{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gUC7pCbvJSj/I8l8XALCtsZGGEZjdLQijWfdrJ/RfMPQTNmvWrGk7zs/PJz8/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\nKBTpyf8BS/1/qbGqiyUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa52990a910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import urllib2\n",
    "%matplotlib inline\n",
    "\n",
    "for i in range(18979,18989):\n",
    "    \n",
    "    url='http://golem.fjfi.cvut.cz/utils/data/'+ str(i) +'/plasma_current'\n",
    "    \n",
    "    file=urllib2.urlopen(url)\n",
    "    X=np.loadtxt(file)\n",
    "    plt.plot(X[:,0],X[:,1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
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