{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import numpy as np\n",
    "import h5py\n",
    "import pandas as pd\n",
    "from functions import *\n",
    "from pathlib import Path\n",
    "\n",
    "plt.rcParams.update({'font.size': 9})\n",
    "%matplotlib notebook\n",
    "\n",
    "TUD_cyan = '#00a6d6ff'\n",
    "TUD_lightblue = '#6ebbd5ff'\n",
    "TUD_darkblue = '#1d1c73ff'\n",
    "TUD_orange = '#e64616ff'\n",
    "TUD_red = '#e21a1aff'\n",
    "TUD_yellow = '#ffd100ff'\n",
    "TUD_green = '#008891ff'\n",
    "TUD_lightgreen = '#a5ca1aff'\n",
    "TUD_purple = '#6d177fff'\n",
    "TUD_grey = '#6b8689ff'\n",
    "TUD_brown = '#a65628ff'\n",
    "TUD_pink = '#fb9a99'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update({'font.size': 9})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "analyfolder = '/locatio/of/the/dna/files/with/results'\n",
    "analydir = 'location/of/the/analyses'\n",
    "\n",
    "stage = 'hsnr'\n",
    "\n",
    "reslist = glob.glob(analyfolder + 'Results/*_results.hdf5')\n",
    "    \n",
    "respd = gen_respd(reslist, stage, analytype='DNA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chnl0 event_rate</th>\n",
       "      <th>chnl1 event_rate</th>\n",
       "      <th>chnl0 analyte</th>\n",
       "      <th>chnl1 analyte</th>\n",
       "      <th>chnl0 color</th>\n",
       "      <th>chnl1 color</th>\n",
       "      <th>chnl0 diff_coeff</th>\n",
       "      <th>chnl1 diff_coeff</th>\n",
       "      <th>chnl0 diff_coeff_err</th>\n",
       "      <th>chnl1 diff_coeff_err</th>\n",
       "      <th>...</th>\n",
       "      <th>chnl0 rgyr</th>\n",
       "      <th>chnl1 rgyr</th>\n",
       "      <th>voltage</th>\n",
       "      <th>pore_diam</th>\n",
       "      <th>pore_area</th>\n",
       "      <th>chnl0 rate_err</th>\n",
       "      <th>chnl0 concentration unit</th>\n",
       "      <th>chnl1 rate_err</th>\n",
       "      <th>chnl1 concentration unit</th>\n",
       "      <th>order</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fname</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DA_1000bp_m50mV1_results.hdf5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046905</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>-50.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.027080</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DB_1000bp_0mV_1_results.hdf5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.196576</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.054520</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DC_1000bp_5mV_1_results.hdf5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.042986</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>5.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.021493</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DD_1000bp_10mV_1_results.hdf5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026475</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>10.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.018721</td>\n",
       "      <td>5.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DE_1000bp_20mV_1_results.hdf5</th>\n",
       "      <td>0.027057</td>\n",
       "      <td>0.027056</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>20.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.019132</td>\n",
       "      <td>0</td>\n",
       "      <td>0.019132</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DF_1000bp_40mV_1_results.hdf5</th>\n",
       "      <td>0.013333</td>\n",
       "      <td>0.126667</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>40.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.006667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.020548</td>\n",
       "      <td>5.0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DGA_1000bp_50mV_1_results.hdf5</th>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.873333</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>50.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.008165</td>\n",
       "      <td>0</td>\n",
       "      <td>0.053955</td>\n",
       "      <td>5.0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DGB_1000bp_30mV_1_results.hdf5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032958</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>30.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.023305</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DG_1000bp_60mV_1_results.hdf5</th>\n",
       "      <td>0.243334</td>\n",
       "      <td>15.320043</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>60.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.028480</td>\n",
       "      <td>0</td>\n",
       "      <td>0.225980</td>\n",
       "      <td>5.0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DH_1000bp_70mV_1_results.hdf5</th>\n",
       "      <td>0.413597</td>\n",
       "      <td>29.115503</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>70.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.059698</td>\n",
       "      <td>0</td>\n",
       "      <td>0.500876</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DI_1000bp_80mV_1_results.hdf5</th>\n",
       "      <td>0.707499</td>\n",
       "      <td>65.500158</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>80.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.082245</td>\n",
       "      <td>0</td>\n",
       "      <td>0.791344</td>\n",
       "      <td>5.0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DJ_1000bp_90mV_1_results.hdf5</th>\n",
       "      <td>1.376060</td>\n",
       "      <td>99.320905</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>90.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.145049</td>\n",
       "      <td>0</td>\n",
       "      <td>1.232303</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DK_1000bp_100mV_1_results.hdf5</th>\n",
       "      <td>1.761757</td>\n",
       "      <td>141.342464</td>\n",
       "      <td>None</td>\n",
       "      <td>1 kbp DNA</td>\n",
       "      <td>#a65628ff</td>\n",
       "      <td>#6d177fff</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>60</td>\n",
       "      <td>100.0</td>\n",
       "      <td>59x47</td>\n",
       "      <td>None</td>\n",
       "      <td>0.122747</td>\n",
       "      <td>0</td>\n",
       "      <td>1.099450</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    chnl0 event_rate  \\\n",
       "fname                                                                  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.027057   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.013333   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.020000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.243334   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.413597   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.707499   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          1.376060   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          1.761757   \n",
       "\n",
       "                                                    chnl1 event_rate  \\\n",
       "fname                                                                  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.046905   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.196576   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.042986   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.026475   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.027056   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.126667   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.873333   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          0.032958   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...         15.320043   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...         29.115503   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...         65.500158   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...         99.320905   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...        141.342464   \n",
       "\n",
       "                                                   chnl0 analyte  \\\n",
       "fname                                                              \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...          None   \n",
       "\n",
       "                                                   chnl1 analyte chnl0 color  \\\n",
       "fname                                                                          \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     1 kbp DNA   #a65628ff   \n",
       "\n",
       "                                                   chnl1 color  \\\n",
       "fname                                                            \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...   #6d177fff   \n",
       "\n",
       "                                                   chnl0 diff_coeff  \\\n",
       "fname                                                                 \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "\n",
       "                                                   chnl1 diff_coeff  \\\n",
       "fname                                                                 \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...             None   \n",
       "\n",
       "                                                   chnl0 diff_coeff_err  \\\n",
       "fname                                                                     \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None   \n",
       "\n",
       "                                                   chnl1 diff_coeff_err  ...  \\\n",
       "fname                                                                    ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                 None  ...   \n",
       "\n",
       "                                                   chnl0 rgyr chnl1 rgyr  \\\n",
       "fname                                                                      \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       None         60   \n",
       "\n",
       "                                                    voltage  pore_diam  \\\n",
       "fname                                                                    \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...    -50.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      0.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      5.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     10.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     20.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     40.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     50.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     30.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     60.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     70.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     80.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     90.0      59x47   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...    100.0      59x47   \n",
       "\n",
       "                                                   pore_area chnl0 rate_err  \\\n",
       "fname                                                                         \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.019132   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.006667   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.008165   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.000000   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.028480   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.059698   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.082245   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.145049   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...      None       0.122747   \n",
       "\n",
       "                                                    chnl0 concentration unit  \\\n",
       "fname                                                                          \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                         0   \n",
       "\n",
       "                                                   chnl1 rate_err  \\\n",
       "fname                                                               \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.027080   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.054520   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.021493   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.018721   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.019132   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.020548   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.053955   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.023305   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.225980   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.500876   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       0.791344   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       1.232303   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...       1.099450   \n",
       "\n",
       "                                                   chnl1 concentration unit  \\\n",
       "fname                                                                         \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...                      5.0   \n",
       "\n",
       "                                                    order  \n",
       "fname                                                      \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     13  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     14  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     15  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     16  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     17  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     18  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     19  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     20  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     21  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     22  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     23  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     24  \n",
       "R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_...     25  \n",
       "\n",
       "[13 rows x 24 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "respd[respd['chnl1 analyte'] == '1 kbp DNA']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             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\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // 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",
       "\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\" width=\"196\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#rel10kbds = respd[respd['chnl1 analyte'] == '10 kbp DNA'].sort_values(by='voltage')\n",
    "rel1kbds = respd[respd['chnl1 analyte'] == '1 kbp DNA'].sort_values(by='voltage')\n",
    "rel50bds = respd[respd['chnl1 analyte'] == '50 bp DNA'].sort_values(by='voltage')\n",
    "\n",
    "datalist = [rel1kbds, rel50bds]\n",
    "labellist = ['1 kbp DNA', '50 bp DNA']\n",
    "collist = [TUD_grey, TUD_purple]\n",
    "markerlst = ['o', 'x']\n",
    "alphalist = [1, 1, 1]\n",
    "\n",
    "fig, ax0 = plt.subplots(figsize = cmtoinch(5.0,6.0))\n",
    "\n",
    "for i in range(2):\n",
    "    ax0_err = np.sqrt(datalist[i]['chnl1 event_ctr']) / (datalist[i]['chnl1 event_ctr'] / datalist[i]['chnl1 event_rate'])\n",
    "    ax0.errorbar(datalist[i]['voltage'], datalist[i]['chnl1 event_rate'],\n",
    "                 ax0_err, marker=markerlst[i], linestyle='solid', color = collist[i], alpha=alphalist[i],\n",
    "                markersize = 4, linewidth = 1, label=labellist[i])\n",
    "    \n",
    "\n",
    "ax0.set_ylabel('Burst rate [1/s]')\n",
    "ax0.set_xlabel('Voltage [mV]')\n",
    "#ax0.legend(loc = 'upper left')\n",
    "ax0.tick_params(top=True, right=True, which='both', direction='in')\n",
    "ax0.set_xlim(right=130)\n",
    "ax0.set_xticks([-50, 0, 50, 100])\n",
    "fig.tight_layout()\n",
    "plt.savefig('fig_4_comparison_transloc_rates.png', dpi=600, transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/nils/Dokumente/Promotion/Inhaltliches/Analyses/R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/BK_50bp_100mV_1_results.hdf5\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             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\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // 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",
       "\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"300\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-07-21 11:24:47.247307: Comment: Now plotting cp trace\n"
     ]
    }
   ],
   "source": [
    "res_hdf_loc = analydir +  respd.index[11]\n",
    "print(res_hdf_loc)\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (3,2))\n",
    "tt_dict={'chnl':'chnl1', 'ax':ax, 'tt_binning':1e-4, 'stages':['hsnr', 'combined'], 'tt_start':0, 'tt_end':2, 'plt_cp':False}\n",
    "plotted = plot_cp_trace(res_hdf_loc, tt_dict)\n",
    "\n",
    "ax.set_title('')\n",
    "\n",
    "ax.set_ylim(bottom=-10, top=270)\n",
    "ln = ax.get_lines()\n",
    "plt.setp(ln, linewidth=1)\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig('fig_4_50bp_tt.png', dpi=600, transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/nils/Dokumente/Promotion/Inhaltliches/Analyses/R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/BA_50bp_m50mV_1_results.hdf5\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             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\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // 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",
       "\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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\" width=\"300\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-07-21 11:25:08.046417: Comment: Now plotting cp trace\n"
     ]
    }
   ],
   "source": [
    "res_hdf_loc = analydir +  respd.index[1]\n",
    "print(res_hdf_loc)\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (3,2))\n",
    "tt_dict={'chnl':'chnl1', 'ax':ax, 'tt_binning':1e-4, 'stages':['hsnr', 'combined'], 'tt_start':0, 'tt_end':2, 'plt_cp':False}\n",
    "plotted = plot_cp_trace(res_hdf_loc, tt_dict)\n",
    "\n",
    "ax.set_title('')\n",
    "\n",
    "\n",
    "ax.set_ylim(bottom=-10, top=270)\n",
    "ln = ax.get_lines()\n",
    "plt.setp(ln, linewidth=1)\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig('fig_4_50bp_tt_neg_volt.png', dpi=600, transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/nils/Dokumente/Promotion/Inhaltliches/Analyses/R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/BK_50bp_100mV_1_results.hdf5\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             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\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // 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",
       "\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"196\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-08-28 13:20:49.824270: Comment: plotting event overlay of chnl1\n"
     ]
    }
   ],
   "source": [
    "res_hdf_loc = analydir + respd.index[11]\n",
    "print(res_hdf_loc)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(ncols = 1, nrows = 1, figsize = cmtoinch(5.0,6.0))\n",
    "ovdict = {'chnl':'chnl1', 'ax':ax, 't_before':0.001, 't_after':0.001,\n",
    "          'stage':'hsnr', 'binning':0.00001, 'amnt':2000, 'avcol':TUD_orange}\n",
    "plotted = plot_event_overlay(res_hdf_loc, ovdict)\n",
    "ax.set_xlim(left = -0.5, right=1)\n",
    "\n",
    "#ax.text(0.18, 1100, 'Individual Events', fontdict={'color':TUD_purple})\n",
    "#ax.text(0.18, 1000, 'Average')\n",
    "\n",
    "\n",
    "ax.set_ylim(bottom=0, top=1000)\n",
    "ax.set_title('')\n",
    "ax.get_legend().remove()\n",
    "ax.set_xticks([0, 0.5, 1])\n",
    "ax.set_yticks([0, 500, 1000])\n",
    "\n",
    "fig.tight_layout()\n",
    "#fig.savefig('fig_4_1kb_overlay.svg')\n",
    "fig.savefig('fig_4_50bp_overlay.png', dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/nils/Dokumente/Promotion/Inhaltliches/Analyses/R9_1104/R9_1104_18/2020_05_11_R9_1104_18_short_DNA.sptw/Results/DK_1000bp_100mV_1_results.hdf5\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             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\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // 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",
       "\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"196\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-08-28 12:52:16.760779: Comment: plotting event overlay of chnl1\n"
     ]
    }
   ],
   "source": [
    "res_hdf_loc = analydir +  respd.index[25]\n",
    "print(res_hdf_loc)\n",
    "\n",
    "fig, ax = plt.subplots(ncols = 1, nrows = 1, figsize = cmtoinch(5.0,6.0))\n",
    "ovdict = {'chnl':'chnl1', 'ax':ax, 't_before':0.001, 't_after':0.001,\n",
    "          'stage':'hsnr', 'binning':0.00001, 'amnt':2000, 'setcolor':TUD_grey}\n",
    "plotted = plot_event_overlay(res_hdf_loc, ovdict)\n",
    "ax.set_xlim(left = -0.5, right=1)\n",
    "ax.get_legend().remove()\n",
    "ax.set_title('')\n",
    "\n",
    "#ax.text(0.18, 2100, 'Individual events', fontdict={'color':TUD_pink})\n",
    "#ax.text(0.18, 1800, 'Average')\n",
    "\n",
    "ax.set_ylim(bottom=0, top=2500)\n",
    "ax.set_xticks([0, 0.5, 1])\n",
    "ax.set_yticks([0, 1000, 2000])\n",
    "\n",
    "fig.tight_layout()\n",
    "#fig.savefig('fig_4_10kb_overlay.svg')\n",
    "fig.savefig('fig_4_1kb_overlay.png', dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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('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",
       "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 = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(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 (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.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 = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\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 nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\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",
       "\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",
       "\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]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.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, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\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",
       "    {\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.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",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\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,\n",
       "                             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\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\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).html('<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/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\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",
       "    // 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",
       "\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"236\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows = 1, figsize = cmtoinch((6,6)))\n",
    "\n",
    "evst_dict = {'chnl':'chnl1', 'stages':['hsnr'], 'ax':ax, 'what':'photon', 'fig':fig, 'threshold':True}\n",
    "chnl = evst_dict['chnl']\n",
    "stage = evst_dict['stages'][0]\n",
    "state = 2\n",
    "\n",
    "res_hdf_loc = analydir +  respd.index[25]\n",
    "results_hdf = h5py.File(res_hdf_loc, \"a\")\n",
    "runstr = 'run_%s'%results_hdf['amnt_runs'][...]\n",
    "rungrp = results_hdf['run_%s'%results_hdf['amnt_runs'][...]]\n",
    "\n",
    "spkgrp = rungrp[chnl]['spikes']\n",
    "states = spkgrp['states_' + stage][()].astype(int)\n",
    "scatter_xs = spkgrp['eventdurations_' + stage][states[:,2] == state] * 1000\n",
    "plt_lengths = spkgrp['eventphots_' + stage][states[:,2] == state]\n",
    "ax.scatter(scatter_xs, plt_lengths, facecolors='none', alpha=0.1, edgecolors=TUD_grey, s=10)\n",
    "\n",
    "\n",
    "res_hdf_loc = analydir +  respd.index[11]\n",
    "results_hdf = h5py.File(res_hdf_loc, \"a\")\n",
    "runstr = 'run_%s'%results_hdf['amnt_runs'][...]\n",
    "rungrp = results_hdf['run_%s'%results_hdf['amnt_runs'][...]]\n",
    "\n",
    "spkgrp = rungrp[chnl]['spikes']\n",
    "states = spkgrp['states_' + stage][()].astype(int)\n",
    "scatter_xs = spkgrp['eventdurations_' + stage][states[:,2] == state] * 1000\n",
    "plt_lengths = spkgrp['eventphots_' + stage][states[:,2] == state]\n",
    "ax.scatter(scatter_xs, plt_lengths, facecolors='none', alpha=0.1, edgecolors=TUD_purple, s=10)\n",
    "\n",
    "\n",
    "ax.set_ylabel('Number of photons')\n",
    "ax.set_xlabel('Duration (ms)')\n",
    "ax.tick_params(right=True, top=True, which='both', direction='in')\n",
    "x = np.linspace(0, 0.015, num=1000)\n",
    "ax.plot(x * 1000., sort_fct(x,rungrp[chnl]['background_rate']) , '--', c='k', lw=1)\n",
    "ax.set_ylim(0,2500)\n",
    "ax.set_xlim(0, 5)\n",
    "ax.set_xticks((0,2.5,5))\n",
    "ax.set_yticks([0, 1000, 2000])\n",
    "fig.tight_layout()\n",
    "fig.savefig('fig_4_scatter.png', dpi=600, transparent=True)"
   ]
  }
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