GroupMeeting.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# This is a demonstration of Jupyter notebooks capabilities. We will look at how to use this notebook to analyze LAMMPS thermostat and trajectories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import display, HTML\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**pandas** is a data_analysis library that gives useful data structures. It can do time series data, or large *dataframes* with columns of different data, and even multi-leveled indexing of data.\n",
    "\n",
    "**matplotlib** is a plotting library, which can do lots of awesome stuff, including animations and live plotting. Other options for python plotting libraries I've seen are **Bokeh** and **plotly**; each has it's strengths and weaknesses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "One **_benefit_** to using _jupyter notebooks_ is the ability to use **Markdown**\n",
    "\n",
    "It allows you to write _equations_ like\n",
    "\n",
    "$$y = mx_i + b + \\delta y_i $$\n",
    "\n",
    "using ${\\LaTeX}$ like commands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas intro"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by analyzing a finished LAMMPS run. Let's look at the Thermostat data first"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def create_dframe(datafile):\n",
    "    header = 0\n",
    "    footer = 0\n",
    "    # To generate a pandas dataframe from the data in the LAMMPS thermostat, we need to pick out the lines with the data.\n",
    "    # pandas can read data from a .csv and we can tell it to ingnore a number of lines of header and footer.\n",
    "\n",
    "    with open(datafile) as f:  # this opens a file as a file object called f, which we can then loop over\n",
    "        header_check = True\n",
    "        footer_check = False\n",
    "        for line in f:\n",
    "            if line.startswith('Loop time'):\n",
    "                footer_check = True\n",
    "            if header_check:\n",
    "                if line.startswith('Step'):\n",
    "                    header_check = False\n",
    "                else:\n",
    "                    header += 1\n",
    "            if footer_check:\n",
    "                footer += 1\n",
    "    # now that we know what to ignore, creating a dataframe is as easy as\n",
    "    data = pd.read_csv(datafile, delim_whitespace=True, skiprows=header, engine='python', skipfooter=footer, index_col=0)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temp</th>\n",
       "      <th>c_liqtemp</th>\n",
       "      <th>TotEng</th>\n",
       "      <th>PotEng</th>\n",
       "      <th>Press</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Step</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>0</th>\n",
       "      <td>333.89545</td>\n",
       "      <td>1043.00000</td>\n",
       "      <td>-111.00245</td>\n",
       "      <td>-111.99761</td>\n",
       "      <td>40008.11500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1550.20760</td>\n",
       "      <td>4849.31510</td>\n",
       "      <td>-111.63538</td>\n",
       "      <td>-116.25571</td>\n",
       "      <td>22023.91400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1056.74010</td>\n",
       "      <td>3305.06280</td>\n",
       "      <td>-112.82740</td>\n",
       "      <td>-115.97697</td>\n",
       "      <td>19066.70700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>856.72504</td>\n",
       "      <td>2679.13770</td>\n",
       "      <td>-113.64865</td>\n",
       "      <td>-116.20208</td>\n",
       "      <td>15773.89000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>722.09836</td>\n",
       "      <td>2257.83830</td>\n",
       "      <td>-114.30667</td>\n",
       "      <td>-116.45885</td>\n",
       "      <td>11650.61200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>617.87133</td>\n",
       "      <td>1931.67130</td>\n",
       "      <td>-114.82451</td>\n",
       "      <td>-116.66605</td>\n",
       "      <td>8419.22750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>536.33766</td>\n",
       "      <td>1676.52060</td>\n",
       "      <td>-115.23320</td>\n",
       "      <td>-116.83173</td>\n",
       "      <td>6015.67030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>475.00042</td>\n",
       "      <td>1484.57250</td>\n",
       "      <td>-115.55796</td>\n",
       "      <td>-116.97368</td>\n",
       "      <td>4218.03050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>424.07719</td>\n",
       "      <td>1325.21380</td>\n",
       "      <td>-115.81598</td>\n",
       "      <td>-117.07992</td>\n",
       "      <td>2849.91010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>393.23128</td>\n",
       "      <td>1228.68490</td>\n",
       "      <td>-116.02090</td>\n",
       "      <td>-117.19291</td>\n",
       "      <td>1319.05680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>378.54172</td>\n",
       "      <td>1182.71560</td>\n",
       "      <td>-116.19416</td>\n",
       "      <td>-117.32238</td>\n",
       "      <td>-508.60615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>357.85980</td>\n",
       "      <td>1117.99380</td>\n",
       "      <td>-116.34448</td>\n",
       "      <td>-117.41107</td>\n",
       "      <td>-1911.73950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>332.01962</td>\n",
       "      <td>1037.12980</td>\n",
       "      <td>-116.46367</td>\n",
       "      <td>-117.45324</td>\n",
       "      <td>-2607.03940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>319.08913</td>\n",
       "      <td>996.66524</td>\n",
       "      <td>-116.54645</td>\n",
       "      <td>-117.49748</td>\n",
       "      <td>-3076.19310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>320.57012</td>\n",
       "      <td>1001.29980</td>\n",
       "      <td>-116.59911</td>\n",
       "      <td>-117.55455</td>\n",
       "      <td>-3434.63220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>322.11331</td>\n",
       "      <td>1006.12910</td>\n",
       "      <td>-116.63070</td>\n",
       "      <td>-117.59075</td>\n",
       "      <td>-3611.44180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>325.60795</td>\n",
       "      <td>1017.06520</td>\n",
       "      <td>-116.64511</td>\n",
       "      <td>-117.61557</td>\n",
       "      <td>-3578.75060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>333.00430</td>\n",
       "      <td>1040.21120</td>\n",
       "      <td>-116.64821</td>\n",
       "      <td>-117.64072</td>\n",
       "      <td>-3530.76530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>336.03591</td>\n",
       "      <td>1049.69830</td>\n",
       "      <td>-116.64936</td>\n",
       "      <td>-117.65090</td>\n",
       "      <td>-3394.05010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>338.16866</td>\n",
       "      <td>1056.37250</td>\n",
       "      <td>-116.65387</td>\n",
       "      <td>-117.66176</td>\n",
       "      <td>-2868.11980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>334.32455</td>\n",
       "      <td>1044.34280</td>\n",
       "      <td>-116.66392</td>\n",
       "      <td>-117.66036</td>\n",
       "      <td>-2354.63770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>341.79290</td>\n",
       "      <td>1067.71420</td>\n",
       "      <td>-116.67604</td>\n",
       "      <td>-117.69474</td>\n",
       "      <td>-2038.47260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>351.78393</td>\n",
       "      <td>1098.98000</td>\n",
       "      <td>-116.70155</td>\n",
       "      <td>-117.75003</td>\n",
       "      <td>-2298.26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>336.16181</td>\n",
       "      <td>1050.09230</td>\n",
       "      <td>-116.74896</td>\n",
       "      <td>-117.75088</td>\n",
       "      <td>-2252.71660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>316.56248</td>\n",
       "      <td>988.75838</td>\n",
       "      <td>-116.79361</td>\n",
       "      <td>-117.73711</td>\n",
       "      <td>-2199.38900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>312.09959</td>\n",
       "      <td>974.79223</td>\n",
       "      <td>-116.81294</td>\n",
       "      <td>-117.74314</td>\n",
       "      <td>-2624.84430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>321.09780</td>\n",
       "      <td>1002.95120</td>\n",
       "      <td>-116.80295</td>\n",
       "      <td>-117.75996</td>\n",
       "      <td>-3141.83200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1350</th>\n",
       "      <td>334.45208</td>\n",
       "      <td>1044.74190</td>\n",
       "      <td>-116.77483</td>\n",
       "      <td>-117.77165</td>\n",
       "      <td>-3433.44580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>342.52108</td>\n",
       "      <td>1069.99300</td>\n",
       "      <td>-116.74674</td>\n",
       "      <td>-117.76761</td>\n",
       "      <td>-3381.04470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>339.77357</td>\n",
       "      <td>1061.39490</td>\n",
       "      <td>-116.73025</td>\n",
       "      <td>-117.74294</td>\n",
       "      <td>-3116.52210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3550</th>\n",
       "      <td>321.81821</td>\n",
       "      <td>1005.20560</td>\n",
       "      <td>-116.99623</td>\n",
       "      <td>-117.95540</td>\n",
       "      <td>-1108.94000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>333.05783</td>\n",
       "      <td>1040.37880</td>\n",
       "      <td>-116.99100</td>\n",
       "      <td>-117.98366</td>\n",
       "      <td>-1759.17660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3650</th>\n",
       "      <td>335.05926</td>\n",
       "      <td>1046.64200</td>\n",
       "      <td>-116.98316</td>\n",
       "      <td>-117.98179</td>\n",
       "      <td>-2248.78830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3700</th>\n",
       "      <td>331.08454</td>\n",
       "      <td>1034.20360</td>\n",
       "      <td>-116.97619</td>\n",
       "      <td>-117.96297</td>\n",
       "      <td>-2057.67330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3750</th>\n",
       "      <td>331.42148</td>\n",
       "      <td>1035.25800</td>\n",
       "      <td>-116.96592</td>\n",
       "      <td>-117.95371</td>\n",
       "      <td>-1570.92210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800</th>\n",
       "      <td>330.75958</td>\n",
       "      <td>1033.18660</td>\n",
       "      <td>-116.95176</td>\n",
       "      <td>-117.93758</td>\n",
       "      <td>-1187.32370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3850</th>\n",
       "      <td>341.69458</td>\n",
       "      <td>1067.40650</td>\n",
       "      <td>-116.93453</td>\n",
       "      <td>-117.95294</td>\n",
       "      <td>-1215.77620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3900</th>\n",
       "      <td>353.90496</td>\n",
       "      <td>1105.61750</td>\n",
       "      <td>-116.92891</td>\n",
       "      <td>-117.98371</td>\n",
       "      <td>-1273.42470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3950</th>\n",
       "      <td>339.55579</td>\n",
       "      <td>1060.71340</td>\n",
       "      <td>-116.95044</td>\n",
       "      <td>-117.96248</td>\n",
       "      <td>-1082.32890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>322.13878</td>\n",
       "      <td>1006.20880</td>\n",
       "      <td>-116.97827</td>\n",
       "      <td>-117.93840</td>\n",
       "      <td>-733.48022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4050</th>\n",
       "      <td>321.36566</td>\n",
       "      <td>1003.78940</td>\n",
       "      <td>-116.99051</td>\n",
       "      <td>-117.94833</td>\n",
       "      <td>-772.39820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4100</th>\n",
       "      <td>332.53155</td>\n",
       "      <td>1038.73180</td>\n",
       "      <td>-116.98596</td>\n",
       "      <td>-117.97706</td>\n",
       "      <td>-816.64772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4150</th>\n",
       "      <td>341.14094</td>\n",
       "      <td>1065.67400</td>\n",
       "      <td>-116.97894</td>\n",
       "      <td>-117.99569</td>\n",
       "      <td>-704.39955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4200</th>\n",
       "      <td>339.67421</td>\n",
       "      <td>1061.08400</td>\n",
       "      <td>-116.98140</td>\n",
       "      <td>-117.99379</td>\n",
       "      <td>-462.42447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4250</th>\n",
       "      <td>340.16300</td>\n",
       "      <td>1062.61360</td>\n",
       "      <td>-116.99304</td>\n",
       "      <td>-118.00688</td>\n",
       "      <td>-508.45443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4300</th>\n",
       "      <td>337.64129</td>\n",
       "      <td>1054.72220</td>\n",
       "      <td>-117.01369</td>\n",
       "      <td>-118.02001</td>\n",
       "      <td>-705.41453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4350</th>\n",
       "      <td>324.20200</td>\n",
       "      <td>1012.66540</td>\n",
       "      <td>-117.03746</td>\n",
       "      <td>-118.00373</td>\n",
       "      <td>-1043.41120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4400</th>\n",
       "      <td>316.92334</td>\n",
       "      <td>989.88763</td>\n",
       "      <td>-117.04709</td>\n",
       "      <td>-117.99167</td>\n",
       "      <td>-1478.31260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4450</th>\n",
       "      <td>327.82864</td>\n",
       "      <td>1024.01460</td>\n",
       "      <td>-117.03461</td>\n",
       "      <td>-118.01169</td>\n",
       "      <td>-1955.00460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <td>340.72265</td>\n",
       "      <td>1064.36500</td>\n",
       "      <td>-117.01320</td>\n",
       "      <td>-118.02871</td>\n",
       "      <td>-2138.35160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4550</th>\n",
       "      <td>337.77937</td>\n",
       "      <td>1055.15430</td>\n",
       "      <td>-117.00003</td>\n",
       "      <td>-118.00677</td>\n",
       "      <td>-1763.87000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4600</th>\n",
       "      <td>332.37720</td>\n",
       "      <td>1038.24880</td>\n",
       "      <td>-116.99241</td>\n",
       "      <td>-117.98304</td>\n",
       "      <td>-1158.69280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4650</th>\n",
       "      <td>333.94681</td>\n",
       "      <td>1043.16070</td>\n",
       "      <td>-116.98342</td>\n",
       "      <td>-117.97874</td>\n",
       "      <td>-917.13247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4700</th>\n",
       "      <td>337.24395</td>\n",
       "      <td>1053.47880</td>\n",
       "      <td>-116.97460</td>\n",
       "      <td>-117.97974</td>\n",
       "      <td>-1073.58110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4750</th>\n",
       "      <td>340.73357</td>\n",
       "      <td>1064.39910</td>\n",
       "      <td>-116.97077</td>\n",
       "      <td>-117.98631</td>\n",
       "      <td>-1296.93710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800</th>\n",
       "      <td>341.13503</td>\n",
       "      <td>1065.65550</td>\n",
       "      <td>-116.97720</td>\n",
       "      <td>-117.99394</td>\n",
       "      <td>-1308.80460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4850</th>\n",
       "      <td>332.80020</td>\n",
       "      <td>1039.57250</td>\n",
       "      <td>-116.99294</td>\n",
       "      <td>-117.98484</td>\n",
       "      <td>-1089.19320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4900</th>\n",
       "      <td>332.03213</td>\n",
       "      <td>1037.16900</td>\n",
       "      <td>-117.00796</td>\n",
       "      <td>-117.99757</td>\n",
       "      <td>-873.24042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4950</th>\n",
       "      <td>330.82942</td>\n",
       "      <td>1033.40520</td>\n",
       "      <td>-117.02005</td>\n",
       "      <td>-118.00608</td>\n",
       "      <td>-820.37450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000</th>\n",
       "      <td>330.65135</td>\n",
       "      <td>1032.84800</td>\n",
       "      <td>-117.02765</td>\n",
       "      <td>-118.01314</td>\n",
       "      <td>-860.57596</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Temp   c_liqtemp     TotEng     PotEng        Press\n",
       "Step                                                           \n",
       "0      333.89545  1043.00000 -111.00245 -111.99761  40008.11500\n",
       "50    1550.20760  4849.31510 -111.63538 -116.25571  22023.91400\n",
       "100   1056.74010  3305.06280 -112.82740 -115.97697  19066.70700\n",
       "150    856.72504  2679.13770 -113.64865 -116.20208  15773.89000\n",
       "200    722.09836  2257.83830 -114.30667 -116.45885  11650.61200\n",
       "250    617.87133  1931.67130 -114.82451 -116.66605   8419.22750\n",
       "300    536.33766  1676.52060 -115.23320 -116.83173   6015.67030\n",
       "350    475.00042  1484.57250 -115.55796 -116.97368   4218.03050\n",
       "400    424.07719  1325.21380 -115.81598 -117.07992   2849.91010\n",
       "450    393.23128  1228.68490 -116.02090 -117.19291   1319.05680\n",
       "500    378.54172  1182.71560 -116.19416 -117.32238   -508.60615\n",
       "550    357.85980  1117.99380 -116.34448 -117.41107  -1911.73950\n",
       "600    332.01962  1037.12980 -116.46367 -117.45324  -2607.03940\n",
       "650    319.08913   996.66524 -116.54645 -117.49748  -3076.19310\n",
       "700    320.57012  1001.29980 -116.59911 -117.55455  -3434.63220\n",
       "750    322.11331  1006.12910 -116.63070 -117.59075  -3611.44180\n",
       "800    325.60795  1017.06520 -116.64511 -117.61557  -3578.75060\n",
       "850    333.00430  1040.21120 -116.64821 -117.64072  -3530.76530\n",
       "900    336.03591  1049.69830 -116.64936 -117.65090  -3394.05010\n",
       "950    338.16866  1056.37250 -116.65387 -117.66176  -2868.11980\n",
       "1000   334.32455  1044.34280 -116.66392 -117.66036  -2354.63770\n",
       "1050   341.79290  1067.71420 -116.67604 -117.69474  -2038.47260\n",
       "1100   351.78393  1098.98000 -116.70155 -117.75003  -2298.26000\n",
       "1150   336.16181  1050.09230 -116.74896 -117.75088  -2252.71660\n",
       "1200   316.56248   988.75838 -116.79361 -117.73711  -2199.38900\n",
       "1250   312.09959   974.79223 -116.81294 -117.74314  -2624.84430\n",
       "1300   321.09780  1002.95120 -116.80295 -117.75996  -3141.83200\n",
       "1350   334.45208  1044.74190 -116.77483 -117.77165  -3433.44580\n",
       "1400   342.52108  1069.99300 -116.74674 -117.76761  -3381.04470\n",
       "1450   339.77357  1061.39490 -116.73025 -117.74294  -3116.52210\n",
       "...          ...         ...        ...        ...          ...\n",
       "3550   321.81821  1005.20560 -116.99623 -117.95540  -1108.94000\n",
       "3600   333.05783  1040.37880 -116.99100 -117.98366  -1759.17660\n",
       "3650   335.05926  1046.64200 -116.98316 -117.98179  -2248.78830\n",
       "3700   331.08454  1034.20360 -116.97619 -117.96297  -2057.67330\n",
       "3750   331.42148  1035.25800 -116.96592 -117.95371  -1570.92210\n",
       "3800   330.75958  1033.18660 -116.95176 -117.93758  -1187.32370\n",
       "3850   341.69458  1067.40650 -116.93453 -117.95294  -1215.77620\n",
       "3900   353.90496  1105.61750 -116.92891 -117.98371  -1273.42470\n",
       "3950   339.55579  1060.71340 -116.95044 -117.96248  -1082.32890\n",
       "4000   322.13878  1006.20880 -116.97827 -117.93840   -733.48022\n",
       "4050   321.36566  1003.78940 -116.99051 -117.94833   -772.39820\n",
       "4100   332.53155  1038.73180 -116.98596 -117.97706   -816.64772\n",
       "4150   341.14094  1065.67400 -116.97894 -117.99569   -704.39955\n",
       "4200   339.67421  1061.08400 -116.98140 -117.99379   -462.42447\n",
       "4250   340.16300  1062.61360 -116.99304 -118.00688   -508.45443\n",
       "4300   337.64129  1054.72220 -117.01369 -118.02001   -705.41453\n",
       "4350   324.20200  1012.66540 -117.03746 -118.00373  -1043.41120\n",
       "4400   316.92334   989.88763 -117.04709 -117.99167  -1478.31260\n",
       "4450   327.82864  1024.01460 -117.03461 -118.01169  -1955.00460\n",
       "4500   340.72265  1064.36500 -117.01320 -118.02871  -2138.35160\n",
       "4550   337.77937  1055.15430 -117.00003 -118.00677  -1763.87000\n",
       "4600   332.37720  1038.24880 -116.99241 -117.98304  -1158.69280\n",
       "4650   333.94681  1043.16070 -116.98342 -117.97874   -917.13247\n",
       "4700   337.24395  1053.47880 -116.97460 -117.97974  -1073.58110\n",
       "4750   340.73357  1064.39910 -116.97077 -117.98631  -1296.93710\n",
       "4800   341.13503  1065.65550 -116.97720 -117.99394  -1308.80460\n",
       "4850   332.80020  1039.57250 -116.99294 -117.98484  -1089.19320\n",
       "4900   332.03213  1037.16900 -117.00796 -117.99757   -873.24042\n",
       "4950   330.82942  1033.40520 -117.02005 -118.00608   -820.37450\n",
       "5000   330.65135  1032.84800 -117.02765 -118.01314   -860.57596\n",
       "\n",
       "[101 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datafile = '/home/sether35/jupyter_tutorial/LAMMPS_sim/alumina_example/REAX_interface_frozen_solid.o5239331'\n",
    "data = create_dframe(datafile)\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pandas can show you your whole dataframe, or you can ask it about specific pieces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>c_liqtemp</th>\n",
       "      <th>Press</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Step</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>1001.2998</td>\n",
       "      <td>-3434.6322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>1006.1291</td>\n",
       "      <td>-3611.4418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>1017.0652</td>\n",
       "      <td>-3578.7506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>1040.2112</td>\n",
       "      <td>-3530.7653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>1049.6983</td>\n",
       "      <td>-3394.0501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>1056.3725</td>\n",
       "      <td>-2868.1198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>1044.3428</td>\n",
       "      <td>-2354.6377</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      c_liqtemp      Press\n",
       "Step                      \n",
       "700   1001.2998 -3434.6322\n",
       "750   1006.1291 -3611.4418\n",
       "800   1017.0652 -3578.7506\n",
       "850   1040.2112 -3530.7653\n",
       "900   1049.6983 -3394.0501\n",
       "950   1056.3725 -2868.1198\n",
       "1000  1044.3428 -2354.6377"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[slice(700,1000),('c_liqtemp','Press')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pandas can plot as well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "\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, fig.canvas.height);\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\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\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 overriden (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": [
       "<img 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\" width=\"639.5333333333333\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(y='Temp')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temp</th>\n",
       "      <th>c_liqtemp</th>\n",
       "      <th>TotEng</th>\n",
       "      <th>PotEng</th>\n",
       "      <th>Press</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>101.000000</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>101.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>370.070466</td>\n",
       "      <td>1156.205729</td>\n",
       "      <td>-116.588616</td>\n",
       "      <td>-117.691596</td>\n",
       "      <td>-568.870989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>156.675666</td>\n",
       "      <td>490.299266</td>\n",
       "      <td>0.998344</td>\n",
       "      <td>0.697112</td>\n",
       "      <td>5834.866969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>312.099590</td>\n",
       "      <td>974.792230</td>\n",
       "      <td>-117.047090</td>\n",
       "      <td>-118.028710</td>\n",
       "      <td>-4160.380500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>330.829420</td>\n",
       "      <td>1033.405200</td>\n",
       "      <td>-116.970770</td>\n",
       "      <td>-117.956160</td>\n",
       "      <td>-2624.844300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>335.238630</td>\n",
       "      <td>1047.203300</td>\n",
       "      <td>-116.891580</td>\n",
       "      <td>-117.891120</td>\n",
       "      <td>-1911.739500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>340.722650</td>\n",
       "      <td>1064.365000</td>\n",
       "      <td>-116.726840</td>\n",
       "      <td>-117.742730</td>\n",
       "      <td>-1082.328900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1550.207600</td>\n",
       "      <td>4849.315100</td>\n",
       "      <td>-111.002450</td>\n",
       "      <td>-111.997610</td>\n",
       "      <td>40008.115000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Temp    c_liqtemp      TotEng      PotEng         Press\n",
       "count   101.000000   101.000000  101.000000  101.000000    101.000000\n",
       "mean    370.070466  1156.205729 -116.588616 -117.691596   -568.870989\n",
       "std     156.675666   490.299266    0.998344    0.697112   5834.866969\n",
       "min     312.099590   974.792230 -117.047090 -118.028710  -4160.380500\n",
       "25%     330.829420  1033.405200 -116.970770 -117.956160  -2624.844300\n",
       "50%     335.238630  1047.203300 -116.891580 -117.891120  -1911.739500\n",
       "75%     340.722650  1064.365000 -116.726840 -117.742730  -1082.328900\n",
       "max    1550.207600  4849.315100 -111.002450 -111.997610  40008.115000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()  # pandas also can give a brief statistical overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": 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",
       "        this.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, fig.canvas.height);\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\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\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 overriden (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=\"639.5333333333333\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pandas also can easily plot for slices of a dataframe\n",
    "data.loc[slice(None),:].hist('c_liqtemp',bins=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The backend that pandas uses for visualization is *matplotlib*. Matplotlib is a versatile and highly customizable plotting library. you can create stacked figures, figures with insets, and even 3d plots. Matplotlib can also do animations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": 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",
       "        this.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, fig.canvas.height);\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\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\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 overriden (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=\"639.5333333333333\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datafile = '/home/sether35/jupyter_tutorial/LAMMPS_sim/melt/Melt_example.o5286233'\n",
    "\n",
    "rc('animation', html='html5')\n",
    "fig = plt.figure()  \n",
    "ax = fig.add_subplot(111)\n",
    "line, = ax.plot([],[])\n",
    "\n",
    "\n",
    "# initialization function: plot the background of each frame\n",
    "def init():\n",
    "    line.set_data([], [])\n",
    "    return (line,)\n",
    "\n",
    "\n",
    "def animate(i):\n",
    "    data = create_dframe(datafile)\n",
    "    datalength = 100\n",
    "    x = data.index.values\n",
    "    y = data.loc[slice(None),'Temp'].values\n",
    "#    x = data.index.values[-datalength:]\n",
    "#    y = data.loc[slice(None),'Temp'].values[-datalength:]\n",
    "    dx = x.max()-x.min()\n",
    "    dy = y.max()-y.min()\n",
    "#    ax.set_xlim(x.min(),x.max())\n",
    "    ax.set_xlim(x.min()-.1*dx,x.max()+.1*dx)\n",
    "    ax.set_ylim(y.min()-.1*dy,y.max()+.1*dy)\n",
    "    line.set_data(x, y)\n",
    "    return line,\n",
    "\n",
    "\n",
    "anim = animation.FuncAnimation(fig, animate, init_func=init, interval=100, blit=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%magic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}