1LGq7i7nXasWr85x2+1woQTyKzEL52Rzxugxs9ismB9\ny4Ww8PLjPH9ecw3q567L958Kv6WNS1DlzFtX1Pg1eOoxr4msfNCCpuB6Kaw6rzk39rxuB+bOrFE8\n9uK56yWuc2r8Vs5cAY+XnN2TFrxjDzBkS+5ehmzJt6tMsoVK4Vu+fDliMdZEEx9MWCwWuM4Mpj/8\n4ffYsOHinDvsyMgwfL68IKqqqsLw8DD1tZMkS4aS5aB4u4rbY6laWUBm1UwrtEynkykF5YKKn6Bq\n5aPhN9kWviTJUkPZd0oxfAAdN7vFDmhwry24M8M5xZegy2rCFuPGXrYA0KvOoPrvLIj9XwIZCx8j\nNx0smJlEBHMk2zacr55BeePcDar7AWB541JUuXyy7Y7qGjjqyam8s/AtXlry+lowvzmfbnzBLHk9\nqEIsql+AaldefivFKFpNVqyZtYp7UqXHpLMwnfr8EvzWzb4wN6lWi7+c4W1AS/VsWJyc/DjPB6T9\nN69Znd9FBS7EavxWzTwfLpuLa9Jostq4rUQmQchxMpsEVFYoT/JMggnr5+Stdmr8LpqzDlbOCbFZ\nh3ezsP7Z/Fm1qlk/vQ4vls3IZ4hX47dh7rpp924assWQLUD5ZAuVwjcwMIBNmzZh69at+PjHP577\nM1AaO3e+ij/84ff4p3/6kuIxWg0MXAYJzkhRM4tKpGFCzW1t4eTHFMOnKUaR5QZnwMnNbrFB1BBv\nmAXLObJrlPidBU/ZAlblZipLM6REtsLyzC6dDM+ThIWz63P/VzhtmFGrXGQdAKrdVRL3JBIKJ6bF\n8C1SdsWyVVXByVAHVg0uR37VvbFWPbmASTBJPuxZFE9UVzWfD6fVSVylVgjxIG436zBpaaytLPhf\nnZ/HUYHljVKFmjQJ3zBnHQRBIE4atfCzuPhWuQGgsaCMgdMud3csxIK6eahxV0u2EfnNzfQxaRWd\nlp8eE2oAuTIGZgoXsLWzL5AlkCjmZzVbsaZ5JUw2G7EWGzU/Hd5NIOMiDgBed+kkJDRjr8nbiFm+\nZkWFlJafWYd305AteRiyJYNyyRaqGeS2bdvw6KOP4vOf/zzuvPPO3J8Bdbz55h78/OdP4qGHvp8r\nMA8AtbV1GBnJW/SGhgZRW6u+clAIk0pmLZvNhqamJsVMjaJCDB8tmCx8GhQ+NW5AaX5IsfMTBIGx\nsDy9QsTTd0jzrRQ7rU4mC5+WpDvK1yi1IQO2pCZnFD5GS92kWPiUyk4wZSFNsrdRyWKuEVVeZ+7d\nbayrpKq9dcEseexfFpUOL+bXKlsJvfOVlcXKBXxuaKVQ6Sk9Sbhw1uqSsnDDmYkb6cPsMplRWZRQ\noNJshosQhK+H0lDhyssUNZeyLDYQJp2FsJltWN2ccXMiTfq18NNj0umj6LMslCbVhZhZ2YRmX8Z9\ni6f/9FL4ssNNoMiqWWF34/ym5arHrGleBYfVoTipnmp+2VARGrkyv3Yu6ipKWFrmnlEYFN4tan46\nKbS5exiyxZAtZZQtVArfunXriH8GlBEKhfDDHz6CBx98GF6vNNtiY2MTwuEw+vv7kEwmsXv3Lqxd\nexH1tQuLehaCKj0/p9JgZlKI6CedaiuYNPxEDn4OiwMig0VEyzkWBX5UfScKJWsNqsFhdTApDqIu\nSgNdlk7WGDdRFJnbqYeFT16WgXwcW4xi+S18giDkJmW0H8DzGhYppqpeOmOxahpr79x5TPv0gJJ8\nLYTb7sb5TcpxhM2+mZjpy2SxVvowb/b4ch4FlWYzNnvk7q2APpPOwok0zaR6bs0c1FcoW1HXNK/M\nuIiDj5/JZufKpJeFWWN5gQtnrYZZJcPdRYVukRz89FKIshofLcuLVKznxfuV3Mqo+OmkEOUUWqpj\nBaxvUeZnM9uwamYm8ZPa85/S/stez5Athmwpo2zhm/2fJaj0VeF/dS7LUAp//vNLGB0dxTe+8eXc\ntgsuWIt58xbg8suvxN13fxn33vs1AMCmTZsxe3YL9f2ztU+KQUrPHyw+iMMCBgAWhqQtWiarDgVu\nwOTzc9tcEBkm5FoUDa6+g5DhZ2GL53Jb2WrasCjBsmtQGkFZXDoBIC2mmdupBz/6wusMLqspdgvf\nZLiruhzqbi1ZOK0OzKmejZPDnbJ959WrW+ksLjcctbWIEjLOVmiQlZOJdS0X4lDv24r7slCaVFVb\nLHCbTBBFEVuqlC0Wek86aSAIAta2XIA/vvsn4n4JP4X20fArBzcAcNlcWNG4FId735Hts5ltWDkz\nnymWp/90U4g0Hj+nugW17hr4w/LcAM2VTWiqzNdIU0qMMbX9p43hmlmr8MJ7LxFd5FcXKAwmqxWC\n2UKMgZ7O76chWzIwZIu+suUDofDR1MzTGzfc8Ne44Ya/Vty/atUaPP74T5iu7VSYcGXT82/evDmX\nnt8+W3qMmOJJEW2CwDDv1GQBs5hhMZuIyVsmm5/T5oSY0r4woIWfkg84DTcgw09gVPicZkaFbxKU\nBqVYTZakLQCQTCaYAyT1sGDK7qzIj8GlU2S38OljnZVCS6beFgWFb3b1rJLnuptnyxQ+k80GR62+\n8XusmFPTAp+zEqORMcl2s2CWuNSVmniUWhXnzeTGitUzz8fz774o297gqZcoDKUmHmr89JqUsQz9\nNbNWEydlK5qW5RQGgK//yjXpFAQBF8xahReP/1m2b02Rq/XZyM9tc2FxwyK8e1peY2/NrFW5/7Mu\nq4nguOy4wmOUoLdLJy0M2ZKBIVv05feBUPjONXhc5Il7Nj3/M888A7/fj3g8DlkINIdCVGF3Iz3G\nUtxa2zkelx2BoLzY5mTz89grkE6Sa9ipQUvq+woXOSidihvA138WNuGuR2r/ySy8DgCJpHJ20lLQ\nx8JHy2+KLXw6uXSyormySbatylUlq71HgmtGI4rtE64ZjcQkE+WASTBhRdNy7Gx/Q7L9vIaFcBZY\n03kmjWaHo2x8PQ4P5tbMgR+dku3nNy2XTER4EiOUS2EAgAW18yT9lMWKInc6njggPbJYSqBhseX8\nphVEhW9FkzRpBk8f6KcwnJGYmvgtlyl8XocHs6ukRc0tLqeqwqeGcr2fhmzJwJAtymCRLdPjy2lA\nEzwqmaxKpecXk3TuWMT72j1M6eHFpLZaZx63siWqJL8UO78KewXEJLmovRq0KLQup00xcQtV2Qge\nfmY24claA04CyjSdrC6dSYZ+yzVlEix8yoXXGWMUWd1VdbTw5b7DGiZldR65Na6+RMKFLJwNM+Tb\nSpRrmGosaZBnE11c5K5qslohWNjGbTknLQCwuEHuelu8zcJRC6xcFhQAMJvMWFS/ULLNYrJgQa00\nRpRPIdKZn4bvaG1FDWrc0pp2Mysb4XVIMynytFH391MDv0X1C3OFrrNY3HCeLDaYi18Z309DoFvP\neQAAIABJREFUthiyRQ0s/AyF7yxElZf9JeFR+LwOD9IJtom1FitRdSXHQOXhZ2fjp+UckyCgSkPW\np2LYzezPpoLRpTPNoUxlIdf39MvSCZTfwidf0NDPZTWTtOXstPAV1pTKojhttRIcNfICzA4N2Yyn\nAi1Vs2QB+vNr5UllWD/s5Zy0AJBNUBwWh8TlCuCzYpV70lncVy3Vs2A1S78hfApDeVzmsijuP+K7\neZYqRC6bEzOL3kVS5l+eWmdmB9s3Uw8YssWQLWpgkS2GS+dZiJpKjmKpHBYij8ODdHyE6dx0Ig6T\nle7ePAqfzeQAq03D4/AgFWdR+LQpG9WVbgyPTWi+DwBU2CrA1gOA22xHiOG8NMMzkYG28DpjgfEU\nj8KnR5ZOisLraTGNNEOJi2Q6eVbUGCTBarbCbXMhNDMvsyodlSpn5GGvkiuGdh+dsjhVsJgtaKps\nxNjMAQCZRDUkhdbqciExPibbXvL6ZZ60zPA2wNHsyZVmafbNJFhQyu92xZBLDAAwyzcT9oJ3c5av\nWXYM1yq8XnFEjOfNqiriV6UvPzNn4XZezKpqxvECfrN98thgVn5mp7Os7uOGbDFkixqMGL4PCOqq\nKkofpACLYIXdYkcsGdN8bqXDi5SCu6HNZkNtbW0u/qwYqXiceqWtnoNfbUU1BhnPrbR7MEawZpXk\nFtOmbNRXVaC1a4ipjdVuH0a0dx0AwC2Qa+SU4pdWcTGlBXXhdYbC5ACnS6cOdfhopmSsCWlS6RS7\npU4UIYoiVbrsyYLX4UV4ed4yV+lUL86bhdlul62w2yrplEUepDRaU2d4GtB9ht8MTwPxWbOuVPNY\nJ/SA2WTGwg1L0Td+GgAww1svO8ZkscBkszHJCb2sDCkNtVALUe+pg2dFXc5C3+CR8+OblOnTf6yj\nd4anARUFY2+GR+4SPR0UWlaGM7x5flazFVUu/UpHTMbYM2RLHoZsmXrZYrh0noXgUfjqqivgc7JN\nmnzOSqRicm2DpoYc6Twl1Fd7mNoHADN8cjcwWlRa5INPb24AUF/Dzq+hko2f2WSGLS0f7nT8okz3\nLARt4fU0o/LFahkEptbCx4K0mOaKxdNHoWWHxyF93z12evllrZCea/Wwjx1apDWmZastWHWvqSCP\nTyvj5Krcq/CAlFOtm8yPdfKoXyY9tkmZxWSBz5lXEmoJ/cczMS53/xXH8JFcrJn5mUww25XzCUwF\nCvnVuquJCpHFzaoQ6d93hmyRwpAtUytbDIXvLITNakatj+1FaaqtJK6C0aDKVYVUVD75L64hV0uI\nsyGdp4QZtXQWABJm1lWjQsOEshAek9xfn4abmEwgrUFpaOTgN6e+sfRBBFQ5fUgTFFOqvtOo0JJQ\nLDSVFs2YlaIku9Kmh0JEE6OY4rhPmkOhRZnj+Lz2IoXPQa+0WSsqMM/uwDx7Zmxa3OyLXbTQUnYC\nAHwF8rTKSZatVi/bmLd62GWFXijk5FP4dtjKzI/Hgl3Ij9R/FpeL2bWv3P3ntDpgM2cW8Tx2Dyxm\nuVMX67tp83h09BzQnqUTKHo3lcYeYx+wvtNqMGSLFIZsmVrZMqUKXyKRwBe+8AXccsstuPXWW9Hd\n3S075vnnn8eNN96Im2++Gd/73vemsnlnFZrq2Kx0jbVe4iofDapcPqLilq0hByBXQ64YWhQ+p92K\nKi+b73ZjHRs/p9UJc0I+MabhBmjj11THLojmNzbCLGgvLp/pO3mpCxp+yYj8PH7oW4cvxZWlcxLK\nMhAtfOz34eGXnoRafFrgcUiVNC0WPrPDiYvcHlzkziiJlilIomA2a/ssFsYkKrmr2qbRpFMrKgs8\nQiod5PYwKw06uehqnUgXorDP3Hb5QqogCGz8BAFWt75uc1ptDYIg5Pj5XORnzfpuWr16ulef6T+N\n1pTCvlPyXGIdQzZd+WVgyBYpDNkytbJlSmP4/vCHP8Dr9eKhhx7Crl278NBDD+Hhhx/O7Y9EIvjO\nd76D5557Dm63GzfffDOuv/56LFiwYCqbeVZgZn0l3m7t035eQyUGU9oVIpNggtfiIpZlINWQQ9G7\nqFVpmFnvQ2Bcu6LRXF+Jan8VugLyxQQ11LiriQoRDTcASEUmqAeg22lHZYUDYyFtrpJVXifcTjuq\nXVUYCmurF1jjqkYyKL8fDT/Sc9EKypwtSDEqRVwunbpk6ZRtkR3DY+Ert8sqDwoVPJNggtNKv5hT\nGMNnstkgmLUvdkw2vAUWy+KU91kwr8JPwqRTK2j4sU6Op8Wks4BTcdKILGzeSsRHRzVd1+b16p70\nw6JRYQAyrmUA4FIYd1krg1ZPBz0VIrPZhASDl0Zh1kOvgucA6xhiHbN6wpAthmwhn8MmW6bUwrdn\nz56c+9jFF1+MgwcPSvY7nU48++yzqKiogCAI8Pl8GNX4ID4oaG5gc8tsrvehhsEC5nP6kI4oKyil\nasilItqyUs5i4JdTiNza+VW7qpCcILeRpj6eVoV21gztbZzVkDmHiZ+7mplfKhrVwe2RMksnawwf\nR61AferwlbbwsSqzAJ9Lp34xfGyr8IUu1h57hSYXmcIYocmOF9pw/hzYbRZ4VeqAkuAp4kcCu5VB\nv0lLc4MPsxnkTiEnl42sNDBZGUwm3RJH+LxO2G0WbFwpT8tfCjQhACyTaj0n1GuWNMMkCLjusmWl\nDy5CrnymQmIUwWRicg/T8928/rJlMAkCVi2WZzKkhVI/MlvAdHR5NGQLGYZsmVrZMqUWPr/fj+rq\nTBCqyWSCIAiIx+OSRBGeM0H5J06cQG9vL1auXDmVTTxrkJ38a0GV14kKlx3VSe2pzWvc1UhqVNoK\nofVcFoU2+0xqXIz8whz8FJQpJcxq8OFoW7+2c2ZkngltHbNC1LiqkIqw5i/NKLQ87knynC36unTy\nKUQ6WPiKfxP4sSakAYAUT4yi3hY+jS4ukkmLhvg9QKrkmQgJhfTETZtX4YYrVsBu0/ZZtFny7XLZ\nyIH0rB9oPSdld37scqbzCjkprVKzTFpsHo9uFjCHzYp/2faXsFm1W4CthLi2YrBYGfTsu5bGanz7\nH67T/G5KoDJsbZWViI9pW1zX0wJ28cq5uGDJLC5+SmOP1YKpp8JuyBYyDNkytbJl0hS+X/3qV/jV\nr34l2XbkyBHJb6VJX2dnJ+6++2489NBDsJao3VZV5YLFMv3cfCYbdXUe1PjcGB4NU5+zsKUedXUe\neH3aJ07NNQ2o4JhvWcUE6uroJ3urnVbgN3s03WPpghmoq/NgfqoZOKytfS0NTbB3jms7qQBOc1oT\nvxXnNeGFN45puseKxTNRV+fB7PpG7O7Q1r75zbPg3/uOtpMK4LUDFRr4FaM4dqHC4yA+L5GxiqLT\nYWaqMQgAngq7pr4joViUVVW5UVctXd2LW+jHajGcDnYZV13lhKtWv+yWLpdN0/NKWPPpqKsqvJrO\nHa7MP0Obk/zOTCc0z6iF0yZfxfc6mqB19AkmExpbZpS1FhgAWFz5Man0/MVZM3BS43Vd1VXToj8r\n/Pn+UmrPaGMdBjRe11tfMy34WayZaZ7NZlFsT0VtNUJdpzRdt6apflrwy8JX6VZsj8PnQ2REWwXb\nhpYZqJxG/AzZQg9DtpAxaQrfTTfdhJtuukmy7ctf/jKGhoawePFiJBIJiKIoSwN/+vRpfPazn8WD\nDz6IJUuWlLxPIMBulTnb0Vzv06TwNVRVYGgoCCCz6h6MZabIglnB1aNgu8vsgb+XrXYcAIz7R3P3\npkV1pQsjGgqUV3tcGBoKwpyQugbQ8LOnXRgd7NTUvkIEBvywa+DndWpPPuG12zA0FIRDzE+CabgB\ngCluR2iE3T16sGcQEQu7hS8Wk1rgRkcniO9DktHaNj7OrkyNBUKwanw3i1GcGMU/HARSUi3QP8a+\noBDk4OcfHIdT1MMdMsNnYiKuaSzHYvnnYIVN07nRRP7ctGDWLEOmGuOjMYQEeYIdURQ1WxmsHg/8\nw+z9rheiibyrt9LznxDVF2ZJEFwV06I/w6FMFmIBgmJ74ibt4ydldU0LfuYz0zwxpcxPtGtP8R4V\n7NOCXxbB8ahie8wVHkCjwhdOWRCfRvwM2UKPD7JsUVMEp1S937hxI/70pz8BAHbs2IH169fLjvna\n176Ge++9F8uWafdV/6ChpVGbW2dLY94VsLDmiclhgblCOqjMFVaYHPn1gBpXNRJhVhsKkGQ4t0Wj\nT3jW5dFjr5AEc9Pwq3ZXIxlmF4CJkLZz3U6bptIa9dUVcDoyiyOFMXw03Crsbtgtdj5+HH0PyMst\nkOoRiWeKhDNdnyuGj9/lsZhPmlB3grXkBFD+pDQ8KEzSoiVhCwCYCjw8zNbJdenkwca5F+G8+oWK\nbkks2dimQ1IFIONWNrdmDq5ceJnyMSxuV9OE37LGJahz12LrmhsVjym3SycP/mLx1ahxV5fov7OX\n30dX3oAGTz3m1LQoHqPZLVDHGDBeGLLFkC3yc6aZSycJ1157LXbv3o1bbrkFNpsNDzzwAADgiSee\nwNq1a+Hz+fDWW2/h+9//fu6c22+/HVddddVUNvOsgZYgWUGQxsVVu6vRMZJ34fCua0BgRw8gZhQG\n77oGyfk17mokJ3qY25pgUDZmN1bh0IleqmMbajxw2DKTQ0EQUO2qwkAwH7Omxs9issDr8GCQQyFK\nTrDx81NaaAv7urjsRMm+c2WUe5Y+yEJrjGIxihUgkkLEldSEQ6nRI6kJjcLHGp8IQFOdx2LoXnhd\no1JuNuXdUR1WbZZtkyX/iRKsU/q50oS/WvHhksdozcY2XSbUJsGEbRs/qXqMxeVmsDJMD34V9grc\nfdWdqscwJVaYJvzm1LTgi1f9k+oxTHFS0+T9XNdyIda1XKh6jNbEH3rGgPHCkC2GbJGdw8hvSr+g\nZrMZ999/v2z73/3d3+X+L47zM6CM5gYfBIFu/jWjxisJGC5O/GHx2mFyWCCKIqqvni07v8ZdjV4e\nhYFJ4aNPTlJs7ax110gUPjV+1a4qmAQTl0LEcm5LYzUOHqNToguts1azFZUOL8aiGRfB0n2XeTYs\nVtYseM4F6BQ+nqQmZbfwFfMjDMoUh4WPVA6F/tzyJm0phN2izX2l0MJnKhHPPd2h9cM+XVapaZC1\nMpyNk04aMFkZdKoDNhXQzG8aWcBooHUsTRcLGC0M2SKFIVvImB5LGAaYYLdZ0FBD97LMLlKIlDJZ\nklKmex0eWM1WTpdH7QpDc30ldQr3YmtntUImS9L1aisyFrDkxNQqRLNn0GcinVV0bE2BS24WSs+q\nxl2DdCKOdIK9eLdWl9ViFCtAJNdNLoWojBY+ckZOnRVaHgufbgofW1mGQtjM2twyCzNzTmeXThpo\nnnROk1VqWpzL/LJWBi04m/hpVXCmkwWMBtoVorOn74Bze+wB5za/qZQt09dHhhLTIRNPObFoTh1O\n+8dhsrlRufQmxeOWLmiUPKv5aAakZRBRcw3ZB76hsg51dR6cTMjr8HnMZvxdbQPhLCnS8RhqqpwS\nFy0aNDf40H06UJLf+UtmSvi11DdiZ7v0GCV+TTWZbGOpIrdFWm4AgHhU87tY6XPCJAhACW5mk4CV\nS5thLchG21RTj5PD+VSdStwAoKWhEV67XBnUws+SjnONtX/7wg0UR3nw5CcfZr4Hbv4E+7mc+O9/\n+5uSx9TVrcSGpRz8PvUp9nN1QHY9wakxS2chqn0Vms5NFyxouTyus1re1336duDTt0u2XV+WlkwO\nrvyXb8i2nUv8rvvxE7Jt5wq/urrzMOcn/ynbfs7wu/ZqLLv2atn2c4afIVvOakyVbBFE1iwJBgwY\nMGDAgAEDBgwYMGBgWuPssckbMGDAgAEDBgwYMGDAgAFNMBQ+AwYMGDBgwIABAwYMGDhHYSh8BgwY\nMGDAgAEDBgwYMHCOwlD4DBgwYMCAAQMGDBgwYOAchaHwGTBgwIABAwYMGDBgwMA5CkPhM2DAgAED\nBgwYMGDAgIFzFIbCZ8CAAQMGDBgwYMCAAQPnKAyFz4ABAwYMGDBgwIABAwbOURgKnwEDBgwYMGDA\ngAEDBgycozAUPgMGDBgwYMCAAQMGDBg4R2EofAYMGDBgwIABAwYMGDBwjsJS7gbwYmgoWO4mlB3p\ntIivfP85xJMp2b4Fs2rx2S2XyrY/sftJtPs7JNuGXzwFAKi5pkWy/fb1t6I5ase7jz4iu04wlcL/\nBPyy7bdU1cJjNud+N12xCbOvvZ6OUBEGhsfxwE/+TNx3xYULcMMVKyTbRFHEPS98C7FkTLJdid/X\nP/RFhA8cRufvfyPZTssNABbe+gnUnL+KjlAR3nqvC089f4C477br1mLN4mbJNn9oGN955WHJNiVu\nXocHX/vQF9H+v/+Dobf2SfZp4bfqS1+Do6aWjhABP/jl6zjZM5z7TeIFAN9+6bsYi45pvv7HE+dh\n4k3yMyyF2tUXYMEttzKdm8UXH34WiYLx99VPbkZdVYXkmFAsjG+++ADT9f+mfwaC7W1M57ZcdwMa\nL7uC6Vy98KVnvwEA+MS6j2PpjMVU57z7w+8j2NmBX4wMAQA+Vl0HALjgnvtgdbt1b+M/ffe3AIDb\nPnwh1iyZRXXOM4d/h/1d0vdubs0cbNv4ydzv9574IcbbWonn/2JkCKIo4uM19Yr3qFm1Bgs/dhtV\ne5RQKEO/csfVqK/2UJ338KuPon/8tGTbJfMuxvXL/zL3e////QpS0SjxfBp+eryfhTL0e3f/f1Tn\nJFNJfP35f4UoipLtW9fciNXNKwEA0WE/Dv/btxSvQcNv6Wc+C+/8BVRtUsJvX3kbrx9sh8Nmwf3/\nSPcd7Q704N93Pi7b/oUr/xH1nsxYGj5yCK1P/VzxGjT81n7zAZjtdqo2KSErP6+4YAFuuHJF6RMA\n7OnYh9+985xkm81sw79c+zWYhIwt49Tzz6H/1VcUr1GKn6O2Dqu++FVKFsowZIschmyZHNlSV6f8\n/A0L3zmAgeEgUdkDgK7TAaTTomz7YHCI+vpDIT+SkQhz+wAgqTBoaXCqP6C4r+u0fF8wFpIpe2oY\nCvmRjPLxS0XY+XWp8DvVPyLbNhSSK2lKGI8GEUvGuPtPSehSn59Kq/7OIi2S3+OSILzjtBDT5LZo\nQSpdml9aZL8PTxuLPzpnA9KpFEI9PcR9oe6uSb13UuHdJOH0+ABh22npM1d4N0eSSYTTaYRFEU8H\n/BhJJsk30aH/kqn8NVIpuuul0ikMhuTfiWLOIic/Pd5PLX2WxWBoiHjvQn5K3AAN/DS3TI6cPBEE\n6nNOB+XvZvF2tWc/le9nFsVyVA0kfvFUHKMTBQuGOvSfnjBky5njDNlSFtliKHznADr7hxX3xRMp\nnB4el2yLJKIIxkLU1x8K+fkn/BzndxKUniy6+gOyyfUQQZCoYVAPfjEOfn3K/E4R9pEEpRqGQn6u\n9gE6KHxFwi2t8GFPMwpopevRgPejIIqibFGlmC/AqfDxtJHjvnojnaZT6MM93RCTCeK+YEe7nk0C\nAEn/0X7g02KaOOmMJKIYi+ZlrlLfbQ+O5j7YY6kUtgdHicfpM2lJEf9Xgz88jBShv/qLJ52c/HSZ\ndCbzfUb7vEgTagBSq4PKtaaUX/ad1HCtqeKnz4JS5hq8ChGgLz89uBmyRQ5DtqAsssVQ+M4BdPbm\nlYLIwBFEBo5I9nf0ShVCvwYLEQAMBYdKKgw2mw1NTU2w2WzE/VwKkQq/ZCqNnkHpYBgMauQXGlJV\naEpxA9gtmPFEEr2DmRVJUt91D4winpAKRi0WPiBjzeXlx6sw0ihEACAyKies52VO5lOISDKXpIDy\nfFzPFQtfKB6mOm70xHHlfceP6dWcHArdcWknZQPBQSRSZKW0J1BonZQ//4l0CmNFk6OxVAoTRIVY\n30lLgpJfd4BsYQ3HwxiNFLpd8/HTf9JJyW+UzK870JNvk0LbNPWfDgsuiTP30vKkuhT6rzvQm/tf\n6dlr46effEkoeCoVI5VOoWe0l7ivsF+VvgvU/HTgZsgWOQzZgrLIlilX+L797W9jy5Yt2Lp1K95+\n+23Jvr179+Lmm2/G1q1b8ZWvfIVr1f6DhPaC2KjEeA8S49KX7WSRwqdVYRgKq1vAbDYbtm3bhscf\nfxzbtm0jKg6pKL2LZSEmonH0+/MrWiR+xQrtUFgbP39oGKkYuX003AB2hehUfyBn1SJxS6dFmduq\n1v7zh4cV+4+aH2P/5c4vGsskN2MASLEqfGVUiEhuSPpb+DhkIYe7qx4oXMkdCSu7L2chiiKG3z6s\nuH+ivw+RIW1W7lIonJQlEnSTzlMj3Yr7OgMF+wjvl5LnE3G7zpNO2kn1qYAyv1Mjebda0vjRxE+H\nSWeicNJJy2+E7Bo8kYjAHx4+0zIlOUW+Jmm7HvpQlhOtQ2cilUDvaB9xX1egOy+LFBo31f2XvUJh\nP6qhf/w0kmmym5vauMyCmp/eY8+QLQAM2ZJp2dTLlilV+Pbt24dTp07h6aefxre+9S1861vSgMVv\nfOMbeOSRR/DLX/4S4XAYO3funMrmnZUYDUYwPKa+at7e7ZcMHK0KUSgWRiyifI/a2lps3rwZALB5\n82bU1sqTe7AqRMXKKgmFCi/AYMEMK7s80nADgLSCwlgK7d2l23qyR3qMZoU95FdUaGn58Vv4imLc\nFBQ0ZuWL58PFqRCRFT4jhi+L7AcOUI4rKkToVCeig+rHDe7fy92uQhR+yJXioYuh9FEv3qeHyzAv\n4kyTThV+gYJ9vO3TedJZ7BFBQiwZQ19RwohC5LjrMXb04JfIjH/aK/WO9iGlEA8dS8YwEBzUrW26\nyJczl0hQxtGpvZtdge78ItM0GHuGbJHDkC36tG1au3Tu2bMHV199NQBg/vz5GBsbQyiUjyX79a9/\njcbGRgBAdXU1AoHSq8EfdBQrAySMhaIYHpvI/faHSitRxZiIKGdD9fv92L59OwBg+/bt8PvlbRIZ\nA6JpFKL2br8k9mtII7+RiQBSCbL7BA03AEgrxBuVQjtF/7UVPINIIoIwpVtcFv7wMNKJOHkfNT++\ngPbiYG7lpC3lsPDxeRKQAtVJFkwehY/n46BHUhoedAd6EDrqR+ioH92jvSUnGf07Xy15zcG9u7nj\nSgsRi+ff73ic7l3vHDmV+z/LL4ue0d68Sxb3pIXvdEDKL5YozW8iHskpBcXcAKBzWL9JmR6Tzmhh\n/1HwK3StIvI7MynTo216XCN25vuk5BlRjM6CCTWJ3ykd+empNMbidAqDGr9kOom+sX7JdTkaxnc+\nDNlSDEO2lE+2TGlZBr/fj2XLluV+V1dXY2hoCBUVmfTlXq8XADA4OIg33ngDd955Z8lrVlW5YLGY\nSx53rqLndboU9oOjQSxZOAMAEIgqJwlRQiKpnOUxHo/jsccewzPPPAO/3494PA4UZU0X0inVdLFK\nIGWpLEYklkA0mURLUzUSqSQCEW0LBaIoQkyRFSIabgBgNamnwyVeO5FSTdiSRWffCHxVLlgtZpwc\n0t53/vAwxBRZUNHyc9pNTP2XQ5EvktNlI15Pyc2hFCxWE9hUbsBm4eNmC8nHhsfjkF0zZmYvIWPm\nWJpzuax8fceJvmM9iPVmFikmlk8gbgmhubqJeOx4dw9G3nlbtr34w5aKRjF++E0suv46Xdo4NlGg\nPFKM5eFQACMTeTmT5VexPGMhT4tpjKb9WDpjESwWvnVVm9XM3X8WW/4babWVvt7Bzo7c/8XcAKB/\nvB9OrwkVdv7yGG4FWaAJBfLFQXG9nafy8V8kfp2BTtTVeWCLuPjaBaDSK5cFWpGNHUokU6ipccNk\nUn+nug/mJ80kfj3BbtTVXYVIhYOrXQBQU+2GvZKdXzKVzrnAJ9Ppks8qLaZxckT9/RyI9mFN3RKc\ndliZ2wUAJobvejEM2SKFIVvKJ1vKWoePpJ0ODw9j27ZtuOeee1BVVVXyGoHARMljzmUcbe2nOu7g\nez1YOmcGRFHE6THt8S/j42NQTumRURz6+sgxAwCQiMU110yMRONUChEA7H/7FFxWKwaCg0wrJxMT\nyu9RKW4AEAlHNPNr6xqiCgJOJFM4+E4X5jXXopUhJX08EUNaZWWKhl9wNMxV87LYFWJ8PEq8Hmvc\nbjxKVthpEIslubiNBuUK3/CI/HkNj9Fnxi0GrasMCeEQ+VlPBdJiGkdOvSfZtuf4YVyxkPyROv4/\n/yv5nU1PLQJ4OuDHZo8P1ZbMZ6vtj3+C5/wLYXHxTwz6BvILZ4GxiZLPa3/XEdX9APBW6zuoszYi\nQbmqr4QYg+wsxpA/f/6gP1jyegfaj6ruFwG8efxtnN+0nNuCrMf7OVrgwdJ/egxeh3pduOJ3shhD\nwWGc6OyCfVSbNwUJY6MTMHHyC4bzLvldPQG4nSoJxFJJHO9Tr9n5bs8JDAyOITjOV64HAPz+IGxx\ndsUjNJHnFgyXfhf6xvoRiqr3y6GO93Bh4zpMTHDGnifT3O+mIVukMGTL5MqWaVOHr76+XuIyNjg4\niLq6utzvUCiET3/607jrrrtwySWXTGXTzkqMhSIYCtBNItu6MnVBQrGQYvYnQNlEHOeN4VJwKVRD\ne+8wtUU/6/ZYuDJGghK/VILvw5BWcAlVQxuFu2rxsWr8lLiZdHDbYHVZzUJWp04hiyWrhY/L9YPT\npZOkpBK3lSuTaBlj+E6NdMsycx7tJ38QxztOYvSYdJ9aeupULIreHX/WpZ2Fk84QxSSxbah0aYjW\n7DHTwO1KK79WCn5tQye52pSFHq5NQQ38JuIR9CgkNClEq799Wrh0iqKoqf9OBboVE5pkMZGIoH/s\nNLc7+5kGcp0u6bswzdgr/d51jHRm5jnc/cff/4ZskcKQLeWTLVNq4du4cSN+8IMfYOvWrXj33XdR\nX1+fc+cEgAceeACf+MQncNlll+l6369/4ysYHVOoY8EAX6UP933zftVjvv/9h/Duu0chCALuvPML\nWLIk78q6f/+beOKJR2EymbFhw0bcfvunmNpBE9+WRSaOL4xQmqwwJMdjSEeTgAiMvNyZ5K2JAAAg\nAElEQVQF77oGWLz5lYx4gk/hY1mpae+i55eN41PKAliKXyqZ5BoMLPy0Knwf2kBW+EpxE/SY7zMU\nHy1EujiG7xxKakLKyKl7ls4yF5ZnxeFeuXtm92gPhsMjqHFXS7b3vPQnyW+19NQuU8aN6PQbO9F4\n2ZWwefjcdoLhaMH/6h/1tJhGK8WEpHesD+H4xLSII5JYUUpMWgITo5JEO0poHWrTNWEHD6T81L9V\nJ4c7qBaWWofasKyhnrttvARj8aTEEyQ4EUNDjfL7TqMwABl+S3SYAvK+AoV9F0+mEIsnYbcpt6vV\nX5pfKp1C50gXzLzKtg4Zjg3ZkochWzIol2yZUoVvzZo1WLZsGbZu3QpBEHDPPffgN7/5DTweDy65\n5BL87ne/w6lTp/DMM88AAK677jps2bKF+76jY6Owzv4Q93Vy1+t6SXX/oUMH0NPTjccf/wk6Oztw\n//3/iscf/0lu/yOPfBcPPfQD1NXV43Of+ztcfvkmzJ07T3M7tCgM2eNtPrLiO75vIPfupEIJjO8b\nQPXVs3P7Y0l2lzkATAOvrZve9TQSS6B/aBwjE2QX0FL8UukU32DQyC+RTKkWlC9GZ98wkskURsLy\nc0px00PhY7a8nYGsLAMh0QlXnboyJjUhJaAhK7Q8/M4+C188GcfhHrnCBwBvdR3ENUuuzv0O93Rj\nvL1VcgxNemoxmcTAnl2Y9aG/5GrryPiE5P+0KMIkkJPg94+fpk6c1DbUTp1KXwm8Yw+Q8guMq4dB\ntA6puwPmrjkRYEoAJgPn+5lOixJOIyXcFN8fpOPXNtSOdP1FXG0DwM1vpKi/SvXf+4Otqvtzxw21\nY7GwiLldOfDyK8oyPjI+gcZaL/HYRCqBk/4O4r5itA624bxpYOEzZEsehmzJoFyyZcpj+O6++27J\n78WLF+f+P3pU3bf3bMGBA/tx6aVXAADmzJmLYHAc4XAIbncFent74PF40dCQSaCyYcNGHDiwb8oU\nvhk2QtxUNIlUSOqylwolkI4mYXJkXpGkQtIPemh7MSOxBHoG6RLSZNHWPYSRlNwCRsMvTSxKqgXa\n+J3qDyhmqiQhkUyj63QAw0UKLQ03XaBzrbqk3ha+MipExLIMhL4tVxvLZeE73PsOoknyiuibp97C\npkWXw2rOJFUYfGsf832G9u9D8+a/gKAwiaK6RiA/yUqm0hgLRlDlJQfV006oAeDEYCsWT4NV+ELX\n/6ER9TCAExr4tQ62cseF8K7kjwYnJBZ1v0qYgyiKODH4PtV1I4koBsZKlxEpBV5+xWEbamEcoVgY\nPWOlXcoAoGO4E0nfXK62AXrwkyo4/kBIUeHrGD5V0l01ixODrThPrOFqmz5jz5AtWRiyJYNyyZYp\nL7z+QcDw8DB8Pl/ut89XheHhzGrFyMgwfL58Mpqqqvw+LQhNxKjj97Lo6B0mugSKCkvphdu5V5I0\nvpi0yVoK0dE7QnTppOHHmiwkfzFt/IqLxdOgvWcI41Gpwk7DTRdwCM50WpSdTlSIeFYby+jySEq8\nQ9rGZeHjaaNOFr7ugVE8+bu9CEdKx2mkxTReb9+luD8cD+Ngd764+ujxY8ztio+NIjKgXPeIBoMj\nwaLfyrKVdhU3c2wrf5wUb4xUOIaJaH5RKBSJK/ZhKp2iirHJQssEVRl8/AaGpX13elilhFDYj9EI\n/UJil0qBaGpw9l8xv+LfhaC1oACZMaqLFYWz/4rH3sCIMj8t79vp4ADiCtm3aaGHW6EhWzIwZIsU\n5ZAthsI3BVATGqzjjUVhGBmbwEhIv1jGyQQLv5O9foxFx5nup4drgxaw8GstkUlzuoKk/NC6QdKi\nnBY+Wn5lq8Onk8L39IsH8U5bP3Yf6Sx57OGetzEUUvdA+HPra0ikEkhGo4iNKI8Hm82GpqYm2GzK\nmQnDfb2K+0phNBiRZVpVWnCKJWOSGmClEIyFVL0jaLjx9l9nv/zZdvaRY527Az2IJekTWJVyr5sS\nfkV9FRifwFiIbFnWMqEGgO4SkzIafrzypZhfZ9+I4jPTym8wW4BdAZPNTxRFdBD4KeF9DQotAIxP\nqM8HSvLjthAZsiULQ7ZIUQ7ZYih8k4Da2lqJ1c7v96O2tvbMvjqMFExuhoYGc/u0gMUCBgAjYTaF\nL81p4jOZtdVKZOEXnIggkmBLM83LT9DATxRFJn49fvWPsxJ4uQGAYGZ3D02l5O6yJCWpbC6PvC6d\n1Ba+8iRt0cvCl12pjsTUM7bGk3H86fjLJa83FhnDGyf3IBFUXjW12WzYtm0bHn/8cWzbtk3x46d2\njVI4SVh8IW0DMi5lWvsxrpABmJYbb/919Mi5KC04tfm1ZcdLqGTvpebHmRiD1Fd68RsKKseR0/Lj\nkS9pUZRxGQ9HMTImj5USRRFtFAlNCuFXWZSh5sfRf/7RsCzzYUfvMNEbIhgN5gp20yIY5ZQtnGPP\nkC15GLJFinLIFkPhmwSsW3cRXn01ky78xInjqK2thetMrajGxiaEw2H09/chmUxi9+5dWLtWe/Bm\n9wCb4haKs9UCS3O+KVoUBlEU0X1aW/F0AICFvXRA2sSnFWnhNzwWLjlpJiGWZlRmdRjlJgu7wpck\nuJfq7/LI4w46NUlbuBTLMmUwleLMGCnB47W2XRgjuLaQ+P/5/dcQiilPympra7F582YAwObNm5UX\nxziez7GTcnfQkz1+ROPyMar1ow4AcYUyOLTceBckjnXIY0WOdZBdYNspE2JkoSY1qfuOw7siEkvI\nLEQAcJzAOS2mNfNTe/T076amW0pwqm8EUUKtNVKfDodHZC7/pRCKKc8HpqL/SDwmogni919r3wFA\nkFO2cI89Q7bkYMiWopaVQbZ8IBQ+X6UPia6XdPvzVfpU77dixUqcd94SbNt2Bx5++Dv4/Oe/hOef\nfw6vvbYDAHD33V/Gvfd+DZ/97KexadNmzJ7doolPuoRCpDiIhRRSYFOKuC1gFnoLmH80TPzIZaHE\nT7Cw++tPpQWz+7Sysq4qgFn5CQK3w6oWC2YxkpQWvnIlbeH96BFj+JIkfuyJgfiURb3clc9cRyU5\nykg4gB1tr0u2ZcuGiNEURl7uQnK8IA17Ko4dnXsUr+f3+7F9+3YAwPbt2yV1XAthdjhpSUiQSKbw\nTlu/bHsylca7bYTJGsOkLKGQ4ZiWG8/g7R8aJ8ad9A2Ny+JTEqkETgXoXcpKgZYfz7t9tK2fuOBy\npLVXNi77xvo1uZQBgKDSNvr+Y+d36ATZVfnwiR7ZtnaGd1Mtg/OU8Dsu56G0vX1Yu8Kn5vJIxY9j\n7BmypaCdhmyRoRyyZcqzdJYDpWrmTQb+/u//QfJ74cJ8+uNVq9ZIyjRoxej4BFEhSkXHICYiAEQE\n216Aq/limB2V+QMs7Jk2+S1g9ApD3xA58LUkPzM7P9GUkX2sLHn5leQGQODpPwEwcwh3HoWPmMVS\n98Lk5VOIiDF8OpdlmA4xfDR44dhLSBVlvC1VNuTA8DHMNglE95t4PI7HHnsMzzzzDPx+P+LxOOCW\n39fmJWf1K4VjJ08jprC4dOBYNy5YOiv3eyIeQe+YfAKXheJzVthOy43HennwuHKcyMFj3fjLS5bm\nfncFumV9l2uC0iKbyqtFz4/9/Tx4jMwvGkviWMdprFjQlNumtgLPMkZo+bEuRqVSaRxWUIjae4YR\nGJ+QZHtUU4gU+0/l/vT82PpvZCysGNpw6Hgvrr98OcymvE2iXaU+3WS9nzyy05AthmzJNGH6yJYP\nhIXvXMOAQpaniZ7dyM6s0vEQJnqkK+eCid3CkOJ8U8w2e+mDzkApi1VJfmZ2fkmTwJWJ1GRXCawt\nAikLWSlumZtw8GPX1wAAZg38ikF0eSTG8JVJIZqyLJ0c9+FJaKO3S6cCBoKDeLtPWlpHrWxI/rIC\n4k6r4nXj8Tj6+voyHz0F2KvZ0q+/fkh5EnmsY0CSCblPId29mgWzFGi4sY6LeCKFPW93Ku7f/XYn\nEsm8TOkOyK1JPNwAOn6sY3dgOIjjncoxXTsPSvu2Z1Q7v1LfhMnkd+T9XtVC1rsOS/l1B+TK4XTu\nv50qY288HMU7rXkFaCIekZUkAqaAH8d3xZAthmyZbrLFUPjOQpDSMqeTUaSL4vPS8SDShXWwOCxg\nCQufhc/scFAfy8zPxM6PXyFi50fFDeDqv6SZz61TCz/Zvc/xpCYka57+LqvTyKVTAXs798vPoCwb\nMmLjq4PpqNGe+Kp7YBTtBbVMIwNHEBk4Ijnm9QP5JBh9Y+TYFJIFsxg8PSCY2D7TB491IxzJTBZI\n3EITMRw8llcS+sflFgYabtxgrJ/42sF8VjwSv9auIfQW1HLtI1hQSvHTZeQw9J8oinj1LXV+u490\n5CxI0USUWHJpKvgJgnZ+0VhCojCQ+L36Vj4tf/8429jjDmVg9GwyZIshW6ajbDEUvrMQI+PyDF1Q\nKhxeuJ3LQsSp8GlQGEbGw/KNFPx4LHy8Cq2FMoZIFEV5hjWavgOfhXYqFfZiTIkFrIxJTUjxeueS\nBVN+QXJb1IrOlkoxHXKyf4rs1dUwWZUthErYsU/a3sR4DxLjUivJ3qOdCIYzK7N9hEkLjQVT5M2S\nyzBpSadFvLI/P2EmcQOAV/a/j/SZxZLiSeeUcAObwjAejmL/0XxMkBo/IJPy3h+WZtej48dPUGC4\nRlu3X5KYjcQvGkvmlKb+cUIiCSrruuamycHAr1BZBcj8TvUHckoTaUI9JfwY+9+QLYZsmY6yxVD4\nzkKMBdmyNQo8Fj5eC5iD3qVzLEiuc1ISXBY+XoWIjt9ENEFUduhukmSe90+lBVN272lep+5ssPCV\nk18WWSMq6XJpMU20MAB0KabHXeyfIldDo+ZzTvvHFRNiFCKZTGPHGUtDP2EVnsaCyfthZ1mFP3Si\nR+IypoTBkRCOvN+LeDIuq5tIx01z0+RgsKK8su99Kjl66HgPBkeCOE1QiGitz9xgmHT+afcxquNe\n2fc+4okU0YJC1X+aWyaHVitYLJ6UKAxqeHFP5jmQLHxTwY9l7BmyJQNDtshRbtliKHxnIcbDjAqR\nwD7hTE6hBWwsxKbQwsTOj9sCRqkQjSsU7aSBwNF/CTNfjCKPhY+2Th2PBYzv3Kmx8HElbeFwWeXl\nl0WWk5L8UeoDmhTToxXsnyJ3c7Pmc17ae4L62F2HTiIYjikqtKXAPenUOKlLp0W8uPs49fEv7jmO\nQGQMIkNL9VEYtPV9MBzFG0foMjaKYqavAxNsZYx0sTJonHS2dQ3hJKG+GQnBiRj2vN2BkTLy0+pW\ntvtIR84dsBRau/xo7/GXr/8YFCpDtuRhyBaV88sgWwyF7yxEJMpYb04t7VEJxKycCp+7guq4RDKN\nFOvktoz8rBUequMiMfbSETz84tz86PqPBNqkLeWygHEXXp8KCx/P508HC1/vYP6jdqxjQJZ9ziSY\n4HNWFp8GgC7F9JjbBNEqTRqtZHQv3u6ZO79U86XtGQ0R09orIZFM4dWDJxBPsY1d/kmnts/0O219\nVCvwWQwMB3G0gy1lui4Kg8ZJ5+sH24mLLEo4eKwHg2PkbJClUA63spf3KbtGk/DK/lYEo2z1dfVx\nK6Pnl0ymsIPSupfFn998n7l+MG//ae07Q7ZIYcgWZZRDtnwgyjJ8/d4vYWyUbQWFhEpfFe67999K\nHtfW1oqvfvVubNnyMXz0o1sk+/bvfxNPPPEoTCYzNmzYiNtv/xT1/eNJRtfFSVCIaCdlVjcpZ64c\nCVZuAASd+dFyAwBLBR2/eJIjOYUgsoYU8POjVNhJIMfwyZ8DXxZLHuvZ1GTp5LK08Vj4eJ4NMsr5\nr//8dj5wvWEl/rjzXfz1VSslx82rmYuDPYdl5xNTTBdDEOCeNw8TJ/KTXZfJjEqzGWMF70ql2QyX\nKe+fbLJa4WmZo4nPq2+1KerASsr/7ndaARVDos1mQ21tLZHfVCaOEEVR0V1ObWHjrWMnAQUnDDVu\nekDLpCUaT8iyU2ahxE8URRzrImdBBCa37wBocivrHRzDCYXsgEr8xkNR9I8oWwQnnZ+Gj9KBY92K\nmUeV+B3rGEClU1nJmC5jDzBkCwmGbJkesgX4gFj4xkYDcG1q0O2PRnmMRCL4wQ++h7Vr1xP3P/LI\nd3HffQ/iRz/6Mfbt24uODvqim/EEm9LAoxDFFVwes5OyQhRPygB6CxgrNwB8FjDC0gctNwCw0low\ny8SPpPDR8jNZrTArJNugAX3SljIlNTkb6vCVycKXSKbw8z/sR0fvsCR4feehk3hx93HJs1vdvFLp\nMiVTTM/wNKBx9VrZ9s0eX84VudJsxmaPT7Lft2SZpoQtE9E43jx6SrY9VwczGUGw7QWkotJambGU\nsit2qRjFqbQydPaNoKtf+n0qxQ0ABsfJbkkl4y8Fvuy/gLZJ576jXYjGpIuCNPx6h8mFiye77wBt\n/ffagTbZNhp+w0G2/ptKt7JM5tF22fbS/EREkuQwj0nnp8El0JAthmwpxHSTLcAHROErB6xWKx58\n8HuoJtSH6u3tgcfjRUPDDJhMJmzYsBEHDuyjvjZL1q/MiezDJ2kGUgq3LTUpA+gtYMzcAPBMipUs\nmDTcgP+/vTMPk6I69/+3qqur932ZfWAWYEYQWQRZ3MCNmMVfvC4Ycck1N9Gr+HtcomgSoxE1gORe\nd/Embpjg9vh7NMSriYEYo8QFEHEXiQuIMKyyzNpTvz+a7q7qOlV1apnu6eF8nsdHprpPVX37VL3n\nvOe85z30M2C29NlYw2dHn53ZPaBUWTrLN8NHXKNICAuxrE+S7Pl7FvXt2L0fdz3+d7zzSWEEU+7g\nvfDaB1j6p7fQ1Z0NMW9NNSMdTFm61tEt0xAfczj4ov0644KAAM8jwHE4O5ZEXFCOzKQmHmnqOh9s\n3EqsG8N9MHXePcM1iiXsdK77WJ0sgmqPTw19NOsvS9mpfseivn6JPNBmpK+Ua9z6Mv1Y/4l6toBG\nX0+GHBlTCn2066S27dyHr3d8ozpu/O5pGz9jfTaTmpjoUDPbwmyLnMFkW/Jfd+CSDAKCIMDjIWdu\n3LlzB6LRWP7vWCyGHTvoFmkDgNulXW266c8NOo26ZTkOXSL5CTXqlAGAGCav7ylG0NFmeI8G6JXt\n8pCvS6ONc7kg+P1U96Cnz1ibtoUwKtvlsVF3Ebq604I020XetqA8+9SVbobP4e0RaLGg7+2PNmPR\noyvw5dfZ0Vmtkc61H27C7Y+uwJdbd4PneJww6njFeTiNuGH58ZgvivH1Y+ESPZoOHGmgRIxGER3V\nbkrXu58S0p/T7IMpab+3RmsUS5VYQZIkvLuhKP057R6f/WR9NOsvS6Vvf2c3Nm4uSn9Oq0+j/ga6\n7gB6fRs3bUdX0drYgdbnCJT6rL97nKYJG3B9JmaImG1htkXOYLItOTTX8LW1tWmezOVy4d133zV3\nZwxNzPbHBIGcYz83hXzSSSfhL3/5C+6///6ib+g7DPplgU4Ph0C39s3qPXxihDwzVowg6DtEuveo\nM2RiVLbXBWR4Di6N9U5G2mhfPC2Hj+b319JHVXeiviOtr8+mw0d0iCRIkqS4btlCOgdihs/BLKQ2\nJuYPXpdenyRls7C9uEqZiY000hlqnQUA2LHnAO74w8s4/9tHYuyIMfjbJ6/k06jzXgGuoFuxJ5Er\n6AbvLTQ9J7edAIHP/l09/VhsXfUq1b1WTzvGdBa2jz8nrI86uN+lar2FbB9MSaPTAhivUZQ4teU1\ns36WttO565tO7NhTtIcphbbsTZL10ay/lDioei+m9FHOonz65Xb1a06rT6P+DPVp9YFM6KMNK/vk\niw71wQHWp9VkmtJHWX8bLOvjss8nYaZooPWZmeFjtoXZFjmDybbk0Pw13nvvPaxfvx6XXnop7rzz\nTrzxxhtYtWoVFi9ejEsuucTUReTceuutOPvsszF79my88847is9ee+01nHHGGTj77LNxzz33WL7G\nYCeZTGGnbJF1R8c24nS2FgEfeRbHcApZxyGimV7v1JgFM4J3i9Rp/T1uAS6Nh9jwHu3o4zj0eK3l\nMKJ1ZgEg4CPP+tL8/lr6aMpqzc7SYEYfCa09bYqzsVbqPnX0+wxaXHtrqZQME/pef/dzlbOXG+mU\nzyIXj3RmMv145I9vYvO2b/Ctw05WlA9PrsqLcAXd2b8PUhVKY1z92PzfvnQascPGGN4nL3qQPmoq\ntS4gO+t6QCPDseF6Ep1ReEB/jSIprMzM+mDaTufeA+S1QDT7IBp1OvXWX5KeLlP6KJ12rWQfNPr0\n6k+/7shlzOij7XRWrL5S1J/F59OuPtpnk9kWZltIDBbbkkPz2y6XC4Ig4PXXX8dJJ52EUCiEaDSK\nU089FWvXrjV1kRxvvPEGPv/8czzxxBO45ZZbcMsttyg+nz9/Pu666y4sW7YMr776KjZsUC9gHgrU\n1NRi//792LLlK/T19eG11/6BSZOmUJcP+clOg+EUuY5DRDO93mnRaRCj9DNgHMchaFGfpNM1ptHX\n47Pq8NHPgFnVBgCQeGLfnaZsn8Ch321t93XPQDl8RcfLti2DzSyWA52UxvYMn4kZzJffItjc/gy5\n4Ssa6eyXJLy6diNGplrRGGvIHxfCHvBeAZzXhfiJjRDChXfg5FEzwRc1WrXHzzC8z6op0yD46Pb2\nzKG3nY3hoEnGekJrreqjXR9MGzKnpY9qMMmGPi2zS6uPtm3Q6lBTrQWyqE/v1XNan536K6s+ylmG\nA13kTv1APp+29dmsO4DZFmZbyJTStuQwvNPOzk48/vjjmDhxIniex5o1a7Bzp7V9J1atWoUTTzwR\nANDS0oI9e/Zg3759CAaD+PLLLxGJRFBTUwMAOO6447Bq1Sq0traavs6TT/4eb775ev7v7u5udD7/\nGVXZXNiV3g/Jczx++tPLFcf2789OdwcObj+wd+9efPrpBvT29oLjONx//91Ip9PweLxIJBIIBHz4\n4Q9/AABIJBL45z//gcbGYVT3GAqQZ8tIU8gK98JgJMJoer3L4wJgfg9AT9ScwxAJ+rCHsEH5QOvr\n9bkBmN/03Yy+gE8Ez3PoL3IyDLUhO0NLeiqp0t4DyPi94IvDMigQTdaf6roaDl9fJgOPzATZWktn\nyymyu22BeubO8W0nbGDmd9X6ZnHD9/TTT2MvsXw2THfGiGPxyBu/V3xWbFOTgQQOq1GvwQsNb0Zw\n2HDs+/wz4r1wPI+aY441kqIup9M25gZNcmHR27dvh6dR9gWJh9TrBuc2b/+0xtly62clScLZMe0I\nD+qwVY3rGGoDIPWSB6JosKuPNqxMq/6o9PVY06eXWIFen71UCQOrT1sg9fNJ3ekkf49WH+fRzmap\nhd36o3VmmW1htsUs5bAthg7fokWLcPfdd+P3v8823q2trVi4cKGpi+TYvn07Ro8enf87Ho+jo6MD\nwWAQHR0diMfjis++/PJLw3PGYn7VmjafT4RLtlYqHokVF9Nk377sIs2gyY2m+YMPVu660WgEEydO\n1Px+LBZDLFa4L59PRCpFt3XBsLo4Xlv3L+JnuSlkIv36Mzy6ZQH0hTwAzBvdSG01tTYAqK2K4Iuv\nyVtf6N5jxp4+RALAJnUWMSMSjXWm9KViQWzdoe4uG95fv0tzDtOwLABXLARYcPiqmxsQNaGvGNFD\nNjORqB+xcCHZzaYD1hsGW8lPAVP1pypPWJfZ3y+pzun7gn77ACcR3S5qfaceexge+n+vKw/yLnLD\nN7xo+w6Ow7ePH4NUKoRjEhOx/L3nsWO/9hY2Jx1+LKrS5NnxUd/5Flbfcx/xs7opR6GutYH4mR4p\nhBAN+bB7r3pQh2rApcer6pTRJKUxysZm1GH2+enaBrdGSDqNNmQESBkXOFdhoIJGG2A8XGKkLxTy\nU+lra6nGn155X3Wctu5U90VTd4Z3ZawvFg8iTqFvxPCUIiNujsGuL5WOgCck+yqmqT6OXe8fUB2n\n0tfrBaBMie/Euwfo6xPcAtWzyWwLsy2K+xpktiWH4Vv6/vvvY/HixYpjy5YtszTzVozd7HgAsGuX\n2oB897tn4rvfPdP2uUtNRwdpzFyNT7Q4hWzgEBnRH/Sh2OhSXdcXotYGAGGNdW6GGDi0RmQCdJk2\ni+kV/ab0xcN+osNnSMZla0FXfzBgKS3vAc6LXhP6itmzhzxr+vXWPejrLjQCu3abd0Zz2AnLlCTJ\nVP0Vc4AQ/9/d06c657795gdLAPshnT09GWp9hzfX4JjxzXhlbWFfUF7wog+iouHrgwc+odDQcRxw\n9injEfZ68tc6onYsVnzyMvE6HMehNTJK876E+haIkSh69qj3cIpOnGK5vmpTYXWn7ODaCNWgSdGa\nCanHCwSU16VJSmOXrm76+gv5Pcr1KJTaAA6ujB/9rsJ1aLVlZ4msP6T7DvRQ6Qt5CetnaPX1ieAk\nHpIs8QeNPidSp+/Z04kMhb5okBCiTKuP0Okslb7tO/ZTzRSlIoRBdDPvXnFRGn2Gd6VPpp++X8Zs\ni/J4AWZbgNLZFj0HV/Mtff/99/HUU0/h7rvvxtNPP53/b9myZZYTqqTTacX6om3btiGVShE/27p1\nK9LptKXrDHXSMYuzETYdIi5s7boewl6EeqTj1q5j16F1RcKWynlN6kvFre1rJ9msP7eF0EyXx0O9\n5YQWvX3kZCW9vQ6u4bPRKNgdd+ol7L1E0ly2bRlM/DYcx+H7M8fie8cpE6f466ehp6cXX331Ffrg\ngb++kDDF43bhR9+fisljlCHpY2oP07xOS6IJQY/23pycy4XUpKNUx/01tQg2NBJK0DFqeJXqGC94\nwYvKd5IXQ+AFZSczLJIjRfSS0gD2G3Yz6zRGDVe2mbTaACDmVdsxI21A6fSFA15UJ5RtA70+jlh/\nA1132UvTnaSlLqHK4kyrT+r1gOfU7YNh/ZVQ38jh6v4crT5XH7kNMtZnT6C5d4/ZFmZbZOccRLYl\nh6bD5/F4sGPHDuzduxerV6/O//fuu+/immuusXRv06dPx4svvgggmwU0nU7nQ56MaykAACAASURB\nVCfr6+uxb98+bNq0CX19fVi5ciWmT59u6TpDnWQsYLhfHRGbDpHH64fbZKgrAHhlobo01KSsOV7o\ntzfy5Y7Rh/7KEaPmytWlLG5zYFOfGDNXD0DWWbe1WTx0HL6i45W6ho+kL9MvqdZp2tp2wg4mr8tx\nHGZMGoGL/s+UvJ1xeSPg3D5A8CHUOgsub/YZjgS9+L8/OB6HNVerzlMbrkHYSx68aasaZXgfyfET\nCMe0w+RpOPKwBqLt9NdPQ6515sWQwqHNMbmFnD1ULykNYH+Wwcw6jalHNKmO0WgDgPHD21THjLQB\n9vXRZgrkOM6yPrfgQnutOippwOsO9OukfF4R40bVqY7T6KtJRjEsVq86XhJ9lO1DU20cVQm1PaDR\nN65pJESXehZmML17zLYw2yJnMNmWHJrfbmlpwcUXX4w5c+Zg9OjRuPnmm/HZZ5/h1Vdfxd691sJp\nJkyYgNGjR2P27NmYP38+fvnLX+KZZ57JZxi88cYbcdVVV+Hcc8/FqaeeiqYmdQUwABfPoyZp3imS\nbDoMftEPbzJlupzXxJYTAFAVD2luzaCH3Rk+byQKTjC3zsoTi1GtX5BTa9Xhs6nPnxr4uiNB6/CV\na4bPruUdaH1ODARaYUxrDX5yxnTFemh55y7r7B2nOUDDcRxGpkcQPxuZNl4S4Eul4S16Zmm2bNDD\nr9Gp1nJoc7gFHseOHY2AqDMrqdHxtT1KbaJRb6qNq0aqjbQB2UG2I5tHq47n70GnU2+206HChK0n\ndapp9E1oq8fIdLPmeTX12RzsAmCqUz2N0Omk0TdtbBOaksM1zztQz6YZbRzHWdY3fVwzmhLaSe0G\n7N0zUf/MtjDbQmKw2BZAx+HLsXLlSpx11ll46aWXMHLkSKxYsQIvvPCC5fu7+uqr8fjjj2PZsmVo\na2vD6aefns/+NmnSJDzxxBN44okncNFFF1m+xqFAfZWFzIl99pJGhD0h0w6fy+eD4Nc2ZMQyLh41\nVpwiu/p8YdMOjhUHuDoZtuTQcv3k/RdpiVarR4CNsKKvmNI4fHaw5/H19NLOYA7+LJ3FtDYkccYJ\nRwAA3OF6uMPZZ4jnOFz0f6Yoku6QGJFqUR0Le0NIB+meq3BLwWF0B0MqB9AKMyeN1PxMq3GefkQz\n/F4RzYnhpq/ncdPtQWr2nrS+O3MyWZ/eeU6YPBIxfxQxn/l2xW1ykKwYs51q0ki80XmOP7IVw+N0\nWbDlOBF2ZUbf8No4mmrJkRha5wn6REwa3Yim+HDT92bfITLX4Zw8phEB0nopaOtrqU+gsTqGJgvv\nnu1OtcnyzLaoYbaFTKltC0Dh8Hk8HoiiiJdffhmzZs0Cb9fjZjjCsBor4Ycc/G7r67HCXvMOkS9l\nbR2mFX0C7Bm/sDcMn0kHx4pDJLh4Sw57Mmgt5DRHNBg3HX7qhMPXQ1jjBpAcvjLN0tkMtaR3aC1e\np0yRoDmOOnwYGqqj8FUdAV9V1vmbdkQTGqqNn6XWpHrkszXZQt1QBeoKgxSB+gbb4cVAdsR5PGEk\nXgu34MLMyVnHsyVpPuok6LW2ZjePSc0T2uuRitFfMx0PYvyo7O/cQqgvIwSbnTKzo9QnTB5paknD\nhPZ6VCfDCHgCqA6r1wnp4UzIo7lZsG8drb32lcQJR42ERxQwPN4IF2Ednx4Cb7NDbXLg0iu68+8S\nLbOmHwaO4yy9e1G/xWiag5idYWK2RQmzLdqU2rYAFFk6AeCmm27CmjVrMH/+fKxdu1Zzn6/Byk0/\nvwZ7dmunBzdLJBrDL+cbb01x7713YN26t5HJZHDeeRfiuONm5j97883X8cAD94DnXZg6dTouvPBH\npu6hsdr8eizR7ULUF8GBXnVmUxrC3hC8SXOzdVZDAhurY3gV5K0ntKhPJbHZ0tWyhL0hdJZghg/I\n6vt8i7lnsi6RxE5rVQfRJcIjeOBLpdBj4l2olJBOyU7SFsslswz6kE6bDi3HcTh6XDOWvbAmf+zo\n8XSNd9ATRDqYwr66QkKuZhMdG/mAkc/BJF6nTGvD2o/orMXR45vze59qhajqEfaF0YOtpsvlMNvp\ndPE8TpnWhsf+9BbV92dNa89vKzSqagTe+nKNQQklHsGDbuKujHSY7bREgl5MH9eEl1d/SnFu4OQp\nhfVDbemR+Pob+roI+8MArGcPBmAqrAzIzqo31yewcdMOw+8G/Z58mKQoiGhKDMeG7ca/S466eB2A\nD03dnwILAzDTxzVj5ZufYF+ncT9yRGMSrQ3ZNqg+Wge/24cDvfR75aZCaQDbTN9jDrPPJsBsixxm\nW7Qph20x/DVuv/12DBs2DPfddx9cLhc2b96Mm266yfL9lYM9u3fhLH/Qsf9onMc1a97Cp59+iiVL\nHsLixXfijjuUW1vcccftmD9/Ie6773d4441/4l//2qhxJjJViRA8bnNrxxqrYwj7rO83lnX4TM6A\nJaw5RMM1wlp0y1QnEPRYH/EKe0PwmpyRtOoQDbOgr7m6xtK1AOSTZ5iuvxKGdNoKeSzTDJ8kSejT\n2Fi+OHtn+UJW7SNPypKI+InJF7QYFm9EcEwSwTHZd2V4nH4PPY8skZLZ2Wk9qhJhTGhThjjLQ1bz\nxwQXZk4qdMQSgThSQfp3XuAFBDUS11BjoVM9flQ90rJswCRtQLYdOUI2IzEiRT/7CmQ74bzL3tpi\nK/pOmDwSglDovmjpm9DeoHhWR1Vph9yRGGny+yTMzkpzHIdvTWtXHNPSd+JRIyHK+gFtJu+3MWY9\n4y1gbY2VRxRUoYFa+mbJfgee4zHKpFOUDtscJLKw9ILZlizMtuhTDtti+Lam02lceOGFaG7Ojuh+\n5zvfQVubOuMOQ8nYseNw882/BgAEgyF0dXUhk8l2cDdv3oRQKIyqqmrwPI+pU6dj9eo3TJ2f5znT\nTkNTXQIRwqJTWqyEdJp1oHKkYkH4veam85vqEoj6rOnzCB54BI9pB8dqyKrWOg092hrrwVsYcQSA\niC+bWMPMGiiXxwN30GaDAj2Hr9ghsuW12ShrHdKWDIXPHMxCagMnrhv0e8AfbFzMhiPXRwuNvugS\nkQjQb2PiDgbR7PGi2eO1lCFYj5OnKtsxechqjmMmNCPoV2ZXa0vTN9QjUi1wuewly7LSqeZ5DqfI\nOsskbcDBEXhZp8Hn9plaj9KWHmlpFkSO2bBAAAgFvDh6XGGWmaQvOwKvzAY7LNYAj0C/z+soE3Wt\niYX6a21MoaWh0NaS9IUCHkwdq5wtb6sy5xANS9hz+KyukZs+rglBX2EtH0nfyMYUmuuV/Q0zneqQ\nJ4SI3ZBOi/qYbWG2xYhy2Ba2IG+AEAQB/oP7ly1f/iymTp0G18HRip07dyAqG62OxWLYscM4fKMY\ns07D8No4Yn4LyV4OEvVH4BI9ECP057AahsVxnOlZvuG1cUsLgwEg7s/WhxkHjuN5eCxsdQAAsbAf\nIT+9cYgEvYiHA4hYdGhjFvR501WOrJkqSdKWMs3waWkjfdbfr/1dXcq1nUMRudCcSIiwQbQOVaGU\n7N9pU4MWvFvElEAIUwIhCD57+0Gq7isRwhEjazU/d/Ecjp+o7kDTbCmRY1R6pAN7gVlrpseNrEMi\noh2Cn4wGMJag30yns61qpCWHRo7VTHwzJo3IP5Mkxo2sU+3p6uJd1LNELt6FlpT5dUfFWK2/k47S\nf85mHDkCols5A5IMJPNtmRE14Wrba8CsahPdAo47Uj9T74lT1PpHpkeAowxyb6saCU61CbhJLD6b\nzLYw26JHuWwLc/gGmFde+RuWL38WV1xxreZ3rPbnzDpEw2rixMaAc5EfbPnxiDcMgc+OJplx4uys\nARteSz8TkIj4EQp4LevLOcJCIAAXZcfSm0yBsxhywHEchtfR11/ut4gXOew02gDkHWEzM65WZy+L\n6aXMYlmJIY+mHD6LXmm51/DlyPUteJOdjEQgLvu39bBMl9deUiYSx4xXZxHNMb6tHqGAelBmeKKR\nuCcYiWyns3SpxRXFeE53reUxE1qIdUkbFhgQA6iL1tofFLLY6QwHvMQ0+DmOnkCuW9pOZ0uyGaKb\nflBOCyuzDAAwclhKETonRxB4TB6jni3hOI7aaWivGuVAh9p63U85fLhiyxc51Ylwfu2enIDoRyNh\nv0ESbVUjbT+bdmaYmG1htkWLctkW5vANIK+/vgqPPvogFi++M7/BPAAkkyns3FmY0evo2IakBcfI\nTCbLVCyIgE8kzvDxXgGuoDJ80hV0g/cWwgViMkeK1mkQI1G4ROsPtRmHNucQ2dXHcRy1Q2s1XDXH\n8Boz+rLfjfmUdU6jDSjMYHqiMXCUYSCOOXwlWcNXrpBOEw5fuRxah38bs02wfF1t2Gt+/9AcLtHe\ntiQkmusTmvsIanXYBF5Q7SPoqQvAU6cc8a4KpbP2yHan03r5o8Y0wi2om3lRcGHyaHI4X1UorQiN\nJ2kDsp03nuPtOw029B2j0emsTUU0I2BGFYU9aulrzzkMJU7tXyjGKULL5Exsb0DAR34fijvVevVn\nu0Nto+6Dfg8mtpGdt6PHN2veW7FDS9LHc/zBNWPlezaZbVHDbEuWctkW5vANEPv27cO9996BhQv/\nG+GwMgyvpqYW+/fvx5YtX6Gvrw+vvfYPTJo0xfQ1fF4RVXG6NVZNGg5DjvDkqnxPzhV0Z/+WIXek\naB0Bu1n1Gqtj1M9zzvmNaYSzGOqThYLSruPz2dwTzJxDm9OndmiNtMnLcTwPb4pucMGJPc8Abaeo\nx8FtGezOglld52bG4SvXGj7nOPgrm21kZJ2ugGg9LJOzm6KbdE6OUyVYAIBEJICGau3w8OL1F/Kk\nNDnaD3ZM7Y/CWy/v84pob6pWHT+spRpeD/n3LJ4lImkDCo5FOZ2GYTVxxMLqEOMJ7fXa+9Z5gmiQ\nrSvV0perY9uzRDb0jRtFdohIz2yO5sRwuF2FuiXp84t+NMTqHehQ2ys/vl2tg+M4jBulHQ5Z7NCS\n9DUnmrLrqWzMQAKw9fsw26KG2ZYs5bIt9lZ8VgiRaAxPOrwtgxF//eufsXv3bvziF/PyxyZOnITm\n5lYcd9wMXH31PNx4488AADNnnoTGRvMbNwJAY00MW3cap61tPOgQBT0BuF1u9GZ6FZ8LYQ94rwBJ\nkhA/UT06k/AXnBPamS27M2AeUUBVIoyvt39j+N2cPq2QMUN9srAzWofWrr76qijVC89zHOrS2QZC\nfp85jLQVl/Ol0uj8+mvD6zoxw9ffLyHTT3Z0Bs0MGJCdBbNgfEsxw8fZ9BOdczTtn8frNrf+Tw5v\nMisxLWNaavCnV95XHDu8tUb33aRJjpFbz1HOsDIAGNNag3c++Up1TI+29Ej88zPtRGIcOIxIZWcp\n7HY67YQFchyHw1tr8fc1yjTqhxvoG1U1El/u1k6dnwwkCjaT4wHYsE026i8U8KCpLo5/bd6ZP+b1\nuNFSrz1o53a50ZpsxgdbP9L8zshUK3iOd6BDba98a0MKHlFAd09f/lhzXQIBn3ZkUE24GiFPCHu7\ntfs9uZmWcj6bALMtJJhtKZ9tOSQcPpo985zmtNNOx2mnna75+bhxE7BkyUO2r9NYHcOb731h+L3c\nJskcxyEZiGOLxn4hWgbEikNkdwYMABqro4YOH89zqEtlZ1G1ZjBzOKvPnkMkugVUJ0PYvHmf7vdq\nUmG4hexaQZLDl0NLm8ALCHkKM8HUDvsA7sEHqNf22UvaMhizdA6dbRmcwiNYD8vkhYFprqoSIcTC\nPuz6prC/V3uz/ia6YW8Y6WAK2/Z1ED8XeAGNue0nyhQSmOMwgpa24fr6mhLDwHGc5mBBfbQOvpzz\nXsawMiBbV/JOWSISUCVUKKY12YKXPlqp+XmuwwlkO42SxXxLgAP6mqoVDl/b8LTm2rccrakWXYev\nNdehth3yaK+84OIxalha4TQYvXscx2FEqhlrNq3T/M6IZEvuy7buz255ZlvUMNtSPtvCQjorHL3Q\ngBw8z6E2WYglN5MWvVCm4GiIkQhVeJXdGTAg69AaUZsMQzjoEAkuwdLWDHHFGkU6R7VU+hpk35HP\ntNKSCMQVhoHGUfXEYuDd9tdM6c+AKR2gSgx5NOfQlknfIPpdaRMSkLAdvqR1Xo5DY7XyvWqgeC9b\nktpJC5oSw/NJruyPUtsrH/B5kIgUQmmTsYDm+q8cXrdXEZpUTKssw5zdTr+dGTBAbUNp1rY3xOoU\nYY/FKOrWrj6b9ddYpIemzWhJNul+3prTZ3MGy4l3UlV/Nt89v+hH1cH998rt0DLboobZlvLZFubw\nVTg1ybDhIEh1IpR3iADrTkMOjufho1gH5k3ad4hqU8bOWy7cMYdZhzbiDSteUG8yZTiy5PL54Q5o\npyWmhUqf7Dt+0Q+vib1egGwIgRwaR9UJZxYwcvj6FH+XbVsGwLJTpKdPtUaxf4jM8NlwIK3uIwnA\nfop1HeQDZ8lYAD6NNShyWnU61YrPyph4IIe8k9lQRZfsS6/TqfiszE6D3ysqOp00+0QKvIAmnT3B\nmmX1Zzesz275hiI9xX+TqAqlNdfLxv0xxZpuW9hdIwf1oDVN/ek/m015O2O/7ux3kZltUcNsS+7+\nSmtbmMNX4YhuAcloENDqDPEulVOhFxZIvIZLREBUOjdGzhznEuCJWt/zL0c+y5WevrQ9fcUOIi8I\n8Bis03QiXBU46MzpaAOg0MdxnGmHNl70e/goQjXNbkCvhZkZvnKGPFp1YUwlbbEYqz9YtmXIY6OT\nIFn4pdsu+gkaZn17QLZlyFGVKITpVCfoMok26XTKFI26jpOb21ReFwc6nfLkXtUJukRfzQmyPp7j\nMSzWkP9br1NFo89upwdQ1l8VrT6N+qsOVymdJZ3nnUqfzVF8v1dU7NlaRfF88hyvWX+K4wb3ZqTP\nCYdBXl+RoFcz4YecmD+quadwS4LeITKsP4efTWZbsjDbcpAS25ZDYg3fUKc2FUHHrn3gxSD6ewrr\nwXgxBF7woiapNDJmHYZkMKEy7EYOgTeZdGR0zCu6EY/4sXMPqPUVz2gZkQyqv+9NpdC9ayfh24XP\nnaA6GQYveDW1AVCE4wJZh3bzHuVCaT2Kfw/BH4Dg96PvwAHNMqVx+JwMebSd2cRSsZLosyvNXnEZ\n9htPK0RHtSE6qm1ArxEL+WX/pkssExD9SATi2LFfaSd4jkdtuLCwX69TPCVg3IFwolMtzzYXpdTX\nECOHXdWEqyDK12La1Gc7rAlALOwn/lsPrf3cGmUdTkC/00mnz4n682PvgW64eB5BP11YdEOsHuu3\nvEc8Xrg1/Xsz0mc75A5AKOAFx2VNMG3dAUBDtB67DuxWHx9k+phtUcNsS5ZS2xY2wzcEyG3O6q+f\nhlynjBdD8NdPBaAelTA/A6b+fnFCj+LRCKccBqAwgqSlr3gRrWl9hBBX+f2TRlqc0hfwiQj4RE1t\n4YBHNeJp2qEl1l9p9JVsn7oyLVPT2lQeIOgrV0in0zN8g2hNoFNY6bQA2QQDxdSEqyHI97osY2r4\nHFELnRaf20ccHKwr0lzOvc5yWOlU10bIqf/ri46Xe50UUHg+BRd9Zk3Ss5k9XtBnewbEAW08x4E/\neB7augPI+lycC9UhWdIQ22vAyuMQAcy2AMy2GGG2PHP4hgA5h8/ljYBz+wDBh1DrLLi8kYOfKx2i\niC8Ml4n1MCQHo9ghmBIIKUYknMjwmCOlo8/jFhAOKNe0mXX4yA5R4f6LtQGAN+GcQ5uOh6jrDrAf\nsgoo64+kjybskwb9LJYObrxul1LM8JUrpNMxb/jgeRxoRAcb8kEVvZTwxZA6ZcUJCQZDpyXgLYya\nGyVVkENKrqDSV8a9wHLINXlEusAln9uLVEBt5+qLZx/KnAkRAPwH9Zk5VV1EnT7exblQHZY5RINg\nDRhQsHFm3j3Ss1kTUTpEg2ENH7MtZJhtQcltC3P4hgDJaFDxt/wl5jggXjTqwnO8qcQtRIchoT/L\n5E046PDp6EvGAiqjZTYpDVFfXP/+jfSbIRUrrI8s1pKMqhPDmAnJdXEuRHzqdQO6989xEGPmE/uQ\n6Ont0/ls8Gy8btUpKk7MIqd49q9sWUidvuwQnOHjZe+d30u/wXsdYSS3Nlp0zG6n04GwJLkmmqQR\nOUj6VMfKnDodAHwyfWbOVxdVOkU8x6MqpFyfPhg61YKFjqvX7VUN1laHq/IZHh25N4cz57oF+vPV\nEhxa1bFBMMPHbAsZZltKb1tK6vD19vbiqquuwjnnnIM5c+bgyy+/VH3n+eefxxlnnIGzzjoL//Vf\n/1XK26tY9KbRI0Efcc8eM7NEpO+6Q2HdrRmcdIjkIRHFFDuzACAKomLfOSOIIasGDquTDq1e/cUj\naoePNCOpWd4fI2ZG9OjcvycWA+9yJiNit07Io3yzXaC8IZ1WfZieHm2HtrvXQX02sJIoZaDgyrQO\n0Aw0SSNypIPq96j4mO1OlQOJB+SazOhLhdT6itc8D4awQK9Ir0lOKqiM1EgE4gqHCLA5y+CUQ2Sx\n45oqehZVz+sgcGaz5yn+hzFet1fVzqeL6nMwzPDJYbalALMtpbctJXX4li9fjnA4jGXLluHiiy/G\n4sWLFZ93dnZi0aJFePjhh/HEE0/gtddew4YNG0p5ixVJKOCBoLERq5YzYcrhI8yYcRyn69R54k46\nfNoOkdZntE5R0BNULhI+iCeunaXT5fVC8NMvLjeC5LTmIDm7QU9Qd58XOYkg+Xfw6tSPk3VXOofI\n9r4MlkqZcmgtruHjyiNtQBhMzqcWboF+sCPoCar2FiyeVRkMnU65JtGEvuKwpLA3BE/xtjCDwGkw\nMzMkp7iuih0kALY6jU7MoBSd0NTXk0V6iv8eDOsTFecz+f3i+lI5DIPg2ZTDbEsBZltQcttSUodv\n1apVOOmkkwAA06ZNw5o1axSf+3w+PPfccwgGg+A4DtFoFLt3q7MwMZTwHIdwgJy+NRokH49Thj0K\nvICQN0j8THOWi+MMtzUwQySoPcMX0dJH6fBphX/ybhHuMHmPPCdn9wAjferPOI5TbBSvh1Y9683w\nOamv2KmT098voS9TcILKu4bPWjE9faqQVYtr+GzjWAjm4J+dcwIznTKO4xQNuegSEfQU2csyb/4M\nQDEgSIr40CLmjyoiBEidlsHgNJipMznFDgJpvbqdTqMTaeEVmHyXU0V61A5R+dcnyjFrqYr1qNZN\nDYI1YHKYbSnAbEvpbUtJt2XYvn074vFsB5Tns9mmenp6IIqFUYxQKDtF/9FHH2Hz5s044ogjdM8Z\ni/kVm4ofqsQifuz8Rp1mP5UMIZVShzc2ddYC7xqfNxVOoCpNdny21lZh1/vqk/gScaSr7e/BlyMp\nSXDxHDL96uagtjpK1NeQqsJqdcSwunw8TSwPAMGqFHZ9s0d1PFxTpVnGCp192k7DsPo48Vo1sTS2\n7t1meO7GdDWxvJQM4m23G/29varP4vU1jukT3PrvZijsRfDgHlOix4Y5sunTJBNBCD5n93nrzWQU\nvyPvdOePEpeLd/R59Qc8ls8XifgcvZeBIJUMmrrHunhVfpuU6kgK6bRyzew3IXvPVdjh38zsuZKh\nOLZ9sx1AVmtx+S9NrEsiEU8EEbSpr0tmQ83oC0SUGyQPq6pVlTeyYXpwvDPvns+X/Y15njN1vpbe\neuCdwt+tdQ2K8n3d9Ek2SIget7O2xS+aOt+wdC3e+Dz7b47jMGJYAwRZQjp+p3pJhLn7sW7rSDDb\nooTZltLalgFz+J566ik89dRTimPr1q1T/K2VxOCzzz7D1VdfjcWLF8Pt1q/wXbu09xI7lPBpZA8S\nOB4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4AAAAAMCkKPgAAAAAwKQo+AAAAADApCj4AAAAAMCkKPgAAAAAwKTiBjqBy+Xx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\ny5tYSEgIJSUlzdZVVlbWN0N33XWXS01VVRWffPK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"text/plain": [ - "<matplotlib.figure.Figure at 0x2aca72369470>" + "<matplotlib.figure.Figure at 0x2b568845e7b8>" ] }, "metadata": {}, @@ -283,9 +250,9 @@ }, { "data": { - "image/png": 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OvPkajmz+KLA98bobkX7scTp7TX2ptbUVycnJvT+wj9rFUzR9ZH39j/XFpm28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\n3b09ie5OQnDFsXaS40LlG3qz8ZxvcDDmvQq8z7JDHkPCOF0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+PmX1BH0K6xPZuux4fv12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\niCLx5C22999/X3j22WcFQRCEDz/8UPj+++892kVCbILgPb6ZM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4AAAAAMCkKPgAAAAAwKQo+AAAAADApCj4AAAAAMCkKPgAAAAAwKTiBjqBy+Xx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\nUWr4RERERERELOr/AWxkCl2RyQR7AAAAAElFTkSuQmCC\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x2aca73673550>" + "<matplotlib.figure.Figure at 0x2b56891adb38>" ] }, "metadata": {}, @@ -301,50 +268,42 @@ "types = [\"mean\", \"median\", \"min\", \"max\", \"std\"]\n", "colors = [\"red\", \"green\", \"orange\", \"blue\"]\n", "skip = [False, False, False, False, False]\n", + "# loop over constat type\n", "for const, modules in ret_constants.items():\n", - " \n", " fig = plt.figure(figsize=(15,7))\n", " tt = 0\n", + " print (const)\n", + "\n", + " # loop over type of stat parameter\n", " for typ in range(len(types)):\n", " if skip[typ]:\n", " continue\n", " ax = plt.subplot2grid((np.count_nonzero(~np.array(skip)), 1), (tt, 0))\n", " \n", - " \n", + " # loop over modules\n", " for mod, data in modules.items():\n", " ctimes, cd = list(zip(*data))\n", " pmm, glob, _ = list(zip(*cd))\n", " pma = np.array(pmm)\n", " ga = np.array(glob)\n", - " \n", " d = pma[:,typ,:,:]\n", "\n", " if np.allclose(d, 0):\n", " continue\n", - " x = []\n", - " y = []\n", - " hue = []\n", - " for g in range(3):\n", - " dd = (pma[:,typ,:,g]-pma[0,typ,:,g])/pma[0,typ,:,g]\n", - " dd[~np.isfinite(dd)] = 0\n", - " x.append(np.repeat(np.array(ctimes)[:,None], dd.shape[1], axis=1).flatten())\n", - " y.append(dd.flatten())\n", - " hue.append(np.ones(dd.shape).flatten()*g)\n", - " x = np.concatenate(x)\n", - " y = np.concatenate(y)\n", - " hue = np.concatenate(hue)\n", + " dd = pma[:,typ,:,:]#-pma[0,typ,:,:])/pma[0,typ,:,:]\n", + " y = dd.flatten()\n", + " x = np.repeat(np.array(ctimes)[:,None],\n", + " dd[0,:,:].size, axis=1).flatten()\n", + " hue = np.repeat(np.array(['gain 0', 'gain 1', 'gain 2'])[:,None],\n", + " dd[:,:,0].size, axis=1).swapaxes(0,1).flatten()\n", " seaborn.violinplot(x, y, hue, scale=\"width\", dodge=False, saturation=0.7)\n", - " #for i in range(max_cells):\n", - " # ax.scatter(ctimes, (pma[:,typ,i,g]-pma[0,typ,i,g])/pma[0,typ,i,g], marker='.', color=colors[g], alpha=0.5)\n", - " #ax.plot(ctimes, (ga[:,typ,g]-ga[0,typ,g])/ga[0,typ,g], color=colors[g], alpha=0.5)\n", - " \n", - " ax.set_ylim(-0.25, .25)\n", + "\n", + " #ax.set_ylim(-0.25, .25)\n", " \n", " if typ != len(types)-1:\n", " ax.axes.get_xaxis().set_visible(False)\n", " else:\n", " def format_date(x, pos=None):\n", - " \n", " return ctimes[x].strftime('%d-%m')\n", " ax.xaxis.set_major_formatter(ticker.FuncFormatter(format_date))\n", " ax.set_xlabel(\"Date\")\n", @@ -354,9 +313,50 @@ " plt.subplots_adjust(wspace=0.2, hspace=0.2)\n", " \n", " if out_folder != \"\":\n", - " fig.savefig(\"{}/{}_time_development.pdf\".format(out_folder, const), bbox_inches='tight')" + " fig.savefig(\"{}/{}_time_development.pdf\".format(out_folder, const), \n", + " bbox_inches='tight')\n", + " \n", + "\n", + " fig = plt.figure(figsize=(15,7))\n", + " ax = plt.subplot2grid((1, 1), (0, 0))\n", + " \n", + " # loop over modules\n", + " for mod, data in modules.items():\n", + " ctimes, cd = list(zip(*data))\n", + " _, _, px = list(zip(*cd))\n", + " px = np.array(px)\n", + " print (px.shape)\n", + " y = px[:,:,5,0,:].flatten()\n", + " x = np.repeat(np.array(ctimes)[:,None],\n", + " px[0,:,5,0,:].size, axis=1).flatten()\n", + " hue = np.repeat(np.array(['px','py'])[:,None], px[:,:,5,0,0].size, \n", + " axis=1).swapaxes(0,1).flatten()\n", + "\n", + " seaborn.violinplot(x, y, hue, palette=\"muted\", split=True)\n", + "\n", + " def format_date(x, pos=None):\n", + " return ctimes[x].strftime('%d-%m')\n", + " ax.xaxis.set_major_formatter(ticker.FuncFormatter(format_date))\n", + " ax.set_xlabel(\"Date\")\n", + " ax.set_ylabel(\"Median over pixels\")\n", + " \n", + " plt.subplots_adjust(wspace=0.2, hspace=0.2)\n", + " \n", + " if out_folder != \"\":\n", + " fig.savefig(\"{}/{}_pxtime_development.pdf\".format(out_folder, const),\n", + " bbox_inches='tight')\n", + " " ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, -- GitLab