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@QuLogic
Last active February 16, 2016 08:21
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On Travis, it appears that [ObsPy](https://www.obspy.org/) tests have completely\n",
"different run times for Python 2 vs. Python 3. However, everything seems to be\n",
"about the same locally. Here, I am going to calculate some statistics to see what\n",
"could perhaps be sped up.\n",
"\n",
"Data is from a [profiling build on Travis](https://travis-ci.org/obspy/obspy/builds/47749135)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"module = []\n",
"slowest = []\n",
"doctest = []\n",
"\n",
"for version in ['2.6', '2.7', '3.3', '3.4']:\n",
" with open('py' + version.replace('.', ''), 'rt') as f:\n",
" while True:\n",
" line = f.readline()\n",
" if not line.strip():\n",
" break\n",
"\n",
" line = line.split()\n",
" name = line[0].split('.')[1].strip(':')\n",
" count = int(line[1])\n",
" time = float(line[4][:-1])\n",
" module.append((version, name, count, time))\n",
"\n",
" while True:\n",
" line = f.readline()\n",
" if not line:\n",
" break\n",
"\n",
" line = line.split()\n",
" name = line[1]\n",
" path = line[2][1:-1].split('.')\n",
" time = float(line[0][:-2])\n",
" if 'tests' in path:\n",
" slowest.append((version, path[1], path[3], path[4], name, time))\n",
" else:\n",
" doctest.append((version, ) + tuple(path[1:]) + (name, time))\n",
"\n",
"module = pd.DataFrame.from_records(module,\n",
" index=['version', 'name'],\n",
" columns=['version', 'name', 'count', 'time'])\n",
"slowest = pd.DataFrame.from_records(slowest,\n",
" index=['version', 'package', 'suite', 'case', 'test'],\n",
" columns=['version', 'package', 'suite', 'case', 'test', 'time'])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mv = module.unstack('version')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f1863e20f60>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Ixo3QubNZzx8aGsqCBQsACp6XVaaqFqe0F2oG8QPwcbH9zQq9fwlYbHzvD+wHagO+wHGM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\nPAXJZQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f186407cdd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mv['time'].sort('2.7').tail(7).plot()\n",
"plt.ylabel('time (s)')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f1863cef128>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wZgzvai5erLU05hMaCgwfzhOTkkp9fj4rMDXV0qrXs/Vw6lRgwQKtpbGMhAS2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\n/T/gOQE7XgqS0gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f186402c240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mv['time'].divide(mv['time']['2.7'], axis='index').plot(figsize=(15,3))\n",
"plt.ylabel('time vs. 2.7')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interestingly, 2.7 is fastest, even compared to 2.6 (maybe because of extra back-ported stuff?)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sv = slowest.unstack('version')['time']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f186401ae10>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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DdQ8pubVu3ZoZM2awe/du9uzZw5w5c7jooosA6NSpE/v376+UlAHk5ubi8/nC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uvkcnjTsUxjbwaeBmwylSe3fvE/pG9jkyRtCSwHnGH73obD6SxJ3wMOsH1VPV4H+Bjwb8D3slB3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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f186e0d4a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sv.dropna().sort('2.7').tail(7).plot(figsize=(10,3), rot=90)\n",
"plt.ylabel('time (s)')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f1864022c50>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2jMxcZvtU4E9AV19JS7Eq8EvbrwWuBv6jdm4l4FzgzrakpVvSbUAPcGTt+gNt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\nSgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f186402c278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sv.divide(sv['2.7'],\n",
" axis='index').sort('3.3',\n",
" na_position='first').reset_index(level=[0, 1, 2],\n",
" drop=True).tail(40).plot(kind='barh',\n",
" figsize=(10, 15),\n",
" title='Top 40 slowest tests')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on that first plot, let's see about station, signal, imaging, and core."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lfbzy/nmSju+hjIMkbd0PsY2VdEpd3nmSpkuaK+m5TE+XdGibZa4p6aN1eVtK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\n6qiMefzrOJxzzjnnnHOuDvroo49466236NatW858jz76KG3bts3aaNx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"text/plain": [
"<matplotlib.figure.Figure at 0x7f186178a8d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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aG7M25jU3ZmZmNlh4zY2ZmZmZmbUNd27MzEo8z7ma41LNcanmuHTnmFRzXKo5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\n02Zt17179zaJwd3SzGpY1i3N1gd/15qZWUtUa7e0xYsXM2XKFA466CC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NlDRP0k8rHVM1\nkdRZ0gxJd1c6lmohaYGk2Skvj1c6nmohaWNJt0l6Jv1b+lylY6okSTumz0hhes/fuRlJ56T/h+ZI\nulFS17LbesyNWW2R1BmYD3wBeBV4AjgqIp6paGAVJmlf4H1gYkQMqnQ81ULSp4BPRcRMST2Bp4BD\n/XlR94j4QFIX4BHg+xHxSKXjqgaSvgvsAfSKiIMrHU81kPQSsEdE/KPSsVQTSROAaRHx2/RvqUdE\nvFfpuKqBpE5k/0cPi4iXKx1PJUkaAPwR2CkiPpL0O+C+iJiQt71bbsxqzzDghYhYEBErgJuBQyoc\nU8VFxJ+AdyodR7WJiDciYmaafx94BtiyslFVXkR8kGY3BDoDvmgFJG0N/DtwDdDoE41qkPNRRNIn\ngH0j4rcAEbHSFZt6vgC8WOsVm2QJsALonirB3ckqfrlcuTGrPVsBxV+Wr6R1Zo1Kd8+GAo9VNpLK\nk9RJ0kzgTWBqRMyrdExV4n+As4DVlQ6kygQwWdKTkr5Z6WCqxLbAYknXSpou6WpJ3SsdVBX5GnBj\npYOoBqnF8xfAIuA14N2ImFxue1duzGqP+6LaWktd0m4DzkwtODUtIlZHxG7A1sB+koZXOKSKkzQS\neCsiZuBWilL7RMRQ4MvAf6ZusLWuC7A7cGVE7A4sA35Q2ZCqg6QNgYOAWysdSzWQNBD4NjCArOdA\nT0lHl9velRuz2vMqsE3R8jZkrTdmuSRtANwO/F9E/KHS8VST1I3mXuAzlY6lCuwNHJzGl9wE/Kuk\niRWOqSpExOvp72Lg92Tdg2vdK8ArEfFEWr6NrLJjWSX4qfR5sez79dGIeDsiVgJ3kH3f5HLlxqz2\nPAl8WtKAdHfoSOCuCsdkVUqSgN8A8yLi0krHUw0kbSZp4zS/EfBFYEZlo6q8iDg3IraJiG3JutT8\nMSKOq3RclSapu6Reab4HcCBQ809ljIg3gJcl7ZBWfQF4uoIhVZOjyG4QWOZZ4HOSNkr/J30BKNsV\nuMt6C8vMqkJErJT0LeABsoHQv6n1J18BSLoJ2B/YVNLLwP8XEddWOKxqsA9wDDBbUuEC/pyImFTB\nmCqtLzAhPc2oE3B9REypcEzVyF1gM32A32fXZHQBboiIBysbUtU4Hbgh3Wh7ETihwvFUXKoAfwHw\n2KwkImalVuAnycbzTQeuKre9HwVtZmZmZmYdgrulmZmZmZlZh+DKjZmZmZmZdQiu3JiZmZmZWYfg\nyo2ZmZmZmXUIrtyYmZmZmVmH4MqNmZmZmZl1CK7cmJmZmZlZh+DKjZmZmZmZdQj/PwEcqmvVgUa5\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1861af8fd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Dt1Z8vXv8OR+4JHHuQ6l4x2NXxP3TE3HfnKeEOrwFHBf3d47v94mJ97YZsBDY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\nkiRJkqRBFihJkiRJGmSBkiRJkqRB/wCha2QyV5lbugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1861a4f908>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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gJU/xOyV/TgQukvQSRa/dacA3gHmSFlI02E6PiNk5JO0hirlfv83yw4AbsqdE\nwBdy//HAhZJmUbyXbs84hlP0NNWbDSxW8bCKCcAFFEMZZ6hI2NMUTzZsAU6WtChz+JEs/1ruI+Lo\nqtxU5Kwqn2cC5+cwyFWAP1DMiYu6838ATFIx/PIh4AHg+Yj4m6SxwJWl98hXgaV68kqmUryn7sjt\nWRRP+6xyMXCzpCciYr+K+DvrMuno9Sjfe/16/fa6WX4hSx4A8nOK34fPUcxXe4xift37WXpo7nLd\nTxQPAbqEYkjrXyh+z2qOBn4k6esU7+/DOvn9eoaigV/+vVpi3DIiHIC0gg/Gdc+dmZlZz/CwyZQf\nxjeOiG/3dCx9naSzgJ9GxNyejmVFZCN41ZxP9XqK7xLbNiL+3cOhdYv6IY7LOPckYFhEnNH9kS2b\npG8C0yLi+rr90Xl7dyBqY8Wef6Z+2XjzEJ5qzks156U956Sa81LNeanWyLBJ97wtcQXwG0lnRX/8\nZLISRcSXejqGLrImcFsOLxXwX/214ZYaet/nXMAtKR7m0+Oy93Mvit5PMzMzs37LPW/W5+Tcvt9U\nHNqvkV6j7iLpOopGTdmXqh7IsoLXOZWcH1ZyVUR8qyuvszxW1r0vL/e8dYf+2fNmZmbW0xrpeXPj\nzcz6raLxZl3N/26YmZl1PT9t0swGvGV92eVAW1pbW1e4jv6o/J07toTzUs15ac85qea8VHNemufG\nm5mZmZmZWR/gYZNm1m9J8vOHzMzMrE/wsEkzMzMzM7N+wo03M7MBxPMMqjkv1ZyXas5Le85JNeel\nmvPSPDfezMzMzMzM+gDPeTOzfstz3szMzKyv8Jw3MzMzMzOzfsKNNzOzAcTzDKo5L9Wcl2rOS3vO\nSTXnpZrz0jw33szMzMzMzPoAz3kzs37Lc97MzMysr/CcNzMzMzMzs37CjTczswHE8wyqOS/VnJdq\nzkt7zkk156Wa89K8wT0dgJlZd5I6HX1gZtaneWi42cDiOW9m1m9JClpbezoMM7PuMXq0G29m/Yjn\nvFmfIWmIpNtVWEXSBZLmSJotaaqkEXneqSs5rv0lzcxlgaSHcn3ictRxjKRNS9urShov6RFJ0yXd\nLemAbrmBpeMYIenIFSjfJblvNI7lOG9jSf/bFbGZmZmZ9WbuebNeQdKxwPoRcXZ+YD8kIg7PY5sB\nL0XEc5IWRMSwivIC6M5HC0pqBU6MiBlNlDspIqbn9nhgY+C4iFgkaSNg34i4usuDXjqOFor4D26y\nfGXuOzhMMQwbAAAgAElEQVS3w9ej0TiWJ15JlwPn1r82kvwHzszMegV/5l6ira2NlpaWng6j13HP\nm/UlRwI35PomwFO1AxHxZDbcxgNDs+frsuyZeVjSJGAOsIWkk7OnbpakcbU6JF0v6T5JcyV9orT/\nRUln5f4pknbPHsBHJXXYaJB0lKR7M5aLsrdwkKSJpR7Dz0s6FNgVuFzSDElrAB8HPhcRi/L+nq41\n3CT9QNK0jKcc/3hJD+R9nZ37NpR0Td7vVEl7LCPH44G9M+YTMuazS/k6LuvdVNIded4cSXvV576D\nnIyseD3OLuXjAx3EMSKvNz2Xty9PvOmXFO+hdsLLUktrL4ihNy7Oi/PivDgn3ZkXsy4TEV689OgC\nDAKeKm1vDjwGzATOAUaVji0orY8EFgO75fYY4Ee5vgpwI7B3bq+bP4dSNCxq268C++f6dcDkjGdH\nYGZdnK3AW4DtKRoLg3L/hcDReWxy6fy1y+VyfUdgRie5WLeUk1ZgB2B94KGKeq8A9sz14cC8ZeR5\nX+DG0vZxwFdzfQgwLXP6ReDUUh7Xqs99B/XXvx6HZj4FbAQ8TtEwr49jKDAk17cBpi1PvLm9JXBv\nRUwRXrx48eLFSw8vxUdus87l+4TOFj9t0nqDDYAFtY2IeELSdsA7crlV0uERcVtF2ccjYmqujwHG\nSJqZ22sCWwN3AidIel/u34KikTAVeCUibsn9c4CFEbFY0lyKxkg9AfsBuwD35ejAocBfKRqLW0m6\nAPgVRcOlXK4RR2TP4GBgU4qG4jxgoaRLgZtyAXgnsL2WPE1xmKQ1IuKlDuquj2EMsIOkw3J7bYp8\nTQN+ImlV4BcRMavB2GHp12NP4Ir8Y/S0pNuBtwIv1JVZDfi+pJ0oGn/bLGe88yl6akcuR5xmZmZm\nfY4bb9ZbLPVBPSJeAW4Gbpb0V+B9QFXj7Z9129+KiIuXqriYO7UfsHtELMw5aKvn4UWlU18FXsnr\nvyqps9+PSRHR7gEeknYEDgA+BXwA+FjtlvLn74HhkoZFxIK6slsCJwK7RsTzkiYAQ7MxuVvew2HA\nZ3NdwNsyV836bERMqbiPvYGDgImSzouIyqGSFepfj/oGWNDeFyh6Xo+WNAhYuLzx5nWq6m641Wxm\nZtadyvO8at9zNlC3zz//fEaNGtVr4ump7dr6/PnzaZQfWGI9Lj+w/zkiNs3tnYG/RsSTklYBJgL3\nR8R5kp4FNoqIf0saSTGsbocs9y7gTGC/iPinpM0pGmNvBz4eEe+R9AaK4Zj7R8QdKj2EQ9IZwIsR\ncW5uL/WAjmz0nQj8i2J+3p4R8Yyk9YC1KBouiyLiBUlvBn4aEW+R9EvgvIhoy3q+DWwIfDKKB5Zs\nSDFE8BHgp8DOFMMMZwFfAq4F1oyIpyW9Dng0IjZQ8ZCOmRFxTtY7KiLuz4beZyLimLo8vyXjaMnt\nTwD/CRye+dwW+DNFT+gT2Wj8LLBVRHyxnPsOXsf61+P9wCfzGutT9OjtRtHzeW4pjvPy9T9P0keB\nSyNiFUm71J1XGW9EvCRpK+DKiHhbXUzBuKpoB7Bx4L/77XnyfDXnpZrz0p5zUs15qea8VFMDDyxx\nz5v1uNowRUnbRcTDFA2XSyQNyVPuBb6f6xcDsyVNB06j1NsSEVMkbQ/ck0MJFwBHUfTgfUrSPOBh\n4J7y5evD6eRY7ToPSjoNmJyNy0XApyl6jCbkPoBT8udE4CJJL1E0JE8DvgHMk7SQotF3ekTMziGf\nDwF/An6b5YcBN0hanaIj6Qu5/3jgQkmzKH6Xb884hgNVQydnA4sl3Q9MAC6gGGo4Q0XCngbeD7QA\nJ0talDn8SJZ/LfcRcXRVblj69bg+Hz4yK/efnA3QZ+vi+AFwraSPULxWL2YVsxqItzYUdjfgjg5i\nMlsmf4io5rxUc17ac06qOS/VnJfmuefNegVJY4GNI+LbPR1LXyfpLIpev7k9HcvKkr2Q50TEzLr9\n/gPXRfxvhZmZWfdqpOfNXxVgvcUVwIEqPX3DmhMRXxpgDbeNgHXqG25LhJfKB1cvz9L/lecf2BLO\nSzXnpT3npJrzUs15aZ6HTVqvkA/d2Ken47Blk7Q+8JuKQ/tFxLMrO56IeBo4cGVf18zMzGxl87BJ\nM+u3imGT/hu34uRhk2ZmZt3MDywxM/OXBZiZmVk/4TlvZtavRYSX0tLa2tpUuf7O8y+qOS/VnJf2\nnJNqzks156V5bryZmZmZmZn1AZ7zZmb9lqTw3zgzMzPrC/xVAWZmZmZmZv2EG29mZgOI5xlUc16q\nOS/VnJf2nJNqzks156V5bryZmZmZmZn1AZ7zZmb9lue8mZmZWV/hOW9mZmZmZmb9hBtvZmYDiOcZ\nVHNeqjkv1ZyX9pyTas5LNeeleW68mZmZmZmZ9QGe82Zm/ZbnvJmZmVlf4TlvZmZmZmZm/cTgng7A\nzKw7SZ3+B5aZWa/SV0cLtLW10dLS0tNh9DrOSzXnpXluvJlZ/9ba2tMR9C733w+jRvV0FL2P81LN\neanWXXkZPbrr6zSzfsVz3sys35IUbryZWZ8xenSf7XkzsxXnOW/WrSQNkXS7CqtIukDSHEmzJU2V\nNCLPO3Ulx7W/pJm5LJD0UK5PXI46jpG0aWl7VUnjJT0iabqkuyUd0C03sHQcIyQduQLllyv3ksZJ\nOrHZ6/UEScdLOrqn4zAzMzPrbu55s6ZJOhZYPyLOzgbGIRFxeB7bDHgpIp6TtCAihlWUF0B3Pg5Q\nUitwYkTMaKLcSRExPbfHAxsDx0XEIkkbAftGxNVdHvTScbRQxH9wk+Urc9/J+WcAL0bEuc1crydI\nGgbcGhG7VRzzHzgzM+t2HX2U8dyuas5LNfe8WXc7Ergh1zcBnqodiIgns+E2HhiaPV+XZU/Sw5Im\nAXOALSSdnD11sySNq9Uh6XpJ90maK+kTpf0vSjor90+RtHv2AD4qqcNGjqSjJN2bsVyUvYWDJE0s\n9Rh+XtKhwK7A5ZJmSFoD+DjwuYhYlPf3dK3hJukHkqZlPOX4x0t6IO/r7Ny3oaRr8n6nStpjGTke\nD+ydMZ+QMZ9dytdxWe+mku7I8+ZI2qs+953k5av5mtwJbFfa/3pJv87X4A5J23V2D9lrd1n2Sj4i\n6eOlur6c+b1f0rdy3yhJv8v7uE7SOrm/TdL5pXt5a973I5I2yHNWkfR7SetHxALg75LeVHV/4WWp\npbUXxNAbF+fFeXFenJNmF7OVKiK8eFnuBRgEPFXa3hx4DJgJnAOMKh1bUFofCSwGdsvtMcCPcn0V\n4EZg79xeN38OpWjo1bZfBfbP9euAyRnPjsDMujhbgbcA2wO/BAbl/guBo/PY5NL5a5fL5fqOwIxO\ncrFuKSetwA7A+sBDFfVeAeyZ68OBecvI877AjaXt44Cv5voQYFrm9IvAqaU8rlWf+w7q3wWYDawO\nDAP+D/hiHrsV2DrX30bRu9XhPQDj8vUfkvf/R2BT4N3AXcDqed46+XN26bX+GvCdUu5r74m9gTm5\n/v+AE0rvm6tL9/E14L8q7i/CixcvXrx46cYFCLOukO8lOlv8tElr1gbAgtpGRDyRPTPvyOVWSYdH\nxG0VZR+PiKm5PgYYI2lmbq8JbA3cCZwg6X25fwtgG2Aq8EpE3JL75wALI2KxpLkUDZl6AvajaKjc\nl6M1hwJ/pWgsbiXpAuBXFA3BcrlGHJE9g4MpGivbA/OAhZIuBW7KBeCdwPZa8vj6YZLWiIiXOqi7\nPoYxwA6SDsvttSnyNQ34iaRVgV9ExKwGY98buC4iFma8vwSQtCawB3B1KdbVOrmHNSn+AbshIl4G\nXlYx9HS3vMZP8hpE0SP7OuB1EXFn1jEJKA9BvTLPvVPS2pLWBn5C0dP7XeBYYELp/CeBrapu0F8U\nYGZm3a2trQ3gtaGA3vZ2I9u19fnz59Moz3mzpkjaGPhtRGzTwfETgRERcbxK864kjaToSdoht88B\nHomIi+vKtwBnAu+KiIXZEDgjIu6oq+8MSnO0VDfHK8udBLwd2Cwi2j3AI4dFHkDRE/dsRHxMpbly\nefyPwJZRDNErl92SosG3a0Q8L2kC0BYRkyStRtFoPAwYGRH7SXoG2DwiXmkwzy2U5rxJuoaiV2pK\nxbmbAAcBnwHOi4jL6vNRUeYEYL2IOCO3zwP+DFwCPBwRm1WUqbyHfC0UEeNyexJwLbAPRS/kj0vn\nvg6YHREjcvv1wFURsUvm/msR0ZbHHgfeHBELJP0vRc/uJRS9gpHnfIoix6fUxRSM6+juB6hx4L/7\n7Xn+RTXnpZrz0p5zUs15qea8VJPnvFk3+huwVm1D0s4qHlKCpFWAnYD5eXiRpI56eW8Bjs2eGyRt\nLmlDih6lf2TD7Q3A7isQa1AMATws60bSepKGS1ofGBwR1wGnAztnmQUZA9krdinw3ezZqs37Ooxi\nqOE/gReyQftuIPJ+1omIX1MMadwp650MHF8LTNKo/LlbNnbqvZDXqLkF+HQtn5K2lbSGpOHAM9lA\nurR0H53lHuAO4H2SVlfx4I+D8p4XAI/VevhU2LGze6Do5HqviqeQrg+0UPSUTgE+Kmlonr9uRDwP\n/EPSXln2aKCtVM8Ree5ewHOlRvOPgZ9RNPTKLZBNWfJ+MzMzM+uXPGzSmlIbpihpu4h4GNgIuETS\nkDzlXuD7uX4xMFvSdOA0WDK/NyKmSNoeuCeH4S0AjgJuBj4laR7wMHBP+fL14XRyrHadByWdBkzO\nxuUi4NPAQmBC7gOo9dxMBC6S9BJFr91pwDeAeZIWUjTYTo+I2Tnk8yHgT8Bvs/ww4AZJq1M0Rr6Q\n+48HLpQ0i+L37/aMYzhQNXRyNrBY0v0UwwQvoBgaOkNFwp4G3k/RUDpZ0qLM4Uey/Gu5j4h2j9OP\niJmS/geYlXVNLR3+MPDDzNuqFEMZZ3dyD5HHWymG1X49Iv4C/CUbePdJeoVieOppwDGZ4zWAR4GP\n1sKiGMI5I+s/thTTjZmH8pBJKIZnnlSRP7OG+H+Aqzkv1ZyX9pyTas5LNeeleR42aU2TNBbYOCK+\n3dOx9HWSzgJ+GhFzezqWZtUPYV2Bel4bslpxbFfg3IjYt7RvbYqHqby14nz/gVtB/jfCzMxs5fCw\nSetuVwAHqvTkCmtORHypLzfcSrrtk76kU4BrgK/UHRpL8RCTTkLysmRpXY5zB47y5HFbwnmp5ry0\n55xUc16qOS/N87BJa1o+sGKfno7Dli3noP2m4tB+EfFsV1wjIr7WRfWM7mD/eIrvvavff0FXXNfM\nzMyst/OwSTPrtzxscsX53wgzM7OVo5Fhk+55M7N+zY0PMzMz6y88583MbADxPINqzks156Wa89Ke\nc1LNeanmvDTPjTczMzMzM7M+wHPezKzfkhT+G2dmZmZ9gb8qwMzMzMzMrJ9w483MbADxPINqzks1\n56Wa89Kec1LNeanmvDTPjTczMzMzM7M+wHPezKzf8pw3MzMz6ys8583MzMzMzKyfcOPNzGwA8TyD\nas5LNeelmvPSnnNSzXmp5rw0z403MzMzMzOzPsBz3sys3/KcNzMzM+srPOfNzMzMzMysnxi8rBMk\nrR4RC5e1z8ysN5I6/Q8sM7OVpj+PBGhra6OlpaWnw+h1nJdqzkvzltl4A+4G3tLAPjOz3qe1tacj\n6F3uvx9GjerpKHof56Wa81KtmbyMHt09sZjZgNLhnDdJmwKbAZcDHwIEBLA2cFFEvGFlBWlm1gxJ\n4cabmfUKo0f36543M1txKzrnbQxwDrA5cG6unwt8ETi1q4K0gU3SEEm3q7CKpAskzZE0W9JUSSPy\nvJX6npO0v6SZuSyQ9FCuT1yOOo7J/wSpba8qabykRyRNl3S3pAO65QaWjmOEpCNXoHyX5n5F48k6\nTi2tD5F0hyTP4TUzM7N+bZlPm5R0aERcu5LisQFG0rHA+hFxdn6gPyQiDs9jmwEvRcRzkhZExLCK\n8gLozkcKSmoFToyIGU2UOykipuf2eGBj4LiIWCRpI2DfiLi6y4NeOo4WivgPbrJ8Ze57Kp6qmCT9\nNzA9Iq6rO8//zW1mZt2uo48hnttVzXmp1lVPm9xC0trZM3KppBmS9u+iGM2OBG7I9U2Ap2oHIuLJ\nbLiNB4Zmz9dl2XPzsKRJwByK9+jJ2VM3S9K4Wh2Srpd0n6S5kj5R2v+ipLNy/xRJu2cP4KOSOmxU\nSDpK0r0Zy0XZWzhI0sRSj+HnJR0K7Apcnr8zawAfBz4XEYvy/p6uNdwk/UDStIynHP94SQ/kfZ2d\n+zaUdE3e71RJeywjx+OBvTPmEzLms0v5Oi7r3TR7sGbmvexVn/tO8vKRrOv+fF3InBxaOmdBB/EM\nkTQhczcjG3dIGivpe6XyN0nat4OYfknxXmonvCy1tPaCGHrj4rw4L86Lc9LsYrZSRUSnCzA7f+4P\nXA+8GZi5rHJevCxrAQYBT5W2NwceA2ZSDNMdVTq2oLQ+ElgM7JbbY4Af5foqwI3A3rm9bv4cStHQ\nq22/Cuyf69cBkzOeHevf3xT/Jr0F2J6ikTAo918IHJ3HJpfOX7tcLtd3BGZ0kot1SzlpBXYA1gce\nqqj3CmDPXB8OzFtGnvcFbixtHwd8NdeHANMyp18ETi3lca363HdQ/5uAh4H1cnud/DkBOLT+NayI\n50Tgx7m+HfB4xnUM8L3SeTcC+1TFlOc/URFbhBcvXrx48dKNCxBmXSHfS3S2NPK0yVrX3YHAZREx\nV370tnWNDYBabwwR8YSk7YB35HKrpMMj4raKso9HxNRcHwOMkTQzt9cEtgbuBE6Q9L7cvwWwDTAV\neCUibsn9c4CFEbFY0lyKhkw9AfsBuwD35e/AUOCvFI2KrSRdAPyKoiFYLteII7JncDCwKUVDcR6w\nUNKlwE25ALwT2L70ezhM0hoR8VIHddfHMAbYQdJhub02Rb6mAT+RtCrwi4iY1WDs7wCuiohnASLi\nuWWcXx/PnsAFWfZhSY8D2zZ4bbLcy9mj2P6rTZanIjMzsya0tbUBvDYU0NvebmS7tj5//nwa1cic\nt4kUT53ciqL3YDDQGhG7NHwVswqSNgZ+GxHbdHD8RGBERBxfnuMkaSRFz80OuX0O8EhEXFxXvgU4\nE3hXRCzMOWhnRMQddfWdAbwYEefmdv18qlbgJODtwGYR0e4BHjks8gCKnrhnI+JjKs2Vy+N/BLaM\niAV1ZbekaPDtGhHPS5oAtEXEJEmrUTQaDwNGRsR+kp4BNo+IVxrMcwulOWaSrqHoqZxSce4mwEHA\nZ4DzIuKy+nxUlPkssElEnFa3/xKKHsmrVTxM5F8RMaQinusoethac/sO4NPATsAeEfGZ3D8FOLP+\n9Std7y8U75eXS/uCcY1kaQAZB8v6uz8Qef5FNeelmvPSnnNSzXmp5rxUUxfNefsYcArFB8uXgFWB\nj3ZBfGZ/A9aqbUjaWcVDSsgP+zsB8/PwIkkd9RTfAhwrac0su7mkDSl6lP6RDbc3ALuvQKwB3Aoc\nlnUjaT1JwyWtDwyO4mEZpwM7Z5kFGQP5u3Mp8N3s2arNXTsMGAb8E3ghG7TvBiLvZ52I+DXFkMad\nst7JwPG1wCSNyp+71eab1Xkhr1FzC/DpWj4lbStpDUnDgWci4scZa+0+Oss9wG3A4ZLWy/rWzf3z\nKXoqAd5D8bejlpdyPHcCH67FQjEU9OEsP0qFLYDdSmWWiknSEGBxueFmZmZm1t80MmwyKOa0HAR8\nnWJI2urdGZQNDLVhipK2i4iHgY2AS/KDOMC9wPdz/WJgtqTpwGmwZI5wREyRtD1wTw4lXAAcBdwM\nfErSPIrGwD3ly9eH08mx2nUelHQaMDkbl4soeogWAhO05FH1p+TPicBFkl6i6LU7DfgGME/SQooG\n2+kRMTuHfD4E/An4bZYfBtwgaXWK0X9fyP3HAxdKmkXxO3x7xjEcqBo6ORtYLOl+inloF1AMDZ2h\nImFPA+8HWoCTJS3KHH4ky7+W+4g4uiIv81Q87fF2SYuBGcCxwCUZ//0Ur8WLWWRWXTw/AH4oaTbw\nb+CYKB7qcpekxyiGjz4ITC9dtj6mnVn69TVbLv4f4GrOSzXnpT3npJrzUs15aV4jwyYvong4xH4R\n8Yb83/XJEbHrygjQ+jdJY4GNI+LbPR1LXyfpLOCnETG3p2NZ2SR9E5gWEdfX7ff4wC7k4ZZmZmbd\np6uGTb4t55z8CyAfSrBq50XMGnYFcKD8FJwVFhFfGqANtyHAXsAvqs8IL0strU2W69/Kk8dtCeel\nmvPSnnNSzXmp5rw0r5Fhk69IGlTbyPk+r3ZfSDaQ5EM39unpOGzZcm7fbyoO7Vd70mRPyHlufg+Z\nmZlZv9fIsMmjgA9QPHhgEsVT706LiKu6Pzwzs+Z52GTX8rBJMzOz7tPIsMllNt6you0pHlcOcGtE\nPNgF8ZmZdStJ4QaHmZmZ9QVdMudN0mUR8WBEfD+XByVd1nVhmpnZyuJ5BtWcl2rOSzXnpT3npJrz\nUs15aV4jDyx5c3kjv1vJX9BtZmZmZma2EnU4bFLSqcBXgKHkkybTIuDiiDilsqCZWS/hYZNmZmbW\nV3TJnDdJ491QM7O+yI03MzMz6yu6ZM5bfcNN0qb5vUpmZtbHeJ5BNeelmvNSzXlpzzmp5rxUc16a\n18ict3o/Ax6WdE5XB2NmZmZmZmbVGvqqgHaFpFWA7SPiga4Pycysa3jYpJmZmfUVXTJsMivaW9JH\nc31DYIQbbmZmZmZmZitPI9/zNg74EsWTJwFWAy7vxpjMzKybeJ5BNeelmvNSzXlpzzmp5rxUc16a\n10jP2/uB9wL/BIiIJ4C1ujMoMzMzMzMzW1ojXxUwNSJ2kzQzInaWtCZwT0TsuHJCNDNrjue8mZmZ\nWV/RVXPerpb0I2AdSccBtwI/7ooAzczMzMzMrDENPW1S0hhgTG7eEhFTujUqM7MuIMndbmZmK6DR\n0QttbW20tLR0bzB9kPNSzXmp1kjP2+AGKlkTuDUiJkvaDthO0qoRsairAjUz6zatrT0dQe9y//0w\nalRPR9H7OC/VnJdqAyUvo0f3dARmVqeROW8zgL2AdYG7gGnAKxHx4e4Pz8yseZLCjTczsyaNHt1w\nz5uZrbiumvOmiHgJOAT4QUQcDry5KwIc6CQNkXS7pB0lzczl75L+kOuTu+Ga12Xd/yfpudJ1d2+w\n/AhJR9bt203SHZIekjRD0iWShnZ17BWxHCNp0ybL7ivp7V0dUwPXnSjp0CbLjpN0Yml7sKRnJH2r\n6yJsd83v5/vjAUkvld4vh1Scu7GkmyTdn+f/Kve3e8/UldtM0tUrEOPxko5utryZmZlZX7HMYZMA\n+SH3w8DHcldDX+5ty/Rh4KaImA3sDCBpAnBjRFxXPlHSoIhYvKIXjIhDsr59gZMi4uDlrGJL4EPA\nlVnPxsBVwBERcW/uOxQYBvxrReNdhrHAXOCpJsqOBhYA93RlQA1Ykf/CrC/7LmA6cChLvodxKZJW\niYhXO9pe5gUjPpvlRlC8V3fu5PSvU8yJ/V6Wqf0nz1Lvmbr4BkfEk8DhjcZUYQLFg5QuqzzqYT9m\nZk2TOu0EsNRRD6XndlVzXprXSCPs8xQfDK+PiAckvR7wOKSucSRwQ0cHJbVJ+o6kacAJkg6S9Lvs\n3ZoiaaM8by1JEyTNljSr1isiaYykuyVNl3RVzl98rfrSdTaUdI2kqbnskfv3LfW0TJe0FjAe2Dv3\nfR74DDCx1nADiIhrI+Lp7JG7O+O9S9K2We+bJN2bdczK9xSSjirtv0hSh+9PSYcBuwKXZ/2rS9ol\nc3afpJslbZLnHp89QbMkXZENkU8CX8hr7dXBNSZK+oGkeyQ9KqlF0iRJ87KRXTvvB5KmSZqr4kvt\na/vHl657VqnqyONn5uu2iqSTM/ez6ur4qqSHJd0JbFcX4geBHwJ/KPciSpqf154OHF6x/fG81v35\nug+VNExFj+/grGPt3B5Uq7ZU/3qSfpGx3iNphzy0CfDEazcZMTdXl3rPqOgx/aWkW/n/7d13nBXV\n/f/x11tAEIRgF5WiGIzywIKGr5qoEBMTY1fQxIrRrxpjSTHF9pPEFEuaJYnRGIotsUXFggiy2Asi\nxYaxIHaJiYL6NYB8fn/MuTjcnbu7lOXe3X0/H4957MyZMzNnPvfu7j33lIF7lLXMPZXOPVxZ6/Bd\nkp6XdH7uusekWDyqrHX3knSd+cC7kvoXvY7hZallUg2UoRYXx8VxcVwck+VdzFapiPBShQVoB7xZ\nkD4SODCtTwIuze3rnls/Fvh1Wj8f+G0+H7AuMBlYI6X9GDg7l2cwWQsfwLXAF9J6L+CZtH4bsFNa\n75zKvFvpuJR+E7BPhXvsCrRL618GbkzrlwCHpvX2QCdgy3S9Uv4/Akc0EsNJwMC03gF4CFgnbR8C\nXJnWXwc6pPVu6ec5wPcbOf9I4Nq0vi8wD+hPVpGZAmyT9q2Ve00nAQOAdYDncufqljvnQcCFZN2Q\nIZvJ9c9pfTVgLLALsD0wI8WnK/DPUplT2qvA6sC3gItz13qZrFW10vbaufVzgZPS+l+B/dL6ccCF\nuXx9gJm51+/stD4EeDJ3H/8B7gXOAHqk9PL3zPBU9u4F5x4OvJjutyMwG9gY2CjdR/f0nrmv7J5/\nCny74DWM8OLFixcvXppxAcJsZUjvJRpamjLb5PrAj4CtgNI4poiILzV2rDVoXbJue435e269p6Tr\nyVo4VgdeSum7k1VWAIiI9yTtTfaaPaSsy8PqZJWbIl8GttSnXSO6pla6B4HfSboGuDkiXpcK+09U\n6lPRHRgjaXOyP26l99tDwJmSNknnfUHS7mSVlSnpEmsAb1U4b9G1tyCrWE1Ix7cD3kj7ZgDXSroF\nuKUJ5c4bm34+BbwVEU8DSHqarNIxHThE0v+m++tBVhF9BvhY0pXA7WkpXfNs4NGIOD6l7QHsIenJ\ntN0F+CxZBebmiPg4neu2XJn3BuoiYkG6rxGSTk2/+LD0+6Z8e4CknwOfAdYExqX0v5D9rt9KVok6\ntj6ZtuMAACAASURBVEJMvkA2BpaImCRpHUlrRjYj7WbA14A9gSeVdZ0sj3MA4yPivQrnnxhZaxqS\nniGL83rA5NIxysbI9csd8wawWdHJ3OHHzMyaW11dHcCSroDe9nZTtkvrs2fPpqmaMtvkPWQf/E4j\n62o2HJgbET9q8lWsHmVjxR6IiM+WpY8kjXmTNAn4QURMTfvqyFrbblc2Zm1ERAyRNAX4RkS8kDvP\n3mStW4dWuP7gdO59JM0FNo6IBQX5+gN7AScCXyWrnPwg0lg5ST8jq8yfU3DsKGBKRFyauirWRcSm\nad+mZBWQk8neV/2BjSLijCYFMDvHkvikrnt/joidC/KtBuwK7ENWqRgAnAV8EBG/aeD8I8nGed0k\nqQ/Z6zIgt28s8CQwHtghIt5P6XURMVrS6mQV66FAn4jYPe1fRDbG8SsR8R9Jvwaej4jLy65/Klkr\n2Tlp+7fAaxHxW0k3kVWiSuMK1wP2j4gJkl4Gto+If6fjirb3jYiZko4CBkfE0WnfNLKu0udHxP/k\nyrLk/pXNQHtQRLyc9s0BtoqID8rKP5aspfFdcuMr0zV3iIiTC849PJX15Nw5fk32RcABETE8pZ8C\nfDaX74QU45+UlSEYUfDitmUjoLG/+22Rx18Uc1yKOS71OSbFHJdijksxraTZJteJiL+QPR5gcvqQ\n51a3FfcvslaPxuRfwG582po0PJd+D9nYs+wAqTvwCPAFfTqerIukpSqKOeOBU3LHb5t+9o2IpyPi\nArJHRGxB1nWwa+7YS4GjJA3KHX9AarHNl/fo3P7NIuLlyCa2uJWsMjURGCppvZRnbUm90voYSZ8v\nKPf8dA2AWcB6SrNmSuogaavUUtgrIuqAn/Bpa9P8svtYHkrn+BCYlyrkewKRWi67R8RdwPeBbXLH\njSMbB3aHsnGEdwPfSscgaeMUh/uA/ZWN5+tKVtlFUjeyx3f0jIhNU4X4JLIxlE2xJvCWpA7A4WX7\nxgDXkHWhrOR+ssl2Sl8CzI2IDyQNkdQ5pXcF+gKvUD/Wy9oYFmTvv90kdVc2Lu+glF7Sg6yLpZmZ\nmVmr1ZTKW6k15i1lE2YMJHvmm62AyGaOfErZg88bzJpbHwHckFra5ub2/RxYS9LM1HIyOCL+RVbB\nu07SdLKuivlrRe74U4AdlE1A8TTZeCfIJkmZmY5fANxF1gXxE2WTXZwaEe+QTZzxa2WPCniGrBvg\nfOAC4FeppaZd7noHK5vc40myFrcxEfEsWWvY+HS98WTdQyGr3C2ZCCNnFHBZOv9qZC1c56cYPAns\nlK57laQZwFTgooh4n6zV7AA1MGFJLk5F65C1OM5I13qOrNLzQNrXFRib7uV+4Htlx90IXEE2zu9+\nsnGHD6dyXg+sGRFPkrV6TwfuBB5Lx+9P1rVwYe6ctwF7p9a+hu4BUrfNVNZny/ZfS/b7XW9myFy+\nEcD26d5+CRyV0rcHHs+9366IiCdY+j3zXSgc4x25n/WahSKbkfKXZDF4gGz827xclkFkcTRbLv4G\nuJjjUsxxqc8xKea4FHNcll9Tuk3uTfZhqSfZRAXdyLrr3db8xWvdUhexDSLi/MbytlWplemKiDik\n0cy2wpTN4rlPRBzVaOZVTFKXiPgwtbzdTDYhza3pPTIxIuq1zkpy/8Bm5O6XZmZmK8/K6jZ5MFkl\nb2ZEDCab3OKAlVA+y1o59kpd+6xARMxzxW3VUDb1/i/JZqCsRSNSa+1M4KWIKD1mYzhwUeXDwstS\ny6SVdJ7WJT943D7luBRzXOpzTIo5LsUcl+XXlId0bx0R/yltRMS/JTX0oF5rojRByK7VLkdbJ+kM\n6j8k+vqI+FU1ylMtpck/alVE/LBC+sWruixmZmZm1dCUbpPTgSG5merWJpuye0CDB5qZVZm7TTYv\nd5s0MzNbeZrSbbIpLW+/IZtI4XqyWeKGAb9YCeUzM2t2rmCYmZlZa9HomLeIGEP2QN53yB6afEBK\nMzOzFsbjDIo5LsUcl2KOS32OSTHHpZjjsvya0vJGRDwNPN3MZTEzMzMzM7MKGh3zZmbWUkkK/40z\nMzOzlmBlPSrAzMzMzMzMqsyVNzOzNsTjDIo5LsUcl2KOS32OSTHHpZjjsvxceTMzMzMzM2sBPObN\nzFotj3kzMzOzlsJj3szMzMzMzFoJV97MzNoQjzMo5rgUc1yKOS71OSbFHJdijsvyc+XNzMzMzMys\nBfCYNzNrtTzmzczMzFoKj3kzMzMzMzNrJdpXuwBmZs1JavALLDOzNm1l9U6oq6tj8ODBK+VcrYnj\nUsxxWX6uvJlZ6zZpUrVLUFumTYNtt612KWqP41LMcSnWWuIyZEi1S2Bmy8hj3sys1ZIUrryZmVUw\nZMhKa3kzsxXnMW+thKSOkiYrs5qkiyXNlDRD0mOSeqd8Z6zicn1V0pNpmS/pubQ+ahnOcZSkHrnt\nDpLOk/S8pCckPSTpa81yA0uXo7ekb67A8c0ae0nbSNoztz1C0g9W4HzLfLykwZLGLuMxP5W0eyN5\n9pH042U5b9nx10vadHmPNzMzs+qR1CaX5eVuky3DYcDtERGSvgH0iIgBAJI2Aj5K+U4Hfll+sNI7\nZGVPuxcRdwN3p2tMAn4QEVOX8TTDgaeAN9P2ucAGQP+IWChpfWC3lVPiBm0KHApct5zHF8Z+JdoO\n2B64K22v6Gu5Sr5qjYhzmpBnLLBMlcIyVwDfA04p3OtuQWZmFXlc8Ipr6OOVx3YVK49LW2sBXpHf\nO7e8tQzfBG5N6xvyaUWHiHgjIt6TdB6wRmr5uiq1JM2SNBqYCfSU9MPUUjdd0ojSOST9Q9IUSU9J\n+t9c+geSLkjp90jaUVkL4IuS9qlUWEmHS3o0leUyZa2F7SSN0qctht+VdBCwA3CNpKmSOgPHAidH\nxMJ0f+9ExA3pvH+U9HgqT77850l6Ot3XhSltPUk3pvt9TNLOjcT4PGCXVOZTU5kvzMXruHTeHpLu\nS/lmSvpieewrxKSPspbJkel1uUbSHpIeVNbK+PmUr4ukv6b4TZW0r6QOwM+AQ9I1Dk6n3UrSpPR6\nnJy71vdT2WZKOjWXfma69v3AFg0FQ9LmkiZImqasBXQzsgrfmpJukPSspKtz+c9OsZop6c+59FHp\ndUbSbGUtfk+k98AWKX24pEty+S9KcXkxd+xq6fV/VtJ4SXeU9gF1wNcr3Ut4WWqZVANlqMXFcXFc\nHBfHZHkWs1UuIrzU8AK0A97MbW8MvAw8Cfwa2Da3b35uvQ/wCTAobe8B/Dmtr0bW0rFL2l4r/VyD\nrKJX2l4MfDWt3wyMT+XZGniyrJyTgIHAlsBtQLuU/gfgiLRvfC5/t/xxaX1rYGoDsVgrF5NJwABg\nHeC5gvNeC3whrfcCnmkkzrsBY3PbxwFnpvWOwOMppt8HzsjFcc3y2Fc4fx9gIdAfEDAFuDLt2xf4\nR1r/JXBYWu8OzAI6A0cBF+fONwJ4EOiQYvCvFJftgRnptexC1qq5bS69E9AV+Cfw/QbK+yiwX1pf\nPZ1vMPAesFG6h4dyMV4rd+wYYO+0PhI4MK2/DHwnrX8buCKtDwcuSeujgL+n9S2Bf6b1ocAdaX0D\n4N+l86a0ycCWBfcR4cWLFy9evDTTAoStmLYYw0r3nNJpaHG3ydq3LjC/tBERr6cWiy+lZaKkYRFx\nb8Gxr0TEY2l9D2APSU+m7S7A5sD9wKmS9k/pPYHPAo8BCyLrGglZpe7jiPhE0lNklZFyAnYnqyhM\nUdYkvAbwNlllcTNJFwN3kFUE88c1xSGpZbA90IPsw/0zwMeSrgRuTwvAl4Et9WmzdFdJnSPiI4qV\nl2EPYICkoWm7G1m8Hgf+mlrDbomI6U0sO8DLEfE0gKSngQkpPR/PPYB9JJ2WtjuSVT5VVsYg60q7\nEHhX0jtkrbJfBG6OiP9L17kZ2IWsonlzRHxMFq/bCu6ZdExXYKOIuBUgIhakdIDHIuKNtD0tlftB\n4EuSfkhW0Vw73dPt9U6efQkAMBU4sGB/ALek6z4raYOU/kXg+pT+trJuuvnyv5HK8my9+ym6STMz\ns5Worq4OYElXQG8v23ZbVIpBXV0ds2fPbvJxrry1DEt9/kwfpscB4yS9DewPFFXePizb/lVEXL7U\niaXBZBWuHSPi4/ShuFPavTCXdTGwIF1/saSG3jujI6LeBB6Stga+BpwAHAwcU7ql9PMFoJekrhEx\nv+zYTYEfADtExPuSRgJrpMrkoHQPQ4GT0rqA/ylVPJbTSRFxT8F97ALsDYyS9NuIKOwqWeC/ufUl\n8Uzr+XgeGBH/LLvm/xScL39vn6RzBEu/X5qyvizy9/AJ0E5SJ7IW1u3Tlwvn8Ol7qNLxpfIWyd9X\nqZzl91VOZHGsb0QDR7VFIyD7cs/yPC6lmONSzHGpr63HpPze85WUwYMHV9zfVrcrpVXTOeecw667\n7sruuzc4z9pKU7r/fBxGjx7d6HEe81b7/gWsWdqQtJ2ySUqQtBqwDTA77V7YQKXqbuBbkrqkYzeW\ntB5Zi9J/UsXtc8COK1DWACYCQ9O5kbS2pF6S1gHaR8TNwNlkE3BA1qrYDSC1il0JXJRatkpj14aS\ndfX7EJiXWmP2BCLdT/eIuIusS+M26bzjyU1gIWnb9HOQsnGA5eala5TcDZxYiqekfpI6S+oFzI2I\nv6Sylu6jodgvi7vLyp2PU9fCIz4VZC2p+0taI8Vmf+C+tOwvqVNqWdsbirvrp4rza5L2S2XoKGmN\nBq5bqqi9K2lNYFgj5VweDwIHKbMBWRfOfPl7AK80w3XNzMyslSh1PSzy05/+dJVV3FaEK281LiI+\nAZ4qTe4ArA/cJmkmMJ2sleLStO9yYIaySTOC3Ifb1IJ0LfCwpBlkXdDWJGvBay/pGeBXwMP5y5cX\np4F9pes8C5wFjJc0nawStSHZWL1JqdvmVWSzM0I2xukyZZNzdEzHzgWeSfc4Fng/ImaQjfN7DrgG\neCAd3xUYm651P9msg5BVgHZQNtnI02Rj2CDrgljUdXIG8EmaoONU4C9kXTKnpnL8iaylaDAwTdJU\nskrKRen4fOwraUo8zwU6pAk9ngJ+mtInkU1Qkp+wpN5rEBFPksX0MeARsnFl01P638neM3em/Q05\nAjglxfUBstdwqfdU7prvkc34+BTZ++nRRs5dKnsUrJffV2n9JuA1stfkKrJul+9D9ngJYJOIeK4J\n1zUrVGvfANcKx6WY41KfY1LMcSm2onE5/fTT+eMf/7hke8SIEfzmN7/hwgsvZNCgQWyzzTaMGDEC\ngNmzZ7PFFltw1FFHMWDAAF599VWGDx/OgAED2Hrrrbnoouyj3PDhw7npppsAmDhxIgMHDmTrrbfm\nmGOOYcGCrFNQnz59GDFiBNtvvz1bb701s2bNWqH7WB5+SHcLIGk4sEFEnF/tsrR0ki4AxkTEU9Uu\niy0bSV0i4sPUivsosHNEvCNpD2CviDi14Bj/gWsm/t9hZmYrg7IHUy/TMdOmTeO73/3uknFj/fv3\n58c//jEPPvggf/7zn1m8eDH77bcfP/rRj+jZsyd9+/bl4YcfZtCgQTzxxBOcfvrpjB+fTb8wb948\nunXrxtFHH80+++zD17/+dfr168e9997L5ptvzlFHHcXAgQM59dRT2XTTTTnttNP4zne+w5/+9Cem\nTp3KFVdcsdLuWX5Id6txLbCX5IexrKiI+JErbi3W7anl9j7gZxHxTko/Fvhd5cPCy1LLpJVwjtan\n9AHAlua4FHNc6nNMijkuxVY0Lttuuy3vvPMOb775JtOnT2ettdZi5syZjB8/nu22247tt9+eWbNm\n8cILLwDQu3dvBg0aBEDfvn156aWXOOWUU7j77rvp2vXTUSkRwaxZs9h0003ZfPPNATjqqKO47777\nluQ58MBsvrWBAwcu00QjK4snLGkB0qQbu1a7HNa41Co0oWDX7hHx71VdnsZIuhT4Qlny7yOi8RGz\nq1hEFD5tOyIOLko3MzOz1mvYsGHceOONvPXWWxxyyCG88sornH766Rx33HFL5Zs9ezZdunRZst29\ne3dmzJjBuHHjuOyyy7j++uu58sorl+wvbyuJiKXSOnbsCEC7du1YtGhRc9xag1x5M1uJIuJdPp3E\npOZFxEnVLkPzc4O1Nc7jUoo5LsUcl/ock2KOS7GVEZdDDjmEY489lnfffZf77ruPGTNmcPbZZ3PY\nYYfRpUsXXn/9dVZfffV6x7377rt06NCBAw88kH79+nHkkUcu2SeJLbbYgtmzZ/Piiy/St29frrrq\nKnbbbbcVLu/K4sqbmbVqHptlZmbW+my11VZ88MEHbLLJJmywwQZ85Stf4dlnn2WnnXYCoGvXrlx9\n9dVIWqrl7PXXX+foo49m8eLsCUPnnXfeUuft2LEjI0eOZNiwYSxatIhBgwZxwgknAEu3ypWfd1Xx\nhCVm1mpJCv+NW1pbfxZTJY5LMcelmONSn2NSzHEplo/L8kxY0tJ5whIzMzMzM7NWzi1vZtZqueXN\nzMystrnlrV66W97MzMzMzMxaOlfezMzaED9zqJjjUsxxKea41OeYFHNcijkuy8+VNzMzMzMzsxbA\nY97MrNXymDczM7Pa5jFv9dI95s3MzMzMzKylc+XNzKwN8TiDYo5LMcelmONSn2NSzHEp5rgsP1fe\nzMzMzMzMchYsWMAxxxxDnz596NatG9tttx3jxo2rmP+ll15i7733plu3bqy33nr8+Mc/bpZyecyb\nmbVaHvNmZmZW24rGf0kNDvtaKRr7fPDRRx9x4YUXcvTRR9OrVy/uuOMOvvnNbzJz5kx69+69VN4F\nCxaw5ZZbcvLJJ3P88cfTrl07Zs2axYABAwrPvSJj3lx5M7NWy5U3MzOz2la58tac/7+Xb5KUbbbZ\nhhEjRnDAAQcslX755ZdzzTXXMHny5KZd3ROWmJkVk+TFi5c2tjQ3j9epzzEp5rgUa4lxefvtt3n+\n+efp379/vX2PPPIIvXv35utf/zrrrbceQ4YM4amnnmqWcrRvlrOamdWKSZOqXYLaMm0abLtttUtR\nexyXYi0xLkOGVLsEZtbKLFy4kMMOO4zhw4fTr1+/evtfe+016urqGDt2LLvvvju///3v2W+//Xju\nuefo0KHDSi2Lu02aWaslKVx5M2tjhgxpc8+MMmvJpNruNrl48WIOPfRQPvjgA2699VbatWtXL8/+\n++/P/PnzmThx4pK07t27c//99xeOeyu651x69bpNSuooabIyfST9n6Qn0zJVUsWqqKT9JG25Essy\nXNIlZWl1krZfWdeocN11cvf8pqTXcvffpJZPSbtJ2qks7UhJMyXNSOf6QfPcQb2ynLECxx4lqUcj\neXaR9HS6p44N5PuupDWWtyxNIel4SUc05zUKrtlojCoct8rLujJJulDSU5IuyN+LpFGSDmrk2N9K\n2mXVlNTMzMzaiojgmGOOYe7cudx0002FFTeArbfeut5xzVqo5lqAbwE/TOt9gJnLcOwo4KBlvF77\nBvYdBVxSljYJGNicMSi73jnA95fjuBHAD3LbewJPABum7dWBY1fRPcxfgWMnAds3kucy4LAmnOtl\nYJ1lvH67VfVaL2d82jUlRrW+NPR72MAx75F6ApSljwQObOTYzwK3VdgXXrx48eKldS0tyaRJk6pd\nhJqUj0vRa5q91tGMS9PeR8cff3zsuOOO8cEHHzSYb9asWdG5c+eYMGFCLFq0KH7729/G5ptvHgsX\nLizMX+n6Kb3Bz0zNPWHJN4FbG8og6YPc+lBJI1Mr0z7AhakFZrN8K5mkdSW9nNaHS7pN0kTgHkmd\nJf1V0qPp2H0bK6Sk1dI3/KWWrFNT+v9KekzSNEk3llp6JPWV9EjK+3NJ83Pn+mE6ZrqkEUWXS/m2\nT/c0RdI4SRum9FNSy9N0SddK6g0cD3wv3c8XgZ+QVebeAoiIBRHxl0bKPCzd3zRJk1Nau9TiUSrv\ncY3E6TxgjdRyeFVKOzzF+klJl6VYtiuL53dT68kOwDXpPjoVnP9YYBhwrqSrU4vj2Nz+S1PL1MnA\nRsCk9LoXvo/S+qhUrkeA89Nrd1eK+32StmjgfkeUWjTTa/VbSY9LelbS5yX9Q9Lzks5NefpIei6V\n/RlJN+Tiv3u67xmSrpS0ekqfLek8SU8A3yiPUdpXej9cuAxlPS+9LrPSe6bScYXvAUnXSfp6Lt8o\nSQem17co/2BJ90u6FXha0k+Vfo/S/l9IOqVCGW4D1gSmSjo4fy+lLClf4e9MRPwT6COpe9H5q/4p\no8aWSTVQhlpcHBfHxXFpGTExW1VeeeUVLr/8cqZPn86GG25I165d6dq1K9dddx1z5syha9euvPba\nawD069ePq6++mhNOOIG1116bsWPHctttt9G+fTNML9JY7W55F7JWhDdz232Aj4An03JJSp+fy3MQ\nMDIKvnEn10oGrAu8nNaHA68C3dP2L0ktN0B3YBbQOeUrbHkDtgfG59I/k36unUs7Fzgprd8OHJLW\njy/dA7AH8Oe0vhowFtgld45zgO+TTRTzEKnlCDgEuDKtvw50SOvd8sflzvMu0LVC3CuVeQbQo+y8\nxwFnpvWOwONAn0Ze1/zrtSVwG6lFC/gDcESKaT6epesteQ0bOP+S1x0YDIzN7bsEODKtv1x2r5Xe\nR6NSGUvjOycCm6f1/wEmNlCWJXFPZf9VWj8FeAPYgKzV81VgLbL3+GJgp5TvSuAHQCdgTu66o4FT\nc/dxWoX3+TrAc+VxbGJZL0zrewL3NHBc4XsA2B8YldJXT+Xv2ED+wcAHQO+0rzfwRO534QVgrSa+\nr/L3MhI4EOhAhd+ZXEz3LDhvhBcvXrx4aTULENa6FL2m0PzfBVRTpeundBpamnO2yXWB+WVpL0bE\ndstwjqbO93tPRLyX1vcA9pF0WtruCPQi+1BdJICXgM0kXQzcAYxP+wZI+jnwGbKWgdJj1XcESi16\n1wG/zl17D0lPpu0uwObA/WX3tAXQH5igbErjdmSVAcgqWddKugW4pey4pqhU5geB0ZKuB27OlXeA\npKFpu1sq7+wmXmt3sorvlHQfawBvk1Vai+LZ1PtYmfM8B3BDRISkNYGdgBv06VTSqy/DuW5LP58C\nnoqItwEkvQT0BOYBr0bEwynf1WQVvXvIvmx4IaWPBr4DXJS2/152nVLh3gc+lnQl2RcGty9DWUuv\n8VSyylUlld4DdwEXpRbCPYHJEfFfSZXyLwIei4hXACLiFUnvStoW2BCYGhH/WYbyq2y9od8Z0nrh\nfTb/pOFmZraqlaaaHzx4sLdbwXa5rB7TupViUFdXx+zZs5t8XHM/KqApn5vyr075BBT5fYv4dIKV\n8i53H5ZtHxhZV6pPCyL1JWsdyVsb+FdEvCdpa+BrwAnAwcAxZK02+0bETElHAbs1fjv8KiIubySP\ngKcjYueCfXsBu5J1Gz1TUtGj2Z8m6143qWBfeZkHA0TEtyUNSud/Qp9O1HJSRNzTSHkbMjoi6k1i\nUiGeQJN6PZTy5F9zqP/+KDqmKN9H6edqwHvL+AVC3n/Tz8W59dJ26XcpX45KUyWVp5e/fwMgIhal\n12x3YChwUlpflrJ+QuO/54XvAUl1wFfJXr/rGsovaTD17+MvwNFkLZR/bWK5S4riVul3BirHOhsx\nap8a0Tb+KS6rurq6ih8i2jLHpZjjUt+qjkn5tWp1uxSXWilPrWxXSmtLSvefj8Po0aMbPa45x7z9\ni6zlpzFvS/qcpNWAA/j0A9h8sm/1S2aTVVgg+yBbyd1krR0ASCp9UJ8CfEHSBil9B2D1iHhV0jpk\nkyzcDJwNlI5ZE3hL2ayYh+eu8UiuDN8ou/a3JHVJ19hY0noFZZwFrCdpx5Svg6StlDUp9IqIOrJx\nbaXWs/lA19zxvyIbD1i6l9UllSpHhWWW1DciHouIc4C5ZC1FdwMnKs16KamfpM5p/bmCcgMs1Kez\nZE4EhpbuUdLakno1EM/y17SSUqX/FWCrdH/dgS/l8pSfq9L7aImImAe8XGo1Umbr8nwVytJUvUqv\nK3AoWavrLLIxWX1T+hHA5ArHL7mv9D7qHhF3kXW33WYllxUaeA+QtQh+C9iFT1twG8pf7h9kFfgd\n0nHLIn8vQYXfmVyeHjS9xdjMzMysRWq2lreI+ETZ1N9bRMSsUnJB1p+QdQebS1bB6pLS/wZcoWxy\niqFkXROvTxMk3JE7V7D0ec8Ffi9pBlnl9CWylqi30wQKd6YP+PPJJlQB2BgYmdJLZYKs4vFoKtuj\nfFoZ/S5wtbJp8+8m695GRNyj7PEGD6euXfPJKlBzlw5NLEwViIslfYbsdfgd8DxwVUoTcFFEvK9s\n0o4bJe1H1upxV6q4TUgVviAbX9VQmS+Q9Nl03gkRMT3FqA/ZRBEC3gH2l7Ru+YuUczkwQ9ITEXGE\npLOA8Sl2C4ETgY8rxHMUcJmkj4CdI+LjCtcotTy9mrp5PkU2NmxqWTnGSXo9Inan8vtoyfmSw4A/\npXJ3IGtRmtHA/Ra9Z8vfc3mzgO9I+itZC+mfUnfDo8m6a7YHHiObVbPo/KP4NEZfB25VNrmLgO81\nUM5KZW0oHbLWsT4s/R44IO0bD1wF3BIRixrJXy8m6X1+L/CfaLypp3x/0bmKfmeeSVm2I/eljdmy\nauvfAFfiuBRzXOpzTIo5LsUcl+XXrA/pljQc2CAizm+2i1SBpDUi4v/S+jfIJi85oJHDWgxJewGb\nRsSl1S5LSyKpD9kEK0VdXducVHl/AhgaES8243X6Ab+OiHozy0py/8AC7jZpZma1QhUeWN2aVbpn\nVfsh3cC1wF7pG/rWZHtlU+5PJxvTtUoekL2qRMQdrrgtt7b116eC1KXxn2StvM1WcUtOAC6ovHuV\nTFrVQhaYNKloqKyVBo7b0hyXYo5LfY5JMcelmOOy/Jp1wpKIWEA2+UarEhEPANtWuxwtmaSbgU3L\nkn+0gpOnLG9ZziB7vlze9RHxq2U5T0TMBhobQ7dClreskr4KnFeW/FJEHLQyy1cSEc8AffNpBVsq\naQAAG15JREFUafKdMWVZP46InVbwWt9fkePNzMzMWopm7TZpZlZN7jZZn//mm5lZLXG3yXrpDfZY\nbO5HBZiZVVVb+4dgZmZmrVdzj3kzM7Ma4nEGxRyXYo5LMcelPsekmONSrCXEZcGCBRxzzDH06dOH\nbt26sd122zFu3LjCvCeccAJdu3ZdsnTq1Ilu3ZrydKxl55Y3MzMzMzOrGatirsPGeuYsWrSIXr16\ncd9999GrVy/uuOMODj74YGbOnEnv3r2XynvZZZdx2WWXLdk++uijadeuXbOU22PezKzVktSER8yZ\nmZlZtRSN/5IEI5rxoiOWb1jFNttsw4gRIzjggMpPCPvwww/p0aMHd9xxB7vsskthnlp+VICZmZmZ\nmVmL9vbbb/P888/Tv3//BvPddNNNrL/++hUrbivKlTczszakJYwzqAbHpZjjUsxxqc8xKea4FGtp\ncVm4cCGHHXYYw4cPp1+/fg3mHT16NEceeWSzlcWVNzMzMzMzswKLFy/miCOOoFOnTlx66aUN5p0z\nZw6TJ09u1sqbx7yZWavlMW9mZma1rZbHvEUE3/rWt5gzZw533nknHTt2bDD/L37xC+65555GWxY9\n5s3MzMzMzGwl+va3v81zzz3Hbbfd1mjFDWDMmDEMHz68WcvkypuZWRvS0sYZrCqOSzHHpZjjUp9j\nUsxxKdYS4vLKK69w+eWXM336dDbccMMlz3C77rrrmDNnDl27duW1115bkv/hhx/mjTfeYNiwYc1a\nLj/nzczMzMzMasuI6l6+d+/eLF68uOL++fPnL7W900471UtrDh7zZmatlse8mZmZ1bZK479aM495\nMzMzMzMza+XcbdLMWjWpwS+wzMxWSFtrMaikrq6OwYMHV7sYNcdxKea4LD9X3sysdZs0qdolqC3T\npsG221a7FLXHcSnmuBQrxWXIkGqXxMzaGI95M7NWS1K48mZmzWbIELe8ma0gj3mrl95glyFX3myV\nkdQRGA+cDIxOyb2A99MyNyL2WMnXvBnYFFgTWA94Oe36dkQ80oTjewM7R8R1ubRBwK+B9YGPgCeA\nUyLi/1Zm2QvKchQwPiLeXI5jdwMWRMTDK79kzUfSYOAHEbFPA3m2Bk6NiGMK9vkPnJlZC+TPp22H\nK2/10j1hidWMw4DbI2JGRGwXEdsBtwGnpe0lFTdJ7VbGBSPiwHSdY4H7S9dtSsUt2RQ4NFeuDYDr\ngR9GxOciYiAwDui6MsrbiOHARst57BBg56ZmXlnxXxUiYgbQV9L6hfu9LLVMqoEy1OLiuDgujkvt\nxKQ1aQnPM6sGx2X5ufJmq9I3gVsr7ZRUJ+l3kh4HTpW0t6RHJE2VdE/pw7mkNSWNlDRD0nRJB6b0\nPSQ9JOkJSddL6pI/fe4660m6UdJjadk5pe8m6cm0PCFpTeA8YJeU9l3gO8CoiHi0dL6IuCki3pE0\nKF1/qqQHJfVL5+0v6dF0jumS+qb0w3Ppl0mq+PsoaSiwA3BNOn8nSdunmE2RNE7ShinvKZKeTte6\nNrUeHg98L13rixWuMSqV4xHgfEl9Jd2Vzn+fpC1SvmGSZkqaJmlySuuT8jyRlp1S+mBJkyXdIulF\nSedJOiLFfYakzcqu/bikWZL2KihfF0l/TTGbKmnf3O67gOZ9KqaZmZlZtUWEFy/NvgDtgDcL0kcC\nB6b1ScCluX3dc+vHAr9O6+cDv83nA9YFJgNrpLQfA2fn8gwGxqb1a4EvpPVewDNp/TZgp7TeOZV5\nt9JxKf0mYJ8K99gVaJfWvwzcmNYvAQ5N6+2BTsCW6Xql/H8EjmgkhpOAgWm9A/AQsE7aPgS4Mq2/\nDnRI693Sz3OA7zdy/pGpTKXu1BOBzdP6/wAT0/oMoEfZ+dcAOqb1zwKP5+L+H2ADYPVUthFp3ynA\n79L6KODOtL458CrQsex1+yVwWO41n5V7vYcAfy+4pwgvXrx48dKiFiCs7WiLr3ele07pNLR4tklb\nVdYFmvLY+b/n1ntKuh7YkOyD/0spfXeyygoAEfGepL2BrYCH0tTwq5NVbop8GdgyN4V819RK9yDw\nO0nXADdHxOsqnme+Ul/k7sAYSZuT/fMp/X49BJwpaZN03hck7Q5sD0xJl1gDeKvCeYuuvQXQH5iQ\njm8HvJH2zQCulXQLcEsTyp13Q0REanXcCbghF4LV088HgdHptbk5t+9SSdsAn5BV4Eoej4i3ASS9\nANyd0p8iq3RBFq/rAVJ8XgI+V1a2PYB9JJ2WtjuSVb5nAW8CfYpuyA8KMDNreUrd6krTyXu7dW/X\nqsMPP5yJEyfy4Ycfsu6663LMMcdw5pln1sv3t7/9jREjRvDmm2/SoUMHdt11Vy699FI22qjyaJdS\nDOrq6pg9e3aTy+QJS2yVSGPFHoiIz5aljyRrWblZ0iSyySmmpn11ZK1ttyubcGNERAyRNAX4RkS8\nkDvP3mStW4dSQLmJLyTNBTaOiAUF+foDewEnAl8FepCbMEPSz8i+FTmn4NhRwJSIuDR1VayLiE3T\nvk2BvckmazmerOK1UUSc0aQAZudYEh9JA4A/R0S9cWyp++WuwD7AnsAA4Czgg4j4TQPnH0k2JvEm\nSd2A5yKi8K+Osklb9gKOJKuEngJ0jogfKRsv93FEdFDZhCNl97BkX7r25IgYlfJNBk4C1snlmQJ8\nMyL+WVCeLYGREbFjWXowotIdt1EjwH/36/Mzh4o5LsUcl/ock2KOS7F8XFQweUfxd+crV1P+Fz79\n9NP07duXTp06MWvWLHbbbTdGjRrF1772taXyvfrqq3Ts2JH111+fDz/8kOOPP55Fixbxt7/9rfC8\nRfecS/eEJVYT/kU242Nj8m/YbnzamjQ8l34P2diz7ACpO/AI8IXceLIukpaqKOaMJ6tslI7fNv3s\nGxFPR8QFwONkrVvzWHoykkuBo1LlpXT8AcrG4+XLe3Ru/2YR8XJEXEI25m8AWZfEoZLWS3nWltQr\nrY+R9PmCcs9P14CstWk9STumYzpI2iq1FPaKiDrgJ8BnyOI+n2WYVCUi5gEvp7F2KLN1Lk6PpQrs\nXKBnKlep5fBIspbAZSFgWLpOX2CzdI95d7P067Zdbl8P4JVlvKaZmZnVqGjGpan69+9Pp06dlmy3\nb9+e9devPz9az549l6RHBO3ataNHjx7LcKWmc7dJWyUi4hNJT0naIiLKP5QvlTW3PoKs295/gHuB\n3in958AfJM0k66I3IiJukTQcuE7ZIwkAzgRKrTT539dT0vHTyX4HJpO1tJ0qaQiwmKxL313pmE8k\nTSNr2blI0jeAX6cK2+J0/DjgArLuhGcBd+Sud7Ckw4GFZN37fpG6ep4FjE8tZQtTGeaQVe5eL4jN\nKOAySR+RzRw5FLhY0mfSffwOeB64KqUJuCgi3pc0FrhR0n7AyRHxQBPifxjwp1TODsB1ZF0yL0gV\nYwETImK6pD8CN0k6MsXigwrnLL9W5NbnAI+RVQSPj4gFyqb6L+U5F/i9pBlkXzy9BJQmLRkE3Fd4\nlREVrt6GNfSNZlttlfM348Ucl2KOS32OSTHHpVhLisuJJ57I6NGj+e9//8ull17KwIEDC/M98MAD\n7L333sybN4/ddtuNK664olnK426TtsqkytUGEXF+tctSq1J3xSsi4pBGM7ci+e6zy3l8HXBwRLxT\nlh7L9h1bW9f2nrVjZmbVVanbZHP+NxLL9mVlRDB58mSGDh3KnXfeyaBBgyrmfeONNxg+fDhbbrkl\nF110UfH13W3SWohrgb0qTAJiZN0V21rFbUWl7pwvlFfcrJK6ahegJvmZQ8Ucl2KOS32OSTHHpVhL\ni4skBg8ezLBhw7juuusazLvRRhtx7rnnMmbMmGYpi7tN2iqTJgjZtdrlaOsknUH9Z6JdHxG/qkZ5\nACLi6MZzVTx2BtmjJMzMzMyazcKFC1lnnXWalK9z587NUgZ3mzSzViuNmbNl4P8JZma2KtVqt8m5\nc+cyceJE9tlnHzp16sSECRM4+OCDmTBhAp///NLzyl177bXssssu9OzZk1deeYUjjzySbbbZhosv\nvrj4+u42aWZWrLGHXXqp92BzMzOzNk8Sl112GZtssgnrrLMOZ599NldddRWf//znmTNnDl27duW1\n114D4JlnnmHnnXdmzTXXZPDgwey0005ccMEFzVMu/7M2s9ZKUvhv3NL8zKFijksxx6WY41KfY1LM\ncSnWUp7z1lxWpOXNY97MzMzMzKxm+IvXytzyZmatllvezMzMalulVqjWzGPezMzMzMzMWjlX3szM\n2pCW9mydVcVxKea4FHNc6nNMijkuxRyX5efKm5mZmZmZWQvgMW9m1mp5zJuZmVlt85i3euke82Zm\nZmZmZtbSufJmZtaGeJxBMcelmONSzHGpzzEp5rgUc1yWnytvZmZmZmZmLYDHvJlZq+Uxb2ZmZrWt\nlse8HX744UycOJEPP/yQddddl2OOOYYzzzyzwWN23313Jk2axKJFi1htteJ2Mo95MzMzMzOzVkFS\nsy9Ncfrpp/Pyyy8zb9487rrrLi655BLGjRtXMf8111zDokWLmnz+5dG+2c5sZlYDmvMPqJlVV7W+\nra+rq2Pw4MFVuXatckyKOS7FmhSXSZOarwBDhjQpW//+/Zfabt++Peuvv35h3vfff5+f/exnjBkz\nhp122mmFi1iJK29m1ro15x//lmjaNNh222qXovY4LsVqOS5N/PBlZrYiTjzxREaPHs1///tfLr30\nUgYOHFiY74wzzuDEE09kgw02aNbyeMybmbVaksKVN7NWasiQmh0nY2ZNVzT+S1Kzt7wty9+PiGDy\n5MkMHTqUO++8k0GDBi21f8qUKRx33HFMmTKFOXPmsNlmmzXbmDe3vFlNk9QRGA8MBgT8HhgCBPAx\nMCwiXpF0RkT8chWW66vAeWlzc+B14P+A6RExvInnOAoYHxFvpu0OwLnAgcB84L/AzyKicufqlUBS\nb2DniLhuOY9fpbEvuP6+wDYRcW5hBn87b9ZquVt0y+LKtrVUkhg8eDDDhg3juuuuW6rytnjxYk48\n8UR+//vfL1VZa673uycssVp3GHB7mjLwEKBHRAyIiK2B/YH3U77Tiw5WsrILFRF3R8R2EbEdMAU4\nNG0PX4bTDAc2ym2fC2wA9I+I7cnur+tKKnJDNgUOXYHjC2O/Co0FDkqV33rCy1LLpBooQy0ujovj\n4rg0b0zaKj/PrFhLjcvChQvp0qXLUmnz5s3jiSee4JBDDqFHjx5LKnabbLIJDz744EovgytvVuu+\nCdya1jcE3iztiIg3IuI9SecBa0h6UtJVknpLmiVpNDAT6Cnph5IekzRd0ojSOST9Q9IUSU9J+t9c\n+geSLkjp90jaUdJkSS9K2qdSYSUdLunRVJbLJK0mqZ2kUZJmSpoh6buSDgJ2AK6RNFVSZ+BY4OSI\nWJju752IuCGd94+SHk/lyZf/PElPp/u6MKWtJ+nGdL+PSdq5kRifB+ySynxqKvOFuXgdl87bQ9J9\nKd9MSV8sj30DcTkynWuapDEprY+ke1P6BEk9U/qoFLvH0+u4V0qfLGmb3DkfkDQgVewfBvZo5D7N\nzMzMmmTu3Ln87W9/48MPP+STTz7h7rvv5oYbbmC//fZbKl/37t158803mT59OtOnT+fOO+8EYOrU\nqfW6V64MHvNmNUtSO+C1iOiRtjcGHgDeAyYCV0fEtLRvfkR0Tet9gBeBnSLiMUl7AAdFxPGSViOr\nDF4QEfdLWisi/iNpDeAxYNe0vRjYMyLulnQzsCawJ9AfGJ1a3ErlnAT8gKzb5PnAARHxiaQ/AI8A\nTwPnRcQeKX+3iJhXOi4ipkraGhgVEYWjYHPlbAdMAE4B3gAejIjPlZ33WuAPEfGgpF7AuIjYqoE4\n7wacFhH7pO3jgPUi4hep2+oDwDCy7pydIuKXKY6dI+KDfOwrnL8/cHN6Pf4tqXuqdI8Fro+IqyQd\nDewbEQdIGgWsHxFfl7Q52Re6m5O1vG4XEd+T1A+4JiI+n65xNPC5iPhx2bX9F87MrAYI3G3SCqlG\nx7z961//YujQoUyfPp2IoF+/fpx11lnsu+++zJkzh/79+/Pss8+yySabLHXc7Nm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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1861766358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for mod in ['station', 'signal', 'imaging', 'core']:\n",
" svm = sv.loc[mod]\n",
" svm.divide(svm['2.7'],\n",
" axis='index').sort('3.3',\n",
" na_position='first').reset_index(level=[0],\n",
" drop=True).tail(10).plot(kind='barh',\n",
" figsize=(10, 5),\n",
" title=mod + ' top 10 tests (relative)')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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UVfX+3u2VZmZmZsPEiOhpsvaXvYXH1gXfERFTByE7PSJpBivOFPlCRNzcDvH3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\nPEdoZRsoaddYkfwJoVtiXjni35NQZmdry5i1fSX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ZXbp0Ye+99wZgxIgRzJq1pTPLCSeE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\no0ePpnPnzrRq1Yq+ffsybdq0nMeeeeaZtGzZcvPSvHlzWrWqzDeqVJ+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jY5q8pamSJDUD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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18617f9908>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Q0obAI0BIWgk4Gdg5Iv4t6QTgGOC0fO2bETG4SjlOBu6OiP+TtBzwoKS7gMOB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\nPUmfymm6Sto699D2jojJwPeAj5Ge80JqWAApIt4GXlCaW1qaWzuocIg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sXha3X/F6gdHA\nL4v3ucI9+jbwI2BN4B8VzlN8FrcBw5r6fEkNhkn1lL/e+wwMBe7M23XuUYVyVqqH+wNXFeJPBM7P\n228Aq1Q452nAt8vi/pDr3V05fEA+7nWge4XnX6eOAwsL2wcBV1a53lmkXt3iddcpT1lepwHfKv/7\nLTz7ocCDwGqFY3Yvz6dC+vJ9B5O+gLgB2LsRf2sjy57VncAe1Z43qVf0oSr53JHvyw6NuO51SV+y\nVKsTxfe3x4Aty84XjM2v1PtrVtWkSZPaugjWTriuWC1cXxrW0f6Prna9Ob7J7cNOtJx/khoatVJE\n/AdYKKk06PhLLBvm9jDpQymStiZ9gAzSh7pdJfXP+7pJ2oLGuZfUQCCnHZz/7RcRL0Qaynh7Ptfb\nQHF1yuuAXSR9rpB+d0kDSY3B0lDSI0iNTyT1Jg0N/S1puOXg+sov6eeFHqSihfkcRFrU5wVJB+U0\nkjQob/ePiCci4jRS42eTCtdRyf3A1wrX1ZPUc7VHnvfWmfRspjSQD6Tnugh4sTQ0V2nV49XLjnuA\nNBQZSZ8gfenQ1OdbqfwrUk+KqtXDv5DuT0+luZBfLKS5j7r1rLynsegR0jDOR3L4UVIdeiVyr16Z\npXWhPpL2zj3tSNoAWIfCnM/SYQ1lU8++HqThze8qrVj7qXqOLVqc71fJbaRe2R1Jf59Q/99aJfXV\nmznAhpJ2zPHdc30WMJ/UWB+Xn+3S0zVwDZXqRFEv0nB9MzMzsw6nxRqeEfEhMFt5oZdakuZ/RwOX\nS3qKNDestFrqRcB6kp4GzgCeBv4TEf8k9VBdL2kGy4bTNeZcZwBdlRZPmU3qGQQ4WGmBlKdI88vG\nRcS/gIeVFtb5RUS8S+pVOUFpUZOngWNJPVMXASOVFlPZEigN2xtGmtf5JLlnp4HyfwJ4pUL5bwC+\no7xID2kV4dH5fLNJvZMAZ+VrmwU8HGkI7CRga9WzuBDwE2CtfK3TSb05rwLfy+mnkxa6ubPsfpZv\nF8OHk+b9zSB9UO9Vtv9iYM08VPJ0Uq8lNTzf4ly8SuVvKJ/yuXzVrqNaPXwZ+Bmpgf4QqSewVHdP\nBHZUWujoadIc4vJ8Sx4h9bA+mq//VdLf6yNUdhkwXssWFyp/FqXwZ4DS/RhPmiP8egPXXe0eVDIe\n6JKf389L5W9EusuAmZKuAYg0D/nPwI35Gzbq+Vt7o1r+1Z53zn8EcEG+F/cCq5WuPSLmkv6ebpK0\nWQPlr7dOwNJG/psR8c5yqcfmVzquzsusqMEhX2aZ64rVwvXFWovyZ7qWyVwaBfSKiF80dGyFtN1K\nH9IkfS/n802lxUa6RsR7uRfjfmBARHzQnGVfmUgaHxF7t3U5bJn66mGp7uYevFuBKyLPa7XGyfd3\nGnBQRPytrcvTGA3UiaOBbhHx67I0Ub09W/nHm83MzKx1SR3r/+Rq15vjm/zNeEsOtYU0NO7zatpX\n95/PvXGzSIt2/CTHdwMeyr0UtwLHfZQbnQBudK6U6quHY3Mv+Szg72501iYPU/0rMKG9NDqz+urE\nCODyNiuZfSRUW0DCrJzritXC9cVaS0uuakukVUt3b2LaG4EbK8QvJP1MgzWT3DN9Uln0QxFxQhsU\np12orx5GxHdauTgfKRHxDNC/rctRqwbqxJ6V4s3MzMw6ihYdamtmZtWlobbV+f3ZzMys7XmobZ34\nJg+1bdEeTzMzq19H+o/MzMysvfKifyuuped4mpmZWTPwPCxrLNcVq4XrS8NW5Lcr2+urJbjhaWZm\n1g5Mnz69rYtg7YTritXC9cVaixueZmZm7cBbb73V1kWwdsJ1xWrh+mKtxQ1PMzMzMzMza1FueJqZ\nmbUD8+bNa+siWDvhumK1cH2x1uKfUzEzayMN/ZyKmZmZ2cpkRX5OxQ1PMzMzMzMza1EeamtmZmZm\nZmYtyg1PMzMzMzMza1FueJqZtQFJe0uaI+mvkk5p6/LYykXSPEkzJT0l6Ykct7ak+yU9J+k+ST3b\nupzWNiT9TtJrkmYV4qrWD0mn5veaOZL2aptSW1uoUlfGSnoxv788JemzhX2uKx2YpE0lTZL0tKTZ\nkk7M8c3y/uKGp5lZK5PUGbgQ2BvYGjhE0lZtWypbyQQwNCIGR8SQHPc94P6IGABMzGHrmK4kvX8U\nVawfkrYGRpDea/YGLpLkz38dR6W6EsCv8vvL4Ii4B1xXDIDFwDcjYiDwKeBr+fNJs7y/uDKZmbW+\nIcDzETEvIhYDNwD7t3GZbOVTvnLgfsDVeftq4AutWxxbWUTEg8C/y6Kr1Y/9gesjYnFEzAOeJ70H\nWQdQpa7A8u8v4LrS4UXEqxExPW8vAp4FNqaZ3l/c8DQza30bA/8ohF/McWYlAUyQNFXSV3Ncr4h4\nLW+/BvRqm6LZSqpa/diI9B5T4vcbAzhB0gxJVxSGTbqu2FKS+gKDgcdppvcXNzzNzFqff8fKGrJr\nRAwGPksa6rRbcWek30JzPbKKGlE/XHc6touBfsB2wCvAOfUc67rSAUlaE7gFOCkiFhb3rcj7ixue\nZmat7yVg00J4U+p+Y2gdXES8kv99A7iNNHTpNUkbAEjaEHi97UpoK6Fq9aP8/WaTHGcdVES8Hhnw\nW5YNjXRdMSR1JTU6r4mIP+boZnl/ccPTzKz1TQW2kNRX0iqkifl3tHGZbCUhaQ1J3fN2N2AvYBap\njozMh40E/lg5B+ugqtWPO4AvSVpFUj9gC+CJNiifrSRyw6HkANL7C7iudHiSBFwBPBMR5xZ2Ncv7\nS5fmL7KZmdUnIj6Q9HXgXqAzcEVEPNvGxbKVRy/gtvT/P12AayPiPklTgRsljQbmAQe3XRGtLUm6\nHtgDWFfSP4AfAWdSoX5ExDOSbgSeAT4Ajs89XdYBVKgrpwFDJW1HGhL5AnAMuK4YALsChwEzJT2V\n406lmd5f5PpkZmZmZmZmLclDbc3MzMzMzKxFueFpZmZmZmZmLcoNTzMzMzMzM2tRbniamZmZmZlZ\ni3LD08zMzMzMzFqUG55mZmZmZmbWotzwNDMzMzMzsxblhqeZmZmZmZm1qP8PgKJw9P6rZGAAAAAA\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18617f9320>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JwPbA88CkiPhzJew9EfEkgKRHgJvy/IxMr5FdgS0l7ZfHQ4GNKY2qn0taDrg2IqY2uDea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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1861e72080>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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JK5O8GfdoyTbLnRsZWyzxhuB67CvpDD/vAqxH8pT8QtJ/kQy2v0gV7+Wcvd9DgIGSDvbz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\n0ogw1fDX8Vv8yYRprNfVcWiVElvOzjGzK+o6ltokqaWZfSlpZ0Lr0GF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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1861974f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for mod in ['station', 'signal', 'imaging', 'core']:\n",
" svm = sv.loc[mod]\n",
" svm.dropna().sort('3.3').reset_index(level=[0],\n",
" drop=True).tail(10).plot(kind='barh',\n",
" figsize=(10, 5),\n",
" title=mod + ' top 10 tests (absolute)')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
}
],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 0
}
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