{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This file is part of postpic.\n",
    "\n",
    "postpic is free software: you can redistribute it and/or modify\n",
    "it under the terms of the GNU General Public License as published by\n",
    "the Free Software Foundation, either version 3 of the License, or\n",
    "(at your option) any later version.\n",
    "\n",
    "postpic is distributed in the hope that it will be useful,\n",
    "but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
    "MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\n",
    "GNU General Public License for more details.\n",
    "\n",
    "You should have received a copy of the GNU General Public License\n",
    "along with postpic. If not, see <http://www.gnu.org/licenses/>.\n",
    "\n",
    "Copyright Stephan Kuschel 2016-2018\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, download the example data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downloading _epochexample/epoch_exampledata.tar.xz ...\n",
      "done.\n"
     ]
    }
   ],
   "source": [
    "def download(url, file):\n",
    "    import urllib3\n",
    "    import shutil\n",
    "    import os\n",
    "    if os.path.isfile(file):\n",
    "        return\n",
    "    urllib3.disable_warnings()\n",
    "    http = urllib3.PoolManager()\n",
    "    print('downloading {:} ...'.format(file))\n",
    "    with http.request('GET', url, preload_content=False) as r, open(file, 'wb') as out_file:\n",
    "        shutil.copyfileobj(r, out_file)\n",
    "\n",
    "# download the example data\n",
    "import os\n",
    "if not os.path.exists('_epochexample'):\n",
    "    os.mkdir('_epochexample')\n",
    "    download('https://gist.github.com/skuschel/9c78c47130a181a1e2bec13900ab4293/raw/'\n",
    "           + '6588b96090caa9032a6a9ed8d785f2034f446ad2/epoch_exampledata.tar.xz',\n",
    "            '_epochexample/epoch_exampledata.tar.xz')\n",
    "\n",
    "import tarfile\n",
    "tar = tarfile.open('_epochexample/epoch_exampledata.tar.xz')\n",
    "tar.extractall('_epochexample/')\n",
    "print('done.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'v0.3.1+318.ga7cb0c4'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%pylab inline\n",
    "import postpic as pp\n",
    "pp.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Sdfreader at \"_epochexample/epoch_exampledata/0420.sdf\">\n",
      "The simulations was running on 2 spatial dimensions.\n"
     ]
    }
   ],
   "source": [
    "pp.chooseCode('epoch')\n",
    "# open a specific dump\n",
    "dr = pp.readDump('_epochexample/epoch_exampledata/0420.sdf')\n",
    "print(dr)\n",
    "# the dumpreader knwos all the information of the simulation\n",
    "print('The simulations was running on {} spatial dimensions.'.format(dr.simdimensions()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Header', 'Electric Field/Ex', 'Electric Field/Ey', 'Magnetic Field/Bz', 'Particles/Weight/electron', 'Particles/Weight/electront', 'Particles/Px/electron', 'Particles/Px/electront', 'Particles/Py/electron', 'Particles/Py/electront', 'Particles/Pz/electron', 'Particles/Pz/electront', 'Particles/ID/electron', 'Particles/ID/electront', 'Grid/Particles/electron', 'Grid/Particles/electront', 'Derived/Number_Density', 'Grid/Grid', 'Grid/Grid_mid', 'CPUs/Original rank', 'CPU split/electron', 'CPU split/electront', 'CPUs/Current rank']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'code_io_version': 1,\n",
       " 'code_name': 'Epoch2d',\n",
       " 'file_revision': 4,\n",
       " 'file_version': 1,\n",
       " 'jobid1': 1520354594,\n",
       " 'jobid2': 572,\n",
       " 'other_domains': False,\n",
       " 'restart_flag': False,\n",
       " 'station_file': False,\n",
       " 'step': 1489,\n",
       " 'time': 5.001526760099565e-13}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if needed, postpic can be bypassed and the underlying datastructure (sdf in this case)\n",
    "# can be accessed directly via keys\n",
    "print(dr.keys())\n",
    "dr['Header']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Field data\n",
    "\n",
    "Field data is data, which is already on a grid, examples are Electric Field, Magnetic Field, Number Density, A velocity field of the streaming particles... Such data can be accessed by the datareader directly. It is represented in postpic by a postpic.Field object, which is a numpy array holding the data plus information about the axis.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def addcolorbar(ax, im):\n",
    "    from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "    divider = make_axes_locatable(ax)\n",
    "    cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
    "    cbar = colorbar(im, cax=cax)\n",
    "    return cbar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Field \"Ex\" (240, 150)>\n"
     ]
    },
    {
     "data": {
      "image/png": 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mJsI+K37k2ldxPKg1LCr0QiF6qeljwfg1O2hu7G4bL7PjyqlplRl3kzOknI8zrTsXTJhz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\n4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f51894e7978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ez = dr.Ex()\n",
    "print(ez)\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(ez.T, origin='lower', extent=ez.extent*1e6)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_xlabel('y [$\\mu m$]');\n",
    "ax.set_ylabel('z [$\\mu m$]');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Particle data\n",
    "\n",
    "Particle data is represented in postpic by a postpic.MultiSpecies object. It contains a number of particles and it offers a very easy to use interface to access the properties or derived quantities or even use derived quantities to create a postpic.Field object, which can finally be plotted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['electron', 'electront']\n",
      "<MultiSpecies including all \"electron\" (36248)>\n"
     ]
    }
   ],
   "source": [
    "# the multispecies Object is used to access particle data\n",
    "print(dr.listSpecies())\n",
    "ms = pp.MultiSpecies(dr, 'electron')\n",
    "# now, ms is representing the species \"electrons\"\n",
    "print(ms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36248\n"
     ]
    }
   ],
   "source": [
    "# we can access the properties for each individual particle, like the x coordinate\n",
    "x = ms('x')\n",
    "print(len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ekin = gamma_m1 * mass * c**2\n",
       "Ekin_MeV = Ekin / elementary_charge / 1e6\n",
       "Ekin_MeV_amu = Ekin / elementary_charge / 1e6 / mass_u\n",
       "Ekin_MeV_qm = Ekin / elementary_charge / 1e6 / mass_u * charge_e\n",
       "Ekin_keV = Ekin / elementary_charge / 1e3\n",
       "Ekin_keV_amu = Ekin / elementary_charge / 1e3 / mass_u\n",
       "Ekin_keV_qm = Ekin / elementary_charge / 1e3 / mass_u * charge_e\n",
       "Eruhe = mass * c**2\n",
       "_np2 = (px**2 + py**2 + pz**2)/(mass * c)**2\n",
       "angle_xaxis = arctan2(sqrt(py**2 + pz**2), px)\n",
       "angle_xy = arctan2(py, px)\n",
       "angle_xz = arctan2(pz, px)\n",
       "angle_yaxis = arctan2(sqrt(pz**2 + px**2), py)\n",
       "angle_yx = arctan2(px, py)\n",
       "angle_yz = arctan2(pz, py)\n",
       "angle_zaxis = arctan2(sqrt(px**2 + py**2), pz)\n",
       "angle_zx = arctan2(px, pz)\n",
       "angle_zy = arctan2(py, pz)\n",
       "beta = sqrt(gamma**2 - 1) / gamma\n",
       "betax = vx / c\n",
       "betay = vy / c\n",
       "betaz = vz / c\n",
       "charge = charge\n",
       "charge_e = charge / elementary_charge\n",
       "gamma = _np2 / (sqrt(1 + _np2) + 1) + 1\n",
       "gamma_m = gamma * mass\n",
       "gamma_m1 = _np2 / (sqrt(1 + _np2) + 1)\n",
       "id = id\n",
       "m = mass\n",
       "m_u = mass / atomic_mass\n",
       "mass = mass\n",
       "mass_u = mass / atomic_mass\n",
       "p = sqrt(px**2 + py**2 + pz**2)\n",
       "px = px\n",
       "py = pz\n",
       "pz = py\n",
       "q = charge\n",
       "q_e = charge / elementary_charge\n",
       "r_xy = sqrt(x**2 + y**2)\n",
       "r_xyz = sqrt(x**2 + y**2 + z**2)\n",
       "r_yz = sqrt(y**2 + z**2)\n",
       "r_zx = sqrt(z**2 + x**2)\n",
       "t = time\n",
       "time = time\n",
       "v = beta * c\n",
       "vx = px / (gamma * mass)\n",
       "vy = py / (gamma * mass)\n",
       "vz = pz / (gamma * mass)\n",
       "w = weight\n",
       "weight = weight\n",
       "x = x\n",
       "x_um = x * 1e6\n",
       "y = y\n",
       "y_um = y * 1e6\n",
       "z = z\n",
       "z_um = y * 1e6\n",
       "--> 56 known particle scalars."
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# or do something more complicated such as:\n",
    "pr = ms('sqrt(px**2 + py**2)')\n",
    "# actually ridiculous things will work:\n",
    "pr = ms('x + x**2 + (gamma**2 - 2) - sin(px/pz)')\n",
    "# you can look at  for a list of predefined values\n",
    "pp.particle_scalars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hQsZ0nvGkwmwlyhpOK/ETuxrQYxBGflPgFwV26/euGGbnGe/VmC7uHTTs1uPP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7H/bXYq/d3t28C/773/q5/Stf1g3AAe/8DXT5As8Aev7y8DfxkgCQZcfD7FBzDsOjF9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\nHEdamgnRki6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QQvFvAj/1xP0/DHwVyIBXgLcAc4njefnJ457j+fmzQNLf/tUnXrPLOj8f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\nsQEDBrzQGCaxAQMGvND4/wF9xRarmYbuTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f51894e7630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can use the particle properties to create a Field for plotting.\n",
    "# Particle Shapes as in the Simulation will be included\n",
    "# calculate the number density\n",
    "nd = ms.createField('x', 'y', bins=[240, 150], shape=3)\n",
    "# note, that particle weights are included automatically\n",
    "# and plot\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(nd.T/1e6, origin='lower', extent=nd.extent*1e6)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_xlabel('x [$\\mu m$]');\n",
    "ax.set_ylabel('y [$\\mu m$]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WL9aYMnpsDCf5meI6V7Uj/vnpJzjyCxTVIWGqcBwVWdZPeOhNcKc/x4TWY1E/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\nM9tcb1ewQpUPZ65wqT/BeWOdL1XPsNNJkVH6KELAMzuzSEbAfKbKvp2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p0PJMHsmu0PJM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n6HoqacNmJlXBUhz2vBTvdiY4nd7k2fwCacUmJfc5lomtQZ8eXuKp1A0WOkPU3ASPpJZRRf/A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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5189031320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a Field object qd holding the charge density\n",
    "# note, that particle weights are included automatically\n",
    "qd = ms.createField('x', 'y', weights='charge', bins=[240, 150], shape=3)\n",
    "# and plot\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(qd.T, origin='lower', extent=qd.extent*1e6)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_xlabel('x [$\\mu m$]');\n",
    "ax.set_ylabel('y [$\\mu m$]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/glusterhome/stephan/.local/lib/python3.6/site-packages/postpic/datahandling.py:687: RuntimeWarning: invalid value encountered in true_divide\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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hGBOPQu8LKEL30RNeeKXK7LxfKTat4wBIny/QQ7udvi9t7CfUqJdy0ucDTGFN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\nhjeCHh4eRxr/H1lRZJTICMGIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5188717400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average kinetic energy on grid\n",
    "ekin = ms.createField('x', 'y', weights='Ekin_MeV', bins=[240, 150])\n",
    "ekinavg = ekin/nd\n",
    "# and plot\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(ekinavg.T, origin='lower', extent=ekinavg.extent*1e6, vmax=20)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_title('Avg kin. Energy on Grid [MeV]')\n",
    "ax.set_xlabel('x [$\\mu m$]');\n",
    "ax.set_ylabel('y [$\\mu m$]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RPMguvk84NYMGrat34saY64qNeWwzUbV61qCEdJUgjMcrRgbQCNclFbn9oulZvIF+pO6m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\nGwsehmEYhm8seBiGYRi+seBhGIZh+Ob/Ow7jfJ9VhPEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5189184438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = ms.createField('x', 'p', bins=[240, 150])\n",
    "# and plot\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(f.T, origin='lower', extent=f.extent, aspect='auto', vmax=0.5e41)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_xlabel('x [m]');\n",
    "ax.set_ylabel('p');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jnem33wxAuTdmy+eLxEnGV+qYT1ha1jUXR2gcEc247rggkyZannBgjNmQxBYL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\nqPP/jm3nXBWKVW0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5189236c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = ms.createField('x', 'gamma', bins=[240, 150])\n",
    "# and plot\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(f.T, origin='lower', extent=f.extent, aspect='auto', vmax=1e19)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_xlabel('z [$\\mu m$]');\n",
    "ax.set_ylabel('$\\gamma$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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00i04N0vg1XvY35PFo3jzEnR+EWFILY3Ldvdloe0KwiDRwaBS1R3Uahfe22aW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\nsY71I1pHmOtlljbE3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N8yNRkDaeIFh8KZK7oo4dUa2Gw9XERitJYsYpwBpRDEonKMMGth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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5188687160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = ms.createField('x', 'beta', bins=[240, 150])\n",
    "# and plot\n",
    "fig, ax = subplots()\n",
    "im = ax.imshow(f.T, origin='lower', extent=f.extent, aspect='auto', vmax=5e21)\n",
    "addcolorbar(ax, im)\n",
    "ax.set_xlabel('z [$\\mu m$]');\n",
    "ax.set_ylabel(r'$\\beta$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Simulationreader\n",
    "\n",
    "The Simulationreader represents an entire simulation, i.e. a series of dumps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 5 dumps in this simulationreader object.\n",
      "<Visitreader at \"_epochexample/epoch_exampledata/normal.visit\" (5 dumps)>\n"
     ]
    }
   ],
   "source": [
    "sr = pp.readSim('_epochexample/epoch_exampledata/normal.visit')\n",
    "print('There are {:} dumps in this simulationreader object.'.format(len(sr)))\n",
    "print(sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation time of current dump t = 1.68e-16 s\n",
      "Simulation time of current dump t = 1.25e-13 s\n",
      "Simulation time of current dump t = 2.50e-13 s\n",
      "Simulation time of current dump t = 3.75e-13 s\n",
      "Simulation time of current dump t = 5.00e-13 s\n"
     ]
    }
   ],
   "source": [
    "for dr in sr:\n",
    "    print('Simulation time of current dump t = {:.2e} s'.format(dr.time()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cOpsWVKnH2ftRdpyy/KXACo1lySiRvgnXNIPv9/d0WiA7sCYnsdWM5uCuCxOK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\n/x+K0O4zteXlpQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f51885dd518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = subplots(1,5)\n",
    "for dr, ax in zip(sr, axs):\n",
    "    f = dr.Ex()\n",
    "    im = ax.imshow(f.T, origin='lower', extent=f.extent*1e6)\n",
    "    #addcolorbar(ax, im)\n",
    "    ax.set_xlabel('x [$\\mu m$]');\n",
    "    ax.set_ylabel('y [$\\mu m$]');\n",
    "    ax.set_title('{:.2f} fs'.format(dr.time()*1e15))\n",
    "fig.set_size_inches(13,3)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}