{ "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": [ "

Failed to display Jupyter Widget of type HBox.

\n", "

\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 Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\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 }