{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f76ac010a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SbSDwe+fjB9ia6CkKLEVERCQSilnH8kDgICywWgg8BTT5PHc18CpwO1ZyaHEO9y9nQ7Ce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\nERERERERERERERERERERERGRavr/umH1NNkZgXgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f76ac01fbd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.image as mpimg\n",
    "import matplotlib.ticker as tic\n",
    "from pylab import *\n",
    "\n",
    "%matplotlib inline\n",
    "data=np.loadtxt(\"TableManuallyCorrectedWithTDSwithDose\", delimiter='  ')\n",
    "\n",
    "\n",
    "fig=plt.figure(1)\n",
    "plt.subplots_adjust(hspace=0.00)\n",
    "plt.figure(figsize=(10, 8), dpi=100)\n",
    "plt.rc(\"font\", size=15)\n",
    "\n",
    "plt.subplot(511)\n",
    "plt.ylabel('Delka\\nvyboje\\n$\\\\tau_{pl}$ [ms]');plt.ylim(0,10)\n",
    "plt.plot(data[:,1], data[:,2]*1000, 'o')\n",
    "plt.tick_params(axis='x',labelbottom='off') \n",
    "\n",
    "plt.subplot(512)\n",
    "plt.ylabel('Elektronova\\nteplota\\n$T_{e}$ [eV]');plt.ylim(0,30)\n",
    "plt.plot(data[:,1], data[:,3], 'bo')\n",
    "plt.tick_params(axis='x',labelbottom='off') \n",
    "\n",
    "plt.subplot(513)\n",
    "plt.ylabel('Elektronova\\nhustota\\n$n_{e}$ [$\\mathrm{10^{18}/m^3}$]');plt.ylim(0,10)\n",
    "plt.plot(data[:,1], data[:,4], 'bo')\n",
    "plt.tick_params(axis='x',labelbottom='off') \n",
    "\n",
    "plt.subplot(514)\n",
    "plt.ylabel('Proud\\nplazmatem\\n$I_{pl}$ [kA]');plt.ylim(0,3)\n",
    "plt.plot(data[:,1], data[:,5]/1000, 'bo')\n",
    "plt.tick_params(axis='x',labelbottom='off') \n",
    "\n",
    "plt.subplot(515)\n",
    "plt.ylabel('Davka\\n$D$ [$10^{-2} \\mathrm{\\mu Sv}$]');plt.ylim(-0.5,2.5)\n",
    "plt.plot(data[:,1], data[:,6], 'bo')\n",
    "\n",
    "\n",
    "plt.xlabel('Cislo vyboje');\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.savefig('DlouhodobaStabilita@tokamakGOLEM.pdf')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
