4 - Correlation Example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from bqplot import pyplot as plt\n",
    "from bqplot import GridHeatMap, Figure, ColorScale, ColorAxis, HeatMap\n",
    "\n",
    "from ipywidgets import HBox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## get prices of Dow Jones constituents\n",
    "index_prices = pd.read_csv('./data_files/indu_const_prices.csv', index_col=0, parse_dates=[0])\n",
    "\n",
    "## get prices of index\n",
    "price_data = pd.read_csv('./data_files/indu_prices.csv', index_col=0, parse_dates=[0])\n",
    "\n",
    "returns_clean = price_data.pct_change()[1:].dropna(axis=1)\n",
    "price_data = price_data.loc[returns_clean.index]\n",
    "corr_mat = np.corrcoef(returns_clean.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def event_handler(name, value):\n",
    "    sel = price_line.selected\n",
    "    if sel is None or len(sel) < 2:\n",
    "        _corr = np.corrcoef(returns_clean.T)\n",
    "    else:\n",
    "        _corr = np.corrcoef(returns_clean.iloc[sel[0]:sel[-1], :].T)\n",
    "    corr_mat.color = _corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "04bf024070b04a52aab878d3f5119302",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>HBox</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "HBox(children=(Figure(axes=[Axis(num_ticks=5, scale=DateScale(), tick_format='%b-%Y'), Axis(orientation='vertical', scale=LinearScale())], fig_margin={'top': 60, 'bottom': 60, 'left': 60, 'right': 60}, interaction=FastIntervalSelector(marks=[Lines(colors=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf'], interactions={'hover': 'tooltip'}, scales={'x': DateScale(), 'y': LinearScale()}, scales_metadata={'x': {'orientation': 'horizontal', 'dimension': 'x'}, 'y': {'orientation': 'vertical', 'dimension': 'y'}, 'color': {'dimension': 'color'}}, tooltip_style={'opacity': 0.9}, x=array(['2014-01-02T00:00:00.000000000', '2014-01-03T00:00:00.000000000',\n",
       "       '2014-01-06T00:00:00.000000000', '2014-01-07T00:00:00.000000000',\n",
       "       '2014-01-08T00:00:00.000000000', '2014-01-09T00:00:00.000000000',\n",
       "       '2014-01-10T00:00:00.000000000', '2014-01-13T00:00:00.000000000',\n",
       "       '2014-01-14T00:00:00.000000000', '2014-01-15T00:00:00.000000000',\n",
       "       '2014-01-16T00:00:00.000000000', '2014-01-17T00:00:00.000000000',\n",
       "       '2014-01-21T00:00:00.000000000', '2014-01-22T00:00:00.000000000',\n",
       "       '2014-01-23T00:00:00.000000000', '2014-01-24T00:00:00.000000000',\n",
       "       '2014-01-27T00:00:00.000000000', '2014-01-28T00:00:00.000000000',\n",
       "       '2014-01-29T00:00:00.000000000', '2014-01-30T00:00:00.000000000',\n",
       "       '2014-01-31T00:00:00.000000000', '2014-02-03T00:00:00.000000000',\n",
       "       '2014-02-04T00:00:00.000000000', '2014-02-05T00:00:00.000000000',\n",
       "       '2014-02-06T00:00:00.000000000', '2014-02-07T00:00:00.000000000',\n",
       "       '2014-02-10T00:00:00.000000000', '2014-02-11T00:00:00.000000000',\n",
       "       '2014-02-12T00:00:00.000000000', '2014-02-13T00:00:00.000000000',\n",
       "       '2014-02-14T00:00:00.000000000', '2014-02-18T00:00:00.000000000',\n",
       "       '2014-02-19T00:00:00.000000000', '2014-02-20T00:00:00.000000000',\n",
       "       '2014-02-21T00:00:00.000000000', '2014-02-24T00:00:00.000000000',\n",
       "       '2014-02-25T00:00:00.000000000', '2014-02-26T00:00:00.000000000',\n",
       "       '2014-02-27T00:00:00.000000000', '2014-02-28T00:00:00.000000000',\n",
       "       '2014-03-03T00:00:00.000000000', '2014-03-04T00:00:00.000000000',\n",
       "       '2014-03-05T00:00:00.000000000', '2014-03-06T00:00:00.000000000',\n",
       "       '2014-03-07T00:00:00.000000000', '2014-03-10T00:00:00.000000000',\n",
       "       '2014-03-11T00:00:00.000000000', '2014-03-12T00:00:00.000000000',\n",
       "       '2014-03-13T00:00:00.000000000', '2014-03-14T00:00:00.000000000',\n",
       "       '2014-03-17T00:00:00.000000000', '2014-03-18T00:00:00.000000000',\n",
       "       '2014-03-19T00:00:00.000000000', '2014-03-20T00:00:00.000000000',\n",
       "       '2014-03-21T00:00:00.000000000', '2014-03-24T00:00:00.000000000',\n",
       "       '2014-03-25T00:00:00.000000000', '2014-03-26T00:00:00.000000000',\n",
       "       '2014-03-27T00:00:00.000000000', '2014-03-28T00:00:00.000000000',\n",
       "       '2014-03-31T00:00:00.000000000', '2014-04-01T00:00:00.000000000',\n",
       "       '2014-04-02T00:00:00.000000000', '2014-04-03T00:00:00.000000000',\n",
       "       '2014-04-04T00:00:00.000000000', '2014-04-07T00:00:00.000000000',\n",
       "       '2014-04-08T00:00:00.000000000', '2014-04-09T00:00:00.000000000',\n",
       "       '2014-04-10T00:00:00.000000000', '2014-04-11T00:00:00.000000000',\n",
       "       '2014-04-14T00:00:00.000000000', '2014-04-15T00:00:00.000000000',\n",
       "       '2014-04-16T00:00:00.000000000', '2014-04-17T00:00:00.000000000',\n",
       "       '2014-04-21T00:00:00.000000000', '2014-04-22T00:00:00.000000000',\n",
       "       '2014-04-23T00:00:00.000000000', '2014-04-24T00:00:00.000000000',\n",
       "       '2014-04-25T00:00:00.000000000', '2014-04-28T00:00:00.000000000',\n",
       "       '2014-04-29T00:00:00.000000000', '2014-04-30T00:00:00.000000000',\n",
       "       '2014-05-01T00:00:00.000000000', '2014-05-02T00:00:00.000000000',\n",
       "       '2014-05-05T00:00:00.000000000', '2014-05-06T00:00:00.000000000',\n",
       "       '2014-05-07T00:00:00.000000000', '2014-05-08T00:00:00.000000000',\n",
       "       '2014-05-09T00:00:00.000000000', '2014-05-12T00:00:00.000000000',\n",
       "       '2014-05-13T00:00:00.000000000', '2014-05-14T00:00:00.000000000',\n",
       "       '2014-05-15T00:00:00.000000000', '2014-05-16T00:00:00.000000000',\n",
       "       '2014-05-19T00:00:00.000000000', '2014-05-20T00:00:00.000000000',\n",
       "       '2014-05-21T00:00:00.000000000', '2014-05-22T00:00:00.000000000',\n",
       "       '2014-05-23T00:00:00.000000000', '2014-05-27T00:00:00.000000000',\n",
       "       '2014-05-28T00:00:00.000000000', '2014-05-29T00:00:00.000000000',\n",
       "       '2014-05-30T00:00:00.000000000', '2014-06-02T00:00:00.000000000',\n",
       "       '2014-06-03T00:00:00.000000000', '2014-06-04T00:00:00.000000000',\n",
       "       '2014-06-05T00:00:00.000000000', '2014-06-06T00:00:00.000000000',\n",
       "       '2014-06-09T00:00:00.000000000', '2014-06-10T00:00:00.000000000',\n",
       "       '2014-06-11T00:00:00.000000000', '2014-06-12T00:00:00.000000000',\n",
       "       '2014-06-13T00:00:00.000000000', '2014-06-16T00:00:00.000000000',\n",
       "       '2014-06-17T00:00:00.000000000', '2014-06-18T00:00:00.000000000',\n",
       "       '2014-06-19T00:00:00.000000000', '2014-06-20T00:00:00.000000000',\n",
       "       '2014-06-23T00:00:00.000000000', '2014-06-24T00:00:00.000000000',\n",
       "       '2014-06-25T00:00:00.000000000', '2014-06-26T00:00:00.000000000',\n",
       "       '2014-06-27T00:00:00.000000000', '2014-06-30T00:00:00.000000000',\n",
       "       '2014-07-01T00:00:00.000000000', '2014-07-02T00:00:00.000000000',\n",
       "       '2014-07-03T00:00:00.000000000', '2014-07-07T00:00:00.000000000',\n",
       "       '2014-07-08T00:00:00.000000000', '2014-07-09T00:00:00.000000000',\n",
       "       '2014-07-10T00:00:00.000000000', '2014-07-11T00:00:00.000000000',\n",
       "       '2014-07-14T00:00:00.000000000', '2014-07-15T00:00:00.000000000',\n",
       "       '2014-07-16T00:00:00.000000000', '2014-07-17T00:00:00.000000000',\n",
       "       '2014-07-18T00:00:00.000000000', '2014-07-21T00:00:00.000000000',\n",
       "       '2014-07-22T00:00:00.000000000', '2014-07-23T00:00:00.000000000',\n",
       "       '2014-07-24T00:00:00.000000000', '2014-07-25T00:00:00.000000000',\n",
       "       '2014-07-28T00:00:00.000000000', '2014-07-29T00:00:00.000000000',\n",
       "       '2014-07-30T00:00:00.000000000', '2014-07-31T00:00:00.000000000',\n",
       "       '2014-08-01T00:00:00.000000000', '2014-08-04T00:00:00.000000000',\n",
       "       '2014-08-05T00:00:00.000000000', '2014-08-06T00:00:00.000000000',\n",
       "       '2014-08-07T00:00:00.000000000', '2014-08-08T00:00:00.000000000',\n",
       "       '2014-08-11T00:00:00.000000000', '2014-08-12T00:00:00.000000000',\n",
       "       '2014-08-13T00:00:00.000000000', '2014-08-14T00:00:00.000000000',\n",
       "       '2014-08-15T00:00:00.000000000', '2014-08-18T00:00:00.000000000',\n",
       "       '2014-08-19T00:00:00.000000000', '2014-08-20T00:00:00.000000000',\n",
       "       '2014-08-21T00:00:00.000000000', '2014-08-22T00:00:00.000000000',\n",
       "       '2014-08-25T00:00:00.000000000', '2014-08-26T00:00:00.000000000',\n",
       "       '2014-08-27T00:00:00.000000000', '2014-08-28T00:00:00.000000000',\n",
       "       '2014-08-29T00:00:00.000000000', '2014-09-02T00:00:00.000000000',\n",
       "       '2014-09-03T00:00:00.000000000', '2014-09-04T00:00:00.000000000',\n",
       "       '2014-09-05T00:00:00.000000000', '2014-09-08T00:00:00.000000000',\n",
       "       '2014-09-09T00:00:00.000000000', '2014-09-10T00:00:00.000000000',\n",
       "       '2014-09-11T00:00:00.000000000', '2014-09-12T00:00:00.000000000',\n",
       "       '2014-09-15T00:00:00.000000000', '2014-09-16T00:00:00.000000000',\n",
       "       '2014-09-17T00:00:00.000000000', '2014-09-18T00:00:00.000000000',\n",
       "       '2014-09-19T00:00:00.000000000', '2014-09-22T00:00:00.000000000',\n",
       "       '2014-09-23T00:00:00.000000000', '2014-09-24T00:00:00.000000000',\n",
       "       '2014-09-25T00:00:00.000000000', '2014-09-26T00:00:00.000000000',\n",
       "       '2014-09-29T00:00:00.000000000', '2014-09-30T00:00:00.000000000',\n",
       "       '2014-10-01T00:00:00.000000000', '2014-10-02T00:00:00.000000000',\n",
       "       '2014-10-03T00:00:00.000000000', '2014-10-06T00:00:00.000000000',\n",
       "       '2014-10-07T00:00:00.000000000', '2014-10-08T00:00:00.000000000',\n",
       "       '2014-10-09T00:00:00.000000000', '2014-10-10T00:00:00.000000000',\n",
       "       '2014-10-13T00:00:00.000000000', '2014-10-14T00:00:00.000000000',\n",
       "       '2014-10-15T00:00:00.000000000', '2014-10-16T00:00:00.000000000',\n",
       "       '2014-10-17T00:00:00.000000000', '2014-10-20T00:00:00.000000000',\n",
       "       '2014-10-21T00:00:00.000000000', '2014-10-22T00:00:00.000000000',\n",
       "       '2014-10-23T00:00:00.000000000', '2014-10-24T00:00:00.000000000',\n",
       "       '2014-10-27T00:00:00.000000000', '2014-10-28T00:00:00.000000000',\n",
       "       '2014-10-29T00:00:00.000000000', '2014-10-30T00:00:00.000000000',\n",
       "       '2014-10-31T00:00:00.000000000', '2014-11-03T00:00:00.000000000',\n",
       "       '2014-11-04T00:00:00.000000000', '2014-11-05T00:00:00.000000000',\n",
       "       '2014-11-06T00:00:00.000000000', '2014-11-07T00:00:00.000000000',\n",
       "       '2014-11-10T00:00:00.000000000', '2014-11-11T00:00:00.000000000',\n",
       "       '2014-11-12T00:00:00.000000000', '2014-11-13T00:00:00.000000000',\n",
       "       '2014-11-14T00:00:00.000000000', '2014-11-17T00:00:00.000000000',\n",
       "       '2014-11-18T00:00:00.000000000', '2014-11-19T00:00:00.000000000',\n",
       "       '2014-11-20T00:00:00.000000000', '2014-11-21T00:00:00.000000000',\n",
       "       '2014-11-24T00:00:00.000000000', '2014-11-25T00:00:00.000000000',\n",
       "       '2014-11-26T00:00:00.000000000', '2014-11-28T00:00:00.000000000',\n",
       "       '2014-12-01T00:00:00.000000000', '2014-12-02T00:00:00.000000000',\n",
       "       '2014-12-03T00:00:00.000000000', '2014-12-04T00:00:00.000000000',\n",
       "       '2014-12-05T00:00:00.000000000', '2014-12-08T00:00:00.000000000',\n",
       "       '2014-12-09T00:00:00.000000000', '2014-12-10T00:00:00.000000000',\n",
       "       '2014-12-11T00:00:00.000000000', '2014-12-12T00:00:00.000000000',\n",
       "       '2014-12-15T00:00:00.000000000', '2014-12-16T00:00:00.000000000',\n",
       "       '2014-12-17T00:00:00.000000000', '2014-12-18T00:00:00.000000000',\n",
       "       '2014-12-19T00:00:00.000000000', '2014-12-22T00:00:00.000000000',\n",
       "       '2014-12-23T00:00:00.000000000', '2014-12-24T00:00:00.000000000',\n",
       "       '2014-12-26T00:00:00.000000000', '2014-12-29T00:00:00.000000000',\n",
       "       '2014-12-30T00:00:00.000000000', '2014-12-31T00:00:00.000000000',\n",
       "       '2015-01-02T00:00:00.000000000', '2015-01-05T00:00:00.000000000',\n",
       "       '2015-01-06T00:00:00.000000000', '2015-01-07T00:00:00.000000000',\n",
       "       '2015-01-08T00:00:00.000000000', '2015-01-09T00:00:00.000000000',\n",
       "       '2015-01-12T00:00:00.000000000', '2015-01-13T00:00:00.000000000',\n",
       "       '2015-01-14T00:00:00.000000000', '2015-01-15T00:00:00.000000000',\n",
       "       '2015-01-16T00:00:00.000000000', '2015-01-20T00:00:00.000000000',\n",
       "       '2015-01-21T00:00:00.000000000', '2015-01-22T00:00:00.000000000',\n",
       "       '2015-01-23T00:00:00.000000000', '2015-01-26T00:00:00.000000000',\n",
       "       '2015-01-27T00:00:00.000000000', '2015-01-28T00:00:00.000000000',\n",
       "       '2015-01-29T00:00:00.000000000', '2015-01-30T00:00:00.000000000',\n",
       "       '2015-02-02T00:00:00.000000000', '2015-02-03T00:00:00.000000000',\n",
       "       '2015-02-04T00:00:00.000000000', '2015-02-05T00:00:00.000000000',\n",
       "       '2015-02-06T00:00:00.000000000', '2015-02-09T00:00:00.000000000',\n",
       "       '2015-02-10T00:00:00.000000000', '2015-02-11T00:00:00.000000000',\n",
       "       '2015-02-12T00:00:00.000000000', '2015-02-13T00:00:00.000000000',\n",
       "       '2015-02-17T00:00:00.000000000', '2015-02-18T00:00:00.000000000',\n",
       "       '2015-02-19T00:00:00.000000000', '2015-02-20T00:00:00.000000000',\n",
       "       '2015-02-23T00:00:00.000000000', '2015-02-24T00:00:00.000000000',\n",
       "       '2015-02-25T00:00:00.000000000', '2015-02-26T00:00:00.000000000',\n",
       "       '2015-02-27T00:00:00.000000000', '2015-03-02T00:00:00.000000000',\n",
       "       '2015-03-03T00:00:00.000000000', '2015-03-04T00:00:00.000000000',\n",
       "       '2015-03-05T00:00:00.000000000', '2015-03-06T00:00:00.000000000',\n",
       "       '2015-03-09T00:00:00.000000000', '2015-03-10T00:00:00.000000000',\n",
       "       '2015-03-11T00:00:00.000000000', '2015-03-12T00:00:00.000000000',\n",
       "       '2015-03-13T00:00:00.000000000', '2015-03-16T00:00:00.000000000',\n",
       "       '2015-03-17T00:00:00.000000000', '2015-03-18T00:00:00.000000000',\n",
       "       '2015-03-19T00:00:00.000000000', '2015-03-20T00:00:00.000000000',\n",
       "       '2015-03-23T00:00:00.000000000', '2015-03-24T00:00:00.000000000',\n",
       "       '2015-03-25T00:00:00.000000000', '2015-03-26T00:00:00.000000000',\n",
       "       '2015-03-27T00:00:00.000000000', '2015-03-30T00:00:00.000000000',\n",
       "       '2015-03-31T00:00:00.000000000', '2015-04-01T00:00:00.000000000',\n",
       "       '2015-04-02T00:00:00.000000000', '2015-04-06T00:00:00.000000000',\n",
       "       '2015-04-07T00:00:00.000000000', '2015-04-08T00:00:00.000000000',\n",
       "       '2015-04-09T00:00:00.000000000', '2015-04-10T00:00:00.000000000',\n",
       "       '2015-04-13T00:00:00.000000000', '2015-04-14T00:00:00.000000000',\n",
       "       '2015-04-15T00:00:00.000000000', '2015-04-16T00:00:00.000000000',\n",
       "       '2015-04-17T00:00:00.000000000', '2015-04-20T00:00:00.000000000',\n",
       "       '2015-04-21T00:00:00.000000000', '2015-04-22T00:00:00.000000000',\n",
       "       '2015-04-23T00:00:00.000000000', '2015-04-24T00:00:00.000000000',\n",
       "       '2015-04-27T00:00:00.000000000', '2015-04-28T00:00:00.000000000',\n",
       "       '2015-04-29T00:00:00.000000000', '2015-04-30T00:00:00.000000000',\n",
       "       '2015-05-01T00:00:00.000000000', '2015-05-04T00:00:00.000000000',\n",
       "       '2015-05-05T00:00:00.000000000', '2015-05-06T00:00:00.000000000',\n",
       "       '2015-05-07T00:00:00.000000000', '2015-05-08T00:00:00.000000000',\n",
       "       '2015-05-11T00:00:00.000000000', '2015-05-12T00:00:00.000000000',\n",
       "       '2015-05-13T00:00:00.000000000', '2015-05-14T00:00:00.000000000',\n",
       "       '2015-05-15T00:00:00.000000000', '2015-05-18T00:00:00.000000000',\n",
       "       '2015-05-19T00:00:00.000000000', '2015-05-20T00:00:00.000000000',\n",
       "       '2015-05-21T00:00:00.000000000', '2015-05-22T00:00:00.000000000',\n",
       "       '2015-05-26T00:00:00.000000000', '2015-05-27T00:00:00.000000000',\n",
       "       '2015-05-28T00:00:00.000000000', '2015-05-29T00:00:00.000000000',\n",
       "       '2015-06-01T00:00:00.000000000', '2015-06-02T00:00:00.000000000',\n",
       "       '2015-06-03T00:00:00.000000000', '2015-06-04T00:00:00.000000000',\n",
       "       '2015-06-05T00:00:00.000000000', '2015-06-08T00:00:00.000000000',\n",
       "       '2015-06-09T00:00:00.000000000', '2015-06-10T00:00:00.000000000',\n",
       "       '2015-06-11T00:00:00.000000000', '2015-06-12T00:00:00.000000000',\n",
       "       '2015-06-15T00:00:00.000000000', '2015-06-16T00:00:00.000000000',\n",
       "       '2015-06-17T00:00:00.000000000', '2015-06-18T00:00:00.000000000',\n",
       "       '2015-06-19T00:00:00.000000000', '2015-06-22T00:00:00.000000000',\n",
       "       '2015-06-23T00:00:00.000000000', '2015-06-24T00:00:00.000000000',\n",
       "       '2015-06-25T00:00:00.000000000', '2015-06-26T00:00:00.000000000',\n",
       "       '2015-06-29T00:00:00.000000000', '2015-06-30T00:00:00.000000000',\n",
       "       '2015-07-01T00:00:00.000000000', '2015-07-02T00:00:00.000000000',\n",
       "       '2015-07-06T00:00:00.000000000', '2015-07-07T00:00:00.000000000',\n",
       "       '2015-07-08T00:00:00.000000000', '2015-07-09T00:00:00.000000000',\n",
       "       '2015-07-10T00:00:00.000000000', '2015-07-13T00:00:00.000000000',\n",
       "       '2015-07-14T00:00:00.000000000', '2015-07-15T00:00:00.000000000',\n",
       "       '2015-07-16T00:00:00.000000000', '2015-07-17T00:00:00.000000000',\n",
       "       '2015-07-20T00:00:00.000000000', '2015-07-21T00:00:00.000000000',\n",
       "       '2015-07-22T00:00:00.000000000', '2015-07-23T00:00:00.000000000',\n",
       "       '2015-07-24T00:00:00.000000000', '2015-07-27T00:00:00.000000000',\n",
       "       '2015-07-28T00:00:00.000000000', '2015-07-29T00:00:00.000000000',\n",
       "       '2015-07-30T00:00:00.000000000', '2015-07-31T00:00:00.000000000',\n",
       "       '2015-08-03T00:00:00.000000000', '2015-08-04T00:00:00.000000000',\n",
       "       '2015-08-05T00:00:00.000000000', '2015-08-06T00:00:00.000000000',\n",
       "       '2015-08-07T00:00:00.000000000', '2015-08-10T00:00:00.000000000',\n",
       "       '2015-08-11T00:00:00.000000000', '2015-08-12T00:00:00.000000000',\n",
       "       '2015-08-13T00:00:00.000000000', '2015-08-14T00:00:00.000000000',\n",
       "       '2015-08-17T00:00:00.000000000', '2015-08-18T00:00:00.000000000',\n",
       "       '2015-08-19T00:00:00.000000000', '2015-08-20T00:00:00.000000000',\n",
       "       '2015-08-21T00:00:00.000000000', '2015-08-24T00:00:00.000000000',\n",
       "       '2015-08-25T00:00:00.000000000', '2015-08-26T00:00:00.000000000',\n",
       "       '2015-08-27T00:00:00.000000000', '2015-08-28T00:00:00.000000000',\n",
       "       '2015-08-31T00:00:00.000000000', '2015-09-01T00:00:00.000000000',\n",
       "       '2015-09-02T00:00:00.000000000', '2015-09-03T00:00:00.000000000',\n",
       "       '2015-09-04T00:00:00.000000000', '2015-09-08T00:00:00.000000000',\n",
       "       '2015-09-09T00:00:00.000000000', '2015-09-10T00:00:00.000000000',\n",
       "       '2015-09-11T00:00:00.000000000', '2015-09-14T00:00:00.000000000',\n",
       "       '2015-09-15T00:00:00.000000000', '2015-09-16T00:00:00.000000000',\n",
       "       '2015-09-17T00:00:00.000000000', '2015-09-18T00:00:00.000000000',\n",
       "       '2015-09-21T00:00:00.000000000', '2015-09-22T00:00:00.000000000',\n",
       "       '2015-09-23T00:00:00.000000000', '2015-09-24T00:00:00.000000000',\n",
       "       '2015-09-25T00:00:00.000000000', '2015-09-28T00:00:00.000000000',\n",
       "       '2015-09-29T00:00:00.000000000', '2015-09-30T00:00:00.000000000',\n",
       "       '2015-10-01T00:00:00.000000000', '2015-10-02T00:00:00.000000000',\n",
       "       '2015-10-05T00:00:00.000000000', '2015-10-06T00:00:00.000000000',\n",
       "       '2015-10-07T00:00:00.000000000', '2015-10-08T00:00:00.000000000',\n",
       "       '2015-10-09T00:00:00.000000000', '2015-10-12T00:00:00.000000000',\n",
       "       '2015-10-13T00:00:00.000000000', '2015-10-14T00:00:00.000000000',\n",
       "       '2015-10-15T00:00:00.000000000', '2015-10-16T00:00:00.000000000',\n",
       "       '2015-10-19T00:00:00.000000000', '2015-10-20T00:00:00.000000000',\n",
       "       '2015-10-21T00:00:00.000000000', '2015-10-22T00:00:00.000000000',\n",
       "       '2015-10-23T00:00:00.000000000', '2015-10-26T00:00:00.000000000',\n",
       "       '2015-10-27T00:00:00.000000000', '2015-10-28T00:00:00.000000000',\n",
       "       '2015-10-29T00:00:00.000000000', '2015-10-30T00:00:00.000000000',\n",
       "       '2015-11-02T00:00:00.000000000', '2015-11-03T00:00:00.000000000',\n",
       "       '2015-11-04T00:00:00.000000000', '2015-11-05T00:00:00.000000000',\n",
       "       '2015-11-06T00:00:00.000000000', '2015-11-09T00:00:00.000000000',\n",
       "       '2015-11-10T00:00:00.000000000', '2015-11-11T00:00:00.000000000',\n",
       "       '2015-11-12T00:00:00.000000000', '2015-11-13T00:00:00.000000000',\n",
       "       '2015-11-16T00:00:00.000000000', '2015-11-17T00:00:00.000000000',\n",
       "       '2015-11-18T00:00:00.000000000', '2015-11-19T00:00:00.000000000',\n",
       "       '2015-11-20T00:00:00.000000000', '2015-11-23T00:00:00.000000000',\n",
       "       '2015-11-24T00:00:00.000000000', '2015-11-25T00:00:00.000000000',\n",
       "       '2015-11-27T00:00:00.000000000', '2015-11-30T00:00:00.000000000',\n",
       "       '2015-12-01T00:00:00.000000000', '2015-12-02T00:00:00.000000000',\n",
       "       '2015-12-03T00:00:00.000000000', '2015-12-04T00:00:00.000000000',\n",
       "       '2015-12-07T00:00:00.000000000', '2015-12-08T00:00:00.000000000',\n",
       "       '2015-12-09T00:00:00.000000000', '2015-12-10T00:00:00.000000000',\n",
       "       '2015-12-11T00:00:00.000000000', '2015-12-14T00:00:00.000000000',\n",
       "       '2015-12-15T00:00:00.000000000', '2015-12-16T00:00:00.000000000',\n",
       "       '2015-12-17T00:00:00.000000000', '2015-12-18T00:00:00.000000000',\n",
       "       '2015-12-21T00:00:00.000000000', '2015-12-22T00:00:00.000000000',\n",
       "       '2015-12-23T00:00:00.000000000', '2015-12-24T00:00:00.000000000',\n",
       "       '2015-12-28T00:00:00.000000000', '2015-12-29T00:00:00.000000000',\n",
       "       '2015-12-30T00:00:00.000000000', '2015-12-31T00:00:00.000000000',\n",
       "       '2016-01-04T00:00:00.000000000', '2016-01-05T00:00:00.000000000',\n",
       "       '2016-01-06T00:00:00.000000000', '2016-01-07T00:00:00.000000000',\n",
       "       '2016-01-08T00:00:00.000000000', '2016-01-11T00:00:00.000000000',\n",
       "       '2016-01-12T00:00:00.000000000', '2016-01-13T00:00:00.000000000',\n",
       "       '2016-01-14T00:00:00.000000000', '2016-01-15T00:00:00.000000000',\n",
       "       '2016-01-19T00:00:00.000000000', '2016-01-20T00:00:00.000000000',\n",
       "       '2016-01-21T00:00:00.000000000', '2016-01-22T00:00:00.000000000',\n",
       "       '2016-01-25T00:00:00.000000000', '2016-01-26T00:00:00.000000000',\n",
       "       '2016-01-27T00:00:00.000000000', '2016-01-28T00:00:00.000000000',\n",
       "       '2016-01-29T00:00:00.000000000', '2016-02-01T00:00:00.000000000',\n",
       "       '2016-02-02T00:00:00.000000000', '2016-02-03T00:00:00.000000000',\n",
       "       '2016-02-04T00:00:00.000000000', '2016-02-05T00:00:00.000000000',\n",
       "       '2016-02-08T00:00:00.000000000', '2016-02-09T00:00:00.000000000',\n",
       "       '2016-02-10T00:00:00.000000000', '2016-02-11T00:00:00.000000000',\n",
       "       '2016-02-12T00:00:00.000000000', '2016-02-16T00:00:00.000000000',\n",
       "       '2016-02-17T00:00:00.000000000', '2016-02-18T00:00:00.000000000',\n",
       "       '2016-02-19T00:00:00.000000000', '2016-02-22T00:00:00.000000000',\n",
       "       '2016-02-23T00:00:00.000000000', '2016-02-24T00:00:00.000000000',\n",
       "       '2016-02-25T00:00:00.000000000', '2016-02-26T00:00:00.000000000',\n",
       "       '2016-02-29T00:00:00.000000000', '2016-03-01T00:00:00.000000000',\n",
       "       '2016-03-02T00:00:00.000000000', '2016-03-03T00:00:00.000000000',\n",
       "       '2016-03-04T00:00:00.000000000', '2016-03-07T00:00:00.000000000',\n",
       "       '2016-03-08T00:00:00.000000000', '2016-03-09T00:00:00.000000000',\n",
       "       '2016-03-10T00:00:00.000000000', '2016-03-11T00:00:00.000000000',\n",
       "       '2016-03-14T00:00:00.000000000', '2016-03-15T00:00:00.000000000',\n",
       "       '2016-03-16T00:00:00.000000000', '2016-03-17T00:00:00.000000000',\n",
       "       '2016-03-18T00:00:00.000000000', '2016-03-21T00:00:00.000000000',\n",
       "       '2016-03-22T00:00:00.000000000', '2016-03-23T00:00:00.000000000',\n",
       "       '2016-03-24T00:00:00.000000000', '2016-03-28T00:00:00.000000000',\n",
       "       '2016-03-29T00:00:00.000000000', '2016-03-30T00:00:00.000000000',\n",
       "       '2016-03-31T00:00:00.000000000', '2016-04-01T00:00:00.000000000',\n",
       "       '2016-04-04T00:00:00.000000000', '2016-04-05T00:00:00.000000000',\n",
       "       '2016-04-06T00:00:00.000000000', '2016-04-07T00:00:00.000000000',\n",
       "       '2016-04-08T00:00:00.000000000', '2016-04-11T00:00:00.000000000',\n",
       "       '2016-04-12T00:00:00.000000000', '2016-04-13T00:00:00.000000000',\n",
       "       '2016-04-14T00:00:00.000000000', '2016-04-15T00:00:00.000000000',\n",
       "       '2016-04-18T00:00:00.000000000', '2016-04-19T00:00:00.000000000',\n",
       "       '2016-04-20T00:00:00.000000000', '2016-04-21T00:00:00.000000000',\n",
       "       '2016-04-22T00:00:00.000000000', '2016-04-25T00:00:00.000000000',\n",
       "       '2016-04-26T00:00:00.000000000', '2016-04-27T00:00:00.000000000',\n",
       "       '2016-04-28T00:00:00.000000000', '2016-04-29T00:00:00.000000000',\n",
       "       '2016-05-02T00:00:00.000000000', '2016-05-03T00:00:00.000000000',\n",
       "       '2016-05-04T00:00:00.000000000', '2016-05-05T00:00:00.000000000',\n",
       "       '2016-05-06T00:00:00.000000000', '2016-05-09T00:00:00.000000000',\n",
       "       '2016-05-10T00:00:00.000000000', '2016-05-11T00:00:00.000000000',\n",
       "       '2016-05-12T00:00:00.000000000', '2016-05-13T00:00:00.000000000',\n",
       "       '2016-05-16T00:00:00.000000000', '2016-05-17T00:00:00.000000000',\n",
       "       '2016-05-18T00:00:00.000000000', '2016-05-19T00:00:00.000000000',\n",
       "       '2016-05-20T00:00:00.000000000', '2016-05-23T00:00:00.000000000',\n",
       "       '2016-05-24T00:00:00.000000000', '2016-05-25T00:00:00.000000000',\n",
       "       '2016-05-26T00:00:00.000000000', '2016-05-27T00:00:00.000000000',\n",
       "       '2016-05-31T00:00:00.000000000', '2016-06-01T00:00:00.000000000',\n",
       "       '2016-06-02T00:00:00.000000000', '2016-06-03T00:00:00.000000000',\n",
       "       '2016-06-06T00:00:00.000000000', '2016-06-07T00:00:00.000000000',\n",
       "       '2016-06-08T00:00:00.000000000', '2016-06-09T00:00:00.000000000',\n",
       "       '2016-06-10T00:00:00.000000000', '2016-06-13T00:00:00.000000000',\n",
       "       '2016-06-14T00:00:00.000000000', '2016-06-15T00:00:00.000000000',\n",
       "       '2016-06-16T00:00:00.000000000', '2016-06-17T00:00:00.000000000',\n",
       "       '2016-06-20T00:00:00.000000000', '2016-06-21T00:00:00.000000000',\n",
       "       '2016-06-22T00:00:00.000000000', '2016-06-23T00:00:00.000000000',\n",
       "       '2016-06-24T00:00:00.000000000', '2016-06-27T00:00:00.000000000',\n",
       "       '2016-06-28T00:00:00.000000000', '2016-06-29T00:00:00.000000000',\n",
       "       '2016-06-30T00:00:00.000000000', '2016-07-01T00:00:00.000000000',\n",
       "       '2016-07-05T00:00:00.000000000', '2016-07-06T00:00:00.000000000',\n",
       "       '2016-07-07T00:00:00.000000000', '2016-07-08T00:00:00.000000000',\n",
       "       '2016-07-11T00:00:00.000000000', '2016-07-12T00:00:00.000000000',\n",
       "       '2016-07-13T00:00:00.000000000', '2016-07-14T00:00:00.000000000',\n",
       "       '2016-07-15T00:00:00.000000000', '2016-07-18T00:00:00.000000000',\n",
       "       '2016-07-19T00:00:00.000000000', '2016-07-20T00:00:00.000000000',\n",
       "       '2016-07-21T00:00:00.000000000', '2016-07-22T00:00:00.000000000',\n",
       "       '2016-07-25T00:00:00.000000000', '2016-07-26T00:00:00.000000000',\n",
       "       '2016-07-27T00:00:00.000000000', '2016-07-28T00:00:00.000000000',\n",
       "       '2016-07-29T00:00:00.000000000', '2016-08-01T00:00:00.000000000',\n",
       "       '2016-08-02T00:00:00.000000000', '2016-08-03T00:00:00.000000000',\n",
       "       '2016-08-04T00:00:00.000000000', '2016-08-05T00:00:00.000000000',\n",
       "       '2016-08-08T00:00:00.000000000', '2016-08-09T00:00:00.000000000',\n",
       "       '2016-08-10T00:00:00.000000000', '2016-08-11T00:00:00.000000000',\n",
       "       '2016-08-12T00:00:00.000000000', '2016-08-15T00:00:00.000000000',\n",
       "       '2016-08-16T00:00:00.000000000', '2016-08-17T00:00:00.000000000',\n",
       "       '2016-08-18T00:00:00.000000000', '2016-08-19T00:00:00.000000000',\n",
       "       '2016-08-22T00:00:00.000000000', '2016-08-23T00:00:00.000000000',\n",
       "       '2016-08-24T00:00:00.000000000', '2016-08-25T00:00:00.000000000',\n",
       "       '2016-08-26T00:00:00.000000000', '2016-08-29T00:00:00.000000000',\n",
       "       '2016-08-30T00:00:00.000000000', '2016-08-31T00:00:00.000000000',\n",
       "       '2016-09-01T00:00:00.000000000', '2016-09-02T00:00:00.000000000',\n",
       "       '2016-09-06T00:00:00.000000000', '2016-09-07T00:00:00.000000000',\n",
       "       '2016-09-08T00:00:00.000000000', '2016-09-09T00:00:00.000000000',\n",
       "       '2016-09-12T00:00:00.000000000', '2016-09-13T00:00:00.000000000',\n",
       "       '2016-09-14T00:00:00.000000000', '2016-09-15T00:00:00.000000000',\n",
       "       '2016-09-16T00:00:00.000000000', '2016-09-19T00:00:00.000000000',\n",
       "       '2016-09-20T00:00:00.000000000', '2016-09-21T00:00:00.000000000',\n",
       "       '2016-09-22T00:00:00.000000000', '2016-09-23T00:00:00.000000000',\n",
       "       '2016-09-26T00:00:00.000000000', '2016-09-27T00:00:00.000000000',\n",
       "       '2016-09-28T00:00:00.000000000', '2016-09-29T00:00:00.000000000',\n",
       "       '2016-09-30T00:00:00.000000000', '2016-10-03T00:00:00.000000000',\n",
       "       '2016-10-04T00:00:00.000000000', '2016-10-05T00:00:00.000000000',\n",
       "       '2016-10-06T00:00:00.000000000', '2016-10-07T00:00:00.000000000',\n",
       "       '2016-10-10T00:00:00.000000000', '2016-10-11T00:00:00.000000000',\n",
       "       '2016-10-12T00:00:00.000000000', '2016-10-13T00:00:00.000000000',\n",
       "       '2016-10-14T00:00:00.000000000', '2016-10-17T00:00:00.000000000',\n",
       "       '2016-10-18T00:00:00.000000000', '2016-10-19T00:00:00.000000000',\n",
       "       '2016-10-20T00:00:00.000000000', '2016-10-21T00:00:00.000000000',\n",
       "       '2016-10-24T00:00:00.000000000', '2016-10-25T00:00:00.000000000',\n",
       "       '2016-10-26T00:00:00.000000000', '2016-10-27T00:00:00.000000000',\n",
       "       '2016-10-28T00:00:00.000000000', '2016-10-31T00:00:00.000000000',\n",
       "       '2016-11-01T00:00:00.000000000', '2016-11-02T00:00:00.000000000',\n",
       "       '2016-11-03T00:00:00.000000000', '2016-11-04T00:00:00.000000000',\n",
       "       '2016-11-07T00:00:00.000000000', '2016-11-08T00:00:00.000000000',\n",
       "       '2016-11-09T00:00:00.000000000', '2016-11-10T00:00:00.000000000',\n",
       "       '2016-11-11T00:00:00.000000000', '2016-11-14T00:00:00.000000000',\n",
       "       '2016-11-15T00:00:00.000000000', '2016-11-16T00:00:00.000000000',\n",
       "       '2016-11-17T00:00:00.000000000', '2016-11-18T00:00:00.000000000',\n",
       "       '2016-11-21T00:00:00.000000000', '2016-11-22T00:00:00.000000000',\n",
       "       '2016-11-23T00:00:00.000000000', '2016-11-25T00:00:00.000000000',\n",
       "       '2016-11-28T00:00:00.000000000', '2016-11-29T00:00:00.000000000',\n",
       "       '2016-11-30T00:00:00.000000000', '2016-12-01T00:00:00.000000000',\n",
       "       '2016-12-02T00:00:00.000000000', '2016-12-05T00:00:00.000000000',\n",
       "       '2016-12-06T00:00:00.000000000', '2016-12-07T00:00:00.000000000',\n",
       "       '2016-12-08T00:00:00.000000000', '2016-12-09T00:00:00.000000000',\n",
       "       '2016-12-12T00:00:00.000000000', '2016-12-13T00:00:00.000000000'], dtype='datetime64[ns]'), y=array([ 16441.35,  16469.99,  16425.1 ,  16530.94,  16462.74,  16444.76,\n",
       "        16437.05,  16257.94,  16373.86,  16481.94,  16417.01,  16458.56,\n",
       "        16414.44,  16373.34,  16197.35,  15879.11,  15837.88,  15928.56,\n",
       "        15738.79,  15848.61,  15698.85,  15372.8 ,  15445.24,  15440.23,\n",
       "        15628.53,  15794.08,  15801.79,  15994.77,  15963.94,  16027.59,\n",
       "        16154.39,  16130.4 ,  16040.56,  16133.23,  16103.3 ,  16207.14,\n",
       "        16179.66,  16198.41,  16272.65,  16321.71,  16168.03,  16395.88,\n",
       "        16360.18,  16421.89,  16452.72,  16418.68,  16351.25,  16340.08,\n",
       "        16108.89,  16065.67,  16247.22,  16336.19,  16222.17,  16331.05,\n",
       "        16302.77,  16276.69,  16367.88,  16268.99,  16264.23,  16323.06,\n",
       "        16457.66,  16532.61,  16573.  ,  16572.55,  16412.71,  16245.87,\n",
       "        16256.14,  16437.18,  16170.22,  16026.75,  16173.24,  16262.56,\n",
       "        16424.85,  16408.54,  16449.25,  16514.37,  16501.65,  16501.65,\n",
       "        16361.46,  16448.74,  16535.37,  16580.84,  16558.87,  16512.89,\n",
       "        16530.55,  16401.02,  16518.54,  16550.97,  16583.34,  16695.47,\n",
       "        16715.44,  16613.97,  16446.81,  16491.31,  16511.86,  16374.31,\n",
       "        16533.06,  16543.08,  16606.27,  16675.5 ,  16633.18,  16698.74,\n",
       "        16717.17,  16743.63,  16722.34,  16737.53,  16836.11,  16924.28,\n",
       "        16943.1 ,  16945.92,  16843.88,  16734.19,  16775.74,  16781.01,\n",
       "        16808.49,  16906.62,  16921.46,  16947.08,  16937.26,  16818.13,\n",
       "        16867.51,  16846.13,  16851.84,  16826.6 ,  16956.07,  16976.24,\n",
       "        17068.26,  17024.21,  16906.62,  16985.61,  16915.07,  16943.81,\n",
       "        17055.42,  17060.68,  17138.2 ,  16976.81,  17100.18,  17051.73,\n",
       "        17113.54,  17086.63,  17083.8 ,  16960.57,  16982.59,  16912.11,\n",
       "        16880.36,  16563.3 ,  16493.37,  16569.28,  16429.47,  16443.34,\n",
       "        16368.27,  16553.93,  16569.98,  16560.54,  16651.8 ,  16713.58,\n",
       "        16662.91,  16838.74,  16919.59,  16979.13,  17039.49,  17001.22,\n",
       "        17076.87,  17106.7 ,  17122.01,  17079.57,  17098.45,  17067.56,\n",
       "        17078.28,  17069.58,  17137.36,  17111.42,  17013.87,  17068.71,\n",
       "        17049.  ,  16987.51,  17031.14,  17131.97,  17156.85,  17265.99,\n",
       "        17279.74,  17172.68,  17055.87,  17210.06,  16945.8 ,  17113.15,\n",
       "        17071.22,  17042.9 ,  16804.71,  16801.05,  17009.69,  16991.91,\n",
       "        16719.39,  16994.22,  16659.25,  16544.1 ,  16321.07,  16315.19,\n",
       "        16141.74,  16117.24,  16380.41,  16399.67,  16614.81,  16461.32,\n",
       "        16677.9 ,  16805.41,  16817.94,  17005.75,  16974.31,  17195.42,\n",
       "        17390.52,  17366.24,  17383.84,  17484.53,  17554.47,  17573.93,\n",
       "        17613.74,  17614.9 ,  17612.2 ,  17652.79,  17634.74,  17647.75,\n",
       "        17687.82,  17685.73,  17719.  ,  17810.06,  17817.9 ,  17814.94,\n",
       "        17827.75,  17828.24,  17776.8 ,  17879.55,  17912.62,  17900.1 ,\n",
       "        17958.79,  17852.48,  17801.2 ,  17533.15,  17596.34,  17280.83,\n",
       "        17180.84,  17068.87,  17356.87,  17778.15,  17804.8 ,  17959.44,\n",
       "        18024.17,  18030.21,  18053.71,  18038.23,  17983.07,  17823.07,\n",
       "        17832.99,  17501.65,  17371.64,  17584.52,  17907.87,  17737.37,\n",
       "        17640.84,  17613.68,  17427.09,  17320.71,  17511.57,  17515.23,\n",
       "        17554.28,  17813.98,  17672.6 ,  17678.7 ,  17387.21,  17191.37,\n",
       "        17416.85,  17164.95,  17361.04,  17666.4 ,  17673.02,  17884.88,\n",
       "        17824.29,  17729.21,  17868.76,  17862.14,  17972.38,  18019.35,\n",
       "        18047.58,  18029.85,  17985.77,  18140.44,  18116.84,  18209.19,\n",
       "        18224.57,  18214.42,  18132.7 ,  18288.63,  18203.37,  18096.9 ,\n",
       "        18135.72,  17856.78,  17995.72,  17662.94,  17635.39,  17895.22,\n",
       "        17749.31,  17977.42,  17849.08,  18076.19,  17959.03,  18127.65,\n",
       "        18116.04,  18011.14,  17718.54,  17678.23,  17712.66,  17976.31,\n",
       "        17776.12,  17698.18,  17763.24,  17880.85,  17875.42,  17902.51,\n",
       "        17958.73,  18057.65,  17977.04,  18036.7 ,  18112.61,  18105.77,\n",
       "        17826.3 ,  18034.93,  17949.59,  18038.27,  18058.69,  18080.14,\n",
       "        18037.97,  18110.14,  18035.53,  17840.52,  18024.06,  18070.4 ,\n",
       "        17928.2 ,  17841.98,  17924.06,  18191.11,  18105.17,  18068.23,\n",
       "        18060.49,  18252.24,  18272.56,  18298.88,  18312.39,  18285.4 ,\n",
       "        18285.74,  18232.02,  18041.54,  18162.99,  18126.12,  18010.68,\n",
       "        18040.37,  18011.94,  18076.27,  17905.58,  17849.46,  17766.55,\n",
       "        17764.04,  18000.4 ,  18039.37,  17898.84,  17791.17,  17904.48,\n",
       "        17935.74,  18115.84,  18015.95,  18119.78,  18144.07,  17966.07,\n",
       "        17890.36,  17946.68,  17596.35,  17619.51,  17757.91,  17730.11,\n",
       "        17683.58,  17776.91,  17515.42,  17548.62,  17760.41,  17977.68,\n",
       "        18053.58,  18050.17,  18120.25,  18086.45,  18100.41,  17919.29,\n",
       "        17851.04,  17731.92,  17568.53,  17440.59,  17630.27,  17751.39,\n",
       "        17745.98,  17689.86,  17598.2 ,  17550.69,  17540.47,  17419.75,\n",
       "        17373.38,  17615.17,  17402.84,  17402.51,  17408.25,  17477.4 ,\n",
       "        17545.18,  17511.34,  17348.73,  16990.69,  16459.75,  15871.35,\n",
       "        15666.44,  16285.51,  16654.77,  16643.01,  16528.03,  16058.35,\n",
       "        16351.38,  16374.76,  16102.38,  16492.68,  16253.57,  16330.4 ,\n",
       "        16433.09,  16370.96,  16599.85,  16739.95,  16674.74,  16384.58,\n",
       "        16510.19,  16330.47,  16279.89,  16201.32,  16314.67,  16001.89,\n",
       "        16049.13,  16284.7 ,  16272.01,  16472.37,  16776.43,  16790.19,\n",
       "        16912.29,  17050.75,  17084.49,  17131.86,  17081.89,  16924.75,\n",
       "        17141.75,  17215.97,  17230.54,  17217.11,  17168.61,  17489.16,\n",
       "        17646.7 ,  17623.05,  17581.43,  17779.52,  17755.8 ,  17663.54,\n",
       "        17828.76,  17918.15,  17867.58,  17863.43,  17910.33,  17730.48,\n",
       "        17758.21,  17702.22,  17448.07,  17245.24,  17483.01,  17489.5 ,\n",
       "        17737.16,  17732.75,  17823.81,  17792.68,  17812.19,  17813.39,\n",
       "        17798.49,  17719.92,  17888.35,  17729.68,  17477.67,  17847.63,\n",
       "        17730.51,  17568.  ,  17492.3 ,  17574.75,  17265.21,  17368.5 ,\n",
       "        17524.91,  17749.09,  17495.84,  17128.55,  17251.62,  17417.27,\n",
       "        17602.61,  17552.17,  17528.27,  17720.98,  17603.87,  17425.03,\n",
       "        17148.94,  17158.66,  16906.51,  16514.1 ,  16346.45,  16398.57,\n",
       "        16516.22,  16151.41,  16379.05,  15988.08,  16016.02,  15766.74,\n",
       "        15882.68,  16093.51,  15885.22,  16167.23,  15944.46,  16069.64,\n",
       "        16466.3 ,  16449.18,  16153.54,  16336.66,  16416.58,  16204.97,\n",
       "        16027.05,  16014.38,  15914.74,  15660.18,  15973.84,  16196.41,\n",
       "        16453.83,  16413.43,  16391.99,  16620.66,  16431.78,  16484.99,\n",
       "        16697.29,  16639.97,  16516.5 ,  16865.08,  16899.32,  16943.9 ,\n",
       "        17006.77,  17073.95,  16964.1 ,  17000.36,  16995.13,  17213.31,\n",
       "        17229.13,  17251.53,  17325.76,  17481.49,  17602.3 ,  17623.87,\n",
       "        17582.57,  17502.59,  17515.73,  17535.39,  17633.11,  17716.66,\n",
       "        17685.09,  17792.75,  17737.  ,  17603.32,  17716.05,  17541.96,\n",
       "        17576.96,  17556.41,  17721.25,  17908.28,  17926.43,  17897.46,\n",
       "        18004.16,  18053.6 ,  18096.27,  17982.52,  18003.75,  17977.24,\n",
       "        17990.32,  18041.55,  17830.76,  17773.64,  17891.16,  17750.91,\n",
       "        17651.26,  17660.71,  17740.63,  17705.91,  17928.35,  17711.12,\n",
       "        17720.5 ,  17535.32,  17710.71,  17529.98,  17526.62,  17435.4 ,\n",
       "        17500.94,  17492.93,  17706.05,  17851.51,  17828.29,  17873.22,\n",
       "        17787.2 ,  17789.67,  17838.56,  17807.06,  17920.33,  17938.28,\n",
       "        18005.05,  17985.19,  17865.34,  17732.48,  17674.82,  17640.17,\n",
       "        17733.1 ,  17675.16,  17804.87,  17829.73,  17780.83,  18011.07,\n",
       "        17400.75,  17140.24,  17409.72,  17694.68,  17929.99,  17949.37,\n",
       "        17840.62,  17918.62,  17895.88,  18146.74,  18226.93,  18347.67,\n",
       "        18372.12,  18506.41,  18516.55,  18533.05,  18559.01,  18595.03,\n",
       "        18517.23,  18570.85,  18493.06,  18473.75,  18472.17,  18456.35,\n",
       "        18432.24,  18404.51,  18313.77,  18355.  ,  18352.05,  18543.53,\n",
       "        18529.29,  18533.05,  18495.66,  18613.52,  18576.47,  18636.05,\n",
       "        18552.02,  18573.94,  18597.7 ,  18552.57,  18529.42,  18547.3 ,\n",
       "        18481.48,  18448.41,  18395.4 ,  18502.99,  18454.3 ,  18400.88,\n",
       "        18419.3 ,  18491.96,  18538.12,  18526.14,  18479.91,  18085.45,\n",
       "        18325.07,  18066.75,  18034.77,  18212.48,  18123.8 ,  18120.17,\n",
       "        18129.96,  18293.7 ,  18392.46,  18261.45,  18094.83,  18228.3 ,\n",
       "        18339.24,  18143.45,  18308.15,  18253.85,  18168.45,  18281.03,\n",
       "        18268.5 ,  18240.49,  18329.04,  18128.66,  18144.2 ,  18098.94,\n",
       "        18138.38,  18086.4 ,  18161.94,  18202.62,  18162.35,  18145.71,\n",
       "        18223.03,  18169.27,  18199.33,  18169.68,  18161.19,  18142.42,\n",
       "        18037.1 ,  17959.64,  17930.67,  17888.28,  18259.6 ,  18332.74,\n",
       "        18589.69,  18807.88,  18847.66,  18868.69,  18923.06,  18868.14,\n",
       "        18903.82,  18867.93,  18956.69,  19023.87,  19083.18,  19152.14,\n",
       "        19097.9 ,  19121.6 ,  19123.58,  19191.93,  19170.42,  19216.24,\n",
       "        19251.78,  19549.62,  19614.81,  19756.85,  19796.43,  19911.21]))], scale=DateScale()), layout=Layout(min_width='125px'), marks=[Lines(colors=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf'], interactions={'hover': 'tooltip'}, scales={'x': DateScale(), 'y': LinearScale()}, scales_metadata={'x': {'orientation': 'horizontal', 'dimension': 'x'}, 'y': {'orientation': 'vertical', 'dimension': 'y'}, 'color': {'dimension': 'color'}}, tooltip_style={'opacity': 0.9}, x=array(['2014-01-02T00:00:00.000000000', '2014-01-03T00:00:00.000000000',\n",
       "       '2014-01-06T00:00:00.000000000', '2014-01-07T00:00:00.000000000',\n",
       "       '2014-01-08T00:00:00.000000000', '2014-01-09T00:00:00.000000000',\n",
       "       '2014-01-10T00:00:00.000000000', '2014-01-13T00:00:00.000000000',\n",
       "       '2014-01-14T00:00:00.000000000', '2014-01-15T00:00:00.000000000',\n",
       "       '2014-01-16T00:00:00.000000000', '2014-01-17T00:00:00.000000000',\n",
       "       '2014-01-21T00:00:00.000000000', '2014-01-22T00:00:00.000000000',\n",
       "       '2014-01-23T00:00:00.000000000', '2014-01-24T00:00:00.000000000',\n",
       "       '2014-01-27T00:00:00.000000000', '2014-01-28T00:00:00.000000000',\n",
       "       '2014-01-29T00:00:00.000000000', '2014-01-30T00:00:00.000000000',\n",
       "       '2014-01-31T00:00:00.000000000', '2014-02-03T00:00:00.000000000',\n",
       "       '2014-02-04T00:00:00.000000000', '2014-02-05T00:00:00.000000000',\n",
       "       '2014-02-06T00:00:00.000000000', '2014-02-07T00:00:00.000000000',\n",
       "       '2014-02-10T00:00:00.000000000', '2014-02-11T00:00:00.000000000',\n",
       "       '2014-02-12T00:00:00.000000000', '2014-02-13T00:00:00.000000000',\n",
       "       '2014-02-14T00:00:00.000000000', '2014-02-18T00:00:00.000000000',\n",
       "       '2014-02-19T00:00:00.000000000', '2014-02-20T00:00:00.000000000',\n",
       "       '2014-02-21T00:00:00.000000000', '2014-02-24T00:00:00.000000000',\n",
       "       '2014-02-25T00:00:00.000000000', '2014-02-26T00:00:00.000000000',\n",
       "       '2014-02-27T00:00:00.000000000', '2014-02-28T00:00:00.000000000',\n",
       "       '2014-03-03T00:00:00.000000000', '2014-03-04T00:00:00.000000000',\n",
       "       '2014-03-05T00:00:00.000000000', '2014-03-06T00:00:00.000000000',\n",
       "       '2014-03-07T00:00:00.000000000', '2014-03-10T00:00:00.000000000',\n",
       "       '2014-03-11T00:00:00.000000000', '2014-03-12T00:00:00.000000000',\n",
       "       '2014-03-13T00:00:00.000000000', '2014-03-14T00:00:00.000000000',\n",
       "       '2014-03-17T00:00:00.000000000', '2014-03-18T00:00:00.000000000',\n",
       "       '2014-03-19T00:00:00.000000000', '2014-03-20T00:00:00.000000000',\n",
       "       '2014-03-21T00:00:00.000000000', '2014-03-24T00:00:00.000000000',\n",
       "       '2014-03-25T00:00:00.000000000', '2014-03-26T00:00:00.000000000',\n",
       "       '2014-03-27T00:00:00.000000000', '2014-03-28T00:00:00.000000000',\n",
       "       '2014-03-31T00:00:00.000000000', '2014-04-01T00:00:00.000000000',\n",
       "       '2014-04-02T00:00:00.000000000', '2014-04-03T00:00:00.000000000',\n",
       "       '2014-04-04T00:00:00.000000000', '2014-04-07T00:00:00.000000000',\n",
       "       '2014-04-08T00:00:00.000000000', '2014-04-09T00:00:00.000000000',\n",
       "       '2014-04-10T00:00:00.000000000', '2014-04-11T00:00:00.000000000',\n",
       "       '2014-04-14T00:00:00.000000000', '2014-04-15T00:00:00.000000000',\n",
       "       '2014-04-16T00:00:00.000000000', '2014-04-17T00:00:00.000000000',\n",
       "       '2014-04-21T00:00:00.000000000', '2014-04-22T00:00:00.000000000',\n",
       "       '2014-04-23T00:00:00.000000000', '2014-04-24T00:00:00.000000000',\n",
       "       '2014-04-25T00:00:00.000000000', '2014-04-28T00:00:00.000000000',\n",
       "       '2014-04-29T00:00:00.000000000', '2014-04-30T00:00:00.000000000',\n",
       "       '2014-05-01T00:00:00.000000000', '2014-05-02T00:00:00.000000000',\n",
       "       '2014-05-05T00:00:00.000000000', '2014-05-06T00:00:00.000000000',\n",
       "       '2014-05-07T00:00:00.000000000', '2014-05-08T00:00:00.000000000',\n",
       "       '2014-05-09T00:00:00.000000000', '2014-05-12T00:00:00.000000000',\n",
       "       '2014-05-13T00:00:00.000000000', '2014-05-14T00:00:00.000000000',\n",
       "       '2014-05-15T00:00:00.000000000', '2014-05-16T00:00:00.000000000',\n",
       "       '2014-05-19T00:00:00.000000000', '2014-05-20T00:00:00.000000000',\n",
       "       '2014-05-21T00:00:00.000000000', '2014-05-22T00:00:00.000000000',\n",
       "       '2014-05-23T00:00:00.000000000', '2014-05-27T00:00:00.000000000',\n",
       "       '2014-05-28T00:00:00.000000000', '2014-05-29T00:00:00.000000000',\n",
       "       '2014-05-30T00:00:00.000000000', '2014-06-02T00:00:00.000000000',\n",
       "       '2014-06-03T00:00:00.000000000', '2014-06-04T00:00:00.000000000',\n",
       "       '2014-06-05T00:00:00.000000000', '2014-06-06T00:00:00.000000000',\n",
       "       '2014-06-09T00:00:00.000000000', '2014-06-10T00:00:00.000000000',\n",
       "       '2014-06-11T00:00:00.000000000', '2014-06-12T00:00:00.000000000',\n",
       "       '2014-06-13T00:00:00.000000000', '2014-06-16T00:00:00.000000000',\n",
       "       '2014-06-17T00:00:00.000000000', '2014-06-18T00:00:00.000000000',\n",
       "       '2014-06-19T00:00:00.000000000', '2014-06-20T00:00:00.000000000',\n",
       "       '2014-06-23T00:00:00.000000000', '2014-06-24T00:00:00.000000000',\n",
       "       '2014-06-25T00:00:00.000000000', '2014-06-26T00:00:00.000000000',\n",
       "       '2014-06-27T00:00:00.000000000', '2014-06-30T00:00:00.000000000',\n",
       "       '2014-07-01T00:00:00.000000000', '2014-07-02T00:00:00.000000000',\n",
       "       '2014-07-03T00:00:00.000000000', '2014-07-07T00:00:00.000000000',\n",
       "       '2014-07-08T00:00:00.000000000', '2014-07-09T00:00:00.000000000',\n",
       "       '2014-07-10T00:00:00.000000000', '2014-07-11T00:00:00.000000000',\n",
       "       '2014-07-14T00:00:00.000000000', '2014-07-15T00:00:00.000000000',\n",
       "       '2014-07-16T00:00:00.000000000', '2014-07-17T00:00:00.000000000',\n",
       "       '2014-07-18T00:00:00.000000000', '2014-07-21T00:00:00.000000000',\n",
       "       '2014-07-22T00:00:00.000000000', '2014-07-23T00:00:00.000000000',\n",
       "       '2014-07-24T00:00:00.000000000', '2014-07-25T00:00:00.000000000',\n",
       "       '2014-07-28T00:00:00.000000000', '2014-07-29T00:00:00.000000000',\n",
       "       '2014-07-30T00:00:00.000000000', '2014-07-31T00:00:00.000000000',\n",
       "       '2014-08-01T00:00:00.000000000', '2014-08-04T00:00:00.000000000',\n",
       "       '2014-08-05T00:00:00.000000000', '2014-08-06T00:00:00.000000000',\n",
       "       '2014-08-07T00:00:00.000000000', '2014-08-08T00:00:00.000000000',\n",
       "       '2014-08-11T00:00:00.000000000', '2014-08-12T00:00:00.000000000',\n",
       "       '2014-08-13T00:00:00.000000000', '2014-08-14T00:00:00.000000000',\n",
       "       '2014-08-15T00:00:00.000000000', '2014-08-18T00:00:00.000000000',\n",
       "       '2014-08-19T00:00:00.000000000', '2014-08-20T00:00:00.000000000',\n",
       "       '2014-08-21T00:00:00.000000000', '2014-08-22T00:00:00.000000000',\n",
       "       '2014-08-25T00:00:00.000000000', '2014-08-26T00:00:00.000000000',\n",
       "       '2014-08-27T00:00:00.000000000', '2014-08-28T00:00:00.000000000',\n",
       "       '2014-08-29T00:00:00.000000000', '2014-09-02T00:00:00.000000000',\n",
       "       '2014-09-03T00:00:00.000000000', '2014-09-04T00:00:00.000000000',\n",
       "       '2014-09-05T00:00:00.000000000', '2014-09-08T00:00:00.000000000',\n",
       "       '2014-09-09T00:00:00.000000000', '2014-09-10T00:00:00.000000000',\n",
       "       '2014-09-11T00:00:00.000000000', '2014-09-12T00:00:00.000000000',\n",
       "       '2014-09-15T00:00:00.000000000', '2014-09-16T00:00:00.000000000',\n",
       "       '2014-09-17T00:00:00.000000000', '2014-09-18T00:00:00.000000000',\n",
       "       '2014-09-19T00:00:00.000000000', '2014-09-22T00:00:00.000000000',\n",
       "       '2014-09-23T00:00:00.000000000', '2014-09-24T00:00:00.000000000',\n",
       "       '2014-09-25T00:00:00.000000000', '2014-09-26T00:00:00.000000000',\n",
       "       '2014-09-29T00:00:00.000000000', '2014-09-30T00:00:00.000000000',\n",
       "       '2014-10-01T00:00:00.000000000', '2014-10-02T00:00:00.000000000',\n",
       "       '2014-10-03T00:00:00.000000000', '2014-10-06T00:00:00.000000000',\n",
       "       '2014-10-07T00:00:00.000000000', '2014-10-08T00:00:00.000000000',\n",
       "       '2014-10-09T00:00:00.000000000', '2014-10-10T00:00:00.000000000',\n",
       "       '2014-10-13T00:00:00.000000000', '2014-10-14T00:00:00.000000000',\n",
       "       '2014-10-15T00:00:00.000000000', '2014-10-16T00:00:00.000000000',\n",
       "       '2014-10-17T00:00:00.000000000', '2014-10-20T00:00:00.000000000',\n",
       "       '2014-10-21T00:00:00.000000000', '2014-10-22T00:00:00.000000000',\n",
       "       '2014-10-23T00:00:00.000000000', '2014-10-24T00:00:00.000000000',\n",
       "       '2014-10-27T00:00:00.000000000', '2014-10-28T00:00:00.000000000',\n",
       "       '2014-10-29T00:00:00.000000000', '2014-10-30T00:00:00.000000000',\n",
       "       '2014-10-31T00:00:00.000000000', '2014-11-03T00:00:00.000000000',\n",
       "       '2014-11-04T00:00:00.000000000', '2014-11-05T00:00:00.000000000',\n",
       "       '2014-11-06T00:00:00.000000000', '2014-11-07T00:00:00.000000000',\n",
       "       '2014-11-10T00:00:00.000000000', '2014-11-11T00:00:00.000000000',\n",
       "       '2014-11-12T00:00:00.000000000', '2014-11-13T00:00:00.000000000',\n",
       "       '2014-11-14T00:00:00.000000000', '2014-11-17T00:00:00.000000000',\n",
       "       '2014-11-18T00:00:00.000000000', '2014-11-19T00:00:00.000000000',\n",
       "       '2014-11-20T00:00:00.000000000', '2014-11-21T00:00:00.000000000',\n",
       "       '2014-11-24T00:00:00.000000000', '2014-11-25T00:00:00.000000000',\n",
       "       '2014-11-26T00:00:00.000000000', '2014-11-28T00:00:00.000000000',\n",
       "       '2014-12-01T00:00:00.000000000', '2014-12-02T00:00:00.000000000',\n",
       "       '2014-12-03T00:00:00.000000000', '2014-12-04T00:00:00.000000000',\n",
       "       '2014-12-05T00:00:00.000000000', '2014-12-08T00:00:00.000000000',\n",
       "       '2014-12-09T00:00:00.000000000', '2014-12-10T00:00:00.000000000',\n",
       "       '2014-12-11T00:00:00.000000000', '2014-12-12T00:00:00.000000000',\n",
       "       '2014-12-15T00:00:00.000000000', '2014-12-16T00:00:00.000000000',\n",
       "       '2014-12-17T00:00:00.000000000', '2014-12-18T00:00:00.000000000',\n",
       "       '2014-12-19T00:00:00.000000000', '2014-12-22T00:00:00.000000000',\n",
       "       '2014-12-23T00:00:00.000000000', '2014-12-24T00:00:00.000000000',\n",
       "       '2014-12-26T00:00:00.000000000', '2014-12-29T00:00:00.000000000',\n",
       "       '2014-12-30T00:00:00.000000000', '2014-12-31T00:00:00.000000000',\n",
       "       '2015-01-02T00:00:00.000000000', '2015-01-05T00:00:00.000000000',\n",
       "       '2015-01-06T00:00:00.000000000', '2015-01-07T00:00:00.000000000',\n",
       "       '2015-01-08T00:00:00.000000000', '2015-01-09T00:00:00.000000000',\n",
       "       '2015-01-12T00:00:00.000000000', '2015-01-13T00:00:00.000000000',\n",
       "       '2015-01-14T00:00:00.000000000', '2015-01-15T00:00:00.000000000',\n",
       "       '2015-01-16T00:00:00.000000000', '2015-01-20T00:00:00.000000000',\n",
       "       '2015-01-21T00:00:00.000000000', '2015-01-22T00:00:00.000000000',\n",
       "       '2015-01-23T00:00:00.000000000', '2015-01-26T00:00:00.000000000',\n",
       "       '2015-01-27T00:00:00.000000000', '2015-01-28T00:00:00.000000000',\n",
       "       '2015-01-29T00:00:00.000000000', '2015-01-30T00:00:00.000000000',\n",
       "       '2015-02-02T00:00:00.000000000', '2015-02-03T00:00:00.000000000',\n",
       "       '2015-02-04T00:00:00.000000000', '2015-02-05T00:00:00.000000000',\n",
       "       '2015-02-06T00:00:00.000000000', '2015-02-09T00:00:00.000000000',\n",
       "       '2015-02-10T00:00:00.000000000', '2015-02-11T00:00:00.000000000',\n",
       "       '2015-02-12T00:00:00.000000000', '2015-02-13T00:00:00.000000000',\n",
       "       '2015-02-17T00:00:00.000000000', '2015-02-18T00:00:00.000000000',\n",
       "       '2015-02-19T00:00:00.000000000', '2015-02-20T00:00:00.000000000',\n",
       "       '2015-02-23T00:00:00.000000000', '2015-02-24T00:00:00.000000000',\n",
       "       '2015-02-25T00:00:00.000000000', '2015-02-26T00:00:00.000000000',\n",
       "       '2015-02-27T00:00:00.000000000', '2015-03-02T00:00:00.000000000',\n",
       "       '2015-03-03T00:00:00.000000000', '2015-03-04T00:00:00.000000000',\n",
       "       '2015-03-05T00:00:00.000000000', '2015-03-06T00:00:00.000000000',\n",
       "       '2015-03-09T00:00:00.000000000', '2015-03-10T00:00:00.000000000',\n",
       "       '2015-03-11T00:00:00.000000000', '2015-03-12T00:00:00.000000000',\n",
       "       '2015-03-13T00:00:00.000000000', '2015-03-16T00:00:00.000000000',\n",
       "       '2015-03-17T00:00:00.000000000', '2015-03-18T00:00:00.000000000',\n",
       "       '2015-03-19T00:00:00.000000000', '2015-03-20T00:00:00.000000000',\n",
       "       '2015-03-23T00:00:00.000000000', '2015-03-24T00:00:00.000000000',\n",
       "       '2015-03-25T00:00:00.000000000', '2015-03-26T00:00:00.000000000',\n",
       "       '2015-03-27T00:00:00.000000000', '2015-03-30T00:00:00.000000000',\n",
       "       '2015-03-31T00:00:00.000000000', '2015-04-01T00:00:00.000000000',\n",
       "       '2015-04-02T00:00:00.000000000', '2015-04-06T00:00:00.000000000',\n",
       "       '2015-04-07T00:00:00.000000000', '2015-04-08T00:00:00.000000000',\n",
       "       '2015-04-09T00:00:00.000000000', '2015-04-10T00:00:00.000000000',\n",
       "       '2015-04-13T00:00:00.000000000', '2015-04-14T00:00:00.000000000',\n",
       "       '2015-04-15T00:00:00.000000000', '2015-04-16T00:00:00.000000000',\n",
       "       '2015-04-17T00:00:00.000000000', '2015-04-20T00:00:00.000000000',\n",
       "       '2015-04-21T00:00:00.000000000', '2015-04-22T00:00:00.000000000',\n",
       "       '2015-04-23T00:00:00.000000000', '2015-04-24T00:00:00.000000000',\n",
       "       '2015-04-27T00:00:00.000000000', '2015-04-28T00:00:00.000000000',\n",
       "       '2015-04-29T00:00:00.000000000', '2015-04-30T00:00:00.000000000',\n",
       "       '2015-05-01T00:00:00.000000000', '2015-05-04T00:00:00.000000000',\n",
       "       '2015-05-05T00:00:00.000000000', '2015-05-06T00:00:00.000000000',\n",
       "       '2015-05-07T00:00:00.000000000', '2015-05-08T00:00:00.000000000',\n",
       "       '2015-05-11T00:00:00.000000000', '2015-05-12T00:00:00.000000000',\n",
       "       '2015-05-13T00:00:00.000000000', '2015-05-14T00:00:00.000000000',\n",
       "       '2015-05-15T00:00:00.000000000', '2015-05-18T00:00:00.000000000',\n",
       "       '2015-05-19T00:00:00.000000000', '2015-05-20T00:00:00.000000000',\n",
       "       '2015-05-21T00:00:00.000000000', '2015-05-22T00:00:00.000000000',\n",
       "       '2015-05-26T00:00:00.000000000', '2015-05-27T00:00:00.000000000',\n",
       "       '2015-05-28T00:00:00.000000000', '2015-05-29T00:00:00.000000000',\n",
       "       '2015-06-01T00:00:00.000000000', '2015-06-02T00:00:00.000000000',\n",
       "       '2015-06-03T00:00:00.000000000', '2015-06-04T00:00:00.000000000',\n",
       "       '2015-06-05T00:00:00.000000000', '2015-06-08T00:00:00.000000000',\n",
       "       '2015-06-09T00:00:00.000000000', '2015-06-10T00:00:00.000000000',\n",
       "       '2015-06-11T00:00:00.000000000', '2015-06-12T00:00:00.000000000',\n",
       "       '2015-06-15T00:00:00.000000000', '2015-06-16T00:00:00.000000000',\n",
       "       '2015-06-17T00:00:00.000000000', '2015-06-18T00:00:00.000000000',\n",
       "       '2015-06-19T00:00:00.000000000', '2015-06-22T00:00:00.000000000',\n",
       "       '2015-06-23T00:00:00.000000000', '2015-06-24T00:00:00.000000000',\n",
       "       '2015-06-25T00:00:00.000000000', '2015-06-26T00:00:00.000000000',\n",
       "       '2015-06-29T00:00:00.000000000', '2015-06-30T00:00:00.000000000',\n",
       "       '2015-07-01T00:00:00.000000000', '2015-07-02T00:00:00.000000000',\n",
       "       '2015-07-06T00:00:00.000000000', '2015-07-07T00:00:00.000000000',\n",
       "       '2015-07-08T00:00:00.000000000', '2015-07-09T00:00:00.000000000',\n",
       "       '2015-07-10T00:00:00.000000000', '2015-07-13T00:00:00.000000000',\n",
       "       '2015-07-14T00:00:00.000000000', '2015-07-15T00:00:00.000000000',\n",
       "       '2015-07-16T00:00:00.000000000', '2015-07-17T00:00:00.000000000',\n",
       "       '2015-07-20T00:00:00.000000000', '2015-07-21T00:00:00.000000000',\n",
       "       '2015-07-22T00:00:00.000000000', '2015-07-23T00:00:00.000000000',\n",
       "       '2015-07-24T00:00:00.000000000', '2015-07-27T00:00:00.000000000',\n",
       "       '2015-07-28T00:00:00.000000000', '2015-07-29T00:00:00.000000000',\n",
       "       '2015-07-30T00:00:00.000000000', '2015-07-31T00:00:00.000000000',\n",
       "       '2015-08-03T00:00:00.000000000', '2015-08-04T00:00:00.000000000',\n",
       "       '2015-08-05T00:00:00.000000000', '2015-08-06T00:00:00.000000000',\n",
       "       '2015-08-07T00:00:00.000000000', '2015-08-10T00:00:00.000000000',\n",
       "       '2015-08-11T00:00:00.000000000', '2015-08-12T00:00:00.000000000',\n",
       "       '2015-08-13T00:00:00.000000000', '2015-08-14T00:00:00.000000000',\n",
       "       '2015-08-17T00:00:00.000000000', '2015-08-18T00:00:00.000000000',\n",
       "       '2015-08-19T00:00:00.000000000', '2015-08-20T00:00:00.000000000',\n",
       "       '2015-08-21T00:00:00.000000000', '2015-08-24T00:00:00.000000000',\n",
       "       '2015-08-25T00:00:00.000000000', '2015-08-26T00:00:00.000000000',\n",
       "       '2015-08-27T00:00:00.000000000', '2015-08-28T00:00:00.000000000',\n",
       "       '2015-08-31T00:00:00.000000000', '2015-09-01T00:00:00.000000000',\n",
       "       '2015-09-02T00:00:00.000000000', '2015-09-03T00:00:00.000000000',\n",
       "       '2015-09-04T00:00:00.000000000', '2015-09-08T00:00:00.000000000',\n",
       "       '2015-09-09T00:00:00.000000000', '2015-09-10T00:00:00.000000000',\n",
       "       '2015-09-11T00:00:00.000000000', '2015-09-14T00:00:00.000000000',\n",
       "       '2015-09-15T00:00:00.000000000', '2015-09-16T00:00:00.000000000',\n",
       "       '2015-09-17T00:00:00.000000000', '2015-09-18T00:00:00.000000000',\n",
       "       '2015-09-21T00:00:00.000000000', '2015-09-22T00:00:00.000000000',\n",
       "       '2015-09-23T00:00:00.000000000', '2015-09-24T00:00:00.000000000',\n",
       "       '2015-09-25T00:00:00.000000000', '2015-09-28T00:00:00.000000000',\n",
       "       '2015-09-29T00:00:00.000000000', '2015-09-30T00:00:00.000000000',\n",
       "       '2015-10-01T00:00:00.000000000', '2015-10-02T00:00:00.000000000',\n",
       "       '2015-10-05T00:00:00.000000000', '2015-10-06T00:00:00.000000000',\n",
       "       '2015-10-07T00:00:00.000000000', '2015-10-08T00:00:00.000000000',\n",
       "       '2015-10-09T00:00:00.000000000', '2015-10-12T00:00:00.000000000',\n",
       "       '2015-10-13T00:00:00.000000000', '2015-10-14T00:00:00.000000000',\n",
       "       '2015-10-15T00:00:00.000000000', '2015-10-16T00:00:00.000000000',\n",
       "       '2015-10-19T00:00:00.000000000', '2015-10-20T00:00:00.000000000',\n",
       "       '2015-10-21T00:00:00.000000000', '2015-10-22T00:00:00.000000000',\n",
       "       '2015-10-23T00:00:00.000000000', '2015-10-26T00:00:00.000000000',\n",
       "       '2015-10-27T00:00:00.000000000', '2015-10-28T00:00:00.000000000',\n",
       "       '2015-10-29T00:00:00.000000000', '2015-10-30T00:00:00.000000000',\n",
       "       '2015-11-02T00:00:00.000000000', '2015-11-03T00:00:00.000000000',\n",
       "       '2015-11-04T00:00:00.000000000', '2015-11-05T00:00:00.000000000',\n",
       "       '2015-11-06T00:00:00.000000000', '2015-11-09T00:00:00.000000000',\n",
       "       '2015-11-10T00:00:00.000000000', '2015-11-11T00:00:00.000000000',\n",
       "       '2015-11-12T00:00:00.000000000', '2015-11-13T00:00:00.000000000',\n",
       "       '2015-11-16T00:00:00.000000000', '2015-11-17T00:00:00.000000000',\n",
       "       '2015-11-18T00:00:00.000000000', '2015-11-19T00:00:00.000000000',\n",
       "       '2015-11-20T00:00:00.000000000', '2015-11-23T00:00:00.000000000',\n",
       "       '2015-11-24T00:00:00.000000000', '2015-11-25T00:00:00.000000000',\n",
       "       '2015-11-27T00:00:00.000000000', '2015-11-30T00:00:00.000000000',\n",
       "       '2015-12-01T00:00:00.000000000', '2015-12-02T00:00:00.000000000',\n",
       "       '2015-12-03T00:00:00.000000000', '2015-12-04T00:00:00.000000000',\n",
       "       '2015-12-07T00:00:00.000000000', '2015-12-08T00:00:00.000000000',\n",
       "       '2015-12-09T00:00:00.000000000', '2015-12-10T00:00:00.000000000',\n",
       "       '2015-12-11T00:00:00.000000000', '2015-12-14T00:00:00.000000000',\n",
       "       '2015-12-15T00:00:00.000000000', '2015-12-16T00:00:00.000000000',\n",
       "       '2015-12-17T00:00:00.000000000', '2015-12-18T00:00:00.000000000',\n",
       "       '2015-12-21T00:00:00.000000000', '2015-12-22T00:00:00.000000000',\n",
       "       '2015-12-23T00:00:00.000000000', '2015-12-24T00:00:00.000000000',\n",
       "       '2015-12-28T00:00:00.000000000', '2015-12-29T00:00:00.000000000',\n",
       "       '2015-12-30T00:00:00.000000000', '2015-12-31T00:00:00.000000000',\n",
       "       '2016-01-04T00:00:00.000000000', '2016-01-05T00:00:00.000000000',\n",
       "       '2016-01-06T00:00:00.000000000', '2016-01-07T00:00:00.000000000',\n",
       "       '2016-01-08T00:00:00.000000000', '2016-01-11T00:00:00.000000000',\n",
       "       '2016-01-12T00:00:00.000000000', '2016-01-13T00:00:00.000000000',\n",
       "       '2016-01-14T00:00:00.000000000', '2016-01-15T00:00:00.000000000',\n",
       "       '2016-01-19T00:00:00.000000000', '2016-01-20T00:00:00.000000000',\n",
       "       '2016-01-21T00:00:00.000000000', '2016-01-22T00:00:00.000000000',\n",
       "       '2016-01-25T00:00:00.000000000', '2016-01-26T00:00:00.000000000',\n",
       "       '2016-01-27T00:00:00.000000000', '2016-01-28T00:00:00.000000000',\n",
       "       '2016-01-29T00:00:00.000000000', '2016-02-01T00:00:00.000000000',\n",
       "       '2016-02-02T00:00:00.000000000', '2016-02-03T00:00:00.000000000',\n",
       "       '2016-02-04T00:00:00.000000000', '2016-02-05T00:00:00.000000000',\n",
       "       '2016-02-08T00:00:00.000000000', '2016-02-09T00:00:00.000000000',\n",
       "       '2016-02-10T00:00:00.000000000', '2016-02-11T00:00:00.000000000',\n",
       "       '2016-02-12T00:00:00.000000000', '2016-02-16T00:00:00.000000000',\n",
       "       '2016-02-17T00:00:00.000000000', '2016-02-18T00:00:00.000000000',\n",
       "       '2016-02-19T00:00:00.000000000', '2016-02-22T00:00:00.000000000',\n",
       "       '2016-02-23T00:00:00.000000000', '2016-02-24T00:00:00.000000000',\n",
       "       '2016-02-25T00:00:00.000000000', '2016-02-26T00:00:00.000000000',\n",
       "       '2016-02-29T00:00:00.000000000', '2016-03-01T00:00:00.000000000',\n",
       "       '2016-03-02T00:00:00.000000000', '2016-03-03T00:00:00.000000000',\n",
       "       '2016-03-04T00:00:00.000000000', '2016-03-07T00:00:00.000000000',\n",
       "       '2016-03-08T00:00:00.000000000', '2016-03-09T00:00:00.000000000',\n",
       "       '2016-03-10T00:00:00.000000000', '2016-03-11T00:00:00.000000000',\n",
       "       '2016-03-14T00:00:00.000000000', '2016-03-15T00:00:00.000000000',\n",
       "       '2016-03-16T00:00:00.000000000', '2016-03-17T00:00:00.000000000',\n",
       "       '2016-03-18T00:00:00.000000000', '2016-03-21T00:00:00.000000000',\n",
       "       '2016-03-22T00:00:00.000000000', '2016-03-23T00:00:00.000000000',\n",
       "       '2016-03-24T00:00:00.000000000', '2016-03-28T00:00:00.000000000',\n",
       "       '2016-03-29T00:00:00.000000000', '2016-03-30T00:00:00.000000000',\n",
       "       '2016-03-31T00:00:00.000000000', '2016-04-01T00:00:00.000000000',\n",
       "       '2016-04-04T00:00:00.000000000', '2016-04-05T00:00:00.000000000',\n",
       "       '2016-04-06T00:00:00.000000000', '2016-04-07T00:00:00.000000000',\n",
       "       '2016-04-08T00:00:00.000000000', '2016-04-11T00:00:00.000000000',\n",
       "       '2016-04-12T00:00:00.000000000', '2016-04-13T00:00:00.000000000',\n",
       "       '2016-04-14T00:00:00.000000000', '2016-04-15T00:00:00.000000000',\n",
       "       '2016-04-18T00:00:00.000000000', '2016-04-19T00:00:00.000000000',\n",
       "       '2016-04-20T00:00:00.000000000', '2016-04-21T00:00:00.000000000',\n",
       "       '2016-04-22T00:00:00.000000000', '2016-04-25T00:00:00.000000000',\n",
       "       '2016-04-26T00:00:00.000000000', '2016-04-27T00:00:00.000000000',\n",
       "       '2016-04-28T00:00:00.000000000', '2016-04-29T00:00:00.000000000',\n",
       "       '2016-05-02T00:00:00.000000000', '2016-05-03T00:00:00.000000000',\n",
       "       '2016-05-04T00:00:00.000000000', '2016-05-05T00:00:00.000000000',\n",
       "       '2016-05-06T00:00:00.000000000', '2016-05-09T00:00:00.000000000',\n",
       "       '2016-05-10T00:00:00.000000000', '2016-05-11T00:00:00.000000000',\n",
       "       '2016-05-12T00:00:00.000000000', '2016-05-13T00:00:00.000000000',\n",
       "       '2016-05-16T00:00:00.000000000', '2016-05-17T00:00:00.000000000',\n",
       "       '2016-05-18T00:00:00.000000000', '2016-05-19T00:00:00.000000000',\n",
       "       '2016-05-20T00:00:00.000000000', '2016-05-23T00:00:00.000000000',\n",
       "       '2016-05-24T00:00:00.000000000', '2016-05-25T00:00:00.000000000',\n",
       "       '2016-05-26T00:00:00.000000000', '2016-05-27T00:00:00.000000000',\n",
       "       '2016-05-31T00:00:00.000000000', '2016-06-01T00:00:00.000000000',\n",
       "       '2016-06-02T00:00:00.000000000', '2016-06-03T00:00:00.000000000',\n",
       "       '2016-06-06T00:00:00.000000000', '2016-06-07T00:00:00.000000000',\n",
       "       '2016-06-08T00:00:00.000000000', '2016-06-09T00:00:00.000000000',\n",
       "       '2016-06-10T00:00:00.000000000', '2016-06-13T00:00:00.000000000',\n",
       "       '2016-06-14T00:00:00.000000000', '2016-06-15T00:00:00.000000000',\n",
       "       '2016-06-16T00:00:00.000000000', '2016-06-17T00:00:00.000000000',\n",
       "       '2016-06-20T00:00:00.000000000', '2016-06-21T00:00:00.000000000',\n",
       "       '2016-06-22T00:00:00.000000000', '2016-06-23T00:00:00.000000000',\n",
       "       '2016-06-24T00:00:00.000000000', '2016-06-27T00:00:00.000000000',\n",
       "       '2016-06-28T00:00:00.000000000', '2016-06-29T00:00:00.000000000',\n",
       "       '2016-06-30T00:00:00.000000000', '2016-07-01T00:00:00.000000000',\n",
       "       '2016-07-05T00:00:00.000000000', '2016-07-06T00:00:00.000000000',\n",
       "       '2016-07-07T00:00:00.000000000', '2016-07-08T00:00:00.000000000',\n",
       "       '2016-07-11T00:00:00.000000000', '2016-07-12T00:00:00.000000000',\n",
       "       '2016-07-13T00:00:00.000000000', '2016-07-14T00:00:00.000000000',\n",
       "       '2016-07-15T00:00:00.000000000', '2016-07-18T00:00:00.000000000',\n",
       "       '2016-07-19T00:00:00.000000000', '2016-07-20T00:00:00.000000000',\n",
       "       '2016-07-21T00:00:00.000000000', '2016-07-22T00:00:00.000000000',\n",
       "       '2016-07-25T00:00:00.000000000', '2016-07-26T00:00:00.000000000',\n",
       "       '2016-07-27T00:00:00.000000000', '2016-07-28T00:00:00.000000000',\n",
       "       '2016-07-29T00:00:00.000000000', '2016-08-01T00:00:00.000000000',\n",
       "       '2016-08-02T00:00:00.000000000', '2016-08-03T00:00:00.000000000',\n",
       "       '2016-08-04T00:00:00.000000000', '2016-08-05T00:00:00.000000000',\n",
       "       '2016-08-08T00:00:00.000000000', '2016-08-09T00:00:00.000000000',\n",
       "       '2016-08-10T00:00:00.000000000', '2016-08-11T00:00:00.000000000',\n",
       "       '2016-08-12T00:00:00.000000000', '2016-08-15T00:00:00.000000000',\n",
       "       '2016-08-16T00:00:00.000000000', '2016-08-17T00:00:00.000000000',\n",
       "       '2016-08-18T00:00:00.000000000', '2016-08-19T00:00:00.000000000',\n",
       "       '2016-08-22T00:00:00.000000000', '2016-08-23T00:00:00.000000000',\n",
       "       '2016-08-24T00:00:00.000000000', '2016-08-25T00:00:00.000000000',\n",
       "       '2016-08-26T00:00:00.000000000', '2016-08-29T00:00:00.000000000',\n",
       "       '2016-08-30T00:00:00.000000000', '2016-08-31T00:00:00.000000000',\n",
       "       '2016-09-01T00:00:00.000000000', '2016-09-02T00:00:00.000000000',\n",
       "       '2016-09-06T00:00:00.000000000', '2016-09-07T00:00:00.000000000',\n",
       "       '2016-09-08T00:00:00.000000000', '2016-09-09T00:00:00.000000000',\n",
       "       '2016-09-12T00:00:00.000000000', '2016-09-13T00:00:00.000000000',\n",
       "       '2016-09-14T00:00:00.000000000', '2016-09-15T00:00:00.000000000',\n",
       "       '2016-09-16T00:00:00.000000000', '2016-09-19T00:00:00.000000000',\n",
       "       '2016-09-20T00:00:00.000000000', '2016-09-21T00:00:00.000000000',\n",
       "       '2016-09-22T00:00:00.000000000', '2016-09-23T00:00:00.000000000',\n",
       "       '2016-09-26T00:00:00.000000000', '2016-09-27T00:00:00.000000000',\n",
       "       '2016-09-28T00:00:00.000000000', '2016-09-29T00:00:00.000000000',\n",
       "       '2016-09-30T00:00:00.000000000', '2016-10-03T00:00:00.000000000',\n",
       "       '2016-10-04T00:00:00.000000000', '2016-10-05T00:00:00.000000000',\n",
       "       '2016-10-06T00:00:00.000000000', '2016-10-07T00:00:00.000000000',\n",
       "       '2016-10-10T00:00:00.000000000', '2016-10-11T00:00:00.000000000',\n",
       "       '2016-10-12T00:00:00.000000000', '2016-10-13T00:00:00.000000000',\n",
       "       '2016-10-14T00:00:00.000000000', '2016-10-17T00:00:00.000000000',\n",
       "       '2016-10-18T00:00:00.000000000', '2016-10-19T00:00:00.000000000',\n",
       "       '2016-10-20T00:00:00.000000000', '2016-10-21T00:00:00.000000000',\n",
       "       '2016-10-24T00:00:00.000000000', '2016-10-25T00:00:00.000000000',\n",
       "       '2016-10-26T00:00:00.000000000', '2016-10-27T00:00:00.000000000',\n",
       "       '2016-10-28T00:00:00.000000000', '2016-10-31T00:00:00.000000000',\n",
       "       '2016-11-01T00:00:00.000000000', '2016-11-02T00:00:00.000000000',\n",
       "       '2016-11-03T00:00:00.000000000', '2016-11-04T00:00:00.000000000',\n",
       "       '2016-11-07T00:00:00.000000000', '2016-11-08T00:00:00.000000000',\n",
       "       '2016-11-09T00:00:00.000000000', '2016-11-10T00:00:00.000000000',\n",
       "       '2016-11-11T00:00:00.000000000', '2016-11-14T00:00:00.000000000',\n",
       "       '2016-11-15T00:00:00.000000000', '2016-11-16T00:00:00.000000000',\n",
       "       '2016-11-17T00:00:00.000000000', '2016-11-18T00:00:00.000000000',\n",
       "       '2016-11-21T00:00:00.000000000', '2016-11-22T00:00:00.000000000',\n",
       "       '2016-11-23T00:00:00.000000000', '2016-11-25T00:00:00.000000000',\n",
       "       '2016-11-28T00:00:00.000000000', '2016-11-29T00:00:00.000000000',\n",
       "       '2016-11-30T00:00:00.000000000', '2016-12-01T00:00:00.000000000',\n",
       "       '2016-12-02T00:00:00.000000000', '2016-12-05T00:00:00.000000000',\n",
       "       '2016-12-06T00:00:00.000000000', '2016-12-07T00:00:00.000000000',\n",
       "       '2016-12-08T00:00:00.000000000', '2016-12-09T00:00:00.000000000',\n",
       "       '2016-12-12T00:00:00.000000000', '2016-12-13T00:00:00.000000000'], dtype='datetime64[ns]'), y=array([ 16441.35,  16469.99,  16425.1 ,  16530.94,  16462.74,  16444.76,\n",
       "        16437.05,  16257.94,  16373.86,  16481.94,  16417.01,  16458.56,\n",
       "        16414.44,  16373.34,  16197.35,  15879.11,  15837.88,  15928.56,\n",
       "        15738.79,  15848.61,  15698.85,  15372.8 ,  15445.24,  15440.23,\n",
       "        15628.53,  15794.08,  15801.79,  15994.77,  15963.94,  16027.59,\n",
       "        16154.39,  16130.4 ,  16040.56,  16133.23,  16103.3 ,  16207.14,\n",
       "        16179.66,  16198.41,  16272.65,  16321.71,  16168.03,  16395.88,\n",
       "        16360.18,  16421.89,  16452.72,  16418.68,  16351.25,  16340.08,\n",
       "        16108.89,  16065.67,  16247.22,  16336.19,  16222.17,  16331.05,\n",
       "        16302.77,  16276.69,  16367.88,  16268.99,  16264.23,  16323.06,\n",
       "        16457.66,  16532.61,  16573.  ,  16572.55,  16412.71,  16245.87,\n",
       "        16256.14,  16437.18,  16170.22,  16026.75,  16173.24,  16262.56,\n",
       "        16424.85,  16408.54,  16449.25,  16514.37,  16501.65,  16501.65,\n",
       "        16361.46,  16448.74,  16535.37,  16580.84,  16558.87,  16512.89,\n",
       "        16530.55,  16401.02,  16518.54,  16550.97,  16583.34,  16695.47,\n",
       "        16715.44,  16613.97,  16446.81,  16491.31,  16511.86,  16374.31,\n",
       "        16533.06,  16543.08,  16606.27,  16675.5 ,  16633.18,  16698.74,\n",
       "        16717.17,  16743.63,  16722.34,  16737.53,  16836.11,  16924.28,\n",
       "        16943.1 ,  16945.92,  16843.88,  16734.19,  16775.74,  16781.01,\n",
       "        16808.49,  16906.62,  16921.46,  16947.08,  16937.26,  16818.13,\n",
       "        16867.51,  16846.13,  16851.84,  16826.6 ,  16956.07,  16976.24,\n",
       "        17068.26,  17024.21,  16906.62,  16985.61,  16915.07,  16943.81,\n",
       "        17055.42,  17060.68,  17138.2 ,  16976.81,  17100.18,  17051.73,\n",
       "        17113.54,  17086.63,  17083.8 ,  16960.57,  16982.59,  16912.11,\n",
       "        16880.36,  16563.3 ,  16493.37,  16569.28,  16429.47,  16443.34,\n",
       "        16368.27,  16553.93,  16569.98,  16560.54,  16651.8 ,  16713.58,\n",
       "        16662.91,  16838.74,  16919.59,  16979.13,  17039.49,  17001.22,\n",
       "        17076.87,  17106.7 ,  17122.01,  17079.57,  17098.45,  17067.56,\n",
       "        17078.28,  17069.58,  17137.36,  17111.42,  17013.87,  17068.71,\n",
       "        17049.  ,  16987.51,  17031.14,  17131.97,  17156.85,  17265.99,\n",
       "        17279.74,  17172.68,  17055.87,  17210.06,  16945.8 ,  17113.15,\n",
       "        17071.22,  17042.9 ,  16804.71,  16801.05,  17009.69,  16991.91,\n",
       "        16719.39,  16994.22,  16659.25,  16544.1 ,  16321.07,  16315.19,\n",
       "        16141.74,  16117.24,  16380.41,  16399.67,  16614.81,  16461.32,\n",
       "        16677.9 ,  16805.41,  16817.94,  17005.75,  16974.31,  17195.42,\n",
       "        17390.52,  17366.24,  17383.84,  17484.53,  17554.47,  17573.93,\n",
       "        17613.74,  17614.9 ,  17612.2 ,  17652.79,  17634.74,  17647.75,\n",
       "        17687.82,  17685.73,  17719.  ,  17810.06,  17817.9 ,  17814.94,\n",
       "        17827.75,  17828.24,  17776.8 ,  17879.55,  17912.62,  17900.1 ,\n",
       "        17958.79,  17852.48,  17801.2 ,  17533.15,  17596.34,  17280.83,\n",
       "        17180.84,  17068.87,  17356.87,  17778.15,  17804.8 ,  17959.44,\n",
       "        18024.17,  18030.21,  18053.71,  18038.23,  17983.07,  17823.07,\n",
       "        17832.99,  17501.65,  17371.64,  17584.52,  17907.87,  17737.37,\n",
       "        17640.84,  17613.68,  17427.09,  17320.71,  17511.57,  17515.23,\n",
       "        17554.28,  17813.98,  17672.6 ,  17678.7 ,  17387.21,  17191.37,\n",
       "        17416.85,  17164.95,  17361.04,  17666.4 ,  17673.02,  17884.88,\n",
       "        17824.29,  17729.21,  17868.76,  17862.14,  17972.38,  18019.35,\n",
       "        18047.58,  18029.85,  17985.77,  18140.44,  18116.84,  18209.19,\n",
       "        18224.57,  18214.42,  18132.7 ,  18288.63,  18203.37,  18096.9 ,\n",
       "        18135.72,  17856.78,  17995.72,  17662.94,  17635.39,  17895.22,\n",
       "        17749.31,  17977.42,  17849.08,  18076.19,  17959.03,  18127.65,\n",
       "        18116.04,  18011.14,  17718.54,  17678.23,  17712.66,  17976.31,\n",
       "        17776.12,  17698.18,  17763.24,  17880.85,  17875.42,  17902.51,\n",
       "        17958.73,  18057.65,  17977.04,  18036.7 ,  18112.61,  18105.77,\n",
       "        17826.3 ,  18034.93,  17949.59,  18038.27,  18058.69,  18080.14,\n",
       "        18037.97,  18110.14,  18035.53,  17840.52,  18024.06,  18070.4 ,\n",
       "        17928.2 ,  17841.98,  17924.06,  18191.11,  18105.17,  18068.23,\n",
       "        18060.49,  18252.24,  18272.56,  18298.88,  18312.39,  18285.4 ,\n",
       "        18285.74,  18232.02,  18041.54,  18162.99,  18126.12,  18010.68,\n",
       "        18040.37,  18011.94,  18076.27,  17905.58,  17849.46,  17766.55,\n",
       "        17764.04,  18000.4 ,  18039.37,  17898.84,  17791.17,  17904.48,\n",
       "        17935.74,  18115.84,  18015.95,  18119.78,  18144.07,  17966.07,\n",
       "        17890.36,  17946.68,  17596.35,  17619.51,  17757.91,  17730.11,\n",
       "        17683.58,  17776.91,  17515.42,  17548.62,  17760.41,  17977.68,\n",
       "        18053.58,  18050.17,  18120.25,  18086.45,  18100.41,  17919.29,\n",
       "        17851.04,  17731.92,  17568.53,  17440.59,  17630.27,  17751.39,\n",
       "        17745.98,  17689.86,  17598.2 ,  17550.69,  17540.47,  17419.75,\n",
       "        17373.38,  17615.17,  17402.84,  17402.51,  17408.25,  17477.4 ,\n",
       "        17545.18,  17511.34,  17348.73,  16990.69,  16459.75,  15871.35,\n",
       "        15666.44,  16285.51,  16654.77,  16643.01,  16528.03,  16058.35,\n",
       "        16351.38,  16374.76,  16102.38,  16492.68,  16253.57,  16330.4 ,\n",
       "        16433.09,  16370.96,  16599.85,  16739.95,  16674.74,  16384.58,\n",
       "        16510.19,  16330.47,  16279.89,  16201.32,  16314.67,  16001.89,\n",
       "        16049.13,  16284.7 ,  16272.01,  16472.37,  16776.43,  16790.19,\n",
       "        16912.29,  17050.75,  17084.49,  17131.86,  17081.89,  16924.75,\n",
       "        17141.75,  17215.97,  17230.54,  17217.11,  17168.61,  17489.16,\n",
       "        17646.7 ,  17623.05,  17581.43,  17779.52,  17755.8 ,  17663.54,\n",
       "        17828.76,  17918.15,  17867.58,  17863.43,  17910.33,  17730.48,\n",
       "        17758.21,  17702.22,  17448.07,  17245.24,  17483.01,  17489.5 ,\n",
       "        17737.16,  17732.75,  17823.81,  17792.68,  17812.19,  17813.39,\n",
       "        17798.49,  17719.92,  17888.35,  17729.68,  17477.67,  17847.63,\n",
       "        17730.51,  17568.  ,  17492.3 ,  17574.75,  17265.21,  17368.5 ,\n",
       "        17524.91,  17749.09,  17495.84,  17128.55,  17251.62,  17417.27,\n",
       "        17602.61,  17552.17,  17528.27,  17720.98,  17603.87,  17425.03,\n",
       "        17148.94,  17158.66,  16906.51,  16514.1 ,  16346.45,  16398.57,\n",
       "        16516.22,  16151.41,  16379.05,  15988.08,  16016.02,  15766.74,\n",
       "        15882.68,  16093.51,  15885.22,  16167.23,  15944.46,  16069.64,\n",
       "        16466.3 ,  16449.18,  16153.54,  16336.66,  16416.58,  16204.97,\n",
       "        16027.05,  16014.38,  15914.74,  15660.18,  15973.84,  16196.41,\n",
       "        16453.83,  16413.43,  16391.99,  16620.66,  16431.78,  16484.99,\n",
       "        16697.29,  16639.97,  16516.5 ,  16865.08,  16899.32,  16943.9 ,\n",
       "        17006.77,  17073.95,  16964.1 ,  17000.36,  16995.13,  17213.31,\n",
       "        17229.13,  17251.53,  17325.76,  17481.49,  17602.3 ,  17623.87,\n",
       "        17582.57,  17502.59,  17515.73,  17535.39,  17633.11,  17716.66,\n",
       "        17685.09,  17792.75,  17737.  ,  17603.32,  17716.05,  17541.96,\n",
       "        17576.96,  17556.41,  17721.25,  17908.28,  17926.43,  17897.46,\n",
       "        18004.16,  18053.6 ,  18096.27,  17982.52,  18003.75,  17977.24,\n",
       "        17990.32,  18041.55,  17830.76,  17773.64,  17891.16,  17750.91,\n",
       "        17651.26,  17660.71,  17740.63,  17705.91,  17928.35,  17711.12,\n",
       "        17720.5 ,  17535.32,  17710.71,  17529.98,  17526.62,  17435.4 ,\n",
       "        17500.94,  17492.93,  17706.05,  17851.51,  17828.29,  17873.22,\n",
       "        17787.2 ,  17789.67,  17838.56,  17807.06,  17920.33,  17938.28,\n",
       "        18005.05,  17985.19,  17865.34,  17732.48,  17674.82,  17640.17,\n",
       "        17733.1 ,  17675.16,  17804.87,  17829.73,  17780.83,  18011.07,\n",
       "        17400.75,  17140.24,  17409.72,  17694.68,  17929.99,  17949.37,\n",
       "        17840.62,  17918.62,  17895.88,  18146.74,  18226.93,  18347.67,\n",
       "        18372.12,  18506.41,  18516.55,  18533.05,  18559.01,  18595.03,\n",
       "        18517.23,  18570.85,  18493.06,  18473.75,  18472.17,  18456.35,\n",
       "        18432.24,  18404.51,  18313.77,  18355.  ,  18352.05,  18543.53,\n",
       "        18529.29,  18533.05,  18495.66,  18613.52,  18576.47,  18636.05,\n",
       "        18552.02,  18573.94,  18597.7 ,  18552.57,  18529.42,  18547.3 ,\n",
       "        18481.48,  18448.41,  18395.4 ,  18502.99,  18454.3 ,  18400.88,\n",
       "        18419.3 ,  18491.96,  18538.12,  18526.14,  18479.91,  18085.45,\n",
       "        18325.07,  18066.75,  18034.77,  18212.48,  18123.8 ,  18120.17,\n",
       "        18129.96,  18293.7 ,  18392.46,  18261.45,  18094.83,  18228.3 ,\n",
       "        18339.24,  18143.45,  18308.15,  18253.85,  18168.45,  18281.03,\n",
       "        18268.5 ,  18240.49,  18329.04,  18128.66,  18144.2 ,  18098.94,\n",
       "        18138.38,  18086.4 ,  18161.94,  18202.62,  18162.35,  18145.71,\n",
       "        18223.03,  18169.27,  18199.33,  18169.68,  18161.19,  18142.42,\n",
       "        18037.1 ,  17959.64,  17930.67,  17888.28,  18259.6 ,  18332.74,\n",
       "        18589.69,  18807.88,  18847.66,  18868.69,  18923.06,  18868.14,\n",
       "        18903.82,  18867.93,  18956.69,  19023.87,  19083.18,  19152.14,\n",
       "        19097.9 ,  19121.6 ,  19123.58,  19191.93,  19170.42,  19216.24,\n",
       "        19251.78,  19549.62,  19614.81,  19756.85,  19796.43,  19911.21]))], scale_x=LinearScale(allow_padding=False, max=1.0, min=0.0), scale_y=LinearScale(allow_padding=False, max=1.0, min=0.0), title='DOW Jones IA Price Series'), Figure(axes=[ColorAxis(label='Correlation', scale=ColorScale(max=1.0, min=0.0, scheme='Reds'))], fig_margin={'top': 60, 'bottom': 60, 'left': 60, 'right': 60}, layout=Layout(min_width='125px'), marks=[GridHeatMap(anchor_style={'fill': 'white', 'stroke': 'blue'}, color=array([[ 1.        ,  0.245934  ,  0.39427468,  0.36268489,  0.42051066,\n",
       "         0.29458401,  0.30642303,  0.36766373,  0.36648015,  0.39685548,\n",
       "         0.38651299,  0.35231879,  0.37834302,  0.34585439,  0.39787877,\n",
       "         0.26644322,  0.31364546,  0.39921601,  0.30250237,  0.43916445,\n",
       "         0.33641412,  0.30241622,  0.34306519,  0.35615585,  0.33598767,\n",
       "         0.35126683,  0.37473757,  0.29436629,  0.25203984,  0.31466358],\n",
       "       [ 0.245934  ,  1.        ,  0.40820994,  0.39340736,  0.32574802,\n",
       "         0.31479336,  0.33194017,  0.39738496,  0.45518725,  0.55494471,\n",
       "         0.38366637,  0.38992145,  0.34031177,  0.38500145,  0.54452303,\n",
       "         0.26793894,  0.25409271,  0.41640403,  0.36770322,  0.33622512,\n",
       "         0.36327094,  0.36548093,  0.28096697,  0.36318882,  0.40331736,\n",
       "         0.45636969,  0.46717873,  0.27907206,  0.22923788,  0.28878128],\n",
       "       [ 0.39427468,  0.40820994,  1.        ,  0.48138692,  0.41956217,\n",
       "         0.40046899,  0.40228776,  0.48607495,  0.51658504,  0.54622619,\n",
       "         0.42504197,  0.45243863,  0.41708524,  0.45455177,  0.54113243,\n",
       "         0.34621375,  0.3793727 ,  0.53713733,  0.38428021,  0.35448474,\n",
       "         0.41383429,  0.33726463,  0.38504799,  0.45156765,  0.38553078,\n",
       "         0.57588904,  0.43311815,  0.34309197,  0.31211055,  0.42486831],\n",
       "       [ 0.36268489,  0.39340736,  0.48138692,  1.        ,  0.41922445,\n",
       "         0.56314145,  0.43999379,  0.37390883,  0.55814033,  0.56503185,\n",
       "         0.33835791,  0.44360875,  0.43301505,  0.35561266,  0.53677096,\n",
       "         0.23931743,  0.26712893,  0.50505431,  0.32782626,  0.38291256,\n",
       "         0.27278531,  0.30900748,  0.26713777,  0.39619132,  0.30070933,\n",
       "         0.54221718,  0.36354789,  0.32630335,  0.20669449,  0.54767929],\n",
       "       [ 0.42051066,  0.32574802,  0.41956217,  0.41922445,  1.        ,\n",
       "         0.41947488,  0.365429  ,  0.49393658,  0.46261409,  0.46337259,\n",
       "         0.42140401,  0.4817933 ,  0.53720879,  0.43853938,  0.51109751,\n",
       "         0.35039846,  0.39037706,  0.52005515,  0.38883792,  0.50974923,\n",
       "         0.37375906,  0.35625071,  0.40399062,  0.43388859,  0.33472008,\n",
       "         0.48757054,  0.44348276,  0.38519884,  0.35366896,  0.44191286],\n",
       "       [ 0.29458401,  0.31479336,  0.40046899,  0.56314145,  0.41947488,\n",
       "         1.        ,  0.40204091,  0.36847756,  0.51023915,  0.4765901 ,\n",
       "         0.32868426,  0.42536525,  0.40886122,  0.41385258,  0.51253375,\n",
       "         0.34573996,  0.32302947,  0.47148179,  0.34276342,  0.39171933,\n",
       "         0.2526868 ,  0.32282377,  0.39202008,  0.43059372,  0.31189926,\n",
       "         0.4401588 ,  0.37623977,  0.38124704,  0.22351359,  0.80651483],\n",
       "       [ 0.30642303,  0.33194017,  0.40228776,  0.43999379,  0.365429  ,\n",
       "         0.40204091,  1.        ,  0.381184  ,  0.45530417,  0.45303882,\n",
       "         0.34293881,  0.33882416,  0.35796296,  0.33909949,  0.47568522,\n",
       "         0.25978693,  0.29326485,  0.47144838,  0.30414913,  0.34715626,\n",
       "         0.26401885,  0.30879626,  0.30680724,  0.37122656,  0.27240928,\n",
       "         0.40594441,  0.36046637,  0.30580214,  0.21656807,  0.42477042],\n",
       "       [ 0.36766373,  0.39738496,  0.48607495,  0.37390883,  0.49393658,\n",
       "         0.36847756,  0.381184  ,  1.        ,  0.45062135,  0.53314111,\n",
       "         0.47973363,  0.39668163,  0.41028042,  0.42884662,  0.52276029,\n",
       "         0.34796796,  0.385516  ,  0.48015039,  0.33418319,  0.41230186,\n",
       "         0.43339329,  0.36584963,  0.38189989,  0.48216185,  0.3866948 ,\n",
       "         0.48016613,  0.504338  ,  0.36383851,  0.31029684,  0.40507764],\n",
       "       [ 0.36648015,  0.45518725,  0.51658504,  0.55814033,  0.46261409,\n",
       "         0.51023915,  0.45530417,  0.45062135,  1.        ,  0.57208195,\n",
       "         0.46038243,  0.49508257,  0.48045566,  0.49433608,  0.59291879,\n",
       "         0.37447134,  0.44990509,  0.62120496,  0.3861856 ,  0.44937651,\n",
       "         0.39443581,  0.4378007 ,  0.44346197,  0.51610315,  0.41713002,\n",
       "         0.57196475,  0.48233072,  0.40932541,  0.32510779,  0.51165657],\n",
       "       [ 0.39685548,  0.55494471,  0.54622619,  0.56503185,  0.46337259,\n",
       "         0.4765901 ,  0.45303882,  0.53314111,  0.57208195,  1.        ,\n",
       "         0.4831333 ,  0.47636591,  0.4821193 ,  0.45124963,  0.84565631,\n",
       "         0.30733895,  0.37701118,  0.55069636,  0.44763343,  0.46228299,\n",
       "         0.42502715,  0.45858186,  0.36213791,  0.56001046,  0.46633203,\n",
       "         0.55120902,  0.5383373 ,  0.35743904,  0.2481817 ,  0.4959195 ],\n",
       "       [ 0.38651299,  0.38366637,  0.42504197,  0.33835791,  0.42140401,\n",
       "         0.32868426,  0.34293881,  0.47973363,  0.46038243,  0.4831333 ,\n",
       "         1.        ,  0.40937749,  0.38707218,  0.44636217,  0.50423785,\n",
       "         0.34722883,  0.44481737,  0.49934021,  0.36868296,  0.42594143,\n",
       "         0.53160995,  0.41243648,  0.37144329,  0.49081558,  0.42981527,\n",
       "         0.458054  ,  0.49782313,  0.38705482,  0.39477657,  0.33956785],\n",
       "       [ 0.35231879,  0.38992145,  0.45243863,  0.44360875,  0.4817933 ,\n",
       "         0.42536525,  0.33882416,  0.39668163,  0.49508257,  0.47636591,\n",
       "         0.40937749,  1.        ,  0.45457113,  0.44885198,  0.48833942,\n",
       "         0.35990363,  0.35484439,  0.5007652 ,  0.38836383,  0.47173294,\n",
       "         0.3219638 ,  0.35779591,  0.3998915 ,  0.43730991,  0.2955464 ,\n",
       "         0.5196904 ,  0.43391698,  0.42876157,  0.30014417,  0.46403796],\n",
       "       [ 0.37834302,  0.34031177,  0.41708524,  0.43301505,  0.53720879,\n",
       "         0.40886122,  0.35796296,  0.41028042,  0.48045566,  0.4821193 ,\n",
       "         0.38707218,  0.45457113,  1.        ,  0.41325071,  0.47583687,\n",
       "         0.32358599,  0.33671007,  0.49060913,  0.37957217,  0.55982537,\n",
       "         0.30916016,  0.35553655,  0.3998714 ,  0.40449992,  0.33659767,\n",
       "         0.43847349,  0.38434679,  0.36382743,  0.25497559,  0.42030574],\n",
       "       [ 0.34585439,  0.38500145,  0.45455177,  0.35561266,  0.43853938,\n",
       "         0.41385258,  0.33909949,  0.42884662,  0.49433608,  0.45124963,\n",
       "         0.44636217,  0.44885198,  0.41325071,  1.        ,  0.47806339,\n",
       "         0.42645882,  0.47346219,  0.58114751,  0.54812493,  0.41277441,\n",
       "         0.35357288,  0.52373668,  0.50808054,  0.517353  ,  0.42877393,\n",
       "         0.49462426,  0.48263835,  0.43766449,  0.38092879,  0.46844775],\n",
       "       [ 0.39787877,  0.54452303,  0.54113243,  0.53677096,  0.51109751,\n",
       "         0.51253375,  0.47568522,  0.52276029,  0.59291879,  0.84565631,\n",
       "         0.50423785,  0.48833942,  0.47583687,  0.47806339,  1.        ,\n",
       "         0.32695271,  0.42132265,  0.58014845,  0.45623826,  0.47924853,\n",
       "         0.42280364,  0.46295143,  0.38442833,  0.61574261,  0.46035734,\n",
       "         0.55055233,  0.52866513,  0.37593008,  0.31007664,  0.52964838],\n",
       "       [ 0.26644322,  0.26793894,  0.34621375,  0.23931743,  0.35039846,\n",
       "         0.34573996,  0.25978693,  0.34796796,  0.37447134,  0.30733895,\n",
       "         0.34722883,  0.35990363,  0.32358599,  0.42645882,  0.32695271,\n",
       "         1.        ,  0.46324544,  0.41574844,  0.31021778,  0.37589955,\n",
       "         0.33578826,  0.27203693,  0.57086436,  0.48824153,  0.27854938,\n",
       "         0.3795346 ,  0.34703036,  0.43673734,  0.34626723,  0.34525135],\n",
       "       [ 0.31364546,  0.25409271,  0.3793727 ,  0.26712893,  0.39037706,\n",
       "         0.32302947,  0.29326485,  0.385516  ,  0.44990509,  0.37701118,\n",
       "         0.44481737,  0.35484439,  0.33671007,  0.47346219,  0.42132265,\n",
       "         0.46324544,  1.        ,  0.45764221,  0.34948581,  0.43257371,\n",
       "         0.41976027,  0.32549204,  0.43739061,  0.45648579,  0.31068317,\n",
       "         0.3340275 ,  0.39910434,  0.38251846,  0.32769528,  0.3470782 ],\n",
       "       [ 0.39921601,  0.41640403,  0.53713733,  0.50505431,  0.52005515,\n",
       "         0.47148179,  0.47144838,  0.48015039,  0.62120496,  0.55069636,\n",
       "         0.49934021,  0.5007652 ,  0.49060913,  0.58114751,  0.58014845,\n",
       "         0.41574844,  0.45764221,  1.        ,  0.43259619,  0.47114713,\n",
       "         0.39421134,  0.40980006,  0.49135208,  0.56625577,  0.41196435,\n",
       "         0.61170753,  0.49441692,  0.4717159 ,  0.35957398,  0.51204951],\n",
       "       [ 0.30250237,  0.36770322,  0.38428021,  0.32782626,  0.38883792,\n",
       "         0.34276342,  0.30414913,  0.33418319,  0.3861856 ,  0.44763343,\n",
       "         0.36868296,  0.38836383,  0.37957217,  0.54812493,  0.45623826,\n",
       "         0.31021778,  0.34948581,  0.43259619,  1.        ,  0.37050277,\n",
       "         0.29231232,  0.57816698,  0.36220921,  0.38875047,  0.38355609,\n",
       "         0.39514808,  0.40725063,  0.35629236,  0.3142055 ,  0.37957333],\n",
       "       [ 0.43916445,  0.33622512,  0.35448474,  0.38291256,  0.50974923,\n",
       "         0.39171933,  0.34715626,  0.41230186,  0.44937651,  0.46228299,\n",
       "         0.42594143,  0.47173294,  0.55982537,  0.41277441,  0.47924853,\n",
       "         0.37589955,  0.43257371,  0.47114713,  0.37050277,  1.        ,\n",
       "         0.38238204,  0.36839166,  0.47061302,  0.43173272,  0.36912482,\n",
       "         0.41914312,  0.48610142,  0.41198858,  0.30509161,  0.37236039],\n",
       "       [ 0.33641412,  0.36327094,  0.41383429,  0.27278531,  0.37375906,\n",
       "         0.2526868 ,  0.26401885,  0.43339329,  0.39443581,  0.42502715,\n",
       "         0.53160995,  0.3219638 ,  0.30916016,  0.35357288,  0.42280364,\n",
       "         0.33578826,  0.41976027,  0.39421134,  0.29231232,  0.38238204,\n",
       "         1.        ,  0.3123235 ,  0.35432363,  0.38481815,  0.35881619,\n",
       "         0.38251858,  0.4702238 ,  0.28233455,  0.3123778 ,  0.27547338],\n",
       "       [ 0.30241622,  0.36548093,  0.33726463,  0.30900748,  0.35625071,\n",
       "         0.32282377,  0.30879626,  0.36584963,  0.4378007 ,  0.45858186,\n",
       "         0.41243648,  0.35779591,  0.35553655,  0.52373668,  0.46295143,\n",
       "         0.27203693,  0.32549204,  0.40980006,  0.57816698,  0.36839166,\n",
       "         0.3123235 ,  1.        ,  0.33256655,  0.41376032,  0.46628706,\n",
       "         0.40923658,  0.4333984 ,  0.29986488,  0.3188704 ,  0.36504101],\n",
       "       [ 0.34306519,  0.28096697,  0.38504799,  0.26713777,  0.40399062,\n",
       "         0.39202008,  0.30680724,  0.38189989,  0.44346197,  0.36213791,\n",
       "         0.37144329,  0.3998915 ,  0.3998714 ,  0.50808054,  0.38442833,\n",
       "         0.57086436,  0.43739061,  0.49135208,  0.36220921,  0.47061302,\n",
       "         0.35432363,  0.33256655,  1.        ,  0.50679563,  0.34006215,\n",
       "         0.40019563,  0.41877163,  0.42691888,  0.41184781,  0.42549987],\n",
       "       [ 0.35615585,  0.36318882,  0.45156765,  0.39619132,  0.43388859,\n",
       "         0.43059372,  0.37122656,  0.48216185,  0.51610315,  0.56001046,\n",
       "         0.49081558,  0.43730991,  0.40449992,  0.517353  ,  0.61574261,\n",
       "         0.48824153,  0.45648579,  0.56625577,  0.38875047,  0.43173272,\n",
       "         0.38481815,  0.41376032,  0.50679563,  1.        ,  0.44708416,\n",
       "         0.52390537,  0.47739766,  0.45130009,  0.35418031,  0.43783756],\n",
       "       [ 0.33598767,  0.40331736,  0.38553078,  0.30070933,  0.33472008,\n",
       "         0.31189926,  0.27240928,  0.3866948 ,  0.41713002,  0.46633203,\n",
       "         0.42981527,  0.2955464 ,  0.33659767,  0.42877393,  0.46035734,\n",
       "         0.27854938,  0.31068317,  0.41196435,  0.38355609,  0.36912482,\n",
       "         0.35881619,  0.46628706,  0.34006215,  0.44708416,  1.        ,\n",
       "         0.41003432,  0.40855661,  0.24639659,  0.31142042,  0.33263371],\n",
       "       [ 0.35126683,  0.45636969,  0.57588904,  0.54221718,  0.48757054,\n",
       "         0.4401588 ,  0.40594441,  0.48016613,  0.57196475,  0.55120902,\n",
       "         0.458054  ,  0.5196904 ,  0.43847349,  0.49462426,  0.55055233,\n",
       "         0.3795346 ,  0.3340275 ,  0.61170753,  0.39514808,  0.41914312,\n",
       "         0.38251858,  0.40923658,  0.40019563,  0.52390537,  0.41003432,\n",
       "         1.        ,  0.48393357,  0.41789051,  0.36426894,  0.44335339],\n",
       "       [ 0.37473757,  0.46717873,  0.43311815,  0.36354789,  0.44348276,\n",
       "         0.37623977,  0.36046637,  0.504338  ,  0.48233072,  0.5383373 ,\n",
       "         0.49782313,  0.43391698,  0.38434679,  0.48263835,  0.52866513,\n",
       "         0.34703036,  0.39910434,  0.49441692,  0.40725063,  0.48610142,\n",
       "         0.4702238 ,  0.4333984 ,  0.41877163,  0.47739766,  0.40855661,\n",
       "         0.48393357,  1.        ,  0.35345021,  0.29372823,  0.38457036],\n",
       "       [ 0.29436629,  0.27907206,  0.34309197,  0.32630335,  0.38519884,\n",
       "         0.38124704,  0.30580214,  0.36383851,  0.40932541,  0.35743904,\n",
       "         0.38705482,  0.42876157,  0.36382743,  0.43766449,  0.37593008,\n",
       "         0.43673734,  0.38251846,  0.4717159 ,  0.35629236,  0.41198858,\n",
       "         0.28233455,  0.29986488,  0.42691888,  0.45130009,  0.24639659,\n",
       "         0.41789051,  0.35345021,  1.        ,  0.35089827,  0.41067457],\n",
       "       [ 0.25203984,  0.22923788,  0.31211055,  0.20669449,  0.35366896,\n",
       "         0.22351359,  0.21656807,  0.31029684,  0.32510779,  0.2481817 ,\n",
       "         0.39477657,  0.30014417,  0.25497559,  0.38092879,  0.31007664,\n",
       "         0.34626723,  0.32769528,  0.35957398,  0.3142055 ,  0.30509161,\n",
       "         0.3123778 ,  0.3188704 ,  0.41184781,  0.35418031,  0.31142042,\n",
       "         0.36426894,  0.29372823,  0.35089827,  1.        ,  0.26094036],\n",
       "       [ 0.31466358,  0.28878128,  0.42486831,  0.54767929,  0.44191286,\n",
       "         0.80651483,  0.42477042,  0.40507764,  0.51165657,  0.4959195 ,\n",
       "         0.33956785,  0.46403796,  0.42030574,  0.46844775,  0.52964838,\n",
       "         0.34525135,  0.3470782 ,  0.51204951,  0.37957333,  0.37236039,\n",
       "         0.27547338,  0.36504101,  0.42549987,  0.43783756,  0.33263371,\n",
       "         0.44335339,  0.38457036,  0.41067457,  0.26094036,  1.        ]]), column=array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]), interactions={'hover': 'tooltip'}, row=array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]), scales={'color': ColorScale(max=1.0, min=0.0, scheme='Reds'), 'row': OrdinalScale(reverse=True), 'column': OrdinalScale()}, scales_metadata={'row': {'orientation': 'vertical', 'dimension': 'y'}, 'column': {'orientation': 'horizontal', 'dimension': 'x'}, 'color': {'dimension': 'color'}}, tooltip_style={'opacity': 0.9})], scale_x=LinearScale(allow_padding=False, max=1.0, min=0.0), scale_y=LinearScale(allow_padding=False, max=1.0, min=0.0))))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "col_sc = ColorScale(scheme='Reds', min=0., max=1.)\n",
    "corr_mat = GridHeatMap(color=np.corrcoef(returns_clean.T), scales={'color': col_sc})\n",
    "col_ax = ColorAxis(scale=col_sc, label='Correlation')\n",
    "corr_fig = Figure(marks=[corr_mat], axes=[col_ax])\n",
    "\n",
    "price_fig = plt.figure(title='DOW Jones IA Price Series')\n",
    "price_line = plt.plot(index_prices.index.values, index_prices.values)\n",
    "brush = plt.int_selector(event_handler)\n",
    "\n",
    "plt.axes()['x'].tick_format = '%b-%Y'\n",
    "plt.axes()['x'].num_ticks = 5\n",
    "\n",
    "HBox([price_fig, corr_fig])"
   ]
  },
  {
   "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": "3.6.1"
  },
  "widgets": {
   "state": {
    "4fa0a28affe149baa449513256dd88be": {
     "views": [
      {
       "cell_index": 6
      }
     ]
    }
   },
   "version": "1.2.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}