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@fhoffa
Created September 10, 2013 03:06
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{
"metadata": {
"name": "io sensors correlation plots"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import bq\nimport datetime\nimport pandas as pd\nclient = bq.Client.Get()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "import matplotlib.pylab as pylab\npylab.rcParams['figure.figsize'] = 16, 12 # that's default image size for this interactive session",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "base_query = '''select t, a_data, b_data\nfrom(\nSELECT a.time t, a.data a_data, sum(a_data) over() a_sum, b.data b_data, sum(b_data) over() b_sum, count(a_data) over() c\nFROM (\n SELECT TIME(USEC_TO_TIMESTAMP(INTEGER(Timestamp / 60000000) * 60000000 - 8*60*60000000)) time, AVG(DATA) data, room\n FROM [io_sensor_data.moscone_io13]\n WHERE DATE(USEC_TO_TIMESTAMP(Timestamp- 8*60*60000000)) = '2013-05-16'\n and sensortype='%s'\n and room = '%s'\n and INTEGER(Timestamp / 60000000) %% 9 = 0\n GROUP each BY time, room) a\nJOIN EACH (\n SELECT TIME(USEC_TO_TIMESTAMP(INTEGER(Timestamp / 60000000) * 60000000 - 8*60*60000000)) time, AVG(data) data, room\n FROM [io_sensor_data.moscone_io13]\n WHERE DATE(USEC_TO_TIMESTAMP(Timestamp- 8*60*60000000)) = '2013-05-16'\n and sensortype='%s'\n AND room = '%s'\n GROUP each BY time, room) b\nON a.time=b.time\n)\norder by t;'''",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'sf desk 1st floor'\nr2 = r1\ns1 = 'temperature'\ns2 = 'humidity'\n\nquery = base_query % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], s1, s2]).plot(title='2nd day in %s' % r1)\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r7c4de163daa9e355_0000014105ba362c_2 ... (0s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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BAQGYOHEirl69qvfe9957D71790ZcXBwA4KmnnkJkZCT8/PwwdOhQ/PjjjwCAvXv3YuXK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V6HYC1TfImISH7GFF+AjZKIZGN3B/Xs2bMIDg5GbGwsampqcNVVV+Fvf/sbfvzxRyQkJODpp5/G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\n8AQ2qAAAAAAAT2CDCgAAAADwhP8Dzl1RLDOWFdUAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x3bd4590>"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'maps'\nr2 = r1\ns1 = 'temperature'\ns2 = 'mic'\n\nquery = base_query % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], s1, s2]).plot(title='2nd day in %s' % r1)\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r499aacdc6d2849ff_0000014105bbb02b_3 ... (0s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r499aacdc6d2849ff_0000014105bbb02b_3 ... (1s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r499aacdc6d2849ff_0000014105bbb02b_3 ... (2s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r499aacdc6d2849ff_0000014105bbb02b_3 ... (4s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r499aacdc6d2849ff_0000014105bbb02b_3 ... (4s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZUn3vnuXGRUT2j0t8iYhIz6VLskemv7+1R6KeR49k643AwORnPGfOlMenT0/5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UnK1377Ndz4yhtNXXczmjOoyc6bQQVq23yNHDEDnJxBLTSeQZXnT2Wv3/J6PHD4gcr8cCPNjpkB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\nvCsAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x3bb3350>"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'Room 12'\nr2 = r1\ns1 = 'temperature'\ns2 = 'light'\n\nquery = base_query % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], s1, s2]).plot(title='2nd day in %s' % r1)\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r3a0b631f75e4a0f4_0000014105bc1898_4 ... (0s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r3a0b631f75e4a0f4_0000014105bc1898_4 ... (1s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r3a0b631f75e4a0f4_0000014105bc1898_4 ... (2s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r3a0b631f75e4a0f4_0000014105bc1898_4 ... (4s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r3a0b631f75e4a0f4_0000014105bc1898_4 ... (4s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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WCF+jVqJSCwDIHczUAgCQJX79a+m556Tf/Eb63Oekm24yfwMAEATM1AIAgLho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\nmKnt1u3Ir7tZYChTqx87jvSXv0iFhRU67riO+cz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1Kucc2zsgW+vUAslTeNzvidrpAaRZ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CAAAg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\npPX/ARj2fzT4cVfoAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x3bf0190>"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'accesability' # sic\nr2 = r1\ns1 = 'temperature'\ns2 = 'humidity'\n\nquery = base_query % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], s1, s2]).plot(title='2nd day in %s' % 'accessibility')\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r7e13c6169f187df1_0000014105d3e76e_49 ... (0s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ff/9df/zxh0JDQzVjxgxJUmhoqMaMGaPFixfr8uXLql+/vrp165bk2NDQUO3YsUMHDx6U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\n",
"text": "<matplotlib.figure.Figure at 0x3bcee90>"
}
],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'android east'\nr2 = r1\ns1 = 'temperature'\ns2 = 'humidity'\n\nquery = base_query % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], s1, s2]).plot(title='2nd day in %s' % r1)\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r10a65fd08f6aab97_0000014105bd6ef4_6 ... (0s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r10a65fd08f6aab97_0000014105bd6ef4_6 ... (1s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r10a65fd08f6aab97_0000014105bd6ef4_6 ... (2s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r10a65fd08f6aab97_0000014105bd6ef4_6 ... (4s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r10a65fd08f6aab97_0000014105bd6ef4_6 ... (4s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Ym7DGD6kRO7MRP7MRP3MRO7MRPziR1MKV34Wiwor2YwAAAKCwkdTCld+FosI6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\nIiIiIsf6f4JERYYuFvzgAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x3bd4650>"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "base_query_day = '''select t, a_data, b_data\nfrom(\nSELECT a.time t, a.data a_data, sum(a_data) over() a_sum, b.data b_data, sum(b_data) over() b_sum, count(a_data) over() c\nFROM (\n SELECT TIME(USEC_TO_TIMESTAMP(INTEGER(Timestamp / 60000000) * 60000000 - 8*60*60000000)) time, AVG(DATA) data, room\n FROM [io_sensor_data.moscone_io13]\n WHERE DATE(USEC_TO_TIMESTAMP(Timestamp- 8*60*60000000)) = '2013-05-15'\n and sensortype='%s'\n and room = '%s'\n and INTEGER(Timestamp / 60000000) %% 9 = 0\n GROUP each BY time, room) a\nJOIN EACH (\n SELECT TIME(USEC_TO_TIMESTAMP(INTEGER(Timestamp / 60000000) * 60000000 - 8*60*60000000)) time, AVG(data) data, room\n FROM [io_sensor_data.moscone_io13]\n WHERE DATE(USEC_TO_TIMESTAMP(Timestamp- 8*60*60000000)) = '2013-05-16'\n and sensortype='%s'\n AND room = '%s'\n GROUP each BY time, room) b\nON a.time=b.time\n)\norder by t;'''\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 72
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'chrome east'\nr2 = r1\ns1 = 'temperature'\ns2 = s1\n\nquery = base_query_day % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], 'Day 1', 'Day 2']).plot(title='%s in %s' % (s1, r1))\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r37888156df02cbf1_0000014105d20ddf_47 ... (0s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r37888156df02cbf1_0000014105d20ddf_47 ... (1s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r37888156df02cbf1_0000014105d20ddf_47 ... (2s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r37888156df02cbf1_0000014105d20ddf_47 ... (4s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r37888156df02cbf1_0000014105d20ddf_47 ... (4s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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WrVqFrVu34tFHH8XOnTudx0iS5PG9t99+O4qLiwEAWVlZqKiocH4RKuV8PuZj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ut7Vb+hHF8YR0VJRcbJYIdPO07ZEHlIEhEREanT+vsEsPcE383UlvmuxlZxbvwcDrYeTPt8nw/Y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\n9Wc3OmpO/6nX+PF2QeVb4FmW9J3vSPffb2/m0xLx8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JEkjRs3TlFRUSosLAxp0AhdsAy8\n5s6d63fDAfJzXqA/f6F8/+TnrEDf/+DBg/Xvf/9b7733nm6++eaQfpJYX1paWt0PBb/+9a/r3Xff\nbe2hI4gXX3xRK1eu1Msvv9zs95Kds871+yc/57z77ruaPXu2JOmGG24gO5erqqrS9ddfr3nz5mnW\nrFmtck8yjIymsgtUM0j2UnzJbhubPXt2g4yqq6v1yiuv6KabbgppHE0WqGPHjlVubq7279+vyspK\n/fWvf9V1112nmTNnavHixZKkxYsX+/1F+HvvzJkzJUmzZs3S+vXrJUk5OTmqrKxUSkpKSING6AJl\nkJubW3fNihUr/O6oRX7OC/TnL5Tvn/ycFej7P3bsmCSptrZWDz30kBYsWNCs+x45cqTuv1955ZVG\nOx0ifFavXq3HH39cK1asUIcOHZr9frJz1rl+/+TnnEGDBun111+XJK1fvz6kXsb6yC5yLMvS/Pnz\nNWzYMN1+++0Br2kuMgy/QNmFUjOUlZXVnUpw+vRprVmzpkFGr732moYOHarevXuHPJgmrVy50srK\nyrIGDhxoPfzww5ZlWVZhYaE1ZcoUKzMz05o2bZp14sQJy7Is69ChQ9Y111wT9L2WZVmVlZXWvHnz\nrBEjRljnn3++tWHDhlCGghbwl8H1119vjRgxwho9erQ1Z84cKz8/37Is8nMjfxkE+v7Jz138ff9P\nP/20lZWVZWVlZVn33ntv3bW+2d18881Wr169rLi4OCs9Pd164YUXLMuyrFtuucUaOXKkNWrUKOu6\n666zjh49GtlfVDvh/f5jY2Ot9PR06/nnn7cGDRpk9evXzxozZow1ZswYa8GCBZZlkZ0b+csv0PdP\nfu7im90LL7xgbdmyxRo/frw1evRo68ILL7Q++OADy7LIzo02bdpkeTwea/To0XX/W7ly5UrrlVde\nsdLT060OHTpYPXr0sK666irLssjQTQJlF0rNsGfPHmv06NHW6NGjreHDhzf4O6dlWdZtt91m/eY3\nvwl5LB7LYkssAAAAAIDzmlziCwAAAABAJFCgAgAAAABcgQIVAAAAAOAKFKgAAAAAAFegQAUAAAAA\nuAIFKgAAAADAFShQAQAAAACu8P8B9vnGvnlaX80AAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x3eaf090>"
}
],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'sf desk 1st floor'\nr2 = r1\ns1 = 'temperature'\ns2 = s1\n\nquery = base_query_day % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], 'Day 1', 'Day 2']).plot(title='%s in %s' % (s1, r1))\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r20537b2308dcf9ff_0000014105d17c54_46 ... (0s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZuP/MRXZmIz9zkZ13uTq8V7J7JKtWlXbscP38ZZXf3r3S/v12Ed2lCwWqPwvx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\nvnTk9BG1mdZG93e8Xy/+8KJ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qVcvXLfBfzEH9n07vdFJCSoJe6fmKbmt1m6+bA3hFrX/V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\n6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TULOHq0r/xXi+nTxd9VV5f25xrNjD2ovb2izN5q2BVHmzFjgCNHfNsQ+geoQPBe1XBL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\nbM2D8wZozIxttFpmj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mafscBYBhVgNwevuy6f7L0+DF13EtaQQCUID3HrrSxDNjjo+GvP\nnGF2qSVLLB93tYIa7B+M3Wd3Y9Fziyz+LNuxzG7uyxEmQwYVYB1Op0wZn/cuaS7xqhEz1mzI2YBd\npbssmtJwONsgCWAdS5VK1sGTE6icvZfjiiuc7+S7ezf7w8HlHf0UfggJCHE6h3q+/TwePvCwpG27\n+gZQ2HkD9qZYnqcLn1uIq9KuQnbqFFTJd7ry6O9nltRp0xx7nb+fPxLDE3nzaQHpGVSFQmHT5qtr\n043aewHWrXhB8gJeFbWltwVt/W3Iih2bdeJKBfWZ4mfwfuX7Tr0WcE+jJG8SqFwnXyn2XpPJhPv2\n3If2/vbRx4RsvrwKakDI6HMPPcTm3BMEMTEggUrwoCyAe0hJYRa5jz92/LVC9l7A9QzqXdl3Yd89\n+/Ds2mct/ixIXoC/f/13xw9UhMlg8QWA//yH5Y1dwdnzr7S5FLMTvLOCCgA5CTmICo4SFHPONkji\n4Gy+nMXXWqC60iipqAg4dGjs50p9JabFjCk18xyqI2v39JGn8ddDf0VTT5PdbV/89FP4R7Rgx22W\n5+nO23bipVtfglYr/6xXc8rLmU3amXNYzOYr1eILAJkxmdC1C/8FzRskceSp83jzUIvri7EoZdFo\npRVwPoPab+jHYwcfw+NFj0vaXgh3NEriuvh6A5zFV0oH36KaIrx46kWcahrz4dsTqFwGlUOpLMKX\nnutXRsgMXXcS1pBAJQgP4qzNd/du1n3amuBg1+agBvkHYVHKIt6fny37GV4+/TK6B7vt70QCk8Hi\nC7CLw/ES4qXNpV5dQQVYFfXfJ/+Ni50XLf5U6CuctvgCYzZfrkkSlz/lyM4G6uuB9nbxfYjR0mJ5\noVzZxvKnHM7kUPsMfXjx1IvIU+fhg6oP7G7/ZslezFLcLniuhgeGIzMTbq2gOpM/5RBrlCS1ggrY\nzqFyI2bMEerkW3zJMn8KsIp7z1CPqH1YjNfLXseilEXQ9+lFGzLZwx2NkrypgsoJVCkdfAuKCxAR\nFGFxs0BSBdU/xOL5hAQ5jpwgCG+ABCrBg7IA7uO224C33+Y3f7DFhQvs4tra3guwLJMrGVQxUiNS\nsXLqSrxc8rLL+wImj8VXDpxZv35DPy50XrCwL3oj98y5B4frDmP5juUWf14peQWLkhc5vV+uk69a\npcZ5/SWL/CnALMALFwLFwr1zbGItULkOvhzmOVSpa/dqyatYqlmKzYs2Y++5vTa3NZlMONq9F2sy\n14puo9W6X6A6mj/l0ERocLGTXyp0qIIa7XgF9cilIxZdo4/UW3bwBZh9eHrsdFS0VgCQfu4VHi3E\n9/K+h82LNqOguEDSa6yZ6BZf8wqqLYFa11WHT85/gh8u/qFkgWoymTAwPGBh8aXrFt+G1o+whgQq\nQXgQjQbIygIOHpT+mr17gRtuYBfZ1riaQbXF1tytKCguEB0N4giTxeI7XpS3lkMbo0Wg0rvL1FMi\np+DM1jO4+KOLvD93ZN9hfwcimFt8m/sasCKf/zvrrM23uVmggmomUB3NoZpMJhQUF2BL7hasmbYG\nH1V/hMFh8WB6WUsZBgeBm5eIlzAzM5nFV4ZTVZDSUhcqqBEeqKDGWFZQNREamGBCXVcdAPZvLlRB\nBRzPoR6tP4qmnias0a7Bt+Z/C2+Xv43WvlbJrx89RjdYfL2ti++ZM+yz31bjuO3Ht2PD7A3IS8mz\nWAeVyvK8MxjYjdopU4CB4QEEKgMt7NoEQUws6OwmeFAWwL04avN9911grUjxxNUMqi1Wpq/EsHEY\nn1/83OV9kUCVjjPr5+0NktwNZ/ENCQiBYjgUC5fzO7g628mXZ/HVV/Iq1VwOVcraHa47jO6hblyX\neR0SwhIwK34WPrvwmej2u0v3wlS+FnPmKES3iYxkboom+3FWp3DF4jslcgovgzpiHEGvoReqIGmt\nXcWaJA0OD6K+ux5pkWkWjysUCgub78XOi/BT+CE1IpW3D/NOvlLWr6C4AJsXbYbST4m40DjcMuMW\n7DixQ9Lfw5zJYPEtKmLVU4XIr+7QyBC2H9uOLYu28G4UWFdQL15krojAQMsOvhx03eLb0PoR1pBA\nJQgPc/vtwJ49bD6cPXp6gC+/BFavFn7enRVUhUKBLYu2oLC40OV9TZYM6njh7Q2S3A1n8TUagZEO\nNTLmXeJtw3XydaTKaDQCra1jF8rt/e0YGhlCQphl2M2RHGrh0UJsXrR5tPqzNmst9laK23z/e3ov\nMkfW2j1/3NUoqbcXaGhgVVpnEMqgdg91IzwwXHIFLDUiFa19regz9Fk8XtNRg9SIVAQo+Xe/zOeh\nFtcXI0+dB4WAUnKkgqrv02NP+R5sWrBp9LGtuVvxzNFnMGIckbQPjonezjkNCwAAIABJREFUJCkm\nhmW+bdl73zr7FrJis5CdkI30qHQ09TaNrrG1QLXVwZcgiIkHCVSCB2UB3Et6OpCWBnwmXjQZ5cMP\ngcWL2Ze1EK7OQbXHvXPvxQHdATR0N7i0H8qgSseZ9ZvsFVTO4nv6NBBsSIEhiD/WRK1ms2praqTv\nt6OD3UjiLpS5BknWQofLoS5aajtH29zbjL3n9mLjvI2jj63NWot3K94VtNK39rWisrMEKzNW8J6z\nxl2Nks6eZeOT/P2de71QF9/OgU5JM1A5lH5KpEelo7q92uJxXbuOlz/lyE3JHW1gdOTSEUF7L2Ap\nUO2de/8++W+sy1qHuNC4sfdR5yIuNA77qvZJ/esAAJKSmCXXmbFjQhiNTBB6i0DlKrm2OvgWHi3E\n1tytANgaa2O0OKc/B8C2QLXu4AvQdYuvQ+tHWEMClSDGAak233ffBdatE3/enRVUAIgMjsSd2Xdi\n+/HtLu2HLL7uhSqozOJbVARoItksVGsUCsdtvi0tQHQ00H25mbV1gyQOqTnUHSd24LaZtyEmZExF\nzE6YjWHjMM62nuVt/0HlB4jtvhpLcoPtHquzFdS//IU1shHDlfwpAMSHxaNnqMei+tk12CU5f8qh\njdHybL5CDZI4ctW5OFZ/DEaTEcX1xchVCwtUbYwW59vPwzBiu3Od0WTEM0efGRVU5nB5fUdQKtlN\nE7lsvp2dQFiY93zOcgJVrIJa0lSCqrYq3DJjbC6X+c0CuxVUf6qgEsREhgQqwYOyAO7n9tvZ6JgR\nG64woxF47z3x/Cng3gwqx5bcLXju2HN2L+BsQRZf6Ti6fh0DHegY6EBaVJr9jSconMW3qAiYpWGj\nZoTgbL5SaWlhlcmuLmYNth4xY05+ej5efOdF0X2NGEfw7NFneQJHoVAwm69AN9+9lXsxWLIWucLa\nygJnK6gvvww8+6z4867kTwHAT+EHdYR6tGER4FgHXw6hRklCI2Y44kLjEBMSg/LWchyrPyZaQQ32\nD0ZqRCqq26ttnnv7q/YjOjia1wkYYPOki+uLBXOytlCrgUvCv6oO400NkgB2TkZHAzNmCD9feLQQ\n31nwHQt7tlSBShnUiQetH2ENCVSCGAe0Wmb13b1bfJviYiAubuxLWQhX56BKYU7iHEyNnop3Kt5x\neh9k8XUfpc2lyI7PntQdLRMSWIOgzz4D8mamoL6Hb/EFHO/k29zMRISfH7NiVuorkRUjPMonPy0f\nJxvFS5HvVb6HpPAkLEhewHtOSKAaRgzYX3UAA6dvxPTp9o/VmQqqycQu/N98U3z0lasCFeDbfB3p\n4MshNGrGVgUVYFXUnad3Ij4sHrGh4upNSg6V67wslGMNCQjBxnkb8czRZ3jPDQwP4Hef/Q4vn+aP\n7FKrWWdaOfCmBkkAq+bW1QnfmOwa7MKu0l347sLvWjw+I9aBCiplUAliQjN5r2gIUSgL4Bl+8xvg\nscfEmyXZs/cC7puDao0zFjZzyOIrHUfXr7S5dFLnTwFWrbl0iQnVWaniFdRFi5idVeoc4pYWtm/u\nYtlWBXVx6mJciLqAnqEewecLiwsF7aEAcPXUq3Gy8STa+ttGH/vi4hdI9J+G3JlJ8JPwTe1MBVWv\nZ1bTadNY3l0IV2agclg3SpKtgtomXkEFWA71+ePPi1ZPOWbEzcDZ1rOi59759vM4XHcYd+fcLbqP\nBxc+iBdOvoB+w9gdw/cr30dOYQ5eOv0S9lTs4b0mJUW+Cqq3CVQACA0VfvzFUy/i2oxrkaJKsXjc\nVgX1/HnKoE5kaP0Ia0igEsQ4ce217ALlhReEn5ciUN2dQeW4beZtONt6Fmdb+Dk5KZBAdR8lzSWT\nOn8KsAvh0FAgPx9Qq4QzqAC76E1PB0pKpO3XXKB2dppQqa8UzKACtnOolfpKHG84LjrrNdg/GCun\nrrRotLO3ci9S+6TZewF2nAYDa5QjFZ2OXfRv2AC8+ir/+a4u1sV46lTp+xRClgpqjGUFdcQ4gpqO\nGmREi1tM8tR5aOlrEbTlmmOvgvrssWdx37z7eKLI+vjy1HnYVboLNR01uGXXLfjhvh/inzf8E/+6\n6V8WFmcOOS2+3tTB1xYmkwmFxYXYkruF99z0uOk4pz8Ho8loIVDb29mNXE6AUwaVICY+JFAJHpQF\n8AwKBfCHPwC//jXfpnvhArtwWbzY9j48kUEFgEBlIO5fcD8Kjzo3coYyqHyq26tR01HDe1xo/fR9\nehyrPya4H6qgMhISLgvUCDXqu8V9k440SmpuZvuNiAAutLbAT+Fn0yqa3pGOwqOF2HZ0m8Wfn370\nU3x7/rcR7C/e7GjttLV499y7oz+/W/EuDGVrkWdbW42iULAqqiM2X52OvebOO9kNsT7LKS44c4Zl\nCKVUcG2hiXC9gpoelY66rrrRLHxtVy3iQuNsWj0XJC+An8JPUgW1vLVc8NzrN/Tj3yf+jc2LNts9\nxq25W/HoJ49i0XOLkKfOQ8nmElyvvZ5VkDv53ZDcZfGt1Ffyfge3Hd2G18teF+wWLcRXtV9hYFj+\nu59FNUXwU/hhRRq/M3V4YDhiQ2NxsfOihUDlqqecu5oyqBMPWj/CGhKoBDGOLF7MbIeFVrpv717g\nhhuY/c4WnqqgAsCds+7EhzoRH6AdKIPK56+H/opHPn5E0rZ/OfQXLPnXEuwpt7QJmkwmlDRN7hEz\nHI89BqxZA8SHxo/OKxXCEYFqXkE921yJrFjh/CnHtRnXIjk8Gccbj1v8UavU+NHiH9l87Q3TbsD+\nqv0wjBhwTn8OvYZeVHw6X3IFFXA8h8oJ1MREIDeXNWUzR478KQBMiZzCF6gOVlADlYFIUaXgQucF\nAMzeayt/CjDB87fVfxPt4MvBCVQh8fbHL/+IFekr7L4XAFyvvR4P5T2EY989hkeufARB/kEAgOTw\nZDT3NmPYaJnncJfF95dFv8Tu8t2838Mf7/8xvqr9yu6+hkaGsPaVtTh4/qA8B2eGrSwvMLYW5gLV\nPH8KUAaVICYDTk42IyYylAXwLL/9LbByJXD//UDk5Wu2vXuBb3/b/mvdPQfVHG2MFjUdNRgxjkDp\nZ0c5W0EWXz5VbVX4/OLn6B3qRVhg2Ojj1utnMpmwq3QXtq3dhgf3Poh+Qz82zN4AAGjoaYC/nz8S\nwxM9eeheyaZN3P8pkRieiIbuBsHOxnl5wN//Lm2f5gK1ykb+lOOem+7BPbjHsQO/jDpCjanRU/FV\n7Vc41nAM+Slr8ZFJAY1G+j60WsdyqNXVwPLl7P85m+8dZi5kOfKnAMugXuy8OPpz50An1Cq1w/vh\ncqjm/7XH9674nt1t4kLj4O/nj5m5My0eL28tR0FxAU4+YGMOjxlKPyUeuZJ/0ylAGYD4sHg0dDdA\nEzm2oHJ38Z0+nVmfP9R9iBMPnLB4LwD47We/xaulr2LZlGU293VAdwDtA+28plSuUtdVh0/Of4Id\nN+8Q3YYTqEtmXj863qm62tJmThnUiQetH2ENVVAJYpzJzgZuvJHNIwSAnh7giy+A1avtv9aTFdSQ\ngBDEhcYJZqnsQRZfPlVtVUhRpVjYOoU4XHcYIf6sS+hH936Ehz98GDtOsAs8svcKo1aJ23xnzwYu\nXmRzI+1hbvGt6RLPn8rFuqx12Fu5F3vP7cWUfmbvFSk0CeJooySuggoAt90GfPyx5b+LXBVUXgbV\niQoqcLmT7+VRLrZGzDiDdQ7VZDLhwb0P4pdX/RLqCMfFtDWpEam8z86UFGbxlei6tQlXQT3ecBwJ\nYQk8cQoAd+fcjTfOvMGr5Frzaumrgk2pXGX78e3YMHsDIoIiRLfhOvmGh7PvQqNRpIJKGVSCmNCQ\nQCV4UBbA8/zqV8zm29TEumlecQW7KLaHpzKoHNoYrVN31cnia4lhxIC6rjr8dOlP8WqpZXca6/V7\ntfRVbMjZAIVCgZyEHBy87yB+VfQrFBwpQElTCWYnTu4GSUKkqFJEGyX5+wPz57MxTvYwr6DW9dsX\nqK6ee2uz1uKNsjdwtP4ohiquccjeCzhn8eUu/KOimJPjrbfGni8tlUegRgVHwWgyonOAqd+uwS6H\nM6jA5QpqOxNNUiuoUpkRNwPv7B8bpfWfU/9Br6FXsJmPM2giNDyByjX30utd3z/XJGlf1T5cr71e\ncBttjBZpkWn45PwnovvpM/ThvXPv4SdLfyJrBXVoZAjbj23HlkW2/z25GwVKJfu36e3lC1TKoE48\naP0Ia0igEoQXkJYGfPObzO4rpXsvhycrqADrVOnMXXWy+FpysfMiksKTcFfOXSiqKUJ7v3Dr1WHj\nMF4ve91ivEVWbBY+3fgpnjz0JP729d+QE08VVGvUEeKjZgBg5kygspL/uHkG0WhkHWzj4phAbRg6\nZ9fi6yoLkhdgcGQQV6ZdiZPFoQ4LVEcqqP39zBaqNisOmnfz7ehgGcApUxw7BiEUCoXFqBlnuvgC\nrILKff7o2nXIjJG3gsrZkFv7WvGzj36G59Y+53CcQYzUiFSLHC6HXDZfroK6X7cfqzPF7Tcbcjbw\nboqZ827Fu7gi9QosSV0iawX1rbNvISs2C9kJtu94CI2aoQoqQUw+SKASPCgLMD488gjwyivAnj2O\nCVTrDsDuXD9ttOMVVKOR/bHX8GkyoWtnDV4igiKwKmMVdp/dPfqc+foV1RQhNSKVJ4ymRk/FZ9/6\nDGqVGks1Sz112D6DWqVGfY94e1SNBqi10gqtfa2Y9vQ06PtYOaujAwgLA4KCAJXKhFZjld0Kqqvn\nnp/CD5vmb8K9c+7D0aNwWKCq1WwkR2+v/W2rq9mNMfPzcu1a1kCquZnZe2fNcr2DL4e5zdeZLr7A\nZQdHmw4mkwlVbVWyW3x7UtgM24cPPIx75tyD+cnzZdu/UAUVkK+Tr14PBKo6carpFK5Ku0p0u7ty\n7sLb5W+LdujlHBsZ0RmjPQfkoPCo+Bxgc1JUKeg19KK9vx0REewmSm0t+13lEKqg0nWLb0PrR1hD\nApUgvISEBOB73wOSky3vFtuCq6DKkWGSgjMVVC5/6kiWbqJT1VY1Wv2xVdHgLhaFSI1IxeH7D9ut\nSExGUlQpNiuoGg1QZ6UVzunPQdeuw5+/+jOAMXsvAEDVAH9TmFOiylF+e/VvMdf/TsTGsuqtI/j5\nsWYy1dX2t62uHsufcoSFse7h//2vfPlTDjkqqBnRGTjfcR713fUIDQiVdT24yt3B8wdxsOYgfp3/\na9n2DYhXUOXq5KvXAyW9H2OpZqnNDrcpqhTMTZprMXOXo2OgAwdrDuLWGbciLDAM0cHRolZ5Ryhp\nKkFVWxVumXGL3W0VCgVmxM1Ahb4CERFs1FFCAvuu46AuvgQx8SGBSvCgLMD48eijwD7+dYMoSiXL\n1BkMY4+5PYPa5lgFlfKnfHTtOmijWX7uxmk34ljDMTT2NAIYW7/B4UHsKd+Du3LuGq/D9FnUKrXN\nC2uhCmp1ezWunHIlth/fjsaeRguB2hNUCdWQfXuvXOdecbHj1VMOqTlU8/ypOZzNV678KYf5LFRn\nK6icaPrswmey5k8BNme1obQB33n3O3h6zdMIDwyXdf9CTZIAeSy+Q0PsRuXn9bbtvRxiN8V2n92N\na6ZeM7o2znzeC1F4tBDfWfAdBCilfRGYj5o5eZL/eyrUxZeuW3wbWj/CGhKoBOFFBATAobESgGdz\nqFwGTOqwd4Dyp0KYV1BDAkKwLmsdXi973WKbfVX7kJOQg9SI1PE4RJ9GHSHexRcAUlP5AlXXpsNV\naVfh3rn34nef/260gy8AdPlXIrjXvflTc44cYeNwnEFqDtW8g685q1ezqtWBA/KMmOHgLL4mkwld\ng102O7naQhujxX7dflntvQDg7+ePlPAUzEmcg5um3yTrvoHLFeRO4QyqqxbftjYgOsZkN3/KcfvM\n27G/aj96hnosHrd2bMjRybdrsAu7Snfhuwu/K/k1XCdfMYFKGVSCmPiQQCV4UBbAt7AWqO5cv8jg\nSIQEhKCpt0nya2jEDB/rDqTmFQ1u/WzZewnbcBZfsRspnMXX/OnqjmpkRGfgF8t/gVdKXkF544XR\nCmqr6Rz8u+wLVLnOPU9VUIUEamAgGzlTUeEei2/PUA+C/YPh7+fcGPbMmEzs1+2XvYIKANu+tw3P\n3PiM7PsFgOTwZDT3NvNGvMhRQdXrgfC0cxgxjWBW/Cy728eGxmL5lOV4u/zt0ccaexpRfKkYa7PW\njj6WGZ052jXZWV489SJWZaxCiipF8mtsVVD7Df04XHeYN16Lrlt8G1o/whoSqATh43i8k6/ZLEIp\nUAXVEqPJiPPt5y0qQKsyVqGqrQrn288DAHqGevBB1QdYP2v9eB2mTxMRFAGFQoGuwS7B50NDWd6y\ntXXsMV0bm6uZEJaAzYs2483W34wK1KbhSkCf5YEjZ3bNkhJgwQLnXq/VSqugCmVQOTZsACIjLTv8\nusqUyCmo7ax1egYqhzZai8aeRrcI1Osyr0NieKLs+wWAAGUA4sPi0dDdYPG4HBlUvR5AJqueKiSG\n/e/OudvC5vtG2RtYN32dRbbTVYuvyWRCYbG05kjmmAvUxkZLgbqrdBeuSL0CU6OnOn1cBEF4PyRQ\nCR6UBfAtrAWqu9fPUdsXZVAtqe+uR2RwJMICw0YfC1AGYP2s9dhVugtFRUV4p+IdLNMsQ1yog11y\niFHUKsdsvtXtrIIKAA8vfRhnRt4BYisAAPUDlRhp9kwGtaSEXZCHOxmBzMy0X0EdGQEuXGANlYRY\nuRL48kt5G5txGdTOAefypxycNV5uiy/g/s9OoRyqHBZfvR7oTZZm7+W4efrN+Pzi56Ndq4UcG86O\nFeMoqimCQqHAirQVDr1OG6NFTUcNwiJYcwVOoJpMJhQUFwgKXrpu8W1o/QhrSKAShI8zHrNQHRk1\nQxVUS3RtOsHqz93ZYxWNV0tftZh9SjhOiipFcqOkPkMf2vrboI5gJcOo4Chk6X+Eg3gcRpMRtT3V\n6K+Xv2InhCv2XoCN46ivZzeGxLh0CYiJAUJEYnwKhbz2XoA1OArxD0F1e7VrFdTL5447KqjuxrxR\nFEdCAhsNZGu97NHYOoh21edYlbFK8mtUQSqszlyNN8++iZqOGpzTn+O9PjOafdY70nPAnILiAmxZ\ntEVyVZcjyD8ImkgNDOHse4YTqMX1xWjrb3NIiBME4ZuQQCV4UBbAt7Ceheru9dNGO1ZBpQyqJWLz\nG69MuxJt/W1QTlXiswufSRrJQIijjlBLHjVzvv080qPS4acY+0qMPvd9nBv8FO+dew/RIdHoaQsT\n2dMYcpx7Bw8CS5Y4//qAAGDKFKCyUnwbsfypu9FEalDaXOpSBTUrNgtzEue4xV3g7s9OoQqqUslE\nasNl5++h2kO49bVbHdrvidYvEGfKRnRItEOv47Lvu0p34fZZtyNQaflBHR0SjUBlIJp7mx3aLwC0\n9Lbgo+qP8M2533T4tcDlubTB5QgNHWtWVlBcgM2LNkPpxx+qTdctvg2tH2ENCVSC8HFCQjxbQdXG\naB2qoJLF1xJdu3AF1U/hh7ty7sK33v4Wrs241ukupwTDnsXXvIJqbu/laGsMx6bpP8cDex9AVuw0\nDA4Cw8MCO5KRpibWPfeOO1zbz7JlwOefiz8/bgI1QoPSllKXKqgRQRE49eAph6ty3oCtUTOczffr\nS1/ji4tfOLTfU737MSvQ8arimmlrcKrxFLYd2ybakM3Rz3uOvef24tpM5z/HZsTNQId/OTIyWEW/\nta8Vb5e/jW/P/7ZT+yMIwrcggUrwoCyAb+HpDKqjuSSy+FoiVkEFWEVDd0JH3XtlwJ7F1zyDqmvX\njWYbOVpagAcWPQClnxJZsVlQqYDubtvv6eq59/zzwPr1QFSUS7tBfj5g61BsNUhyJ3JUUN2Juz87\nhSy+gGUn3zMtZ9Da14qW3hbJ+60y7cfCKMcFarB/MG6ecTOGRoZw5ZQrBbdxdtTMnoo9uGW68y6Q\nGbGsgnrtteznHSd24JYZtyA2NFZwe7pu8W1o/QhrSKAShI/j6QxqfGg8DCMGtPe3S9qeBKolYhVU\nAFiYvBCb5m3CjVk3evioJh5qlVpyBrW6vRoZUWMVVKORdfhNTQrGjpt24H9m/w8iIoAu4abAsjA8\nDDz7LLDVsYangqxYwQSqWHRQp+PPlvQEmggNylvLXaqg+jJiFVTzTr5lLWUI9g9GWUuZpH3Wd9ej\n268OC5OcCy4/vORhPHndk4K2WWAsh+oIvUO9OHj+IG6YdoNTxwSwCmqLqRx//SswYhzBM0efcbgb\nMEEQvgsJVIIHZQF8C0/OQQUAhULhUKMkyqCOYTKZeDNQzVEoFHj+B88j2D/Yw0c28VBH2Lf4chnU\n6vZqiwpqRwcbQxMUBFybeS1WpK+ASmVfoLpy7r37LjumefOc3sUo6enM+l9RIfz8eFp8h0aGvNa+\n7u7PTk2kBrWdwhXU+nr2+VDWXIbrtdejrFmaQD2gO4BI/TVIiHNurmx2QrbNhmzOVFAP6A7gitQr\nHM7EmsONmjGZTPig6gPEhcYhVy0uwum6xbeh9SOsIYFKED6OpyuogGMXLZRBHaO1rxVKhdKlCzdC\nGimqFJtNklJTWdXKaGRVbfMMaksLRmegcri7glpYKE/1lMOWzXc8myQBmLQV1OTwZDT3NmPYaBlm\n5iy+DT0NCFQGIj8tH2daz0ja537dfgRcXI1YYeery2RGOz5qxlV7LwDEhsYiQBmApt4mp2apEgTh\n25BAJXhQFsC3cEcG9exZNitRjMzoTMkD3MniO4Ytey8HnX/ywImBEaPwL3JwMBOdjU1G1HTUYGrU\n2FDQ5mZhgequDGpFBXD6NMufykV+PusIbE1bGxPl7hI0tpgSOQUAJm0GNUAZgPiweDR0N1g8zll8\ny5rLkJ2QjeyEbEkV1BHjCD7UfYjhcvcJVG2MVvJnPQAMG4ex99xe3DT9Jpffe0bcDLx37j0U1xfj\nruy7bG5Ln5u+Da0fYQ0JVILwcdxRQd2wAfjyS/HntTFaVLVLu6tOFt8xqtqqeM14CPcQoAxATEiM\nzREZGg1woqoeUcFRCAscGyPT0jI22oLDnRXUwkJg0yZmKZYLsRxqdTVGO6N6GrWKzZmdrBVUQDiH\nyll8y1rKMCt+FmbFz5KUQT3TcgaxobHouJiKmBj3HG9CWAIGhgfQMdAhafvPL3yOjOiM0Wq5K8yI\nm4HHDj6GjfM2IiRAZGgvQRATEhKoBA/KAvgW7piD2tEBnD8v/rwjFVSy+I6ha7NfQaXzTz7sdfLV\naIATNfwRM85afJ1Zu95eYOdO4MEHHX6pTdLTgdBQoLzc8vHxsvcCQJB/EBLDEr22guqJc0+oky9n\n8T3TcgbZ8dlIDk/GsHHYbiff4vpizE/IQ0AA+x5wBwqFwqEqqhz2Xo4ZsTPQ1NOEzYs2292WPjd9\nG1o/whqbArW2thYrV65EdnY2cnJy8I9//AMA8Ktf/QqpqamYP38+5s+fj3379nnkYAmC4OOOCmpn\nJ1BTI/68IxlUsviOUdUuPmKGkB91hNpuDvVsYzVvTcQsvu6ooL78MnDllcCUKfLvWyiHOp4CFQBW\nZayysFNPNoQqqCoV++/phjJkx2dDoVAgOz7bbhX1yKUjmKHKdbtdW+rnvclkwp7yPbhlhjwCdYlm\nCTbO28i7gUQQxMTHpkANCAjAU089hbKyMhw+fBgFBQU4e/YsFAoFfvzjH+PEiRM4ceIErr/+ek8d\nL+EBKAvgW4SEyJtBNZnYhbgtgaqOUKN9oB29Q71290cCdQwpFVQ6/+RDrbLfyfd8h06wguqMxdfR\ntTOZgIICYMsWh14mGW8UqDtv24mp0d4pUD1x7gkJVIUCSFGbcKaVWXwBMJuvnRxqcX0x0gPy3C5Q\npXZtP9l4EoHKwNG/g6ss1SzFjpt3SNqWPjd9G1o/whqbAjUpKQnzLve8Dw8Px8yZM3Hp8rAuk9iA\nNYIgPIrcFdTeXtZExZZA9VP4YWrUVFS3V9vdH2VQx6hqowqqJ5Fi8a3vl8/i6yhffcXs+atWybtf\nDqEc6ngL1MmOkMUXAOKnNkCJQMSHsV+87Phsm518B4YHUN5ajviRee6voEZLq6DuqWDVU8V4BJwJ\ngphQSM6g1tTU4MSJE1i8eDEA4Omnn8bcuXOxadMmdHRIC88TvgFlAXwLueegdnayO/q2BCpwubuj\nhLvqlEFldA12oc/Qh6TwJJvb0fknH2qV2q5A1Zt0sll8HV27ggJg82bAz03dIIRyqFyTJIKPJ849\noQoqAARrypCkzB792V4n35ONJzE9djq624Pd1iCJQ2oFdU+5fPlTR6HPTd+G1o+wRtJk556eHqxf\nvx5///vfER4ejs2bN+OXv/wlAOD//u//8L//+7/417/+xXvdxo0bkZ6eDgCIiorCvHnzRn8JuXI+\n/Uw/08+u/RwcDNTUFKGoSJ79dXUBiYlFqK0Fhofz4e8vvH1QXRCq0qoE9/fhxx/itbLXULi1EAZD\nIJqa5Ds+X/25Ul+JzJhMKBQKrzieyfCzOlWNuq460eenTMlHX1A1GksbUVRdNPr8+fNFuHgRAMa2\nr60FurqcO54f/agI5eVAUhL7ubGxCCYT8PXX+SgocO+/R34+8NxzRbj5ZmDJknw0NwPV1UW4cGH8\n12cy/qyJ1KDqWBWKMossnm/vfxtRQ7NGf+7o6xjNoArtb/fZ3cjT5EF/ARgcdO/na8uZFpQdKQM2\nQnT7+u56NPY0YnHqYq/696af6Wf6Wf6fT548OVqcrLFXzXAShcmOV9dgMGDt2rVYs2YNfvjDH/Ke\nr6mpwbp161BSUmK5Y4WCbMA+SlHR2Bcn4f3s2gXs2cP+C7i+focPAz/4Aesq+eWXQFqa8HYFRwpQ\n0lyCZ9c+y3vupVMv4Vtvfwv3zbsPWWefh16vwJ/+5PQhTQjeKHsDr5a+it137ba5HZ1/8tHY04iZ\nBTPR8pMW+Pvx78e2dnUj/k+JMPyqF/7+Y7bE5GTg6FHWXZVj3z4mE/PXAAAgAElEQVTgb39j/xVD\naO1GRlg19ne/43dazcoCli1z5m8mnf/8B3j/feC111gldd06oLLSve/pq3ji3DOMGBD2+zD0Pdpn\n8Tu59A/fRYB+Hj79Cwskm0wmxPwpBhUPVSAhLIG3n3vfuhcr0lbg0t5NGBoCfvtb9x2z0WRE2O/D\noP+pHqEBoYLbPHXoKZxpPYPt67a770BsQJ+bvg2tn2/jDs3nZ+tJk8mETZs2YdasWRbitKFhbMj0\nW2+9hdmzZ8t6UARBSEfuDGpnJxAZyeyBtm6M2bJ9FR4txH9u+Q+O1h9F0eBTZPEFoGu33yCJkJek\n8CSkR6Xj67qvBZ+/1FcNZVcGmpvHxKnRCLS2AnFxltuqVM5lUE+eBJKSmJX3W9+y/ONucQpY5lAp\nfzr+BCgDEB8Wj4buBovH25RlMDaOWXy5Tr5nWoRzqEcuHUGuOhd6PdyeQfVT+CE9Kt1mzwE5x8sQ\nBEHYFKhffvkldu7ciYMHD46OlPnggw/ws5/9DHPmzMHcuXPx6aef4qmnnvLU8RIegO5i+RZyz0Ht\n6pImUMVGDxxvOI767nrcnXM33rn7HXxh/AtqAt536ZgmAlIbJNH5Jy+rM1djv26/4HPV7dUIN2Sg\n1qxnTUcHEBYGBAVZbutsBvXjj4FrrnHwoGXEPIdK+VPbeOrcs86hmkwmXDKUofeCZfdbsU6+nQOd\nuNR9CbPiZ3lEoAK2R8209LbgZONJXJMxfr/o9Lnp29D6EdbYzKAuX74cRqOR9/iaNWvcdkAEQTiG\nOyqoERHM5mhLoKZFpqG+ux5DI0MIVAaOPl5QXIAHFj4ApZ8SaVFpuNXwX+wOvAVlzQeRnZAtvsMJ\njq5dhw05G8b7MCYdqzNX4+cf/xy/Wfkb3nO6dh3i/DJRVwdccQV7TKiDL+B8F99PPgEeeMDx18lJ\nfj6rolIF1TtIjUhFbVctlmAJAKChpwFB/oFoPm/5iyc2C/VYwzHMS5oHfz9/tLV5RqBmRmdC1ybs\nmNl7bi+uy7wOwf7Bgs8TBEE4is0KKjE54QLRhG9gLVBdXT+pFt8AZQBSI1JR0zG2UXt/O3af3Y37\nF9w/+lji0FKsDXwSN+26Ca19rS4dmy9T1VaFzBj76oDOP3lZNmUZylvLoe/T856rbq+GOsyygirU\nwRdgArW72/Z7Wa/d0BAbJTPexQESqNLw1LmnidBYVFDLmsuQk5CN5maWWebIThC2+B65dAS5KbkA\nAL0ebu/iC1yuoLbzK6gjxhEUFBfgruy73H8QNqDPTd+G1o+whgQqQfg4ISHyVlC7utjFuD2BClwe\nNWN2V/3fJ/+NG6fdaNHUY2gIWBzyTdwx6w7c/vrtGBoZku9gfYR+Qz9aelugidCM96FMOgKVgbgq\n7Sp8VP0R77nq9mpkxlgK1JYWIIHfkwYqFROojvSBOHwYmD4diI524sBlhMuhVlWRQPUGuAoqR1lL\nGbITZyE6mt0g4ZgVP0uwglpcX2whUMezglpQXABVkAq3z7zd/QdBEMSkgQQqwYOyAL6FO+agSqmg\nAuyihcslGU1GFBYXYkvuFottDAY2B/X31/weqkAVnjo0+TLr5zvOIy0qDUo/pd1t6fyTn9WZq7FP\nx2+/q2vXITs5kydQhSqo/v4sl9rXJ/4+1mv3ySfA1Vc7edAywuVQKyoog2oLT5171hXUMy1nkB2f\nDbWadU/nSA5PxrBxGM29zRavL75UjDx1HgDPCVShDGpdVx3+32f/D8/e+CwUCoXIKz0DfW76NrR+\nhDUkUAnCx5E7g8o1SdJo2MXS8LD4tua2rw91H0IVpMKS1CUW2xgMQGAg6wT5jdnfwPHG4/IdrI9Q\n1VZFHXzHkdWZq3FAd8CiDf6IcQQXOy9iXno66sa0gqjFF3A8hzreDZLMyc9nleGwsPE+EsK6SVJZ\nSxmy47ORkmIpUIU6+Tb2NKLX0IuM6AwMD7OqflSU+485LWqs5wDH9z/4Ph7KfQjT46a7/wAIgphU\nkEAleFAWwLdwRwY1IoJVixISLC+YrDG3fRUUF2Br7lbenXSuggoAWbFZOKc/59Lx+SK6NukjZuj8\nkx9tjBZByiCUNpeOPlbbVYuEsARo04MlWXwB+wLVfO16eoATJ4Dly108eJnIzwe0dI/EJh7LoEZq\nUNvJfulMJhPKmsswK34W1Gqgvt5yW+tOvsWXirEoZREUCgXa2tjNRKV9Y4bLBCoDkaJKwYWOCwCA\nt8vfRllLGX6+/Ofuf3MJ0Oemb0PrR1hDApUgfBx3zUEFpI+aqemowZe1Xwp2qR0aGhOo02KmoVJf\nKftAZ2+nql3aiBnCPSgUCqzWWo6bqW6vRkZ0BlJSgKamMaeAmMUXcKyC+sUXwMKFzFrrDdx9N/DC\nC+N9FATArLvNvc0YNg6joacBgcpAxIfF8yy+AL+Tb3H9mL33+HFgzhzPHTf3ed892I3vffA9bFu7\nDUH+QfZfSBAE4SAkUAkelAXwLdw1BxWwL1AzojNQ01GDwuJC3Dv3XoQF8v2D5hXUyOBIhAWGoaGn\ngbfdRMaRCiqdf+7Beh4qJ1ADAoC4OKCxkT3uisXXfO28yd4LMEcEVVBt46lzL0AZgLjQODR0N6Cs\nuWx0/Ja1xRfgd/I17+D72WfAlVd65JABAJkxmdC16/B40eO4JuMa5Kfne+7N7UCfm74NrR9hDQlU\ngvBxAgOZCDQfTyDEvn3SOpByFl/AvkANCQhBXGgcCosLsXnRZsFtuAwqx2S0+Va1UQV1vLl66tU4\nXHcYfQbW5UjXrhtdE40GozZfVyy+5nibQCW8C00ka5RU1sLsvQDELb6XK6gmk8mig+/nnwNXXeW5\nY9ZGa/Hm2TfxSskr+PO1f/bcGxMEMekggUrwoCyAb6FQsCrq4CD7WWj9TCZg7VrW8dEejlRQAXZX\nfalmKbJiswSfN7f4AmM238mCYcSAuq46pEelS9qezj/3EBEUgQXJC/BpzacAxiqoAF+gilVQVSpp\nGVS9no10yc2V6+gJT+DJc48bNcN18AUgaPE17+R7vuM8QgNCkaxKxsAAyzgvXuyxQ0ZmTCaKaorw\nx1V/RFxonOfeWAL0uenb0PoR1pBAJYgJgL1ZqAMDrMLa3m5/X45UUAHgjll34NErHxV93tziC1yu\noLZNngpqfXc94sPiKavlBZiPm9G1jVVQU1OZQDUagdZWZvkVQmoFtaiINUcydw4QhDncqBmugy8g\nbPHlOvmWNZdZ2HuPHAGys4HwcM8d8+LUxfjh4h/i3rn3eu5NCYKYlJBAJXhQFsD3MG+UJLR+3EV1\nW5vt/RgM7A/X2EWKQH0o7yGsSF9hc5+T2eLb2NOI5PBkydvT+ec+Vmeuxv4qlkO1rqDW1QEdHWwM\nS5DIvQSpGVSy9/omnjz3uAoq18EXYPNM+/v5s3Znxc/CmZYzFvZeT+dPASApPAlPrX5q3GeeCkGf\nm74NrR9hDQlUgpgA2Ovk293N/mvP4tvVxS7CuesPKbNQ7WFdQZ1sFt/GnkYkhSeN92EQAOYnz0db\nfxtONZ6CwWgYtSlyFl9b9l5AegX1k09IoBK20URocOTSkdEOvgD73E1J4edQuU6+xZfGOvh6On9K\nEAThSUigEjwoC+B7mAtUofXjBKq9Cqq5vReQNgvVHtYZVG2MFtXt1Rgx2unqNEFwVKDS+ec+/BR+\nuDbzWjxz9BlkRmeOVoI4gWqrgy8gbQ7qpUvMJuzJ8R+EPHg6g3q47vBoB18OwVEzCdk43XQaJxpP\nYGHKQgwPA4cOAcuWeexwvR763PRtaP0Ia0igEsQEQGoF1Z5ANW+QxCHF5msL6wpqSEAIEsMTcaHz\ngvM79SGaepuQGJ443odBXGZ15mrsPL1z1N4LsAxqXZ3tDr4AE6jcuSTGxx8DK1cCfvTtSthAE6mB\n0WQctfdyCFVQZ8XPwqG6Q0hRpSAqOAonTwJpacwSTBAEMRGhr1CCB2UBfA/zWahC6+dsBRWQR6Ba\nN4uZTDbfxp5GJIVJr6DS+edersu8Dr2GXmTGjI39SU5m4rS+3rUKan5+Ptl7fRhPnnvJ4clQQDHa\nIIlDrJNvRFDEuOZPvR363PRtaP0Ia0igEsQEQK4Kamen/BVUa4svMLkaJVEG1btICk/C3MS5yIga\nq6D6+wOJicCpU64JVJOJVVCvvlrGAyYmJAHKACSFJ0kSqFwnX8qfEgQxWSCBSvCgLIDvYS+D2tXF\n8qTeYPEFJteoGUctvnT+uZ/CGwtx68xbLR7TaIDjx+1bfG0J1J07iwAA06bJcJCEx/H0ufevm/6F\nxamWg0yFLL4A8MdVf8TdOXfDaGQClSqoltDnpm9D60dYQwKVICYAUiqoaWlk8R0PqILqfSzVLOWt\nSWoqUFrqWgX1zBkmHLxwCgfhhayZtoY3Hzk7G/jqK2Bw0HLbZVOWISEsAeXl7CaiWu3BAyUIgvAw\nJFAJHpQF8D1CQmzPQZUqUD1aQSWLryB0/o0PGg2zo7siUAMC8ql66sN4w7k3Zw4wdy7w3HPCz1P+\nVBhvWDvCeWj9CGtIoBLEBMCdFVRXZ6EKZVDTo9JR312PweFB4RdNEHqGegAA4YHh43wkhD00GvZf\nWxZflcq2QNXpgMxM8ecJQgq//S3w+98Dvb385z77jPKnBEFMfEigEjwoC+B7SJmDmp4O6PW29yPU\nJMnVWahCFdQAZQCmRE5BdXu1czv1EZyx99L5Nz6kprL/2qqgBgcDIyN8+yXHyZNFJFB9GG859+bN\nYyL06actHzeZqIIqhresHeEctH6ENSRQCWICIKWCOmUKE6BGo/h2QhZfwDWbr1AGFZgcNl/Kn/oO\nXAU1Lk58G4XC9izUS5eogkrIw69/DTz5JNDRMfZYTQ27QaLVjtthEQRBeAQSqAQPygL4HuYCVWj9\nurqA6GggPJyJVDGELL6A8wLVZBKuoAJMoFa2ydMoqa6rDve/c78s+5ITZwQqnX/jQ3o6GzUTFGR7\nO7Ecanc3YDDkI1F6w2bCy/Cmc2/GDGDdOiZSObjuvdSEi483rR3hOLR+hDUkUAliAhAcDPT3iz/f\n3c3yczExtnOoQhZfwHmBOjwMKJXCF1TTYqbJVkF9p+IdvFb2Gkwmkyz7k4umniYkhpFi8QUSE4GK\nCvvbiQlUnQ7IyCDxQMjHL38JFBYCLS3sZ8qfEgQxWSCBSvCgLIDvISWDKkWgym3xFaueAvJafPfr\n9qNnqAdt/Xa6QHmYxl7KoPoSQr/71ogJ1OpqIDKySPZjIjyHt5176enAhg3AE0+wnz//nASqGN62\ndoRj0PoR1pBAJYgJgJQMqtQKqpwWX7H8KSCfxXdoZAhFNUXQRGhQ01Hj8v7khDKoEw+xDKpOB6Sk\neP54iInNo48CL7wAHDsGNDcDOTnjfUQEQRDuhwQqwYOyAL6HlDmo41FBFRoxw6GOUKO9v310FIuz\nHKo9hGkx07AwZaHXCVRnLL50/nk3tiy+K1bke/x4CPnwxnMvORm4/37gzjuB5csBP7pqE8Qb146Q\nDq0fYQ191BHEBMBeBbWry75ANZnGtrPG2Vmotiy+fgo/aGO0qNS7VkXdr9uP1drVSI9K9zqBShXU\niYctgUodfAl38NOfAq2tNF6GIIjJAwlUggdlAXwPWxnU4WFWyQwNtS1Qe3tZB1MhQensLFRbFl9A\nHpvvft1+rM5cjfTIdNR01ri0L7mhOagTD1sCtbW1yOPHQ8iHt557sbHAm28C99033kfivXjr2hHS\noPUjrCGBShATAFsVVM7eq1DYFqhi9l4OZ2y+tiqoADAt1rVOvs29zdC16bAkdYnXVVBNJhOaepuQ\nGE5dfCcSQgLVYGA3b2jEDOEuVq2i3y+CICYPJFAJHpQF8D1szUHlBCrA7sTr9cL7EGuQxOGMQLWV\nQQWArBjXOvl+qPsQK6euRIAywOsEasdAB0L8QxDsH+zQ6+j8825UKr5AvXiRNUi69tr8cTkmQh7o\n3PNdaO18G1o/whoSqAQxAbA1B9VcoHpbBdVVi+8+3T6szlwNAEiLSkNNR43XzEKl/OnERKiCys1A\nJQiCIAjCdUigEjwoC+B72MqgShWo7qig2sugumLxNZqMOKA7MCpQo4Kj4O/n7zWzUJ0VqHT+eTdi\nAjUzk9bO16H1811o7XwbWj/CGhKoBDEBsJVB7eoaE572BKrcFVR7Ft/40HiMGEeg7xPxHdvgVOMp\nRAZFYmr01LFj9CKbL+VPJya2BCpBEARBEK5DApXgQVkA30NqBtUVi29yMtDY6Nhx2bP4KhQKp22+\n3HgZc7xJoDpbQaXzz7sREqjV1Uyg0tr5NrR+vgutnW9D60dYQwKVICYAISH2u/gCQHQ00N7OZp5a\nY8/iGx/PZvE5gj2LL+C8zZcbL2OO1wnUMMqgTjQog0oQBEEQ7oUEKsGDsgC+h9QMamAg27a7m78P\nexXUmBgmbkdGpB+XvQoq4Fwn356hHhytP4r89HyLx71pFqqzFl86/7wba4FqMlEGdaJA6+e70Nr5\nNrR+hDUkUAliAiBlDiqHmM3XXgXV358JWDGLsBD2MqiAc518D54/iNyUXIQHhls87nUVVOriO+Gw\nFqjNzez8s3VzhyAIgiAI6ZBAJXhQFsD3CApiAtVk4q9fV5d0gWrvIttRm6+UCqozFl8hey8wMQQq\nnX/eTXg40NcHGI3sZy5/CtDa+Tq0fr4LrZ1vQ+tHWEMClSAmAP7+gJ8fE4TWdHdbVkZjYwG9QNNc\nexZfAIiLA1papB+XpAxqzDRU6isdml8q1CAJ8K5ZqI09jUgMoy6+Ew0/PyAsDOjpYT9T/pQgCIIg\n5IUEKsGDsgC+CWfztZVBBZy3+AKsguqIQJVi8Y0MjkRieCIeL3ocg8ODdvepa9Ohe7AbcxLn8J7z\nllmoI8YRtPa1IiEsweHX0vnn/ahUYzZf8xEztHa+Da2f70Jr59vQ+hHWkEAliAmCWA5VqkCVUkF1\nh8UXAD7d+ClONZ3C/G3z8VXtVza33a/bj+syr4OfQvjjyxtsvvp+PaKCoxCglPCXJ3wO8xwqzUAl\nCIIgCHkhgUrwoCyAb8IJVFtzUAHXKqjusPgCQGpEKvbctQe/WfkbrH99PR56/yF0DY51ohkaGcKh\n2kP405d/wt8O/w3Xa68X3Zc3CFRXGiTR+ef9iAlUWjvfhtbPd6G1821o/Qhr/Mf7AAiCkAexWahC\nArWhgb+d1CZJNTXSj0lqBRUAFAoF1s9aj2umXoOffPgT5BTmYMPsDSi+VIzi+mJoY7S4csqV+MM1\nf8CtM28V3Y83CNSmnibKn05gzAWqeZMkgiAIgiBchyqoBA/KAvgmYhnUri7LyqgrFt+4OMcsvlIy\nqNZEh0Tj+Zuex4u3vohAZSAeXvowan/0/9u7+9gqy/uP459DWziFgmCVAu1YWaHaUntahy0mOmug\nTiBBHowig+DAPfDHIgs/RLORmGwKxiw4nDpjJLJfzH6DbciWIVNEBj50gDzoAIVtMqDQVgsMCow+\nXb8/zlroebzPaXvuc52+X4lBTs/dc3F/cgNfrut7XSe073v7tGbKGs0unh12ea+UHGehdmcGlecv\n+XUUqBcvSufOSSNH+l8nO7uRn73Izm7kh0DMoAIpojs9qC0t0pUr0sCBkT8j1k2SYplBDVSVX6Wq\n/KqYr8sfmq+tn2+N70N7CGegpraOAvWf/5TGjPHv7AsAAHoGf6wiCL0AdupOD2rHUTQeT+TPiGeT\nJCc9qD0pKZb4Xox/iS/PX/LrKFADN0giO7uRn73Izm7kh0AUqECK8Hqly5e7vmaM/7zGrKyrr4Uq\nUJ30n0rxbZIU7wxqvJLhLFRmUFPbtTOo9J8CANCzKFARhF4AO4XqQb10SRowQEq/ZjF/dnboAjXa\nDr7S1SW+Tmu/eHpQuysZzkKlBzW1XTuD+rWvXX2d7OxGfvYiO7uRHwJRoAIpIlQPauAGSZI0bJjU\n2Ni1yHSyQZLk71FNS/NvDuOEG0t8JfeX+dY11Skni118U1W4Jb4AAKD7KFARhF4AO4XqQQ3sP+14\nX0ZG1yLT6QyqFNsyXzeW+EruF6j1F+s5BzWFDRnif7boQU0t5GcvsrMb+SEQBSqQIkLNoIYqUKXg\nPlSnPahSbDv5urHEV3K3QG1pa9G5/5xTdma2K5+P3jd4sP/5OXHCv4svAADoORSoCEIvgJ0yM4N7\nUJ0WqE6X+Eqx7eTr2gyqi2ehNlxs0I0Db1Rav7S4ruf5S35DhkiHDknDh/t7vDuQnd3Iz15kZzfy\nQyAKVCBFdHcGtbeW+Pa1HtT6i/X0n6a4IUOkkye7bpAEAAB6BgUqgtALYCenPahS92dQ6UENr7tH\nzPD8Jb+Of8wJ3CCJ7OxGfvYiO7uRHwJRoAIpItQ5qKF28ZW6N4MayxJft3pQ3TwLlTNQU1+4AhUA\nAHQfBSqC0Atgp1DnoPbGJkk2LPF18yzUuqY65QyKf4kvz1/y63imAgtUsrMb+dmL7OxGfghEgQqk\niFh6ULOzU3uTJMm9Zb7dOWIGdhgwwP8fPagAAPQ8ClQEoRfATt3pQe2tTZLcWuIruVeg0oPaN0yd\nKt10U9fXyM5u5GcvsrMb+SFQutsDANAzYt3Ft7Hx6s9TbZMkyd0CtTtLfGGH3//e7REAAJCamEFF\nEHoB7BTqHFS3N0lyqwdVcu8s1Pqm7i3x5fmzF9nZjfzsRXZ2Iz8EokAFUkR3z0F1OoM6dKjU1OQv\nPqPpqzOo9KACAADEhwIVQegFsFO8PajGhJ9pDaVfP//1TmZR+1oP6n9a/6PLrZc11Ds07u/B82cv\nsrMb+dmL7OxGfghEgQqkiFDnoDopUC9d8i/DjaWQdLrM180ZVDfOQq1vqlfOoBx5PJ6EfSYAAEAq\noUBFEHoB7BTLOaiZmf6Z08uXY9sgqYPTnXzd7EF14yzUnljey/NnL7KzG/nZi+zsRn4IRIEKpIhY\nelA9nquzqLFskNTB6U6+bi7xlbou8z1z+Yx+deBXmvF/M/TV576qK61Xevzz6D8FAADoHgpUBKEX\nwE6helAj9ZZmZ18tUGOdQbVhia/kL1B/sfsXuud/71H+c/na+OlGzS6aLW+6V4e/PBz3921tb1Vd\nU13Q63VNdcrJ6t4RMzx/9iI7u5GfvcjObuSHQBSoQIoInEFtbpba26UBA0K/v2MGNVWX+ErS1LFT\n1dzWrO99/Xs6vfS0Nj64UfN98/X1kV/XgboDcX3Pvaf3quKVChWsKdDkX03WhoMb1NzWLEmqv9i9\nI2YAAAD6OgpUBKEXwE6BPagdy3vD7ddz/fVSY2P8S3xtmEH9zte/o9dnva7ZxbM1qP+gztdLc0r1\nccPHMX2vSy2X9Njbj2nK61P0aOWjanysUY/c+ohe3POiRq8erce3Pq59dfs0YhA9qH0V2dmN/OxF\ndnYjPwSiQAVSRGZm1xnUcP2nHbozg2pLD2o4vhyfPq53XqC+8893VPpSqU6eP6lPFn+iBWUL5E33\nak7JHL274F3t+PYOtZk2vX/8fRVcX9CLIwcAAEhtHtNLZzB4PJ6EHu8A9HXGSGlpUmur/6zSTz6R\nHnpI+tvfQr9/2TJ/oZmRIR0/Lq1e7fyztm6Vnn5a2rYt8vvS0qQrV6T0dOffOxFqz9eq/OVy1f9P\nfdQjYZa9vUzrD67Xi1Nf1LTCaQkaIQAAQPLrjZovyf7aCCBeHo+/3/TKFf9saqQNkqSrM6heb+8s\n8W1vv1o0J5tRg0ep3bRH7RltbmvWS7tf0r+W/EvZA7MTOEIAAIC+iSW+CEIvgL28Xuntt7dL6t0l\nvk42SeroP40yQekKj8fj70ONssz3QN0BFVxfkNDilOfPXmRnN/KzF9nZjfwQiAIVSCFer7/vU3Je\noMazSdINN/hnUCOt6EjW/tMOpTmlUXfyrTlZo4l5ExM0IgAAAFCgIgjnUdnL65VuvbVKUmwFaqwz\nqAMGSAMH+q8Nx+0jZqLx5fii7uRbU1uj2/NuT9CI/Hj+7EV2diM/e5Gd3cgPgShQgRRy7Vmo0QrU\n7Oz4l/hK0Zf5un3ETDTMoAIAACQfClQEoRfAXl6v9N572yX5C1QnmyTFs8RXin7UTLIv8S2+sVhH\nzxxVc1tzyK83XGzQmctnVJhdmNBx8fzZi+zsRn72Iju7kR8CUaACKeTaHtTz53tvkyQp+k6+yT6D\nmpmRqTFDx+jTLz8N+fWakzWqzK1UPw+/TQIAACQKf/NCEHoB7JWZKRUXV0mKvsR30CB/MdvQEN8M\nqpMlvsncgypFXubr1vJenj97kZ3dyM9eZGc38kMgClQghcTSg+rxXJ1F7YszqJK/QA23URL9pwAA\nAIlHgYog9ALYy+uV9uzZLil6gSr5C9R+/fyzqbGyvQdV+u9OviHOQm1rb9OeU3tUmVuZ8DHx/NmL\n7OxGfvYiO7uRHwJRoAIpJJZzUCV/gTpkiH82NVapvMT34BcHlTskV8Myh7kwKgAAgL6LAhVB6AWw\nl9crjRlTJSn6Lr6Sv0CNZ3mvlBpLfPOG5OlK2xXVN9V3ed3N5b08f/YiO7uRn73Izm7kh0AUqEAK\nubYHNdouvtLVGdR4pMISX4/HI1+OT580fNLl9Q9PfqiJufSfAgAAJBoFKoLQC2Avr1c6eHC7JGdL\nfLOz459BdbLEN9kLVCn0Ml83Z1B5/uxFdnYjP3uRnd3ID4EoUIEUEk8Pam8u8U32HlTpvxslXbOT\n79nLZ3Xy/EmNHz7exVEBAAD0TRSoCEIvgL0yM6WRI6vU3i5duiRlZUV+f3eW+A4e7C+GO5YUB7Jp\nBvXanXx31e7ShFETlN4v3ZXx8PzZi+zsRn72Iju7kR8CufM3MAC9wuv1955evCgNHOg/QiaSmTOl\n22+P77M8Hv8y3y+/lPLygr9uQw+qJI0fPl6fffmZWtpalJGWwfmnAAAALmIGFUHoBbCX1yv9/e/b\nHW2QJEkjRkhlZfF/XqSNkmxZ4jswY6BGXzdanzV+JkmqqV+dOx4AAA7QSURBVK3R7XlxVu09gOfP\nXmRnN/KzF9nZjfwQiAIVSCEdPahO+k97QqSNkmxZ4itd3Sip3bTrryf/qsrcSreHBAAA0CdRoCII\nvQD28nqlYcOqElagRtooybYC9eOGj3Wk8YiGeocqJyvHtbHw/NmL7OxGfvYiO7uRHwJRoAIppOMc\n1EQWqOFmUG3pQZX+u5Nv/cf0nwIAALiMAhVB6AWwl9cr1dZu14UL8e/OG4toS3xt6EGVri7xTYYC\nlefPXmRnN/KzF9nZjfwQiAIVSCGJ7kFNlSW+o68brUstl7T56GbXC1QAAIC+jAIVQegFsJfXK2Vm\nVjnexbe7UmWJr8fjUWlOqRouNqhsRDe2Ne4BPH/2Iju7kZ+9yM5u5IdAnIMKpJDMzMT2oKbKEl/J\nv8y3tb1V/dMsGjQAAECKYQYVQegFsJfXK3355XaW+MZh2rhpmlc6z+1h8PxZjOzsRn72Iju7kR8C\nMYMKpJBre1BvuKH3Py/SEl/bCtQp46a4PQQAAIA+z2OMMb3yjT0e9dK3BhDGyZNSZaX0zW9Kd9wh\nLVzYu5/X2uoviq9ckdLSun7t0UelMWOkJUt6dwwAAABwR2/UfCzxBVJIxzmoidokKT1duu466ezZ\n4K/Z1oMKAAAA91GgIgi9APbyeqWLFxPXgyqF3yjJtiW+yYLnz15kZzfysxfZ2Y38EIgCFUghiT4H\nVQq/UZJNx8wAAAAgOdCDCqSY9HRp7Fhp/XqptLT3P2/mTGn+fGnWrK6vz50rTZsmfetbvT8GAAAA\nJB49qACiysz0L7kdMiQxn1dcLH30UfDr9KACAAAgVhSoCEIvgN3S0rbrzJnELfGdMkV6883g1+lB\njQ/Pn73Izm7kZy+ysxv5IRAFKpBiOmYtE1WgTpwoHTsmnT7d9XV6UAEAABArelCBFDNunHT8uP9s\n0kR58EHp3nulb3/76mvV1dJjj/l/BAAAQOqhBxVAVF5v4mZPO4Ra5ssSXwAAAMSKAhVB6AWwW0vL\n9oQXqPfeK739ttTaevU1lvjGh+fPXmRnN/KzF9nZjfwQiAIVSDH9+yduB98OI0ZIY8ZIH3549TVm\nUAEAABArelCBFFNdLV2+LL33XmI/98c/ltrapJUr/T8vK5Nee83/IwAAAFIPPagAonKjB1UK7kNl\nBhUAAACxokBFEHoB7HbhQuJ7UCWpstK/e3Btrf/n9KDGh+fPXmRnN/KzF9nZjfwQiAIVSDH9+7sz\ng5qeLt1zj7Rli//nLS1Xz2QFAAAAnKAHFUgx3/2uNGiQtHp14j973Trpj3+UfvtbKTdX2rXL/yMA\nAABSDz2oAKJyqwdV8h838847/tlTelABAAAQKwpUBKEXwG7p6dtVXOzOZ+fkSAUF0gcf0IMaL54/\ne5Gd3cjPXmRnN/JDoHS3BwCgZ02fLlVVuff5Hbv50oMKAACAWNGDCqBHffCB9P3vS59+KjU1UaQC\nAACkqt6o+ShQAfSotjZp+HDpzBmpvV3yeNweEQAAAHoDmyQhIegFsJvb+aWl+Y+bSU+nOI2H2/kh\nfmRnN/KzF9nZjfwQiAIVQI+bMoUNkgAAABA7lvgC6HENDf4jZ/budXskAAAA6C30oAIAAAAAkgI9\nqEgIegHsRn52Iz97kZ3dyM9eZGc38kOgiAXqiRMndPfdd2v8+PEqKSnRmjVrJElnzpxRdXW1CgsL\ndc899+jcuXMJGSwSY//+/W4PAd1AfnYjP3uRnd3Iz15kZzfyQ6CIBWpGRoZWr16tgwcPqqamRi+8\n8IIOHz6sVatWqbq6WkeOHNGkSZO0atWqRI0XCcA/ONiN/OxGfvYiO7uRn73Izm7kh0ARC9QRI0ao\nrKxMkpSVlaWioiLV1tbqD3/4gxYsWCBJWrBggd54443eHykAAAAAIKU57kE9duyY9u3bp8rKStXX\n1ysnJ0eSlJOTo/r6+l4bIBLv2LFjbg8B3UB+diM/e5Gd3cjPXmRnN/JDIEe7+DY1Nemuu+7SihUr\nNGPGDA0bNkxnz57t/Pr111+vM2fOdP3GHk/PjxYAAAAAkDR6ehff9GhvaGlp0ezZszV//nzNmDFD\nkn/WtK6uTiNGjNDp06c1fPjwXh8oAAAAACC1RVzia4zRokWLVFxcrCVLlnS+Pn36dK1bt06StG7d\nus7CFQAAAACAeEVc4vvee+/pG9/4hkpLSzuX7K5cuVIVFRV64IEHdPz4ceXn52v9+vUaOnRowgYN\nAAAAAEg9EWdQ77jjDrW3t2v//v1auXKlLl++rB/84Ad65ZVXtHXrVtXU1MgYo4qKiojnoW7ZskU3\n33yzxo0bp2eeeabL155//nkVFRWppKREy5cv77lfGTqFuv8rVqyQz+dTWVmZJk2apBMnTji+tgPZ\nJUa4DJzcf/JzV6j7f+DAAd1+++0qLS3V9OnTdeHChZDXLly4UDk5Obrlllu6vP7kk08qLy9P5eXl\nKi8v15YtW3r919EXhbr/y5YtU1FRkXw+n2bNmqV///vfjq+VyC6RQmXg9P6Tn7tC3f9du3apoqJC\n5eXluu2227R7927H10pkl0gnTpzQ3XffrfHjx6ukpERr1qyRJG3YsEHjx49XWlqa9u7dG/Z6MnRX\nuPyc1g35+fkqLS1VeXm5KioqOl+fM2dOZ3ZjxoxReXl55IEYB1pbW01BQYH5/PPPTXNzs/H5fObQ\noUNm2bJl5plnnjHGGLNq1SqzfPlyx9caY8y2bdvM5MmTTXNzszHGmIaGBifDQQzC3f/z5893vmfN\nmjVm0aJFjq81huwSJVwGTu4/+bkr3P2fMGGC2bFjhzHGmLVr15oVK1aEvH7Hjh1m7969pqSkpMvr\nTz75pPnZz37W6+Pv60Ld/7feesu0tbUZY4xZvnx5yD/zwl1rDNklUqgMnN5/8nNXqPt/1113mS1b\nthhjjNm8ebOpqqpyfK0xZJdIp0+fNvv27TPGGHPhwgVTWFhoDh06ZA4fPmw+++wzU1VVZT766KOw\n15Ohu8Ll56RuMMaY/Px809jYGPEzli5dan7yk59EfI+jY2Z27dqlsWPHKj8/XxkZGZozZ47eeOMN\nR+ehhrp206ZNkqSXXnpJTzzxhDIyMiRJN954o5PhIAbh7v/gwYM739PU1KQbbrjB8bUS2SVKuAx+\n+ctfRr3/5OeucL9vHj16VHfeeackafLkyfrd734X8vo777xTw4YNC/k1wyZ0vS7U/a+urla/fv4/\nNisrK3Xy5EnH13Ygu8QIl4GT+09+7gp1/0eOHNm5YuHcuXPKzc11fG0HskuMESNGqKysTJKUlZWl\noqIinTp1SjfffLMKCwujXk+G7gqXn5O6oUOknIwxWr9+vR566KGI43BUoNbW1uorX/lK58/z8vJU\nW1sb9jzUU6dOadq0aRGvlaSjR49qx44dmjhxoqqqqrRnzx4nw0EMIt3/H/3oRxo9erTWrVunxx9/\nXBLZJZtwGRw5ciTk/Se/5BHq/p86dUolJSWd/1CwYcOGzmUy12YXzfPPPy+fz6dFixaFba1A71q7\ndq2mTp0qiexsEur+k1/yW7VqlZYuXarRo0dr2bJlWrlypSSyS3bHjh3Tvn37VFlZGfY9ZJi8AvOL\nVjdI/mNGJ0+erAkTJuiVV14J+p47d+5UTk6OCgoKIn62owI11Jmmga95PJ7O10aNGqU//elPYa/t\n0NraqrNnz6qmpkbPPvusHnjgASfDQQwi3f+nnnpKx48f18MPP6wf/vCHksgu2YTLINz9J7/kEe7+\nv/rqq3rxxRc1YcIENTU1qX///pK6ZhfJ4sWL9fnnn2v//v0aOXKkli5d2qPjRnRPPfWU+vfvr7lz\n50oiO1uEu//kl/wWLVqkNWvW6Pjx41q9erUWLlwoieySWVNTk+6//379/Oc/V1ZWVtj3kWFyCpVf\ntLpBkt5//33t27dPb775pl544QXt3Lmzy/f99a9/3flnZySOCtTc3NwuzbAnTpxQbm5u53moksKe\nhxrq2ry8PEn+GYVZs2ZJkm677Tb169dPjY2NToYEhyLd/w5z584NueEA2bkv3LPn5P6Tn7vC3f+b\nbrpJf/7zn7Vnzx7NmTMn6r8iBho+fHjnPwg+8sgj2rVrV08PHRG89tpr2rx5s15//fWYryU7d3X3\n/pOfe3bt2qWZM2dKku6//36yS3ItLS2aPXu25s2b12NHUZJh4kTLL1zdIPmX40v+1rGZM2d2yam1\ntVUbN27Ugw8+GHUMjgrUCRMm6OjRozp27Jiam5v1m9/8Rvfdd5+j81BDXTt9+nRJ0owZM7Rt2zZJ\n0pEjR9Tc3Kzs7GwnQ4JD4e7/0aNHO9+zadOmkLtpkZ37wj17Tu4/+bkr3P3/4osvJEnt7e366U9/\nqsWLF8f0fU+fPt35/xs3bgza6RC9Z8uWLXr22We1adMmeb3emK8nO3d19/6Tn3vGjh2rv/zlL5Kk\nbdu2OeplvBbZJY4xRosWLVJxcbGWLFkS9j2xIsPECJefk7rh0qVLnScTXLx4UW+99VaXnLZu3aqi\noiKNGjXK0UAc2bx5syksLDQFBQXm6aefNsYY09jYaCZNmmTGjRtnqqurzdmzZ40xxtTW1pqpU6dG\nvNYYY5qbm828efNMSUmJufXWW827777rdDiIQaj7P3v2bFNSUmJ8Pp+ZNWuWqa+vN8aQXTIKlUG4\n+09+ySXU/X/uuedMYWGhKSwsNE888UTnewOzmzNnjhk5cqTp37+/ycvLM2vXrjXGGDN//nxzyy23\nmNLSUnPfffeZurq6xP6i+oiO+5+RkWHy8vLMq6++asaOHWtGjx5tysrKTFlZmVm8eLExhuySUaj8\nwt1/8ksugdmtXbvW7N6921RUVBifz2cmTpxo9u7da4whu2S0c+dO4/F4jM/n6/y9cvPmzWbjxo0m\nLy/PeL1ek5OTY+69915jDBkmm3D5Oakb/vGPfxifz2d8Pp8ZP358l793GmPMww8/bF5++WVH4/AY\nw5ZYAAAAAAD3OVriCwAAAABAb6NABQAAAAAkBQpUAAAAAEBSoEAFAAAAACQFClQAAAAAQFKgQAUA\nAAAAJAUKVAAAAABAUvh/+GMde/soaF0AAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x415aa90>"
}
],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": "r1 = 'android east'\nr2 = r1\ns1 = 'temperature'\ns2 = s1\n\nquery = base_query_day % (s1,r1,s2,r2)\nfields, rows = client.ReadSchemaAndRows(client.Query(query)['configuration']['query']['destinationTable'], max_rows = 1000)\nrows = [[x[0], float(x[1]), float(x[2])] for x in rows]\n\ndf = pd.DataFrame(rows, columns=[['time'], 'Day 1', 'Day 2']).plot(title='%s in %s' % (s1, r1))\n_ = df.set_xticklabels([rows[min(int(x), len(rows)-1)][0][0:5] for x in df.get_xticks()])\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\rWaiting on bqjob_r2458be8ad5e9cd1d_0000014105d23be5_48 ... (0s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r2458be8ad5e9cd1d_0000014105d23be5_48 ... (1s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r2458be8ad5e9cd1d_0000014105d23be5_48 ... (2s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r2458be8ad5e9cd1d_0000014105d23be5_48 ... (3s) Current status: RUNNING"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " \rWaiting on bqjob_r2458be8ad5e9cd1d_0000014105d23be5_48 ... (3s) Current status: DONE "
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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zwj0iAACA4AhFzdfi0uVwo9AFAOmpp6QvvnAVup9+KvXsGe4RAQAABIcjli4D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\n5nPuvvtuZevWrTF/raIwfulgdP/Hct8zdplnFIO1a9cqr7zyiqIoivLAA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"text": "<matplotlib.figure.Figure at 0x4156350>"
}
],
"prompt_number": 76
}
],
"metadata": {}
}
]
}
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