examples/capture_output.ipynb

{
 "metadata": {
  "name": "",
  "signature": "sha256:8abfcc4f24abe7e7592c8c402c6784ee753805d0c9211245e4923be0209921fb"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Demonstrate simultaneous printing and capturing capabilities\n",
      "\n",
      "see [this branch](https://github.com/ihrke/ipycache/tree/capture_and_print)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%reload_ext ipycache\n",
      "import pylab as pl\n",
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 125
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%cache test.pkl var\n",
      "import time\n",
      "var=[i for i in range(100000)]\n",
      "\n",
      "print \"hallo\"\n",
      "for i in range(3):\n",
      "    time.sleep(1.0)\n",
      "    print i\n",
      "pl.plot(var)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[Skipped the cell's code and loaded variables var from file '/home/mittner/work/prog/stuff/ipycache/test.pkl'.]\n",
        "hallo\n",
        "0\n",
        "1\n",
        "2\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEACAYAAAB/BTv2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fe00f7e2e10>"
       ]
      }
     ],
     "prompt_number": 127
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import shelve\n",
      "import ipycache "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 60
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a=ipycache.load_vars('./test.pkl', ['var'])\n",
      "print a.keys()\n",
      "print \"stdout>\", a['_captured_io']['stdout'].getvalue()\n",
      "print \"stderr>\", a['_captured_io']['stderr'].getvalue()\n",
      "print \"output>\",a['_captured_io']['outputs']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "['var', '_captured_io']\n",
        "stdout> hallo\n",
        "0\n",
        "1\n",
        "2\n",
        "\n",
        "stderr> \n",
        "output> [('display', {u'image/png': '\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x01\\x97\\x00\\x00\\x01\\x00\\x08\\x06\\x00\\x00\\x00\\x7f\\x05;\\xf6\\x00\\x00\\x00\\x04sBIT\\x08\\x08\\x08\\x08|\\x08d\\x88\\x00\\x00\\x00\\tpHYs\\x00\\x00\\x0b\\x12\\x00\\x00\\x0b\\x12\\x01\\xd2\\xdd~\\xfc\\x00\\x00\\x16\\xcdIDATx\\x9c\\xed\\xdc\\x7f\\xac_w}\\xdf\\xf1\\xe7k6\\xc9\\xa0\\xd0\\x18g\\xc8\\xf9I\\x92\\xb5N\\x89\\'\\xd6A\\xa6$\\xeb\\xb6r1\\x90zU\\t\\xf9\\x03\\x11G\"\\x8d\\x8a;ix\\x15x\\xcbZ|\\xf9c\\xb9\\xd3\\xa4*\\xa9Z\\x85P\\xe4Tk\\xd2\\x10\\xa29MJ\\xaa\\x90\\xac`b\\x02WC\\x9d\\x82\\xe9\\x9av.\\xc6\\xb3\\x83\\x17\\x1a;\\xd8Af\\x84n\\x7f\\x8c\\xb8~\\xef\\x8f\\xefq|\\xe2\\\\__\\x7f\\xef\\xf7~\\x7f\\xdc\\xf3|HW>\\xdf\\xcf\\xf7|\\xcf=\\xe7\\x80\\xfd\\xb9\\xcfsNn\\xaa\\nI\\x92\\x06\\xe9\\xef\\x8cz\\x07$I\\xcb\\x8f\\x93\\x8b$i\\xe0\\x9c\\\\$I\\x03\\xe7\\xe4\"I\\x1a8\\'\\x17I\\xd2\\xc09\\xb9H\\x92\\x06n\\xde\\xc9%\\xc9\\x1f$9\\x92dwklu\\x92\\x9dI\\xf6%y2\\xc9\\xaa\\xd6{\\xd3I\\xf6\\'\\xd9\\x9b\\xe4\\xfa\\xd6\\xf8\\xd5Iv7\\xef\\xdd\\xdd\\x1a?7\\xc9\\xc3\\xcd\\xf8\\xd3I.k\\xbdwk\\xf3=\\xf6%\\xf9\\xe5\\xc1\\x1d\\xb2$i\\xa9\\x9d\\xa9\\\\\\xee\\x076\\x9c2\\xb6\\x15\\xd8YUW\\x02O5\\xafI\\xb2\\x0e\\xb8\\tX\\xd7|f[\\x924\\x9f\\xb9\\x07\\xd8TUk\\x81\\xb5INls\\x13p\\xb4\\x19\\xbf\\x0b\\xb8\\xb3\\xd9\\xd6j\\xe0\\xdf\\x03\\xd74_\\xb7\\xb7\\'1I\\xd2x\\x9bwr\\xa9\\xaa\\xaf\\x03\\xff\\xfb\\x94\\xe1\\x1b\\x80\\x07\\x9a\\xe5\\x07\\x80\\x1b\\x9b\\xe5\\x0f\\x00\\x0fU\\xd5\\xcbU\\xf5\\x1c\\xf0,pm\\x92\\x0b\\x817U\\xd5\\xaef\\xbd\\xcf\\xb5>\\xd3\\xde\\xd6\\xa3\\xc0{\\x9a\\xe5_\\x00\\x9e\\xac\\xaa\\x1fV\\xd5\\x0f\\x81\\x9d\\xbcv\\x92\\x93$\\x8d\\xa9~\\xee\\xb9\\xac\\xa9\\xaa#\\xcd\\xf2\\x11`M\\xb3|\\x11p\\xb0\\xb5\\xdeA\\xe0\\xe29\\xc6\\x0f5\\xe34\\x7f>\\x0fPU\\xc7\\x80\\x97\\x92\\x9c?\\xcf\\xb6$I\\x13`Q7\\xf4\\xab\\xf7\\xbbc\\xfc\\xfd1\\x92\\xa4WY\\xd9\\xc7g\\x8e$\\xb9\\xa0\\xaa\\x0e7\\x97\\xbc^l\\xc6\\x0f\\x01\\x97\\xb6\\xd6\\xbb\\x84^q\\x1cj\\x96O\\x1d?\\xf1\\x99\\xb7\\x02/$Y\\t\\x9cWUG\\x93\\x1c\\x02\\xa6Z\\x9f\\xb9\\x14\\xf8\\xea\\\\;\\x93\\xc4\\xc9M\\x92\\xceRU\\xe5\\xcck\\xf5\\xaf\\x9fry\\x1c\\xb8\\xb5Y\\xbe\\x15x\\xac5\\xbe1\\xc99I\\xae\\x00\\xd6\\x02\\xbb\\xaa\\xea0\\xf0\\xa3$\\xd767\\xf8o\\x01\\xbe0\\xc7\\xb6>H\\xef\\x01\\x01\\x80\\'\\x81\\xeb\\x93\\xacJ\\xf2f\\xe0}\\xc0\\x97O\\xb7CU\\xe5W\\x15\\xb7\\xdf~\\xfb\\xc8\\xf7a\\x1c\\xbe<\\x0f\\x9e\\x0b\\xcf\\xc5\\xc9\\xaf\\xbf\\xfd\\xdb\\xe2w\\x7f\\xb78\\xff\\xfc\\xe2\\xb7\\x7f\\xbb8vl8?\\x8f\\xcf[.I\\x1e\\x02\\xde\\x05\\xfc\\xbd$\\xcf\\xd3{\\x82\\xeb\\x0e\\xe0\\x91$\\x9b\\x80\\xe7\\x80\\x0f\\x01T\\xd5\\x9e$\\x8f\\x00{\\x80c\\xc0\\xe6\\xaa:q\\x14\\x9b\\x81\\xcf\\x02\\xaf\\x07\\xbeXU;\\x9a\\xf1\\xfb\\x80\\x07\\x93\\xec\\x07\\x8e\\x02\\x1b\\x9bm\\xfd \\xc9\\x7f\\x04\\xbe\\xd9\\xac\\xf7\\x1f\\xaawc_\\x92\\xb4@\\x07\\x0e\\xc0G>\\x02?\\xfe1\\xfc\\xe9\\x9f\\xc2\\xcf\\xfc\\xcc\\xf0\\xbe\\xf7\\xbc\\x93KU\\xdd|\\x9a\\xb7\\xde{\\x9a\\xf5\\x7f\\x13\\xf8\\xcd9\\xc6\\xff;\\xf0\\xf69\\xc6\\xff\\x1f\\xcd\\xe44\\xc7{\\xf7\\xd3{\\x14Z\\x92t\\x16\\x8e\\x1f\\x87m\\xdb`f\\x06\\xa6\\xa7a\\xcb\\x16X\\xb1b\\xb8\\xfb\\xd0\\xcf=\\x17\\x8d\\xa9\\xa9\\xa9\\xa9Q\\xef\\xc2X\\xf0<\\x9c\\xe4\\xb98\\xa9+\\xe7b\\x94\\xb5\\xd2\\x96\\x93W\\xae&S\\x92\\x9a\\xf4c\\x90\\xa4\\xc5:\\x9bZIB-\\xf1\\r}\\xcbE\\x92&\\xdc\\xb8\\xd4J\\x9b\\xbf\\xb8R\\x92&\\xd4\\xf1\\xe3\\xf0\\x99\\xcf\\xc05\\xd7\\xc0\\xfb\\xdf\\x0f_\\xff\\xfaxL,`\\xb9H\\xd2D\\x1a\\xc7Zi\\xb3\\\\$i\\x82\\x8cs\\xad\\xb4Y.\\x924!\\xc6\\xbdV\\xda,\\x17I\\x1as\\x93R+m\\x96\\x8b$\\x8d\\xb1I\\xaa\\x956\\xcbE\\x92\\xc6\\xd0$\\xd6J\\x9b\\xe5\"IcfRk\\xa5\\xcdr\\x91\\xa411\\xe9\\xb5\\xd2f\\xb9H\\xd2\\x18X\\x0e\\xb5\\xd2f\\xb9H\\xd2\\x08-\\xa7Zi\\xb3\\\\$iD\\x96[\\xad\\xb4Y.\\x924d\\xcb\\xb5V\\xda,\\x17I\\x1a\\xa2\\xe5\\\\+m\\x96\\x8b$\\rA\\x17j\\xa5\\xcdr\\x91\\xa4%\\xd6\\x95Zi\\xb3\\\\$i\\x89t\\xadV\\xda,\\x17IZ\\x02]\\xac\\x956\\xcbE\\x92\\x06\\xa8\\xcb\\xb5\\xd2f\\xb9H\\xd2\\x80t\\xbdV\\xda,\\x17IZ$k\\xe5\\xb5,\\x17IZ\\x04ken\\x96\\x8b$\\xf5\\xc1Z\\x99\\x9f\\xe5\"Ig\\xc9Z93\\xcbE\\x92\\x16\\xc8ZY8\\xcbE\\x92\\x16\\xc0Z9;\\x96\\x8b$\\xcd\\xc3Z\\xe9\\x8f\\xe5\"I\\xa7a\\xad\\xf4\\xcfr\\x91\\xa4SX+\\x8bg\\xb9HR\\x8b\\xb52\\x18\\x96\\x8b$a\\xad\\x0c\\x9a\\xe5\"\\xa9\\xf3\\xac\\x95\\xc1\\xb3\\\\$u\\x96\\xb5\\xb2t\\xfa\\x9e\\\\\\x92L\\'\\xf9V\\x92\\xddI\\xb6\\'97\\xc9\\xea$;\\x93\\xecK\\xf2d\\x92U\\xa7\\xac\\xbf?\\xc9\\xde$\\xd7\\xb7\\xc6\\xafn\\xb6\\xb1?\\xc9\\xdd\\xad\\xf1s\\x93<\\xdc\\x8c?\\x9d\\xe4\\xb2\\xfe\\x0fS\\x92^\\xed\\xc0\\x01X\\xbf\\x1e\\xb6o\\xef\\xd5\\xcam\\xb7\\xc1\\x8a\\x15\\xa3\\xde\\xab\\xe5\\xa3\\xaf\\xc9%\\xc9\\xe5\\xc0\\xbf\\x04\\xdeYUo\\x07V\\x00\\x1b\\x81\\xad\\xc0\\xce\\xaa\\xba\\x12x\\xaayM\\x92u\\xc0M\\xc0:`\\x03\\xb0-I\\x9a\\xcd\\xdd\\x03l\\xaa\\xaa\\xb5\\xc0\\xda$\\x1b\\x9a\\xf1M\\xc0\\xd1f\\xfc.\\xe0\\xce~\\xf6U\\x92\\xda\\xac\\x95\\xe1\\xe8\\xb7\\\\~\\x04\\xbc\\x0c\\xbc!\\xc9J\\xe0\\r\\xc0\\x0b\\xc0\\r\\xc0\\x03\\xcd:\\x0f\\x0076\\xcb\\x1f\\x00\\x1e\\xaa\\xaa\\x97\\xab\\xea9\\xe0Y\\xe0\\xda$\\x17\\x02o\\xaa\\xaa]\\xcdz\\x9fk}\\xa6\\xbd\\xadG\\x81\\xf7\\xf4\\xb9\\xaf\\x92\\x04X+\\xc3\\xd4\\xd7\\xe4RU?\\x00~\\x07\\xf8kz\\x93\\xca\\x0f\\xabj\\'\\xb0\\xa6\\xaa\\x8e4\\xab\\x1d\\x01\\xd64\\xcb\\x17\\x01\\x07[\\x9b8\\x08\\\\<\\xc7\\xf8\\xa1f\\x9c\\xe6\\xcf\\xe7\\x9b\\xefw\\x0cx)\\xc9\\xea~\\xf6WR\\xb7Y+\\xc3\\xd7\\xd7\\xd3bI~\\n\\xd8\\x02\\\\\\x0e\\xbc\\x04\\xfcQ\\x92\\x0f\\xb7\\xd7\\xa9\\xaaJR\\x8b\\xde\\xc3\\x05\\x98\\x99\\x99yeyjj\\x8a\\xa9\\xa9\\xa9a|[I\\x13\\xc0\\'\\xc1`vv\\x96\\xd9\\xd9\\xd9\\xa1~\\xcfT\\x9d\\xfd\\xbf\\xffIn\\x02\\xdeWU\\xbf\\xda\\xbc\\xbe\\x05\\xb8\\x0eX\\x0f\\xbc\\xbb\\xaa\\x0e7\\x97\\xbc\\xbeVUoK\\xb2\\x15\\xa0\\xaa\\xeeh\\xd6\\xdf\\x01\\xdc\\x0e|\\xb7Y\\xe7\\xaaf\\xfcf\\xe0\\xe7\\xab\\xea\\xa3\\xcd:3U\\xf5ts\\xe9\\xed{U\\xf5\\x969\\xf6\\xa5\\xfa9\\x06I\\xcb\\xdb\\xf1\\xe3\\xb0m\\x1b\\xcc\\xcc\\xc0\\xf44l\\xd9\\xe2%\\xb0\\x13\\x92PU9\\xf3\\x9a\\xfd\\xeb\\xf7\\x9e\\xcb^\\xe0\\xba$\\xafon\\xcc\\xbf\\x17\\xd8\\x03<\\x01\\xdc\\xda\\xacs+\\xf0X\\xb3\\xfc8\\xb01\\xc99I\\xae\\x00\\xd6\\x02\\xbb\\xaa\\xea0\\xf0\\xa3$\\xd76\\xdb\\xb9\\x05\\xf8B\\xeb3\\'\\xb6\\xf5Az\\x0f\\x08H\\xd2\\x19yoe\\xf4\\xfa\\xbd\\xe7\\xf2\\x97\\xf4n\\xbe\\xff\\x19\\xf0?\\x9a\\xe1\\xff\\x04\\xdc\\x01\\xbc/\\xc9>z\\x15sG\\xb3\\xfe\\x1e\\xe0\\x11z\\x13\\xd0\\x97\\x80\\xcd\\xad\\xdc\\xd8\\x0c\\xdc\\x0b\\xec\\x07\\x9e\\xad\\xaa\\x1d\\xcd\\xf8}\\xc0\\xf9I\\xf6\\xd3\\xbb\\x04\\xb7\\xb5\\x9f}\\x95\\xd4\\x1d\\xde[\\x19\\x1f}]\\x16\\x1b\\'^\\x16\\x93\\x04\\xaf\\xbe\\xb7r\\xff\\xfdN*\\xf3\\x19\\xe7\\xcbb\\x924\\x16\\xac\\x95\\xf1\\xe4\\xef\\x16\\x934\\xb1|\\x12l|Y.\\x92&\\x8e\\xb52\\xfe,\\x17I\\x13\\xc5Z\\x99\\x0c\\x96\\x8b\\xa4\\x89`\\xadL\\x16\\xcbE\\xd2\\xd8\\xb3V&\\x8f\\xe5\"ilY+\\x93\\xcbr\\x914\\x96\\xac\\x95\\xc9f\\xb9H\\x1a+\\xd6\\xca\\xf2`\\xb9H\\x1a\\x1b\\xd6\\xca\\xf2a\\xb9H\\x1a9ke\\xf9\\xb1\\\\$\\x8d\\x94\\xb5\\xb2<Y.\\x92F\\xc2ZY\\xde,\\x17ICg\\xad,\\x7f\\x96\\x8b\\xa4\\xa1\\xb1V\\xba\\xc3r\\x914\\x14\\xd6J\\xb7X.\\x92\\x96\\x94\\xb5\\xd2M\\x96\\x8b\\xa4%c\\xadt\\x97\\xe5\"i\\xe0\\xac\\x15Y.\\x92\\x06\\xcaZ\\x11X.\\x92\\x06\\xc4ZQ\\x9b\\xe5\"i\\xd1\\xac\\x15\\x9d\\xcar\\x91\\xd47kE\\xa7c\\xb9H\\xea\\x8b\\xb5\\xa2\\xf9X.\\x92\\xce\\x8a\\xb5\\xa2\\x85\\xb0\\\\$-\\x98\\xb5\\xa2\\x85\\xb2\\\\$\\x9d\\x91\\xb5\\xa2\\xb3e\\xb9H\\x9a\\x97\\xb5\\xa2~X.\\x92\\xe6d\\xadh1,\\x17I\\xafa\\xadh\\xb1,\\x17I\\xaf\\xb0V4(\\x96\\x8b$\\xc0Z\\xd1`Y.R\\xc7Y+Z\\n\\x96\\x8b\\xd4a\\xd6\\x8a\\x96\\x8a\\xe5\"u\\x90\\xb5\\xa2\\xa5\\xd6\\xf7\\xe4\\x92dU\\x92\\xcf\\'\\xf9v\\x92=I\\xaeM\\xb2:\\xc9\\xce$\\xfb\\x92<\\x99dUk\\xfd\\xe9$\\xfb\\x93\\xecMr}k\\xfc\\xea$\\xbb\\x9b\\xf7\\xeen\\x8d\\x9f\\x9b\\xe4\\xe1f\\xfc\\xe9$\\x97\\xf5\\x7f\\x98\\x92N8p\\x00\\xd6\\xaf\\x87\\xed\\xdb{\\xb5r\\xdbm\\xb0b\\xc5\\xa8\\xf7J\\xcb\\xcdb\\xca\\xe5n\\xe0\\x8bUu\\x15\\xf0\\x0f\\x81\\xbd\\xc0V`gU]\\t<\\xd5\\xbc&\\xc9:\\xe0&`\\x1d\\xb0\\x01\\xd8\\x96$\\xcdv\\xee\\x016U\\xd5Z`m\\x92\\r\\xcd\\xf8&\\xe0h3~\\x17p\\xe7\"\\xf6U\\xea<kE\\xc3\\x94\\xaa:\\xfb\\x0f%\\xe7\\x01\\xcfT\\xd5\\xdf?e|/\\xf0\\xae\\xaa:\\x92\\xe4\\x02`\\xb6\\xaa\\xde\\x96d\\x1a8^Uw6\\xeb\\xed\\x00f\\x80\\xef\\x02_m&(\\x92l\\x04\\xa6\\xaa\\xea_5\\xeb\\xdc^U\\xdfH\\xb2\\x12\\xf8^U\\xbde\\x8e}\\xa9~\\x8eA\\xea\\x92\\xf6\\xbd\\x95\\xfb\\xefwR\\xe9\\xba$TU\\xce\\xbcf\\xff\\xfa-\\x97+\\x80\\xef\\'\\xb9?\\xc9\\x9f\\'\\xf9\\xfd$?\\x01\\xac\\xa9\\xaa#\\xcd:G\\x805\\xcd\\xf2E\\xc0\\xc1\\xd6\\xe7\\x0f\\x02\\x17\\xcf1~\\xa8\\x19\\xa7\\xf9\\xf3y\\x80\\xaa:\\x06\\xbc\\x94du\\x9f\\xfb+u\\x92\\xb5\\xa2Q\\xe9\\xf7i\\xb1\\x95\\xc0;\\x81_\\xab\\xaao&\\xf9\\x14\\xcd%\\xb0\\x13\\xaa\\xaa\\x92\\x98\\x14\\xd2\\x88\\xf8$\\x98F\\xa9\\xdf\\xc9\\xe5 p\\xb0\\xaa\\xbe\\xd9\\xbc\\xfe<0\\r\\x1cNrAU\\x1dNr!\\xf0b\\xf3\\xfe!\\xe0\\xd2\\xd6\\xe7/i\\xb6q\\xa8Y>u\\xfc\\xc4g\\xde\\n\\xbc\\xd0\\\\\\x16;\\xaf\\xaa~0\\xd7\\xce\\xcc\\xcc\\xcc\\xbc\\xb2<55\\xc5\\xd4\\xd4T\\x9f\\x87%M\\xbe\\xe3\\xc7a\\xdb6\\x98\\x99\\x81\\xe9i\\xd8\\xb2\\xc5\\x1b\\xf6]7;;\\xcb\\xec\\xec\\xecP\\xbfg_\\xf7\\\\\\x00\\x92\\xfcW\\xe0W\\xabj_\\x92\\x19\\xe0\\r\\xcd[G\\xab\\xea\\xce$[\\x81UU\\xb5\\xb5\\xb9\\xa1\\xbf\\x1d\\xb8\\x86\\xde\\xe5\\xae\\xaf\\x00?\\xdd\\xd4\\xcd7\\x80\\x8f\\x01\\xbb\\x80?\\x01>]U;\\x92l\\x06\\xde^U\\x1fm\\xee\\xc5\\xdcXU\\x1b\\xe7\\xd8\\x0f\\xef\\xb9H\\r\\xef\\xadh!\\x86q\\xcfe1\\x93\\xcb\\xcf\\x02\\xf7\\x02\\xe7\\x00\\xdf\\x01~\\x05X\\x01<B\\xaf8\\x9e\\x03>TU?l\\xd6\\xff$\\xf0\\x11\\xe0\\x18\\xf0\\xf1\\xaa\\xfar3~5\\xf0Y\\xe0\\xf5\\xf4\\x9e>\\xfbX3~.\\xf0 \\xf0\\x0e\\xe0(\\xb0\\xb1\\xaa\\x9e\\x9bc?\\x9c\\\\\\xd4y\\xd6\\x8a\\xce\\xc6XO.\\xe3\\xc2\\xc9E]g\\xad\\xe8l\\x8d\\xf3\\xd3b\\x92F\\xcc\\'\\xc14\\xce\\xfc\\xddb\\xd2\\x04\\xf2I0\\x8d;\\xcbE\\x9a \\xd6\\x8a&\\x85\\xe5\"M\\x08kE\\x93\\xc4r\\x91\\xc6\\x9c\\xb5\\xa2Id\\xb9Hc\\xccZ\\xd1\\xa4\\xb2\\\\\\xa41d\\xadh\\xd2Y.\\xd2\\x98\\xb1V\\xb4\\x1cX.\\xd2\\x98\\xb0V\\xb4\\x9cX.\\xd2\\x18\\xb0V\\xb4\\xdcX.\\xd2\\x08Y+Z\\xae,\\x17iD\\xac\\x15-g\\x96\\x8b4d\\xd6\\x8a\\xba\\xc0r\\x91\\x86\\xc8ZQWX.\\xd2\\x10X+\\xea\\x1a\\xcbEZb\\xd6\\x8a\\xba\\xc8r\\x91\\x96\\x88\\xb5\\xa2.\\xb3\\\\\\xa4%`\\xad\\xa8\\xeb,\\x17i\\x80\\xac\\x15\\xa9\\xc7r\\x91\\x06\\xc4Z\\x91N\\xb2\\\\\\xa4E\\xb2V\\xa4\\xd7\\xb2\\\\\\xa4E\\xb0V\\xa4\\xb9Y.R\\x1f\\xac\\x15i~\\x96\\x8bt\\x96\\xac\\x15\\xe9\\xcc,\\x17i\\x81\\xac\\x15i\\xe1,\\x17i\\x01\\xac\\x15\\xe9\\xecX.\\xd2<\\xac\\x15\\xa9?\\x96\\x8bt\\x1a\\xd6\\x8a\\xd4?\\xcbE:\\x85\\xb5\"-\\x9e\\xe5\"\\xb5X+\\xd2`X.\\x12\\xd6\\x8a4h\\x96\\x8b:\\xcfZ\\x91\\x06\\xcfrQgY+\\xd2\\xd2\\xb1\\\\\\xd4I\\xd6\\x8a\\xb4\\xb4,\\x17u\\x8a\\xb5\"\\r\\x87\\xe5\\xa2\\xce\\xb0V\\xa4\\xe1YT\\xb9$Y\\x91\\xe4\\x99$O4\\xafW\\'\\xd9\\x99d_\\x92\\'\\x93\\xacj\\xad;\\x9dd\\x7f\\x92\\xbdI\\xaeo\\x8d_\\x9ddw\\xf3\\xde\\xdd\\xad\\xf1s\\x93<\\xdc\\x8c?\\x9d\\xe4\\xb2\\xc5\\xec\\xab\\xba\\xcbZ\\x91\\x86o\\xb1\\x97\\xc5>\\x0e\\xec\\x01\\xaay\\xbd\\x15\\xd8YUW\\x02O5\\xafI\\xb2\\x0e\\xb8\\tX\\x07l\\x00\\xb6%I\\xf3\\x99{\\x80MU\\xb5\\x16X\\x9bdC3\\xbe\\t8\\xda\\x8c\\xdf\\x05\\xdc\\xb9\\xc8}U\\x07\\x1d8\\x00\\xeb\\xd7\\xc3\\xf6\\xed\\xbdZ\\xb9\\xed6X\\xb1b\\xd4{%-\\x7f}O.I.\\x01~\\x11\\xb8\\x1781Q\\xdc\\x00<\\xd0,?\\x00\\xdc\\xd8,\\x7f\\x00x\\xa8\\xaa^\\xae\\xaa\\xe7\\x80g\\x81k\\x93\\\\\\x08\\xbc\\xa9\\xaav5\\xeb}\\xae\\xf5\\x99\\xf6\\xb6\\x1e\\x05\\xde\\xd3\\xef\\xbe\\xaa{\\xac\\x15i\\xb4\\x16s\\xcf\\xe5.\\xe0\\xd7\\x81\\x9fl\\x8d\\xad\\xa9\\xaa#\\xcd\\xf2\\x11`M\\xb3|\\x11\\xf0tk\\xbd\\x83\\xc0\\xc5\\xc0\\xcb\\xcd\\xf2\\t\\x87\\x9aq\\x9a?\\x9f\\x07\\xa8\\xaacI^J\\xb2\\xba\\xaa~\\xb0\\x88}V\\x07xoE\\x1a\\xbd\\xbe\\xca%\\xc9/\\x01/V\\xd53\\x9c\\xac\\x96W\\xa9\\xaa\\xe2\\xe4\\xe52i\\xc9Y+\\xd2\\xf8\\xe8\\xb7\\\\~\\x0e\\xb8!\\xc9/\\x02\\x7f\\x17\\xf8\\xc9$\\x0f\\x02G\\x92\\\\PU\\x87\\x9bK^/6\\xeb\\x1f\\x02.m}\\xfe\\x12z\\xc5r\\xa8Y>u\\xfc\\xc4g\\xde\\n\\xbc\\x90d%p\\xde\\xe9\\xaaeff\\xe6\\x95\\xe5\\xa9\\xa9)\\xa6\\xa6\\xa6\\xfa<,M*kE:\\xbd\\xd9\\xd9Yfgg\\x87\\xfa=\\xd3\\x0b\\x8cEl y\\x17\\xf0\\xef\\xaa\\xea\\xfdI~\\x8b\\xdeM\\xf8;\\x93l\\x05VU\\xd5\\xd6\\xe6\\x86\\xfev\\xe0\\x1az\\x97\\xbb\\xbe\\x02\\xfctUU\\x92o\\x00\\x1f\\x03v\\x01\\x7f\\x02|\\xba\\xaav$\\xd9\\x0c\\xbc\\xbd\\xaa>\\x9ad#pcUm\\x9c\\xe3\\xfb\\xd7b\\x8fA\\x93\\xeb\\xf8q\\xd8\\xb6\\rff`z\\x1a\\xb6l\\xf1\\x86\\xbdt&I\\xa8\\xaa9\\xaf:\\r\\xca\\xa0\\xfe;\\x97\\x13\\xff\\xba\\xdf\\x01<\\x92d\\x13\\xf0\\x1c\\xf0!\\x80\\xaa\\xda\\x93\\xe4\\x11zO\\x96\\x1d\\x036\\xb7f\\x84\\xcd\\xc0g\\x81\\xd7\\x03_\\xac\\xaa\\x1d\\xcd\\xf8}\\xc0\\x83I\\xf6\\x03G\\x81\\xd7L,\\xea6kE\\x1a_\\x8b.\\x97Q\\xb3\\\\\\xba\\xc7Z\\x91\\x16g\\x92\\xcaE\\x1a\\nkE\\x9a\\x0c\\xfen1M\\x04\\x9f\\x04\\x93&\\x8b\\xe5\\xa2\\xb1g\\xadH\\x93\\xc7r\\xd1\\xd8\\xb2V\\xa4\\xc9e\\xb9h,Y+\\xd2d\\xb3\\\\4V\\xac\\x15iy\\xb0\\\\46\\xac\\x15i\\xf9\\xb0\\\\4r\\xd6\\x8a\\xb4\\xfcX.\\x1a)kEZ\\x9e,\\x17\\x8d\\x84\\xb5\"-o\\x96\\x8b\\x86\\xceZ\\x91\\x96?\\xcbECc\\xadH\\xdda\\xb9h(\\xac\\x15\\xa9[,\\x17-)kE\\xea&\\xcbEK\\xc6Z\\x91\\xba\\xcbr\\xd1\\xc0Y+\\x92,\\x17\\r\\x94\\xb5\"\\t,\\x17\\r\\x88\\xb5\"\\xa9\\xcdr\\xd1\\xa2Y+\\x92Ne\\xb9\\xa8o\\xd6\\x8a\\xa4\\xd3\\xb1\\\\\\xd4\\x17kE\\xd2|,\\x17\\x9d\\x15kE\\xd2BX.Z0kE\\xd2BY.:#kE\\xd2\\xd9\\xb2\\\\4/kER?,\\x17\\xcd\\xc9Z\\x91\\xb4\\x18\\x96\\x8b^\\xc3Z\\x91\\xb4X\\x96\\x8b^a\\xadH\\x1a\\x14\\xcbE\\x80\\xb5\"i\\xb0,\\x97\\x8e\\xb3V$-\\x05\\xcb\\xa5\\xc3\\xac\\x15IK\\xc5r\\xe9 kE\\xd2R\\xb3\\\\:\\xc6Z\\x914\\x0c\\x96KGX+\\x92\\x86\\xc9r\\xe9\\x00kE\\xd2\\xb0Y.\\xcb\\x98\\xb5\"iT\\xfa\\x9a\\\\\\x92\\\\\\x9a\\xe4kI\\xbe\\x95\\xe4\\xaf\\x92|\\xac\\x19_\\x9ddg\\x92}I\\x9eL\\xb2\\xaa\\xf5\\x99\\xe9$\\xfb\\x93\\xecMr}k\\xfc\\xea$\\xbb\\x9b\\xf7\\xeen\\x8d\\x9f\\x9b\\xe4\\xe1f\\xfc\\xe9$\\x97-\\xe6@\\xbb\\xe6\\xc0\\x01X\\xbf\\x1e\\xb6o\\xef\\xd5\\xcam\\xb7\\xc1\\x8a\\x15\\xa3\\xde+I]\\xd1o\\xb9\\xbc\\x0c\\xfc\\x9b\\xaa\\xfa\\x07\\xc0u\\xc0\\xbfNr\\x15\\xb0\\x15\\xd8YUW\\x02O5\\xafI\\xb2\\x0e\\xb8\\tX\\x07l\\x00\\xb6%I\\xb3\\xad{\\x80MU\\xb5\\x16X\\x9bdC3\\xbe\\t8\\xda\\x8c\\xdf\\x05\\xdc\\xd9\\xe7\\xbev\\x8a\\xb5\"i\\x1c\\xf4u\\xcf\\xa5\\xaa\\x0e\\x03\\x87\\x9b\\xe5\\xff\\x93\\xe4\\xdb\\xc0\\xc5\\xc0\\r\\xc0\\xbb\\x9a\\xd5\\x1e\\x00f\\xe9M0\\x1f\\x00\\x1e\\xaa\\xaa\\x97\\x81\\xe7\\x92<\\x0b\\\\\\x9b\\xe4\\xbb\\xc0\\x9b\\xaajW\\xf3\\x99\\xcf\\x017\\x02;\\x9am\\xdd\\xde\\x8c?\\n|\\xa6\\x9f}\\xed\\x12\\xef\\xadH\\x1a\\x17\\x8b\\xbe\\xe7\\x92\\xe4r\\xe0\\x1d\\xc07\\x805Uu\\xa4y\\xeb\\x08\\xb0\\xa6Y\\xbe\\x088\\xd8\\xfa\\xd8Az\\x93\\xd1\\xa9\\xe3\\x87\\x9aq\\x9a?\\x9f\\x07\\xa8\\xaac\\xc0KIV/v\\x7f\\x97#kE\\xd2\\xb8Y\\xd4\\xd3bI\\xdeH\\xaf*>^U\\x7fs\\xf2J\\x17TU%\\xa9E\\xee\\xdf\\x82\\xcc\\xcc\\xcc\\xbc\\xb2<55\\xc5\\xd4\\xd4\\xd40\\xbe\\xedX\\xb0V$\\x9d\\xc9\\xec\\xec,\\xb3\\xb3\\xb3C\\xfd\\x9e\\xa9\\xea\\xef\\xdf\\xff$\\xaf\\x03\\xfe\\x0b\\xf0\\xa5\\xaa\\xfaT3\\xb6\\x17\\x98\\xaa\\xaa\\xc3I.\\x04\\xbeVUoK\\xb2\\x15\\xa0\\xaa\\xeeh\\xd6\\xdbA\\xef\\x92\\xd7w\\x9bu\\xaej\\xc6o\\x06~\\xbe\\xaa>\\xda\\xac3SUO\\'Y\\t|\\xaf\\xaa\\xde2\\xc7~T\\xbf\\xc70\\xc9\\x8e\\x1f\\x87m\\xdb`f\\x06\\xa6\\xa7a\\xcb\\x16o\\xd8KZ\\x98$TU\\xce\\xbcf\\xff\\xfa}Z,\\xc0}\\xc0\\x9e\\x13\\x13K\\xe3q\\xe0\\xd6f\\xf9V\\xe0\\xb1\\xd6\\xf8\\xc6$\\xe7$\\xb9\\x02X\\x0b\\xecj\\xee\\xdd\\xfc(\\xc9\\xb5\\xcd6o\\x01\\xbe0\\xc7\\xb6>H\\xef\\x01\\x01\\xe1\\x93`\\x92\\xc6_\\xbf\\xf7\\\\\\xfe)\\xf0a\\xe0\\xddI\\x9ei\\xbe6\\x00w\\x00\\xefK\\xb2\\x0fX\\xdf\\xbc\\xa6\\xaa\\xf6\\x00\\x8f\\x00{\\x80/\\x01\\x9b[\\xb9\\xb1\\x19\\xb8\\x17\\xd8\\x0f<[U;\\x9a\\xf1\\xfb\\x80\\xf3\\x93\\xec\\x07\\xb6\\xd0<y\\xd6e\\xde[\\x914)\\xfa\\xbe,6.\\xbarY\\xac}o\\xe5\\xfe\\xfb\\x9dT$\\xf5ol/\\x8bix\\xac\\x15I\\x93\\xc8\\xdf-6\\xc6|\\x12L\\xd2\\xa4\\xb2\\\\\\xc6\\x90\\xb5\"i\\xd2Y.c\\xc6Z\\x91\\xb4\\x1cX.c\\xc2Z\\x91\\xb4\\x9cX.c\\xc0Z\\x91\\xb4\\xdcX.#d\\xadHZ\\xae,\\x97\\x11\\xb1V$-g\\x96\\xcb\\x90Y+\\x92\\xba\\xc0r\\x19\"kERWX.C`\\xadH\\xea\\x1a\\xcbe\\x89Y+\\x92\\xba\\xc8rY\"\\xd6\\x8a\\xa4.\\xb3\\\\\\x96\\x80\\xb5\"\\xa9\\xeb,\\x97\\x01\\xb2V$\\xa9\\xc7r\\x19\\x10kE\\x92N\\xb2\\\\\\x16\\xc9Z\\x91\\xa4\\xd7\\xb2\\\\\\x16\\xc1Z\\x91\\xa4\\xb9Y.}\\xb0V$i~\\x96\\xcbY\\xb2V$\\xe9\\xcc,\\x97\\x05\\xb2V$i\\xe1,\\x97\\x05\\xb0V$\\xe9\\xecX.\\xf3\\xb0V$\\xa9?\\x96\\xcbiX+\\x92\\xd4?\\xcb\\xe5\\x14\\xd6\\x8a$-\\x9e\\xe5\\xd2b\\xadH\\xd2`X.X+\\x924h\\x9d/\\x17kE\\x92\\x06\\xaf\\xb3\\xe5b\\xadH\\xd2\\xd2\\xe9d\\xb9X+\\x92\\xb4\\xb4:U.\\xd6\\x8a$\\rGg\\xca\\xc5Z\\x91\\xa4\\xe1Y\\xf6\\xe5b\\xadH\\xd2\\xf0-\\xebr\\xb1V$i4\\x96e\\xb9X+\\x924Zc_.I6\\x00\\x9f\\x02V\\x00\\xf7V\\xd5\\x9d\\xf3\\xado\\xadH\\xd2\\xe8\\x8du\\xb9$Y\\x01|\\x06\\xd8\\x00\\xac\\x03nNr\\xd5\\\\\\xebZ+0;;;\\xea]\\x18\\x0b\\x9e\\x87\\x93<\\x17\\'y.\\x86k\\xac\\'\\x17\\xe0\\x1a\\xe0\\xd9\\xaaz\\xae\\xaa^\\x06\\xfe\\x10\\xf8\\xc0\\xa9+\\x1d8\\x00\\xeb\\xd7\\xc3\\xf6\\xed\\xbdZ\\xb9\\xed6X\\xb1b\\xe8\\xfb:r\\xfe\\xe5\\xe9\\xf1<\\x9c\\xe4\\xb98\\xc9s1\\\\\\xe3>\\xb9\\\\\\x0c<\\xdfz}\\xb0\\x19{\\x95.\\xd7\\x8a$\\x8d\\xa3q\\xbf\\xe7R\\x0bY\\xc9{+\\x924^R\\xb5\\xa0\\x7f\\xbfG\"\\xc9u\\xc0LUmh^O\\x03\\xc7\\xdb7\\xf5\\x93\\x8c\\xef\\x01H\\xd2\\x98\\xaa\\xaa,\\xe5\\xf6\\xc7}rY\\t\\xfcO\\xe0=\\xc0\\x0b\\xc0.\\xe0\\xe6\\xaa\\xfa\\xf6HwL\\x924\\xaf\\xb1\\xbe,VU\\xc7\\x92\\xfc\\x1a\\xf0ez\\x8f\"\\xdf\\xe7\\xc4\"I\\xe3o\\xac\\xcbE\\x924\\x99\\xc6\\xfdi\\xb1\\xd3J\\xb2!\\xc9\\xde$\\xfb\\x93|b\\xd4\\xfb3\\x08I.M\\xf2\\xb5$\\xdfJ\\xf2WI>\\xd6\\x8c\\xafN\\xb23\\xc9\\xbe$O&Y\\xd5\\xfa\\xccts\\x0e\\xf6&\\xb9\\xbe5~u\\x92\\xdd\\xcd{w\\xb7\\xc6\\xcfM\\xf2p3\\xfet\\x92\\xcb\\x86{\\x94g\\'\\xc9\\x8a$\\xcf$y\\xa2y\\xdd\\xc9s\\x91dU\\x92\\xcf\\'\\xf9v\\x92=I\\xae\\xed\\xf0\\xb9\\x98n\\xfe\\x8e\\xecN\\xb2\\xbd\\xd9\\xf7N\\x9c\\x8b$\\x7f\\x90\\xe4H\\x92\\xdd\\xad\\xb1\\xa1\\x1c{\\x92[\\x9b\\xef\\xb1/\\xc9/\\x9fqg\\xabj\\xe2\\xbe\\xe8]\"{\\x16\\xb8\\x1cx\\x1d\\xf0\\x17\\xc0U\\xa3\\xde\\xaf\\x01\\x1c\\xd7\\x05\\xc0?j\\x96\\xdfH\\xef~\\xd3U\\xc0o\\x01\\xbf\\xd1\\x8c\\x7f\\x02\\xb8\\xa3Y^\\xd7\\x1c\\xfb\\xeb\\x9as\\xf1,\\'kt\\x17pM\\xb3\\xfcE`C\\xb3\\xbc\\x19\\xd8\\xd6,\\xdf\\x04\\xfc\\xe1\\xa8\\x8f\\xfb\\x0c\\xe7\\xe4\\xdf\\x02\\xff\\x19x\\xbcy\\xdd\\xc9s\\x01<\\x00|\\xa4Y^\\t\\x9c\\xd7\\xc5s\\xd1\\x1c\\xcf\\x01\\xe0\\xdc\\xe6\\xf5\\xc3\\xc0\\xad]9\\x17\\xc0?\\x07\\xde\\x01\\xecn\\x8d-\\xf9\\xb1\\x03\\xab\\x81\\xef\\x00\\xab\\x9a\\xaf\\xef\\x00\\xab\\xe6\\xdd\\xd7Q\\x9f\\xac>O\\xf0?\\x01v\\xb4^o\\x05\\xb6\\x8ez\\xbf\\x96\\xe08\\x1f\\x03\\xde\\x0b\\xec\\x05\\xd64c\\x17\\x00{\\x9b\\xe5i\\xe0\\x13\\xad\\xf5w\\x00\\xd7\\x01\\x17\\x02\\xdfn\\x8do\\x04~\\xaf\\xb5\\xce\\xb5\\xcd\\xf2J\\xe0\\xfb\\xa3>\\xcey\\x8e\\xff\\x12\\xe0+\\xc0\\xbb\\x81\\'\\x9a\\xb1\\xce\\x9d\\x0bz\\x13\\xc9\\x819\\xc6\\xbbx.V\\xd3\\xfb\\xa1\\xeb\\xcd\\xcd~>\\x01\\xbc\\xafK\\xe7\\x82\\xdeD\\xd1\\x9e\\\\\\x96\\xfc\\xd8\\x81\\x9b\\x81{Z\\x9f\\xf9=`\\xe3|\\xfb9\\xa9\\x97\\xc5\\x16\\xf4\\x1fWN\\xb2$\\x97\\xd3\\xfb\\t\\xe5\\x1b\\xf4\\xfe\\x8fs\\xa4y\\xeb\\x08\\xb0\\xa6Y\\xbe\\x88\\xde\\xb1\\x9fp\\xe2<\\x9c:~\\x88\\x93\\xe7\\xe7\\x95sWU\\xc7\\x80\\x97\\x92\\xac\\x1e\\xfc\\x11\\x0c\\xc4]\\xc0\\xaf\\x03\\xc7[c]<\\x17W\\x00\\xdfOr\\x7f\\x92?O\\xf2\\xfbI~\\x82\\x0e\\x9e\\x8b\\xaa\\xfa\\x01\\xf0;\\xc0_\\xd3{\\x82\\xf4\\x87U\\xb5\\x93\\x0e\\x9e\\x8b\\x96\\xa5>\\xf6\\xf3\\xe7\\xd9\\xd6iM\\xea\\xe4\\xb2\\xac\\x9fBH\\xf2F\\xe0Q\\xe0\\xe3U\\xf57\\xed\\xf7\\xaa\\xf7c\\xc3\\xb2>~\\x80$\\xbf\\x04\\xbcXU\\xcf\\x00s>\\x8f\\xdf\\x95sA\\xef\\'\\xc8w\\xd2\\xbb\\\\\\xf1N\\xe0\\xff\\xd2\\xab\\xf5Wt\\xe5\\\\$\\xf9)`\\x0b\\xbd\\x9f\\xde/\\x02\\xde\\x98\\xe4\\xc3\\xedu\\xbar.\\xe62N\\xc7>\\xa9\\x93\\xcb!\\xe0\\xd2\\xd6\\xebKy\\xf5\\xac:\\xb1\\x92\\xbc\\x8e\\xde\\xc4\\xf2`U=\\xd6\\x0c\\x1fIrA\\xf3\\xfe\\x85\\xc0\\x8b\\xcd\\xf8\\xa9\\xe7\\xe1\\x12z\\xe7\\xe1P\\xb3|\\xea\\xf8\\x89\\xcf\\xbc\\xb5\\xd9\\xd6J\\xe0\\xbc\\xe6\\xa7\\xc1q\\xf3s\\xc0\\rI\\xfe\\x17\\xf0\\x10\\xb0>\\xc9\\x83t\\xf3\\\\\\x1c\\x04\\x0eV\\xd57\\x9b\\xd7\\x9f\\xa77\\xd9\\x1c\\xee\\xe0\\xb9\\xf8\\xc7\\xc0\\x7f\\xab\\xaa\\xa3\\xcdO\\xd6\\x7fL\\xef2y\\x17\\xcf\\xc5\\tK\\xfdw\\xe2\\xe8\\x1c\\xdb:\\xe3\\xbf\\xb9\\x93:\\xb9\\xfc\\x19\\xb06\\xc9\\xe5I\\xce\\xa1w\\xe3\\xe9\\xf1\\x11\\xef\\xd3\\xa2%\\tp\\x1f\\xb0\\xa7\\xaa>\\xd5z\\xebqz7-i\\xfe|\\xac5\\xbe1\\xc99I\\xae\\x00\\xd6\\x02\\xbb\\xaa\\xea0\\xf0\\xa3\\xe6\\x89\\xa2\\x00\\xb7\\x00_\\x98c[\\x1f\\x04\\x9eZ\\xb2\\x03Z\\x84\\xaa\\xfadU]ZUW\\xd0\\xbb&\\xfc\\xd5\\xaa\\xba\\x85n\\x9e\\x8b\\xc3\\xc0\\xf3I\\xael\\x86\\xde\\x0b|\\x8b\\xde\\xfd\\x86N\\x9d\\x0bz\\xf7\\x17\\xaeK\\xf2\\xfa\\xe6\\x18\\xde\\x0b\\xec\\xa1\\x9b\\xe7\\xe2\\x84a\\xfc\\x9dx\\x12\\xb8>\\xbd\\xa7\\x16\\xdfL\\xef>\\xd7\\x97\\xe7\\xdd\\xabQ\\xdf\\x9cZ\\xc4M\\xad\\x7fA\\xef\\xc6\\xde\\xb3\\xc0\\xf4\\xa8\\xf7g@\\xc7\\xf4\\xcf\\xe8\\xdd_\\xf8\\x0b\\xe0\\x99\\xe6k\\x03\\xbd\\x9b\\x98_\\x01\\xf65\\xff#\\xafj}\\xe6\\x93\\xcd9\\xd8\\x0b\\xfcBk\\xfcj`w\\xf3\\xde\\xa7[\\xe3\\xe7\\x02\\x8f\\x00\\xfb\\x81\\xa7\\x81\\xcbG}\\xdc\\x0b8/\\xef\\xe2\\xe4\\xd3b\\x9d<\\x17\\xc0\\xcf\\x02\\xdf\\x04\\xfe\\x92\\xdeO\\xeb\\xe7u\\xf8\\\\\\xfc\\x06\\xbd\\xc9u7\\xbd\\xa7\\xe8^\\xd7\\x95sA\\xaf\\xe2_\\x00~L\\xef\\xde\\xc8\\xaf\\x0c\\xeb\\xd8\\x9b\\xef\\xb5\\xbf\\xf9\\xba\\xf5L\\xfb\\xea\\x7fD)I\\x1a\\xb8I\\xbd,&I\\x1acN.\\x92\\xa4\\x81sr\\x91$\\r\\x9c\\x93\\x8b$i\\xe0\\x9c\\\\$I\\x03\\xe7\\xe4\"I\\x1a8\\'\\x17I\\xd2\\xc09\\xb9H\\x92\\x06\\xee\\xff\\x03k\\x14\\xb4\\xfd3*\\xec\\xc9\\x00\\x00\\x00\\x00IEND\\xaeB`\\x82', u'text/plain': '<matplotlib.figure.Figure at 0x7fe00fcf2290>'}, {})]\n"
       ]
      }
     ],
     "prompt_number": 100
    }
   ],
   "metadata": {}
  }
 ]
}