nb_mctal.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Processing mctal files with ALEPH"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import ALEPH!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:  could not find 'matlab' package\n",
      "WARNING:  could not find 'mcpl' package\n"
     ]
    }
   ],
   "source": [
    "import aleph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mctal is available in file `\"fluxes.m\"`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"fluxes.m\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = aleph.MctalTally.from_file(file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What do I get as an output when running `aleph.MctalTally.from_file`?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A python dictionary with meshtally numbers as keys."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{4: <aleph.mctal.MctalTally at 0x1ccd7501f48>,\n",
       " 6: <aleph.mctal.MctalTally at 0x1ccceaeb748>}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<aleph.mctal.MctalTally at 0x1ccd7501f48>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out[4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### But where are the data?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "They are accessible in attribute `data` and have a technically 8 dimensions `('f', 'd', 'u', 's', 'm', 'c', 'e', 't')` and two dependent outputs `('vals', 'err')`.\n",
    "Dimensions and dependent variables are always the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>f</th>\n",
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       "      <th>u</th>\n",
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       "      <th>c</th>\n",
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       "      <td>0.00000e+00</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.17144e+02</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00000e+00</td>\n",
       "      <td>0.00000e+00</td>\n",
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       "      <td>0.00000e+00</td>\n",
       "      <td>0.00000e+00</td>\n",
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       "      <td>0.00000e+00</td>\n",
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       "      <td>0</td>\n",
       "      <td>6.00000e+02</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00000e+00</td>\n",
       "      <td>0.00000e+00</td>\n",
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       "      <td>2.73723e+00</td>\n",
       "      <td>1.50000e-03</td>\n",
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       "<p>11569 rows × 10 columns</p>\n",
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      ],
      "text/plain": [
       "           f  d  u  s  m  c          et  t        vals         err\n",
       "0      10110  0  0  0  0  0 1.00000e-08  0 0.00000e+00 0.00000e+00\n",
       "1      10110  0  0  0  0  0 1.05078e-08  0 0.00000e+00 0.00000e+00\n",
       "2      10110  0  0  0  0  0 1.10415e-08  0 0.00000e+00 0.00000e+00\n",
       "3      10110  0  0  0  0  0 1.16022e-08  0 0.00000e+00 0.00000e+00\n",
       "4      10110  0  0  0  0  0 1.21914e-08  0 0.00000e+00 0.00000e+00\n",
       "...      ... .. .. .. .. ..         ... ..         ...         ...\n",
       "11564  50610  0  0  0  0  0 5.17144e+02  0 0.00000e+00 0.00000e+00\n",
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       "11566  50610  0  0  0  0  0 5.71002e+02  0 0.00000e+00 0.00000e+00\n",
       "11567  50610  0  0  0  0  0 6.00000e+02  0 0.00000e+00 0.00000e+00\n",
       "11568  50610  0  0  0  0  0       total  0 2.73723e+00 1.50000e-03\n",
       "\n",
       "[11569 rows x 10 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out[4].data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <td>3.51993e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
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       "      <th>6</th>\n",
       "      <td>30110</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.23669e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
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       "      <th>7</th>\n",
       "      <td>30210</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.00689e+00</td>\n",
       "      <td>1.10000e-03</td>\n",
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       "      <th>8</th>\n",
       "      <td>30310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.18960e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
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       "      <th>9</th>\n",
       "      <td>30410</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.03512e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
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       "      <th>10</th>\n",
       "      <td>30510</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.78007e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
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       "      <th>11</th>\n",
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       "      <td>0</td>\n",
       "      <td>2.68724e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.41301e+00</td>\n",
       "      <td>1.20000e-03</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.18246e+00</td>\n",
       "      <td>1.30000e-03</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>40310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.55037e+00</td>\n",
       "      <td>1.10000e-03</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>40410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.20375e+00</td>\n",
       "      <td>1.20000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>40510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.32661e+00</td>\n",
       "      <td>1.20000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>50110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.07045e+00</td>\n",
       "      <td>1.60000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>50210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.91375e+00</td>\n",
       "      <td>1.70000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>50310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.82371e+00</td>\n",
       "      <td>1.80000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>50410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.74204e+00</td>\n",
       "      <td>1.90000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>50510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.83652e+00</td>\n",
       "      <td>1.80000e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>50610</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.64532e+00</td>\n",
       "      <td>1.90000e-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        f  d  u  s  m  c  e  t        vals         err\n",
       "0   10110  0  0  0  0  0  0  0 4.09159e+00 9.00000e-04\n",
       "1   10210  0  0  0  0  0  0  0 4.03812e+00 1.00000e-03\n",
       "2   20110  0  0  0  0  0  0  0 3.84105e+00 9.00000e-04\n",
       "3   20210  0  0  0  0  0  0  0 3.72162e+00 9.00000e-04\n",
       "4   20310  0  0  0  0  0  0  0 3.61569e+00 9.00000e-04\n",
       "5   20410  0  0  0  0  0  0  0 3.51993e+00 9.00000e-04\n",
       "6   30110  0  0  0  0  0  0  0 3.23669e+00 1.00000e-03\n",
       "7   30210  0  0  0  0  0  0  0 3.00689e+00 1.10000e-03\n",
       "8   30310  0  0  0  0  0  0  0 3.18960e+00 9.00000e-04\n",
       "9   30410  0  0  0  0  0  0  0 3.03512e+00 1.00000e-03\n",
       "10  30510  0  0  0  0  0  0  0 2.78007e+00 1.00000e-03\n",
       "11  30610  0  0  0  0  0  0  0 2.68724e+00 1.00000e-03\n",
       "12  40110  0  0  0  0  0  0  0 2.41301e+00 1.20000e-03\n",
       "13  40210  0  0  0  0  0  0  0 2.18246e+00 1.30000e-03\n",
       "14  40310  0  0  0  0  0  0  0 2.55037e+00 1.10000e-03\n",
       "15  40410  0  0  0  0  0  0  0 2.20375e+00 1.20000e-03\n",
       "16  40510  0  0  0  0  0  0  0 2.32661e+00 1.20000e-03\n",
       "17  50110  0  0  0  0  0  0  0 2.07045e+00 1.60000e-03\n",
       "18  50210  0  0  0  0  0  0  0 1.91375e+00 1.70000e-03\n",
       "19  50310  0  0  0  0  0  0  0 1.82371e+00 1.80000e-03\n",
       "20  50410  0  0  0  0  0  0  0 1.74204e+00 1.90000e-03\n",
       "21  50510  0  0  0  0  0  0  0 1.83652e+00 1.80000e-03\n",
       "22  50610  0  0  0  0  0  0  0 1.64532e+00 1.90000e-03"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out[6].data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are the f cards used for this problem."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "+f6      10110 10210\n",
    "         20110 20210 20310 20410\n",
    "         30110 30210 30310 30410 30510 30610\n",
    "         40110 40210 40310 40410 40510\n",
    "         50110 50210 50310 50410 50510 50610\n",
    "sd6  1 22r\n",
    "f4:n     10110 10210\n",
    "         20110 20210 20310 20410\n",
    "         30110 30210 30310 30410 30510 30610\n",
    "         40110 40210 40310 40410 40510\n",
    "         50110 50210 50310 50410 50510 50610\n",
    "sd4  1 22r\n",
    "c group structure for plotting (geometric series)\n",
    "e4 1e-8 500log 600\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use the options of pandas to analyze the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 1: plot the power per batch using a histogram plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Everytime we want to plot something we must import `matploltib`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's normalize everything to the power of the first batch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "power_1st_batch = out[6].data.iloc[0].vals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:  NumExpr defaulting to 4 threads.\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>f</th>\n",
       "      <th>d</th>\n",
       "      <th>u</th>\n",
       "      <th>s</th>\n",
       "      <th>m</th>\n",
       "      <th>c</th>\n",
       "      <th>e</th>\n",
       "      <th>t</th>\n",
       "      <th>vals</th>\n",
       "      <th>err</th>\n",
       "      <th>normalized power</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.09159e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
       "      <td>1.00000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.03812e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
       "      <td>9.86932e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.84105e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
       "      <td>9.38767e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.72162e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
       "      <td>9.09578e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.61569e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
       "      <td>8.83688e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.51993e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
       "      <td>8.60284e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>30110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.23669e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
       "      <td>7.91059e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>30210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.00689e+00</td>\n",
       "      <td>1.10000e-03</td>\n",
       "      <td>7.34895e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>30310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.18960e+00</td>\n",
       "      <td>9.00000e-04</td>\n",
       "      <td>7.79550e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>30410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.03512e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
       "      <td>7.41795e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>30510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.78007e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
       "      <td>6.79460e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>30610</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.68724e+00</td>\n",
       "      <td>1.00000e-03</td>\n",
       "      <td>6.56772e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>40110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.41301e+00</td>\n",
       "      <td>1.20000e-03</td>\n",
       "      <td>5.89749e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>40210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.18246e+00</td>\n",
       "      <td>1.30000e-03</td>\n",
       "      <td>5.33401e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>40310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.55037e+00</td>\n",
       "      <td>1.10000e-03</td>\n",
       "      <td>6.23320e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>40410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.20375e+00</td>\n",
       "      <td>1.20000e-03</td>\n",
       "      <td>5.38605e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>40510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.32661e+00</td>\n",
       "      <td>1.20000e-03</td>\n",
       "      <td>5.68632e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>50110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.07045e+00</td>\n",
       "      <td>1.60000e-03</td>\n",
       "      <td>5.06026e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>50210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.91375e+00</td>\n",
       "      <td>1.70000e-03</td>\n",
       "      <td>4.67728e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>50310</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.82371e+00</td>\n",
       "      <td>1.80000e-03</td>\n",
       "      <td>4.45722e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>50410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.74204e+00</td>\n",
       "      <td>1.90000e-03</td>\n",
       "      <td>4.25761e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>50510</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.83652e+00</td>\n",
       "      <td>1.80000e-03</td>\n",
       "      <td>4.48852e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>50610</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.64532e+00</td>\n",
       "      <td>1.90000e-03</td>\n",
       "      <td>4.02122e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        f  d  u  s  m  c  e  t        vals         err  normalized power\n",
       "0   10110  0  0  0  0  0  0  0 4.09159e+00 9.00000e-04       1.00000e+00\n",
       "1   10210  0  0  0  0  0  0  0 4.03812e+00 1.00000e-03       9.86932e-01\n",
       "2   20110  0  0  0  0  0  0  0 3.84105e+00 9.00000e-04       9.38767e-01\n",
       "3   20210  0  0  0  0  0  0  0 3.72162e+00 9.00000e-04       9.09578e-01\n",
       "4   20310  0  0  0  0  0  0  0 3.61569e+00 9.00000e-04       8.83688e-01\n",
       "5   20410  0  0  0  0  0  0  0 3.51993e+00 9.00000e-04       8.60284e-01\n",
       "6   30110  0  0  0  0  0  0  0 3.23669e+00 1.00000e-03       7.91059e-01\n",
       "7   30210  0  0  0  0  0  0  0 3.00689e+00 1.10000e-03       7.34895e-01\n",
       "8   30310  0  0  0  0  0  0  0 3.18960e+00 9.00000e-04       7.79550e-01\n",
       "9   30410  0  0  0  0  0  0  0 3.03512e+00 1.00000e-03       7.41795e-01\n",
       "10  30510  0  0  0  0  0  0  0 2.78007e+00 1.00000e-03       6.79460e-01\n",
       "11  30610  0  0  0  0  0  0  0 2.68724e+00 1.00000e-03       6.56772e-01\n",
       "12  40110  0  0  0  0  0  0  0 2.41301e+00 1.20000e-03       5.89749e-01\n",
       "13  40210  0  0  0  0  0  0  0 2.18246e+00 1.30000e-03       5.33401e-01\n",
       "14  40310  0  0  0  0  0  0  0 2.55037e+00 1.10000e-03       6.23320e-01\n",
       "15  40410  0  0  0  0  0  0  0 2.20375e+00 1.20000e-03       5.38605e-01\n",
       "16  40510  0  0  0  0  0  0  0 2.32661e+00 1.20000e-03       5.68632e-01\n",
       "17  50110  0  0  0  0  0  0  0 2.07045e+00 1.60000e-03       5.06026e-01\n",
       "18  50210  0  0  0  0  0  0  0 1.91375e+00 1.70000e-03       4.67728e-01\n",
       "19  50310  0  0  0  0  0  0  0 1.82371e+00 1.80000e-03       4.45722e-01\n",
       "20  50410  0  0  0  0  0  0  0 1.74204e+00 1.90000e-03       4.25761e-01\n",
       "21  50510  0  0  0  0  0  0  0 1.83652e+00 1.80000e-03       4.48852e-01\n",
       "22  50610  0  0  0  0  0  0  0 1.64532e+00 1.90000e-03       4.02122e-01"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = out[6].data.copy()\n",
    "df[\"normalized power\"] = df[\"vals\"] / power_1st_batch\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" 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    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "df.plot(kind=\"bar\", x=\"f\", y=\"normalized power\", ax=ax)\n",
    "\n",
    "ax.set_xlabel(\"batch\")\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 2: for each batch plot the spectrum divided in 3 groups (thermal, epithermal, fast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = out[4].data[out[4].data.et != \"total\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>11563</th>\n",
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       "      <td>fast</td>\n",
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       "    <tr>\n",
       "      <th>11564</th>\n",
       "      <td>50610</td>\n",
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       "      <td>fast</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>11546 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           f  d  u  s  m  c          et  t        vals         err  \\\n",
       "0      10110  0  0  0  0  0 1.00000e-08  0 0.00000e+00 0.00000e+00   \n",
       "1      10110  0  0  0  0  0 1.05078e-08  0 0.00000e+00 0.00000e+00   \n",
       "2      10110  0  0  0  0  0 1.10415e-08  0 0.00000e+00 0.00000e+00   \n",
       "3      10110  0  0  0  0  0 1.16022e-08  0 0.00000e+00 0.00000e+00   \n",
       "4      10110  0  0  0  0  0 1.21914e-08  0 0.00000e+00 0.00000e+00   \n",
       "...      ... .. .. .. .. ..         ... ..         ...         ...   \n",
       "11563  50610  0  0  0  0  0 4.92151e+02  0 0.00000e+00 0.00000e+00   \n",
       "11564  50610  0  0  0  0  0 5.17144e+02  0 0.00000e+00 0.00000e+00   \n",
       "11565  50610  0  0  0  0  0 5.43406e+02  0 0.00000e+00 0.00000e+00   \n",
       "11566  50610  0  0  0  0  0 5.71002e+02  0 0.00000e+00 0.00000e+00   \n",
       "11567  50610  0  0  0  0  0 6.00000e+02  0 0.00000e+00 0.00000e+00   \n",
       "\n",
       "      energy groups  \n",
       "0           thermal  \n",
       "1           thermal  \n",
       "2           thermal  \n",
       "3           thermal  \n",
       "4           thermal  \n",
       "...             ...  \n",
       "11563          fast  \n",
       "11564          fast  \n",
       "11565          fast  \n",
       "11566          fast  \n",
       "11567          fast  \n",
       "\n",
       "[11546 rows x 11 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def func(x):\n",
    "    if x < 1e-6:\n",
    "        return \"thermal\"\n",
    "    elif x >= 1:\n",
    "        return \"fast\"\n",
    "    else:\n",
    "        return \"epithermal\"\n",
    "\n",
    "groups = df.loc[:, \"et\"].apply(func).rename(\"energy groups\")\n",
    "df = df.merge(groups, left_index=True, right_index=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>energy groups</th>\n",
       "      <th>thermal</th>\n",
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       "      <th>fast</th>\n",
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       "  <tbody>\n",
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       "      <th>10110</th>\n",
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       "    <tr>\n",
       "      <th>20410</th>\n",
       "      <td>6.23113e-06</td>\n",
       "      <td>2.12063e-02</td>\n",
       "      <td>6.47754e-03</td>\n",
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       "      <th>30110</th>\n",
       "      <td>1.02979e-05</td>\n",
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       "      <th>30210</th>\n",
       "      <td>7.22307e-06</td>\n",
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       "      <td>5.36997e-03</td>\n",
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       "    <tr>\n",
       "      <th>30310</th>\n",
       "      <td>1.14173e-05</td>\n",
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       "      <td>5.87253e-03</td>\n",
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       "    <tr>\n",
       "      <th>30410</th>\n",
       "      <td>9.52430e-06</td>\n",
       "      <td>1.82624e-02</td>\n",
       "      <td>5.43387e-03</td>\n",
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       "    <tr>\n",
       "      <th>30510</th>\n",
       "      <td>1.29107e-05</td>\n",
       "      <td>1.65029e-02</td>\n",
       "      <td>4.98030e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30610</th>\n",
       "      <td>7.41485e-06</td>\n",
       "      <td>1.60967e-02</td>\n",
       "      <td>4.76397e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40110</th>\n",
       "      <td>1.67357e-05</td>\n",
       "      <td>1.42160e-02</td>\n",
       "      <td>4.11811e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40210</th>\n",
       "      <td>1.43847e-05</td>\n",
       "      <td>1.29103e-02</td>\n",
       "      <td>3.55235e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40310</th>\n",
       "      <td>2.69225e-05</td>\n",
       "      <td>1.50905e-02</td>\n",
       "      <td>4.53781e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40410</th>\n",
       "      <td>2.71653e-05</td>\n",
       "      <td>1.29382e-02</td>\n",
       "      <td>3.75545e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40510</th>\n",
       "      <td>3.06341e-05</td>\n",
       "      <td>1.35851e-02</td>\n",
       "      <td>4.13540e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50110</th>\n",
       "      <td>1.28023e-04</td>\n",
       "      <td>1.02904e-02</td>\n",
       "      <td>3.00262e-03</td>\n",
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       "    <tr>\n",
       "      <th>50210</th>\n",
       "      <td>1.17706e-04</td>\n",
       "      <td>9.51260e-03</td>\n",
       "      <td>2.61536e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50310</th>\n",
       "      <td>1.31987e-04</td>\n",
       "      <td>8.49871e-03</td>\n",
       "      <td>2.46738e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50410</th>\n",
       "      <td>1.22662e-04</td>\n",
       "      <td>8.14406e-03</td>\n",
       "      <td>2.33014e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50510</th>\n",
       "      <td>3.11107e-05</td>\n",
       "      <td>9.82794e-03</td>\n",
       "      <td>2.44865e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50610</th>\n",
       "      <td>2.86847e-05</td>\n",
       "      <td>8.81056e-03</td>\n",
       "      <td>2.12630e-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "energy groups     thermal  epithermal        fast\n",
       "f                                                \n",
       "10110         5.40929e-06 2.48817e-02 7.35308e-03\n",
       "10210         5.19610e-06 2.46005e-02 7.26375e-03\n",
       "20110         6.69845e-06 2.30850e-02 7.07074e-03\n",
       "20210         5.70593e-06 2.24589e-02 6.80875e-03\n",
       "20310         7.52913e-06 2.17116e-02 6.64727e-03\n",
       "20410         6.23113e-06 2.12063e-02 6.47754e-03\n",
       "30110         1.02979e-05 1.93691e-02 5.92717e-03\n",
       "30210         7.22307e-06 1.81269e-02 5.36997e-03\n",
       "30310         1.14173e-05 1.90612e-02 5.87253e-03\n",
       "30410         9.52430e-06 1.82624e-02 5.43387e-03\n",
       "30510         1.29107e-05 1.65029e-02 4.98030e-03\n",
       "30610         7.41485e-06 1.60967e-02 4.76397e-03\n",
       "40110         1.67357e-05 1.42160e-02 4.11811e-03\n",
       "40210         1.43847e-05 1.29103e-02 3.55235e-03\n",
       "40310         2.69225e-05 1.50905e-02 4.53781e-03\n",
       "40410         2.71653e-05 1.29382e-02 3.75545e-03\n",
       "40510         3.06341e-05 1.35851e-02 4.13540e-03\n",
       "50110         1.28023e-04 1.02904e-02 3.00262e-03\n",
       "50210         1.17706e-04 9.51260e-03 2.61536e-03\n",
       "50310         1.31987e-04 8.49871e-03 2.46738e-03\n",
       "50410         1.22662e-04 8.14406e-03 2.33014e-03\n",
       "50510         3.11107e-05 9.82794e-03 2.44865e-03\n",
       "50610         2.86847e-05 8.81056e-03 2.12630e-03"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tab = df[[\"f\", \"energy groups\", \"vals\"]].pivot_table(index=\"f\", columns=\"energy groups\", values=\"vals\")\n",
    "tab[[\"thermal\", \"epithermal\", \"fast\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "tab = tab.divide(tab.sum(axis=1), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
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       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
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       "\n",
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       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    resizeObserver.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.one(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "tab.plot(kind=\"bar\", ax=ax)\n",
    "\n",
    "ax.set_xlabel(\"batch\")\n",
    "ax.set_ylabel(\"normalized flux fraction\")\n",
    "plt.tight_layout();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python3 (aleph-devel)",
   "language": "python",
   "name": "aleph-devel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}