Created
June 10, 2013 15:44
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Presentation on OS deduplication (SIDUS) at MP38 by Marianne Corvellec (project by Emmanuel Quemener)
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{ | |
"metadata": { | |
"name": "code_sidus_20130610" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"OS deduplication with SIDUS (Single-Instance Distributing Universal System)" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Emmanuel Qu\u00e9mener and Marianne Corvellec" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"<a href=\"https://conference.scipy.org/scipy2013/\">https://conference.scipy.org/scipy2013/</a>" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"Run a given OS identically on several (many) stations." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"* Cluster nodes\n", | |
"* Park of workstations\n", | |
"* Self-service stations" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Remote OS / Local resources" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Motivations:\n", | |
"\n", | |
"* Teaching\n", | |
"* Test new equipment\n", | |
"* Probe corrupted equipment\n", | |
"* Reproducible runs" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 5, | |
"metadata": {}, | |
"source": [ | |
"HPC nodes each run their (locally installed) OS. Over time, identity is not preserved." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Test on performance for 20 stations (10 client/server pairs): 3 experiments, 2 configurations\n", | |
"\n", | |
"http://pastebin.com/mBPnpWzq" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import pandas as pd" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp1conf1 = pd.read_csv('ext2brd09.csv')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp1conf1.head" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 3, | |
"text": [ | |
"<bound method DataFrame.head of <class 'pandas.core.frame.DataFrame'>\n", | |
"Int64Index: 200 entries, 0 to 199\n", | |
"Data columns (total 17 columns):\n", | |
"Dest@Src 200 non-null values\n", | |
"Write 200 non-null values\n", | |
"Rewrite 200 non-null values\n", | |
"Read 200 non-null values\n", | |
"Reread 200 non-null values\n", | |
"Rnd read 200 non-null values\n", | |
"Rnd write 200 non-null values\n", | |
"Bkwd read 200 non-null values\n", | |
"Record rewrite 200 non-null values\n", | |
"Stride read 200 non-null values\n", | |
"Fwrite 200 non-null values\n", | |
"Frewrite 200 non-null values\n", | |
"Fread 200 non-null values\n", | |
"Freread 200 non-null values\n", | |
"Real 200 non-null values\n", | |
"User 200 non-null values\n", | |
"Sys 200 non-null values\n", | |
"dtypes: float64(3), int64(13), object(1)>" | |
] | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp1conf1.describe" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 4, | |
"text": [ | |
"<bound method DataFrame.describe of <class 'pandas.core.frame.DataFrame'>\n", | |
"Int64Index: 200 entries, 0 to 199\n", | |
"Data columns (total 17 columns):\n", | |
"Dest@Src 200 non-null values\n", | |
"Write 200 non-null values\n", | |
"Rewrite 200 non-null values\n", | |
"Read 200 non-null values\n", | |
"Reread 200 non-null values\n", | |
"Rnd read 200 non-null values\n", | |
"Rnd write 200 non-null values\n", | |
"Bkwd read 200 non-null values\n", | |
"Record rewrite 200 non-null values\n", | |
"Stride read 200 non-null values\n", | |
"Fwrite 200 non-null values\n", | |
"Frewrite 200 non-null values\n", | |
"Fread 200 non-null values\n", | |
"Freread 200 non-null values\n", | |
"Real 200 non-null values\n", | |
"User 200 non-null values\n", | |
"Sys 200 non-null values\n", | |
"dtypes: float64(3), int64(13), object(1)>" | |
] | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp1conf1.Write[:20]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": [ | |
"0 993964\n", | |
"1 963990\n", | |
"2 963360\n", | |
"3 895731\n", | |
"4 965287\n", | |
"5 964454\n", | |
"6 965733\n", | |
"7 897320\n", | |
"8 956900\n", | |
"9 961547\n", | |
"10 960912\n", | |
"11 970845\n", | |
"12 889349\n", | |
"13 967832\n", | |
"14 992784\n", | |
"15 958523\n", | |
"16 702249\n", | |
"17 892219\n", | |
"18 890304\n", | |
"19 958404\n", | |
"Name: Write, dtype: int64" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp1conf1.Write[:20].plot(style='o-', ylim=(4e5, 1.2e6))\n", | |
"exp1conf1.Write[20:40].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[40:60].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[60:80].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[80:100].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[100:120].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[120:140].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[140:160].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[160:180].plot(style='o-', use_index=False)\n", | |
"exp1conf1.Write[180:200].plot(style='o-', use_index=False)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 6, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x406ced0>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
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6vdGPvsz70q6vefjyYXKPdafvf/6+2eeo1UQeHkSJiXZ9aSIy/j5R//7GC7Tu\nZdXaapqyfwpFHIqg3/+PhkaPJqqutv/rFBQQ+fgQTV+8k0TjRHa7GOteZTAQzZlDtGKF/et+9VWi\nCROMv4NFZLxQL3xxOI1bNI7CF4fbJZYGg4E2Z2ymQW8Oou9ufmfVuu+8QxQdfffnXC25Sh5/86AD\n3x5oQyvNtTUWtq5vMBi3efp0Iq3WlpZbZktKeOCSCBHRwf8eJN8dvnRHc8cur5f8UzL1e6MffV30\ndYvPvXiRqE8f4wVU9pKVZazzS/vmxXZTra2mqR9OpTkH59CcSA1FRNj3IrX8fCKlkmjppn9Tvzf6\n0Uv/+5Ldd3r3orIyIk9Poo8/tl+dn35q/PHSuslM290/v/4nub3hRmdyz7R6nW+/JWo0V52ZgtsF\nNPitwfTOefOptO9X69cTjRhB9Msv9q2Xk0id1gRibuJcWpWyqs2v9fm1z6nv633pXN65Vq9z4gRR\nv35E31n3hcuinBzj0c3//V/b62qOrT8tcTc12hqa+uFUevLAbBo9VkMvvWSfevPyjDuUBZs/pr6v\n96UTV0/Yp2I7aY9YNnbunPG9lWP5136skpNjrOt0B/9STcqVFOrzeh86+sPRFp+bnp5Oej1Rr15E\nRUXmj5fcKaGhO4fS5ozN7dDSzvHBB0ReXu2T2DmJ1GlNIG5V3SKPv3nQ59c+t/l1zuaepT6v96F0\ndbrV68bFEQ0aZOx2sVVFBVFAgPG3itpTe+34arQ1NO3DafTEvtnk46eh7dvbVl9urvG3m2a/9r/U\nP7Y/nS84b5+G2lF7JxEiom3bjD8R0pZujtpaopAQotdft1+7rPFV/lfUP7Y/vXv+3bs+rz6e06aZ\ndxNX1lZS6Aeh9NKJl1r8bbP7RUoKkZsb0Y8/tk/9nETqtDYQyT8lk+dbnlRRU2H1a3xd9DX1e6Mf\nJf+UbPW69TZtIgoKMiYDa2k0RCoV0fLlln+Y7n5Ro62h6R9Np/A9T5G7TGNzV0xODpGXwkCq1zaQ\n19tedKXkin0beh/R64nCw4leecX2OmJiiGbO7Nz31pWSK6R4W0HrPl/XYhLYsoXoxRcblmu0NRS2\nN4yeOfJMl0kgFy4Yu63PtL6nz2qcROpYE4hnjz1LS44usar+725+R/1j+1Pi5baNkBsMREuXEk2a\nZPzmZ816zz1HNHWqfQfVOkuNtoae+OgJevzdJ8m1Xy2da33PIBERXb9ONFiho0c3P08P/+/DVFzZ\nQR3497DnP+jjAAAgAElEQVQbN4zdnGlp1q978KCxu6TRfHOdpriymB7530doydElpNU3/2b/4gui\n4GDjfZ1eR3MOzaEnE5686zr3k/qTctqz25qIk4iJNYG4XXObPN/ypKQfWzfYml2aTfK/yyn+Uryt\nzWtCqyWaMYNowYLWf+vbupVo2DCi27ft0oQWdUQXTH0iCX1rFrl51NKVVh5IqNVEg7zvUOCmWTRp\n7yS6XdNBQbFRR8Sy3mefGXc81vSd//CD8dvuhQvt1y5rVdZWUvi+cJr24TT6pbbpSHJ9PKuribp1\nI6qsNNCzx56lCfETqFrbDqf9dYKSEiI/P6K3327/17IliVg9x3pX08OxB/458594Pul5lNwpuetz\n82/nY9LeSXjlsVewMGihXV5fLAYOHACuXAHWrm35+YcONUz606OHXZpwT3AUOyIxMhH93Axwj4nE\n5Gkai7+o3Nj168DY8FIIF4UhcMhvkDw/GT0cu1BQ2mjiROCZZ4CFC42/69WSqirjDxxu3gw8/HD7\nt6+1ujt0xyfzPoHrb1wxce9E3Lpj/sZwcjLOWPrswZfxTfE3OBJ1BE7iDpyYqZ3U1AAzZwLTpgEr\nV3Z2a5pha8Z66623KCAggIYOHUpvvfUWERGVlJTQpEmTLM6//tprr5G3tzf5+vrSiRMNZ8zUz7/u\n7e1NK1euNJXX1NRQZGSkaf7169evmx6Li4sjpVJJSqWS4uPNjwhs2awXj79IUYejmn38xi83yHeH\nL71x5g2r626Nn382npa6a1fzzzlzxjhP9aVL7dKEe0KtrpZmHphJynUzaeSoWrrTzFnY164RyYbk\nkvtGf/rDiT/cdc6YB5lWSzR6tPHo9W4MBqKFC607Iu5oBoOB/vTZn8hnhw998K8PSBWtonGLxpEq\nWkVJqUk0bu1W6rvBn25V3ersptqFXm+clCsysn3mabHEln2nTUnk22+/pYCAAKquriadTkeTJk2i\nq1ev0urVq2nbtm1ERLR161Zas2YNERFdvnyZgoKCSKPRkFqtJoVCYRrsCg4OpszMTCIimjJlCqWk\npBAR0c6dO2n58uVERJSQkEBRUcYdfElJCXl5eVFZWRmVlZWZ7jfZKBsCcUdzh/z+4UcJ3yaYPVZy\np4QeeuchWp++3up6rZGdbbxg8NVXzSfcuXqVyN3deN5+V1erq6VZB2aR7KUZFPLoZxQW1jQW2dlE\n/YP+S73+OoBiz7TzqWldQP2pumfPNv+c998nGjrU/tcdtIel/1hKorFNLyDtO7kv9Xy2L42Zlt/Z\nzbObP/yBaMyY9rkYtzkdlkQOHz5MS5Y0DEZv3LiRtm3bRr6+vlRc1wFbVFREvr6+RGQ8Ctna6KtQ\neHg4nTt3jgoLC8nPz89UfuDAAVq6dKnpOV/WXT2n1WqpT58+RET00Ucf0bJly0zrLF26lA4caHoV\nqq0HWJn5mdRzWU8at2Cc6RvOoeRDFPJ+CP3hxB865CyPN988TUJh02llBw9+hWSy03c9SmlPHdmP\nX69WV0uhb44hqPoTZJNMM0X2lUWQ9KEd1OMv/Wj/N/s7vF1t1RmxJDJegOjpSVRaav5Y/QWw3zf/\nYwv3lCazEkY3JJLQuWOoR4+OPdmkrTMsNuett4iGDLHPNMPWsGXfadNvZwUEBGDt2rUoLS2Fk5MT\nPv30U4wYMQI3btyAm5sbAMDNzQ03btwAABQWFiI0NNS0vlwuR0FBASQSCeRyualcJpOhoMA4oVJB\nQQEGDBgAABCLxejZsydKSkpQWFjYZJ36un4tOjoanp6eAACpVIphw4aZfvju1KlTAGC2XKWtgvCa\nEKc96n6YzxPIiM3AQ14PYbpiumnmwObWt8dySkoqDIYwNJ4ISq0Og7v7B1i+fGy7v76l5UuXLnXo\n69UvVx90A+giEPYZAACewM9H3YHeH+MN7y14+qGnOyUe9+OyVAo88cR4TJ+eAY3mfWi1Iri5ybF4\nsQq//70By5cDfn73TnvvtnyjyLhfMf0C7nXjf46OQgwcCOzZcwo+Pu3fnqoqYd2smWF1DRmP7Oy1\n+PbbrxEaGtSq+pKTM7BhQ8PfY+VKFS5cMGD7duDChfHo3bt943nq1CnExcUZw+lZH1Ar2Zqxdu/e\nTY888giNHTuWli9fTi+++CJJpdImz+nVqxcREa1YsYL272/41rhkyRJKTEykrKwsmjRpkqk8IyOD\npk+fTkREAQEBVNDoSjyFQkG3bt2i2NhY2rRpk6l848aNFPurq+1s3axm511+puPmXW5uDuuOnkv7\nXtBrqJfFv0ePIHlnN+2+9K9/nSYHh6ZHud26vULTpnXwJeltdLf50Zcu7ZizmIiIVKq1Fj+r4eGv\ntmr9pKTTpFA0/XvIZK+Qi8tpunixnRvfDFv2nTafnbV48WJkZWXh9OnT6NWrF3x8fODm5obi4mIA\nQFFREfr16wfAeISRl9cwGU1+fj7kcjlkMhny8/PNyuvXyc01TvCk0+lQUVEBV1dXs7ry8vKaHJm0\nRXPzLtcYWj9hTlvdC5PM3DMcLMdCfJdJeljz3n03FRpN06lUq6o2Q6NJ66QW2Wbl/JVQfK1oUqa4\nqEDM3Bg89pjxJ/E7QltnFbQ0tW1BwWYolWkYPrzNzeswNieRmzdvAgByc3Pxr3/9C/Pnz8eMGTMQ\nHx8PAIiPj8esWbMAADNmzEBCQgI0Gg3UajWuXLmCkJAQuLu7w8XFBZmZmSAi7Nu3DzNnzjStU19X\nYmIiJk6cCABQqVRITU1FeXk5ysrKkJaWhvDwcNsj0Ehz8y47iTruVMGVK1VQKJqe62ucZCasmTXa\nX/3hb0fzlLlZLB8st1x+P+isWALN7/Q0mvsrKU8Lm4a3X3gb4bnhCDoXhPDccNOcKPVJpCNmSWru\nC9+//61H//7GuXKGDAGGDwcefRR4/HFgyhTgySeBefOA//zH8t+je/f76+9h83wic+bMQUlJCSQS\nCXbt2oWePXvi5ZdfRmRkJHbv3g1PT08cOnQIAODv74/IyEj4+/tDLBZj165dpvGFXbt2ITo6GtXV\n1Zg6dSomTzbOyLVkyRIsWLAASqUSrq6uSEhIAAD07t0b69atQ3DdtHjr16+HVNr8dLPWaG5+gNb+\nvr89tHUWva7E4kyRVk7zyxp0paPc+tk/T/1qkq9BgwCBAFCrAS+v9m2DpRkWvbxewWuvTcbYscZr\nPBrfqqubLn/7rQ51HTdN3G9/jwdqZsPWSE5Lbjppz1zrp5Vl9sN/D/tJTs6oGwi2NFd81/mSEhVl\nvDhvoX2uB76r5OQMPPdcGrp3F8HLy7pZBe/Fv4ct+05OIow9QOqnlW04yrV9KtV71Y4dximi33uv\n/V9LqwXc3IyvJ5NZv/699vfgJFKHk4h9/brLgNmOY2lfluL59dfA008D333X/q+flga8+iqQmdn+\nr9URbNl3PvC/ncUY61oCA4GCArT422v28PHHxoHyBxkfiTDGupzwcOCFF4AZM9rvNQwGQC4H0tMB\nX9/2e52OxEcijDEGdMj1IufPA1Jp10kgtuIkwlrUmdc2dDUcS/tqLp4dkUS4K8uIkwhjrMsJCQG+\n+cZ4bUZ7IOIkUo/HRBhjXdLIkUBsLDBmjP3r/u4747hLbq7x4saugsdEGGOsTnt2aX38MTBrVtdK\nILbiJMJaxP349sOxtK+7xbO9kwh3ZRlxEmGMdUmjRwNnz7Zufnlr5OYC168DY7vWhf424zERxliX\n5esLJCYaL0C0lx07gAsXgLq5nLoUHhNhjLFG2qNLi7uymuIkwlrE/fj2w7G0r5biae8kUlJiPApR\nqexX5/2OkwhjrMuydxL55BNg0iTA2dl+dd7veEyEMdZlERl/qj0rCxg4sO31zZwJREQAv/1t2+u6\nF/GYCGOMNSIQGI9Gzpxpe11VVcYfW5zGc6I1wUmEtYj78e2HY2lfrYmnvbq0jh83XgXfq1fb6+pK\nOIkwxro0eyWRI0f4rCxLbE4iW7ZswdChQxEYGIj58+ejtrYWpaWlCAsLg4+PD1QqFcrLy5s8X6lU\nws/PD6mpqabyCxcuIDAwEEqlEqtWrTKV19bWIioqCkqlEqGhocjJyTE9Fh8fDx8fH/j4+GDv3r22\nbgJrJZ6Jz344lvbVmngOHw5cuwY02h1ZTasFkpONYyLsV8gGarWaBg8eTDU1NUREFBkZSXFxcbR6\n9Wratm0bERFt3bqV1qxZQ0REly9fpqCgINJoNKRWq0mhUJDBYCAiouDgYMrMzCQioilTplBKSgoR\nEe3cuZOWL19OREQJCQkUFRVFREQlJSXk5eVFZWVlVFZWZrrfmI2bxRjroh5/nOjTT21fPzWVaORI\n+7XnXmXLvtOmIxEXFxdIJBLcuXMHOp0Od+7cgYeHB44dO4ZFixYBABYtWoQjR44AAI4ePYp58+ZB\nIpHA09MT3t7eyMzMRFFRESorKxESEgIAWLhwoWmdxnXNnj0bJ0+eBACcOHECKpUKUqkUUqkUYWFh\nOH78eFvyKGsB9+PbD8fSvlobz7Z2afEFhs0T27JS79698dJLL2HgwIFwdnZGeHg4wsLCcOPGDbi5\nuQEA3NzccOPGDQBAYWEhQkNDTevL5XIUFBRAIpFALpebymUyGQoKCgAABQUFGDBggLGRYjF69uyJ\nkpISFBYWNlmnvq5fi46OhqenJwBAKpVi2LBhpkPf+jceL7du+dKlS/dUe3iZl61d7tEDSEqybf3P\nPz+FgweBc+fune2x1/KpU6cQV/f7LfX7S6vZcshz9epVGjJkCN26dYu0Wi3NmjWL9u3bR1KptMnz\nevXqRUREK1asoP3795vKlyxZQomJiZSVlUWTJk0ylWdkZND06dOJiCggIIAKCgpMjykUCrp16xbF\nxsbSpk2bTOUbN26k2NjYJq9r42Yxxrqoigqibt2I6nrgrXLuHNGQIfZv073Iln2nTd1ZWVlZGDVq\nFFxdXSEWi/HUU0/h3LlzcHd3R3FxMQCgqKgI/fr1A2A8wsjLyzOtn5+fD7lcDplMhvz8fLPy+nVy\nc3MBADqdDhUVFXB1dTWrKy8vr8mRCWOM/ZqLC+DjA1y8aP26fFbW3dmURPz8/PDll1+iuroaRITP\nPvsM/v7+eOKJJxAfHw/AeAbVrFmzAAAzZsxAQkICNBoN1Go1rly5gpCQELi7u8PFxQWZmZkgIuzb\ntw8z605/mDFjhqmuxMRETJw4EQCgUqmQmpqK8vJylJWVIS0tDeHh4W0OBGte/eEvazuOpX1ZE09b\nxkV4GtyW2TQmEhQUhIULF2LEiBEQCoV4+OGH8fzzz6OyshKRkZHYvXs3PD09cejQIQCAv78/IiMj\n4e/vD7FYjF27dkFQNyXYrl27EB0djerqakydOhWTJ08GACxZsgQLFiyAUqmEq6srEhISABjHY9at\nW4fg4GAAwPr16yGVStscCMZY1/bYY8CHHwKrV7d+ne+/N87T/sgj7deu+x3/dhZj7IFQUAAEBQE/\n/9z6aW03bwZu3AC2b2/ftt0r+LezGGOsGTKZcWzkxx9bvw53ZbWMkwhrEffj2w/H0r6sjac14yK5\nuUBODjBmjPXtepBwEmGMPTCsSSJHjgDTpwNim0aOHxw8JsIYe2Bcvmz8/aurV1t+7oQJwKpVD9bv\nZdmy7+Qkwhh7YBgMQJ8+xmTSv3/zzyspAby8gOLiB2sWQx5YZ+2C+/Hth2NpX9bGUygERo9ueZIq\nnga39TiJMMYeKK0ZF+GzslqPu7MYYw+UM2eMYx1ZWZYfr6oydnXl5Dx4sxhydxZjjLVgxAjghx+A\nykrLjx8/DoSGPngJxFacRFiLuB/ffjiW9mVLPB0djbMdZmZafpy7sqzDSYQx9sBpblxEqwU+/fTB\nOq23rXhMhDH2wElOBt58E/jss6blaWnAunXAl192Trs6G4+JMMZYK4waZezO0mqblnNXlvU4ibAW\ncT++/XAs7cvWePbqBXh6At9801BmMPAEVLbgJMIYeyD9elzkq6+MycXHp/PadD/iMRHG2APpww+N\n3VeJicblNWsAiQTYtKlz29WZeEyEMcZaqf5IhIinwW0LTiKsRdyPbz8cS/tqSzwHDjQeeWRnG6fB\nrakBHn7Yfm17UPAv5TPGHkiffpoBnS4VTzwhhk6nQ1CQCgLB2M5u1n3HpiORH3/8EcOHDzfdevbs\nie3bt6O0tBRhYWHw8fGBSqVCeXm5aZ0tW7ZAqVTCz88PqamppvILFy4gMDAQSqUSq1atMpXX1tYi\nKioKSqUSoaGhyMnJMT0WHx8PHx8f+Pj4YO/evbZsArPC+PHjO7sJXQbH0r5sjWdycgZWrTqB4uJN\n+OGHDbh6dRMuXjyB5OQM+zbwQUBtpNfryd3dnXJzc2n16tW0bds2IiLaunUrrVmzhoiILl++TEFB\nQaTRaEitVpNCoSCDwUBERMHBwZSZmUlERFOmTKGUlBQiItq5cyctX76ciIgSEhIoKiqKiIhKSkrI\ny8uLysrKqKyszHS/MTtsFmOsC1Op1lLDaEjDLTz81c5uWqeyZd/Z5jGRzz77DN7e3hgwYACOHTuG\nRYsWAQAWLVqEI0eOAACOHj2KefPmQSKRwNPTE97e3sjMzERRUREqKysREhICAFi4cKFpncZ1zZ49\nGydPngQAnDhxAiqVClKpFFKpFGFhYTh+/HhbN4PdBffj2w/H0r5sjWdtreWe/JoaURta82Bq85hI\nQkIC5s2bBwC4ceMG3NzcAABubm64ceMGAKCwsBChoaGmdeRyOQoKCiCRSCCXy03lMpkMBQUFAICC\nggIMGDDA2EixGD179kRJSQkKCwubrFNf169FR0fD09MTACCVSjFs2DDToW/9G4+XW7d86dKle6o9\nvMzLbV2uqspGg1N1/4+Hk5P+nmhfRy2fOnUKcXFxAGDaX1qtLYc+tbW11KdPH7p58yYREUml0iaP\n9+rVi4iIVqxYQfv37zeVL1myhBITEykrK4smTZpkKs/IyKDp06cTEVFAQAAVFBSYHlMoFHTr1i2K\njY2lTZs2mco3btxIsbGxTV63jZvFGOvikpJOk0LxSpOuLIXiT5SUdLqzm9apbNl3tulIJCUlBY88\n8gj69u0LwHj0UVxcDHd3dxQVFaFfv34AjEcYeXl5pvXy8/Mhl8shk8mQn59vVl6/Tm5uLjw8PKDT\n6VBRUQFXV1fIZDJTJgWAvLw8TJgwoS2bwRh7wEybZjwLa8eOdaipEcHJSY+YmMmmcmaFtmStqKgo\niouLMy2vXr2atm7dSkREW7ZsMRtYr62tpWvXrpGXl5dpYD0kJIS+/PJLMhgMZgPry5YtIyKiAwcO\nNBlYHzx4MJWVlVFpaanpfmNt3Cz2K+np6Z3dhC6DY2lfHE/7smXfafORSFVVFT777DO8//77prKX\nX34ZkZGR2L17Nzw9PXHo0CEAgL+/PyIjI+Hv7w+xWIxdu3ZBIBAAAHbt2oXo6GhUV1dj6tSpmDx5\nMgBgyZIlWLBgAZRKJVxdXZGQkAAA6N27N9atW4fg4GAAwPr16yGVSm3dDMYYY23Av53FGGMMAP92\nFmOMsQ7GSYS1qPGJDKxtOJb2xfHsfJxEGGOM2YzHRBhjjAHgMRHGGGMdjJMIaxH3O9sPx9K+OJ6d\nj5MIY4wxm/GYCGOMMQA8JsIYY6yDcRJhLeJ+Z/vhWNoXx7PzcRJhjDFmMx4TYYwxBoDHRBhjjHUw\nTiKsRdzvbD8cS/vieHY+TiKMMcZsxmMijDHGAPCYCGOMsQ7GSYS1iPud7YdjaV8cz87HSYQxxpjN\nbE4i5eXlmDNnDoYMGQJ/f39kZmaitLQUYWFh8PHxgUqlQnl5uen5W7ZsgVKphJ+fH1JTU03lFy5c\nQGBgIJRKJVatWmUqr62tRVRUFJRKJUJDQ5GTk2N6LD4+Hj4+PvDx8cHevXtt3QTWSuPHj+/sJnQZ\nHEv74njeA8hGCxcupN27dxMRkVarpfLyclq9ejVt27aNiIi2bt1Ka9asISKiy5cvU1BQEGk0GlKr\n1aRQKMhgMBARUXBwMGVmZhIR0ZQpUyglJYWIiHbu3EnLly8nIqKEhASKiooiIqKSkhLy8vKisrIy\nKisrM91vrA2bxRhjDyxb9p02HYlUVFTgiy++wOLFiwEAYrEYPXv2xLFjx7Bo0SIAwKJFi3DkyBEA\nwNGjRzFv3jxIJBJ4enrC29sbmZmZKCoqQmVlJUJCQgAACxcuNK3TuK7Zs2fj5MmTAIATJ05ApVJB\nKpVCKpUiLCwMx48ftzmJspZxv7P9cCzti+PZ+cS2rKRWq9G3b18888wz+Oabb/DII4/grbfewo0b\nN+Dm5gYAcHNzw40bNwAAhYWFCA0NNa0vl8tRUFAAiUQCuVxuKpfJZCgoKAAAFBQUYMCAAcZG1iWp\nkpISFBYWNlmnvq5fi46OhqenJwBAKpVi2LBhpkPf+jceL7du+dKlS/dUe3iZl3nZPsunTp1CXFwc\nAJj2l9ay6TqRrKwsPProozh79iyCg4Px4osvokePHvjHP/6BsrIy0/N69+6N0tJSxMTEIDQ0FE8/\n/TQA4Nlnn8WUKVPg6emJl19+GWlpaQCAL774Aq+//jo++eQTBAYG4sSJE/Dw8AAA09FLXFwcampq\nsHbtWgDApk2b4OzsjJdeeqlho/g6EcYYs1qHXScil8shl8sRHBwMAJgzZw4uXrwId3d3FBcXAwCK\niorQr18/AMYjjLy8PNP6+fn5kMvlkMlkyM/PNyuvXyc3NxcAoNPpUFFRAVdXV7O68vLymhyZMMYY\n6zg2JRF3d3cMGDAAP/30EwDgs88+w9ChQ/HEE08gPj4egPEMqlmzZgEAZsyYgYSEBGg0GqjValy5\ncgUhISFwd3eHi4sLMjMzQUTYt28fZs6caVqnvq7ExERMnDgRAKBSqZCamory8nKUlZUhLS0N4eHh\nbYsCu6v6w1/WdhxL++J4dj6bxkQAYMeOHXj66aeh0WigUCjwz3/+E3q9HpGRkdi9ezc8PT1x6NAh\nAIC/vz8iIyPh7+8PsViMXbt2QSAQAAB27dqF6OhoVFdXY+rUqZg8eTIAYMmSJViwYAGUSiVcXV2R\nkJAAwNhFtm7dOtNR0Pr16yGVStsUBMYYY7bh385ijDEGgH87izHGWAfjJMJaxP3O9sOxtC+OZ+fj\nJMIYY8xmPCbCGGMMAI+JMMYY62CcRFiLuN/ZfjiW9sXx7HycRBhjjNmMx0QYY4wB4DERxhhjHYyT\nCGsR9zvbD8fSvjienc/m385ijD2YkpMzsH17KmprxXB01GHlShWmTRvb2c1inYTHRBhjrZacnIFV\nq04gO3uzqUyhWIu33w7nRNIF8JhII+HPhCM5Ldnq9eY/txAShTPEvo6QKJwx/7mFVq2/IfY19Hl0\nEKSPydHn0UHYEPua1W2wRx3Jn3+O8JUrMf7FFxG+ciWSP//c+jrSkhH+TDjGR4+3KZ4bXtuAPg/1\ngXSYFH0e6oMNr23o8DbYqw5mtH17apMEAgDZ2ZuxY0daJ7XIdp8nf46V4Svx4vgXsTJ8JT5Ptv4z\nwmDDrOz3AQCEDSCPSe6UlJrU6vXmPbuAMFRA2ICG21ABzXt2QavWX//GZhIEOTRZXxDkQOvf2Nzq\nNtijjqSTJ8lJ5kmQ9SR49iLIepKTzJOSTp5sfR2pSeQ8opuxDdHGdjiP6NbqeK7fvJ6EgcIm2yEM\nFNL6zeutaoPjcOcmdTgOd7bqb2qPOoiIJoSrSCQXk2iwmERyMU0IV9m0vtBdZNP6REQTpkwgwUAR\nCRQiEgwU0YQpE6yuY0TwCBLJRCTyFJFIJqIRwSOsWn/UqPUEhySCh4rgOc74v0MSPfro+g5rA1FD\nLOAhtCkWJ5NO0tDeQ8nFw4W6eXYjFw8XGtp7KJ1Mav1nhMi4zxB7OZHIx4HEXk6t3lfUs8ff1B51\n1LMlJXTZ7ixsMN4PufAwMo9daNV6wgEO6DZWC79MoJseqBIBP4wEqjIkMORpWlzfQdED2oW/mJVL\n9vaAJvt2q9rgoOgBx9BfzNpQ+2Xr6+gpHwyDqBh+kpqGOrROEOrdUZGvblUdvQP7QfvQz/DLBLRV\ngKSbsR0O/+mLkm9vtrh+N2U3CEPumG2H4atuqLpiHiOL2+HbG4YRZWZ1CC/0RsUPJR1Wx8TJ4fjq\n+1T4SRrVoQVChqhw8vgJq9Y3xdKK9QFg4tSJ+Ory5+ZtGDoBJz892ao6gkOC8cONLLM6/NxG4PxX\n582ebzAA338PnDnTcMvOiwCUXwMR2Q1PPKwArgyHYsBhjBkD083bG6ibNsjmNrQUiybxtCIWAZ4B\n+K77D6AIvalMcFgE/6oh+K/621bVMf+5hThw7kMgwtBQeFiIeY8+jY/e39uq7fg87xQwp9H6iUJM\nGDC+1dsxcepEfJ6bDkQ02o0fFmDCwMdbXUdjtnRnddkkMkJh3FlU/yjCqtdWGcshgEAgaPK/loAq\nvR6/6PU4GrMdU8v1ONgwTTyiegGf9hRD9upCCEViCIViCMUSCEWSuvsOEApFEIokyFyzEYisNm/Q\nQWdM/sffIAJBKCAIYbyJiCCou19ffvSZlzH1tta8Dd0c8NInh+Hs0B1ODj3gLOkGZ4ceEAsdTM+r\n/0Mu9ffCVLpjXofgN0i/XoxuQiG6iUSmm6NAYJokrF6Pfr/BVF21eR2OTvjpp2vQkx56gx560kNn\n0JndHx8Sgql3DBa2Q4DE9BQYyAACGf8nsri8eMpvMfUXjXkd3R0Qd/wjCAVCCAVCiIQi4/8Ckdny\n1NGTMPWOhTqcHPH9D1fhIHKAg8gBjiJHOIgcIBKKzP58Lq5iTCHz90WKQITbJTrzv/ev9HAVY2ob\n1jfWIcJUshBPgRCVJfrmV7Sijqoq4Pz5hoRx7hzg6gqMHg2MGmX8P3CyA/Cc1rzy9yX49rgGX3wB\n002nAx57rCGpPPQQ0Ktf22Jp3A7L8fxUKELlrebrIANBU6xBjboGvSP7wvC8+XYI35OgcFseHAc4\nwnVayW0AABn6SURBVFFuvAkdLff6Cwc6gpaYf7kU7naEPremxe0QDHQAlpi3QfCBAwx5tS2uDwAC\nuQO6j7P9i69ZfZxEjAQCAQj1Oxwxnliqws86Pco0Otyu1aKqRoOamlpoNLUw1NRAUH0H+tpqBJy9\njfNV5uEI7i7E5cf6gwQGkFAPg0APEhJIoK8rI0BgAF3TofsQjdkf9JcfJZD4OkMIEQS/uglJBIGg\nflkM72Pf4/wvFtrgIsDl+QOhl9TAIKk13hxqARJAoJVAUOsAgcYBqJVgeGIxzldYriNL5QWIDYBY\n3/C/SF+3rAdEOkCsx4j/rcb5CvPYBkuBrOecjBnLUHcjAgxk/F9PABkw4oDB8vouQNaMugVCQ+Yj\nAUBCAELj/yTAiJRanK+0sB09BPh6em9AIIBAKDCO7AkACAUQmO4b/w86cBPnLRzABfcELi51BoQG\nkEgPEhoAofEbocAgBAwCCAxCCAwCDH9XY3lbegL/WdzD+Hqoe10IGpbrFh9673azsfzm+e4AAVQX\nDKoPDJFxiYzLD3/QTBukwIXF9SdZChp98zfeEQga7g9/v7b5Op72A+mcIBDqIRRrIRBrIHTQQiAm\nkEAECIQggQja41fR3Rvm7/GfgN/MGgmh8V0NIQQQ1DhBV+ECXUVPaMp6Ql/jjEe+fB3nKw3mbegh\nwC/zRkJb/4+00JEOOoMWetJBr9fBUHcLTC7H+UoL2+ECXJgsMm6zoOG9IKiPS/37QghovzcAky0k\n3xQRegztBpFOBKFOCLFGBBHEEAslEIvEkIgd4ODgAAcnR1w8cwmYZWFHfcQBYxaMh4500JAOOtJB\ni7r/SQd9XVnhsWzLbUgToHtYbwjqPh+C+s8aUaPPnfE9YvikAlNvknlCFTuj8uYd87pbYEsS6dKn\n+B4sA4LLXZD46ni4S8ToKwK8hHr0hha9SAOpoQZSQxV6GqrQS38b/8ZRAObfDB75RYK5Z59CnkiO\nPKEceaKBKII79HCAgYQggxBEAlRXPIWp/83CQW3Dt6GoXDE+NYyA408fQygwQIC6G9X/r4cABoAM\ncDLcgWvNRADlZm3wu+2EWe/PgvFTITB+qCEAhHoYxFoYJDpArIFeosGVOx+hYe/cYHCNAI9eGtmQ\nwGD8xg6BCBCKQAIHABIYBBKoK98CUAUAOAVgfF0d/St6ICpxB3QCZ2gNztDqxNBpxdDUOkCrFUOj\ndYBG54C+NAFAqVkb3CulCEs8BIleAwnpIDFoIDFo4YhaOAuq0U1QDSdhDX4jqMYV7d8BmB/ZPVTp\niAWHf4tqgTNq4IgaOKEGzqiGE2oEjqgmJ9QInFANJ4i18yzGU3r7/9u797CqynyB49+19t6AQlxE\nboKBIl4wAicxxzOmg1wcLctsRE/hZbDj6Ohj1nRsGg0vpTTTOY41ep5n5rHJrARzyhpS0jDTLKUa\nnCa1ogLkJirilcu+/c4fG7cS21F26B553s/zrIe1F/tdvOvHu9dvve96F/Qg5ncfAlrr7BKttYdo\nxWS4gJfhPF6GRkx6E4Hmh1y2i5hGI4NfXoBBbBjEjlHsGFvXDWLHiGO9qvlPgK1dLOPPGUj/43TM\nmgmzZsSimbBoRsdC67puxKqZkKZHXdYhuNHEyI0voosdTUATOwZsIKCLzdHbFTsGEQzNj7jch1+T\nkdQ37uYWQzl243kshmYshmZsuhmr3oJVb8GmWbBqLXx5AsaV0vakdQq2+UJIwTeIpjsWNETTW9uq\n4wxu1b3xbZ8/AOhp1bAejCbQLnjZhW42wdsueNkEH5vgbbfjbQdvsVHXvA3HmbRtPAMsRiKO/BG4\n2Po1x7kXEF1HNA3RDAgGTp15HL+v69onw5PB2L5YiVW3YtcsiMGKRgtgRdPMjvhpFjTNApavABdJ\nxNKND7f1Q7MZwWZEsxnRrIbWdQOa1fGV5tWAi6HhqjB46SnQBc0AaBpiAAwCBkAHTQcxaAw8uoD8\npra/0/wGSPZ20Vu8Trp0EgHIkAYOaL+h2csfs18g1oBA7AGBSI8gtJ5BGEJ64BXeC6+Invx1/k44\n2/5SrdHXxMJ53aD8M6h4A63iKByvRyJCkehe2G+NwN47nKz/+ZR8c9vudL7FSlq3T3l16/+h1R1H\nO3YC/fgptOOnMZw4i+H4OQwnGjGebEZvsbLoClcBJmMTM+7/k+NEYXd8KDU7jp4IOK6cW69cntzu\n+pPaw2pn2a2FYAWsglhwnFNa1zU76LqOpsHi1gTyfX04x0rzfLBIa/LU0URDM2loPo6ega7DE1Xt\nT9wAfeUszwyYDV4adm8dvDXwBjEKdlsjdksjdmsjdt3Krz8QV+c8WrxauH/6RvQWO1qLHb3Fjt58\ncV0cr1sEvUV46hvXQz13yCneCYxHDCC6BgZa18HREdGw6xp2Teepb13vo4dFeDJ6jaOcc9EQo+b4\nZBlAjBpLCzSX5a12jZlpf0W3aGhmDc0CuuMchW6RS4tVePoKQ1a3ma08pc279LN1rW19dMAgiBFy\n/uF6HyNarCyxP0dzmEZzuE5LmJHmMC9aQr1oCfHBHOgN4oNY/Fgys4b8793Sym+An1rgmf+NQ/cS\nNJOAbsf7bAtep1rwqjfjdaIFr+ONLHHdrIhvEl6rfAe7yYDNqGM36tiMBuwGHZu3Y91m0LEZdFaV\nGbiYRC6X3GTlzeqFnOjtT32UHyei/DgR2Y1zAUZEszsunjRHj3/Jf3cj9XVjuwu+94y+LJ2Xj2Br\nHVrV0DCCGFsDemn9NytjaX79TNv7Q5tj8T4axIqx3TH5G9CMJsCIYEI0I2gmaP36xIoYzK/f0q68\nV30Iixd7IWJtXczY7Y71i19FrNgsFj76zAdXH5JbrCbXgb4O3E4iMTEx+Pv7YzAYMJlMFBcXc+rU\nKTIzM6moqCAmJobNmzcTGBgIwKpVq3jxxRcxGAw8//zzpKenA/DZZ58xY8YMmpubGTduHGvWrAGg\npaWFadOm8fe//53g4GDy8/OJjo4GYMOGDTzzjGOa4eLFi5k27crTcD/xC0A/U093Xaf7VY5pbnAE\nv/h5Ji82XWrpM7t1Z1Z+Hvr48W3fbDajVVZCeTmG8nKoqKCfrx+Y2588R5jthM5/HcLDW5ckGBQB\nPw2/tC0iAoKCuDV3OVlLV7DRculD8pBJ586lS4h8culVjsAhceVSHsxZzqvWSwnpP40aP172FEFX\n2IeIYK420/hlI+ePXOCrpfeSdfYfbLTanFd6DxkN1PndTt30LXSP6043/7N0K9+Had87aLuKIDIG\nxo6FsWOpWvYMU97/mDwunXGm4Ist5Sf4FRWCxQIHDsDOnfDee/D553DnnZCa6liGDGHYsyt4KGcF\nr1gvi4VR586cJURdYyz6rFzqeh/LluB1jfs42DuGzKo68rk0zp2JDzURoUTv+wp8fP5lefOYsWTu\n+oB8mp2xzMQH+09H0W9r4TXVoXrMeDJ37WpXB1tKCv5F1zZlWZ/2CzJf2US+XLYPzYeQqZl4L1+C\n13ff4F/+LVJeBuXlaB9WQEUl2olKJCIEe3QvEq0GLvaqLpdgMzL0VS/0mpPo1SfQTjQgPQOx9wpD\nIqOQqHBkcDg+fV9lZlkDf5FLV/BTdB+O3xGNzwcXj6N1UE/ajHc6v5YOy2DKkePk2S/Fc4ruQ+Wg\nUJblv8qt/zhC9OeH0Q4eQtv6uaOtJSWhDRkCSUkwZAjvBWaQX9v+gu/+EAvzH9nh3CZiQ8SC3W5G\nxNJmPf+v6XzxbS/O/6kfeDWD2Qe/5vPc3r+KNK84zu45jW+CNwEpt+D3o25oRttlicHKu7vOsu+T\niHblf/KTU2Rl2dB1H3TdG03zRtcdi+2MzukdjdS/dZru33zJCc31kJXJ/wb2D9ydChYTEyP19fVt\ntj3++OPy7LPPiohIbm6uLFq0SEREDh06JImJiWI2m6WsrExiY2PFbreLiEhycrIcOHBARER+9rOf\nyfbt20VEZO3atTJnzhwREcnLy5PMzEwREamvr5e+fftKQ0ODNDQ0ONcvR+vo4UNePvJBQcemcn5Q\nUCCLMzIkZ9QoWZyR0aHyv01Pl9Y7A22WxRkZHarD88/kyKTonvJgZIBMiu4pz3dgWmxn7WN++nx5\n1GuaTOjuL5m+vjKhu7886jVNFmQscF3AbBbZu1dk8WKRoUPltwaDzDX4yEjdX9L1ABmp+8tcg48s\nHjhQZPx4EX9/kTvuEFm0SGTnTpHGxutyHJ2xjw8KCuQ/Anq2OZYRAT071DYeSMmQEcZASTUEyghj\noDyQ0rE2ISIyKWWc/NgYJKmGIPmxMUgmpYzr8D7mZs2UkT49Jd0rWEb69JS5WTOvXqi5WaS0VGTn\nTlkQfavLNr6wd6RIXp7Ivn0iFRWO9uBCUVGB3DUkQsb4+8t43wAZ4+8vI5MipKjo2mNZVFQgwweH\ntNnH8MEhV95Hba3Itm0iK1eK/PznInFxkqPrLo8jZ9SoDtVj2MCgNvUYNiDIWQ/rOavUvlQrJaNL\n5MOeH8rXv/pazhSfcZ77iooKZNRd0ZKcPFQSE0dJcvJQGXVXdLvjsDZapS6/Tj4f/7l86rdRTtz2\nsFhDo8SekCCbMlLlF96GNscwzcfo1udExL0pvj8oiZw8ebLNtgEDBsixY8dERKS2tlYGDBggIiIr\nV66U3Nxc5/syMjLk448/lpqaGhk4cKBz+6ZNm2T27NnO9+zfv19ERCwWi/Ts2VNERF577TX55S9/\n6Swze/Zs2bRpU9uDaj1xdzSB/FAfFBTIk7GxbX6hv4mNveH16AxFBUUyK3aWvM/7sprV8j7vS3Zs\n9jXPo88ZMcL1hzQiQmTzZpETJ67zEXSuH3Jxcbn333+/cyt2g31QUCCP9Apv8ztd0Cu8Q/EoKiqQ\nBQsyZMGCUbJgQUaHEsj39zFpUqJb+/htSorrC77u3UUeeEDk6adF/vY3kcpKkdaT/ve5isUjV4hF\nU1mTlC0vk/2x++XAoANSkVshhS8VSmrYELmn9ULtnu7+kho2RIoKisRus0vDngb5ctaXsj/gbanq\n/99i7pMo9vAIkcceEzl40LnvzrjQusidJOJ2n0fTNFJTUzEYDMyePZuHH36Yuro6wsLCAAgLC6Ou\nrg6Ampoahg8f7iwbFRVFdXU1JpOJqKgo5/bIyEiqq6sBqK6upnfv3gAYjUYCAgKor6+npqamTZmL\n+/q+yvBwdn3yCbs++YTAwECSkpIYPXo0cOmPtnX669Yhr2nLlqGbzfQOD2fs/PnYfX3ZvXv39f/5\nnfha99WZumYqW1/YSsk3JXzY40Pm5swlZXzKNZX/1nxpuGJ369fRgO3229kdEgJffPFvdbxXfe3r\ny4rCQufry0fk/y3qd4Ne3zV+PCXzFzDtjTfo2707Nh8f+owejd3X95rjoeu+3HffE22+39HPh677\n8oc/FLr8A4zXUj4kLY3fVlTwzLffOtvnjr59GfvYY+yuqYF//pPRe/bAwYPsbmqCfv0c5ZOS2G2x\nwK238t7zz7O65lib9r265hjTli3D7uvb/ucvGU304mi2rd3GV4VfsWX7X0iw1zGBs87yjzbWsXza\nE3xlepB00wVu9SuixnKA0ugRRP76dzBmDLv37oWGBudQXsKI0SSMGO1WPHfv3s1LL70EOG5RuMXd\njFVTUyMiIsePH5fExETZs2ePBAYGtnlPUFCQiIjMmzdPXnnlFef27Oxs2bJli3z66aeSmprq3L5n\nzx65++67RUTktttuk+rqauf3YmNj5eTJk/Lcc8/J008/7dy+YsUKee6559r83B9wWEon6Uq9MqVr\nuubeZW2tyPbtIrm5IlOmiAwaJOLjIzm+vq5728nJIt9+K1JdLXLypMi5c47hve/1aO4PdD00+Cu9\nu9j9g8Seliby8suO8jeIO+dOt3siERERAISEhDBx4kSKi4sJCwvj2LFjhIeHU1tbS2hoKODoYVRW\nVjrLVlVVERUVRWRkJFVVVe22Xyxz9OhRevXqhdVq5cyZMwQHBxMZGdnm6qOyspKUlBR3D0O5Tu5q\n7ZUteeEFDM3N2Hx8GDt/vnO7onjaXePHX1t7DA93ThhxamzEmpLimBzyPbZDhyAlBVpaLi3NrZMZ\nvL2dy6CzJ13/PG8T2pEvoFcvN47KA9zJVhcuXJCzZ8+KiMj58+dlxIgR8u6778rjjz/uvPexatWq\ndjfWW1pa5LvvvpO+ffs6by4NGzZM9u/fL3a7vd2N9Yv3PjZt2tTmxnqfPn2koaFBTp065Vy/nJuH\npVzBzT6O/+9ExbJzeTKeHe5tWywi58+L1NeLVFfLrwYnuOyJzPlR8o09kMu4c+50qydSV1fHxIkT\nAbBarTz44IOkp6czdOhQJk+ezPr1651TfAHi4+OZPHky8fHxGI1G1q1b5/wzG+vWrWPGjBk0NTUx\nbtw4xrZm++zsbLKysoiLiyM4OJi8vDwAevTowZIlS0hOTgYgJyfHOY1YURTlRulwb9todCyt948m\nP7uKhbP+i9XHapxveSS8F1OW51z3unemrvtnT7reYSmK0sXseecddl6WhNI8POSr/nZWK5VEFEVR\nOk79UyrlunA1jVJxj4pl51Lx9DyVRBRFURS3qeEsRVEUBVDDWYqiKMoNppKIclVq3LnzqFh2LhVP\nz1NJRFEURXGbuieiKIqiAOqeiKIoinKDqSSiXJUad+48KpadS8XT81QSURRFUdym7okoiqIogLon\noiiKotxgKokoV6XGnTuPimXnUvH0PJVEFEVRFLepeyKKoigKoO6JKIqiKDeYSiLKValx586jYtm5\nVDw9TyUR5aoOHjzo6Sp0GSqWnUvF0/PcTiI2m40hQ4Zwzz33AHDq1CnS0tLo378/6enpnD592vne\nVatWERcXx8CBA9mxY4dz+2effUZCQgJxcXEsWLDAub2lpYXMzEzi4uIYPnw4FRUVzu9t2LCB/v37\n079/f15++WV3q690wOW/S+WHUbHsXCqenud2ElmzZg3x8fFomgZAbm4uaWlpfP3114wZM4bc3FwA\nDh8+TH5+PocPH6awsJC5c+c6b9zMmTOH9evXU1paSmlpKYWFhQCsX7+e4OBgSktLWbhwIYsWLQIc\niWr58uUUFxdTXFzMsmXLVCNSFEXxILeSSFVVFdu2bWPWrFnOhPD2228zffp0AKZPn87WrVsBeOut\nt5g6dSomk4mYmBj69evHgQMHqK2t5dy5cwwbNgyAadOmOctcvq9JkyZRVFQEwLvvvkt6ejqBgYEE\nBgaSlpbmTDzK9VNeXu7pKnQZKpadS8XT84zuFFq4cCG///3vOXv2rHNbXV0dYWFhAISFhVFXVwdA\nTU0Nw4cPd74vKiqK6upqTCYTUVFRzu2RkZFUV1cDUF1dTe/evR0VNBoJCAigvr6empqaNmUu7suV\niz0kpXNs2LDB01XoMlQsO5eKp2d1OIkUFBQQGhrKkCFDrjgzQtM0j57E1TMiiqIoN0aHh7M++ugj\n3n77bfr06cPUqVPZtWsXWVlZhIWFcezYMQBqa2sJDQ0FHD2MyspKZ/mqqiqioqKIjIykqqqq3faL\nZY4ePQqA1WrlzJkzBAcHt9tXZWVlm56JoiiKcmN1OImsXLmSyspKysrKyMvLIyUlhY0bNzJhwgRn\nt3LDhg3cd999AEyYMIG8vDzMZjNlZWWUlpYybNgwwsPD8ff358CBA4gIGzdu5N5773WWubivLVu2\nMGbMGADS09PZsWMHp0+fpqGhgZ07d5KRkdEpgVAURVE6zq17Ipe7OGz1xBNPMHnyZNavX09MTAyb\nN28GID4+nsmTJxMfH4/RaGTdunXOMuvWrWPGjBk0NTUxbtw4xo4dC0B2djZZWVnExcURHBxMXl4e\nAD169GDJkiUkJycDkJOTQ2Bg4A89BEVRFMVd0sVs375dBgwYIP369ZPc3FxPV+emFx0dLQkJCZKU\nlCTJycmers5NZebMmRIaGiq33Xabc1t9fb2kpqZKXFycpKWlSUNDgwdreHNxFc+cnByJjIyUpKQk\nSUpKku3bt3uwhjeXo0ePyujRoyU+Pl4GDx4sa9asEZGOt9Eu9cS6zWZj3rx5FBYWcvjwYTZt2sSR\nI0c8Xa2bmqZp7N69m5KSEoqLiz1dnZvKzJkz201Bv9LzVMrVuYqnpmk8+uijlJSUUFJS4hzNUK7O\nZDKxevVqDh06xP79+1m7di1HjhzpcBvtUkmkuLiYfv36ERMTg8lkYsqUKbz11luertZNT9RsN7eM\nHDmSoKCgNtuu9DyVcnWu4gmqfborPDycpKQkAPz8/Bg0aBDV1dUdbqNdKolc/nwJ/OvnSJRro2ka\nqampDB06lD//+c+ers5N70rPUynue+GFF0hMTCQ7O1v9BQs3lZeXU1JSwp133tnhNtqlkoh6wLDz\n7du3j5KSErZv387atWvZu3evp6vUZXj6eaquYM6cOZSVlXHw4EEiIiJ47LHHPF2lm8758+eZNGkS\na9as4ZZbbmnzvWtpo10qiajnSDpfREQEACEhIUycOFHdF/mBrvQ8leKe0NBQ54lu1qxZqn12kMVi\nYdKkSWRlZTkfy+hoG+1SSWTo0KGUlpZSXl6O2WwmPz+fCRMmeLpaN63GxkbOnTsHwIULF9ixYwcJ\nCQkertXN7UrPUynuqa2tda6/+eabqn12gIiQnZ1NfHw8jzzyiHN7h9vodZ9HdoNt27ZN+vfvL7Gx\nsbJy5UpPV+em9t1330liYqIkJibK4MGDVTw7aMqUKRIRESEmk0mioqLkxRdflPr6ehkzZoya4uuG\n78dz/fr1kpWVJQkJCXL77bfLvffeK8eOHfN0NW8ae/fuFU3TJDExsc0U6Y620S75P9YVRVGUG6NL\nDWcpiqIoN5ZKIoqiKIrbVBJRFEVR3KaSiKIoiuI2lUQURVEUt6kkoiiKorjt/wHvunLaG6m+RwAA\nAABJRU5ErkJggg==\n" | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Variability in time (for a given pair) / Variability amongst pairs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp1conf1[:20].boxplot()\n", | |
"pylab.xticks(rotation=25)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 9, | |
"text": [ | |
"(array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]),\n", | |
" <a list of 16 Text xticklabel objects>)" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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f29ubR48eZWpqKh0cHJTyjRs3Mjg4WKlz5MgRkkVjOC1atCBJbtq0iWPGjFHm\nGT16NCMiIkr5q+VqCYIgCNWkquNsrVJhLVu2RKtWrXDp0iUAwL59+/DSSy+hf//+CA8PB1B05dbA\ngQMBAD4+PoiIiEBubi4SExORkJAAV1dXtGzZEk2aNEF8fDxIYv369RgwYIAyT7HW1q1b4eHhAQDw\n8vJCTEwMsrKyoNFosHfvXnh7e9dmNQRBEARdUNtodebMGb7yyits27YtX3/9dWZlZTEjI4MeHh5U\nqVT09PQsdbXWggULaGNjQ3t7e0ZHRyvlJ06coJOTE21sbDhhwgSlPCcnh76+vrS1tWWnTp2YmJio\nfLd27Vra2trS1taW69atq1EkLUtsbGzNVryBNA1NV7walq54NSxdffBa1XG21u9jadeuHY4fP16u\nfN++fRXWnzlzJmbOnFmuvEOHDvj111/LlT/xxBPYsmVLhVojR47EyJEja+hYEARBqA/kkS6CIAhC\njZFHugiCIAj1htEHlrKXGuqrpqHpilfD0hWvhqWr716NPrAIgiAI2kXGWARBEIQaI2MsgiAIQr1h\n9IHFGPOf9aErXg1LV7walq6+ezX6wCIIgiBoFxljEQRBEGqMjLEIgiAI9YbRBxZjzH/Wh654NSxd\n8WpYuvru1egDiyAIgqBdZIxFEARBqDEyxiIIgiDUG0YfWIwx/1kfuuLVsHTFq2Hp6rtXow8sgiAI\ngnaRMRZBEAShxsgYiyAIglBvGH1gMcb8Z33oilfD0hWvhqWr716NPrAIgiAI2kXGWARBEIQaI2Ms\ngiAIQr1R68BSUFCAl19+Gf379wcAZGZmwtPTE3Z2dvDy8kJWVpZSNyQkBCqVCg4ODoiJiVHKT548\nCWdnZ6hUKkycOFEpf/DgAfz9/aFSqeDm5oarV68q34WHh8POzg52dnb4+uuva2tfwRjzn/WhK14N\nS1e8GpauvnutdWD55JNP4OjoCBMTEwBAaGgoPD09cenSJXh4eCA0NBQAcO7cOWzevBnnzp1DdHQ0\nxo0bp3Sfxo4di7CwMCQkJCAhIQHR0dEAgLCwMDRv3hwJCQmYPHkypk+fDqAoeM2dOxfHjh3DsWPH\nMGfOnFIBTBAEQdADWAuSk5Pp4eHBAwcOsF+/fiRJe3t73rhxgySZmppKe3t7kuTChQsZGhqqzOvt\n7c0jR44wJSWFDg4OSvmmTZs4ZswYpc7Ro0dJknl5eWzRogVJcuPGjQwODlbmGTNmDDdt2lTOXy1X\nSxAEQaiz8HfZAAAgAElEQVQmVR1nG9cmGE2ePBlLlizB7du3lbK0tDRYWFgAACwsLJCWlgYASElJ\ngZubm1LPysoKarUapqamsLKyUsotLS2hVqsBAGq1Gq1atQIANG7cGE2bNkVGRgZSUlJKzVOsVRGB\ngYGwtrYGAJiZmcHFxQXu7u4A/uruybRMy7RMy3T1pov/TkpKwkOpaZT6/vvvOW7cOJJkbGys0mMx\nMzMrVc/c3JwkOX78eG7YsEEpDwoK4tatW3nixAn27NlTKT948KCi5eTkRLVarXxnY2PD9PR0Ll26\nlPPnz1fK582bx6VLl5bzWJPVio2NrXbdhtQ0NF3xali64tWwdPXBa1XH2RqPsRw+fBg7d+7Eiy++\niGHDhuHAgQMYPnw4LCwscOPGDQBAamoqnn32WQBFPZHk5GRl/uvXr8PKygqWlpa4fv16ufLiea5d\nuwYAyM/Px61bt9C8efNyWsnJyaV6MIIgCIIeUJfoFhcXp/Qypk2bpoylhISEcPr06STJs2fPsl27\ndnzw4AGvXLnC1q1bs7CwkCTp6urKo0ePsrCwkL1792ZUVBRJctWqVcpYyqZNm+jv70+SzMjI4Isv\nvkiNRsPMzEzl75pEUkEQBKHuVHWcrdUYS0mKrwp7//334efnh7CwMFhbW2PLli0AAEdHR/j5+cHR\n0RGNGzfG6tWrlXlWr16NwMBA3L9/H3369EGvXr0AAEFBQRg+fDhUKhWaN2+OiIgIAECzZs0wa9Ys\ndOzYEQAwe/ZsmJmZ1XUVBEEQBG1SjwGu3qjJaj2q+c+G1hWvhqUrXg1LVx+8VnWclTvvBUEQBK0i\nzwoTBEEQaow8K0wQBEGoN4w+sJS8+UefNQ1NV7walq54NSxdffdq9IFFEARB0C4yxiIIgiDUGBlj\nEQRBEOoNow8sxpj/rA9d8WpYuuLVsHT13avRBxZBEARBu8gYiyAIglBjZIxFEARBqDeMPrAYY/6z\nPnTFq2HpilfD0tV3r0YfWARBEATtImMsgiAIQo2RMRZBEASh3jD6wGKM+c/60BWvhqUrXg1LV9+9\nGn1gEQRBELSLjLEIgiAINUbGWARBEIR6w+gDizHmP+tDV7walq54NSxdffdq9IFFEARB0C4yxiII\ngiDUGK2PsSQnJ6NHjx546aWX4OTkhBUrVgAAMjMz4enpCTs7O3h5eSErK0uZJyQkBCqVCg4ODoiJ\niVHKT548CWdnZ6hUKkycOFEpf/DgAfz9/aFSqeDm5oarV68q34WHh8POzg52dnb4+uuva7MKgiAI\ngq5gLUhNTeXp06dJktnZ2bSzs+O5c+c4bdo0Llq0iCQZGhrK6dOnkyTPnj3Ldu3aMTc3l4mJibSx\nsWFhYSFJsmPHjoyPjydJ9u7dm1FRUSTJVatWcezYsSTJiIgI+vv7kyQzMjLYunVrajQaajQa5e+S\n1GS1YmNja9ME9a5paLri1bB0xath6eqD16qOs7XqsbRs2RIuLi4AgL/97W9o06YN1Go1du7ciYCA\nAABAQEAAduzYAQCIjIzEsGHDYGpqCmtra9ja2iI+Ph6pqanIzs6Gq6srAGDEiBHKPCW1Bg8ejP37\n9wMA9uzZAy8vL5iZmcHMzAyenp6Ijo6udWAVBEEQtEvjugokJSXh9OnT6NSpE9LS0mBhYQEAsLCw\nQFpaGgAgJSUFbm5uyjxWVlZQq9UwNTWFlZWVUm5paQm1Wg0AUKvVaNWqVZHJxo3RtGlTZGRkICUl\npdQ8xVplCQwMhLW1NQDAzMwMLi4ucHd3B/DXlQ/u7u5wd3cvNV32+9pMF5dpS0/X07ryW1JbW35l\ne+nOb0ltbfmV7aU7vyW1teW3qu1V/HdSUhIeSl26TdnZ2Wzfvj23b99OkjQzMyv1vbm5OUly/Pjx\n3LBhg1IeFBTErVu38sSJE+zZs6dSfvDgQfbr148k6eTkRLVarXxnY2PD9PR0Ll26lPPnz1fK582b\nx6VLl5Zabh1XSxAEQXgIVR1na325cV5eHgYPHozhw4dj4MCBAIp6KTdu3AAApKam4tlnnwVQ1BNJ\nTk5W5r1+/TqsrKxgaWmJ69evlysvnufatWsAgPz8fNy6dQvNmzcvp5WcnFyqB1NTykZ/baALTUPT\nFa+GpSteDUtX373WKrCQRFBQEBwdHTFp0iSl3MfHB+Hh4QCKrtwqDjg+Pj6IiIhAbm4uEhMTkZCQ\nAFdXV7Rs2RJNmjRBfHw8SGL9+vUYMGBAOa2tW7fCw8MDAODl5YWYmBhkZWVBo9Fg79698Pb2rn0L\nCIIgCNqlNl2gn376iSYmJmzXrh1dXFzo4uLCqKgoZmRk0MPDgyqVip6enqWu1lqwYAFtbGxob2/P\n6OhopfzEiRN0cnKijY0NJ0yYoJTn5OTQ19eXtra27NSpExMTE5Xv1q5dS1tbW9ra2nLdunU16qIJ\ngiAIdaeq46zcICkIgiDUGHkIZRUYY/6zPnTFq2HpilfD0tV3r0YfWARBEATtIqkwQRAEocZIKkwQ\nBEGoN4w+sBhj/rM+dMWrYemKV8PS1XevRh9YBEEQBO0iYyyCIAhCjZExFkEQBKHeMPrAYoz5z/rQ\nFa+GpSteDUtX370afWARBEEQtIuMsQiCIAg1RsZYBEEQhHrD6AOLMeY/60NXvBqWrng1LF1992r0\ngUUQBEHQLjLGIgiCINQYGWMRBEEQ6g2jDyzGmP+sD13xali64tWwdPXdq9EHFkEQBEG7yBiLIAiC\nUGNkjEUQBEGoN4w+sBhj/rM+dMWrYemKV8PS1XevRh9Yzpw5YxCahqYrXg1LV7walq6+ezXIwBId\nHQ0HBweoVCosWrSoTlpZWVlacqVbTUPTFa+GpSteDUtX370aXGApKCjA+PHjER0djXPnzmHTpk04\nf/58Q9sSBEEQ/sTgAsuxY8dga2sLa2trmJqaYujQoYiMjKy1XlJSkvbM6VDT0HTFq2HpilfD0tV3\nrwZ3ufHWrVuxZ88efPHFFwCADRs2ID4+HitXrlTqmJiYNJQ9QRAEo6Gy8NG4nn3UmeoEDQOLlYIg\nCI8UBpcKs7S0RHJysjKdnJwMKyurBnQkCIIglMTgAssrr7yChIQEJCUlITc3F5s3b4aPj09D2xIE\nQRD+xOACS+PGjfHpp5/C29sbjo6O8Pf3R5s2bRraltFRUFDQ0Bb0ngcPHjS0hRpx9+7dhragVepr\nH71x40at5ktMTMTFixe17EY/MLjAAgC9e/fGxYsX8fvvv2PGjBkNbafOFBYWauVHMGPGDOzatUsL\njqomODgY8+fP1/lyoqOj8dlnn0Gj0WhVtz4OOCtXrsSYMWN0vpxiSNZpvSIiIjB37lxcu3at0joF\nBQU6H7+s63oUa/z888+YMmWKToNlYWEh9u7diylTpuD333+v0bw3b97EZ599hrVr12rNjzbariLN\n2mCQgUXX6GIDVbWsRo0a4bHHHkNubm6t5i8+M7awsMDy5cu1bVFZTrG/ESNGYMeOHTo7I8/LywNQ\n9MP9+eefa/yjrQySIInHHntMmdYmJfeb3r1749SpU7h586ZWl1EZJiYmynolJCSgsLBQ8VQVxW3t\n6uoKtVpd5Rn0Y489BhMTE1y/fh337t3TkvO/IFlqPTIzM2uskZ+fDxMTEzzxxBPIycnB/v37tW1T\nWU6jRo3Qpk0bWFlZYd++fQ+dp7CwUNkuzzzzDLp06YJbt27ht99+04qnkm23du3aOm2j4v24tlfY\nSmCpgJIbKD4+Xuv6JTe4iYkJbt68iWnTpqFr166YN28eEhMTa+T1iSeeAAC0adMGv//+u048m5iY\n4PHHH8eFCxdw/vx5pKenIyIiAoD2D9CmpqYAgL/97W/Iz8/HqVOncP/+/VpplTzAmpiYwMTEBIcP\nH8Zbb72FL774Anfu3NGa7+L9JjU1FWfOnEGzZs3w5Zdfak2/JBqNRmmT4gPWxx9/jLZt22Lp0qUI\nCAhQPFWFqakp7t69i3379kGj0eDnn39GVlYW7t27p+gXb99Dhw6he/fuCA4Oxvvvv1+rA39ZSm5X\nExMT5ObmYtasWejSpQtmz56NH3/8sUb7V+PGRRe6Xr16FX//+99rPH9NlpOWloYvv/wSt2/fxrFj\nx5CRkVFp/cLCQjRq1AiNGjVCTk4OAMDJyQnm5uaIioqqlYeSgQooCgZRUVEYMGAADhw4AI1GU6N1\nL1m3+Pi3detWbNu2rcbeJLCg6EdavLGLN1RYWBg6d+6MkJAQZQcHan8Qzc/PBwDs378fp06dAvBX\nTnvx4sV47rnnEB8fj6NHj2Ly5MmV6pTdmYCilJGdnR1iYmJgbm6OWbNm1cpjSSrqse3YsQN9+vRB\nTk4O3N3dMWfOHAB1u2+oot5hUlISvL29sXjxYmRnZ+Pzzz+vMkVTGRcvXsTevXtLeQwLC8PcuXMx\ndOhQHD58GJMnT67ygFAVFaWGYmNj8corr+DUqVN47rnnsGXLFmXf0gY3btzArVu3sGvXLiQmJuLB\ngwfIzMzEjRs3cPPmTRw4cAAffPABvvnmm3IHhIKCgnL7zoULF9CzZ09cuHABbdu2xVdffYWzZ89i\n165dSttdvXoVALBp0yYsWLAAP/zwA7799lusWLGiTqmm48ePY8WKFQD+6p1s374dJHHo0CE8+eST\nWLhwIX755ZcK568ohaxWq9G5c2esX78e165dw4kTJ/DTTz/V2iNQ8XZOSkrCwIEDUVBQgObNm+Pi\nxYuIjo6uVKNRo0Y4d+4c3n77bQQHB+Pnn3+GjY0NOnTogIsXL+Ly5cs18lSc6WjUqJGyDVJTU7Fp\n0yakpKRgw4YNsLS0rNFvs2TdAwcOwNXVFevXr0eLFi1QWFhYo2OfUQeWq1evIj8/H//973/xxx9/\nIDs7G6mpqSgoKMDvv/+O6OhohISEIDo6Glu3bgVQu4Po2bNnMXXqVABFB4aVK1fCw8MDixYtwpkz\nZ5CTkwMrKysMGTIE2dnZGDVqVIU6Jc96SqbNzp49i8DAQCxbtgzfffcdTp8+jV9//bUWLfIXxWcs\n169fV8quXLmCd999F++88w7Wr1+PJ554Alu2bKn1MgoKCkr1Dos5e/YsHn/8cfzwww/YvHkzWrVq\nhaNHj1Yr9Xbr1i1lbOOJJ57AmjVrsHz5csycORPJycnIz8/HuHHjUFBQgOPHj+P//u//lB5SdSn+\ngRWnhtLT05Xyffv2ITQ0FAsXLsSyZcugUqmUg2ddePDgAdatW4fDhw/jqaeewsGDBxEQEIC2bdvi\nypUr2Lx5M27cuIHJkyfDz88Py5Ytw6BBg0p5fuyxx9CoUSNkZGQo65CSkgIzMzN8/PHH6NKlC5o0\naYKjR48iLy8P06ZNQ8eOHbF9+3acOHECALBx40Z06dIFvXr1wltvvYWnn366RuuRlJSEd955B3fv\n3kXHjh3x4YcfYtiwYRg6dCjUajXOnTuH27dvY+LEiThw4ADefPNNtGvXrpxO8W/hscceQ35+vhIw\n4+LiYG1tjcjISCxbtgzdu3fH7t27a9vsAP7azmq1WunhHj9+HE8//TTmzZuHf//73xg+fDgOHz6M\n27dvlwt2JLF//36888476NGjBwYPHoyFCxfiyJEj6N69O5o0aVKtXkuxbmFhIUxMTHDlyhWMGDEC\nAwYMwKxZs2BhYYHBgwejRYsWSEhIUOpWRtneOkls2LAB586dw6VLl9C/f39ERkaie/fuaNSoUc2O\nfTRCCgsLGR4ezi1btpAkx40bRycnJ77wwgtct24df/nlFzo4ODA4OJgvv/wy58+fz3v37tV4OXl5\neSTJnJwc5uTk8P79+9yyZQuffPJJBgQEKPXs7e352muvMS4uTim7fv264rUkZ8+eZVBQEAMCAnjw\n4EGS5BtvvMEtW7Yodd966y0OGzaswvkra4+y9davX8/u3bvTx8eHn3/+OfPy8jh27FiuXLlSqbNk\nyRK2b9++us1RoZ+7d+/yo48+4uDBg7lx40aS5ObNmzlu3Dimp6eTJFevXs2hQ4cyKSmpSt3i9j5w\n4ABJ8vDhw2zSpAlVKhXPnDnD7OxsBgYGUqVSMSAggL/88kuNfJf1vmfPHnp6etLHx4c7d+4kWbQv\njRs3jmTR9t+4cSO7dOlS7eWUJT8/X/m7oKCA6enpTEpK4oQJE+ji4sJdu3aRJI8fP87HH3+c33//\nvVJfrVYr+xFJxsfH09fXl926deOMGTOYlZXFXbt2cfz48bx69SpJ8rvvvqObmxsnT55MS0tLTp8+\nnSR5+fJldu3alePHj2dycrKiWVK/KgoKCpS/79y5wzt37vDo0aN0dnamk5OT8t3ChQvp6OjIdevW\nKWXp6em8detWufZPTU1lcHAwhwwZwtWrV5Mkd+/eTS8vL6XdvvvuO/r7+/P06dPV8llYWKh4Lf4/\nOjqaPXr0oLe3N8eMGcPCwkKePHmSAwYMoFqtJklGRUWxV69e3L17t6K1d+9eXrp0iSSZkZHBW7du\ncf/+/ezcuTPd3NyU3+iGDRs4evToCtuyeD1Ktl+xz7feeovh4eEkSSsrKy5YsIC//fYb//Wvfym/\n07JtVlBQwOXLl7N9+/bKvlP8u0lPT+c777zD3bt38/vvv+ezzz7LoKAgBgUF0dfXlz///HOFmhVh\nND2W3NxcZGdnAyjqdbz55pvo168fTp06hTZt2kCj0eDLL79EQEAAVCoVzMzM0KhRI5w6dQoffPAB\nnnrqKeWs7WHwz7PB4nzvqVOncOrUKXh7e8PLywv/+c9/oFKplBRD//790bx5c3Tv3h0AsGTJEsyf\nP18ZiCzWLD7ree211zB48GAsWLAA586dQ+fOnREZGakMxHbv3h0RERFISkp66FlGca+hZL2DBw/i\n8OHD+PLLLzFp0iR89dVXiIqKgr+/P7Zs2YKUlBQAgL29PU6fPq2kCauiOIVXcjlqtRq9evVCQUEB\nlixZgtDQUOzcuRPPP/88TExMcOnSJQBAz549sWvXLhw4cEBZx7LaJiYmaNy4Me7fvw8nJye8+uqr\n6Ny5MxYuXAhHR0c4Ojrib3/7GywtLdG/f3+sXLkSzs7OOHv2LP79738rqcrqttH333+PDRs2YPHi\nxRgzZgyWLFmCqKgoTJgwAdHR0bh79y4aN26MnJwcXLhwAWFhYQ9to4oo7s3t378fkZGRWLNmDRYt\nWoSPP/4YgwYNwpUrV3Dnzh288soraNu2Lc6fP4/Lly/ju+++wz//+U9l8DojIwMrVqzAsGHDEBcX\nh6ioKKxatQrOzs64e/cudu/ejWPHjuHKlSs4fvw4nnvuOSxbtgyJiYnIy8tD69at4ejoCDMzM9y9\nexfJyckYNGhQqUcpVUWjRkWHmtOnT+PAgQPw9fXFs88+i3379uHq1atKOsfa2hrdu3dHy5YtAQCf\nf/45xo8fD41GU6r9L1++DH9/f7z00ktYs2YN5s6dix9++AFNmzaFg4MDvv/+ewBAy5Yt8csvv2DT\npk0P9Vi8nYu9Fvfu1q9fjzlz5iA6OhqRkZFYuXIlCgoK4ODggPnz52Pp0qV46qmnkJaWhu3btytj\nUUuXLsU333yDMWPGoFmzZrh06RKWLl2K0NBQhIeHIykpCadOnULXrl2Rn59fKuX34MEDbNiwAd98\n843iZdeuXRg1ahSuXLmChIQEWFhYIDMzE3379oW9vT369OkDR0dHODs747fffoNarS71lsfLly/D\n09MTJ0+eVHpz27Ztw9tvvw0AMDc3x7lz52BhYYF+/fphw4YNmDp1KoKDg/HSSy8pbVitnstDQ88j\nwPnz5zlmzBj+73//I0keO3aMGzdu5IwZMzht2jTm5+dz+vTpnDdvHu/cucMHDx7w008/Zffu3ZmR\nkcHIyEj26NGDn3zyCXNzcytdTtlI/uOPP9Lb25ujR4/mqVOn+M9//pO7du1iYmIig4OD+c0335Ak\nc3NzOWbMGPr6+tLFxYVDhgzhr7/+SpKMiYkpd9azd+9edu7cmZ06dWJAQADz8vLYq1cvfvDBB1y5\nciWDg4M5ePBgXrhwoUKfBQUFpbxmZ2dz/vz53L59O//44w+SpEajYUhICJ2cnDh8+HB6eHiwsLCQ\n48ePZ2BgIP39/Tl06FAuXLhQmac6bXLhwgWePHmSd+/eJUneuHGDly5d4ogRI/j888+zTZs2JMk5\nc+awb9++3Lx5M8eMGcPXX39dOWOqSFuj0XDx4sW0s7MjSbZo0YLR0dEkybfffpshISEkyaSkJE6Z\nMoW9evXim2++SScnJ3744YfltmvZNiLJr776itu2bWNhYSFzc3OZlZXF1atX08XFhe7u7nz33Xd5\n584dDh8+nMOHD+eUKVM4aNAgrlmzhhcvXqy0jarif//7H9977z327duXMTEx/Pnnn9mvXz+mpqYy\nMjKSEyZM4IkTJ1hYWMhjx45xwYIFfO2119i3b1++9957DA8PZ2JiIsmi7bxz50527tyZ/fr141NP\nPcX09HT6+/vT3NycnTp14muvvcYnn3ySe/fuVb7bsGEDSTIxMZGffPIJ+/TpQxcXFy5atIgPHjyo\n1nps27aN8+fPp5eXF//44w/269ePX331FUnSz8+Po0ePVupu3bqVnp6e7NChA/v378+YmBiSRb/b\nyMhIZVulp6fzyJEjHDRoEK2srDhy5EieO3eO4eHhVKlU3LhxI318fDhz5kyld1+WgoKCcr2BlStX\ncuHChbxy5QrJot9neHg427dvz549e7Jfv3788ssv2bFjRz711FNs3bo1zc3N+dZbb/HatWv8/PPP\neezYMd6/f5+TJ0/mc889x9u3b3POnDlKDzAmJoYuLi5K5qK4d16SuXPn8v333+fZs2c5btw4vvba\na8q2SEhIYJs2bfjmm2/y0KFDyjx3797lhQsXGBQUxKioqFJ6MTExHDhwoDJdWFjIu3fvslu3blyx\nYgVzc3P54YcfcsGCBeXm8/LyUn5P1eGRDSxJSUlKSiQjI4PdunXjl19+yTVr1tDd3Z2HDx9mVFQU\n33nnHR47doxnz56lu7s7ExISFI3p06fTz8+Pr732GiMiIipdVsl0RU5ODn///Xdu376d7u7unDRp\nkvJdWFiY0v0NDQ3lrFmz+PPPP3PFihVcsGABf/rpJyXdc/jwYb766qv09vbm7NmzlR/e8ePH2adP\nH/7444+8ePEiO3XqxF9//ZUZGRn8z3/+w4EDB/Knn36q0GfZg2V+fj4PHTrEdu3a8f333+dnn31G\nNzc3kuSJEycYGBjI9PR03rhxg+3bt+fmzZtJkvv37+eCBQt48+bNarUJSf7xxx8cOXIkX375ZU6d\nOlVph6ysLPbu3ZufffYZSfKZZ55RuuhffvllqTRHRbqZmZm8dOkSBw0axIEDBzI1NZUk+cknn9DV\n1ZVk0UGtb9++JIvSQzdu3OCPP/7IsLCwcinOsgea/Px8njlzhk5OTgwODuZHH33EcePGUaPR8OTJ\nk/Tz82N2djZPnTpFNzc37tmzh7m5uYyJieHEiROrHVDKHtx2797NK1eucPbs2bS3t1dOiv744w9O\nnTqVoaGhvHfvHqdMmcJ///vfXLBgAXfv3s3CwkKeOXNGCZyff/4527Rpw8zMTN65c4e+vr7cs2cP\n1Wo1n3/+eQYGBrJFixacN28eFyxYwKNHj3L8+PH08/MjSX722Wf08fHhnj17uGbNGpIslQorS/H2\nKd7Pig9uzzzzDF9//XWlXnh4OAcNGsScnBxevHiRTz/9NFNTU7l69WreuHGDd+/eVX6L169fp7+/\nP7t168Z33nmH06dP57Vr16jRaNi7d28l8KhUKiW9/e2333LMmDHKgbgqr8V/X758mf369eOkSZOU\n39Lx48d5+/Zt9unTh7///jvJotT1m2++SWtra164cIGfffYZ33vvPeW33r17d3p5edHV1ZWTJk1S\nUlxxcXHs2rUr/fz82KFDB27fvp0pKSkki9JRI0eOLBUAjx49yqlTp3LRokV0d3cn+VdakCRHjhzJ\nefPmMTs7myQ5fvx4JXBVFKgOHTpELy8vfv/991y+fDlXrVrFyMhIbtu2jStWrKCPjw8XL17M7du3\nkyxKNQYGBrJ79+5Ku1aXRzKwPHjwgK+++ipfeuklZed8++23aWpqSnd3d65du5ZkUXSfNWuWEqFH\njhzJ+fPn87333uN///tfkkUHvooo+wO6ffs2SXLdunXs27cvCwoKOHr0aE6cOFE5aJw/f56+vr78\n8ccfmZqaymHDhvHxxx+nra0tX3/9dQ4fPpyRkZEkWaOznjfeeKPK9ih75q1Wqzl27FguX76ca9as\n4YULF3j27Fn6+vqybdu2vH37NpcsWaIcXLZt28Y+ffoo0zXhhx9+YHh4OM+fP8+PP/6YJLlx40Y2\nbtyY8fHx/PHHHxkQEMC7d+8yPz+fLi4uVKlUD9UtLCzk6dOnOWXKFP7vf//j1KlTlbGM4vVt0aIF\njx8/TpIMDAxk69atOWjQIF67du2h+rdv3+aMGTMYERHB//znPzx06BBzcnLYp08furu7MyUlhRER\nEbSxsSFZ1Dvt2LEjZ8yYoewL1aFksL93754SiPr06cM1a9YwNTWVQ4YMUU5s8vLyuHfvXvbv35+Z\nmZm8cuUKAwIC6OfnxxkzZnDChAk8c+YM165dy/T0dM6bN09ph59++on9+/fnxYsXOW/ePNrZ2bFF\nixZ84403Sp0AZWZm0tzcnGlpaUrbvfrqq9yzZ0+l26LkPnb//n1qNBpmZWXRz8+Pv//+Oz///HPa\n2toq65yfn09vb29u27aNJDlixAg+88wz9Pf3p0ajIVk0zrdx40bGxcUxNDSUJPnRRx/RxsaGBw4c\n4Pnz59m5c2el99umTRuOGjWKmZmZlbZ32d9CZmYmZ86cyQ8++IAHDx7k3LlzeefOHY4ePZrt2rXj\nkSNHePnyZfbo0YNHjx5lamoqO3fuzKCgILZs2VIJDEuXLuXUqVNJkosXL+YLL7xQajk//PADCwoK\neC8tzs4AABuJSURBVPHiRa5atUpp25J88MEH9Pf3V6YLCgo4f/58rlixgo6OjvT09GRQUBC7dOnC\nkSNHMiUlhdOmTWPv3r3p7OzM4ODgKsch7969y2XLltHKyopDhgzh6NGj6ebmxiFDhvDGjRscO3Ys\nn3zySS5evJhkUU+teAypsvarjEcmsFy4cIFfffWVctBYtmwZLS0tOXPmTJJFA7rdu3enh4cHIyMj\nmZOTQ5LcsWOH8mNMSUnh3Llz+frrr1c62FdRwx46dIhPPPEE4+Li+ODBA7Zr144ZGRmMiIjg1KlT\nFa07d+5w2bJl9PHxIUlu376d1tbWJIt6OosWLarTWU9ZSp6RFQ9uL1u2jMOHD+ecOXNIkoMGDWLL\nli3Zt29ffvnll0r9tLQ0Dhw4kB07dmSHDh145MiRStv+zp075ZZ34cIFTpgwgQMGDOCOHTv40Ucf\n0cfHh506dSqV1jp//jyDgoLo5+fHzp0787PPPlMuYijb1oWFhUxOTubIkSP53XffMT09ne7u7szO\nzlbO0s+cOaPU//e//81XXnmFZNGZ/v79+0vpPXjwgPfv3y+3PrNnz2ZAQACnTZtGkpwyZQpbtmzJ\nrl27csmSJcqJQl5eHrt27cru3bvT2dmZ3377bbkeVUWU7Z0Up3b8/f1pbW3NhIQExsbGcvDgwSSL\n0oJz585lRkYGyaITg3/+859KoD548CAHDx7M0aNHMzU1lePGjaO5uTmdnZ05c+ZM5UC9ePFi/v3v\nf6ejoyNfeOEF2tvbMyMjgzExMezbt6/S2yOLAltxr7L4wF2WirbP1atX2a1bN06dOlW54KP4Iomm\nTZsqgZ4s+o126tSJ7u7u9PDw4MKFC0mSJ0+epLe3N4OCghgbG8uNGzfSxcWF7dq1U9JdZNEFBdOm\nTeOrr75KV1dXzpo1S0lflSU/P7+c3yNHjvCFF17g7NmzmZqayh07dtDOzo7t27fnJ598ogxqJycn\n87PPPmPbtm358ssvMzw8nHl5eQwPD2dwcDDPnTvHNm3a8PXXX+fdu3d5+/Zt2tjYcO3atdy5cyd9\nfHw4aNAg5QKJyrh+/Trbtm3Ls2fPKmUxMTGcNWsWv/76a2ZnZ/P27dtMT09nmzZteOPGDZLk6dOn\nqwymZSkoKODdu3d5//593rx5k76+voyNjWVaWhpnzZrF4ODgCtuvJjwygSUhIYGjRo3ijBkzSBZ1\nIydNmsQJEyZw/fr13LBhAxctWsShQ4dy0qRJyoa4efMmx40bpxwwKmvAsgfp+/fvMygoiPfv32d6\nejq7du1Kf39/btu2jYsXL+auXbuYmprKqVOn8vPPP1fmvXDhgtJ1Lygo4D/+8Q+tnvUU65YkJiZG\nORP+73//SxcXF+7du5ckuXPnTlpaWpaq/+mnnzI9PZ337t3jsWPHKmnxogNzWFgY3377baVditm+\nfTtbt27N9evXkyzqpbRp06bUuE9cXBzv37/P27dvc9myZUrwKhmoijV//PFH3r59m/fv36eNjQ1d\nXFyYnZ1NX19fpQf64Ycf8l//+pein5eXx759+yp6Jblz5w49PDz4ww8/KGXF23j58uV8/vnn+dtv\nv5EsOnPu3bt3KZ1t27YxKyuLarWa+/btq7SNSlLRuE3xlWUkGRERwaFDh9LX15fff/89Z86cyZs3\nb/LAgQOcMGGC4jU3N5eXLl1SAtKhQ4fYoUMHBgUF8bXXXuMrr7zCZ599likpKfztt9+U1M7BgwfZ\nvn17Ojo6MiMjg127dlXGu8aPH6+cqZJFJxYlg3RJyh6k8/Ly+M033/Dbb79lXl4e/9//+3/s3Lkz\nz549Sx8fH2X7zJw5k7169Sq1Df71r3+V28/Pnz/PRo0aKev7zTffcODAgaWumjx27BivX7/OnJwc\nfvHFF0qaqixl2/vYsWPcuXOnMkbWsmVLrlq1imTR7+uNN94otZyvvvpKGe8s+1vIz89n48aN6e7u\nzoiICI4YMUIZE4qLi+PSpUvZs2dPfvHFFxV6q4hp06YpvyeyKKi/++673Lx5M3Nycrh7924GBARw\n+PDhyolGXSi+uq04dfbpp58qV5SVPY7UhMc++uijjx4+xK//NGvWDHZ2dpgxYwZeffVVFBYWIi8v\nD507d0ZaWhp++OEHmJqa4o033sCWLVvg6OiIVq1a4emnn4aVlRV69eqFxx9/XLkipJjiK46Ky/fu\n3Yv8/Hy0bNkSW7duxcWLF2Fqagpzc3N06dIFixcvxvPPPw9LS0u0b98ev/32G86dO4eXXnoJZmZm\naNGiBWxsbAAUXV3xzDPP4JtvvoGNjQ3ef/99PPbYY+jfvz86dPj/7Z17VJTX1cb3UEVKoVJgqYhi\nFBOg2o4MRYw3ZECBgDhBMClCAIODVgQtKk5J0ADiBfGShXiL1kaSKHiJU6BJjKgooIgKXgIsIzcB\nCSgFMctBhOf7g2/OYpTLEMYk0vNby6XIvNd5z95nn/3s/drQ/v37SV9fn6qqqmjNmjVUWFhIU6dO\npXHjxpGtra1KDUFOTg4dPXqUzM3NSU9PjwQCAeXm5pKvry9duXKFHj58SHK5nCIiIigrK4usrKzI\n3NycrKys6Pjx43Tz5k26ePEihYeHU3t7O4nFYjIwMCBTU9MX7jX+vzXKoEGDqLW1ldLT08nW1paM\njIxYqwsjIyN68OAB/fe//yVHR0eysrKiU6dO0aNHj0ggENCuXbto586d9Oc//5ksLCzozTffpGHD\nhtG//vUvOnDgAM2dO1dFiRUREUFlZWU0btw4Gj9+PJWUlFB1dTVZWFhQWVkZzZ49m7S1temTTz4h\ne3t7MjIyIi0tLfLx8SFtbW2V75OISFtbmyorK6mkpIQmT55MOjo67Duxs7OjvXv3krOzM5mZmZGe\nnh7l5eVRWloaNTQ0UEhICJWWlpKLiwuZmJjQuHHjenw2lc+Q8k9eXh7t3r2bzMzMyNbWllJSUmjQ\noEFUU1ND06dPJ319fTp48CAZGhrSrFmzyNTUlM6fP0+DBw+msWPHkr6+PhkZGbEiOUNDQ1IoFFRU\nVERFRUX03XffUXFxMX399ddUX19PR44coQsXLpClpSWJxWJ6/PgxlZWVUXt7Ow0bNoyEQiE9fvyY\n5HI5eXp60qBBg0hXV5cpszp/78qxIBAI6MqVK3T9+nV6/fXXqaSkhE6cOEETJkwgIyMjKi8vp7Fj\nx9KNGzeotLSUvL29afr06RQYGEgBAQFkYGBA2tra5OTkRAkJCeTn50cnTpygFStW0Jw5c+jZs2d0\n9+5dcnNzIz09PaqsrCS5XE4mJib00UcfUVJSEonFYhozZgyJRCIyNDRUOVflc6h8fqqrq0kqldLx\n48epubmZLl68SDY2NmRoaEhpaWnk6+tLo0ePpocPH1JCQgJVV1fTBx98QIWFheTm5kbDhg17YSxo\naWmRnp4ejRgxgkJCQsjd3Z2MjIwoMjKS7O3tyc/Pj9577z0SiUQ9Ph+dMTMzo/j4eJo/fz7p6enR\n4MGD6dSpU6Sjo0Pt7e20du1akkgkFBsbS7/97W/V3m9n7t27R1lZWbR+/Xo6cOAAeXh40PTp06m+\nvp7ef/99mjRpEk2bNq1/L0zst8v7lREdHY2//vWvOHnyJIKCgtDS0oKGhgbMnj0bOjo6KCwsRGRk\nJCIjI7tVeGVnZyM+Ph61tbVsxtM5mf7hhx8iPDwcT548gUwmQ3R0NJycnPDjjz8iNjYWxsbGbBnl\nzp07KoKA5+nvrCczMxOOjo5wdHSEp6dnj3maESNG4OnTp9iwYQMiIyOZWqi8vBzp6ekICwvD1atX\n1b7XtbW1SEpKwoIFC9gyRudZzvHjxxEUFMSWQq5du4bExES4u7tj1apVTE3WuXbg8uXLcHd3Z0o4\nperozp072L59O/z9/XHkyBGkp6cjNjYWDg4OrLbgwYMHSElJ6XJZ4PnZ18mTJxEYGAihUKiiqlEu\nf0RFRcHLy4v9f11dHQ4fPoz33nuPRZy90VX0u2zZMojFYnzyySfw9PREcnIyioqKEBcXhwULFmDR\nokVoamrCzJkzQUS4fPkygI5Zu1gsho+PD9atW/fCfjMzMyGVSmFsbIy6ujokJiZCKBTC398fe/fu\nxZYtW+Dg4ID9+/fj9u3bSExMxJAhQ9hsvbGxscvIrvM9UdI5mb506VJERkaiqqoKycnJcHBwwFdf\nfYVNmzahoKAAkyZNwowZM9gS9bVr1wCoRhJffPEFBAIBFi1axAQ3V69excSJE9lM+sGDB9i9ezf8\n/PywYcOGLtVoFy5cgJ+fn8pyWG95mtraWtjY2LD7/PTpU+Tm5iI+Pl6t7/nJkycwMDBQuZ6e8hzq\nEBwcjAULFqCurg5Hjx7FrFmz+jQue6OpqQnR0dHYunWrig1UKBT48ssvNXKMAedYWltbERISgs2b\nN8PS0pKFtcnJydDW1kZ0dHS3Esm+Gunm5mbcunULUVFR0NfXx2effQaFQoGlS5eyIjl1SEhIQFRU\nFICOBzsjIwM2NjZqyfsyMjLUztMoE3HFxcXw9vZm6o/e6Lz0ofz77NmzGDVqFNauXQsPDw84OTmp\nKFyAjjXwyMhIxMbGquyvuxC7N0f16NEjiMViCIVCNgB8fHxgaWnZpRHv7jgymQz29vbIzMzE5MmT\nERAQwHItym2am5sxevRotQvrekIul8PPzw9ff/01EhIS0N7ejsOHD2PcuHHMSdy4cQMuLi4YNWoU\nvvrqK/j5+cHBwQG3bt1CTU0NfH19cfHiRTQ3N0MgELCkt/L7qK+vx6ZNmzB79mwIBAK8//77zEgD\nHc/V5MmTMXz4cOTk5ADoSMori1Kfp69G+uzZswAAf39/ODg44IMPPgDQUfAolUq7FcEAHc+Xvr6+\nys9AR0JfKVTpiczMTIjFYjg5OWHr1q0Aes/TFBUVse3Xr18PV1fXXo/THWFhYaxAVhM0NDRAJpPB\n2dkZb7/9Nlu2flk8e/aszzmU3hhwjgXoSGbFxsbCwMAA69evB9AxsHqrtO6Lke6cMC8pKcHvf/97\nyGQytLW19Vjr0hX9mfW0t7f3OU8DALGxsTh9+nSPKo/nDXPnaw4JCWHV0Tdv3sTy5cuZsemsmDt4\n8CBkMhmTRCp/3xdH1Tn3de7cOYwZM4bJop8+fapWLcWFCxewY8cONDU1ITg4mBmC27dvY8aMGSoO\nROkYly1bxiqbe6O8vPyFwVlcXIwVK1Zg3rx5KCwsRHl5OYYOHQpra2sEBgYyCbHSqe3Zswfjx4/H\n+fPnsW3bNgQHB6OhoQFHjx7Fhx9+iI0bN2LKlCnw9/dXSbQrSU9PR2Ji4gtGWvk8pqWlwdLSko2J\nruivkf7+++8xd+5cjBw5Uq37pmTLli3MiSjP99tvv8W7777bqxIpIyPjJ+VpLl26hOrqapSXl2P9\n+vUvRGbqoq5Sqq90JRnWJF3l/DTFgHQsQIcR1NXVxZYtW9R+YPpqpNPT05mmPCMjo08y0+fpz6yn\nL+oUiUTC1CRd0dXMMjc3Fy4uLrC2tmb1Jv/4xz8QHBwMoGN2f+DAAXh4eLB7oLznne/JT3VUz2/3\n+eefs0iyq5YVyuMrCxgbGxuRmZmJmTNnAuhQX507d46pnd566y2EhISwbZ+XkveGXC5HUFAQEx8o\n99PQ0ABPT0+V+g0nJydm2BsaGrBw4ULs2LGDHS8mJgZWVlbw8vKCSCRCZmYmCgoK8Jvf/AYbN25k\nS0rPnj1jS37Ke608785GurW1lV3Hs2fPelyWBX66kc7NzWXKxZqaGrbMqi5PnjzBH/7wB/ZzXwxe\ne3s7TE1NUVdXh08//RSzZs1CYWEhFi9ejKVLlwIASktLIZPJ4OHhgbNnzyIgIAB//OMfkZ+f36fz\n5KjHgHQsyoHdkwHtjr4Y6fnz5/d5AHVHf2YOmlCnZGdnw8vLC05OTjhx4gQaGxvR1taGDRs2wM7O\nDtnZ2cjKyoKbmxvS09ORk5MDZ2dnViy3Y8cOWFhYqBQzAppzVF316nr+HihROqxr165BIBAgLCwM\n7e3tmDp1Ku7evYu4uDisWrWKGdmVK1di7Nixfa6O7+w8V69ezQoIO5/Pvn37sHz5crbvb775BpaW\nlkhISEBgYCDMzc1x6NAhtLW1obq6Gq6urrh37x4eP36s0ndMKBQyhV1ZWRl8fHxU5OGded5I94Wf\naqQnTJigIiX+KfRncqWpPA1HMwxIx9IfXoaE8OegP3kaLy8vjBo1ChkZGTh06BD8/PyY0UpKSsKI\nESPYZ6OjoxETE4OKigosX74c7u7ukMlkmDNnDg4dOsTW5F+Wo1LS1taGlJQUNtsHOpZAKysrYWFh\ngTNnzqC2thZRUVFwcHDA9u3b8fHHH+PIkSOor6/H6tWr4e7uDrFYDF9fXxYB9cbzUtvi4mKEhYXh\n7bffRmBgIO7evQsAKjUQvr6+OHHiBIse8vLyEBcXh8jISFy4cAGOjo4oKSlBXV0dzM3N2YQoNzcX\n/v7+yM/PR15eHqRSKRwdHSESibBx48YeI/FX0Uj3d3LVnzwNR7Nwx9IF/THSvxT9ydNs3ryZVa0/\nefIEcXFxiIiIQGtrKyoqKuDt7c3auWRnZ0MqleLbb79Fa2srMjIyEB4errLE8jIclZKamhoWvXz2\n2WdwdXVlOYopU6bg/v37OHz4MKKiorBlyxYcPHgQmZmZmDdvHjw9Pdl5tLW1QS6Xq+1Qnqe+vh7l\n5eWwt7fHzp078c9//hOTJk1i/a+Ux2hpacGaNWsQGhrKai3y8/OxZ88eiEQiVFZWYv78+UhKSkJZ\nWRlWrVrFlgSbmppga2uLJUuWsLyDuks3/4tGuj95Go5m4Y6lC16GhPDnoD+zVCMjI1a8KJVKsX37\ndgAdRWx79+6Fj48P++yyZcuwadOmbuWpmnZUQIfc28vLC0KhEKGhobh79y4ePXoEPz8/HD58GKdP\nn2YtZxQKBf7zn//A3d0dU6dORVlZGa5evQoTExPW9UAdOsuglVy6dAkBAQFYtGgRsrKyWGU/0NGf\nLCIiAqWlpaioqEBjYyPq6urw1ltvQSaTISUlBS0tLRCJRJgyZQqTW6elpUEikaC4uBgpKSkQCoW4\nc+cOTp48CYlEgo8++qjb7govi1fRSPcnT8PRLNyxdIOmJYQ/B/0ZSBEREZg4cSK8vb0xfPhwiEQi\nJkeuqKiAi4sLjh07BqBrBdTzaNJReXl5YeTIkUhNTUVNTQ2WLVvGOiwkJyfD3d0doaGhrEJaSXx8\nPAQCAZO+5uTkqC0f7ur6CgoKoKuri/j4eAAdnYeXLl3KKtQvXryICRMm4M0334S1tTVrBioSiTB6\n9GhMmzYNP/zwA1JTU2FsbKxyHA8PD5ZD2bZtGyQSCWbOnMnqK35uXlUj/SqO24EIdyzd8KoMJE2h\nUCigq6uLnTt3AugoIJw3bx4WL16MW7du4fPPP8f58+fV3p8mHdXmzZsxY8YM9vOSJUtY8VpVVRUk\nEgkEAgGWL1+OlJQUFmX8+OOPWLhwIfbt26dWe4quvvOkpCTs27eP5X6mTZvGlIIFBQVYu3Ytc1zH\njh2Drq4unJ2dWYRbXV2NlStXvqC0MjU1VXkpV3JyMmbNmsWimP4oDDXFq2ik/9fG7a8V7lg4jKCg\nIJX3YlRUVCA8PLzbPkw9oWlHZWhoiDVr1sDJyQljxoyBr68vQkJCAHR0lJ4zZw5rC25vb8+6U6tT\nU9RVj7iqqiq4urqyd4W4ubnhxo0bOH36NKytrdnnrl+/DrFYDIlEghEjRsDOzo71cOp8bLFYrKIa\nS0pKgq2trcoxd+zY0W3U9kvAjTTnp8IdC4dRW1sLgUCgscIsTTqquLg4aGtrs23v37+P4cOH4/vv\nv0d5eTmcnJxY9+L8/Pw+F6kCHdGFstnfuXPnIBaL2e82bNjAuuB6eHiovDq3pqYGcrkcn376KVxd\nXRETE4Pg4GCsWbMGf//733H//n2cOXMGkyZNUjmeQCDo9t05HM6rzP/Mq4k5vTN8+HCKj48nhUKh\nkf3FxsbS/v376eHDh0TU0WBv69atrAlnX1i5ciXp6OiQgYEBEXW8ctba2prOnDlDY8aMIR8fH/Yq\naBsbGxo8eHC3+2pra2P/BkAKhYJkMhnNnj2bbt68Sc3NzaSlpUUjR46kyspKIiISCoVUVlZGenp6\nNH/+fNq0aRPbh4mJCc2dO5feeecdcnZ2prNnz5KJiQkJBAKqr68nqVRKYrGY9PX1ad26dSQWi+nK\nlStUUFBAU6ZMYa+O5XAGDL+0Z+MMbLZu3coqsvvL4sWL2bsiDh48iBkzZrBmlerQ3dJOZWUl3nnn\nHZXzvHTpElavXs3kw/fv38e0adPQ3NwMhULRq0xZWddRUVEBiUSCqqoq3Lx5EzExMUhMTFT7nDmc\nV5FBv7Rj4wxswsPDNbavmJgYMjExodzcXHrjjTdo3bp19Prrr/e4TVNTEw0dOpS1fCciysjIoD17\n9pC3tzfNnDmTbty4QQqFgkxNTam5uZn09fVJJBJRbW0trVu3jqqqqkgul5ObmxsNGTKEBg8eTB4e\nHt0es729nbXqT01NJR0dHTI1NSVTU1OaOHGixu4Hh/NrRQDwOJzz6rB3716ysbGhv/zlLz1+Licn\nh7Zv306NjY30t7/9jcRiMQ0dOpQ+/vhjOnfuHIWEhFBeXh598803dOrUKRo9ejTV19ezJbRHjx7R\n7373O7p69SqdP3+e/vSnP5GLi4ta5/jdd9/R0aNHSS6Xk5mZGUVGRtLkyZP7fe0czqsCdyycAYe3\ntzddunSJ9u3bR3V1dXTmzBmaPn06SaVSCg0NpbCwMPr3v/9NycnJZGdnR7t27SJfX1/S0tKihQsX\n0uXLlyk/P592797d5YvOeqOpqYm++OILsrOzI2tr65dwhRzOrxu+FMYZcNja2lJNTQ25urqSQqGg\nmpoaKi0tJSKia9eukZ2dHa1YsYKOHTtGr732GhERJSYmUlpaGiUlJZGZmRlt27btJzkVIqKhQ4fS\nkiVLNHU5HM4rB49YOAMSY2Njys7OJgsLCwoODqY33niDwsPD6dChQ7Rz5066fv06EREVFhZSamoq\nrVixgoyNjamlpYWGDBnyC589h/NqwyMWzoAkKCiIvLy8yMrKirKyssjU1JTMzc0pICCAUlNTSSqV\n0r179+jevXsUFhZGRkZGRETcqXA4GoBHLJwBSUtLCxkaGtLGjRspNDSUvvzySzpw4ACNHz+eAgMD\nCQAVFRXRu++++0ufKocz4OAFkpwByZAhQ8jHx4du375NREQSiYR27dpFWlpapKurS0KhkDsVDucl\nwSMWzoDlhx9+IBMTE6qvr2dLXRwO5+XDIxbOgEXTLWo4HI568IiFw+FwOBqFRywcDofD0SjcsXA4\nHA5Ho3DHwuFwOByNwh0Lh8PhcDQKdywcDofD0SjcsXA4HA5Ho3DHwuFwOByN8n+7FlYpkGCzYwAA\nAABJRU5ErkJggg==\n" | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Not a software issue. Change hardware configuration to Max Performance." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp2conf1 = pd.read_csv('ext2brd10.csv')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp2conf1.Write[:20].plot(style='o-', ylim=(4e5, 1.2e6))\n", | |
"exp2conf1.Write[20:40].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[40:60].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[60:80].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[80:100].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[100:120].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[120:140].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[140:160].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[160:180].plot(style='o-', use_index=False)\n", | |
"exp2conf1.Write[180:200].plot(style='o-', use_index=False)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x4d8d190>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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vw8i9e8kC5XCaXCHnwfsH2WFNB0oHSAmoVmTAQNYKOk3Nxsvp1TWKffrO48SJ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\nAAAASUVORK5CYII=\n" | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp3conf1 = pd.read_csv('ext2brd11.csv')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp3conf1.Write[:20].plot(style='o-', ylim=(4e5, 1.2e6))\n", | |
"exp3conf1.Write[20:40].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[40:60].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[60:80].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[80:100].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[100:120].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[120:140].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[140:160].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[160:180].plot(style='o-', use_index=False)\n", | |
"exp3conf1.Write[180:200].plot(style='o-', use_index=False)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 14, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x4d91a50>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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SPviADLvNnEk+Q6lFQ2ZH3ybEuCafVruNW5gLobb3cHEaTPXqH6Cj88RAzR8o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\nEanGJEJERKr9fyxAn7KzgarBAAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp3conf1.Write[:20].describe()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 15, | |
"text": [ | |
"count 20.00000\n", | |
"mean 1069725.45000\n", | |
"std 13807.06016\n", | |
"min 1050657.00000\n", | |
"25% 1056287.75000\n", | |
"50% 1076252.50000\n", | |
"75% 1080282.25000\n", | |
"max 1090382.00000\n", | |
"dtype: float64" | |
] | |
} | |
], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"exp3conf1[:20].boxplot()\n", | |
"pylab.xticks(rotation=25)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 16, | |
"text": [ | |
"(array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]),\n", | |
" <a list of 16 Text xticklabel objects>)" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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/fn1N01cY4vhnfcSVXPUrruSqX3Ebeq41LixffPEFHB0dYWRkBACYN28evLy8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\nh8PhqBXuWDgcDoejVv4fK1Qcg1rOeu4AAAAASUVORK5CYII=\n" | |
} | |
], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"Take-away: You want to use the Max Performance configuration to have cluster nodes behave 'identically'." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"<a href=\"http://www.cbp.ens-lyon.fr/sidus/\">http://www.cbp.ens-lyon.fr/sidus/</a>" | |
] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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