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@kenenbek
Last active June 28, 2017 12:31
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KolmogorovSmirnovTest
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas\n",
"import numpy\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from figures import JobTimePlots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read Simulation Time Data"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"sim_out_data = pandas.read_csv(\"data/simulation/out.txt\")\n",
"sim_out_data.columns = [i.replace(\" \", \"\") for i in sim_out_data.columns]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read Real Time Data"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"real_out_data = pandas.read_csv('data/real/real_out.txt')\n",
"is_not_none = (real_out_data.values != 'None').cumprod(axis=1)[:, -1]\n",
"real_out_data = real_out_data.iloc[is_not_none == 1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Job Time Plots"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"jtp = JobTimePlots(sim_out_data, real_out_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Job Start Execution Time Plot"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ks_2sampResult(statistic=0.37779193375004971, pvalue=0.0)\n"
]
},
{
"data": {
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76667Lr34B3jLW97C3Llzeemll/p0PD1hACBJkqR+MWrUKPbZZx/OOecc7rnn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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c3631c650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jtp.job_start_exec_time()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Job End Execution Time Plot"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ks_2sampResult(statistic=0.35473981765338214, pvalue=0.0)\n"
]
},
{
"data": {
"image/png": 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wYcNekVZ54l/ZTkdHB+uuuy5f/OIXOfHEE5k9ezbf+MY3GDt27Cu2N3z4cFZY\nYYUl33feeWe+973vsfHGG7P66qvz7W9/e0k7/Mq2N9tsMwDOP/989tprL0aPHs0mm2zyqjp84AMf\nYOutt+aggw7i61//OmussQbTpk1j4cKFHHPMMT0eY+22ujNq1Kgl9emrodgHoDJA6uVVN/8AZOaf\ngIeAMcCbyuTK0/px1FdJrx54tS9lJEmSVDr++OOZOXMmn/3sZ9ljjz047rjj2Hjjjbn55ptf0Zm3\nWVZccUUuueQShg0bxtSpUzn11FP5zne+w2qrrdZjuTPPPJNtt92WQw45hI997GO8+c1v5uijj35F\nnvXXX59p06bx85//nG222WbJvAD1XHrppey888587nOf48Mf/jCZydVXX/2KIUAHWvRi4J2WiogO\nimFAf5yZH62z/kfAfsAXM/PkOutvAaYAW2XmH8q0Ryn6AaxT2w8gIraiGOrzuszctkwbRTEnwQvA\nuNp+ABGxN3ABcH5m7re0Y5oyZUrWTgDRCoP5ycZQ1d0bgM5Oz3crea5by/PdOp7r1hrM5/vuu+/m\nTW9609IzDhGVmYC17Hq6NiLitsycsrRtDMU3AL8pl2+uXRERI4HXl19nVq26uly+t8723leTh3LY\nzxuA0RQTiy21jCRJkjQUDMUA4GfAP4A9I2LLmnXHUTTPuSYzH69Kr8wQ8aWIWPIeKCImAYdQPOk/\nr2Zb3ymXJ5VvBCpltqCYDfipsi6SJEnSkDEoOgFHxB7AHuXXtcvlVhExvfz305l5JEBmPh8RBwJX\nAL+PiJ8DsyhGAXon8CTwyertZ+YNEXEacDhwZ0RcDKxIcSO/OvCZmlmAAWYAH6SY7OuOiLicYsjR\nPSmGCP2PzHxu2Y9ekiRJap1BEQAAmwIH1KRtWH4AHgaOrKzIzF+XT/+PA3aieOr/OMWT/hMz8x+1\nO8jMIyLizxRP/A8GXqIYMeiUzLyiTv4s2/rfAHwM+AywELgWOCkzb+j74UqSJEkDY1AEAJnZycvj\n9ve2zJ8ons43UmY6ML2B/IuA08uPJEmSNOQNxT4AkiRJy73BNlKjBl6zrgkDAEmSpEFmxIgRS2ao\nlSoWLFjAiBEjlnk7BgCSJEmDzPjx45k1axbz58/3TYDITObPn8+sWbMYP378Mm9vUPQBkCRJ0svG\njh0LwD/+8Q9efPHFAa7Nslu4cCGjRo1aekZ1a8SIEUyYMGHJtbEsDAAkSZIGobFjxzblZm8w6Orq\nYrPNNhvpQMaZAAAgAElEQVToaqhkEyBJkiSpjfgGQGqCzk6YPLlY1qZLkiQNJr4BkCRJktqIAYAk\nSZLURgwAJEmSpDZiACBJkiS1EQMASZIkqY0YAEiSJEltxGFApTocvlOSJC2vfAMgSZIktREDAEmS\nJKmNGABIkiRJbcQAQJIkSWojBgCSJElSGzEAkCRJktqIAYAkSZLURgwAJEmSpDZiACBJkiS1EQMA\nSZIkqY2sMNAVkNpRZ2ff1kmSJC0r3wBIkiRJbcQAQJIkSWojBgCSJElSGzEAkCRJktqIAYAkSZLU\nRgwAJEmSpDbiMKBqaw65KUmS2o1vACRJkqQ2YgAgSZIktZFBEQBExNSIODMifh8Rz0VERsT5DZT/\nXlkmI2KjbvIMj4jDIuLOiFgQEbMj4sqI2LqH7a4UEV+OiHsjYmFEPBkRP42IN/XlOCVJkqSBNigC\nAOBY4FBgU2BWIwUjYlfg48C8HvIEMAM4DVgROAu4BHgXcG1E7F6nzEjg18DxwHPAGcBvgA8At0bE\n2xuppyRJkjQYDJZOwIcBjwIPANsB1/SmUESsBZwLXAisXZatZy9gKnADsGNmLizLnw1cB5wbEVdn\n5tyqMocD2wAXA3tm5ktlmQuBS4EfRMQmlXSpHjsZS5KkwWZQvAHIzGsy8/7MzAaLnlMuD1lKvk+X\ny2MrN//lfm+hCB7WoggQgCVvDD5Vfj2q+iY/My8Dfg/8G90HHJIkSdKgNCgCgL6IiAOBPYBPZuYz\nPeQbBWwNzKe4ca/1y3K5Q1Xa64D1gPsy86FelpEkSZIGvSEZAETE+hRt8s8vn8j35HXAcODBzFxU\nZ/395fINVWmTy+V93WyzXhlJkiRp0BssfQB6LSKGAT+k6PT72V4UGVcu53SzvpK+6jKWeYWIOBg4\nGGDChAl0dXUttaLNNm/evAHZ71AyefLS8/TWyJHzmDy5a5m3449s6by2W8vz3Tqe69byfLeO53pw\nGXIBAEWH4e2A92fmPwe6Mt3JzHMo+yhMmTIlOzo6Wl6Hrq4uBmK/Q0kzO+lOntzFvfd2LPN29t57\n2euyvPPabi3Pd+t4rlvL8906nuvBZUg1AYqINwBfAc7LzCt7WazytH5cN+sr6c8uYxlJkiRp0BtS\nAQDFyDsjgYOqJv7KiEheHpHn/jJtj/L734DFwIYRUe+Nx+vLZXV7/3vLZXdt/OuVkSRJkga9odYE\naCbw/W7WvZ9iLoCLKCbumgmQmQsj4gZg2/JTO8fA+8rl1VVpfwP+DrwhIjaoMxJQvTKSJEnSoDek\nAoDM/CPwiXrrIqKLIgA4JjMfqFn9HYqb/5MionoisC2APYGngJ9V7SfLScK+CnwjIqonAtu93NZd\nwO+aeHiSJElSvxsUAUDZXKfSZGftcrlVREwv//10Zh65DLuYAXyQYrKvOyLicmANipv/4cB/ZOZz\nNWVOA3Ypy9wUEb+lmBvgwxRzCnzMWYAlSZI01AyKAADYFDigJm3D8gPwMNDnAKB8or83cAPwMeAz\nwELgWuCkzLyhTpkXImJn4IvA3hSjDz0HXAqckJl39bU+kiRJ0kAZFAFAZnYCncu4jY6lrF8EnF5+\nervN+cDx5UeSJEka8obaKECSJEmSloEBgCRJktRGDAAkSZKkNmIAIEmSJLWRQdEJWOpvnZ0DXQNJ\nkqTBwTcAkiRJUhsxAJAkSZLaiAGAJEmS1EYMACRJkqQ2YgAgSZIktREDAEmSJKmNGABIkiRJbcQA\nQJIkSWojBgCSJElSGzEAkCRJktqIAYAkSZLURgwAJEmSpDZiACBJkiS1EQMASZIkqY2sMNAVkPRK\nnZ2NpUuSJDXCNwCSJElSG/ENgDRE+GZAkiQ1g28AJEmSpDZiACBJkiS1EQMASZIkqY0YAEiSJElt\nxABAkiRJaiMGAJIkSVIbMQCQJEmS2ogBgCRJktRGDAAkSZKkNmIAIEmSJLURAwBJkiSpjQyKACAi\npkbEmRHx+4h4LiIyIs7vJu/rI+ILEXF1RDwSEf+KiCci4rKI2H4p+zkgIm6OiHkRMSciuiJilx7y\nD4+IwyLizohYEBGzI+LKiNh6WY9ZkiRJGgiDIgAAjgUOBTYFZi0l74nA14EJwJXAqcD1wPuBqyPi\ns/UKRcQ0YDowETgXOB/YBLg8Ig6tkz+AGcBpwIrAWcAlwLuAayNi94aOUJIkSRoEVhjoCpQOAx4F\nHgC2A67pIe9VwMmZeUd1YkRsB/waOCUiLsrMx6rWbQ0cAfwN2CIz/1mmnwLcBkyLiCsyc2bVJvcC\npgI3ADtm5sKyzNnAdcC5EXF1Zs7t+2FLkiRJrTUo3gBk5jWZeX9mZi/yTq+9+S/Tfwd0UTytr22i\n86ly+ZXKzX9ZZibwbWAkcFBNmU+Xy2MrN/9lmVuAC4G1KAIESZIkacgYFAFAE71YLhfVpO9QLq+q\nU+aXNXmIiFEUQcR84Pe9KSNJkiQNBctNABAR6wM7Uty0X1uVvjKwLjCvullQlfvL5Ruq0l4HDAce\nzMzaYKK7MpIkSdKgN1j6ACyTiBgJ/JiiKc9R1c18gHHlck43xSvpqy5jGUmSJGnQ63UAEBGTgH8D\nfpeZz5dpKwDHAXsAzwOnZOYlza9mj/UaDvwPsA1F2/xprdx/dyLiYOBggAkTJtDV1dXyOsybN29A\n9jsYTZ7c//sYOXIekyd39f+OarTjj9hru7U8363juW4tz3freK4Hl0beAJwA7EYx/GbFsRQBQMVP\nI2LbzPxDMyq3NOXN//nAh4GfAh+t05G48rR+HPVV0p9dxjKvkJnnAOcATJkyJTs6OrrL2m+6uroY\niP0ORp2d/b+PyZO7uPfejv7fUY17762f3opjHihe263l+W4dz3Vreb5bx3M9uDTSB2Ar4LeVNvER\nMQz4f8A9wHrAlhRvAQ5rdiXriYgRwE8ohuu8ANinXnv98m3FLGCViJhYZ1OvL5f3VaX9DVgMbFi+\n5ehNGUmSJGnQayQAmAA8XPV9U2BN4NuZ+Whm3gpcBmzRxPrVFRErAhdRPPn/EbBfZi7uocjV5fK9\ndda9ryYP5bCfNwCjgW17U0aSJEkaChoJAEYA1c1rtim/V98EP0ox026/KTv8XgLsDnwfOCgzX1pK\nsbPL5ZciYrWqbU0CDgFeAM6rKfOdcnlSOSxopcwWwJ7AU8DP+nYUkiRJ0sBopA/Ao8Bbqr7/O/B0\nZt5dlTYeeK7RSkTEHhQdiQHWLpdbRcT08t9PZ+aR5b/PruybomnP8RFRu8muzOyqfMnMGyLiNOBw\n4M6IuJhiwrA9gdWBz9TMAgwwA/ggxWRfd0TE5cAaZZnhwH9kZsPHKkmSJA2kRgKAK4DDImIasBDY\nmVc/NX8Dr2wm1FubAgfUpG1Yfii3WQkANiiXawLH97DNruovmXlERPyZ4on/wcBLwO0UIxddUVs4\nMzMi9qZoCvQx4DMUx30tcFJm3tCrI5MkSZIGkUYCgG9QPKU/vPw+i2JkIAAiYjxFR+FvNVqJzOwE\nOnuZt6PR7VeVnQ5MbyD/IuD08iNJkiQNeb0OADLzyYjYhGK2XSjmA5hblWVN4PPAr5pYP0mSJElN\n1NBMwJm5gKIpUL11dwF3NaNSkiRJkvpHQwFARUS8FtiMYkKsOcAdmflIMysmSZIkqfkaCgAi4vXA\nfwM71Fl3NXBIZjo5liRJkjRI9ToAiIiNKEbEWYNiptzrgMcphu18J0XfgOsiYuvMfKAf6ipJkiRp\nGTXyBuBrFDf//0kx+++SybciYhjFMJmnA18FPtLMSkqSJElqjkYCgB2BKzPzzNoVZTBwRkS8B9ip\nWZWTJEmS1FzDGsi7IvDHpeS5AxjR9+pIkiRJ6k+NBAB/AjZaSp6NgDv7Xh1JkiRJ/amRAOCrwAcj\n4n31VkbE+4EPAF9pRsUkSZIkNV+3fQAiYv86yb8EroiI3wLXAk8AE4DtKIYGvZxiRmBpQHR2DnQN\nJEmSBreeOgFPB7ImLcrlTtTv7LsbsCvwo2WumSRJkqSm6ykAOKhltZAkSZLUEt0GAJn5w1ZWRJIk\nSVL/a6QTsCRJkqQhrpGJwACIiNHAB4HNgFWBOcDtwCWZ+XxzqydJkiSpmRoKACLi34EfAqvzcodg\nKDoLnx4RB2XmFU2snzQ0dHXBOvOKZbWOjgGojCRJUvd6HQBExObAz4HhwI+Bq4HHgIkUQ4DuDVwc\nEdtk5m39UFdJkiRJy6iRNwBfonjSv21m/qFm3fSI+DbQBRwDfKg51ZMkSZLUTI10At4WuKjOzT8A\nmXkTcHGZT5IkSdIg1EgAMA54ZCl5/g6M7Xt1JEmSJPWnRgKAfwBbLiXPFIp+AZIkSZIGoUYCgCuB\nHSLiixExvHpFRAyLiCOAncp8kiRJkgahRjoBnwjsAXwF+GRE/J7iaf/awDuBScDjwElNrqMkSZKk\nJul1AJCZj0fENsB3gZ2B9Wuy/Br4VGbaBEiSJEkapBqaCCwzZwLviYh1KWYCHkcxE/AdmTmr+dWT\nJEmS1EwNBQAV5c2+N/ySJEnSENNIJ2BJkiRJQ1y3bwAi4gcUM/8ek5lPlN976wXgUeCSzLxrGeso\nSZIkqUl6agJ0IEUAcDLwRPm9UZ0RsVtm/rIPZSVJkiQ1WU8BwAblclbN994YBUwGvg38F2AAIEmS\nJA0C3QYAmflwT9974d5y2NBD+lIxSZIkSc3Xp1GAGnA+YB8ADbyurvrpHR2trIUkSdKA69cAIDP/\nDPy5P/chqb7OzsbSJUlSexjwYUAjYmpEnBkRv4+I5yIiI+L8pZTZOiKujIjZEbEgIu6MiM9FxPAe\nyuwSEV0RMSci5kXETRFxwFL2c0BE3Fzmn1OW36WvxypJkiQNtAEPAIBjgUOBTenF5GIRsTtwLfAu\n4BLgLGBF4HRgRjdlDgUuB95M0SzpXGAdYHpETOumzDRgOjCxzH8+sAlwebk9SZIkacgZDAHAYcAb\ngLHAp3vKGBFjKW7GFwMdmfnxzPw8RfBwIzA1IvaqKTMJmAbMBqZk5iGZeRjwFuBvwBERsVVNma2B\nI8r1b8nMwzLzEOBt5XamlduVJEmShpQBDwAy85rMvD8zsxfZpwJrATMy89aqbSykeJMArw4iPgaM\nBM7KzJlVZf4JfLX8+qmaMpXvXynzVcrMpBjadCRwUC/qK0mSJA0q3QYAZfv6o6q+Hx8R72pNtbq1\nQ7m8qs66a4H5wNYRMbKXZX5Zk2dZykiSJEmDXk9vAFalmNCrohPo6M/K9MLkcnlf7YrMXAQ8RDGy\n0Ya9LPMY8DzwmogYDRARKwPrAvPK9bXuL5dv6MsBSJIkSQOpp2FAnwBe06qK9NK4cjmnm/WV9FUb\nLLNymW9+H/fxKhFxMHAwwIQJE+jqbhz6fjRv3rwB2e9Amjy5mxXrzKufPqarOTteZx4jV1/M5H1q\n9tOs7TfR8nBJtOO1PZA8363juW4tz3freK4Hl54CgD8A+0XEYqDyJLwjIpa2zczME5tRuaEsM88B\nzgGYMmVKdgzAhFNdXV0MxH4HUrdj3Pf3RGBdXUzeZx73XrBK7/IP4M9l770HbNdN047X9kDyfLeO\n57q1PN+t47keXHoKAD5P0czlk1VpHSy9GVAC/RUAVJ6+j+tmfSX92Zoya5brnumhzJyaZSP7kCRJ\nkoaEbgOAzHwgIjYBNqBoE99FMS7+D1tSs/ruBaZQBCa3Va+IiBUo6roIeLCmzJplmRtrykykaP7z\naGbOB8jM5yNiFrBuREys0w/g9eXyVX0KJEmSpMGupzcAZOZLFGPh/61s+jMzM3/Xiop142pgX+C9\nwE9q1r0LGA1cm5kv1JTZpixzY02Z91Xlqd3PfmWZ83pZRpIkSRr0ej0PQGYOy8z/6s/K9MLFwNPA\nXhExpZIYEaOAk8qv36kpcx7wAnBo9eRdEbEacEz59eyaMpXvXyrzVcpMAg4pt1cbGEiSJEmDXo9v\nALoTEa8BNqMYCWcOcHtmPtrHbe0B7FF+XbtcbhUR08t/P52ZRwJk5nMR8R8UgUBXRMygmJl3N4rh\nPi8GLqzefmY+FBGfB74F3BoRFwL/ophU7DXAqZl5Y02ZGyLiNOBw4M6IuBhYEdgTWB34TPWkYpIk\nSdJQ0VAAEBHrA98Fdq6z7tfAp/pwY7wpcEBN2oa8PJb/w8CRlRWZeWlEbAd8CfgQxVwFD1DcrH+r\n3ozCmXlmRMwst7M/xZuPu4BjM7Nun4bMPCIi/kzxxP9g4CXgduCUzLyiwWNUk3U72o8kSZJ61OsA\nICLWBq6j6BA8k2Lm3ceAicC2wLuB6yJiSmY+3tvtZmYnxSRjvZaZ1wP/3mCZy4HLGywznaLjs4YK\nxxiWJEnqUSNvAI6juPn/AnBaZi6urIiI4cBhwDeAY4FDm1lJSZIkSc3RSADwfuD/MvOU2hVlMDAt\nInYCdsEAQMsr3zBIkqQhrtejAFF00L1tKXlu4+WOvJIkSZIGmUYCgDnA+kvJsx4vz6QrSZIkaZBp\nJAC4DpgaEVvXWxkRbwc+XOaTJEmSNAg10gfgKxT9AH5Xjr9/DcUoQGsDHcDeFENlfrXJdZQkSZLU\nJL0OADLz9oiYCvwQ2BfYp2p1UEzI9bHMXFo/AUmSJEkDpKGJwDLziohYD9gd2BwYR9Hm/w7g0sx8\nvvlVlCRJktQsDQUAAOVN/gXlR5IkSdIQ0kgnYEmSJElDnAGAJEmS1EYMACRJkqQ2YgAgSZIktRED\nAEmSJKmNGABIkiRJbaTXAUBEXB0RJ/ZnZSRJkiT1r0beALwDGN5fFZEkSZLU/xoJAO4HXttfFZEk\nSZLU/xqZCfh7wJcjYr3M/Ht/VUjqla6uga6BJEnSkNRIAHA5sDNwfUScDNwCPA5kbUYDBEmSJGlw\naiQAeJDiZj+AM3rIlw1uV5IkSVKLNHKj/iPqPO2XJEmSNHT0OgDIzAP7sR6SJEmSWsCJwCRJkqQ2\n0qe2+hHxRuBNwCqZ+T/NrZIkSZKk/tLQG4CI2DQibgX+ClwMTK9at11EzI+IXZtbRUmSJEnN0usA\nICLeAHQBkylGAfplTZZrgdnA1GZVTpIkSVJzNfIG4ARgReDtmXk4xTwAS2RmAjcCWzSvepIkSZKa\nqZEAYEfg55l5Vw95HgHWWbYqSZIkSeovjQQAqwGPLiVPULwlkCRJkjQINRIAPAFstJQ8G1O8BZAk\nSZI0CDUSAFwN7BoRk+utjIgtKJoJ/aoZFZMkSZLUfI0EAF8DFgHXRsSnKdv6R8TG5ffLgbnAtKbX\nUpIkSVJT9HoisMy8NyI+BPwEOKtMDuDOcvks8MHM/HvTaylJkiSpKRqaCCwzrwI2AA4Hfgr8Bvg5\n8Hlgo8y8uuk17EZEvD8i/i8iHo2IBRHxYERcFBFbdZN/64i4MiJml/nvjIjPRcTwHvaxS0R0RcSc\niJgXETdFxAH9d1SSJElS/+r1G4CKzHyWYiKwM5pfnd6JiJOBo4BngEuBpyk6KO8OfCgi9s/M86vy\n7w78DFgIXEgxYdmuwOnANsCH6+zjUODMch/nA/+imORsekRskplH9tsBSpIkSf2k4QBgoEXE2sCR\nFKMSvSUzn6xatz1FZ+X/orhpJyLGAucCi4GOzLy1TD+uzDs1IvbKzBlV25lE0ZdhNjAlM2eW6f9F\nMQHaERHxs8y8sV8PVnR2DnQNJEmSli8NNQECiIh9I+K3ZVOaReXytxGxb39UsI71Kep9U/XNP0Bm\nXkPREXmtquSp5fcZlZv/Mu9C4Njy66dr9vExYCRwVuXmvyzzT+Cr5ddPLfORSJIkSS3W6zcAETEC\nuBjYhaLT72LgKWBNYHugIyI+AkzNzBf7oa4V91M0x9kyItbMzKer6vguYAxFs6CKHcrlVXW2dS0w\nH9g6IkZm5gu9KPPLmjzSkNLdWxXftkiS1B4aaQJ0NEW7+T+U/74uMxeXnWi3pRgmdBfgC8BJza5o\nRWbOjogvAKcBd0XEpRTt9F8H7Ab8GvhkVZHKvAX31dnWooh4iGICsw2Bu3tR5rGIeB54TUSMzsz5\nTTgsDTZdXQNdA0mSpH4Rmdm7jBEPAC8Bb87Mf9VZPxL4S7nNpc0YvMwiYg/gB8BqVckPACdk5gVV\n+e4DXg+8PjMfqLOd64Gtga0rbfoj4l/ACGBEZi6qU2YWxTwI62TmY93U72DgYIAJEya8bcaMGfWy\n9at58+axyiqrtHy/zfRY3bMLzJ3XnB2M6eb89GH7I1dfzAuzux1Uqnf7HUATJw50DXpvebi2hxLP\nd+t4rlvL8906nuvW2H777W/LzClLy9fIG4DXAGfWu/kHyMwXIuIy4JAGttknEXEURVv8b1HMSfA4\n8EaKtxA/johNM/Oo/q5HTzLzHOAcgClTpmRHR0fL69DV1cVA7LeZum2W0qwn9N2dnz5sf/I+87j3\ngl7+cRuEP5e99x7oGvTe8nBtDyWe79bxXLeW57t1PNeDSyOdgP9B8VS8JyPKfP0mIjqAk4FfZObh\nmflgZs7PzNuBDwCzKEbp2bAsMqdcjutmk5X0Z6vSeltmTjfrJUmSpEGpkQDgAoohM8fWWxkRq1KM\nuPPjZlSsB7uUy2tqV5Tt8W+mOK7NyuR7y+UbavNHxAoUE5stAh6sWtVTmYnAysCjtv+XJEnSUNNI\nE6D/At4M3FyOh38txVj8E4DtgOMobr5PbHYla4wsl2t1s76SXmmqdDWwL/Be4Cc1ed8FjAaurRoB\nqFJmm7JM7Vj/76vKI/VNT02MfEUqSZL6UbdvACLipYhYXPkACyhGAXoD8D/AwxQz6z4M/KhM363M\n159+Xy4Pjoh1a+r8Poob94XADWXyxRQzBe8VEVOq8o7i5dGKvlOzj/OAF4BDy0nBKmVWA44pv569\nrAciSZIktVpPbwCuBXo3RFBrXQz8BtgJuDsiLqHoBPwmXp6j4IuZ+QxAZj4XEf9RluuKiBkUM/zu\nRjHc58XAhdU7yMyHIuLzFJ2Mb42ICyneKEyl6Ax9qrMAS5IkaSjqNgDIzI4W1qPXMvOliPh3itGG\n9qLo+Dua4qb+SuBbmfl/NWUujYjtgC8BHwJGUQwZeniZ/1WBTmaeGREzgSOB/SneltwFHJuZP+yn\nw5MkSZL6VSN9AAaNcqbhb5af3pa5Hvj3BvdzOXB5Y7WTJEmSBq9GRgGSJEmSNMQ1/AYgInYFNqVo\nC19vXoDMzI8va8UkSZIkNV+vA4CIWJ+iOczGFB1tu5OAAYAkSZI0CDXyBuBbFPMA/IBi2M9ZFBNo\nSZIkSRoiGgkAdgB+lZmf6K/KSJIkSepfjXQCfhH4c39VRJIkSVL/a+QNwPUUTYCk5UdX10DXQJIk\nqaUaeQNwPPCuiNirvyojSZIkqX/1+g1AZt4RETsC/xsRnwRuB+bUz5onNquCkiRJkpqnkWFAxwFf\nBVYHtis/9SRgACBJkiQNQo30ATgd2B74DfA/wD9wGFBJkiRpSGkkANgFuCEz391flZEkSZLUvxrp\nBLwScEN/VUSSJElS/2vkDcAdwIb9VRG1t87Oga6BJElSe2jkDcCJwK4R8c7+qowkSZKk/tXIG4CJ\nwBXA1RFxAXAb9YcBJTN/1IS6SZIkSWqyRgKA6RRDfAawf/nJmjxRphkAqDmcqVeSJKmpGgkADuq3\nWkiSJElqiUZmAv5hf1ZEkiRJUv9rpBOwJEmSpCHOAECSJElqI71uAhQRD/Yya2bm6/pYH0mSJEn9\nqJFOwMN49ag/AKsC48p//wN4cVkrJUmSJKl/NNIJeFJ36yJiI+BbwMrAe5a9WpIkSZL6Q1P6AGTm\nA8AHgXWBE5qxTUmSJEnN17ROwJm5EPg1sHeztilJkiSpuZo9CtAiYO0mb1OSJElSkzQtAIiINYEP\nAI80a5uSJEmSmquRYUCP72EbrwV2pxgN6Ogm1EtDWGdn39ap1NVVP72jo5W1kCRJy6lGhgHtXMr6\n54CTMvMbfa+OpIHSXXBm0CZJ0vKlkQBg+27SXwL+CdyTmYuWvUpqS9099ZYkSVJTNTIPwO/6syKS\nJEmS+l+zRwGSJEmSNIj1GABExLC+fFpV+YjYMSIuiYjHI+KFiPhHRPwqIv69Tt6tI+LKiJgdEQsi\n4s6I+FxEDO9h+7tERFdEzImIeRFxU0Qc0L9HJUmS/n97dx4vSVUefPz3sI3C4ACiCI5x0MC4+6oT\nF1C84CtK3FBBQeOCUYJREQWMQYxX4xpxQVARFAY1OryBuBAXNMAFFRRRTFRkU4bNQQVkdEBmHHje\nP85paZruu03fXm7/vp9PfWr61DnVp86te+c8VadOSZo7Uw0B+vMs9pnT2O8Gi4h/Aw4HrgW+CtwA\n3Ad4HDAGfL0p7/OA04DbgFOAm4DnAB8BdgX2bbP/1wPHADcCnwfWAfsAyyPikZl52Bwd2rzmA6WS\nJEn9NVVH/RpKh346FgL33rDqTE9EvIbS+T8ZODAz17Vs37Tp3/cCTgBuB8Yy88Ka/nbgLGCfiNgv\nM1c0lVkCHEUJFJZl5sqa/i7gh8ChEXFaZp4/V8coSZIkzYVJh+tk5pLM3HGyBdiZcqW8sa+Vc1nh\niFgAvAe4mjad/1rv5jsX+1DuDKxodP5rntuAI+vH17bs4lXAAuDYRue/lvk98N768aANOxJJkiSp\n9zZoqE5E7Au8D9gRWA28BfhYF+o1madTOvQfBe6IiGcBj6AM77mgzVX5Per6m232dS5wK7BLRCzI\nzLXTKPONljxq5ZSekiRJA2tWAUBE7EIZIvMEYD2l0/+ueoV8rv1NXd8GXETp/DfX7Vxgn8z8XU1a\nWteXte4oM9dHxJXAw4EHAb+YRplVEXELsDgiNs/MWzfkYCRJkqRemtGMPRHx4Ig4FfgO8ETKg7UP\ny8w39ajzD3Dfuj6c8nzCU4AtgUcB3wJ2A/6jKf+iul7dYX+N9K1mUWZRh+2SJEnSQIrMqZ/xjYht\ngHcA/wBsBpwPHJqZ35/b6rWty6eAA4G1wEOax+hHxObApcBiYJfMPD8iLgN2AnbKzCva7O97wC6N\n/AIjHlgAACAASURBVDVtHbApsGm7txtHxHXADsAOmbmqQz0PrPVku+22e9yKFSvaZZtTa9asYeHC\nhT3/3lWXren5dw6CBdvcztqbOs4qu+G27P3PEmD77fvytZPq17k9qmzv3rGte8v27h3bujd23333\nH2XmsqnyTToEKCI2Aw4B3kq5Qv5L4K2ZeVpXajk7N9f1Rc2df4DMvDUizgD+Hng8JVCZ6mp9I/3m\nprTVwLZ1242TlOl0h4DMPB44HmDZsmU5NjbWKeucmZiYoB/fOz4+0fPvHARLX7KGS78wh3/c+vCz\nBNh//7587aT6dW6PKtu7d2zr3rK9e8e2HixTDQG6lPKQ7+2UQOAhfe78Q6kT3LXD3qwxFOmeLfl3\nbs0YEZtQHmBeD/yqzXe0K7M9sAVwreP/JUmSNGymCgAeWNcBHAZcGRFXT7FcNbdV5kzK2P+HdXjr\ncOOh4Cvr+qy6fmabvLsBmwPnNc0ANFWZvVrySJIkSUNjOg8BB7ANZVz9dJYHzElNq8y8Cjgd+Cvg\njXepaMSewDModwcaU3ieSnlL8H4Rsawp7z2Ad9ePn2z5mpMozxi8vr4UrFFma+CI+vG4DT8aSZIk\nqbcmfQYgM2c0S1APvQ54DPDh+h6AiyhDefamDFd6dWauBsjMP9Q3B58KTETECsobfp9Lme7zVOCU\n5p1n5pURcThletMLI+IUYB3lpWKLgQ/5FmBJkiQNow16EVi/ZOa1EfE44F8oHfndgD9Q7gy8LzMv\naMn/5Yh4KvA24IXAPYArgDcDH8s2UyFl5jERsZIy9OnllLslFwNHZubJc3VskiRJ0lwaygAAoL7o\n6w11mU7+7wF/O8PvOJ0SVEiSJEnzwqAO8ZEkSZI0BwwAJEmSpBFiACBJkiSNEAMASZIkaYQYAEiS\nJEkjxABAkiRJGiEGAJIkSdIIMQCQJEmSRogBgCRJkjRCDAAkSZKkEWIAIEmSJI0QAwBJkiRphBgA\nSJIkSSPEAECSJEkaIQYAkiRJ0gjZpN8V0PAaH+93DSRJkjRT3gGQJEmSRogBgCRJkjRCDAAkSZKk\nEWIAIEmSJI0QAwBJkiRphBgASJIkSSPEAECSJEkaIb4HQLM3MdHvGkiSJGmGvAMgSZIkjRDvAEjD\notMdl7GxXtZCkiQNOQMASZor4+MzS5ckqQccAiRJkiSNEAMASZIkaYQ4BEjSpBzFMg02hiRpiHgH\nQJIkSRohBgCSJEnSCDEAkCRJkkaIAYAkSZI0QubNQ8AR8XfA5+rH12Tmp9vkeTZwGPAYYGPg58An\nMvPkSfb7CuB1wMOA24GLgKMy87+6ewSSBp4P+0qS5oF5cQcgIh4AHAusmSTP64HTgUcAnwdOAHYA\nlkfEUR3KHAUsB7av+T8PPBI4ve5PkiRJGipDHwBERAAnATcCx3XIswQ4CrgJWJaZr8vMNwGPAn4J\nHBoRT2opswtwaN3+qMx8U2a+Dnhc3c9Rdb+SJEnS0Bj6AAA4GNgDOAC4pUOeVwELgGMzc2UjMTN/\nD7y3fjyopUzj83tqvkaZlcDH6/4O2MC6S5IkST011AFARDwUeD9wdGaeO0nWPer6m222faMlz4aU\nkSRJkgba0AYAEbEJ5aHfq4Ejpsi+tK4va92Qmasodw4WR8Tmdd9bAPcH1tTtrS6v651nUXVJkiSp\nbyIz+12HWYmIdwFvA56cmefXtHHgHbTMAhQR64BNgU0zc32bfV1HeSB4h8xcFRE7ANcB12Xm4jb5\nNwXWAesyc0GH+h0IHAiw3XbbPW7FihUbcrizsmbNGhYuXDhn+191WcdnrkfSgm1uZ+1NG/f+i7ec\nu5/xZLbfvi9fC8z9ud3RqnbXA2ahn403C31r7xFkW/eW7d07tnVv7L777j/KzGVT5RvKaUAj4gmU\nq/4fanT+B01mHg8cD7Bs2bIcGxvreR0mJiaYy+8dH5+Ys30Po6UvWcOlX+jDH7c+nFsA++/fl68F\n5v7c7qhb04D2s/FmoW/tPYJs696yvXvHth4sQzcEqA79+SxlOM/bp1lsdV0v6rB9UUu+6ea/eZrf\nL0mSJA2EoQsAgIWUsfcPBW6LiGwslOE/ACfUtI/Wz5fW9d3G7EfE9sAWwLWZeStAZt5CGQK0sG5v\ntVNd3+2ZAkmSJGmQDeMQoLXAZzpseyzlLb/fpXT6G8ODzgJ2BZ7ZlNawV1OeZmcBL6tlTppmGUmS\nJGmgDV0AkJl/Al7dblt9CPgxwMnNDwFTOvBvAV4fESc13gUQEVtz5wxCrS8RO44SALwtIr7ceBdA\nffnX6yiBSGtgIEmSJA20oQsAZiMzr4yIw4GPARdGxCmUWXz2ARbT5mHizDwvIj4MvBn434g4FdgM\neDGwDfCG5peKSZIkScNgJAIAgMw8JiJWAocBL6c8/3AxcGRmntyhzKER8VPKFf8DgTuAHwMfzMz/\n6knFJUmSpC6aVwFAZo4D45NsPx04fYb7XA4s34BqSZIkSQNjXgUAmhvdmvpcUtXpl8pfNklSDwzj\nNKCSJEmSZskAQJIkSRohBgCSJEnSCDEAkCRJkkaIAYAkSZI0QpwFSBp2ExPt08fGelkLSZI0JLwD\nIEmSJI0QAwBJkiRphBgASJIkSSPEZwAkqZVv5JUkzWPeAZAkSZJGiAGAJEmSNEIcAqSpdZpmUpIk\nSUPHOwCSJEnSCDEAkCRJkkaIAYAkSZI0QgwAJEmSpBFiACBJkiSNEAMASZIkaYQYAEiSJEkjxABA\nkiRJGiEGAJIkSdIIMQCQJEmSRogBgCRJkjRCNul3BSTNkYmJ9uljY72shSRJGjDeAZAkSZJGiHcA\nJBXeMZAkaSQYAEjSoBgfn902SZJmwABAf2H/QjPR6XzxPJIkabD5DIAkSZI0QgwAJEmSpBHiECBJ\n0vDwOQlJ2mAGAJJGlx3G3vGhEUkaGEMZAETEvYHnA88CHgncH1gH/BQ4CTgpM+9oU24X4EjgicA9\ngcuBE4FjMvP2Dt/1bOAw4DHAxsDPgU9k5sldPqz+6zQNpCRJkuaNoQwAgH2BTwKrgLOBq4HtgBcA\nnwb2ioh9MzMbBSLiecBpwG3AKcBNwHOAjwC71n3eRUS8HjgGuBH4PCXI2AdYHhGPzMzD5uoApTnT\nrUCv437G2id7BViSpIEwrAHAZcBzga81X+mPiCOAC4AXUoKB02r6vYATgNuBscy8sKa/HTgL2Cci\n9svMFU37WgIcRQkUlmXmypr+LuCHwKERcVpmnj+nRypJ85mBoST13FAGAJl5Vof06yPiOOA9lMuQ\np9VN+wD3AT7b6PzX/LdFxJHAmcBrgRVNu3sVsAD4QKPzX8v8PiLeC3wGOAgwAND8NtdDw3yoU5qc\nQZKkLpuP04D+ua7XN6XtUdffbJP/XOBWYJeIWDDNMt9oySNJkiQNhaG8A9BJRGwCvLx+bO64L63r\ny1rLZOb6iLgSeDjwIOAX0yizKiJuARZHxOaZeWs36i9pmlatan/10yuikiRNKZqekx16EXEUcCjw\n9cx8VlP6ZcBOwE6ZeUWbct8DdgF2aYzpj4h1wKbAppm5vk2Z64AdgB0yc1Wb7QcCBwJst912j1ux\nYkVrljm3Zs0aFi5cOO38qy5bM4e1mf8WbHM7a2/auN/V6Lvtd+5wzq2626/JrK1ZsICFa9e2+fLt\nZ7ajLtZpzs302Lpopn9L2pppW3c63sn208c26pa2bd3pmOfB8fZbV85tTYtt3Ru77777jzJz2VT5\n5s0dgIg4mNL5vwR4WZ+rQ2YeDxwPsGzZshwbG+t5HSYmJpjJ946PT8xZXUbB0pes4dIv+Mdt/4mx\n9hu6eHV+YulSxi69tM2X7z+zHQ3THYOZHlsXzfRvSVszbetOxzvZfmZaZgB//m3bulM9+3hOzBdd\nObc1Lbb1YJkXAUCdrvNo4GLgaZl5U0uW1XW9qMMuGuk3t5TZtm67cZIyq9tsk0bXAHaqJEnSnYY+\nAIiIQyhz+f+M0vn/bZtslwLLgJ2BH7WU3wTYkfLQ8K9aymxby5zfUmZ7YAvgWsf/S9KQGqI7A5LU\nTUMdAETEPwHvB34CPD0zb+iQ9SzgpcAzgS+2bNsN2Bw4NzPXtpTZtZZpnepzr6Y8kgbdfOjQ2VmV\nJHXJ0AYA9SVe76Jc0d+zzbCfZqcCHwD2i4hjml4Edg/g3TXPJ1vKnAS8BXh9RJzU9CKwrYEjap7j\nunEskqQWswlsRi0Y8h0akmZpKAOAiHgFpfN/O/Ad4OCIaM22MjOXA2TmHyLiNZRAYCIiVlDe8Ptc\nynSfpwKnNBfOzCsj4nDgY8CFEXEKsI7yUrHFwId8C7A0YOz0SJI0paEMAChj9gE2Bg7pkOccYHnj\nQ2Z+OSKeCrwNeCFwD+AK4M3Ax7LNfKiZeUxErAQOo7xfYCPKg8ZHZubJXTkSSZIkqYeGMgDIzHFg\nfBblvgf87QzLnA6cPtPvkiRJkgbRUAYAkqQB5TAsSRp4G/W7ApIkSZJ6xzsAkiT10mR3SZYu7c5d\nlJlOG+s0s9JIMQCQ1FXjE2Pt08cmeloPSV1gYCDNSwYAkiQ1s9MraZ4zAJCkYWZnVZI0Qz4ELEmS\nJI0Q7wBI0nzknQFJUgcGAJI0SgwMRps/5zuNj7efdck20ghwCJAkSZI0QrwDIEmS1DDXd8m8C6cB\nYAAgSdJ02EEbPv7MpLYMACRJ0sx4Fbv7bFP1kAGApJ7wDcHSCLATKw0FA4AR5N9hSXdjx02DxPNR\nmlMGAJKkzpwqUd3Qrwdru8mgRPOIAYAkaebs9KgbZnoeed5JXWEAMIomJvpdA0mSJPWJLwKTJEmS\nRoh3ACRJkrrNF4dpgBkASJIkafoMSoaeAYCkvur0foDJjC1d1f2KSJI0IgwAJM0bvmxMUs951VtD\nyABAkuYhgyFpnnMYjjaAAYAkSdIo84HlkWMAIGnorPrjljN6dsCr4ZIk3ckAQJIkSXNnfByWLr37\nnQDvDPSNAcA8tuqyNYyPT/S7GtLAmukMRIN4x2A2syhJkkabAYAkTdN8GEo018cwH9pIGmqOw9c0\nGABI0hzpZmd4rq/0D0vHfTbtMGjHIKmaaVBiENM1BgCS1GPzYdhOvwISSbNk51lNDAAkSR2NT4yx\ndIc1c9Yht6MvSb1nACBJmnP97OgPy/AmSeoVAwBJ2kBexR5OBgaSRtVG/a7AoIuIxRFxYkT8OiLW\nRsTKiPhoRGzd77pJkiRJM+UdgElExIOB84D7Al8BLgEeD7wReGZE7JqZN/axipKkLvPOgDSgnDWo\na7wDMLlPUDr/B2fm3pn51szcA/gIsBR4T19rJ0mSJM2QAUAH9er/nsBK4OMtm98B3AK8LCK26HHV\nJEmSpFlzCFBnu9f1tzLzjuYNmfnHiPgeJUB4InBmrysnSeqtmT7s7ZAhqc98K3JHBgCdLa3ryzps\nv5wSAOyMAYAkSdJwmE0AMM+CBgOAzhbV9eoO2xvpW7XbGBEHAgfWj2si4tIu1m26tgVu6MP3jqZz\nbO+esa17y/aelXeeM6titnVv2d69M9xt/c539rsG0/XA6WQyAJgjmXk8cHw/6xARF2bmsn7WYZTY\n3r1jW/eW7d07tnVv2d69Y1sPFh8C7qxxhX9Rh+2N9Jt7UBdJkiSpKwwAOmsM2dm5w/ad6rrTMwKS\nJEnSwDEA6Ozsut4zIu7SThGxJbArcCvw/V5XbAb6OgRpBNnevWNb95bt3Tu2dW/Z3r1jWw+QyMx+\n12FgRcQZlJl+Ds7MY5rSPwy8CfhUZh7Ur/pJkiRJM2UAMIn6MrDzKG8D/grwC+AJlHcEXAbskpk3\n9q+GkiRJ0swYAEwhIh4AvAt4JnBvYBXwJeCdmfn7ftZNkiRJmimfAZhCZl6TmQdk5vaZuVlmPjAz\nDxnUzn9ELI6IEyPi1xGxNiJWRsRHI2LrftdtUEXEPhFxTER8JyL+EBEZEZ+foswuEfH1iLgpIv4U\nEf8bEYdExMaTlHl2RExExOqIWBMRP4iIV3T/iAZXRNw7Il4dEV+KiCtq262OiO9GxN+3Pm/TVM72\nnqWI+EBEnBkR19S2uykiLoqId0TEvTuUsb27JCL+rv5NyYh4dYc8M267iHhFRFxQ86+u5Z89N0cx\nmOr/b9lhub5DGc/tDRART6t/v6+vfYxfR8QZEfG3bfLa1gPMOwDzSJshS5cAj6cMWboU2NUhS3cX\nET8BHg2sAa4FHgL8e2b+XYf8zwNOA24DTgFuAp5DeXv0qZm5b5syrweOAW6sZdYB+wCLgQ9l5mFd\nPqyBFBEHAZ+k3Ek7G7ga2A54AWVq3dOAfbPpD5PtvWEiYh3wY+Bi4LfAFsATgWXAr4EnZuY1Tflt\n7y6Jcgf5p8DGwELgNZn56ZY8M267iDgKOJTy9+pUYDNgP2Ab4A2ZeexcHdMgiYiVlJdxfrTN5jWZ\neVRLfs/tDRAR/wYcTjnvvkF5qdd9gMcB/52Zb2nKa1sPusx0mScLcAaQlP8AmtM/XNOP63cdB3Gh\nBEg7AQGM1bb6fIe896J0otYCy5rS70EJvhLYr6XMEsofwRuBJU3pWwNX1DJP6nc79Kit96D8J7BR\nS/r9KMFAAi+0vbva5vfokP6e2hafsL3npN0D+G/gl8AHazu8ekPbDtilpl8BbN2yrxvr/pbM1XEN\n0gKsBFZOM6/n9oa19Wvq8S4HNmuzfVPbergWhwDNE/Xq/56UP4gfb9n8DuAW4GURsUWPqzbwMvPs\nzLw861+bKexDueKxIjMvbNrHbcCR9eNrW8q8ClgAHJuZK5vK/B54b/04ErNJZeZZmXl6Zt7Rkn49\ncFz9ONa0yfbeQLWt2vl/db1TU5rt3T0HUwLeAyh/f9uZTds1Pr8nm4ai1vIfr/s7YAPrPh95bs9S\nRCygXDC4GjgwM9e15snMPzd9tK2HgAHA/LF7XX+rTefqj8D3gM0pt/41e3vU9TfbbDuX8m6IXeof\nzOmU+UZLnlHW+A9kfVOa7T13nlPX/9uUZnt3QUQ8FHg/cHRmnjtJ1tm0ne19VwvqcxZHRMQbI2L3\nDmPMPbdn7+mUDv1/AndExLMi4p9qez+pTX7beghs0u8KqGuW1nWnNxNfTrlDsDNwZk9qND91bOfM\nXB8RVwIPBx5EmTZ2qjKrIuIWYHFEbJ6Zt85BnQdeRGwCvLx+bP4PwPbukog4jDIOfRFl/P+TKZ3/\n9zdls703UD2XP0e5WnrEFNln1Hb1Du79KePbV7XZ3+V13ekN9vPR/Sjt3ezKiDggM89pSvPcnr2/\nqevbgIuARzRvjIhzgX0y83c1ybYeAt4BmD8W1fXqDtsb6Vv1oC7z2WzaebplFnXYPgreT/lP5euZ\neUZTuu3dPYdRhgMeQun8fxPYs+k/bbC9u+FfgMcAr8zMP02Rd6Zt59/5uzoJeBolCNgCeCTwKcp4\n8m9ExKOb8npuz9596/pwylj8pwBbAo8CvgXsBvxHU37beggYAEjqq4g4mDKjySXAy/pcnXkrM++X\nmUHpLL2AcvXtooh4bH9rNn9ExBMoV/0/lJnn97s+811mvrM+V/SbzLw1M3+WmQdRJr64JzDe3xrO\nG42+4nrguZn53cxck5k/BZ5PmRXoqR2GA2lAGQDMH1NFx430m3tQl/lsNu083TKdrnzMW3Xat6Mp\nU1Tunpk3tWSxvbusdpa+RBkSeG/gs02bbe9ZqkN/PksZwvD2aRabadv5d356GhMK7NaU5rk9e402\nuaj5AV2AOhyncdf28XVtWw8BA4D549K67jT2szHTR6dnBDQ9Hdu5dgB2pFwl+dU0y2xPuXV97aiN\na4yIQyhzPv+M0vlv9+Ie23uOZOZVlMDr4RGxbU22vWdvIaUNHgrc1vxSKsrQK4ATalpj3voZtV1m\n3gJcByys21v5d75oDGtrnvXOc3v2Gu3QKbBszEZ1z5b8tvUAMwCYP86u6z2j5W2qEbElsCvlyfvv\n97pi88xZdf3MNtt2o8y0dF5mrp1mmb1a8oyEiPgn4CPATyid/992yGp7z60d6vr2ura9Z28t8JkO\ny0U1z3fr58bwoNm0ne09tcZsd80dTM/t2TuTMvb/Ya39i6rxUPCVdW1bD4N+v4jApXsLvgisG204\nxtQvAvsdM3vByY74gpPm9nh7PeYLgW2myGt7b1hb7wwsapO+EXe+COx7tvec/xzGaf8isBm3Hb4I\nrHG8DwW2aJO+hDIbUgJHNKV7bm9Ye3+lHu+bWtL3BO6g3AVYZFsPzxK1gTUP1JeBnUd5Yv8rlOm1\nnkB5R8BlwC6ZeWP/ajiYImJvYO/68X7AMyhXjr5T027IpleQ1/ynUv5YraC84vy51FecAy/Kll+s\niHgD8DFG/BXnEfEKypskb6cM/2k3nnNlZi5vKmN7z1IdZvU+ypXnKyntsR3wVMpDwNcDT8vMi5vK\n2N5dFhHjlGFAr8nMT7dsm3HbRcSHgDdTHr48FdgMeDHlmY43ZOaxc3YwA6K26aGUeeWvAv4IPBh4\nFqWj+XXg+dn00irP7dmLiMWU/sUDKHcELqJ02vfmzg79aU35betB1+8IxKW7C+WX8yRgFeWX5yrg\nozRdKXK5W5uNU/6AdVpWtimzK+U/mN8DfwJ+CrwJ2HiS73kOcA7lP6pbgB8Cr+j38Q9YWycwYXt3\nrb0fARxLGWp1A2Xc7eraFuN0uANje3f959A471/dYfuM2w54Zc13Sy13DvDsfh9rD9v0qcAXKbOH\n3Ux5keDvgG9T3ikSHcp5bs++ze9DuXBzFaV/cQPwJeDxtvXwLd4BkCRJkkaIDwFLkiRJI8QAQJIk\nSRohBgCSJEnSCDEAkCRJkkaIAYAkSZI0QgwAJEmSpBFiACBJkiSNEAMASfNCRKyMiJX9rkc3RMSS\niMiIWN7vugyriJiIiKF+0U1EjNfzYKzfddkQETFWj2O833WRVBgASOqr2jEYqI5aRCxv1GuSZXm/\n69nQFDBMtSzpd127pelntKTfdZlKIxiZwbK833WWNL9t0u8KSNIA+wrwkw7bOqX302rgo5Nsv7lX\nFRkALwc273clquXAREva3sCjaX+ONT4fC6wArp7DukkaQQYAktTZlzNzeb8rMQM3Z+Z4vysxCDJz\nYDrN7c6heufi0UxyjmXmDcANc1g1SSPKIUCSBlZEvCgizo2I1RHxp4j4aUT8c0QsmKTMoog4NiKu\ni4jbIuLiiDg4ImIO6/mXMfv13ysi4ob6/RdGxLM7lNsyIj4cEdfWvJdExJuZ47/NEfGEiFgXEb+K\niEUt27aPiN9ExJqIeEjLtm0i4n0R8Yv681gdEWdGxJ6TfNeLa56b6jGujIgvRsSypjwdx7q3ex6i\nDhl7Rf14ZdPQmZVNedo+AxARG0XEQRHxw3qMt9R/vzYi7tbudb8TEbFtRBwfEasiYm1E/DwiDuh0\n3N3QqV2a6rRdRJxYf163RMR5EfGUmmeLiPhgRFzVVN99J/mu/SPi7Ii4uf6cfhERR072u9aF47tH\nRJxaj+fjjfavx3VURFxaj+vm+u/lEfGguaqPNEq8AyBpIEXEe4F/plwB/QKwBtgLeC/wjIjYMzPX\ntRTbDPhvYCvK0InNgBcCRwNLgdfNcbUfCFwA/Ar4HLAN8GLgKxHxfzPz7EbG2rE6E/gb4H+Af6/1\nfjvw1LmsZGb+ICKOAD4InAC8qNZpo1qP+wKvzMxLmur7QMowliXAd4BvAlsAzwa+GRH/kJknNOUP\n4CRKR/0G4D+B3wGLgd2BS4ELZ3kI7+TOITRHc+fQpukMcfoc8BLgGuDTQALPBz4BPBl4aZsyWwHf\nA9YBpwILgH2BEyPijsw8eZbHsSEadfoj8EXKubYfcEZEPAn4VE37L2BTYH/glIi4JjO/37yjiDgR\nOAC4FjiN0o5PBP4VeFpEPD0z13ez8hGxNfBVYFfgnzPz/TV983pcDwa+DZwOBOV363mU9v9VN+si\njaTMdHFxcenbQumAZUvak2r61cD9mtI3oXQIEjiipczKmv5dYEFT+jbAL+u23aZZp+U1/5eB8Q7L\nQ5ryL2kcB/COln09o6Z/vSX9iJp+GrBRU/qOwE112/Jp1rfx/TdPUt+DWsoE8LVa7h9q2jvq55Pb\nfMcEcAewX0v6VpQx638CtmtKP7Du6wJgUUuZjYHtmz6P17xjkxzb8pb0xs9oSYc2mWhzXu1fy/wY\nWNiUvgUlGEngJe3OT0qwsHFT+sOA9cDFszzvG/V/5SR52rZLU52Oazl3XlbTb6L8ntyjadtT6rYv\ntezrlTX9P4F7dvj+N27g7/hY3c94/fxA4GJKQPXSlrzPqXk/0mY/mwFbbkhdXFxcytL3Cri4uIz2\n0ujMtKSdUNMPbJN/Z+B24Fct6Strmae0KdPo5Jw0zTo1OmeTLXs35W90Ulc2dxKbtl8F3NCSdnk9\njge3yd/oeC2fZn2XTKO+P2lTblvKVd8/Ue6OrAcuAbZoyffouo//6PD9z6vb/7Ep7ac17THTqH/j\neMcmObblLemNn9GSDvucaHNefbuW2bNN/qfVbWe1OT9vAe7Vpsw5dfvCdnWY5jn2ypm2S1OdtmxJ\n3xj4c93+oDb7uxK4siXtolpmqzb5N6bcvblgpsfXsp+xWqdx4P8Av6Y8sP60NnkbAcB7N+Q7XVxc\nJl8cAiRpED22rs9q3ZCZl0XEtcCOEbEoM1c3bV4PnNdmfxN1/ZgZ1uOAnNlDwD/JzNvbpF9DuasB\nlLH/wF8D12TmL9vkn6BcjZ+pqzJzyXQzZ+YNEfESSjsfC9wGvDgzb2nJ2qj7omg/l/t96vqhUMaf\nA48AfpOZF02/+nPusZS7GBNttp1DCcjanSOXZ+Yf2qRfU9dbU4ao9dJlmfnH5oTMvD0ifkMJ4NoN\nk7kOeELjQx1u82hKJ/+QaP+YzFrqz7ULngy8mTJsabfM/J82ec6p9XxrRDwW+DplSFCn3y1Js2AA\nIGkQNR5MXdVh+yrgryjDT5oDgBs6dBKub9nvXOk0Bn09d32wt1GP33TIf32H9LlwAWWo1Y7AG2aZ\nggAABWJJREFU2R06Zfeu66fXpZOFdb1VXV/XlRp2zyLgprz7syNk5vqIuIHy/EOryX6uUK6U99rq\nDunrp9jW/P/+1pShYPdhdgHnTD0G2JISpF/SLkNm/iEinkh5zuO5lCF0ADdExCeAd2fmn3tQV2le\ncxYgSYOo0YG5X4ft27fka9g2Itp1xhr76dQx6rVGPbbrsL3Tcc+Foymd/xuAvSKi3UOwjfq+MTNj\nkqUxK06jw3z/adbhjrpud1FqqzZps7Ua2CYiNm3dEBGbUIZEtbvSP181fq4XTfFz7dYMWsdSnlt4\nBvDViLhnu0yZeW1m/j0lGHsEcDBwI/AvdZG0gQwAJA2ixrCRsdYNEfHXlJlkrszM1iuzmwC7tNlf\nYz8DMRylDt24Arh/RDy4TZaxXtQjIl5EeVj3XMrwmN8Bx0XETi1ZG7PGPGU6+61DiH4GbBcR0xl2\n9fu6fkCbbcvapEEZrgMzu/p+EeX/vd3abNut7uvHM9jfUMvMNcDPgYdHxDa9+cp8LeVldXsCX6vD\nxTpmzsyfZ+Yx3Hnnae8e1FOa9wwAJA2iE+v6yIhojC+nXt0/ivK36zMdyr6vee7y2rE5sn48aQ7q\nOlsnUY7jA83zz0fEjpQrnnOqzqd+AuXK6ksy8xrKlJ1bUKaL/EsbZuaFlKk/XxARr+qwv0dGRPPw\nmY/V9afi7u8a2Cgitm9KuqCuD6hX4hv5HkDnK7431vVfTXKYrRrn1fvq+PfG92wOvL9+7HRezVcf\npsyuc2JE3O1uS0RsXcfiN6c13k8wPpsvzMw3Ae+jTAd7RkTcq2nfD4+IdnfGGmm3zuY7Jd2VzwBI\nGjiZeV5E/BvwFuBnEXEqZdaTvShDAr5LmcO+1SrKHO0/i4ivUuY/34cyZOgTmXnuDKuyd5Q3traz\ncoYPCLf6EOVq5guBH0fEGZThLi+iXJF/7iz2udUUnbLlmbmyDoFZAdwLeG5mXgeQmd+IiA8Bh1EC\nrTc0lW08LPyZiDgY+AFlqM9i4FGUn8uTgN/W/J+m3DF4GXB5RHyFcodhB2APSmd8vH7vDyLiXMpV\n+Asi4ixKh+85wBm0vzNwJnA4cEJEnEZ5sPTmzDy208Fn5hci4nmUNv55RHyZOqMTZRjUKZn575O0\n37yTmSdGxOOAfwR+Wc/DqynT5+5I+ZmcBBzUVKwRsM763QCZeURE3EYZ6//tiHhmZv6ecqX/gxFx\nPnAZ5XxaTJlp6g7a/95Lmql+T0Pk4uIyugtlyEUC6zps34/S2f8jZYaanwNvo2l+86a8K+uyCPg4\n5QHUtcAvKFfUYwb1Ws7U02pONOVfwiTTdtJmSsqafi/KFdjr6vFdAhwKPGiy/bXZz5Jp1Pcv00lS\ngo8Ejm6zr00pnfsEnt+ybUvK+wt+RJn15k+UqSW/RhlKtEWb/b2UMrPL6nqMV1JeNvbYlnxbUe5I\n/Lb+3H5W99mxbSkzyvyi5k9KUDZVm29E6exeSLmafGs9ntfRNKd+U/67/Kw7nCdLZnHuN8q+cpI8\n480/t2nWaWVzO0znPKzbnk15adhvKfPzX0+5M/Numt55UfN+iTIEa+dpHusYTe8BaNl2OHe+m2Fb\nyoxDH64/n9/Vn+1KygvAdplpO7u4uLRfIjORpH6ow0B+DVyXmYv7XR9Jk6tveP4d5X0JL+p3fSTN\njs8ASOqn59f1+X2thaTpegRlWtj39bsikmbPOwCSei4i3kV5o+++lHG9T8nM709eSpIkdYMBgKSe\ni4ikjOu/EPjXzDy7z1WSJGlkGABIkiRJI8RnACRJkqQRYgAgSZIkjRADAEmSJGmEGABIkiRJI8QA\nQJIkSRohBgCSJEnSCPn/2jVL15yFR+AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c361a2050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jtp.job_end_exec_time()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Job Execution Time Plots\n",
"Job execution time = job end execution time - job start execution time"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ks_2sampResult(statistic=0.027670502050404111, pvalue=8.532388242995349e-09)\n"
]
},
{
"data": {
"image/png": 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56KCDGDt2LNtuu+0K23rDG97A9OnTOfDAA/n85z/PBhtswMyZM1m8eDEf+9jH\n2newQ8g7D5IkSWq7k046iblz5/LhD3+YvffemxNPPJFtttmGm2666XkDn9tl9OjRXHzxxay22mrM\nmDGDM844gy9/+cusv/76vbY7++yzef3rX88RRxzB+973Pl7+8pdz3HHHPa/O5ptvzsyZM/nRj37E\n6173uuXPfajnkksuYa+99uIjH/kI73jHO8hMrr766udN0zqcRWYOdQyrvGnTpmXtw0EGQ6VSoaur\na9D324m6u1srXxV4/kcuz/3I5vlfNdx+++1svfXWLbd74oknGDdu3ABEpE7R6LtRqVTYbbfdbs7M\naQO5f7staWSoVBqs6BrEIEaGkZioSZI0UthtSZIkSVJTTB4kSZIkNcVuS5IGh/2ZJEka9kweJLVX\no/ElXYMZhCRJGgh2W5IkSepAzoipWp3wnfDOg6RB0V3pql8+qFFI0vAwatQoFi9ezNixY4c6FHWQ\nxYsXM2rUqCGNwTsPkiRJHWbixIk88MADLFq0qCN+bdbQykwWLVrEAw88wMSJE4c0Fu88SJIkdZh1\n110XgH/84x8888wzTbdbsmQJa6655kCFpSE0atQoJk2atPy7MVRMHjSyOQOQJKlDrbvuui1fKFYq\nFXbYYYcBikiy25IkSZKkJpk8SJIkSWqKyYMkSZKkpjjmQVK/OCxEkqSRxzsPkiRJkppi8iBJkiSp\nKSYPkiRJkprimAdJQ6u3wRMOrJAkqaN450GSJElSU0weJEmSJDXF5EGSJElSU0weJEmSJDXF5EGS\nJElSU0weJEmSJDXF5EGSJElSU3zOg6Qh1V3parxu0KKQJEnN8M6DJEmSpKaYPEiSJElqismDJEmS\npKaYPEiSJElqismDJEmSpKaYPEiSJElqismDJEmSpKaYPEiSJElqismDJEmSpKaYPEiSJElqismD\nJEmSpKaYPEiSJElqismDJEmSpKaYPEiSJElqypAnDxExIyLOjoj/i4jHIyIj4oI+2kyPiMsjYn5E\nLI6IP0TERyJi9V7a7BMRlYhYEBELI+LGiDisj/0cFhE3lfUXlO336e+xSpIkScPZkCcPwAnAkcD2\nwAN9VY6I/YFrgF2Ai4FzgNHAmcDsBm2OBC4DXg5cAJwPvACYFREzG7SZCcwCJpf1LwC2BS4rtydJ\nkiSNKJ2QPHwUeAmwLvCfvVWMiHUpLuSXAV2Z+f7M/BhF4nE9MCMiDqppMwWYCcwHpmXmEZn5UWA7\n4C/A0REBjgIoAAAgAElEQVSxU02b6cDR5frtMvOjmXkE8KpyOzPL7UqSJEkjxpAnD5n5q8y8OzOz\nieozgI2A2Zk5p2obSyjuYMCKCcj7gDHAOZk5t6rNo8Bny7cfrGnT8/4zZb2eNnOBc8vtvbeJeCVJ\nkqRVxpAnDy3avVxeUWfdNcAiYHpEjGmyzc9q6qxMG0mSJGmVNtySh6nl8q7aFZm5FLgXWAN4UZNt\n5gFPAptGxFiAiFgb2ARYWK6vdXe5fEl/DkCSJEkartYY6gBaNL5cLmiwvqd8vRbbrF3WW9TPfawg\nIg4HDgeYNGkSlUqlt+oDYuHChUOy30409ZCFdcsr46bWLWcV+NwG+vxPbfDR8YL6n3V/+P3tH//2\nRzbP/8jm+R+5Fi5s3/9/ezPckodhIzPPA84DmDZtWnZ1dQ16DJVKhaHYbyfq7q7ULT+4a07dcg4+\neOCCGSQDff67uyoN1qzTtn0cXOlq27ZGEv/2RzbP/8jm+R+5BitpHG7dlnp+9R/fYH1P+WP9aLOg\nZtnKPiRJkqRV3nBLHu4slyuMN4iINYAtgKXAX5tsM5miy9L9mbkIIDOfpHjexDrl+lpblcsVxlBI\nkiRJq7LhljxcXS7fWGfdLsBY4LrMfKrJNm+qqbMybSRJkqRV2nBLHi4CHgYOiohpPYURsSbw6fLt\nl2vafAN4Cjiy+sFuEbE+cHz59is1bXref7Ks19NmCnBEub1v9P8wJEmSpOFnyAdMR8QBwAHl243L\n5U4RMav874cz8xiAzHw8Iv6DIomoRMRsiic+70cxJetFwIXV28/MeyPiY8BZwJyIuBB4muKBc5sC\nZ2Tm9TVtrouILwBHAX+IiIuA0cCBwATgQ9UPnJMkSZJGgiFPHoDtgcNqyl7Ec89quA84pmdFZl4S\nEbsCnwTeDqwJ3ENxoX9WvSdVZ+bZETG33M6hFHdcbgNOyMxv1gsqM4+OiD9S3Gk4HHgWuAU4PTN/\n0r9DlSRJkoavIU8eMrMb6G6xzbXAm1tscxlwWYttZgGzWmkjSZIkraqG25gHSZIkSUPE5EGSJElS\nU0weJEmSJDXF5EGSJElSU4Z8wLQkNdTd3Vq5JEkaUN55kCRJktQUkwdJkiRJTTF5kCRJktQUxzxo\nROuudNUvH9QoJEmShgfvPEiSJElqismDJEmSpKbYbUlSx7JbmSRJncU7D5IkSZKaYvIgSZIkqSl2\nW5I0/PjkaUmShoR3HiRJkiQ1xeRBkiRJUlNMHiRJkiQ1xTEPWqXY5V2SJGngeOdBkiRJUlNMHiRJ\nkiQ1xeRBkiRJUlNMHiRJkiQ1xQHTknrlIHRJktTDOw+SJEmSmmLyIEmSJKkpJg+SJEmSmmLyIEmS\nJKkpDpiWNOx0V7rqlw9qFJIkjTzeeZAkSZLUFJMHSZIkSU0xeZAkSZLUFJMHSZIkSU0xeZAkSZLU\nFGdbkrTq6O5urVySJLXEOw+SJEmSmmLyIEmSJKkpJg+SJEmSmmLyIEmSJKkpTScPETElIt4cEWtX\nla0REf8dEb+PiOsi4q0DE6YkSZKkodbKbEsnA/sBk6rKTgBOrHr//Yh4fWbe0I7gJEmSJHWOVrot\n7QRclZlLASJiNeC/gDuAzYAdgSeBj7Y7SEmSJElDr5XkYRJwX9X77YENgXMz8/7MnANcCry6jfFJ\nkiRJ6hCtdFsaBWTV+9eV76+uKrsfmNyGuCR1ikplqCOQJEkdopU7D/cD21W9fzPwcGbeXlU2EXi8\nHYFJkiRJ6iyt3Hn4CfDRiJgJLAH2Ar5RU+clPL9rkyRJkqRVRCvJw2nAAcBR5fsHKGZgAiAiJlIM\nqj6rbdFJkiRJ6hhNJw+Z+VBEbAvsURb9OjOfqKqyIfAx4OdtjE+SJElSh2jlzgOZuZii+1K9dbcB\nt7UjKEmSJEmdp6XkoUdEvBDYARgPLABuzcy/tzMwSZIkSZ2lpeQhIrYC/gfYvc66q4EjMvOuNsUm\nSZIkqYM0nTxExJbAdcAGwF+A3wD/BDYGdqYYC/GbiJiemfcMQKySJEmShlArdx4+R5E4/D+Kp0o/\n27MiIlYDPgScCXwW+Ld2BilJkiRp6LXykLg9gMsz8+zqxAEgM5/NzC8BVwB7tjPARiLiLRHxi4i4\nPyIWR8RfI+IHEbFTg/rTI+LyiJhf1v9DRHwkIlbvZR/7REQlIhZExMKIuDEiDhu4o5IkSZI6VyvJ\nw2jgd33UuRUY1f9wmhMRp1LM+vRKioTlS8AtwP7AtRHxrpr6+wPXALsAFwPnUBzPmcDsBvs4ErgM\neDlwAXA+8AJgVvmgPEmSJGlEaaXb0u+BLfuosyXwh/6H07eI2Bg4BngQ2C4zH6patxtwNfApigt+\nImJdigv/ZUBXZs4py08s686IiIMyc3bVdqYAM4H5wLTMnFuWfwr4LXB0RPwwM68fyGOVJEmSOkkr\ndx4+C7wtIt5Ub2VEvAV4K/CZdgTWi80p4r6xOnEAyMxfAU8AG1UVzyjfz+5JHMq6S4ATyrf/WbOP\n9wFjgHN6EoeyzaMUnwPAB1f6SCRJkqRhpOGdh4g4tE7xz4CfRMRVFN2AHgQmAbtSTN96GcWTpgfS\n3cDTwI4RsWFmPlwV8y7AOOCSqvo908peUWdb1wCLgOkRMSYzn2qizc9q6kiSJEkjQm/dlmYBWVMW\n5XJP6g+M3g/YF/jWSkfWQGbOj4iPA18AbouIS4BHgBeX+/8l8IGqJlPL5QrPn8jMpRFxL7AN8CLg\n9ibazIuIJ4FNI2JsZi5qw2FJkiRJHS8ya/ODcsVKzCqUmd/sd0RNiogDgK8D61cV3wOcnJnfrap3\nF7AVsFW9509ExLXAdGB6zxiGiHiaYuD3qMxcWqfNAxSDp1+QmfMaxHc4cDjApEmTXjV7dt1x2QNq\n4cKFrLPOOoO+36E0r+7ZAJ5Y2NJ2Jr9k+H9u7Tr/8+5q7bMbSpPHPdFgxeTBDWSIjcS/fT3H8z+y\nef5HroULF7LvvvvenJnTBnI/De88DEYC0F8RcSzF2IOzKGZO+ifwUopnUXwnIrbPzGOHMEQy8zzg\nPIBp06ZlV1fXoMdQqVQYiv0Ope7uBisqlZa2c3ClayUjGXrtOv/d3ZWV3sZgObhrToMVBw9uIENs\nJP7t6zme/5HN8z9yVVq81umvVmZb6ggR0QWcClycmUdVrbolIt5K0dXo6Ij4Smb+FVhQrh/fYJM9\n5Y9VlS2gGLsxnqJLVKM2C+qs0yqgURLSMDmRJEkaAVpOHiJiLPA2YAdgPYoL6FsoLuafbG94de1T\nLn9VuyIzF0XETRSzPu0A/BW4E5gGvAS4ubp+RKwBbAEsLev2uJMieXgJcH1Nm8nA2sD9jndYhTXM\n3rsGMQhJkqTO0spUrUTEm4H7gG8CHwXeC3ykfD83IvbppXm7jCmXGzVY31P+dLm8uly+sU7dXYCx\nwHVVMy311eZNNXUkSZKkEaHp5CEiXgn8iOJuw3conoXwpnL5nbL8ooh41QDEWe3/yuXhEbFJTYxv\nAl4HLAGuK4svAh4GDoqIaVV11wQ+Xb79cs0+vgE8BRxZPjCup836wPHl26+s7IFIkiRJw0kr3ZY+\nSTF16+sz84aadbMi4lygQnFx/fb2hFfXRcCVFFPF3h4RF1MMmN6aoktTAJ/IzEcAMvPxiPiPsl0l\nImZTPDl6P4opWS8CLqzeQWbeGxEfoxiQPSciLqS4kzED2BQ4w6dLS52nu8FA9+5BjUKSpFVXK8nD\n64Ef1EkcAMjMGyPiIuANbYmsgcx8tuw+dQRwEMX4hrEUCcHlwFmZ+YuaNpdExK4UCdDbgTUppnU9\nqqy/wny1mXl2RMwFjgEOpbhLcxtwQifPRCVJkiQNlFaSh/HA3/uo8zdg3f6H05zMfAb4Yvlqts21\nwJtb3M9lFE/NllZ5ziQlSZL60sqA6X8AO/ZRZxrQ6DFdkiRJkoaxVpKHy4HdI+ITEbF69YqIWC0i\njqYYh3B5OwOUJEmS1Bla6bZ0CnAA8BngAxHxfxR3GTYGdgamUAxc/nSjDUiSJEkavppOHjLznxHx\nOuCrwF7A5jVVfgl8MDPttiRJkiStglp6wnRmzgXeUD5fYQeKQdQLgFsz84H2hydJkiSpU7SUPPQo\nEwWTBdXX27Q9TukjSZI0bLUyYFqSJEnSCNbwzkNEfJ3iidLHZ+aD5ftmPQXcD1ycmbetZIySJEmS\nOkBv3ZbeQ5E8nAo8WL5vVXdE7JeZP+tHW0mSJEkdpLfkYYty+UDN+2asCUwFzgU+BZg8SJIkScNc\nw+QhM+/r7X0T7iyndj2iP4FJ0Hh8teOuJUmSBl+/ZltqwQWAYx7Uf5VKgxVdgxiEJEmSYICTh8z8\nI/DHgdyHJEmSpMHhVK2SJEmSmjLQ3ZYkaeg5eEaSpLYweVDbdVe6Gq8btCgkSZLUbnZbkiRJktSU\nhslDRMyPiGOr3p8UEbsMTliSJEmSOk1vdx7Wo3jYW49unB9TkiRJGrF6Sx4eBDYdrEAkSZIkdbbe\nBkzfALw7IpYB88qyrojoa5uZmae0IzhJkiRJnaO35OFjwEuAD1SVddF316UETB4kSZKkVUzD5CEz\n74mIbYEtgE2ACjAL+OagRCZJbdJo+uDuQY1CkqThr9fnPGTms8BfgL+U3ZXmZuavByMwSZIkSZ2l\n6YfEZabPhJAkSZJGsH49YToiNgV2oJjOdQFwS2be387AJEmSJHWWlpKHiNgc+CqwV511vwQ+mJlz\n2xOa1Hm6u1srlyRJWpU0nTxExMbAbygGT88FrqGYwnUy8Hpgb+A3ETEtM//Z/lAlSZIkDaVW7jyc\nSJE4fBz4QmYu61kREasDHwVOA04AjmxnkJIkSZKGXiuDoN8C/CIzT69OHAAyc1lmzgR+AezTzgAl\nSZIkdYZWkoeNgZv7qHNzWU+SJEnSKqaV5GEBsHkfdTYr60mSJElaxbSSPPwGmBER0+utjIjXAO8o\n60mSJElaxbQyYPozFOMefh0Rs4FfUcy2tDHQBRwMPAt8ts0xSpIkSeoArTxh+paImAF8E3gncEjV\n6gDmA+/LzL7GRUiSJEkahlp6SFxm/iQiNgP2B14JjKcY43ArcElmPtn+EKUWVCpDHYEkSdIqq6Xk\nAaBMEL5bviRJkiSNEK0MmJYkSZI0gpk8SJIkSWpKy92WJK2iHC8iSZL64J0HSZIkSU0xeZAkSZLU\nFJMHSZIkSU1pOnmIiKsj4pSBDEaSJElS52plwPRrgRsGKhC137x50N29Ynm9MkmSJKkvrXRbuht4\n4UAFIkmSJKmztZI8fA14S0RsNlDBSJIkSepcrXRbugzYC7g2Ik4Ffgv8E8jaipn5t/aEJ0mSJKlT\ntJI8/JUiUQjgS73Uyxa3K0mSJGkYaOUi/1vUucsgSZIkaWRoOnnIzPcMYBySNPgaTT3mlGSSJNXl\nQ+IkSZIkNaVfYxMi4qXA1sA6mfnt9oYkSZIkqRO1dOchIraPiDnAn4GLgFlV63aNiEURsW97Q+w1\nnj0i4uKI+GdEPBUR/4iIn0fEm+vUnR4Rl0fE/IhYHBF/iIiPRMTqvWx/n4ioRMSCiFgYETdGxGED\ne1SSJElSZ2o6eYiIlwAVYCrFbEs/q6lyDTAfmNGu4PqI5zTgSmAa8GPgDOCnwEZAV03d/cv4dgEu\nBs4BRgNnArMbbP9IiulpXw5cAJwPvACYFREz235AkiRJUodrpdvSyRQX3NMy87aIOBl4U8/KzMyI\nuB54dZtjXEFE/AfwMeCbwOGZ+XTN+lFV/70uxYX/MqArM+eU5ScCVwMzIuKgzJxd1WYKMJMiGZqW\nmXPL8k9RPN/i6Ij4YWZeP1DHKEmSJHWaVrot7QH8KDNv66XO3yl+nR8wETEG+AzwN+okDgCZ+UzV\n2xkUdyNm9yQOZZ0lwAnl2/+s2cT7gDHAOT2JQ9nmUeCz5dsPrtyRSJIkScNLK3ce1gfu76NOUNyd\nGEh7USQDXwSejYi3UHQtWgLcVOduwO7l8oo627oGWARMj4gxmflUE21+VlNHkiRJGhFaSR4eBLbs\no842FHcfBlJPt6glwK0UicNyEXENMCMz/1UWTS2Xd9VuKDOXRsS9FHG/CLi9iTbzIuJJYNOIGJuZ\ni1bmYCRJkqThIjKbe2h0RMwCDga2y8w7yzEPJ2Xm6uX6VwM3AOdm5ocHKF4i4ssUXYaWAbcB/wX8\nDtiCYpzC3sCvM7OrrH8XsBWwVWbeU2d71wLTgek9dy0i4mlgFDAqM5fWafMARfesF2TmvAZxHg4c\nDjBp0qRXzZ5dd1z2gJo/fyFPPbXOCuWTJw/sfufdtbDhuskvWTGe/myr0XZ623dbjKu/34H+TPtj\n4cKFrLNO85/3gH92HWjyuCcarOjAE9qCVs+9Vi2e/5HN8z9yLVy4kH333ffmzJw2kPtp5c7D54B3\nANdERDfl2IaI2IZiFqOTgScoLuAHUs84jaXAflVjEv4YEW8F7gR2jYidhnJAc2aeB5wHMG3atOzq\n6hr0GL73vQp33rnifg8+eGD3291dabju4EpXW7bVaDu97bstGpzHgf5M+6NSqdDK927AP7sOdHDX\nnAYrOvCEtqDVc69Vi+d/ZPP8j1yVSmVQ9tN08lDebXg78D2KqU6hGOPwh3L5GPC2zPxb26N8vsfK\n5a3Vg5nLGBdFxM+B9wM7AtcDC8rV4xtsr6f8saqyBcCG5bpHemmzoM46ScNEd6MkdFCjkCRp+Gjp\nCdOZeUVEbAEcBrwW2IDiAvoG4BuZOb/9Ia7gznL5WIP1j5bLtarqTwNeAtxcXTEi1qDo7rQU+GvN\nPjYs21xf02YysDZwv+MdJEmSNJK09IRpgMx8LDO/lJkHZ+bemfmOzDxjkBIHgKuABF4WEfXi7xlA\nfW+5vLpcvrFO3V2AscB1VTMt9dXmTTV1JEmSpBGhpTsPnSAz74uIy4D9gP9H8ZRoACJib+ANFHcl\neqZZvQg4FTgoIs6uekjcmsCnyzpfrtnNN4BjgSMj4htVD4lbHzi+rPOVNh/asNPdPdQRSJIkaTC1\nfOchIt4ZEVdFxPyIWFour4qIdw5EgA0cQTEl7Bci4sqIOD0iLgIup5iF6d8zcwFAZj4O/AewOlCJ\niK9FxGkUMzTtRJFcXFi98cy8l+IJ1hOAORFxbkScSTG+48XAGT5dWpIkSSNN03ceImIUxYX2PhQD\npJcB/6IYG7Ab0BUR/0bxjIVnGm6oDTLz/oh4FXASxR2IXYDHgcuAz2XmTTX1L4mIXYFPAm8H1gTu\nAY4Czso689Vm5tkRMRc4BjiUItG6DTghM785UMcmSZIkdapWui0dB+xLMTj6OOA3mbksIlYHXk8x\nles+wMd5rjvQgCkfAveh8tVM/WuBN7e4j8soEhJJkiRpxGul29KhFL/Wd2XmrzNzGUBmLsvMCtBF\nMWPRe9ocoyRJkqQO0ErysClwaWY+XW9lOVvRpcAm7QhMkiRJUmdpJXn4BzCqjzqjynqSJEmSVjGt\nJA/fBWZExLr1VkbEesAM4DvtCEySJElSZ2klefgUMAe4KSIOiYhNI2JUuXwnxUDqm4BTBiJQSZIk\nSUOr4WxLEfEsxZOcV1gFfLtB+VbA4t62K0mSJGl46u0i/xrqJw+ShjGfDC5JkvqrYfKQmV2DGIck\nSZKkDtfKmAdJkiRJI5jJgyRJkqSmtDywOSL2BbaneGhcvec+ZGa+f2UDkzpSpdJgRdcgBiFJkjQ0\nmk4eImJz4DJgG4qZlRpJwORBI0ujUciOTpYkSauQVu48nAW8HPg68C3gAWDpQAQlSZIkqfO0kjzs\nDvw8M/99oIKRJEmS1LlaGTD9DPDHgQpEkiRJUmdrJXm4lqLbkiRJkqQRqJXk4SRgl4g4aKCCkSRJ\nktS5mh7zkJm3RsQewE8j4gPALcCC+lXzlHYFKEmSJKkztDJV63jgs8AEYNfyVU8CJg+SJEnSKqaV\n2ZbOBHYDrgS+DfwDp2qVJEmSRoxWkod9gOsyc++BCkaSJElS52oleVgLuG6gApGkjuETwyVJqquV\n5OFW4EUDFYhGBq/JJEmShq9Wpmo9Bdg3InYeqGAkSZIkda5W7jxMBn4CXB0R3wVupv5UrWTmt9oQ\nm9SQdyokSZIGXyvJwyyKaVgDOLR8ZU2dKMtMHiRJkqRVTCvJw3sHLApJkiRJHa+VJ0x/cyAD0QB4\nYiFUKnVWdA1yIJIkSVoVtHLnQRowjmGQJEnqfCYP6gx175BIkiSpkzSdPETEX5usmpn54n7GIzXH\nZEOSJGnQtXLnYTVWnF0JYD1gfPnf/wCeWdmgtArzol+SJGnYamXA9JRG6yJiS+AsYG3gDSsfliRJ\nkqRO08oTphvKzHuAtwGbACe3Y5uSJEmSOktbkgeAzFwC/BI4uF3blCRJktQ52pY8lJYCG7d5m5Ik\nSZI6QNumao2IDYG3An9v1zYlaSh0V7rqlw9qFJIkdZ5Wpmo9qZdtvBDYn2LWpePaEJckdZ5GTzP0\nKYeSpBGilTsP3X2sfxz4dGae1v9wJEmSJHWqVpKH3RqUPws8CtyRmUtXPiRJkiRJnaiV5zz8eiAD\nkSRJktTZ2j3bkiRJkqRVVK93HiKiX8lFZj7bv3AkSZIkdaq+ui09049tZhPblSRJkjTM9HWR/3eK\nZKAZ6wAbrFw4kgZcpTLUEUiSpGGq1+QhM6f0tYGIGAV8CPhkWTR3paOSJEmS1HFWasB0RLwDuB04\nHQjgWGDrNsQlSZIkqcP0a2xCREwHZgKvAZYCZwGfysxH2xibJEmSpA7SUvIQES8GTgXeSnGn4SLg\nuMz8ywDEJkmSJKmDNJU8RMQE4GTgA8Bo4Hrg6My8YQBjU6dz4K0kSdKI0tdzHkYDHwE+AawH/AX4\nRGb+cBBikyRJktRB+rrzcCewGTCfIok4NzOXDXhUkiRJkjpOX8nD5hTPeQjgGOCYiOhrm5mZm7ch\nNkmSJEkdpJmpWgOYAGza5OuFAxJpX0FGvCsisnz9e4M6+0REJSIWRMTCiLgxIg7rY7uHRcRNZf0F\nZft9BuYoJEmSpM7Va/KQmav15zVYwfeIiBcC5wALe6lzJHAZ8HLgAuB84AXArIiY2aDNTGAWMLms\nfwGwLXBZuT1JkiRpxBj0C/12i6If1TeAR4CvNKgzheK5FPOBaZl5RGZ+FNiOYhD40RGxU02b6cDR\n5frtMvOjmXkE8KpyOzPL7UqSJEkjwrBPHoAPA7sD7wWebFDnfcAY4JzMnNtTWD7U7rPl2w/WtOl5\n/5nqh9+V7c8tt/felYxdkiRJGjaGdfIQEVsDnwe+lJnX9FJ193J5RZ11P6upszJtJEmSpFVWS0+Y\n7iQRsQbwbeBvwPF9VJ9aLu+qXZGZ8yLiSWDTiBibmYsiYm1gE2BhZs6rs727y+VL+he9NPDmzYPu\n7qGOYtXSXemqXz6oUUiSNHSGbfIAnATsAOycmYv7qDu+XC5osH4BsHZZb1GT9aF4cF5dEXE4cDjA\npEmTqAzB05jHTFjG1ENWHEPerljqbXukqoyb2mBFZVDjqDZmzEKmTq2z/xd43tptKP6+e7Nw4cKO\ni0mDx/M/snn+R66FCwfn/+/DMnmIiNdQ3G04IzOvH+p46snM84DzAKZNm5ZdXV2DHsP3zvsJd353\nnRXKD27w62mrursrbdnOquDgrjkNVhw8uIFU+d73Ktx5Z9eKK/yfStu162+qXSqVCkPxb446g+d/\nZPP8j1yDlTQOuzEPZXelb1F0QTqxyWY9dwrGN1hfe6eh2fqPNbl/SZIkadj7/+3deZQkVZmw8ecV\nBT9AkUVZBrXVgdbPQf0cXGgUChgRVBYVBHQQccGZURAFNwal3DdEBdwApd2b8+EAojioQIGCoCAO\nMsgmNAq0o9DQ0rSAwDt/3ChJk8jqyOqqzMrM53dOnDh5I27mjboRWfFm3GXgggdgbUpfg6cAd7VM\nDJfAEdU+x1dpn65eX1WtH9RHISI2pjRZujEzVwBk5p3ATcDa1fZ2m1XrB/WhkCRJkobVIDZbuhv4\nUodtz6T0g/gJJWCYbNJ0NrA1sFNL2qSdW/ZpdTawb5XnxIZ5JEmSpKE1cMFD1Tn69XXbImKcEjx8\nJTNPaNl0IvAO4M0RceLkXA8RsS4PjNTUPsHcFyjBw79HxKmTcz1UE8O9iRLEtAcVkiRJ0tAauOBh\nOjLz+oh4O3A0cHFEnATcA+wBbEpNx+vMvCAijgLeBlwWEScDqwN7AesBB7ZOOCfNOXcst3O0JEma\nUSMRPABk5jERsRg4FHg1pb/HFcDhmfmVDnkOiYhfUZ40HADcD/wC+ERmfrcnBZc093WaUMOJNiRJ\nQ2aogofMHGeK+Zoy83Tg9C7fcyGwcBWKJUmSJA2FQRxtSZIkSVIfGDxIkiRJasTgQZIkSVIjBg+S\nJEmSGhmqDtNSv4xPjNWn97QUkiRJs8snD5IkSZIaMXiQJEmS1IjBgyRJkqRGDB4kSZIkNWLwIEmS\nJKkRR1uSpFXkaFuSpFHhkwdJkiRJjRg8SJIkSWrE4EGSJElSIwYPkiRJkhoxeJAkSZLUiKMtSXPN\n+Hh36ZIkST3ikwdJkiRJjfjkYRT5y7YkSZKmwScPkiRJkhoxeJAkSZLUiMGDJEmSpEbs8yBJs8X+\nRZKkIWPwIM0x4xNj9ek9LYUkSdKDGTxIg8JfsSVJUp/Z50GSJElSIwYPkiRJkhqx2ZI0m2xqJEmS\nhohPHiRJkiQ14pMHacB1eogxf5OeFkOSJI0AnzxIkiRJasTgQZIkSVIjNluSpFnihH+SpGFj8CD1\nw5SjLY31qBCSJEndsdmSJEmSpEZ88iANuomJ+vRX9rQUkiRpBPjkQZIkSVIjBg+SJEmSGjF4kCRJ\nktSIfR4kqdc6jbY15ShckiT1n08eJEmSJDVi8CBJkiSpEYMHSZIkSY0YPEiSJElqxA7TWin7cEqS\nJAl88iBJkiSpIYMHSZIkSY0YPEiSJElqxD4PktRj4xNj9ek9LYUkSd0zeBhB3rhIkiRpOmy2JEmS\nJIPT4kkAABoCSURBVKkRnzxo5SYm+l0CSZIkzQEGD9KA6NTcTJIkqVcGstlSRKwfEa+PiFMi4tqI\n+HNELIuIn0TE6yKi9rgiYkFEnBERS6s8l0XEwRGx2hSf9ZKImKjef3lEXBQR+83e0UmSJElz06A+\nedgT+DywBDgH+C2wIfAy4ARg54jYMzNzMkNE7AZ8G7gLOAlYCuwCfArYunrPvxERbwaOAW4Fvg7c\nA+wBLIyILTLz0Nk6QEmSJGmuGdTg4WpgV+B7mXn/ZGJEHAb8DHg5JZD4dpX+SOB44D5gLDMvrtLf\nA5wN7BERe2fmopb3mgccSQkytszMxVX6+4GfA4dExLcz86ezeqSSJEnSHDGQzZYy8+zMPL01cKjS\nfw98oXo51rJpD+DRwKLJwKHa/y7g8Orlv7Z9zGuBNYBjJwOHKs9twIerl/+yakciSZIkDY6BDB5W\n4i/V+t6WtO2r9X/W7H8esAJYEBFrNMzz/bZ9JEmSpKE3qM2WakXEQ4FXVy9bb/rnV+ur2/Nk5r0R\ncT3wVOCJwK8b5FkSEXcCm0bEmpm5YibKL2nEjY9Pb5skST0SLX2KB15EHAkcApyRmS9uSb8a2AzY\nLDOvrcl3PrAAWDDZhyEi7gEeBjwsM++tyXMTsAmwSWYuqdl+AHAAwIYbbviPixYtat9l1i29ZRl3\nL+04kNSDbLz52rXpS65ePlNFGjkbP+KOrvMsueMRM/LZa6x3X1f1r/6b8nzZeOPG77N8+XLWXrv+\netbws/5Hm/U/upYvX84uu+xySWZuOZufMzRPHiLiIErgcCWwb5+LQ2YeBxwHsOWWW+bY2FjPy/Ct\n477LVd9s/gWyT4d5BMbHJ2amQCNon7GLV75Tm5maz2H+K5d3Vf/qvynPl332afw+ExMT9OM7R3OD\n9T/arP/RNdGjSX2Hos9DNaTqZ4ArgO0yc2nbLsuq9Tod3mIy/fZp5FnWYbskSZI0VAb+yUNEHEyZ\nq+FyYIfM/EPNblcBWwKbA5e05X8o8ARKB+vr2vJsUOX5aVuejYG1gBvt76CpdHqKMD420dNySJIk\nzYSBDh4i4p3AR4FfAi/IzFs67Ho28CpgJ+Bbbdu2AdYEzsvMu9vybF3laZ/LYeeWfaSuzVTTJEmS\npF4a2OChmuDt/ZQnCTvWNFVqdTLwMWDviDimZZK4hwMfrPb5fFueE4F3AG+OiBNbJolbFzis2ucL\nSFIvdBptyVGYJEk9NJDBQ0TsRwkc7gN+DBwUEe27Lc7MhQCZ+aeIeAMliJiIiEWUmaN3pQzJejJw\nUmvmzLw+It4OHA1cHBEnAfdQJpzbFPiks0tLkiRplAxk8EDpowCwGnBwh33OBRZOvsjMUyNiW+Df\ngZcDDweuBd4GHJ01Y9Zm5jERsRg4lDJ/xEMonbIPz8yvzMiRSJIkSQNiIIOHzBwHxqeR73zgRV3m\nOR04vdvPkqRuTdUXxk72kqS5YCiGapUkSZI0+wbyyYMkjZqOw/72tBSSpFHnkwdJkiRJjRg8SJIk\nSWrE4EGSJElSIwYPkiRJkhqxw7T+yqEgJUmSNBWDB0kaZOPjD06bP7/nxZAkjQabLUmSJElqxOBB\nkiRJUiM2W5KkAVY3edz8TZbXN2eCzumSJDXgkwdJkiRJjRg8SJIkSWrE4EGSJElSIwYPkiRJkhox\neJAkSZLUiKMtSdIQqhuFCWC8p6WQJA0bgwdJGiGO4CpJWhU2W5IkSZLUiMGDJEmSpEYMHiRJkiQ1\nYp8HSRolExMdNoz1sBCSpEFl8CBJ6swe1pKkFjZbkiRJktSITx4kSR05X4QkqZVPHiRJkiQ14pMH\nSdIUfRjGutvfvhCSNNR88iBJkiSpEZ88SJI69m2QJKmVTx4kSZIkNWLwIEmSJKkRgwdJkiRJjRg8\nSJIkSWrE4EGSJElSIwYPkiRJkhpxqFZJUtc6De063tNSSJJ6zScPkiRJkhrxyYMkacaMj3eXLkka\nLAYPkqSZMzFRmzw+Vr+7M1tL0mCx2ZIkSZKkRgweJEmSJDVisyVJUv/YSUKSBopPHiRJkiQ1YvAg\nSZIkqRGbLUmS+sbJ5iRpsBg8SJLmnPGxifr0qYZ27dBPomOA4jCxktQ1my1JkiRJasQnD5KkgdHp\niUQx1qNSSNLoMniQJI0kR4mVpO4ZPEiSRtPERIcNYz0shCQNFoMHSZKa8FGFJNlhWpIkSVIzPnmQ\nJKkB56SQJIOHlYqITYH3AzsB6wNLgFOB92Xmbf0smyRpFnRshjTWw0JI0txk8DCFiHgScAHwGOA0\n4Erg2cBbgJ0iYuvMvLWPRZQkzbBuJ4+b1oR2kjSg7PMwtc9RAoeDMnP3zHxXZm4PfAqYD3yor6WT\nJEmSesgnDx1UTx12BBYDn23bfARwALBvRBySmXf2uHiSpLnO0ZkkDSGDh862q9Y/yMz7Wzdk5h0R\ncT4luHgucFavCydJmts6Nluacpbsuv3r38cYRFI/GDx0Nr9aX91h+zWU4GFzDB4kSbOlw2R242P1\nu89/5XLGx+vzdB2IdNjQceSpTukd3r/bAKhT/5KOxzXVWFidjq1DlplK79aM/e2m2L9fgehAPZzr\ndL50OMfm5DHMkMjMfpdhToqI44A3AG/IzBNqtn8IOAw4LDM/UrP9AErTJiiByFWzWNxONgBu6cPn\nam6w/keXdT/arP/RZv2Prg2AtTLz0bP5IT55mCWZeRxwXD/LEBEXZ+aW/SyD+sf6H13W/Wiz/keb\n9T+6qrqfN9uf42hLnS2r1ut02D6ZfnsPyiJJkiT1ncFDZ5PNjDbvsH2zat2pT4QkSZI0VAweOjun\nWu8YEX/zd4qIRwBbAyuAC3tdsC70tdmU+s76H13W/Wiz/keb9T+6elL3dpieQkScSRlR6aDMPKYl\n/SjgrcAXM/Nf+lU+SZIkqZcMHqZQTRR3AWWW6dOAXwPPocwBcTWwIDNv7V8JJUmSpN4xeFiJiHgs\n8H5gJ2B9YAlwCvC+zLytn2WTJEmSesk+DyuRmb/LzP0zc+PMXD0zH5+ZB8/VwCEiNo2IL0fEzRFx\nd0QsjohPR8S6/S6bVl1Vn9lh+X2HPAsi4oyIWBoRf46IyyLi4IhYrdfl18pFxB4RcUxE/Dgi/lTV\n7ddXkqfrOo6Il0TEREQsi4jlEXFRROw380ekbnRT/xExb4rvg4yIRVN8zn4R8bOq7pdV58JLZu/I\ntDIRsX5EvD4iTomIa6treVlE/CQiXtfe/7Iln9f/EOi2/vt5/TvPwxCpaWZ1JfBs4C3AThGxtc2s\nhsIy4NM16cvbEyJiN+DbwF3AScBSYBfgU5RO/3vOXjE1TYcDT6fU543Ak6faeTp1HBFvBo4BbgW+\nDtwD7AEsjIgtMvPQmToYda2r+q/8F3BqTfrldTtHxJHAIdX7Hw+sDuwNnB4RB2bmsdMot1bdnsDn\nKS0czgF+C2wIvAw4Adg5IvbMliYjXv9Dpev6r/T++s9MlyFZgDOBBA5sSz+qSv9Cv8vossp1vBhY\n3HDfRwJ/AO4GtmxJfzglyExg734fk8uD6m07ylDQAYxV9fT1mapjYB7lRuNWYF5L+rrAtVWerfr9\ndxjVpcv6n1dtX9jF+y+o8lwLrNv2XrdW58a8VTkGl2nX/faUG/+HtKVvRLmRTODlLele/0O0TKP+\n+3b922xpSFRPHXak3Fx+tm3zEcCdwL4RsVaPi6b+2QN4NLAoMy+eTMzMuyi/bgL8az8Kps4y85zM\nvCarb/SVmE4dvxZYAzg2Mxe35LkN+HD10lHk+qTL+p+Oybr9ULY0v63Ohc9Szo39Z+mzNYXMPDsz\nT8/M+9vSfw98oXo51rLJ63+ITKP+p2NGrn+Dh+GxXbX+Qc2JdwdwPrAm8NxeF0wzbo2I+OeIOCwi\n3hIR23Vo27p9tf7Pmm3nUeYpWRARa8xaSTXbplPHU+X5fts+GgybRMQbq++EN0bE06bY1/ofTH+p\n1ve2pHn9j466+p/U8+vfPg/DY3617jTj9TWUJxObA2f1pESaLRsBX2tLuz4i9s/Mc1vSOp4TmXlv\nRFwPPBV4ImUYYg2e6dTxVHmWRMSdwKYRsWZmrpiFMmvmvaBa/ioiJoD9MvO3LWlrAX8HLM/MJTXv\nc0213nyWyqlpiIiHAq+uXrbe9Hn9j4Ap6n9Sz69/nzwMj3Wq9bIO2yfTH9WDsmj2nAjsQAkg1gK2\nAL5Iaa/4/Yh4esu+nhPDbzp13DTPOh22a+5YAXwA+EdKm/V1gW0pnS3HgLPamqr6nTCYPgr8A3BG\nZp7Zku71Pxo61X/frn+DB2mAZOb7qnaR/5OZKzLz8iyznB8F/B9gvL8llNQrmfmHzHxvZv4iM2+v\nlvMoT5kvAv4eeH1/S6lVEREHUUbGuRLYt8/FUY9NVf/9vP4NHobHyn4tmEy/vQdlUe9NdqbapiXN\nc2L4TaeOm+bp9OuU5rjMvJcytCP4nTCwqiFVPwNcAWyXmUvbdvH6H2IN6r9WL65/g4fhcVW17tRW\nbbNq3alPhAbbH6t16yPKjudE1YbyCZTOV9fNbtE0i6ZTx1Pl2ZhyDt1oe+eB96DvhMy8E7gJWLuq\n63b+n5gjIuJgylwMl1NuHOsmAfX6H1IN638qs3r9GzwMj3Oq9Y41sxA+gjJZzArgwl4XTD0xOYpW\n6z+Js6v1TjX7b0MZfeuCzLx7NgumWTWdOp4qz85t+2hw1X0ngPU/50XEOymTvP2ScuP4hw67ev0P\noS7qfyqze/3P9CQXLv1bcJK4oV6ApwBr1aTPo4ySkMBhLemPpPz64CRxA7rQbJK4ruqY8mukk0QN\nwNKg/p9J24RSVfoOVR0nsKBtm5PEzeEFeE9VPxcD661kX6//IVu6rP++Xf9RZdIQqCaKuwB4DHAa\nZWi251DmgLiachLd2r8SalVExDil49R5wA3AHcCTgBdT/lmcAbw0M+9pybM7cDLlC2ERsBTYlTJc\n38nAK9IvgTmlqrPdq5cbAS+k/Hr04yrtlsw8tG3/ruo4Ig4Ejqb8szgJuIcy4dSmwCdb31+91U39\nV8Mxbkb53r+x2v40Hhin/T2Z+cGaz/gk8LYqz8nA6sBewPqUH5+OndmjUhMRsR+wELiP0mSlrt/B\n4sxc2JLH639IdFv/fb3++x1luczsAjyWMpznEsoXwg3Ap2mJMF0Gc6EMwfYtyqgLt1Mmjfkj8EPK\nGNDRId/WlMDiNuDPwK+AtwKr9fuYXGrra5zyy1CnZfFM1DGwC3AuJQi9E/g5ZVzwvv8NRnnppv6B\n1wHfBRYDyym/QP+WckP4/JV8zmuqOr+zOgfOBV7S7+Mf5aVB3ScwUZPP638Ilm7rv5/Xv08eJEmS\nJDVih2lJkiRJjRg8SJIkSWrE4EGSJElSIwYPkiRJkhoxeJAkSZLUiMGDJEmSpEYMHiRJkiQ1YvAg\nSSsREYsjYnG/yzGMImIsIrKaQX1gVccw0e9yrKqImIgIJ4CS1JHBg6ShVd3QzakboYhYOFmuKZaF\n/S7nTImIeYNyTC2BTDfLvH6XW5J66aH9LoAkjajTgF922NYpfRj9DHgKcEu/CwIsBt7XlvYo4C3A\nMuDTNXlur9ZPAVbMWskkaY4weJCk/jg1Mxf2uxD9lpkrgCv7XQ6AzFwMjLemVU8W3gLcnpnj7Xla\n8s6JY5Ck2WazJUkjKSJeERHnRcSyiPhzRPwqIt4dEWtMkWediDg2Im6KiLsi4oqIOCgiYhbLeWrV\nPOagmm0fqLZ9qWbbCyPijIi4JSLujojfRMQnIuJRHT5n04g4OiKuqf4eSyPiZxHxnrb9Orbtb2mS\nNa96PQ5cX23er625z2uqfTr2eYiIzSLiq9Xf+56IuLl6vVnNvuPV+4xFxB5V2VdUx7EoIv6urswz\npe7v0lamfSLikqpMN0fEUZPnWkRsX/U1+FNE3BYRX4uI9Tt8zqbVOXhdVa+3RsR3IuJZs3x821fX\nys0R8YyW9F0j4qyIWFKV5+aIODci/m02yyOpf3zyIGnkRMSHgXdTmsp8E1gO7Ax8GHhhROyYmfe0\nZVsd+BGlGcui6vXLgc8A84E3zVJxXwtcCnw8In6cmZdWx7ADcBhwBXBga4aIOILyC/pS4LvAH4Cn\nAYcCL4qIrTLzTy37bwmcCawHnAf8B7Am8H+r9/nANMs+wQPNfv4LOLVl25RNs6qb4R8BjwC+QznO\nJwP/DOwWEf+UmT+vyfpvwK5VnnOB5wB7AU+PiGdk5t3TPJZVcSDl/DqV8jfZEXgrsF5EnEY5n74H\nHAcsoBzjBlWev4qIZwI/oNTTmZR62gDYHfhJRLw0M8+Y6cJHxKuALwPXATtl5g1V+gHAF4HfA6dT\nrqfHUM61/YHPzXRZJM0Bmeni4uIylAuQ5Wvub9K2qtJ/C2zUkv5Qyg1QAoe15Vlcpf8EWKMlfT3g\nN9W2bRqWaWG1/6mUG/O65clteRYAfwGuBtYGNgSWUNrYP7Vt3+2q978AeFTbttdU2z7VkrY65elA\nAq+sKe+mNX/TiZUc27yWtHlV2sIOecaq7eMtaQH8ukp/Vdv+e1XpVwIPaUkfr9L/BGzRlueb1bZX\nTOMcmiz/4gbn2kRb2mSZlgFPaUlfA/hv4D7gVmDblm0PAX5Y5XtG2/l5LXBX6/7Vtk2Am6pzYo1u\njq/mOCZouWaAdwL3Az8G1mvb9xLgbuAxNe+zwaqUw8XFZe4uNluSNGpeW60/mJm/n0zMzHuBQyg3\nSq/vkPfd2fLLdWYu5YFf5ffvshy7AUd0WJ7cumNmXgC8B9iM8kvv14CNgIMy87/b3neyedMbMvP2\n1g1Z+lj8EnhVS/IulBvk72TmN9sLmZk3dnlcM2EB5W/w08z8Rlt5TqIEcfOB59XkPTozf9WWdny1\nfvZMF7ShozPz15MvqnPoJEqg8L3MPLdl2/3A16uXT295jxcDTwKOad2/ynMz8HHKObHDTBQ4Ih4S\nEccCHwVOAV5Qne/t7qUEtn8jM+dCB3hJs8BmS5JGzTOr9dntGzLz6oi4EXhCRKyTmctaNt9L+TW/\n3US1/n9dlmP/7K7D9McoTxVeWb3+VmaeULPfVpSbuT0jYs+a7asDj46I9TPzVuC5Vfr3uyjLbOtY\nRy3pz6P8zc9r23Zxzf6/q9brrnrRpqWuTDdX60tqtt1UrTdtSduqWj++rn8IJbCEMurTTDRd+jal\nOdQxwMFVUNPuG8AngSsiYhGlmdj5mfnHGfh8SXOUwYOkUbNOtV7SYfsS4HGUtvqtwcMtmXlfzf6T\nTy/Wqdk2YzIzI+I/KO3loX7YUID1Kd/tR6zkLdemNJmZ7EB90xT79lqTOoIHyt7q9pq0e6v1aqtS\nqFWwrCbt3gbbHtaSNtmBui4gbLV2F+WayjZVOU7vEDiQmUdFxC2UfiYHAQcDGRHnAm/PzLqgSdKA\ns9mSpFEzebO2UYftG7ftN2mDiKi7+Zx8n7qbwBlTjTB0JHAbpWnVCRHx8JpdlwG3ZWasZLmh2n/y\nZrvpaERJ5x+eakdymobp1tEwmzzW3VZSr+3zVEzXdpRz7TsR8aJOO2XmVzPzuZTg5sXAlyiBx5kR\n8egZKoukOcTgQdKoubRaj7VviIi/pzQVub69vwDlhnlBzftNvs+lNdtmRDWk50nAWpQOwx8BtqD+\n6cOFwLoR8dSGb39htd55yr0ecBvw2JoyrgY848G7M/m0pptf/TvWUWW7av2LLt5z0E3W0/N78WGZ\neRmwLaW+T4mI3Vey/+2ZeUZmvoHScX49ShAhacgYPEgaNV+u1oe3/jJa3fweSflefNC8CZWPRMs8\nEBGxHnB49fLEWSjrpCMp7fs/npk/pDRJOh94Y02/hk9V6+MjYpP2N4qItSLiuS1Jp1NGk9o1Ivap\n2X/TtqSfAY+LiB3b0g8HHl9T9tsoTyseV3dgHZwPXAU8LyL2aCvPHpQb6KspHadHxWmUkb3e1OlJ\nQERsFRFrtqVlROR0PrDq5L0N8D/A/4+Ivdree7uI2jlOHlOtnXFbGkL2eZA0UjLzgoj4OPAO4PKI\nOBm4k/LL+z9Qbkg/UZN1CWWIzcsj4juU9uh7UJrQfC4z2zvurszuk5Op1Vg82Zk6Il4KvBm4iCpQ\nycz7qhv9X1KaL12SmddV286KiHdRnk5cExFnUIZiXZtyc79tdYw7VfvfUwUgPwC+GRFvpPzK/XBK\n59sd+Nv/FUcCLwROi4iTKHNJLACeQOk8PtZ6IJm5PCIuAp4fEd+g3PTfRxnd6bK6g6/6d+xHGbL0\npGouhCspIyztDtwBvLpTW/xhlJl/iYiXUeZ3+F5EXECp/xWUJ0HPAp5IOR9XQBkxqcpe11en6ede\nGxHPp3RS/0ZErJGZX602nwIsj4gLKQFoUAK7Z1E6gv9oup8rae4yeJA0lFr6J9QNI/nOiLiUclP+\nakog8BvKzfkn88ETxAHcA/wTZSK5vSmTc11HGcrymGkUcbdqqXMusDAiHkd5CrIM2LsaTnbyGH4X\nEa+lzBexKCKeN1nuzPxYRJxP6cT6vOpzllE6RR9HmfeAlve6uJo1+F2UIGoB5Qb9WuC9bfueVTVh\neW/1d7iTcpO/F9Cpvf2+lCciOwH7UG4ybwRqg4fqcy6qJoo7nPJ334UyCdm3gA9k5lWd8g6rzLws\nIp4OvA14CWV44Pspge2llCdSrUOkblGtF63i594QEdsAZwEnVgHE8ZTz5YWU0bFeRJmD4gbK3BCf\nz8wHXXuSBl9kTutppiTNaRGxMWU4zJsys73pjTT0IuIgSr+YLWrmA5GkabHPg6Rh9dJq/dO+lkLq\nn20pzcMMHCTNGJ88SBoqEfF+YHPKePj3A8/PzAunziVJkpoweJA0VKqRZe6gzOr7gcw8p89FkiRp\naBg8SJIkSWrEPg+SJEmSGjF4kCRJktSIwYMkSZKkRgweJEmSJDVi8CBJkiSpEYMHSZIkSY38L9tE\n9snWsIVjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c35b06b10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jtp.job_exec_time()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Job Wait Time Plots\n",
"Job wait time = job start execution time - job submission time"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ks_2sampResult(statistic=0.3869092646414779, pvalue=0.0)\n"
]
},
{
"data": {
"image/png": 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jhRdeWEvtQe6Z1YdMLh8xgvVfeAEWL+6igWoZMWIE48ePZ+HChX0+1oAnAMB2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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c35b39250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jtp.job_wait_time()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Job Life Time Plots\n",
"Job life time = job end execution time - job submission time"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ks_2sampResult(statistic=0.36998845403511571, pvalue=0.0)\n"
]
},
{
"data": {
"image/png": 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WX1y2P2htr1uSJEkaLNqeNACHARcCewK/BD4DXAq8CPgK8N2IiMoGEfF64Ebg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\nPwVHY533r0SxAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9c363abd50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jtp.job_life_time()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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