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@fonnesbeck
Created August 20, 2018 19:45
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/fonnesbeck/anaconda3/envs/dev/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pylab as plt\n",
"sns.set_context('notebook')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"severity_data = pd.read_excel('results/severity.xlsx', index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"settings = {1:'Inpatient', 2:'ED', 3:'Outpatient'}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"severity_data['setting_name'] = severity_data.settingnew.map(settings)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"severity_data['age_group'] = (pd.cut(severity_data.ageyears, [0, 1, 2, 5, 18], right=False)\n",
" .cat.rename_categories(['<1', '1', '2-4', '5+']))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"severity_data['virus_count_group'] = severity_data.virus_count.replace({0: 'None', 1: 'One', \n",
" 2: 'Multiple', 3: 'Multiple',\n",
" 4: 'Multiple'})"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def plot_mvs(x, data=severity_data, cmap='dark', xlabel=''):\n",
" sns.stripplot(x=x, y='mvs', palette=cmap,\n",
" data=data,\n",
" dodge=True, jitter=True, alpha=0.1, zorder=1)\n",
" ax = sns.pointplot(x=x, y='mvs', \n",
" data=data, cmap=cmap,\n",
" dodge=0.532, join=False, color='black',\n",
" markers='o', scale=1, ci=False)\n",
" sns.despine(offset=10, trim=True);\n",
" ax.set_ylabel('MVS')\n",
" ax.set_xlabel(xlabel)\n",
" \n",
" return ax"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MVS by setting"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/fonnesbeck/anaconda3/envs/dev/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7d3eeba0eda0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mvs('setting_name', cmap='Set2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MVS by virus count"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/fonnesbeck/anaconda3/envs/dev/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7d3eeb613048>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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O4Ez3+Xbgr7Zp7yKwaQQ1jXOtRoSbBvPkxjLyLcd782gILLoRADO2YKaoKG1OYSxN8GTWMlePCRro5QUzWUluLXNS4QhUxuFRSptRmgwj6SbZK0QEXTiBDJfQsgc2x/QGkFeIbwnWxDWgAMzOYQZHkLxAbR6n3NoaxCBFBd2DSWJ/YIzQq7J1WZ48OxSqCNfERA2QiAyATFUXuym4HwQ+fYXqHwB+HPh454TwEuCH9qan+xMrhhP9uU1lNzG/bd3KGKos54ZqZtv9GZbKpnWDSWJsBrNHt9lRYuePw/zxy3aJMUg1gGqwBz1MPFWsMdgiPdBtZS/dsH9VRB4hOgT8hYh8DrgR+LCI/DPwWeDZwL/ecMynReSW7uMvAwsicj/wX4D/SVWX96r/iUQikdhZkhbc5Uz/HySRSCR2nqQFl0gkEomDQTJAiUQikZgIE/eCSzx1Wu94dHWRR4eLLNbDmM9HoSZgxVCZjEFeUHvPYrOCC4oxhr4poidvVjJXVMznPRBlua0ZtjWZsRwpZ5gvK+aLXgpG3QU0BMLKBXjky3DmwZiSOwTozcBgAeaORdfrvIrZUsVAM4Tzj8PSefAB+jPQn40J7VYuxoDUPIMjJ+DGZyBHTiDVzFR6gU4a5wN141GNuX6q4vqVDerGUzeOpvVYK1RFTlnYQ+Uhl35ZDjBnxqs8MVpiqRlxvl5lpa1jQLwGrLWUNkNGsOpqcpMx9g4fPGWWMcgrlpoxTj1j7xj5lgyovQMEh5IbwYphwVhM+hHbUbQewtlH4ezDsHQBVs5FAzTsZHVWF6MRqvqdYalgeBHOPBJdrhFYPgeDQTRGo1VQgSKL7Zgcyn500S56kz7dqUJV140PRI23poWyuPaf09YFWuepGx+DyINijQeBXnl4fpYPz5lOGUGV2rfU3neiooFWAxoCgiEEjxXBa5TtMYBXj1NFvadnA06UOnisb6i9Q43FR10EnHd4Dbjg8RowkoJSd5S2gXYU5XVCp2rgPaiLBsZYCA5cHes3QxgNO1WEEF1lgofhMAaodsKleBPlfJpx3O+TsOxOE1QvUzII4fp8l0KIbQTdKNGj2Ots56CTDNABxYhQ2qh0kBlLZgy5GDCGQCAzsTxXUJtjxWAVEE+V5RhjyMRSGUtpCxQhQwgEQMhthhVDZiw2BaTuPHkJRT+qH5giGhGII5e8ipvNIO/FEVHRB+dg5ULUfFMBTJyGC76T5hGwJk7dlRVYG9tI7ChGJAYObzAe5gopua+EtYI4wRhZN17WCPYQTb9BMkAHmuO9GVQ9iJKJ4UgZEA04DWRiyLKcmbykbR3nm1WCBqyx9LIcVBnkJTNFxULRQxWW2jFj12BNxkJZMcgrZosqTb/tAlL10OO3xhGQUSjKOKrp9WFmAeaOdrI6OciJuA40mIeiguUz0DiYmYXeQjRAqxdgPIrG58gJOHFXlOtJqgg7johQFZa69ahGY1Lk12eAMmsocosqNK3DGkOeW8ricM00pDigy5n+P0gikUjsPCkOKJFIJBIHg2SAEolEIjERkgFKJBKJxERIBiiRSCQSEyF5wR1ggioX6iEXxqs8tnqRR1YusNSO6duCW/rz9PMKRwwyrRtPrS3BB/Is47aZBZ69cDO5Nay2DSvtiJFrWWkaxr6hymIbNw3msdfpYpq4OqpKWF2EJ74KF564lOEUovfb7Bz056Gpo/LBeDl6yC3cGl2vmzqm8D7/OCydBueh7Fy4e3Nw6zORo7cgvQGS3Oh3Be8DrQs4vzkDrbWGIjNYa2hbj/OKGCgyiwisjlraNpBlwqCX47zSOI93Sp5H77jDkrAuGaADzPlOCeGry+f53PnHOF8PQQKo8NDKeY5UAwzKqnc411IHTwAWioqldsRiU/PshRtZaUacrldYrkecGa9gRZgpeqy4miBw28yRSZ/q1KErF+HxB+Dh+2C0HON72ja6TdssSuwUXQzQaDm6YZsMzjwGs8dAPJx5NBqvdgxNAyj0BrBwAyyfQ5/zUjh2E9LfPkdU4qkTgjKq3fqrDzF+LjNCVWZ4H8itoV0zTgGCV1ofGNcxaLhxMK4dVZkxHMey1sW4oF6ZYQ+BEUoG6IDiNTB0DSPXstiMGPkGr75LQC8MfUPeWKwxtMEzDo42OIwYmuCoveN8vcJyO0cdHI1zDH2LCw6MxQdH6x0X6lVuHSykWKCdpl6NsTuhjWoHTaeIgActocmimoFvozKCLUAaYCUGm6rAeBVcp3gQmhhAsNZWPYr6cLNH0F5Io6AdxnejVedj1EZwgISoJhICxljq1m0KUPUhMBq3mzTjRrXDGruhTlRHcD4cCgM0/Wc4pRiE3JgYwNYpIUQjIYiAlRhVnWEwEjOeRjkdwWDJRChNTmFzDKzXFQwiBiOxvdJk1+/cn7g6NgdbRpFRMZcERyUDkfi5KGJgqVnbL1HdIOvK8wzExnI2tkE8Ji/jqCldwR1nzYis2RKRjWXxdevUtYiQbzEqxggbq4nEq3VYBGT3bAQkIu8E/iVwJ/A1qvpZETkG/A7wTKAG7gd+XFXPbHP8bwHfBpztij6gqu/Yg67vS0SE+bLP2Dtu7M9xoR7hvadWJQeO9WeZy/sYlMVmhMsCtWtp8QyKnLmyz7MXjnO07GOBxntMTwiiuODpZyULZZ9b+guH5mbYUwYLcOzmKDrqXRy5Bh+leIyF2YVYZ7QS67QjKHswdzxOwfk2SvIEDytLcYQUPAzm4jTc8ZOwcEO3BpSu306TWUNmDaqKD/EhDwQxl/YVuWVUu3XJniK35JlhcaVBVRGBI3MVIPigeB8osrj+k2eHY2ywZ0oIIvItwEPAR4DXdgboKPAiVf1wV+eXgaOq+mPbHP9bwMdV9d1P4bvvZEqVEHwINN7hgme5HlN7R8/mzJY9EHAhgCpt8BACQQSnniPVgF5eEFQJGtCgtOoJGuIxCLNFlRwQdhFVJTR1FBk1BixRSNQUcR3ImPhI3IzA1yBFdEAwQOvjiKceRwVt0bhm1DZQlkhvFsmyNPW2y1xJhHRjSgUfwrp+XDwm4FwgywzGRCO23o5cPnI6QFz3k86ejYBU9V7YPLRU1fPAhzdU+yjwk3vVp2nAGkPPFADR6FwnRiROzRnI05LgniIi2LKKwqFPxnb715YNiiqOlhIT4Vpy92w1KMYYiuJSmYhg7eEcpe4bUyvxUe0ngT95kmr/i4h8RkT+SESed4V2FkTkzo0bcHLne5xIJBKJp8N+euT9NWAFuNIU2/8OPKaqQUTeAPyZiDxDVbcmPHk78Au72M9EIpFI7AB7roYtIg/SrQFtKHsn8CLgu1W1vsZ2zgFfp6oPbSlfALbOSZwkrj1N3RpQIpFI7BP27xrQlRCRdwD3AN/1ZMZHRG5V1VPd+9cAHji1tZ6qXgQubjl2R/u8X1BVvrp4lvsWn6Bua+aKHtYanNP1uJ1WPRA9bDIrGMlQAqpxLjoXg5iYiu7GwTzeeVZDy3xecuvMEYosn+xJTjEaAlqP0NEKnH4ITj8c1RBmZmDuBOBjjp+yjDFBdR1zAlV9QKMrdtWPx7g2Nmrz6C3X62OKPpKu366iXcyOavz1bZxHEKrSYozB+YD3AUViOETnhj2uW5o2IEapigJroGk9dLmGrjfB3UFlL92wfxX4XuAm4C+6Ecz3Az8HfBH4u85QPKCqr++O+TTwnar6KPDbInIjEIAl4HWq6vaq//uRTzzxVf7u9Jc5O15m1DpccFQ2j3eCxmBVVUURBAWxaPBkxuJUKa0lEChtxmxWEkSospyZrGCmKDk9WuHrTtxOkbJq7jjqHbp8AV0+D5//Wzj1FRguxYjGtTiftYyoo6VOCSHv4oN60JvpsqlmMfYHjW7Z1SAmtDt2C+HozZjZo0hxFSeHxFNmTQ3Bh8DiUkOeG4wRhmNDv8oIqoxrjw+BsrAYhMZ5VkYNo7HHiNCrGkJQqjJDRBiNhCPz1aEwQnvpBfc24G3b7Lri8ERVX7zh/bftRr8OKiPX8NDyWZabMa33NMHj8XgfsBgCinaziWv/ijpAaILDimXFOQwSszpiaNXRuIJqYKm958x4mYvjIScGcxM80ynFNWg7hotPwIUz0Ayj8QkaRzttEwNJfRvdsEXABqAb7ahC1YtpuvOSGIhKjAXKC1hdgd4qWvaTAdolnA/r7tPj2uM1YDwYY3HeszpWisysqya0Lrpjr2nBKYpXZWnVU1hLnilZJrig1G2gV06/AZr+M0wkDjLXvEabli4TB480t3JA6WUFd8zewKnhInVoKYLigl7XFFw/uzQF189yvBT0spxMLKW1HK9mWaj6kz7V6SQrkLxCF07AkeMwXI6jGRxk5aUpuCxGyl9xCq7aZgqu7MNgBnqDNPrZRTIbp9vi9Jmlrv26fltmDf0qJ6hiTZyiyzODISpgK4rzca12ZmAJQddjgTIjlPnhGBvsuRfcJJhWJYRLTginGbUNM1lFnlmCDxgxKEob4jKZC4HcCMbkeAISYoCcNTEa2wA3DuZxzrPiaxaKipMzR5MTwi6y7oQwXL7khKBtTMMwfwLUxam5oh+n5ZpRlOcpB1H1PCuiE4L3nROCQJbF4NTeDKZMTgi7zWVOCK1H5DqdEPIca4W62XzsAeS6vb2SAbqc6f+DJBKJxM5z3QboQJrZRCKRSBx8kgFKJBKJxERIBiiRSCQSE+EpecGJyHOA5wOfuoY1lcQucnG0yunhYkzBUPRpgsNYwSDUrccALniW2iGlKQgEBraiyCy5tQybmlXXUGY5qspwPAYrzJV9jg5molddYlcIwaNLXVZUEfABlpcgM9CfizFA4zGEGnrzMU9QlsXyrIRmNSolGBs/FyUQoHVQzSCzsxiTHF33krXUC3ApVYOIYIysp11QFLMhTcaTpW6Ydq76v1NE/m+ioXl/9/kNwPuAC8CMiHyvqv7p7nYzsRVV5WOnv8LfPv4Vzo1XcD6QI8yVPTBC4x0BGLkxY+cJeBQhw1KajLm8jAYHhwsxWZ3v6lgMR4oeLzx2Cy+58RncNnPk0NwQe4UfLsOXPgmP3AdLZ2N67eEKaMzFhC0Afyno1FjI+1B0GVHbBsZd8KoGyKtogMTE/XNH0Vufi3/O12NTuoZdJwRdTz4XvBI6+SvnlbKwWGvQoNStX09QlxlDUVisEYrcUjeesCF5XZHbJ/vKqeBaHo/+e+BXNnz+JeBtqvrrIvJGovJ0MkB7zJnRMp859yiLzYg2BOrgGBNwdUCM0PgAGqjxeKJ+EShNZ3Ca2qN4PIIScCi+q5PjWfI1X14+x8nBUY4UfWavlrMmcX2cfgjOPRrld8ZDWLnYxQFpF3w65NIMeeeY2TbgS0CgreOICVgf9dQjyDstuFEJ5x6GM8fRmfn0ALHLNBsMS+08rvWIiSOZpg3Qhi6mOBqm1geqIsOGmE59VHdu9BvaW4szmmauZQ3ouKp+FUBEXggcA97b7Xs/8Oxd6lviSRi1DW1w6z7jiuJR2hC6YT44Asqa8VmrF//1G8R6wrrx2UCnb1UH1wmaJnYKVY0ptoOLQqKqcRSjuiEIYO3KKZcKQ4z58W08bv3KKuBjG6HbtJPscQ0aAondZWM4i2pUVForCiGsb9Bd0W7nWh23jarlYQiRuRYDtNiJgAK8nJgWe021Oucp+H4nnj7H+7McK+fIjI1zxggFhn5RUGYFuTFU5Fhk/SIZ4pA3w9AzObnk5Agl2fpQWABByG3GbFGyUPaZKcpJneZUIiIwdzyqGeQFWBtVrI2N75ENabktUefNxGm5LI9KB1kBYuPaEd0aUF5cqpPl0JuDmaMYO/1TOZNmTQEBopJBlhlsN3rJMkuWWcoiXgdrhMyamAm1q1Nt0X2LWVKn30fsWqbg/jPwn0TkD4H/Ffi3G/a9DPjybnQs8eT085JXnXwO5WOGh5YvgAkczfpURQkoIQTGITBuxqy6lto3eI0SPr0s51g5wBrDxXrIUltjNOCCMgwOK4ZbZuZ48dGTPGP+Boq0kL3jyInbUCGqGlw8Ex+BVy5CvRKNzmA+Trk1K3GqrexB70h8QsiLqJiwsgzjpbjuU85BNQNGo1GauwHufD5y0x2TPtVDQZFbBHBe6fWEPoJzHh+gyA1ZZggB6iZO1VkriID6kQZEAAAgAElEQVQRQ54bMmtoncc5RQwU2eF4aLiqEoKI5MSUCV8PfBT4Je0OEpH/GRip6n/Y7Y4+HZISQiKRSOw6Oy/FIyLPV9XPP+Uu7QOSAUokEoldZ1ekeD4lIv8oIj8lIseeQqcSiUQikbiMazFAtwC/DbwBOCUifygi3yMiaWEgkUgkEk+ZqxogVT2nqu9W1ZcBXwt8DngX8JiI/JqIvORqbYjIO0XkARHRzpV7rfzZIvL3IvLF7vVZVzjeish7ROTLInK/iPyP136KiUQikdiPPOV0DCLy7cB/AG5X1Sd12RCRbwEeAj4CvFZVP9uV/zfgfar6fhH5EeAtqvqqbY5/A/CvgO8gxiF9CviWa5UBmsY1IFXlkZWLfOz0A5xauchSvcqwbag14HAoSo+cLM/om5KgjoDQBs/YeRpqpMtc18Xer+WxIyPjSNHn64/fzjffejdzZUpKt9No8ITHvgyf/wd49P4YRKoa3a2RGEiSZZ0rdga+ifmAgkY37KoPdQ0mQG8WqgW4+DgML0SX7uO3wXNfBs98MTZPckq7Qdt6xo2naT3WCHnnCdc6j/NRdqf1gcIaqipj0MsRiXl/WudpGk/rPcaYdTUEI0JR2PW8QQeM614Duu5pNBH5BuJ03PcDi8D/ebVjVPXe7tiN7ZwAvg749q7o94B3i8hxVT2zpYkfAH5DVQNwRkT+CPgfgF++3v5PCyvtiI8/8RUeHl5gsR1xtlmm2VKnpsW0LRcYAfF/x+Z4t+1tbY0jtEM+fv5h5so+33jzMw5qgqx9Szj/ONz/T/DIF6MaQj0CPHFSonskMEXMctpF0MfNwGgl1rEZ5CWsLIF/AFRifWvh9IMxkV1/Fm5/7qROc2pxPlC3nnHjCEFxHurGYa2JhscFVkcNeW7RzOJVscaQWYnGp/Usjxo0KFlmcC4w0y+oyoxx7ehX+dSrIMA1GiARuQP4UaLhuRH4APB6Vf3I0/ju24BTqjHMXlW9iDzalW81QLcTR1BrfLWrt11fF4Ct4lcnn0Y/9yVLdcOKa3E+0AZ/uZJBx1oM/NoI51oJ6mlcy7lmhTZ4ymSAdgzVAKPlaEi8i5lP2SCrE2tFkdK19xs0L9ZfvYcsxFGRay+NnlQ7IdNlWDq3Nyd1yAhB18VF12i9EjRgjOBDjKvLAR+UDGidY23p3PuwfqxzUbGkdYGqi/kOqphDEON/LWKkfw18I/BXwC8Cf6iqo13u19Ph7UR9uqlmpijoZxnGGHKxGNjWCK0pIKy9v1ZRFiOWIsuZy/vk5nAExe0VIiYGjVb9OIqRTu0Az6WJUOLUW1groytfe5TwG1QTTGwHE0dASDy27McU3okdx3Q6b0ZkXUA0s7IuOmrEYLsZH7OuiNBpu/monLB2rLUG7wNZtkEh+5Bo913LCOhPgX8DPNJ9Pr5V2HBNK+46eRi4VURsN/qxRI+7h7ep+1XgDuAfu89bR0QbeRfwW1vKThLXn6aGuaLHPcduo/XKYwrqPSPnqAk0OASoyMiMpZfleA2oKj54RsHREjb+lG16X2CYyyqeP38rL77h1jT9tguYozcR7nwhDFfh8fuj+oESVQ2kG8Vk3fqPmG4NqAYC5L2ofO1dtFvFTFwHunAa6uXY1rGTcOfz4eQzJ3ym00lmDUVuCZ3CtTWGMo8j0NZ7jBXyrKR1Sp4Z+mVGr4xrcUHj6Knfy3FtiApMZUaZZ4gIRT79IqRrXEsg6poiImw/i6NXc0LY0NaDbHZC+DDwmxucEH5MVV+5zXFvAn6IzU4I36qqX7nG772TKXNC2EgIAWMMqkrbtnFR09r18o2oKiKy/rpWFkJYLwcwxiTDswdsvf82Xpe1a7LxOq3tF5EobukctizXr7XvFrVVNV2/PWTr/XQ96uPXW38fsytKCJ8GKmIs0PuBR7fWWVvHeZI2fhX4XuAm4CxwTlVfICLP7do9Qswv9AZVva875kPAz6vqx7vR0buBV3dN/rvrkf+ZdgOUSCQS+4CdN0CwnobhjUTPty8A/xH4g32+FrROMkCJRCKx6+yOAVqvLGKIbtNvIk6HvUpVP3m9X7rXJAOUSCQmweLiIu973/v40Ic+hHOOb/3Wb+UnfuInuPnmmyfdtd1g1w3Qc4gjoR8m/qC/RVUfuN4v3WuSAUokEnvNgw8+yKte9SoeeGDzT+SRI0f4sz/7M1760pdOqGe7xq6sAR0lOgC8EZgFfgd4/1P0fJsI02qAlusRDyyf5+xwibOjZc4MlxmqwwYwIdBYwXtP2wa8CfSM4Vh/jtIUNMGx6seMm4axa2mCJyj0s5zcClVW8dyFE3zzLc9itkpKCLuBX3wCHnsIVs7D4llYOhv95GePQN3AxcfAjaE3DzNHY5ZTfFQ9KCvARY+34WoMZjU2ul3nJRy9EU7ejV04MeGznG7GtePC0hgflJl+zmw/Zzj2+BB43Xe9ho985G+2Pe7222/nU//0ORQTQ75UCQpVERUTNrpkHyB2xQCNiT/ev0PMB3QZqvrfrveL95JpNEDDtuZTZx/h8dWL3L98hrMry4xo8WwOPt16MmtZUdfqbJMJGIAKYS7v8YJjN/Mvn/F15DbJuewkfvEcfOkTcOFxOP0QXHwCpMvl3LaspeP2IfB7n/wK/+/HvsipxRF3HJvjx77phXzfS56LKaromu3HrF9VAeZPRCN20zPguS/Fzt8w0XOdVprGceqJFUZNvIusEXJrGfRzvvjFL/Ct3/T1T3r8e3/7P/Gtr3g1w3GDEpPa9auMQVVw7EjvIHrG7YoUz+NEL7i3dttWFHjG9X5x4ulxdrzK2Ncs1mMa52nwODYbnO0saQAatjdOG3EobfA8MVzl9HCVk7MpoHFHuXgaxkNoR50iggc0xv90IcXOB37od/6KP/zMpZC3+88u8pf3Pcyffu4rvPeN34lx4+647qqKQjOO2VSHS1EfLhmgXWE4djTtJQfguvHU6ulVGV+5//6rHv+l++7jm1/+bTSdEkKeW1oXaH2gaTxlOf0JB656hqp65x70I3GdFMZiMORZTO0LVzcqa5hrrCcIuRF62fTfCHtOXoLtdCqs7Z4dNz9A/vY/fmmT8dnI73zsPr7jRXfz/S+6ozNaa1dVYiCrSGzXpJHrbmG6tNrrwhUiXUp0uOH48asef+yGGwDZdD8a6VJ1H5JA1AM50ZiAG6oZjpQDjhYzzOY95rKCEkPR/YgJULD5J02AEmFOSios5RXajvUyZrKC5x+9hSNJDXvnOXYzzB2PYqGzx6JsTl5CloMdQN7jN//hi0/axG/+3edh9mhURih7kBfQH0RVhP4cHLkRjk+dDOK+YdDLmR0U6/dYVWWcODLAiPB197yEu55xZRWKfn/Ad7/udeS50OsV9Kp8XRG7V2Xk+eGQv3rK6RgOEtO4BrTG+dEqtXc0rmFpOGQ1tOQIM1WPM+NlCsmwIjwxXuZ43mdQ9jDGUGA4Vw+BQEC52KwgKhwtBzgvqIHb545yy9zRSZ/i1BKCR5fPx3UcBc49Fkct8zdA03DLi1/KE+cvXPH4Z95xO/d97K/jvOriuWjA+jPgHMzMIXPHMEnHb1dRVUa1I/gQjYiNytYuBO79mw/z2te+lrquLzvuve99Lz/6hjcSgiJd9o2ojG3JD6YDAuy2G/ZBZZoNUGJ6ueeee/jkJ68cZveKV7yCD3/4w3vXocR184lPfIJ3vOMdfPCDH1yPA/rZn/1ZXvOa10y6a7vB7ucDSiQSe8Nb3vKWJzVAb37zm/ewN4mnwj333MMf/MEfrOv4JX2+zaS/xiHgQx/6EK985SspioLZ2Vl++Id/mM997nOT7lbiKrz1rW/l1a9+9bb7Xv/61/MjP/Ije9yjxFNFRJLx2YY0BXc5U/UHec973sNP//RPX1Y+GAz4y7/8S172spdNoFeJa6VpGn7jN36D9773vZw6dYo77riDt771rbz5zW8mS96Jif1FWgPajmk1QM57Pnf2FP989mHaEDiaFVwYj1lsRzgfWD53gXd875vw7fbhpnc879n8H7/3G4gVVtsG13oGecmRQZ9j1SzPOXITxwdz6cltl/ArS/DAZ2F0EYq5mHwuNNETrjeIwaRZEeOFQoCmgeFFGK1Crw9HbooODG4UcwKVA6iHMdvqzALceBu2NzPp05x6VBXnAz4oKAiKIjEBnQjeh3W36rr1GMBmhrb1aJeq2xiJCdeN4HxMyV7mBy4lSloDOiw03vHBB/6Zvz/9FZZDs22m08/+xZ9f0fgAPPT/fZH/8k8f5ehdG1x1a2AF5m3JZxcf47+76Tk859hN2IN1I+x7/NlH4aN/DGdPwXAUjYgxgImvvS7JnM0hs7C6AuMlqEcx7kdszIJaDbq4H2JZ8LF+bxZueSb+ed+EnT826dOdWkKIXnCjcUvTeprWx6RyhcVKNCxVaXHOMxw7rDXUjcO5mOvJecVINEhlbqkbjzFQFhnWCEfmKqyd3nsvGaADyhPDZe5bPM3oCsYHYHRh8artjM4vwl2Xx4qMfcvZ0SoPrp7llrkjLJS9p9njxBoheHj4Plg8HxULwji6ThNAcrAGRkPwLRRVzIg6Xo3Gx7XxMw5cDcHFGCAf4r7MgvbA1nDucTj7CGH2yEF7kj4wOB9onceHOApq24BYwTqhCZ6ysHgvjMbROOXdaGl52NAvMlynAWd9QBTGjeuOCYBh3DgGvWLSp7lrpP+VB5RAYGOq2u2Yv+2mJ29EhPmTN155v2rX/oGZlTw4aHf1lC36SWuPEwqETuVgTaJn24biMbp2jF5qT8OG9hK7wcbLomuf1++bDeVcLpO1XrbxEm+5zGHKL18yQAeUE9Usd80epZL8ihfxGa94KeX8ldcAbv+Gr2Xmxu11wgqbMVf2uLW/wEx+Jc2ExFPBGAs33wWD+U75IIsjF7umhGCh6kFvAaqZqJZQ9uNoyGbEOZsS8iruzwqoqjhtl1VQZLFs/hgcvSmNfnaRPDNxDUeEzBiyXLBGyKyhKjKsNd17S24t1sb6gyojyw2ZMVS5pcwtZWnJ89iWMTHteq+c7kDiiTshdA4Cf7ShaAGYU9WjW+r9IvCvuZQS/G9V9aeu4zumzglh5BruffR+PnvuEZo20EMY4blYD/E0gOXUJz7PB/7Nv6Mdb47GPnbyZt78nndw/PgJNINR2xC8UtqMIzMz3Nyb54VHT3LnwtGkhL0LqCrhzKmoiL2yGNdy6IREbQ/m5mDhGJgCmhVo2uhwsLoIK8swmIGFGyHUcarO9mAwC8NFGI9h7ijc/izsbFr/2W1CUFrnad0lHXoRJbNxDSiEuKynyrp4qTWCc4GgIEbIOicFEfAhOiFUZUZ2sNZ/Dr4XnIi8C8hU9ae3lP8iMKOqP/MU2ryTKTRA18pDDz3Er//6r3PvvfdSliXf8z3fw5vf/Gbm5uYm3bVEIjE9HGwDJCIFcAp4zdZU39dqgERkgTiK2shJ4CMcUgOUSCQSe8B1G6D9Nr57HXBqq/HZwA+KyD+LyH8VkW+8Qp23E0c7G7eP7HxXE4lEIvF02G8joA8Bf6aqv7rNvpuAc6raisi3A78LPE9Vz22pl0ZAiUQisfcc3EBUEbkFeAXwo9vtV9XHN7z/cxF5GHgh8Ndb6l0ELm5pe8f7u18YNjXn61XEgcPTuIa6dngNVGVBkZVkBlDD0niVwgouBEqb0wRP07b0y5KcDFtm9G3OajsGazlezVLlyQFht1BVwoVHYVhHB4KiBCQGk4qP5UbAN/EVEx+PsgKyMgaveoXBIKokGAOrSzCYg6LCVimP016gql1aBbliIrkoRnop0Zz3gfjwL1grqCreK1lm1lM0HAbvxX1jgIA3AR/cOqJZQ0RuVdVT3fsXA3cC9+1Z7/YZqso/Pv4AHz3zIA8vn2c5NE976CbE/xAZGZW13DJzhFfe9Cy+5sRtO9DjxEb88nn4hw/CA5+PCgdioZqLCeWacZTfcU3cNgaDWBPVEYROOcGCSnTjdnV0o8oruPlO/LNeAnc+H1tUkzrNqadpPcNxS914rBF6VUavzDcZojWFBIgZT50PLK3UrA7b6JadAyEK+DRNoF9mVFXc5gbTHQKx3wzQ2zYWdFNyP6+qHwd+SUTuATzQAD+6cVR02Dg9XOIzFx7j7HCJcWh3ZN5QgRZwOEyAM8MlPnHuEe6cv4HZpISws9z/KTh1PzSrUcUgtFEVoVmOBqdtQR2XzQh74ogIQLrbdz2CUTqjpHD64eimPTMHt9y9Z6d1mAhBqRtH3UTj4oNGQ9TFAK3VWTM+AOPGMxw1DEctHqVtHPWypygMRWYZ1i0hKFluGI0dRZ5RFdMbC7RvDJCqPnubsu/c8P6Ne9uj/c1K21CHljZsEz79NOli8HEaGPuaoW+ZJRmgnUJVY+yPbzcrH6iP028+bG98Lm+oe7OmiSFxNKQaJXraGprRrp3HYSeoErasoasqGnRTnU3HhJgt1XfF2n3OQpwahxgHtHZY8AGYXgM0/ZOMU8rx3oC5rEeVZZgdvoyWuORQ2Zyj5YCFIhmfnURE4PitUb3a2DhthokptfMivtqCK//wdNM7xnZb3m1ZHAGJROWE/izMpJTqu0VUPLCb1pitNZvEQ22naLBG1omOZrYLPO1UErIsjoAgqisYIwhQFNP9E71vRkCJ62O+7POKm++msJavXHyCxfGQMS3DDU/NFiiAnIwWhyNOsQmXP1v3gAEFhS3ACmWWcffccV5563Mps+SIsOPc/S+gruELH4PFc1CVsHBzlNRpalhejKOXdgwEaF00LnkOeR8yQwyjJ07F5TmMV2JZ2Yfbnwd3vAA5evOkz3RqEYlK10A39Qa9MqfI7WV1miagKIM8p1dm5JmNa0BZlNtxXvDe0+/l5Jkhzwz9Xk5mp3f0A/vMDXu3OOxKCIlEIrEHHPhA1EQikUgcEpIBSiQSicRESAYokUgkEhMhGaBEIpFITITkBXeAOTta4i8f/gKfP/8oZ9shris3G7ZmQ31D9IorsGTkiARWNKb0NkCfnEFZYcRw82COrzl6khffcBt5lv6b7DS+HsGDn4HHHoClC1CvRK+4di0wVWPyudB5wEmA3gCO3AgnbouJ50bLMVV3O451Vi/Ez1kBtz4LnvcN2FufOelTPVQ0rce5EAUpcktmDc6HGIyq0ZHRucDq2BGC0u9l9KsCa4S6U0wIQSkyQ1FY8my6veDSL8sBpQ2OD5/6Ip89/xhn2uEm173QbVsJwBgYx3D6y/z9alou1C09csYh5rkvbM6Lbrh1qvX0JsJXPgOP3g8XTsP5x6LrtWujIsK2Vw8YrcBoFRbPxAR2CoyWorFauQjexyeJLIOHGrDgyx72hlv28MQOL60Ll1QPFHzt6JUZ4zo+Gqoqi6st3nnaLhI1hKgRl9moAbdWN4SY1ltEDlpSuuties9sylmqx5wbr9AGv+N+44rigmfoG86MlvE65Ynp9xjfNjC8GJUQ2nFUPwhtfL2S8QHAga9jxtPxMEryBA/1MCofqI8jJiVqyK0uw/L5PTqrhPeXX7vGXZLh8SGKljZON5QFvA80bcAH3VQ3tjndUSHJAB1Q+janZ8sYab3DbQuQCeTGMNdNySV2DrEZFL04H5PlnXpBtz3pLWmj2kGeR7UEk8Vj8iKKmSJRwkKI+4oe9JIi9l6xnRJ2tkHR2ohgRNZVENbLjCHLhI3i16abcbiSuva0kKbgDii9ouSbbnoGS+2IerFleX0F6OpY4oVXNq8RWWBARmYz5qsBd82d4PlHblm/GRI7gzEGf+cLoR7FtRvXQj6KKtjtOI5iDKynX9AWHFCWMH8Cjt0E1UxMvVCWsY1qBkaLUcTU5nD8Zrj9+XD85GRP9hCRZwYfdH0kVOSWPLfxPms9xgiz/ZzWRxWEoEpVZp0ygmHcePIspmUockPWKSJMM0kJ4XIO1B8khMCZ1VWM96w6hwGsCL2iYBQC0ra0ISDGUOY5GgKZtWR5jnOOTITF4RBrLXO9Hl4VUcVkGbNlmdZ+dhlfr4Ap4pSZOsDE6TiRKLGjIU6zqYK1XS6ggpg3KMSpN2vjKzYaIZtD2cPmScNvEqz9pm68dzaWxdxAlz5vV2/r8QeE6+5wMkCXM/1/kEQikdh5khRPIpFIJA4GyQAlEolEYiLsCwMkIg+KyBdE5NPd9ppt6vRF5PdF5P6u7msn0ddEIpFI7Az7yQvu+1T1s0+y/2eAZVW9W0SeBXxERO5W1ZU96t++o3YtDy2f5xOPPsCpZhGcMpeXiBGGrqEJntm8x42DWWbyHsE7HMqF8SpD12BEEBWKPKOf95i1GRebEWdHK2Q25wVHbuJrT9zGTFFN+lSnDlUlXDgNZx+PKghZ51o9sxBdqVcvwnA1VvYuJp7LS8hs5y3nwNXQNJBX0O9DNQvWxGR2MwuY/gySl5M90UOG8zGuR0TIM4NqTMNdNw4jUOQZZWFRVdyGeiJC03pWRw0aoFdlVGV2EB0Rrov9ZICuxg8AbwRQ1S+JyMeB7wA+MNFeTYg2eD5/4TH+7tEv8aWls4zpAlLHm+vZ0QWKJUM/LzAYaudo1ePxBLqYHyyZCKrQEj2xCpPx2Ogii27Mt598XpLj2WHCuVPw0Bfg3COwuhhVDGaPQtmLHm+jVWhWYdyl1C6r6GJdVDHVdtspJ6jvDFMZ1RHmjkB/DmaOEG68AzOzgJQpFmgvaF2gbi6FQ7StxysMhw2jxiFCdLtus5jxtDMuzgWyzHBucbSuhLA6ajkyVzIzmO4HiP30q/K7Eq/IvcDPqerFLftvBx7a8PmrwG1bGxGRBWBhS/HUBUOsNjVnRsucXl0m5lrcHg/UBKRtyMRSa8tGsRcDKB79/9u78yhJr/K+49/fu1RVVy/TM9pgtIIWMNiAAR0TxzgkJoZgg+0kXoiRYo4hNonjKIQDDnYi2QGv4YRjCxsTEwTCxAZz7ICDMTk5mMMSwmZJgAxEWGgfjWbp6enuWt73vU/+uLd7anp6Ri1N91Qvz+ecnq5669Zbt+att5+67733uSYqjACUGCEEluohB5aOcaA/z6W+tPOGMQtw5GEYLJ4IJPUwroA6WIpDsJs0P6i/BGUBi8PYCqrSN4zhIJbB0nDsdETLPLaIqn7MFdfuxh+36er65EwIwzq2huqU+cAMmjowoKYsC8oiBqBgxmJvSFWdyJpQh0B/2NCdsB09GXVL9AEBzzezZwLXEr+U33wW+7qBOOR69OeTZ13DLSbPRK58XU30LP2rlNFArDVe8tSMCgKKTLS2zMdkp1C8VDb6/yrFnzyPWQ2UjpJSeWUnymQ6cVukDAqCPM0dWn5Otrwfd07oNHc1ui0e19WHZXW2kdXzg3aqLdECMrP70u+BpN8FPrRGsXuBy4FH0v3LgI+vUe6twC2rtl3CDgtC3bLNJVOzPHl6H3ccO0ATQrp4libPp3IF0KVgstNFTSAXDJuGmoYGIyOjVE5JhhB9qwjE5IizrS5P2nMBF07uGdfb3JEkwQWXwfFj0J+Ml9bKTryE1p2Jk097x+NlOPKYCaHdjS2edjdmUCj68Xl1FVPutNvQ3QPd6ZSCZzrd9v67c6VVZvRG8sF12jl1k8VzMyhlyM7odlqgE5NOizyj085O9AEBZZ7R7RQ7uvUDW2AiqqRJoDCzY+kS3JuAp5nZj6wqdxNwsZm9Og1C+BRwlZkdX8drXMEOnIgazJjrL3HvsUPcuzAHBue1JzCMflOzUPfZ15nkvM4URV5g1lAH6FVDFus+hTJKFZAFOnmLbtlhcTDgkd4xijzjmn37uXh677jf5o7VDPowfygNJMjjQIT2ZGy1DPowXEqfxpQdYWIKqpTJPNRxIAJNbAG1uinYhJU8cFmrhbKdnc5/q4mDC4xMkOfZymCDugnxikIRl2hYXQ5iBuzBsMYCtNoZRb7tjt32y4Qg6cnAB4mpyHLgTuDnzewhSbcBLzGzB1OgugX4TmLXxuvN7H+s8zWuYAcGIOec20K2XwA6FzwAOefcpvNUPM4557YHD0DOOefGYkuMgnOPTx0Cc/1Fjg16yIyDvUX6zYCZvEWugslOh8mi5Gjdp2U5YMxXfaqqJs9zplstBo1xtFqkHgzplG1mW10GapjICi6fPY9u6aOoNktTD2HucBxQUHZg/khckiEvoW4gDOOghPYEtNpx6PbxY3HuUBCEAVga0j11HkxOxVFxZKg7Rbb9OrF3tDqNkFsehNAEiyPvs+y05XY6D0Db1LCu+cqRB/h/cwd5ePEYD/aOUzUVFQFhTOVtukWLGmOqaHG8GlCFmjoEhiHQynLqEDAaKkIceg1AxkzZYaY9waVH9/K9+69h/9Tqeb3ubDVL8/DN22PQOX4I5o7ErAbLy2ujuFJq2YLuPpiajhNV+2k572EvrRUU4nDryb0wez7svRA6k9jkLOGiy8havibQuJkZ/UG9ssy2YSfNuiuLjHarwMzoDWpCKpdlYmKHp+PxALRNHR4ucmDpGAv1gCPDHr1mQCCwPJd6sanohYYiy6ibhkGoGIRAICDEQqgJnJwRoQ9kBBbqim7Z5mD/OPfMH+aC7jSlD+fdMGYGRw/AUmrNLM7D0lEgixkRqn4cil12oBrGVs4w5YUbDFIGhT40IbZ+eumxkOYLFSX0F7CFOdjnAWjc6sZWgg/AcBjIMq2sdlrVIa6EGsJK8IE4LLtuAmWxc889D0DbVN00hDRgrzFbScez/PE1AnGAowiphXPy4yc7abvFb2lNgCENu2Gk5DlX1TE3y3IqHTOgia0aiPetIc4BCum20qqpIR2o5Wx+dmJfo88PYfWrunFYdf7Y8kl25mKn3baTeADapva2u8y2uhwd9JgpWyxWAxoalMJSOytp5yUNRjcrkCpkNcFEjZGTEVLZ5fSJObEl1MlyCmXMtNrsn9jjrZ8NJileKjvyQJxY2p44ka9N/RPLb2dF/N2djmWaKm4LTQouRSxbtOPzJ2din/jzSwAAABRgSURBVFHKnK3JmbG+TxfleYbqcCLzQZEx2u2TZyLLREFGNVIOdn4/kM8DOtW2+Q+ZH/a5d/4QB/vzzPWHHF06Tk8VU3mbTlEw25qkneUMrE6dnnBsuMSgGtLOSzpZwVJdcXzYZxBqpso2k+0WRVYwVbZ52r4ncNnM+afkqXJnz8wIx4/AwfuhGcSp1YuHoT+IfT+E2BfU3gNTU9CdjfePH4WF+ZiepwpAHTNl770I9l0UL8sVJUzvI5+YGvO7dMtCMKo6XiAvi5yQMiRkI8sxrFVum6Xi8Ymoa9mpAcg557YQn4jqnHNue/AA5Jxzbiw8ADnnnBsLHwW3A1RNQ13X5GmRMklxZdMsW1nYKlgcqls1DUWek2cZg6piWNcIaJXlSvp3C4EmBMpiZ0+C2wpCaOIKqSawhqxoxe1NhbI4ORELZHm+sqAgpFVVEWZh5XY8VkaWFZiFk8q7zbHch3668+TRHt/tPABtY3Vo+Nb8Ye44fB8HewtUTU23aNEpWkzkBRd2Z9g/OctU2WGhGnD3/CH6oaIkozG4Z/4RDg4XyQ3O60xx9cz5dNuxbC4x257kqpkLmGn7ZMaNZqEhHHoAjj4McwehvwitCUK7G4dchwbrLwIGZYvQnUUXXwmdKTTsERaOwbFDsHgE+j1oGqxowfRemum9MLMvBrN2F+V+mm+GwbCmSstwl0VOu3ViuoKZMRg2K2l1WmVOq/TpDKv5J3MbOzJY4hvzD3O4t8hC1WOprjkyXGSmnGSqLGnlOf1Qc+nkLA8tzjNXLZEZHKoGHFiYY6mpqGgIIVD1AkGB6cEE3bxkqmxzbLjE/YtHuKZ8AoXPBdpQYWEOjh6E3gIcORCHWLeGcPxwnNfTnY63QwN790M4ih1+CM1cEGdvLczB/ME4JLu/GOcItSfjfkITh2JPzcbUPl2fD7TR6iasBB+Aqm7Ic63M26nrsBJ8AIZVQ5Fn221Y9abzNvo21q+H9OqamkATYiaEJjRU1tCYMahrqtDQq2t6oYKUMWFYNwytobGY5cAMagss1Q3DKk5LbdKM+n7ah9tgVT8GimoYsxw0IQaRuoK6H7eHlM2gqeJzBr14u6ljoGmaeLsJ8XZoYhLTZpCSkhK3uQ03mjJnrW3NGtNbmjWes9t5ANrGpsoOe8o2hXKKXOSIMmvRygsKZUy0WnSKgsmixXTRBokiy5koSrpZQZkVZBLKRJll7ClbTJYtQOSp/6Bbdmj5JZyN156EIo+TSPMS8iJmvC5acXntTiduy8u4TcRWUauNyjJmRChasaVTpOW88xJarZhDrmzH18nLsb7NnSpfoyWT5xp5/NQ/rWs9Z7cb+18WSecBtwJXAgPgLuBnzOyRVeVuAV4IHEqbPmBmbz6HVd1yZlsTPG3ffsyMB5cK6rJhptWmVRRM5G32tSe5eHKWTlkyWbYos5zj9YALO1NcOXsBdx87yIOLxxAZ+ydnuGrPhUwUJfP1AAGzrUkun967EozcxskmZwgXXBYvvz3hyfFSWV7GdDqtTkxS2t0T073lgum96LwnQquLqj42eyGUJXSmYsso1JC3YWoGpvfBxFTc33KKH7eh8jyj3cqpqtQHVOYnBZ2yyDDLqesAin1AfvntVGPPhCBpH/AMM/urdP+3gH1m9tOryt0CfMHMbn4cr3EFngnBOec20/bLhGBmR5aDT/JZ4PIxVcc559w5MvYANEpx4sJrgA+dpshrJX1Z0p9J+rbT7GNW0hWjP8Alm1Nj55xzj9fY+4BW+R1gAVjrMtsvAg+ZWZB0PfBRSU82s9XDfG4AbtzkejrnnDtLY+8DWibpPwPPAF5qZoN1lD8MPNvM7lm1fRZYvYb0JcAn8T4g55zbLI+5D2hLtIAkvRl4DvADpws+ki42swfS7RcRV1B5YHU5M5sD5lY9d8PrvFX0m4qlekivGmIWyLIcIYZNRb9pGDY1w6YCRJ7llJko8oKmaTg0WKBpGqZabcosZxgaOnmLiyZm2Nvp+vDrTWZmhMV5WJyL832mZ1HZQaEmDp3qYE0NS8fjfJ72JJqYRCOjrayuYlaE3jzkJZreS+brAJ0zIRiDqgEz8jx7XNkOQjCGVUMwo3ic+9iuxv4XRtLTgTcC3wA+k4LF3Wb2I5JuA15iZg8C75Z0EXFg6jzwMjOrT7ff3WDQ1CxWQ44NeyxVfXpNTa6MYRMXoOvVQ44O+2SCYHHR7m7ZRgZHBz1qa8iU0Zsf0s1bTLXbdIsWvTDEOI/zJ6Y8A8ImsqV5mDsQJ50C9I9j3T0rK5na8R7W1KhO38nqASZDKbOBhYAtzMGxgyvLb1tTEbKMzIdfbzozozeoV/K9NaFBxCHZj8XoPoaPcx/b1dgDkJl9ldM03czsWSO3X3jOKrVNVKGhsUDV1DRmBAsEC/SaIbkyek1FYzVVYwRBMCNTTRMCS9WQLBMZgUGoCUAnFNQWGNQ1g9BQheABaDMNezGTwcr9AZQDLITYyqmHcT7QcovHDKrBiUSjTYVVvZXgA8RMCYO+z/85B0IwVndh1I1RPoa5v00IZ72P7WzsAcg9frmEEJnij4BMOaViFuwiy5AycoEIZBil4qW4IstBRo4oECUZGSJLWRAKZTG7tts8eQlKy28D5HnMcLD8/55lsczoOJusYOX7mrJUnhM9l8qg8NP6XFjr0v4aCRDOKNuAfWxn/kndxtp5QR0C3bJNY4GsnCDPYLJoMwgVZVZSZgV1aDAgQ7TzIqbjyVoshD5NMKZaE0xkBcpEpyg5vzPFTKtD6a2fTaXJPdiwB4vHYutm5vzYxyMBgsk9qB7C4jxg0JpAE1Mrf/hUlHEf1QD6CzEYdfegjvcBnQtZJtplHvuA0v3H2n8jnbqPstg9592WGQW3mXZ6JoTGAvEwBiBDSh3caQ2gkN5SroyAxRYTGf2mwixQZAW5RGUNuXLKLCPz9DvnhJlhqc8uK0okYaFJ6zrFY2BpzSBla6/PZBYIdRMbRJ777ZxbTuh7Nql2NmIfW8D2HAXnzk6uLB36kaCxjo/CZNY+6X7pH4dzThIqTg4aWtXyVJYjTv+tWMrIS//CMC5x0cfx72M78k+tc865sfAA5Jxzbiw8ADnnnBsLv+i/C5lZmkNktLJ8zcWz3NZgoYnzgZRB0drRWT3c7uMBaBdarIfUaanmQVMxWbZ9yPUWZE0NvQVWBmbWQ5iYHmudnNtI/tV3l2ksrASfZcNmV2c02rqqASfNCmjqGJSc2yE8ADm3ZfnlNrezeQDaZXJllNmJK69SzI7gtqBWm5OCUF4iP1ZuB/FP8y40WbaoQk4w86wHW5iyHOvOxASjyk6ZsOrcducBaJfyQQfbg7IMVmWscG6n8K++zjnnxsIDkHPOubHwAOScc24stkQAknSNpP8j6Rvp99VrlMklvU3SNyXdJelV46irc865jbElAhDwduBtZnYN8Dbg99co85PAVcDVwN8Bbkrr/DjnnNuGxr4gnaQLgW8A55lZIykHDgNXm9kjI+X+J/AuM/uTdP9m4B4z+61V+5sFZle9zCXAJ9mhC9I559wWsC0XpLsUeMAsLnyfgtCDafsjI+UuA+4ZuX9vKrPaDcCNm1RX55xzG2QrBKCN9lbgllXbcmASuP+c18Y559yatkIAug+4WFI+cgluf9o+6l7gcuDz6f7qFhEAZjYHzJ1FfTwBl3POnQNjH4RgZgeB24CXp00vB/56tP8n+QDwakmZpAuAHwY+eO5q6pxzbiONfRACgKSnAu8G9gJHgevN7OuSPgL8RzP7QmoZ3Qx8f3rab5jZO8ZTY+ecc2drSwQg55xzu8/YL8E555zbnTwAOeecGwsPQM4558bCA5Bzzrmx8ADknHNuLLbCRFR3jkgqiHnxnHPjcb+Z1eOuxFbhAWh3eRpw+7gr4dwu9kzgjnFXYqvwALS7LKbfz8fz4m03yxnd/dhtT8vHb/HRCu4mHoB2lyb9vn8dy1K4LURaSVHox24bGjl+zZnK7TY+CME559xYeAByzjk3Fh6AnHPOjYUHoN1lDvhlzm69JDcefuy2Nz9+a/Bs2M4558bCW0DOOefGwgOQc865sfAAtI1J+pakr0jKVm379nHWyz12ktqS3iLpm5K+JumvJf3wuOu1W6Xz6KG0EvPytldKMkk/9yjPvWW5jKQXSPr+kcf2S/r4OutgkqYe73vYDjwAbX9TwHXjroQ7a79LnC3/dDN7KvGY3izpe8dbrV3tIeBFI/f/OfDFx7iPFwArAcjMHjSzv3/2VdsZPABtfzcBN0lqjW6UdJWk/y3pDklfkvTikcdM0hslfV7S30r6JyOPfZekj0v6Yvr5gXP3VnYnSZcDPw68xsz6AGb2FeDNwI2SfkrSxyT9saSvSvq0pCeMPP/1kj6XjvOHRx9zZ+UW4KcAJD0J6AJfSfdXWjlr3U/bvgP4WeB6SbdJ+gVJV0g6NFLGJN0k6TOSvj56Lq7a11Mk/UU6Z2+X9MoNfq9j4QFo+/tC+nnNqu1/CLzPzJ4BvAJ4r6QLRh6fN7Nrid+0fxtA0izwduCfmdlzgB8Efj9td5vnO4C7zOzIqu2fJSavBLgWeJ2ZPR24E/jXAJJeAVwFPM/Mng18BHjLOan1zvdx4BmS9hID0Xsey5PN7MvE8+k9ZvYsM/v10xQNZvbdwMuAd0i6cPTBlMX+fcC/Tefs9wC/IOmpj+ndbEGeC25n+CXg45Leme4LeBbwLgAzu1PSbcDzgA+nMn+Ufn8W2C+pA3w38CTgL0ZyVxnxD9wXNvtN7GJ69CJ82szuS7c/C/zDdPtlwHOBL6VjVgDHNryGu5MB7wd+gthC/bvE/+uN9k4AM/u6pC8Rz9MPjTx+DfBtwB+NnJfttO1rm1Cfc8YD0A6QPrgfAV6bNp3uD9ropK/lSz3NyB8uAXeYmfc7nFtfBq6StG9VK+h5nEjd3x/Z3nDi3BXwJjP7b5tfzV3pFuD/Ap8ws8MjAaDm5CtInQ16PXHyebq87ZCZPWuDXmPL8EtwO8dNwL8CpoEA3EbsNCU11Z9JPJHO5DPA1ZJWOkklXauRs85tvJTd+gPA76WWKGkk4y8SZ8+fyYeAf5kuEy2PpnvmozzHrZOZ/S3xOPynVQ99k3hZFElPBE43sGAe2PMoL/PKtJ+riVcuVp+nXweWJK0MNpL0VEkz63kPW5kHoB3CzO4HbgX2pU0/CbxC0h3E68fXmdkjj7KPo8RLOjemjs6/IQY2D0Cb7zXAg8Cdkr4GvBf4N2b2iTM9ycxuJfb3fSId6y8SLxW5DWJm7zCz1Qs5vgO4RNLtxD7U0325+1PgucuDEE5TZiDp08CfAz9jZgdXvX4NvBT4iTSo6KvEUZOtU3e1vXgqHuecGxNJBkyb2cK46zIO3gJyzjk3Ft4Ccs45NxbeAnLOOTcWHoCcc86NhQcg55xzY+EByLlVJL1d0n84i+f/laRXrbPsCyTd/3hfa6NIukzSwmj2Z+c2mwcgt6tI+ktJv7LG9h+SdEBSYWY/a2arJx6OXUpa+d4N2te3JL1w+b6Z3WtmU2bWbMT+nVsPD0But7kFuG6N7A7XAX+YJv2dVkoM6ZzbAB6A3G7zZ8RsEc9f3pDS2PwgKdtxSq3/pnT7BZLul/QGSQeAd0naK+nPJT0i6Wi6fcl6XlzSRNr/UUl3ktK5jDy+X9IH077vlvTzafuLgTcCP54uld2etu+R9E7FxdMekPQmnbyI2qsl/Y2k45LulPRsSbcClwEfTvt6fVomwJYDbKrHhyQdkXSXpFeP7PMmSe+X9J60369Keu7I429IdTmuuMTA963/8LjdxAOQ21XMrEfMcHz9yOYfA762RrqVZU8gBq3LgX9BPG/ele5fBvSAm9dZhRuBK9PPi0j5+gAUV7b9MHA7cDHwfcANkl5kZh8FfhX443SpbDnf27uJiTGvAr6TuPjZq9L+fpSYSul6YIaYZumwmV0H3Au8NO3rN9eo538H7gf2A/8U+NVVgeRlxIzqs8R8dDen13wK8HPAtWY2nd7jt9b5f+N2GQ9Abjd6N/CjkibS/evTttMJwI1mNjCznpkdNrMPmtmSmR0nLhz399b52j8GvNnMjqTlFX575LFrgQvM7FfMbJgSYf5X4nIAp5B0EfCPgBvMbDHlEPsvI+VfBfymmX3eorvM7J5Hq6CkS4lrzrzBzPpmdhvwB5y88u6nzOwjqc/oVk6sW9QQlwp4mqTSzL5lZt9cz3+M2338erbbdczsU5IeAX5I0ueIf/j/8Rme8sjySqUAkrrEP/QvBvamzdOS8nV04u8H7hu5PxoQLieuzTQ3si0HPnmafV0OlMBDI11a2cj+LyVmbX6s9gNHUnAdrefoWjgHRm4vAZ00gOMuSTcQW15Pl/SXwGvN7MHHUQ+3w3kLyO1W7yG2fK4DPmZmD5+h7Op8Vf8OeArwXWY2Ayyvn7SerOEPEQPDsstGbt8H3G1msyM/02b2ktPU4z5gAJw/Un4mrZq6/PiV63xPox4E9kmaXlXPB87wnBM7NnufmX0PMUAa8BvreZ7bfTwAud3qPcALgVdz5stva5km9vvMSdpH7NdZr/cD/z4NZLiEtLR28jlgPnXiT0jKJX27pOWBCg8DV6S+IszsIeBjwFskzUjKJF0pafly4B8Ar5P0HEVXSbp8ZF9PXquC6dLgZ4Bfk9SR9Azgp4nLPpyRpKdI+geS2sRF9HrEy3LOncIDkNuV0iJwnwEmOXn54/V4KzABHCIuj/3Rx/DcXyZezrqbGDxuHalTQ1z35Vnp8UPEILK8oNkH0u/Diks3Q2zFtYA7gaPAnwBPTPv7ALF/6n3AcU6MAAT4NeCXJM1Jet0a9Xw5cAWxNfSnxD6w/7WO99cGfj3V/QBwIXH0nnOn8GzYzjnnxsJbQM4558bCA5Bzzrmx8ADknHNuLDwAOeecGwsPQM4558bCA5Bzzrmx8ADknHNuLDwAOeecGwsPQM4558bi/wN2tZfYCjkKqQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mvs('virus_count_group', cmap='Set2', xlabel='Viral detections')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MVS by age group"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/fonnesbeck/anaconda3/envs/dev/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7d3eeb79d470>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_mvs('age_group', cmap='Set2', xlabel='Age (years)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MVS by rotavirus"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/fonnesbeck/anaconda3/envs/dev/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"text/plain": [
"[Text(0,0,'Negative'), Text(0,0,'Positive')]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nQkTJxG38v/SynOcOjzPtzaXzO0fuvMnvGFeN9AaQF+hgIW17nwwToG0AVWSPU2fiXGqvDUkCyIzPNXNgUjwi8svAm4A7gXPAeeA7gd8FfPf6DPAWVX26O+ZTwOtU9anOWL0XeDnQAj+rqr9/hee+H5PiMQzD2E/2/KRvWnCXcvNfEMMwjOuPacEZhmEYNwZmgAzDMIxDwVbRjB2p20ATWzJxKEoVW0rnyV1G1JgWYYH1ekoVGnKfnAxqbYkIpXOopvigFO/jKLKcTBzTUFPFFg9UTaDMM4ZFSeEyqjYwrivqGCh8xqDLB+Qs4tzYhLYBjW1Ko+2z5FgQWxQQBSkKQJLDwExxY7Z/k1OSdMcqCiG9i3jEe1QjtC1SlIi4pK4QW1TcRlZW8ZmpIVwDZoCMSzg3GbFUj5iEmklTM42BwnkEYaHoMcxLoipPj1Y4M15htVM8yFxG4X0X56MIsFrXyWA5YTEv0QhTDYzqmrVmQt550J0q5jkxGHB+OuFctUYVGnpZwX1zizx47E6eO79I7ux2vdXZUDmYrEFTE52HqCkF93gNQoMOF9Cih5SDZEiaGtBkPJoaRRDv0LKPhBacQ1cvQDNJx2cF6j2Ih3IAWU4czONii9YV2qkriPNJYaE/h2zPyGpcEfaNNrYwbRvWmwl1DDRtYKkaEVWJeXKzrqcBL45RqDkzWWWlqWhjZNTURCLzWUnh86QB10ZUlJYUfNqEmlYhokyahklbk7vkjn2mWmWlHtOgjNuaOgQQODcds1CssVD0ONWfO9yLYxw+oUabCppOlaAaQ9MkVYJ62r2PoW3Q2MJwMWnCda7TtE0aFZUDmIyATmKnnnQyO9K1HaE3B1mOEmGlRueOQVOl8wCU/bTtMzQv0mjM2BN2xYwttDEmN0BVokKbvn7EzjewVQgaaWIkanpBMiqqSqtKINJqMjyK0hIBpY5K0EhsFSWm+kDUdGxNm9rsTqYKUSMhBiLx4C+GcfTQmG6Mje00stlSHjVtx3TfsaH/Niuf1UvTaLTh4n60O372iqk4tp1/rG49l3bHmO/sVWEjIGML/SzfCALNvWfgcoIqpfMElGFW0HMZPhcuZAVN2zKODX3vgZx+npM5j0MQUqCqJ/lnDlxGRGlU0VYJncBp7tIa0IIvGcUmGSkUL46hz1ks+gx88Sw9N24JsgJclhQJNILPoZRkANrQabMVSZ+t7CEiqM/BeUQj6nLIujWgcpD04vpDCAGkTgtIWZYMi8/A5xtTbeIE9dlW7bcsB1sHumosDuhSbv4L8iw0bWClnjAJASdCGxuqqPR8xnw31y3ANLScGa9wvlpn4AsGWUGILS1K3+eowHpTMwkVpc+Yz3pkzrEWKsZNTRMCDS3DrOTOwQLzRZ/lasIz41XGsWboC+4aLnDX3AmGpoptdGgbktJ1Uydj4fMu9cIE2gh5hvTnk9FpA+o8oMnYzH7vBMQXqHPQBrSZQl0nA5bnqU2NaT2z7CdlhbpCY0gjq7ZNbRR96JwUDAtE3REzQIZhGPuOBaIahmEYNwZmgAzDMIxDwQyQYRiGcSiYATIMwzAOBXPDNi6h1ci5yTqPrp7lzGiFpWpCS4rPSXl8HJlLuU2dCJk4XJfvB6dJPaGNDLOMU/15ei5jqi2oMvA5k7blzHSFSV1Tes9iOSD3nhCVOjasVGOqmIJaH1q8k686cSel5V4xOmIb0LNPwMq55NnWm0uea+KSl1tvDhnOob6AlWegrpJrdl6kgFPnoTdMMjo+h6KHtg26fDa1WVcwk/KJMbla9+ag1085hYo+UvaR3EIDrhX7VhuXsDwd8+XVszw5WuaJtSXWmiltjLREnKZU2YLDIahA6Tze5xAV52DSNOTeUbqcJ8erLJYDCi+0UYmqrFYV01hvBLQORqsMsowIVG3LajOhdJ5x0aNaaun5jIdO3HnYl8U4Iuj5J+HC6SS9U0/h7JNw/FQyHMOkVqCxgdHqxfTcS6eTgZpbTK7W41WYO47259HRCqwvw2gZVs7CZL2LSY1Q9KAYQHYBekN08XakDUBEnbOkdNeIXT1jC1Ej41AzbRumTRIkVVVqDek7qeAiOBQHOHFUQKYKorRNUjWQCCIBaWHUOIQSFZjUFZO2okVpYyRqyyTGlGJQhGmoaTUS1NFGpW4DZ6frPKgRZ7EWtzwa44aEDrGT4GkrmI6TWkGMSW6nqWE6gsF8KgtdXV1I9WbqB7GFUHc6cDU0XXnV6cc5SQGp6lNsUCfpo6pI26R9xlVjV8/YgiD0sjwJi2aOrNNq85KhtKCCF0lKBwJIqpM7h6oj9y1ViDjXTc3hKFyGF0eLUmQ5eWxoY8QLtOooXE7hk8q2dx6nLV7SA2vmHAtF34yPkRCBWVCyeKBNyghZCW2d9nufDMNsikxcGgm5nBQ96lL+ZaQr9+CKZGC8gyBpCk7bdIzvlBd8lurO0smbOO41c2BXUETeCXw3cD/wtar6aRE5Cfw28HygAr4I/ISqnt3h+PcC30pK5w3wAVX9xQPo+i2FiLBYDrhnsEjTBOpeSy4uKRyoJlVsceAgx9O2LUWW4710hkZYCxVt29LPS07kfeaKHlUMRIV+VjBuBjwzWWfSBhYcnCznKcTTSktVNyw3UxqNDLOC++dP8bxjpw77shhHBBFBbrsHradp9OLGsHgSijIZCQT6C8hwAV04mabeQgOLd6R1oBiSYeoNIUsKBjJcQIsSvUCa0sty8CUQU2hlVqY1oMEwrRn1BpCXyGZJHuOqODAlBBH5RuAx4GHg9Z0BOgG8RFX/tKvzr4ETqvpjOxz/XuDjqvruqzj3/ZgSwp4JbUuISXixVcWLEOlcJ0WIqmTO0ariRHBABESV0JUVWYaqEmNMSRokjaDqtiWEQJElHS0RSQKoMSLdfidCv7CFXmNn2lCDeERSDh/VtnuPuC4HULr3GrwvUNWuTmeoOmb5gWKMKQcQaSAl4jZtd3I+3XGbcwoZG+z5ohzYCEhVPwZb/+NU9QLwp5uq/QXwkwfVJ+PyZN6TeX9Vx24xGyL4bWKNPeeS59J2uvPlmU1vGJfHZ1sfTkSy7t1vKhN8J2QrIht1diIlPdx6n27VeDOjc705MhPrkv6nfxL48GWq/TMR+U8i8iER+Zpd2lkUkfs3v4B7rn+PDcMwjGvhKD1m/gqwDuw2xfbzwNOqGkXkR4CPisjzVLXdVu+twNv2sZ+GYRjGdeDA1bBF5FG6NaBNZe8EXgJ8p6pWV9jOeeDrVPWxbeWLwOK26veQ1p5sDcgwDGN/OLprQLshIr8IvAL4h5czPiJyt6o+2X1+DSly5Mnt9VR1GVjedux17fPNTlRleTri9PoKF+oRdRNoXYrbqZtI7gWP4MXT6xU0oaVuGhRFJeLx9LKCMs/RNjkfVLQ4J/gYiTgKyci8ZxxSSu8qNkzqQOZT/E+gpVcUPHdwkvsWjjPX5SEyDEjOBVpPU9DpLN9PbFMOIEmu1eozGK9DNUqebS5LXnDiUv2sgHKI0zZ5HXRrSrEawdpyyjU0XExedEtnUpzQcBGZWwTnEDQlrLNYoKvmIN2wfxl4E3An8MfdCOZ7gZ8DPg/8x85QPKKqb+yO+RTwOlV9CvgtEbmD5Gi1CnyXqoaD6v+tgqry5GiZz1x4ii8tn+Vctca4rQmNEruUxZFILllyLNCI955paDachDyePEtGKvc5dUjGRxACkZ5kRFFEFRHHOFTUIQW6tt1ZMvHk3nFbf56XnLyHr7/jfo4Vg8O9OMaRQUerMF5GQ4DxCimmJ4PYoL05pDdMRmSylgJVR2spfqjoJVfr3hwM5iDL0WOnksROUxPrKZx9ApqKjRu6GsPaUior++jJu+DY7TCYR7IMLYcmy3OVHKQX3FuAt+ywa9fhiaq+bNPnb92PfhlbaWLL2fEqy/WY9TBlEgJVaAmEjblJBaLWSNs9ScYWUJSIquCIhMbhnaPqMkfGkJy0RYSWgHihDSnjZBUjDQEhDWsjaRTmY85aPeX8dMSZ0aoZIAMADQ3U4yTLEeqketCGZFxCAy5DRWB8AUKbykIN1RT6oYsFyqHyECM6nSCDOTRUnb5cnU4UW1hdgmrSbYdkjJbPJkmf0GVkbaqLQa/GnjgyXnCGMcMmTI194bpMxdvdeT2xyUtjC7nz3D5c4Nx0xPlsRNU2aV2ncUQUQWl3mIKrQujU4WZTcK6bgsvSFJzfYQouV5w4XKjwQbspOEVRMvF471goepzqzXHH8NjhXhjjyCBZjhaDbgTSqVznZZqCcw7KHlIO0MGJNAXnBJoijZDyMk3B+V5SQ/Ae6fW7dkt08VRSzG6qJLuzeHtaQ1pbgphD2U9lebGxZrQhDWTsmQP3gjsMTAlhb6gqK9WYp9aXWapG1CGiojSxTer0neHJnadfFITQMg0hTcFJxOEpfU5Z5MSoeIRKA+I8eZsWir0I3uWMm4pWlGmomDYN3nlEIWigyAvuGZzgXnNCMLahqmgzhaZGXZZ022LsnBAE8RnR+SRIOl0HX6TpshCShpzEZECKAY6kdnDRCWGc1LGzIqlrhxqWnklTeYP5TU4IgM/MCeEiex4emgG6lJv/ghiGYVx/9myAbA3IMAzDOBTMABmGYRiHwlUZIBH5KhF5Yze1ZRiGYRh75llXz0TkfwY+qarv67Z/BPhNYAmYE5E3qepH9rebxkHTNA3nJxMKJwzKkqZtaWNL5jOWRiNcVAaDQYoGV6XRSJnlFN6jmuKJMoRRaChFmLYRRMiBSQjkWUpANyxKvCjjNuI0SeI778mdY1JXDHp9hpaSwdhGW1dAxBfJgy2lWkjpFtAUMI34Li2DospGKgbplBBmSteqisYkKSnOE2ML2iIu62JRU7oHEUkZWQVATGHlOvCsTggi8iXgP1fVx7vtrwDvUNVfE5E3Az+pqt+w/129eswJYW98YekZ/vDxv+WZ6Qp1VHJVnMuoQs261jSk72DevRRH5jIyPHOdEWqASZjStJFpDEQUh9DQbuQUKsjoS4Y4oVWligElkOHxeIoi53jR56Un7+Ub73oeZWaG6FZH20D8yufhzKMpUPTYbXDPQxc91ZbPwXQtuVDPH4eF21LQ6WQtecD5DPrzyNwCkpXJ/235GVg9nwJNVSBUKYA1zyHvJdfrogfFgJQRK0I5hwzmLSndVvZFC+62TcbnxcBJ4H/v9r0P+F/2elLj6DKpK/7izJc5V61Ta8skBFZoKVphusk2K1B3L4j4WJMB47qiJCOQ1A1akrrBdiIQCFQaoO3UFTb2tjha+k1Kave51dPcOZznRSfv3r8/3LghiKsX4PSjyVhAMjrqYH4B1i7A6tmkiiACbUwqCUW/U+voaBu0KJOxWTufpHxCA+NVmKwm45WVsD6BcgDH70jKC9k62l9AvEvb3qN+wUZC18CVrAGtdBpsAK8mZSWdiYZ2SdaNm4VRrBm3dVJ8izOBnRQgejlmBkSJ1J2iW/eseFlmBmqn1mM3Om9CYLme7vVPMW5GJusXjQ+kz/U6tE0yPDGmd42gTSoPU2Z354Z0VBvQNqS6oU31YwtNgLZNxivG1H7oypomxRtBqquxm+4zrpYrMUD/Fvi/ROQtwD8H/o9N+14FfGk/OmYcDovFgFPlACce5wRHSrWdk+06XBbAAx6XlLDFk4snQ8i4/BNK1r1895rVFVLAqxPHICu4o7dwff5A48Zm4fhW3TWfwdzxNFWW50n1OsvTKCbvpdFPOQTJkgq2OMhyJC/S9FnZg6JM5T6HXi+951nXTvc5z1O9LtV3Ul3wiDNH4mvhSqbg/jlJsfrbgP8VeM+mfS/ryoybhMx5vumeryIoPLZ6jsa3DCQD75k0FevVmHWapHaAY5CVtBqRzDFwOceLAXmW0bQ1q01NHRrGsUFVkNjSqtJqJAL9POdY1kecULWBUajxOHJxOIGsyLgtn+fv3PkADyycOOxLYxwB3PAY8YEXw1NfTqOXE3fBHfdCVSUjUsyl9R7vkmDowslkLCbraZ3I5zCYQ8pBUjroDdG8l9aABnOpbj1NI6eil+pkeZqKy/tIWwGS1oV6w8O+HDc8V+KE8EJV/cwB9WdfMCcEwzCMfWdflBA+KSJ/KSI/JSInr6JThmEYhnEJV2KA7gJ+C/glwdQYAAAgAElEQVQR4EkR+T0ReYOImAKfYRg3HKurq3zwgx/k/e9/P1/4whcOuzu3NM9qgFT1vKq+W1VfBbwU+FvgXcDTIvIrIvLK/e6kYRjGtaKqvPOd7+Tuu+/mu7/7u/mhH/ohHnroId7whjewtLR02N27JdmTC4eqfk5V/3tVfQD4L4DXA3/xbMeJyDtF5BER0S6WaFb+kIj8uYh8vnt/wS7HexH5VRH5koh8UUT+yV76bRiG8Z73vIef+ZmfYX19fUv5hz/8Yd7whjdwK2QGOGrseRpNRL6BNB33vcAK8D9cwWEfAn4JeHhb+XuAX1XV94nIDwG/DnzzDsf/IPAg8AJSIOwnReSPr8ChwLgKqtDw2QtP89dnn+B8NUIVokZUIEOo2oZRU1M4x0I5xzRUrFQTGpQcGOQlEoVpDLjMJS86ERoCuWbkzlHFlORbOvmdVpKXXKOCB8oc5ot57ls4wdeeuof750/izOXVANqVs3D+aUCSEgIxpdKux+DK5C5dlslzLTSwtkQTWv7F/7j7T9XDDz/MH//Ob/Etr/9H0J9Hp+sp9Xaokhu3A0ZrKVldbx6O34YMjuFMCeGauCIDJCL3AT9MMjx3AB8A3qiq2w3Kjqjqx7p2Nrd5O/B1JPdugP8TeLeI3KaqZ7c18X3A/6aqETgrIh8C/jHwr6/k/Mbe+PT5J/nY6S9zerzMKNRURBw7BJVGIIwvOf5801zc2PRR2IOLYQ1lPWYpTLnQTFGF5y/etpc/w7gJaZfPwlc+C3WVgkCf/jL0+jAdJxWDGKE/l2KDnIPxGojwmUef4qmnT1+27T/66Ef45le8FOaPwdpyyoRaV8mwtTEFo8aQYoumIzh1F3rizg1NOWPvXIkY6X8A/i7wJ8Dbgd9T1cl1OPdzgSdVU2ixqrYi8lRXvt0A3Qs8tmn78a7eTv1dBBa3Fd9zHfp7SzAOFWfGq6w3U4JGYmd2nk3R4ErY6wRHA0zbivV6ypnxihkgI2UqrTshlhhTzE8zTllO2zaNWHwO0wloSO/lEG2f/Q5WJenIEaGuO4OjMJmkdp1PcUKhSgYo1GhTI5at96q5khHQR4D/DvhKt33bdu2jmVbcEeGtwNsOuxM3Kpl4cu/xXkj/Dg8BnPM450yI1EjkRTIEsU2Bp86BL5NEzkzpwPnucwG+BoEXPu8+7jh5nDPnd3c2+Javf3kyMFmepu6cJE0570C7NiG179O2zJQRjKviSsaO7yCt3TwCPLrD65GrPPcTwN0i4iE5GpBcvp/Yoe7jwH2btu/dpR4kD70Htr1efZV9vOUofMZDi8/h7t4xBnlGRt4pV0MPR0a6aYQru3lmBiwjCQd6tsrvXI4+Gcd8yT39YzxvwULQDGDx9jS9JgJe4PZ74eRdaZ2m6KV9wwUYzMPJO2DxDsgLil7Jz/74j+7a7Ne/+Gv41r/3Slg4Baee203h5cn4HLs9KS705pP0T28Ix04lVW1bA7omrmQE9DdAjxQL9D7gqetxYlV9RkQ+BfxA1+4PkPIObZ9+g7Tm9OMi8kGSE8I/Av7+Lu0uA8uby0ytdm/ct3CC7+6/gtPrq6xO1xnkOdMWWm04XgxYraYs12OGeY+FoodG5enJMnVsWCiG9LMCbSOjUCPAYtkjRGEUKwa+YJj3uFCNCBo4XvZYnVSIOAonjJqa6GDOlxRZxnzR48754+TenjQN8GWf9oGvTes9CDKYT7l8JmMQBXwaubgM8R4VoBpDjPw3/+KbWO8v8o53vIOqqjba/JZv+Wbe9xu/jrv9TqTs4XyGzh0jTu4CjUjRR1GoJkmA1OdIUeJsVH7NPKsUD2ykYXgzyfPts8C/AT54pWtBIvLLwJuAO4FzwHlVfZGIfDXJsB0nJbj7EVX9XHfMHwC/oKof70ZH7wa+vWvyX6nqFWvQmRSPYRgzzp8/z0c+8hEmkwmvetWreMlLXnLYXbpZ2POT/hUZoI3Kyd3j24AfBb4D+GZV/cReT3rQmAEyDMPYd/ZFC24zLwD+Ackr7pOkUYthGIZh7JkrccM+QVqfeTMwD/w28PePmOebYRiGcYNxJU4IT5Gmr36bi7I7D4rIg7MKqvr/7EPfjEMktC1fWTvPY8sXuDBZZ9LWzBcFTh0+c5zsDxm1LbGNlOIp8oyey3hk7RwaW04V8zROCCFQ9jLy1jHRQD8v6XlHbGGlmjCNLUWW3L89HkVoUQon5M5xor/Ac+dPUGSmfWtcRLULDHUeNBLbLmspdJ5pmurELv5HHMSIZCkxnY5XU0ru4Tx+kyebtgFUiW0LbZ0m5B2gDikKQNCm3mhXSnNGuBauJB/Qo1x+XURV9XnXs1PXG1sD2hsr1Zg//crn+eT5x3imGtHuUm+mbDBzy96t3mYc6aknAmGH/bKpXg/Pqf48Lzp+F99090Mc6w329ocYNyUamhQIiqLTcTI0ayudFI9PLtpFCU2dktCppARzg/m0b/1CSrONwPAY3P0C/HABnayjoULXlmBtKR0/HSevuv58lzk1g7aC8WqS+pk7jhy/Eze0jL1cxRrQsz5Wqur9V9UV44akjZHH15d4YnyB1aq6rFGZWeq9qCREoL6CNlugomWtnvCV8RKPrJ3jZb1793Am46alngKKhpAMy/pKem8DNNM0OqmLpGLQ1qlcJBmnZgKrF1Isj8+gWoflZ4hFibRNCkAdr6V2puOkpCDS1R0lxQXVFAgbKqjG6Poy2p+z9NxXgc1rGFuIKE0bUI3EozAY7IRQQ7weYkDGTYHGre8xXJxqU03lsxfdNi4Zjbbt6nT3trKpbnc8cVOd7tjZdJ5IUl3YqKtpe3YOY0+YATK2kInjOcNjHC/m6PsVJu2VTKztDw7o5QUnyiF3DY8dWj+MI0ZepFFQlkNTweBY0nDTCK6X3st+mn5r6k5aJ0C/D1nR6cV1P30+h+ExJC8v1i0GSQuu6CR+VCDPkzKCuFQ2HXdKCTnSHyLefkqvhj3FAd2o2BrQ3ogaOTNa4RNnH+NzF05zZrzejYaUkpwyzyjVo3l6CMzxDHzGVAJL0wmxhYU8Tw+dUcm9J2qaESmcYy4rCaKs1RMmoUGAnsvIs1QPEYhKvyy5b3iSr7vzXp4z3K4va9zKaFNBGza+rFpNOpHSbv3HSTJAbUgGxHXLE0UJoU1rPERYvB03fxwRh8YIzRQNLVqPknGbiZh6l9aBxCXjU08hy2AwjxseM0XsxP4Got6omAEyDMPYd66/E4Jh7JVnnnmG3/zN3+Sv/uqvmJ+f53u+53t47WtfawnlDMPYgo2ALuXmvyD7yJ/8yZ/whje8gbW1tS3lr33ta/m93/s9ej3LnWIYNyn7LsVjGLuytLTEG9/4xkuMD8BHP/pRfv7nf/4QemUYxlHFDJBx3Xjf+97HysrKrvt/4zd+g8nkeiTTNQzjZsDWgIxLaNqWvzz9KA+f/gKnxyuMdwlHzYEeGT0c6zT80R9+8LLtrq6u8mO/+6ucvO8uGtLTT0p256loL1FGEGBIxgsXn8MPPvT19Mry2v8446ZBq0nydBOHOpe81qpJmkN3PgWVjlZSnJBImlzPchgsIMfvQIC4ej6pGsyWIpppCv05dhLKAVJPkjxPG5C8gLwHC8eR0CS3bREo+paY7ioxA2RcwheXzvBnT3+BpyerTC6jhdAADYHZhFs+P3zWtv3cYEMJoe1ezS7nUGBE4NPLT/OHX/lb3vD8r9vDX2HczGg9TcaCpN+mk+4uVIXpejIi1ThJ9jhJ6gY+TxlPY4vGiPb6sHouBZiOVmCyAuUc5CWcHUNWoAsnYe0chIDOH0dii15okF6/Ox8wXUcHx0wJ4SqwK2ZcwtPTNcaxIe5JZAee/y1/97L7n/Pyr2Fwcm/xPAq0RB5fs8wfxibasPVzjN17m26aUEHdZTANoYvpCRePm3ZyOzPFg9BAHdKoBtKxzbST92lSndmx1WiH/jT7+uferJgBMi7htqJP3zncHm+P277qAb769d+0476sV/AN//QHr6o/Atw5MLFHYxObU7Q7D84ldYNZQKgvoOhd1IDzRdo/UywoBpCVaf9M6y3zF/dnRXrNjpGU5jsdu4MnpykhXBWHftU6F+kPbSpaBBZU9cS2em8H/ikpPQTAn6nqTx1AF285HjpxJ09OVhmf+TKhWudyz3Y9IMPREKmBb/xvf4zFe+/iP/3ff8jomfMgwn2veimv/Cf/mJMP3b+jj3sOu56jh/C8+dt4zb0vutY/y7iZyHtp1BPqtP4yfyIpIdRTdLjQCY8OYb1I+m/9uaSIUBbQHyIn7kqCG6FOYqbzJ2DuWBrtCDB/O/SGSFOh8yfSCCkvIC+RhduSyOnGGlAPcf5Zu2xcypGLAxKRdwGZqv7X28rfDsyp6k9fRZv3Y3FAeyaEQF2nKYmmaciyDO89VVWRZRmqSp7nOOcQEdbX1+n3+4QQiDGytLREURScOHGCGCNt2yIieO9p2xZVxXuPqiKScgeFECiKlF9FVVFV5ubmDvMyGEeY2b2zeRtARDY+b66jqpcERM/uM+ccsRM1ndXZ3F6Mccux289t3OBKCCJSAD8IvOaw+2JAlmVkOySC2y2YdHExre+Unbfa/Pz8/nXOMOASA7B5e/Z5p7Ltx8zKtxunzfUvt8+4Oo6UAQK+C3hSVT+xy/7vF5FvB04Db1PVP99eQUQWSdN4m7nn+nbTMAzDuFaO1BSciPwB8FFV/eUd9t0JnFfVRkS+DXg/8DWqen5bvbcDb9vlFDYFZxiGsT/cuGrYInIX8AXg3u1GZZf6fwX8M1X9D9vKdxsBPYwZIMMwjP3ihl4D+lHg3+1mfETkblV9svv8MuB+4HPb66nqMrC87djr3debmmkI/OXpL/PZ5dM0dU2IkZVmyjhMyPD0sh6DIqMnGetNzaipUYWe93gvDLM+o3rMSANEx0KeU3jPJKYMlV4dVdMw0inSuXpHIiWeQdEnQ3HeUxQ5dw9O8A13PsDtc5aQzkgkZYImKSD4HGkbNDRJGaENSfkgtNAf4hZObgkQjTHCdJTyCSFI5iHvpYR0pABXHa8ml+v+EIemQFdAVMEn55uUFhyk7CNF335jrpKjZoDesrmgm5L7BVX9OPAOEXkFKXi+Bn5YVU8feC9vcpoQ+NCXP8HfXHiS9WZCdUmNNsmfbNfN6Xal/53VLcWn6x3q7nz2jS82gEzgkfUlHhtd4E3Pfzl3zx2/0oaMmxRtA0zW2ZioqKeoz9ALT8NknFQQRivJpbocEseruDvvv+gmvfIMOhkl+Z2mQucWkf4cDBfRtkWXTyf3ao0gjjg8loJb6wla9JPhq6tuv0d7A5g/gcxZwsSr4cgYIFV9aIey1236/OaD7dGtyVI95onRMlUIl43/OQgUqNuGpWbC55fOmAEykqJBZ3y0bZMRaWqYdqOf9eWUMrsaQzmE0TLa1EjZJzYpToi2SXE9qqle0SNO1pOhmSkhzNQVIKX3bttkeJppquMdZC61VU3Q/pyl5b4KTAnB2IJsex0FBPA2xWHsxo436073yw5ls/tK5NLdG2Wbd+zUxpV107gUM0DGFk725nj+win6Wc5h6/s6oPQ5txdDvvrkXYfcG+NIkJfMfvHF+6RE3RtCf5jkcBZOJtHR/jAZkIWTG+s7Li+gHCRZnqxI+3tD8DmuP4/056HoFNezTspneCKdJ8vTdn8I/UE6h7hUrze00c9VcmS84PYTU0LYGyEEPr30JJ+78AxoJDSBs/U6YTrFZSVFWXBMcgrvmMSW5XoMCn1XkhXCHAWTWLNUpxWkY2WfnuRMY02jyjArGNUTVqoJngznhFAHstJzohyiRMQJRVbynMExXnbnc1ksn11p27g10Bg3nBAky5MDQhuSQrbGTly0hnKIG84jsvU5O07HaJfGQZxD8jK1o4qGOq0RZR6KAU5jUs6mc0KYKSQ0NRCRoo/LLU1Ix43rhr2fmAEyDMPYdywlt2EYhnFjYAbIMAzDOBTMABmGYRiHgrluGDsyrWtOj1fxEZbrMfN5weJgnqYNTJvA+nSEzzxl0UdCSwBEInVoKbOMMi9xAiG2VHWdQioEvM8IIaAacOKoY2Cu7NPLclbqKRIi0Qko+DzjnuExyi49g2FsRlVB4665eDS2ydFgmwt/cirQFB+U5biZuoHqJWm1t59DVYkhRci5LDcFhGvEDJBxCZ888zj//snP8ORoiWnnkyGk4XIGO6gjXMqsbsPVe3UUwF29Rb7r/pfwottM0Ny4iIYmBZFqRMVtcYXW2MJ0lAJLxaHlYMPLjemIOFqFc0+kINaiR7t4G9JfQJxDXZbaci55unVpvdV5ojhYPgOrFwAlzp9ETj4HVw4O92LcwNgUnLGFtXrK/3f2SyxNxxvGB5IRabky4wMQSXpJ1+JSWAPnpiP+7JkvU4XD1mUwjhSdYQDSez25uK+aJOMz21eNk/FpquS+vfJMMlBNndQNzjyBVuNUP4Yk76O65RzaBrjwdFJaaENSRlhfgrUldNYPY8+YATK2sF5PmYRAe0Tc8wORcWgYNVdq+oybHVW9aGBmxE1GYLtBmMUGxdgZovpifY2dQdn0gKNtqr+5nVls0ebzxjYZpmgG6GoxA2Rs4WQ54HhvSC/zR0JhpHQZd/bnWCj6h90V44ggIkmJYDObt7fvc1la25mt2ZSDpJogXd2yj+S9LceLc0kRe3ZO56Ccg2xT0GleIkUJu6xBGc+OrQEZWyjygtfd80L+iDTfvdKMiEBJxmLWI0ZYiWNq0lOfADmOFmU24ebJKPHk3tG0kYqWppPPnglmz9aUAHIgx1PTbohsO2DB9Xnhiefw2ud+LZm3L7mxid4AqmkakXSSPBsUnTFpQ1Iu6PZJlqPlAE7dBXmeBEyLHhy/A7Is3b5ZhsyO7w3TNFyMyWCdmk/CpGvnAYH540nqxxwRrhpTQriUm/+CGIZhXH9MCcEwDMO4MTADZBiGYRwKZoAMwzCMQ+FIGCAReVREPisin+per9mhzkBEfkdEvtjVff1h9NUwDMO4PhwlL7jvUdVPX2b/TwNrqvqgiLwAeFhEHlTV9QPq3y3DuJ7y2aUzPLZ2nqdGS1QxkOEZuIwAjNoaj1CFmipGennGqf6QE8U8q/WU1XrMWpggrdDLc+azHuKFGBUnwjS2jJuKcTOlCS15keHJEG3x3lO6jCLL8c5zoj/kZSfv5sFjd5i3kXFZYjVB11dgtAwoDI/B/PH0lN2G5FZd9LbcR9qmwFMguVVneVJSqKcp9icrkNykoPaLo2SAno3vA94MoKpfEJGPA98BfOBQe3WToap84vwTPL52gS+tnGNpOqLtHKcVxQEtQiAS6SR3GnhyvEIPT3BJ/62ZuWnX4IGCAkRpVWmJ1MSL7oabYkyFdFMKwpzkLFVD1uuKvs+5Z/7kwV0I44ZC6ym68gwsn4XRSsp2Wo9hsorOnUCyPBmh2EJ/Lh0TI0zW2XB8bRtibw7pJH5mZSqSjjeuO0fJAL1f0qPJx4CfU9XlbfvvBR7btP048NztjYjIIrC4rdiExK6QUahYradJEaGtCEm2kYjS6Yki3WdIkjsBECItER8dDXEj1kc3XjWijtgZnt183ZWkH+dRalWaGBmHmifWl8wAGbui9TQpFTRVp2Kg0DSg62hv7qIBaRtUNY2C2h2UCjdL/MwIdUrJbVx3jsQaEPBqVX0p8ErS79a7r6Gtt5Jifja/Hr7mHt4i5C4jcxm5y/AIDumMTrpZNgeQAhv70sjF4ZCN/bO6njSi2dze5dg4n6S6XoRBYWmPjcvgPeAvqheIpCBUl4NsCmLerI4tO/z8+R2eyd1R+Zm8+TgSIyBVfaJ7r0Tk14AP71DtceA+4Gy3fS/wJzvUexfw3m1l92BG6IoofcaD86cYNzUn6jFNXCO0nTEQh1OlQSlUqQidgcnoiWe+KKm0ZdIEKg0oLTkZuXMUeQEhEgVqbanaZkNNYWbYIumGzPA48fQzz7AsuWv+OA8t3H54F8U48kg5gMEc2kyT1psTKIdJqWDj4aWT4ZltZTmaFWmEA0mCp+inek23LuQyyO3hZ784dCUEERkCmaqudFNw/wJ4oaq+cVu9twN3q+qPd04IHwMeVNW1KzjH/ZgSwp6Y1BWrVUWMLWvVhCLLmcsLxiGt7ohGxMNqXZE7z+29BVSVRiOjMEXbSOuUkpx+XlDHNk3JdfNyTQiMQoWgFHmJV2g7g1RknkHWZ7WZMPQFd8wdMwcE44qIoUbbJBgq3uOy4qJ4qfM73kfaCYxuziukMaY8QDuNiIzd2POX9CgYoOcBv0uaqfHAZ4C3qOrTIvIp4HWq+lRnqN4LvJwkJ/azqvr7V3iO+zEDZBiGsZ/ceAboIDADZBiGse+YFpxhGIZxY2AGyDAMwzgUbIXN2BFVZbWa8NjaBdo2MJ5WTGk4UQyICEGUPp5GIk0b6GUFmfNpwVeUzGXEAMvNiH5WcNfcIiv1lLVqxLiumcSGDMexokergVqFTDxl7sjFU4XAcj3heNHnhbfdTd88kYwOVYU2oBqTU79z4HyKBUKRvJcSyG05JkJI+YEu51igodlIsb3hlBBjyhMkjlhNU8bUvIezHFXXjBkg4xKiKo+tnuM/PvVFnhwvc3q8Rvv/t3fnQZadZR3Hv7/3nHPv7XV6JhMhxSSkEotiiaxGQSsoVhDZN6vYNISCAiJaIlVYoiCRqlhWESsKWCCKGUCDSFhCCaIsibKKWIQkGlTMAonZZiYzvd3lLI9/vOf23OnuWXq6O6dn+vlU3epzz3nPe95769x+znuW56UiIApKUgJZyKiqMj4lDmCQJimJjDRJsaqiV5akIZAqQQEyE4eKPt1qsPQga3x+6PDoqwnCECUFqVImWi1uPHA3Lzj/iZw5NtXI9+G2jpi9YC6m0OktYPWAc9adR/XlW0tbsOPMpYdPh2WHD5ha1o63bY/Wawbdeazox7IKVAooKN6aPQiUeT9mSQBQQjXzYwR/Pm1dPAC5FbrlgNtm93Og6DFf5AwoRjIaQEFFUfXr27HjOgHRL3MSRGoVRZlTAlmVEMiXaigx8mXbKygZHksOtxGDWsmgKLi/N8/399/DmXs8AG17RT8GknwQ/5YV1l+MQak9Hns+xQDrzqGpXXGdvH9kdoO8jy3vJRU5VMVSJgUr6/dpC0vbWJXD3EFo1XnhrITuLLTOfOg++2nIrwG5FawiZnozW0q6MwwM1cj06O2CNvrX7Ij38WXHvb3QVvkbt2kMqmL1ldz2Ysv3EuIzPsP0O6xczGp3+i5PtzNcYVjWli2zCli2TrW8DrdW3gNyK4xlGWeN7eCHcwcYDy1m6QNlnYi0Ti6qjNwKREIg/l4TJaQBkiQhKURpkEog0QoiMzFf5FTkR+SKS4FQ16I6VU9ORSAhC4GprMN5O/xI0wFpK/Z+kixmMFCArAPFAA2vyYQEdcYOr5O167xvtSRdeR0ozWAQYv1lgZIEI4UkxGtBClhnIgY7ALSU1NSdPH8OaKXT/ws5AXlZcsfsA/zvoft5sNdlcdDHJFppQlsJhYxOkjIoKkpVZJVoJQkhCFOgnST084LFokc7bfPwzjTdasADi/PM5ov0q5LExFTWhiCKsiIJIQ7FkKTM5V0Wq5IzxyZ58u5zOG/GA5CLrCziaba6B6IkwUJy+DpPZ4KQdY5cp8hjEFKIwy6smhGhiqfnyrzOJRcDmiCeikPQm4tZtdsThPbYijq2OX8QdTUegJxzbtP5g6jOOedODR6AnHPONcIDkHPOuUZ4AHLOOdcIvw3brTDb73Hbofu5fX4fC/mAdoiDyh3s9+hVOVNZhz2TO5nKWuzvLXIo79ItBpSlEYKYarXZ2Rpnuj3OQt7nYG+RXlnQTjPGQ8J8kfNgbz7eSUdKp9WmFcSgKmmlLTpJwlTSIktTJrMOuzuTnNGZJPiYQG6EmcUhtPNBTMfTGjs89PZ66y7yWHdVQdZakTnBbQwPQO4IRVVy18IBbp/bz4ODLrODLgZ0iwFWGVmasFAMmBv0mMxaVMCB3iKF5fSKkrGsxeygx8Gsx9TiHHNlTlEV5BjWNSozKlUs5n2CRFEaySKMtzpUxFu7OyHhXiU8YmIHRWWIOFT4jN/26kbl/fiC+HxObwGbmEarDbW9BmZVvKV7eENs3sdCgjwf4YbzAOSO0C1yekVOv8opq4oK6JdxXhICoQqgkkXrI0GqhJySoqpiip6yQIgxq5gt+pRVSWlGRRwttbSSsqooMJIqDs/dIaE76JNlGYOiICQBhZzCKswq8qpiUOaAByA3olyeHcOgLCFd55WFsmTF0xhl4UNzbwIPQO4IY2lGO8loh4zFkCOgEzIsMcyMJIhECZ2kxUQae0BZniDVQSUEshCQApNJxkKRgxVUGJmJlECliqqqCBItJUgw1mrHMiGllQiUkirWk4VAy4dGdssl6ZEZDhBsRIbqkHA4T8foPLfRGv9VSzoD+ChwPtAHfgC8wcweWFZuL3AxsK+e9Qkzu+IhbOq2kIaEsyd30i8KynkjVaAdEpKQcKjfY1ANGM86nDM5w1TaYV9/gXaa0s0HVBUkQUy228xkE+zsjDHb73Kg1yWvSjpjKWMhZaEYcKC3QEFFm5ROK6OTZgyqgjSkjGcZ00mLJMmYTNvs6kwy3eocv/Fue8na8RpNMYiZC9rj6z79BqAQsPZ4vAZkFtPzeO9nUzSeCUHSLuDxZnZD/f7dwC4ze+2ycnuB75jZ+05iG+fimRCcc24znXqZEMzswDD41L4FPLKh5jjnnHuINB6ARin2ny8DPnuUIm+RdLOkz0h6zFHqmJF07ugL2LM5LXbOOXeyGr8GtMx7gXlgtdNsvwfcY2aVpEuAL0g6z8zKZeXeDLxzk9vpnHNunRq/BjQk6Urg8cDzzax/AuX3A082szuXzZ8BZpYVT4AJ4D/N7Hgjm22NL8Q5504ta74GtCV6QJKuAJ4CPPdowUfSI93UV9sAAAuWSURBVMzs7nr6WcSx0e5eXs7MDgIHN7G5p72qqjg46LK/t0AimEw7cShuKwlK6CRJfK6nKimqkkAgKGBmlJQERLcYUAHTWYfJVodeWbCQ9wgSO9sTjKctSqvoFzmzeZ+D/QWoxMzYGDtaYwyqisoqWiFh0u+Ac1uIVWXMviAgbR85tLdbk8Z7QJIeB9wC/DfQrWffbmYvlnQj8Bwz+z9JXwIeRhwXdxZ4q5l9axOatO17QPfMH+TOhQdZyHv0q4KqhJl2i4pAJiEFKquQAotFn6AAZlRUtELKA915gsRE2sYEZ3Qm6ed9Cox2kjKRtTlrfAeJAvf35rhzdh/z+QCA8SRjd2eKTpbSSVpkITCZddjVmWj4W3GuDj6Lcyz9m1CA8elVB7jbhnxAug2wrb+QvCy4fXYf93RnGZQFvWLAQjlgPGkzkbUISsjLnCxJGBQFKFBRMihKsiRQlTBbdEmCmEg7BAEmxtIMBJ0kI1Fgd2eS8bTN3QsP8sP5A5RWAUYWEjJl7JmcIUsSJtIWIM6e3Ok/ctc463ch7x05sz2BslYzDdpaTr3bsN0WU/dwRmYQSAiKe1eApaSgQUKAOLxOSALD/VAjNcQ3dflQ/9Vwk8N6hnXFN+LwdpzbElbbFX3/PGlb4hqQ2zqykLCrM8GhfpfKKtIkYSbJmMo6VFQExGQW0+ZYAgtln0wZlhlFFZOJlmWJArSTlKDAw8ammSt6lFWJJKbTDmd0JjHBzvYEhwZdZgc9wBjPWjx8bAcKIgtx95xqdbz347aGrB2v/1gV3ydpfLmT4qfgVvIvBOgVAw71F5ESxtMs3mBgMX9bqgQF6JclWMxWHRR7OXlZ0qrT7VRWMd0eIwsJRVWwmBcxVU/WJktSKjOKqqRfDJjLB5gZU60OnTTDqMjLilaSeh44t6WYGRR57PkkqR8cHebXgDaAfyHOObd2fg3IOefcqcEDkHPOuUZ4AHLOOdcID0Buw5kZZVWdcPmqvsHBObe9+O1FbkMNyoJumWNmMRtC1iY5xiBhvSKnV49qmSgwkbX9uR/ntgnvAbkNY2ZLwQdiz6ZX5EctX1q1FHyG7/vl8XLFOudOFx6A3IYxYPlt/eUxbvOvVlm22jzn3OnJA5DbMEEiXZYZOAvJUcunCise4ss8s7Bz24Y/iLqSfyHrUJnRK/OYxkcJ7eM8KV5aRa8osDqTtmc9cO6U5ZkQNoB/Ic45t3aeCcE559ypwQOQc865RngAcs451wgPQM455xrhAcg551wjPAA555xrhD90sZInInPOuYeA94Ccc841wgOQc865RngAcs451wgPQM455xrhAcg551wjPAA555xrhAcg55xzjfAA5JxzrhH+IKrbNJJSYE/T7XDuGO4ys6LpRmxXHoDcZnos8L2mG+HcMTwBuKnpRmxXHoDcZlqo/14E3NVkQ5xbZg/wVQ7vo64BHoDcZirrv3eZ2R1NNsS5UdJSysfyWOXc5vKbEJxzzjXCA5BzzrlGeAByzjnXCA9AbjMdBP6g/uvcVuL75hYgM2u6Dc4557Yh7wE555xrhAcg55xzjfAAtM1JukPSLZLCsnkXbMK2ZiT99rJ5fynpoo3eljv91Pvl9yV9r95nX36S9Xxe0vn19KWSHjWy7AWS3r1RbXbH5teAtjlJd9ST7zSzD4/Me56Z3bLB2zoX+I6Z7d7Iet32MLpfSnoS8A3gbDPbt446bwCuNLO/35hWurXwHpADuBy4XFJrdKaksyRdK+nbkm6W9Lsjyy6q590k6U8l3TnsNUm6UtK/1UeqX5b0yHq1PwNmJN0o6Rt12RskPU/SOZLulZSNbOOTkl5dTz9H0tcl/bukb0p66uZ+JW4rM7PvAnPA+fX+dkv9ulJSAiDp9ZJurfe3myQ9up5/h6QLJL0G+EngPXWZi+se0bV1uS9LeuFwm5KeL+n6evqovw23Bmbmr238Au4ALgA+AfzmsnlfBJ5ez2sRc2c9E2gTc7tdVC97MWDABfX73SP1vw7423r6XGDfsu3fQDyqBfgy8IJ6+gxgHzABnA98E5iulz0O+GHT352/mtlX6+lnALPA24Av1ftnq96HLqvLHCL2kKj32fFV6lna/+r3lwLX1tO/CnxqZNkngUvq6VV/G01/R6fay3PBuaG3A9dL+lD9PgF+HjhzJG/WFPAY4D6ga2ZfBTCzT0safZ7i2ZLeBEyytnyDe4n/AD4LvBK4zswWJD2LGIT+ZaQtqaSHmdl9a/mQ7pR3raQeMfi8FHgjsNfMBgCSriYeEL0f+ApwtaTrgM+Z2W1r3NYngask7SYeYP0ccImkCY7+2/jiOj7btuMByAFgZv8l6fPAW+pZFfFHd6GZ5aNlJT2hXrZCfbrtqnq92yX9DHDNCTZj+IM/gxiI3jysFviCmV2yho/kTk+/bCPXJiVdxsp9cfj+JcCFwC8QD67eaGb/cKIbMrPFOni9op41PCCa4ii/Dbc2fg3IjboceBPxaM6IpxV+Z7hQ0tmSHg58H5iQ9LP1/BcCM3WxaWAA3FvfWffGkfpngfF6oLoVzGwRuA74Q+Lptq/Wi/4J+CVJjxtpy4Xr+6juNPFF4FJJWX398NXAl+p97Dwz+7aZ/RFxH3rSKuvPAjuOUf9e4sHQpcDVAGY2x9F/G24NPAC5JWZ2F/BRYFc961XAY+uLrDcDHwdmzKxPPEX2AUn/CjyVeFrukJndTLye9B/EUyC3j9R/APgb4ObhTQiruBp4PfDhkfX+B/gV4EP1jQ23Am/YoI/tTm0fJA4o9936dRPwF8RTyHvrffd7wFnAnx9l/XdI+q6ki5cvrA+CpokHRF8bWbTqb2MDP9e24Ldhu5Miaao+EkTSM4gB41wzq5ptmXPuVOHXgNzJeqmk3yL2onvAKzz4OOfWwntAzjnnGuHXgJxzzjXCA5BzzrlGeAByzjnXCA9Azp0GJM1LOq/pdji3Fh6AnFuHOrFltw4A90raK2nyBNa7VNLXjlfuRJnZ5EmkmnGuUR6AnFu/55vZJPBE4tP2b2u4PUcYZod2bqvxAOTcBjGze4F/JAYiJO2Q9BFJD9TDVbxdUpD0GOADwNPqntPBuvxz6yfyZyX9SNLlw7olfUHSr49ur84K8ZJ62iT9eD29V9L7FQdeWwCeUQ978bqRdZd6YIquknS/pEP10AUbPiChc8t5AHJug0jaAzwb+EE9673EPGPnUWdSBl5jZrcSc+R9sz51NkzhslCXmQGeC1wm6UX1sms4nBQTSY8FHgl87ijNeSVwBTGv3/FO9f0i8HTgUfW2XwbsP4GP7Ny6eABybv0+I2kO+BFwP/DO+rTXy4C3mdmcmd0B/DFxjJlVmdkNZnazmVVmdhPwMWLgAvg08EQdHtzvVcSxavpHqe46M/t6XVfvOO3PiYHq0cSH0281s3uO+6mdWycPQM6t34vMbIo4Rsyjgd31qwXcOVLuTuARR6tE0k9Lur4+ZXeI2EvaDUsZmD8HvLwu/nJiYtej+dGJNt7MvgK8jzhi7X2SPihp+kTXd+5keQByboOY2T8T0/dfSRzNNSeeJhs6B7h7WHyVKq4hDsZ3tpntIF4n0sjyjwGvkPQ0YAy4/ljNWfZ+ARgfeX/E0AFm9h4zewpxtNlHAW89Rt3ObQgPQM5trD8hDlv+E8DfAVdImqpPnb0F+Ou63H3AHkmtkXWngANm1pP0U8TrOKM+Twxo7wI+vsbkrzcCL5E0Xt+s8NrhAkkX1r2vjBioekC5hrqdOykegJzbQGb2APAR4B3AbxD/od9GvBHgGuCv6qJfIY6ZdK+kffW8XwPeVV9P+n1iAButuw98CriYEx9ldugq4kCB9xGHzhg9fTdNHEPnQeJpwv3EXpxzm8qzYTvnnGuE94Ccc841wgOQc865RngAcs451wgPQM455xrhAcg551wjPAA555xrhAcg55xzjfAA5JxzrhEegJxzzjXi/wHeUmOqMevTKwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plot_mvs('rotavirus', cmap='Set2', xlabel='Rotavirus')\n",
"ax.set_xticklabels(['Negative', 'Positive'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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